titles
sequencelengths
1
2
url
stringclasses
222 values
location
stringlengths
59
197
vector
sequencelengths
384
384
tag
stringclasses
8 values
text
stringlengths
1
961
sections
sequencelengths
1
3
id
int64
0
18.8k
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(24)
[ -0.01565847545862198, 0.038109906017780304, 0.008023373782634735, -0.054759420454502106, 0.010841167531907558, -0.08402539789676666, -0.01922333613038063, -0.0027175534050911665, -0.09808089584112167, 0.031887173652648926, -0.06790094077587128, 0.017691871151328087, -0.07991582900285721, 0.02701735682785511, -0.03514242544770241, 0.012588601559400558, 0.0056700436398386955, 0.0659266859292984, -0.03524776175618172, -0.026512542739510536, 0.02518010511994362, 0.06486804783344269, 0.06572018563747406, -0.00008213832188630477, -0.041932422667741776, 0.06064128503203392, -0.05291933938860893, -0.03910820931196213, 0.08855412900447845, -0.05503655970096588, -0.02138381451368332, 0.08520568907260895, 0.0760929062962532, -0.02759653702378273, -0.04087391123175621, 0.046734150499105453, 0.01912880875170231, -0.008534912019968033, -0.053306180983781815, -0.0282044168561697, -0.04110203683376312, 0.08092507719993591, 0.01613447815179825, 0.0371478870511055, -0.03154734522104263, 0.008853673934936523, -0.0028245565481483936, -0.08206887543201447, -0.005037718918174505, -0.07722234725952148, -0.0987202376127243, -0.10132826864719391, -0.04561368748545647, -0.06405692547559738, 0.032605964690446854, 0.099036306142807, 0.020189318805933, -0.03260244429111481, -0.001613271189853549, -0.11755876243114471, 0.024960467591881752, -0.041529085487127304, 0.01646619848906994, 0.016406474635004997, 0.06886747479438782, -0.00432295398786664, 0.012294897809624672, -0.04397864639759064, 0.048108141869306564, -0.023169824853539467, -0.02250625565648079, 0.03898443654179573, 0.09698186814785004, 0.012456819415092468, 0.01269203145056963, 0.03073187731206417, 0.000055465752666350454, -0.0755297839641571, -0.039006851613521576, -0.0002936603268608451, 0.017628449946641922, -0.002638826845213771, -0.0384676419198513, -0.05139565095305443, 0.11656603962182999, 0.03214356675744057, 0.024308212101459503, -0.03695058450102806, -0.06266574561595917, 0.07108086347579956, 0.06634025275707245, -0.03185926377773285, 0.023572314530611038, -0.06522101163864136, -0.05773415043950081, -0.004103534854948521, 0.08077272772789001, -0.030150344595313072, 0.042605288326740265, 0.03546861931681633, 0.025522643700242043, -0.01937110908329487, 0.03826436027884483, -0.022074660286307335, 0.024022666737437248, -0.017170069739222527, 0.043145801872015, -0.02555573359131813, 0.010276478715240955, 0.03202556073665619, -0.07660625129938126, 0.05779062584042549, -0.014749661087989807, 0.057485900819301605, -0.051947880536317825, -0.008274656720459461, -0.06630658358335495, 0.050304774194955826, 0.03604331985116005, 0.12061240524053574, 0.04204447939991951, -0.040866803377866745, -0.05619523301720619, 0.061774179339408875, 0.09223970025777817, 0.05445679649710655, -0.04233101010322571, -9.070919119479855e-35, -0.002764160046353936, -0.01872270554304123, -0.0005617697606794536, -0.031166736036539078, 0.051471810787916183, 0.034221284091472626, -0.04053762927651405, 0.0033278698101639748, 0.011363272555172443, 0.10985160619020462, -0.09434667974710464, 0.03463434427976608, -0.004277264233678579, 0.017137132585048676, 0.024011686444282532, -0.021474691107869148, -0.09256181120872498, 0.08429697155952454, -0.06851493567228317, 0.096279576420784, 0.0023246004711836576, 0.014988493174314499, -0.032211169600486755, -0.08146180212497711, 0.004750245716422796, 0.08062495291233063, -0.008973963558673859, -0.029299858957529068, 0.06737887114286423, 0.024523133412003517, -0.027476197108626366, -0.02749147079885006, -0.09771203994750977, 0.0921395868062973, 0.057364244014024734, -0.025210294872522354, -0.0029324975330382586, -0.12602350115776062, -0.008243022486567497, -0.0030064925085753202, 0.006492039654403925, 0.029620764777064323, -0.04005725309252739, 0.01989113911986351, -0.00569860590621829, -0.026577845215797424, 0.08919059485197067, 0.034497376531362534, -0.04798892140388489, 0.03250352293252945, -0.04686655104160309, -0.013428098522126675, -0.007525573950260878, -0.0729731097817421, 0.05081506073474884, 0.016887858510017395, 0.04253200441598892, -0.02069763094186783, -0.023640399798750877, 0.042061153799295425, 0.011466970667243004, 0.01787649840116501, 0.043958794325590134, -0.0389418751001358, 0.08371584117412567, 0.007815870456397533, -0.04416941478848457, 0.0144942756742239, 0.017203884199261665, 0.004689361434429884, -0.01578451320528984, -0.08624430745840073, -0.05431637540459633, -0.06518334150314331, -0.01195785403251648, -0.022965634241700172, 0.021343547850847244, -0.031094348058104515, -0.030863195657730103, -0.01371784321963787, 0.05352400615811348, 0.005244129337370396, 0.0002589236537460238, -0.06717144697904587, -0.04000144824385643, 0.0557900071144104, 0.08640153706073761, -0.05131949856877327, -0.0026527612935751677, 0.019996989518404007, 0.020947236567735672, -0.09877756983041763, -0.015426198951900005, -0.08511365205049515, -0.03399493172764778, -8.628165269234054e-34, -0.044697485864162445, -0.01580590009689331, -0.004182769451290369, 0.06988584995269775, -0.05577447637915611, -0.02599503844976425, -0.10375083982944489, 0.00816750805824995, -0.010280865244567394, -0.013713354244828224, 0.07094406336545944, -0.002289183670654893, -0.014339451678097248, -0.04957382380962372, -0.04366885498166084, 0.00790766067802906, 0.01308983564376831, -0.04313500598073006, 0.0798700749874115, -0.004379023797810078, 0.02367144450545311, 0.008629640564322472, -0.07783094048500061, 0.0019441647455096245, -0.08965836465358734, 0.038889966905117035, -0.09656223654747009, -0.06434367597103119, -0.02727619931101799, 0.02171134389936924, -0.04491034150123596, -0.01899581588804722, -0.004983444232493639, 0.018797216936945915, 0.05942154675722122, -0.014627001248300076, -0.005449462682008743, -0.002355191158130765, -0.04252077639102936, -0.024966450408101082, 0.030757170170545578, 0.06512930989265442, -0.058115847408771515, 0.05252060294151306, -0.025677382946014404, -0.007181927561759949, -0.03736064210534096, 0.09342808276414871, 0.0018099164590239525, 0.019249312579631805, -0.02270926907658577, 0.0008925718138925731, -0.0003594922600314021, -0.1813231110572815, -0.033060472458601, 0.04048885032534599, 0.03545756638050079, -0.04378840699791908, 0.044471051543951035, 0.07224494963884354, 0.036071013659238815, -0.06742382049560547, -0.06963862478733063, -0.010811757296323776, 0.01085855532437563, 0.13628096878528595, -0.034502699971199036, 0.026347948238253593, 0.007886676117777824, 0.018032632768154144, -0.006455687806010246, -0.014072892256081104, -0.01227428950369358, -0.018918409943580627, -0.037915512919425964, 0.05607212334871292, -0.03278471529483795, -0.1074429377913475, -0.0022817966528236866, 0.02050735056400299, 0.017427384853363037, -0.05851875618100166, 0.00010587510041659698, 0.07191930711269379, 0.008196678943932056, 0.06723941117525101, -0.06660964339971542, -0.008742302656173706, -0.016118919476866722, 0.056778762489557266, 0.019997864961624146, 0.051043834537267685, 0.0263818372040987, 0.025754490867257118, -0.03371841087937355, -2.2618808159791115e-8, -0.007182602304965258, 0.002815693849697709, 0.09253091365098953, -0.03500597923994064, 0.08316517621278763, 0.0342540368437767, -0.015230115503072739, 0.07561524957418442, -0.07789522409439087, 0.07019452005624771, 0.004649825859814882, 0.036067262291908264, -0.03558063879609108, 0.10370363295078278, 0.20633813738822937, 0.10262525826692581, 0.027892084792256355, 0.011251457035541534, -0.0755041167140007, 0.08641382306814194, 0.046548858284950256, 0.014543512836098671, -0.016841335222125053, -0.04825375974178314, -0.07596585154533386, 0.08157461136579514, 0.01176562998443842, 0.054849401116371155, 0.05788637325167656, -0.02316460944712162, 0.02724199742078781, -0.011632840149104595, -0.03274129703640938, 0.012782920151948929, 0.012147841975092888, 0.07711970806121826, -0.08156323432922363, -0.0060844141989946365, -0.007240746635943651, -0.04013200104236603, 0.0019423591438680887, 0.019913818687200546, 0.006590713746845722, 0.11092642694711685, -0.018052522093057632, 0.02921692468225956, 0.03207116574048996, -0.06029001250863075, -0.08503524214029312, -0.011209908872842789, 0.0686502531170845, 0.0396379716694355, -0.06457825750112534, -0.020899953320622444, 0.033573370426893234, -0.03053249418735504, 0.04953517019748688, -0.06700250506401062, -0.12353803962469101, 0.04037723317742348, -0.038963984698057175, 0.0435686931014061, 0.0030667386017739773, 0.001969413598999381 ]
p
So basically what was great is that Dino manages to understand all objects and close patterns without fine tuning.
[ "blog", "blog/vector-image-search-rag" ]
11,300
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(24)
[ -0.08286256343126297, -0.009737465530633926, -0.006028288509696722, -0.008273625746369362, 0.047446999698877335, -0.02368933893740177, -0.07080960273742676, 0.022561755031347275, 0.06786635518074036, -0.01722864620387554, 0.029267672449350357, 0.07788949459791183, -0.025252940133213997, -0.053670790046453476, -0.004997549578547478, -0.029134372249245644, 0.021247321739792824, -0.07115945219993591, -0.034712985157966614, -0.08734920620918274, -0.00954932440072298, -0.029396966099739075, -0.03169096261262894, -0.021643854677677155, -0.04264171048998833, 0.04104787856340408, -0.09076123684644699, 0.0720461905002594, 0.06839507073163986, -0.048616956919431686, -0.01083417795598507, 0.09272107481956482, 0.09809226542711258, -0.011012624949216843, -0.08323290944099426, -0.029299944639205933, 0.005672115832567215, 0.012698083184659481, -0.04526377469301224, -0.0251548383384943, -0.009917586110532284, -0.029254848137497902, 0.02776244655251503, 0.052179157733917236, 0.004492226056754589, -0.054398681968450546, 0.005136589985340834, -0.0698450580239296, 0.06197822093963623, -0.06340477615594864, -0.07244116812944412, -0.011485270224511623, -0.02414674498140812, -0.07907652854919434, 0.022110797464847565, 0.06774214655160904, -0.019040681421756744, 0.04253070056438446, -0.02926507033407688, -0.016818629577755928, -0.001956618158146739, -0.06499051302671432, -0.061613909900188446, -0.007790007628500462, 0.09185329079627991, -0.094329334795475, 0.0418449342250824, -0.005717327818274498, 0.03681967034935951, -0.03825702890753746, -0.027089057490229607, -0.014690284617245197, 0.032345645129680634, 0.05935562029480934, 0.022381531074643135, -0.009787462651729584, 0.05921109393239021, -0.025937940925359726, 0.10381928086280823, 0.0356157161295414, -0.05062703415751457, -0.05067530646920204, 0.0026004391256719828, -0.011375753208994865, 0.037772130221128464, 0.030030865222215652, 0.0766807422041893, -0.10065986961126328, 0.03503919765353203, -0.04004594683647156, 0.07621736079454422, 0.049421198666095734, -0.05257819965481758, -0.010709363967180252, -0.06382264196872711, 0.044389259070158005, 0.027567898854613304, 0.007509957067668438, 0.007964991964399815, 0.02749432437121868, 0.058446772396564484, -0.022071463987231255, 0.11658976227045059, 0.03977735713124275, -0.10276883840560913, -0.13604071736335754, 0.027277128770947456, 0.11589992046356201, -0.03073226287961006, -0.024791721254587173, -0.043376125395298004, 0.06124807521700859, 0.030426040291786194, -0.02253294363617897, 0.02417158894240856, -0.004096274729818106, -0.10836931318044662, -0.06651412695646286, 0.05300136283040047, -0.0034294372890144587, -0.05835457891225815, -0.03138233721256256, -0.05648322403430939, 0.014327236451208591, -0.025614658370614052, 0.03651324659585953, -0.0436088852584362, -6.056822804688148e-34, -0.01938345655798912, 0.09611640125513077, -0.022136369720101357, -0.037112463265657425, -0.05215645581483841, -0.004439258016645908, -0.05306330695748329, 0.041026849299669266, 0.02588813565671444, 0.03887200355529785, 0.02388445846736431, 0.0366109274327755, -0.03811544552445412, 0.05714147165417671, 0.06358953565359116, -0.008753105998039246, -0.02616504579782486, 0.024932261556386948, 0.030621249228715897, -0.0705559179186821, 0.08325378596782684, -0.14342524111270905, 0.07795746624469757, -0.04230048879981041, 0.023134760558605194, 0.1092313826084137, 0.08499298989772797, 0.03684956952929497, 0.025916358456015587, 0.01989090070128441, 0.054375454783439636, -0.0034251471515744925, -0.06217546761035919, -0.042374417185783386, 0.06441216915845871, 0.03216351568698883, -0.04872874915599823, -0.09165019541978836, 0.07187008857727051, -0.044616080820560455, 0.004727264866232872, 0.047599151730537415, -0.034398749470710754, -0.011989021673798561, -0.0038910736329853535, -0.007854321971535683, -0.00043347442988306284, 0.01883704401552677, -0.02768244594335556, 0.07823817431926727, -0.01626758649945259, 0.04745207726955414, -0.014501871541142464, 0.07075925171375275, 0.040525902062654495, 0.04544314369559288, 0.07711640000343323, -0.07926344126462936, -0.0074556865729391575, 0.05804511159658432, -0.09354835748672485, 0.043118953704833984, -0.014385880902409554, 0.06403476744890213, -0.007876956835389137, 0.12784971296787262, 0.07179763168096542, 0.03203336149454117, -0.009992999956011772, 0.01006984245032072, -0.007140636444091797, -0.02566295489668846, -0.01654002256691456, -0.07397113740444183, 0.04115050286054611, 0.0006207650876604021, -0.0541679747402668, -0.03637995943427086, 0.0586654469370842, -0.0473523810505867, 0.008985046297311783, 0.05232807248830795, -0.08153532445430756, 0.04597952216863632, 0.033597394824028015, -0.05189346894621849, -0.008366519585251808, -0.011393246240913868, -0.007728029508143663, 0.0028062681667506695, 0.05598606541752815, 0.02918078564107418, -0.024374518543481827, 0.011164882220327854, 0.042833052575588226, -7.304365775666226e-34, 0.012105381116271019, -0.0787174329161644, -0.0052023883908987045, 0.04052363336086273, 0.029294675216078758, 0.006797008216381073, -0.019720135256648064, -0.11987777799367905, 0.034368135035037994, 0.05097782239317894, 0.01585761271417141, -0.04191841557621956, -0.04068712145090103, -0.0033674999140203, 0.03480478748679161, 0.033276963979005814, -0.05777207389473915, -0.09525264799594879, 0.062142763286828995, -0.05929297208786011, 0.022149907425045967, 0.07648173719644547, -0.11596651375293732, 0.030456697568297386, -0.11611653119325638, -0.03334692120552063, -0.10120327770709991, 0.009330290369689465, -0.004462084732949734, 0.044018831104040146, -0.018511131405830383, -0.033588871359825134, 0.019234424456954002, 0.019828174263238907, -0.0555104985833168, 0.016478165984153748, 0.04339504987001419, -0.007100656628608704, 0.01417521946132183, 0.02096523903310299, -0.0012541029136627913, 0.05090326443314552, -0.03316172957420349, -0.08481939882040024, -0.07269476354122162, 0.015615477226674557, 0.09922250360250473, -0.02011326514184475, 0.06235939636826515, 0.0019880044274032116, 0.07520000636577606, -0.013504900969564915, 0.09694730490446091, -0.10630165040493011, -0.07281994819641113, -0.0025188203435391188, 0.006435636896640062, 0.05000662803649902, 0.02169441431760788, 0.019911635667085648, 0.06235809251666069, 0.00945015624165535, -0.019491776823997498, -0.037734005600214005, -0.004141541663557291, -0.032948706299066544, 0.06828004866838455, 0.011641163378953934, 0.02750268392264843, -0.07148290425539017, -0.008125335909426212, -0.041381753981113434, 0.07492563873529434, -0.00024880742421373725, -0.10671179741621017, -0.03539089113473892, -0.03813374042510986, -0.06231981888413429, -0.03800125792622566, -0.05216320976614952, -0.06289318948984146, -0.014973430894315243, 0.04513130709528923, -0.0030511990189552307, 0.01602666638791561, -0.053007740527391434, -0.013050183653831482, -0.03568931668996811, -0.007019118405878544, -0.04626001417636871, 0.04151046648621559, 0.03776618093252182, 0.004245657008141279, 0.12469809502363205, -0.08794741332530975, -2.882960536965129e-8, -0.021374650299549103, -0.04061427712440491, 0.032141175121068954, 0.03196097910404205, 0.030329765751957893, -0.005491884890943766, 0.047181256115436554, 0.09005888551473618, 0.07262326031923294, 0.005587965250015259, 0.0355774350464344, -0.07796627283096313, -0.11089016497135162, 0.07764721661806107, 0.09760239720344543, 0.03774389252066612, -0.0419873408973217, 0.025343134999275208, -0.037080906331539154, 0.02389139123260975, -0.03324897214770317, 0.013113096356391907, -0.020421426743268967, -0.0037647602148354053, 0.08690886199474335, -0.016267312690615654, 0.016720062121748924, 0.06556986272335052, 0.046309441328048706, 0.017964068800210953, 0.007260868791490793, 0.06347788870334625, 0.08780325949192047, 0.05704875662922859, 0.05754696577787399, 0.06626733392477036, -0.04508483037352562, 0.023243550211191177, 0.016488635912537575, -0.08524148911237717, -0.024870222434401512, 0.04787753149867058, -0.09185201674699783, 0.053577128797769547, -0.010274690575897694, -0.02214481309056282, -0.0756029263138771, -0.008411836810410023, -0.0237970519810915, 0.062327105551958084, 0.03638267517089844, -0.02161066047847271, 0.029699314385652542, -0.05437614023685455, -0.02106630988419056, 0.024336498230695724, 0.017474709078669548, -0.040869440883398056, 0.0022745367605239153, 0.04264065623283386, -0.03264397382736206, -0.05225326865911484, 0.0210166834294796, -0.03953881189227104 ]
p
So you can get an off the shelf model and get started very quickly and start bringing value very quickly without having to go through all the fine tuning processes.
[ "blog", "blog/vector-image-search-rag" ]
11,301
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(24)
[ 0.06792893260717392, -0.033261626958847046, -0.042273882776498795, -0.005908443126827478, 0.06421828269958496, -0.0909884124994278, 0.036235492676496506, -0.013952775858342648, 0.06354092806577682, -0.021032940596342087, 0.03541632741689682, 0.07294871658086777, -0.04643453285098076, 0.0026702380273491144, -0.01460361573845148, -0.04005596786737442, 0.04031829535961151, 0.010904439724981785, -0.024786092340946198, -0.02291293628513813, 0.07634344696998596, -0.016907155513763428, 0.028753256425261497, -0.02265753224492073, -0.021575959399342537, 0.028579581528902054, -0.06445292383432388, -0.053671739995479584, 0.07080620527267456, -0.05049801617860794, -0.008499283343553543, 0.04658567160367966, 0.05830886587500572, 0.02951342612504959, -0.11557064205408096, -0.018314380198717117, 0.003529912093654275, 0.03752593696117401, -0.0069070840254426, -0.024860123172402382, -0.09458160400390625, 0.07503785938024521, -0.029338952153921127, -0.008257386274635792, 0.04912891238927841, 0.008610783144831657, 0.030935361981391907, -0.018962329253554344, 0.05813616141676903, -0.034212395548820496, -0.13330459594726562, -0.08554132282733917, -0.03932790458202362, 0.008208726532757282, 0.012165417894721031, 0.12659285962581635, 0.018936773762106895, 0.02573850378394127, 0.028172554448246956, -0.005958180874586105, -0.017681295052170753, 0.0036227721720933914, 0.012594960629940033, 0.06417340785264969, 0.062121760100126266, -0.0068929605185985565, 0.04813478887081146, -0.07820655405521393, -0.018513718619942665, -0.03252801671624184, 0.03876647725701332, 0.056759536266326904, 0.024322517216205597, 0.023812659084796906, 0.03402912989258766, -0.019182825461030006, 0.0017017563804984093, -0.049011990427970886, 0.08631646633148193, 0.03275441750884056, -0.014371022582054138, -0.012257913127541542, 0.0009590411791577935, 0.0015416326932609081, 0.07162413746118546, 0.047931160777807236, -0.004251657985150814, -0.07290495932102203, -0.1161937341094017, 0.008403417654335499, -0.03327978029847145, -0.07754678279161453, -0.049560509622097015, -0.040570296347141266, -0.032308612018823624, -0.14869411289691925, 0.03136410191655159, -0.00650009885430336, -0.06582675129175186, -0.022445807233452797, 0.026959750801324844, -0.019128084182739258, 0.02358635701239109, 0.02634073980152607, -0.02532609924674034, -0.04063364863395691, 0.08402219414710999, -0.03627192601561546, -0.01312000211328268, 0.006916003301739693, 0.000088662447524257, 0.006642324849963188, -0.03859923034906387, 0.03991825878620148, -0.06342842429876328, -0.009169879369437695, -0.03642166405916214, 0.002929594134911895, 0.04981091246008873, 0.02598419226706028, 0.01137700304389, -0.03995002061128616, -0.028359508141875267, 0.04582564905285835, 0.008115926757454872, -0.08907942473888397, -0.024553842842578888, -2.134627946116194e-33, -0.08386897295713425, -0.07561998814344406, -0.006929341703653336, -0.08258191496133804, -0.007771292235702276, 0.008097372017800808, 0.012104704044759274, 0.004934888333082199, 0.028233667835593224, -0.02555779553949833, -0.032356150448322296, -0.01984446495771408, 0.006663976237177849, 0.11700176447629929, 0.148490309715271, -0.09067584574222565, -0.022699618712067604, 0.1498890519142151, -0.12155553698539734, -0.022678960114717484, -0.0299795251339674, 0.012114368379116058, -0.03633824363350868, -0.04405855014920235, 0.0607127882540226, 0.04493528977036476, 0.01252533495426178, -0.0254487507045269, -0.038629189133644104, 0.03670642152428627, -0.05359640344977379, 0.06292437016963959, -0.06198667362332344, 0.02112177573144436, -0.01072904746979475, 0.06743678450584412, -0.08109596371650696, -0.022300664335489273, 0.0026503398548811674, -0.003279254771769047, -0.036472201347351074, 0.0190677922219038, -0.02313166670501232, -0.03352882340550423, -0.02678186073899269, -0.05123401805758476, -0.03073773719370365, 0.04424126446247101, -0.10998409986495972, 0.056743063032627106, 0.09905826300382614, -0.021602096036076546, 0.00828191265463829, -0.08606789261102676, 0.01636528968811035, 0.05815528705716133, 0.03766193985939026, -0.00008812592568574473, -0.03526707738637924, 0.002221527975052595, -0.04699422046542168, -0.04048678278923035, -0.045738738030195236, 0.06340210139751434, 0.06399201601743698, 0.09315113723278046, -0.049629513174295425, -0.006045705173164606, -0.0274818018078804, 0.07373363524675369, -0.06490772217512131, 0.038774579763412476, 0.027149435132741928, 0.04095975682139397, -0.05494058132171631, 0.006181154865771532, -0.024868136271834373, -0.03016946092247963, -0.018451787531375885, 0.030641287565231323, -0.04663434997200966, -0.04068702459335327, 0.037628576159477234, -0.04926298186182976, -0.06496714055538177, 0.025390898808836937, 0.08502446860074997, -0.06673461198806763, -0.05298738181591034, -0.023875923827290535, 0.01547948643565178, -0.04077304154634476, -0.12731316685676575, 0.0324615053832531, 0.0043426863849163055, 9.1777823466404e-34, -0.025072671473026276, -0.03155161440372467, -0.004339877516031265, 0.05324224755167961, -0.0773865357041359, 0.043424662202596664, 0.011105726473033428, -0.01970205083489418, -0.07766349613666534, -0.021599147468805313, 0.006667009089142084, 0.008015451952815056, -0.08464456349611282, 0.04866684600710869, 0.020970674231648445, 0.037801794707775116, -0.02177393063902855, -0.03258116915822029, -0.07292462885379791, 0.01926366053521633, 0.061666253954172134, 0.0009365627774968743, 0.022255584597587585, 0.0054410891607403755, -0.05447499454021454, 0.0471857525408268, -0.12760582566261292, 0.001029160455800593, 0.014159553684294224, -0.06593646854162216, -0.022755509242415428, -0.03109671361744404, -0.06706462055444717, -0.08282112330198288, -0.031240137293934822, 0.014516965486109257, 0.014826750382781029, -0.0624755322933197, -0.023734668269753456, -0.007930665276944637, 0.041279759258031845, 0.062101833522319794, 0.08005566149950027, 0.07427823543548584, 0.017290232703089714, 0.003742815926671028, 0.059850625693798065, 0.0653490498661995, -0.10858947783708572, 0.05414069443941116, -0.0698920339345932, -0.0034110352862626314, 0.01616210676729679, -0.07612738758325577, -0.027562720701098442, 0.10123830288648605, -0.03449087589979172, -0.03121894784271717, 0.005100416950881481, -0.02800135314464569, 0.05243707820773125, -0.04867557808756828, -0.06285616755485535, 0.03848519176244736, 0.05539900064468384, 0.03252711892127991, 0.029029887169599533, 0.045381899923086166, 0.08834005147218704, 0.00702664302662015, 0.18985281884670258, 0.06001736968755722, 0.0644734650850296, -0.012889690697193146, -0.06830516457557678, 0.04516597464680672, 0.014871827326714993, -0.03932487219572067, 0.01238158904016018, -0.01633242331445217, 0.0001701286091702059, -0.03216897323727608, 0.009781258180737495, 0.04024451971054077, 0.019834421575069427, 0.048280373215675354, -0.06487184017896652, -0.0839761421084404, -0.03273480013012886, 0.0318794809281826, -0.026443731039762497, 0.02213907800614834, 0.04019596800208092, 0.014208374544978142, -0.04778997227549553, -1.863059573281589e-8, -0.03357948735356331, 0.010868212208151817, 0.06875398010015488, -0.05459081009030342, 0.023296533152461052, -0.027593454346060753, 0.09825090318918228, 0.07437800616025925, -0.0308211836963892, -0.03164185211062431, -0.013860291801393032, -0.05864328518509865, -0.08563034236431122, 0.08864165097475052, 0.11597776412963867, 0.04904148727655411, 0.040539953857660294, 0.038425594568252563, -0.038962263613939285, 0.049025680869817734, -0.0005888438900001347, -0.05622508376836777, -0.02242973819375038, 0.06568092852830887, 0.012148142792284489, -0.025122039020061493, -0.04632312431931496, 0.12471970170736313, 0.0800999104976654, -0.03383254632353783, 0.029270833358168602, 0.0452461913228035, 0.01841849274933338, 0.06544295698404312, -0.014183607883751392, 0.08004464209079742, 0.016102731227874756, 0.015122120268642902, -0.017569253221154213, -0.010480359196662903, 0.04539720341563225, 0.0016087210969999433, 0.024833081290125847, 0.056754760444164276, 0.01787961833178997, 0.06609588116407394, 0.06255663186311722, -0.06420276314020157, -0.015956278890371323, -0.0007272397051565349, 0.039407625794410706, 0.04654610529541969, 0.02438993752002716, 0.012261508032679558, -0.018903696909546852, 0.03182918578386307, 0.10442884266376495, -0.06531114876270294, 0.03395034372806549, 0.06882698833942413, -0.0008055893704295158, 0.028313836082816124, 0.012857886031270027, 0.04404320940375328 ]
p
And it also manages to focus on the object without segmentation.
[ "blog", "blog/vector-image-search-rag" ]
11,302
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(24)
[ -0.04004403203725815, 0.03564758971333504, 0.01694587431848049, -0.03791022673249245, 0.0446062907576561, -0.06982755661010742, -0.0003271862806286663, -0.12451155483722687, 0.04440481588244438, -0.05100323632359505, -0.08256072551012039, 0.01957937702536583, -0.02048489637672901, -0.06663645803928375, -0.007728495169430971, -0.022528110072016716, 0.10228519886732101, 0.0542430654168129, -0.03929055854678154, 0.043122779577970505, 0.016747431829571724, -0.0536302775144577, -0.029319986701011658, -0.05470125377178192, -0.06246674433350563, 0.051231179386377335, 0.007321692071855068, -0.025674035772681236, 0.04852975159883499, -0.04215981438755989, 0.034563492983579636, 0.024274228140711784, 0.002217866713181138, 0.05558210238814354, -0.03846580535173416, -0.0640566498041153, -0.12392056733369827, 0.012956490740180016, 0.06005558371543884, -0.04270812124013901, -0.05136221647262573, 0.018407776951789856, 0.020871514454483986, 0.02921934798359871, -0.005805355962365866, 0.04629048705101013, 0.04034378379583359, -0.031170593574643135, 0.027261409908533096, -0.10947135090827942, -0.03567735478281975, -0.06493744254112244, -0.016077939420938492, 0.01078083086758852, 0.02987377531826496, 0.10200359672307968, 0.06079462915658951, -0.0676182359457016, 0.01871398091316223, 0.03203662484884262, 0.0600641593337059, 0.056061819195747375, 0.00019415596034377813, 0.021648038178682327, 0.10644850134849548, -0.04602021351456642, -0.030943969264626503, 0.00024660711642354727, 0.018981575965881348, -0.016278497874736786, 0.0689995288848877, 0.08273990452289581, 0.034954484552145004, 0.0504956878721714, 0.0748809427022934, 0.038351692259311676, -0.032108813524246216, -0.09464297443628311, 0.018477294594049454, 0.019368940964341164, -0.06576007604598999, -0.0821482241153717, -0.008576096966862679, -0.006011314690113068, 0.046152133494615555, 0.011561774648725986, -0.03346039727330208, 0.009605826810002327, -0.10355646908283234, -0.04233957454562187, -0.03348921611905098, -0.0390268936753273, -0.004512751940637827, 0.012420407496392727, -0.04471193999052048, -0.00985550507903099, 0.0035839159972965717, 0.05257316678762436, 0.08556397259235382, 0.014481812715530396, 0.015934156253933907, -0.023912614211440086, 0.025178872048854828, 0.028420018032193184, -0.005061223637312651, -0.034024350345134735, -0.025799205526709557, 0.019095003604888916, 0.019151872023940086, -0.010708114132285118, -0.04446020349860191, -0.05648917704820633, 0.00881010852754116, 0.07912131398916245, -0.11478031426668167, 0.003114514984190464, 0.021567197516560555, 0.01276390440762043, -0.033148109912872314, -0.01658516936004162, 0.09509537369012833, -0.04246218129992485, -0.032129690051078796, -0.06456854939460754, 0.022325146943330765, -0.029070371761918068, 0.003131776349619031, -3.794258094190287e-33, 0.014149024151265621, -0.025006897747516632, -0.030230561271309853, -0.0423370786011219, 0.09197013825178146, 0.014451209455728531, -0.05100961774587631, 0.013487916439771652, 0.057424165308475494, 0.08920443058013916, -0.07434918731451035, -0.017557581886649132, -0.015367584303021431, -0.013717100024223328, -0.0182424895465374, -0.05443843454122543, 0.006757794413715601, 0.061281342059373856, -0.09034412354230881, 0.06088433042168617, -0.05659852176904678, -0.08821576088666916, -0.07645283639431, 0.03963202238082886, 0.036437664180994034, 0.12395071983337402, 0.030058402568101883, 0.0020450977608561516, 0.0239079799503088, 0.016027558594942093, 0.0012190538691356778, 0.06053898110985756, -0.0066254399716854095, 0.04709431901574135, 0.03941348195075989, -0.0028815045952796936, 0.009911661967635155, -0.007296301424503326, -0.008008856326341629, -0.05198339372873306, 0.03241309896111488, -0.031128359958529472, -0.02880033291876316, -0.01262818556278944, 0.050924863666296005, -0.028152933344244957, 0.015346627682447433, 0.03983234241604805, -0.06220298632979393, 0.09517388045787811, 0.03307156637310982, 0.048306673765182495, -0.09213516116142273, -0.011235877871513367, -0.03483087569475174, -0.02915983460843563, 0.033801883459091187, -0.050345879048109055, 0.07437805086374283, 0.05179894343018532, 0.018124792724847794, 0.02624572068452835, -0.002511215629056096, 0.020739510655403137, 0.033971719443798065, 0.0480341911315918, -0.010101253166794777, -0.07510543614625931, -0.047574482858181, 0.0032616653479635715, 0.07362638413906097, 0.009579367004334927, -0.08005155622959137, -0.04638267681002617, 0.02405182458460331, -0.06461920589208603, -0.015391945838928223, 0.058710988610982895, 0.010444395244121552, -0.08822888135910034, -0.1291554719209671, 0.1081995740532875, -0.03969677537679672, -0.09229579567909241, -0.07702652364969254, 0.055800169706344604, 0.001750124734826386, -0.00015453486412297934, -0.0583253838121891, 0.004346088040620089, 0.06466975063085556, -0.018262416124343872, -0.11967591196298599, -0.0062661198899149895, 0.008544725365936756, 1.6716091701929415e-33, 0.021830664947628975, -0.03171291947364807, 0.03546193242073059, 0.053228702396154404, 0.03577045723795891, 0.011910646222531796, 0.054131265729665756, -0.05497302487492561, 0.04713327810168266, 0.08762525767087936, -0.03413238748908043, 0.010370026342570782, -0.013887515291571617, 0.013594936579465866, -0.049556441605091095, -0.01786860078573227, -0.004584066104143858, -0.005532801616936922, -0.03591061756014824, 0.034338220953941345, 0.06597908586263657, 0.03003762662410736, -0.025253556668758392, -0.037237368524074554, -0.10109161585569382, -0.005277503281831741, -0.03515412285923958, -0.045297399163246155, -0.018489908427000046, -0.020778095349669456, -0.01614481955766678, -0.06741348654031754, -0.07856528460979462, -0.015784092247486115, -0.015654966235160828, 0.024531127884984016, 0.04934955760836601, 0.019350485876202583, -0.0004757556307595223, -0.05296499654650688, -0.03503277525305748, 0.0410616360604763, -0.10334932059049606, 0.010880690068006516, -0.058650072664022446, -0.0826474279165268, -0.01987571455538273, -0.00411045690998435, 0.03066333755850792, 0.03613525256514549, 0.04548012837767601, 0.04480281472206116, 0.026575187221169472, -0.04678873345255852, -0.04533517360687256, 0.12481778860092163, -0.09012838453054428, 0.027577277272939682, 0.1018039882183075, 0.10158749669790268, 0.04140432924032211, 0.021527264267206192, -0.030802402645349503, -0.01234782487154007, 0.041701991111040115, 0.007060590665787458, 0.025797393172979355, 0.06978046894073486, 0.08075019717216492, 0.03326595947146416, 0.11554019898176193, 0.020696265622973442, -0.010167088359594345, 0.04990938678383827, 0.007773478981107473, -0.04211486130952835, 0.0599517747759819, -0.06083766743540764, 0.049106989055871964, 0.04378524050116539, -0.061316024512052536, -0.043855179101228714, 0.04045804962515831, 0.09732290357351303, 0.004608089569956064, -0.016801927238702774, -0.05580650642514229, -0.037155743688344955, -0.06202709302306175, -0.008789022453129292, -0.049805302172899246, 0.08229020237922668, 0.07474461942911148, -0.05976739898324013, -0.044140640646219254, -3.740991161294005e-8, -0.08421167731285095, -0.03549812361598015, -0.005040533374994993, -0.005151376128196716, -0.0038863923400640488, 0.00374979549087584, 0.0191346425563097, 0.019355690106749535, -0.0020492312032729387, -0.08405518531799316, 0.004959849640727043, -0.057799629867076874, -0.05308093875646591, 0.06237246096134186, 0.06772925704717636, 0.04031641408801079, -0.059555549174547195, -0.034544289112091064, -0.06055145338177681, 0.05583729222416878, -0.02502043917775154, -0.00043917467701248825, 0.019914165139198303, 0.061398934572935104, -0.040484946221113205, 0.06853308528661728, 0.0016078946646302938, 0.056440193206071854, -0.015713244676589966, 0.05071265250444412, -0.0606914721429348, 0.03023500181734562, 0.038609638810157776, 0.0009092450491152704, 0.059633057564496994, 0.01242408249527216, -0.10777636617422104, 0.0030551941599696875, -0.03938489779829979, -0.005004103295505047, 0.049054089933633804, -0.09472543746232986, -0.05489897355437279, 0.06182215362787247, 0.09820880740880966, 0.03964519873261452, 0.028500663116574287, -0.13422217965126038, -0.10404271632432938, -0.0016633395571261644, 0.10168181359767914, -0.03369038552045822, -0.03190336748957634, 0.022923719137907028, 0.03798767179250717, -0.026235658675432205, 0.09659790992736816, -0.04130472242832184, 0.07789619266986847, 0.08564522862434387, -0.01809634640812874, 0.0844637081027031, 0.009147441945970058, 0.021772807464003563 ]
p
What I mean here is that we’re going to get a box of the object, and in this box there will be a very noisy background which may disturb the matching process.
[ "blog", "blog/vector-image-search-rag" ]
11,303
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(24)
[ 0.006256858352571726, 0.06075495108962059, 0.01755579188466072, -0.023838462308049202, 0.11026367545127869, -0.05594632029533386, 0.06939318776130676, 0.030027415603399277, -0.06182679161429405, 0.011488295160233974, -0.013395174406468868, 0.004904131405055523, -0.08556722849607468, 0.0486794151365757, -0.017798200249671936, 0.023695971816778183, -0.013129614293575287, 0.03344551846385002, -0.0820453017950058, 0.03111632913351059, 0.06799544394016266, -0.005124818999320269, 0.09419195353984833, -0.015648817643523216, -0.011260864324867725, 0.003821244463324547, -0.008664772845804691, 0.014608918689191341, 0.06270552426576614, -0.04218567535281181, -0.04575534909963608, 0.023506980389356613, 0.07521514594554901, -0.030423693358898163, -0.04369860514998436, 0.03849392756819725, -0.0010193069465458393, -0.024445790797472, -0.01575350947678089, -0.052047017961740494, -0.032877061516046524, 0.08309294283390045, 0.01007001381367445, 0.050826944410800934, -0.04619576409459114, 0.018596401438117027, 0.04706928879022598, -0.040673527866601944, 0.02936401776969433, -0.04889180138707161, -0.10139713436365128, -0.07788896560668945, -0.043223123997449875, -0.03341422975063324, 0.014703730121254921, 0.13709400594234467, -0.012163168750703335, -0.08950439840555191, 0.03700095787644386, -0.08094476163387299, 0.010551425628364086, 0.03699181228876114, 0.04164619743824005, 0.05374540761113167, 0.05315711721777916, -0.00749236810952425, 0.03268785774707794, -0.10080225765705109, -0.04221624508500099, -0.012639755383133888, 0.03817017376422882, 0.019469505175948143, 0.07495614886283875, -0.10919512808322906, -0.047912415117025375, -0.006473378278315067, 0.006506836973130703, -0.07234259694814682, 0.002355934353545308, 0.005314835347235203, 0.0853501558303833, -0.01019380148500204, 0.00008188358333427459, -0.04992599040269852, 0.08056148886680603, 0.09647075831890106, 0.011673182249069214, -0.05942211300134659, -0.12261727452278137, 0.07196138799190521, 0.025913793593645096, -0.10625132918357849, 0.010824461467564106, -0.02031933329999447, -0.02440461702644825, -0.05465550348162651, 0.02617359347641468, 0.01558176800608635, -0.00580990593880415, 0.015094703994691372, 0.00936627946794033, -0.06343270093202591, 0.023279717192053795, -0.007195294369012117, 0.06583718955516815, -0.0033710042480379343, 0.0355694554746151, -0.057038649916648865, 0.004879867658019066, 0.07429953664541245, -0.06161019578576088, 0.027858329936861992, -0.027582230046391487, 0.09839748591184616, -0.051707204431295395, -0.008066807873547077, -0.08335178345441818, 0.018382955342531204, 0.028233403339982033, -0.004706840496510267, 0.01875714398920536, -0.013433413580060005, -0.018152888864278793, 0.046579521149396896, 0.048637889325618744, -0.0644930899143219, -0.022887030616402626, -3.279081531895096e-33, 0.0028396588750183582, -0.023519108071923256, 0.022463997825980186, -0.06215556710958481, 0.02754979394376278, 0.052578505128622055, -0.004714163485914469, -0.004631926771253347, 0.00525421230122447, 0.023650892078876495, -0.1362670212984085, -0.02777239866554737, 0.0030485608149319887, 0.038385141640901566, 0.004012626130133867, -0.025176720693707466, -0.05100129917263985, 0.12148287147283554, -0.11359227448701859, 0.05875873938202858, -0.01452580839395523, 0.009386477060616016, -0.06831887364387512, -0.04630965366959572, -0.005404302384704351, 0.0487428642809391, -0.025071362033486366, -0.0074295359663665295, -0.02865649200975895, 0.02374086156487465, -0.0366656556725502, -0.010055980645120144, -0.09261872619390488, 0.04027080535888672, 0.012839051894843578, -0.006103191990405321, -0.026940301060676575, -0.10756152123212814, -0.05195663124322891, 0.02625519223511219, -0.008636631071567535, 0.08307750523090363, -0.08297920972108841, 0.0781974345445633, -0.0427323654294014, -0.03651473671197891, 0.07068578898906708, 0.03858968988060951, -0.0024756556376814842, 0.05399871990084648, 0.04595857858657837, -0.047890666872262955, 0.013609714806079865, -0.11302262544631958, -0.0013256059028208256, -0.006282252725213766, 0.03702673316001892, -0.054019853472709656, 0.005509107373654842, -0.03453972935676575, 0.012853954918682575, -0.0653819739818573, 0.022613435983657837, 0.00997921358793974, 0.08625727146863937, 0.10091898590326309, -0.03357706964015961, 0.0181018877774477, -0.0012933177640661597, -0.001701532513834536, -0.015463216230273247, -0.07132747024297714, -0.016630148515105247, -0.03218322619795799, -0.026660742238163948, 0.013462669216096401, 0.02635260857641697, -0.09284312278032303, -0.0156563688069582, 0.07116657495498657, -0.007736211642622948, -0.03310331702232361, 0.011600584723055363, -0.08079635351896286, -0.07318639755249023, 0.045577023178339005, 0.09339247643947601, -0.02110888995230198, 0.009508628398180008, 0.044606536626815796, 0.05794822797179222, -0.04482606053352356, -0.08401622623205185, -0.05991430953145027, -0.051652632653713226, 2.4403883531024717e-33, -0.043257880955934525, -0.01991550251841545, 0.017254984006285667, 0.04800557717680931, -0.05172670632600784, 0.0012130868854001164, -0.054985035210847855, -0.006045691203325987, -0.032744187861680984, -0.005379682872444391, 0.015916550531983376, -0.021857324987649918, -0.0765545517206192, -0.08379778265953064, -0.004733486566692591, -0.0026914961636066437, 0.0017489345045760274, -0.020985711365938187, -0.05238383263349533, -0.007395537570118904, 0.041383493691682816, -0.029881177470088005, 0.015015129931271076, 0.04377187415957451, -0.077154740691185, 0.09516644477844238, -0.03542444854974747, -0.07568862289190292, 0.014302359893918037, -0.022907830774784088, -0.08255408704280853, -0.02285117283463478, -0.04169284552335739, -0.0065134866163134575, 0.05212963744997978, 0.005040178541094065, 0.00427453825250268, -0.019180411472916603, -0.03955160081386566, 0.009734711609780788, 0.08176089078187943, 0.05464279279112816, -0.0530741848051548, 0.1158454641699791, -0.052623484283685684, -0.0010058339685201645, 0.060553111135959625, 0.10374502092599869, 0.03254765272140503, 0.033663615584373474, -0.034087833017110825, -0.013981428928673267, 0.03996104374527931, -0.08272938430309296, 0.012053489685058594, 0.07357226312160492, -0.010430418886244297, -0.04617519676685333, 0.06114215776324272, 0.056805480271577835, 0.06182563677430153, -0.06439116597175598, -0.08938881754875183, 0.019568784162402153, 0.0015884747263044119, 0.11504660546779633, -0.07239625602960587, 0.06566360592842102, 0.010884751565754414, 0.035643961280584335, 0.035637449473142624, 0.0006022861343808472, 0.039824727922677994, -0.02255423739552498, -0.11434503644704819, 0.03342622518539429, 0.04580006003379822, -0.02942403219640255, 0.0511438250541687, -0.017962869256734848, 0.01591145060956478, -0.06764353066682816, 0.002470263745635748, 0.06686922907829285, 0.055834509432315826, 0.07240881025791168, -0.042985524982213974, -0.08244404196739197, -0.029224472120404243, 0.01515968143939972, -0.047514814883470535, 0.040877897292375565, 0.012194264680147171, 0.005613228771835566, -0.03090473636984825, -2.1563479890573944e-8, 0.024288369342684746, 0.01727876625955105, 0.1004510298371315, -0.019134527072310448, 0.04903001710772514, 0.037261173129081726, 0.04520662873983383, 0.054966092109680176, -0.057191021740436554, 0.038535308092832565, 0.03615928068757057, 0.0661846250295639, 0.013300489634275436, 0.05100824683904648, 0.15835288166999817, 0.06172921881079674, 0.013009712100028992, -0.011109797284007072, -0.03903786838054657, 0.07343181222677231, -0.030345818027853966, -0.05042603611946106, -0.0535450354218483, -0.007558118086308241, -0.07680715620517731, 0.07533568143844604, 0.024740630760788918, 0.1400834321975708, 0.0669163316488266, -0.014511395245790482, 0.07060745358467102, -0.017336921766400337, -0.02541223168373108, 0.021387234330177307, 0.007900749333202839, 0.0395110584795475, -0.047672707587480545, 0.008471336215734482, -0.07438353449106216, -0.041822001338005066, -0.010145912878215313, 0.0219976045191288, 0.024886377155780792, 0.11736587435007095, 0.0018082010792568326, 0.05020076036453247, 0.03454814851284027, -0.035270340740680695, -0.07492467761039734, -0.011262243613600731, 0.036816440522670746, -0.0017735037254169583, -0.02123691327869892, 0.028312433511018753, -0.008004003204405308, -0.037511564791202545, 0.08779709786176682, -0.04124847799539566, -0.08655175566673279, 0.04477807879447937, -0.0260236207395792, 0.0336797758936882, 0.020693611353635788, 0.035779695957899094 ]
p
And since Dino really manages to focus on the object, that’s important on the image.
[ "blog", "blog/vector-image-search-rag" ]
11,304
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(24)
[ 0.061306968331336975, 0.06466100364923477, 0.04715404659509659, -0.11098378151655197, 0.024108028039336205, -0.12269214540719986, -0.029793059453368187, -0.002403241815045476, 0.05779406055808067, -0.03723958879709244, 0.02576363831758499, 0.05148603767156601, -0.02797825261950493, 0.059914812445640564, -0.027170702815055847, -0.09589604288339615, -0.028989078477025032, 0.04848593845963478, -0.04606812819838524, 0.0028062521014362574, 0.05334315448999405, 0.004475488793104887, 0.01877954788506031, -0.07570343464612961, -0.023226020857691765, 0.04740831255912781, 0.015454142354428768, -0.03557465597987175, 0.05627790093421936, -0.06150738522410393, -0.035156283527612686, 0.03915240988135338, 0.11456426978111267, 0.007185217458754778, 0.01699848286807537, 0.04141101613640785, 0.048631537705659866, 0.006388903129845858, 0.09690886735916138, -0.017103221267461777, -0.04368329793214798, 0.0015433261869475245, -0.022464891895651817, 0.0054714796133339405, 0.05769215524196625, 0.012426942586898804, -0.011223909445106983, -0.012493103742599487, -0.058904822915792465, -0.012671285308897495, -0.09032493084669113, -0.024055518209934235, -0.06816442310810089, 0.02674313634634018, 0.02885093353688717, 0.09609214216470718, -0.009111111983656883, 0.028600944206118584, 0.0732497051358223, -0.0009995789732784033, -0.00873598549515009, 0.02639186941087246, 0.009695964865386486, 0.062214843928813934, 0.0815332904458046, -0.04367487505078316, -0.006254685111343861, -0.0656757578253746, -0.00231189071200788, 0.00453766155987978, 0.04488800838589668, 0.03008042834699154, 0.026462310925126076, 0.02210875414311886, -0.05225326493382454, -0.01921246573328972, -0.012485936284065247, 0.020587584003806114, 0.05038191378116608, -0.026138106361031532, -0.01624217815697193, -0.057862475514411926, 0.029599135741591454, -0.0017066013533622026, 0.060823943465948105, 0.005132315214723349, -0.03970526531338692, -0.04307868704199791, -0.032250382006168365, 0.050567321479320526, -0.09344679117202759, -0.03256836161017418, -0.04429727792739868, 0.014635813422501087, 0.0027995917480438948, -0.04135412350296974, -0.00392749160528183, -0.022722262889146805, 0.03289506584405899, 0.08794445544481277, 0.005679522641003132, -0.030768726021051407, 0.02502862550318241, 0.028629036620259285, 0.03542506694793701, -0.024657336995005608, 0.026278918609023094, -0.023025892674922943, 0.058747414499521255, 0.03086792677640915, 0.02194991335272789, 0.0075339460745453835, 0.013043510727584362, 0.04295302554965019, 0.027824318036437035, -0.1678420901298523, 0.003490172326564789, -0.01161965075880289, 0.028359413146972656, -0.012994558550417423, -0.09349644929170609, 0.01439713966101408, -0.05562618002295494, 0.11578425019979477, 0.035344962030649185, -0.06944938749074936, -0.006219151429831982, -3.358368993200044e-33, -0.00393168069422245, 0.011110728606581688, 0.08326970040798187, -0.045718930661678314, 0.023769309744238853, 0.09113185852766037, -0.05833993852138519, -0.06237565726041794, 0.052301663905382156, 0.0037214909680187702, 0.003017847193405032, -0.0817791149020195, 0.02763359248638153, 0.11098725348711014, 0.11096358299255371, 0.005768883973360062, -0.015413952060043812, 0.09262248873710632, -0.14034663140773773, -0.020937426015734673, -0.002679418073967099, -0.047707121819257736, 0.017316335812211037, 0.00576413469389081, -0.039240412414073944, -0.009643854573369026, 0.021885979920625687, -0.00895888265222311, -0.011404022574424744, 0.016165124252438545, -0.0913807675242424, 0.007005301304161549, 0.04962281137704849, 0.021410129964351654, -0.019009748473763466, 0.05349043011665344, 0.03174383193254471, -0.0175740085542202, -0.08437497168779373, 0.032877203077077866, 0.05147028714418411, 0.05235763639211655, 0.06082458794116974, -0.02248803898692131, 0.0010817155707627535, 0.01926158182322979, 0.09619884938001633, 0.018512248992919922, -0.11224671453237534, 0.04633864387869835, 0.03656896576285362, 0.020482707768678665, 0.06438759714365005, -0.06009350344538689, -0.04467330127954483, 0.00956784375011921, 0.025613781064748764, -0.04520076513290405, -0.03185655549168587, 0.00913451611995697, -0.012608985416591167, -0.03274413198232651, -0.023940687999129295, 0.008277938701212406, -0.011991795152425766, 0.0344354584813118, -0.029027624055743217, 0.025444624945521355, -0.054002054035663605, -0.002381104975938797, -0.08710373193025589, 0.007054253481328487, -0.01016004104167223, 0.029515735805034637, -0.0593441016972065, 0.007036665920168161, -0.015088837593793869, 0.0746256560087204, 0.021100742742419243, -0.008098003454506397, -0.08935225009918213, 0.07569757848978043, 0.04369763657450676, -0.1195141077041626, -0.022567378357052803, -0.019453585147857666, 0.10896752774715424, 0.013361267745494843, -0.004800223745405674, 0.007482191547751427, -0.0006008107447996736, 0.03449263796210289, 0.03199111297726631, 0.07897184789180756, -0.02123803086578846, 2.9164720140511446e-33, -0.04542587697505951, 0.014082499779760838, 0.014112832024693489, 0.07904650270938873, -0.10277465730905533, 0.01739620789885521, 0.05341322720050812, 0.046377554535865784, -0.02408745139837265, -0.006064156070351601, 0.06876394152641296, 0.03821733221411705, -0.081387959420681, -0.07422689348459244, -0.07535519450902939, -0.05655307695269585, 0.05467628315091133, -0.036795493215322495, 0.001241789199411869, 0.05925067514181137, 0.05272718146443367, -0.019675277173519135, -0.03393599018454552, 0.021617919206619263, 0.024519214406609535, 0.11425786465406418, -0.03769708052277565, -0.026794124394655228, 0.0018203165382146835, 0.02228163182735443, 0.01682327315211296, -0.061742838472127914, -0.0831773430109024, -0.12455610930919647, 0.008049615658819675, 0.010233991779386997, -0.015413051471114159, 0.016288572922348976, 0.05114114657044411, -0.018249325454235077, 0.0029340307228267193, 0.00304045551456511, -0.12457761913537979, 0.07503616064786911, -0.004943079315125942, -0.08334524929523468, 0.14094357192516327, 0.0554124191403389, -0.11130160093307495, 0.04300159960985184, -0.06289716809988022, 0.035644516348838806, -0.015529820695519447, -0.025902030989527702, -0.011679046787321568, 0.07522395998239517, -0.07023867964744568, 0.013547450304031372, 0.034557417035102844, -0.00939064659178257, -0.009464032016694546, -0.016284944489598274, -0.08408436924219131, -0.06361418962478638, 0.029765386134386063, -0.021699979901313782, 0.02816900424659252, 0.02512449212372303, -0.04751968756318092, 0.039287228137254715, 0.051628682762384415, -0.04016482084989548, -0.007319749798625708, 0.009211753495037556, -0.025810593739151955, 0.014127595350146294, 0.058369629085063934, 0.02638397552073002, 0.024822015315294266, -0.002094924682751298, 0.022807646542787552, -0.06578703224658966, -0.009168220683932304, 0.06674351543188095, 0.04707815498113632, 0.040213555097579956, -0.06993422657251358, -0.09991741180419922, 0.006167649291455746, 0.0006971600814722478, -0.04162153601646423, -0.039982542395591736, 0.07591700553894043, -0.004661852493882179, -0.012121669948101044, -2.607977833690711e-8, -0.053833022713661194, 0.019490638747811317, 0.003980750218033791, 0.005261308513581753, 0.034087955951690674, -0.05592620000243187, -0.0039528850466012955, -0.004532434977591038, 0.005256765056401491, -0.06353548169136047, -0.01292450726032257, -0.0597098134458065, -0.1324814110994339, -0.012608690187335014, 0.00625385669991374, 0.012177886441349983, 0.02603604830801487, 0.06849108636379242, -0.04945605620741844, 0.06006758660078049, -0.11545766890048981, -0.032257746905088425, -0.06634867191314697, 0.006972880102694035, -0.006421418860554695, 0.034770816564559937, -0.04745640605688095, 0.034953173249959946, -0.02984757162630558, -0.061053331941366196, -0.002029427560046315, 0.060250721871852875, 0.061072465032339096, 0.08022814989089966, 0.04590089991688728, -0.02612835355103016, -0.032134704291820526, 0.043521568179130554, -0.05311563238501549, -0.0854116901755333, 0.051263097673654556, 0.01424078643321991, 0.1627139449119568, 0.035385433584451675, 0.029156405478715897, 0.03853118419647217, 0.1224442571401596, 0.041359513998031616, -0.03873826190829277, -0.019751332700252533, 0.045407794415950775, 0.024713777005672455, 0.02876311168074608, 0.0014024145202711225, 0.0551161989569664, -0.0742115005850792, 0.09204468131065369, -0.04151391237974167, 0.045454882085323334, 0.07130423188209534, 0.010647621937096119, 0.02995673567056656, -0.07251245528459549, -0.07359050959348679 ]
p
It doesn’t really matter that we don’t segmentate perfectly the image.
[ "blog", "blog/vector-image-search-rag" ]
11,305
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(24)
[ -0.01914055459201336, -0.06854763627052307, -0.08020386099815369, -0.009196337312459946, -0.023971179500222206, -0.008274509571492672, -0.07248128205537796, -0.015065024606883526, -0.09867703914642334, -0.008393081836402416, -0.0037861824966967106, 0.05929148942232132, 0.024662639945745468, 0.018529683351516724, -0.09075618535280228, 0.06577330082654953, -0.0027681703213602304, -0.00030915357638150454, 0.11194081604480743, 0.024205317720770836, -0.09455087780952454, -0.009098595008254051, 0.015930308029055595, -0.0019992815796285868, 0.05708376690745354, 0.06370782107114792, 0.07102551311254501, 0.010876432992517948, -0.0027024345472455025, -0.07266036421060562, 0.0013482222566381097, 0.08427760750055313, 0.06224267929792404, 0.0887894257903099, -0.10072233527898788, -0.01860486902296543, 0.035119619220495224, -0.009257265366613865, -0.11471955478191376, -0.0023585211019963026, -0.04132195562124252, 0.016717463731765747, -0.0279442947357893, 0.07520229369401932, 0.04558778926730156, 0.06083369255065918, -0.056248996406793594, -0.04203613102436066, 0.04275455325841904, 0.04580577462911606, -0.0662645772099495, -0.07362240552902222, 0.0007623423589393497, 0.0031356813851743937, -0.006400912534445524, 0.035740483552217484, -0.0220909733325243, -0.04579324275255203, -0.03530038520693779, -0.01849379949271679, -0.009129728190600872, 0.002117906231433153, 0.013804372400045395, 0.028541965410113335, 0.0037965497467666864, 0.04604396969079971, -0.03282441943883896, 0.08843963593244553, 0.06418570876121521, -0.12006520479917526, -0.06457715481519699, 0.02870216593146324, -0.11298418045043945, 0.022983664646744728, -0.05359583720564842, 0.08053090423345566, 0.026117604225873947, -0.0006518812733702362, 0.030570855364203453, -0.06201375648379326, -0.048635583370923996, 0.03523031994700432, -0.06306402385234833, 0.018574437126517296, 0.05446304380893707, 0.028233444318175316, -0.0033632495906203985, 0.00840141624212265, 0.030129946768283844, 0.009452443569898605, 0.05634915083646774, 0.05265939608216286, 0.13960933685302734, 0.011567417532205582, -0.0025265442673116922, 0.03404250368475914, 0.07376118004322052, -0.007025801111012697, 0.13765977323055267, -0.015246894210577011, -0.04196779429912567, -0.01909196935594082, -0.03886856883764267, 0.06398326903581619, -0.04279940202832222, -0.008770209737122059, 0.020046578720211983, -0.03151259198784828, 0.009419460780918598, -0.031875863671302795, -0.03747851774096489, 0.0249232929199934, -0.05437725409865379, -0.13145232200622559, -0.009654642082750797, -0.049408942461013794, -0.11403144896030426, 0.00525427283719182, 0.043383777141571045, 0.018830856308341026, -0.011746132746338844, 0.02698959782719612, -0.02665266953408718, 0.00013770231453236192, -0.0514540821313858, 0.041279297322034836, -0.10817281901836395, -4.560131969343363e-33, -0.030279966071248055, 0.01461197342723608, 0.040150802582502365, 0.059845101088285446, 0.00613505719229579, -0.04124227538704872, -0.026693882420659065, 0.02612907625734806, -0.012448621913790703, 0.008660299703478813, -0.0816318467259407, 0.032383449375629425, -0.014347612857818604, 0.06542954593896866, 0.08974453061819077, -0.042024243623018265, 0.03192023187875748, 0.07012157142162323, -0.026884129270911217, -0.037483155727386475, 0.0383346863090992, -0.05683022737503052, 0.029130687937140465, 0.0286182202398777, 0.12106896191835403, 0.04921187832951546, 0.02663918398320675, -0.015177703462541103, 0.06718587130308151, 0.007990565150976181, -0.011278807185590267, -0.07201013714075089, -0.06578929722309113, 0.0247197188436985, 0.05152880772948265, 0.02318989485502243, -0.00029709411319345236, -0.057699136435985565, -0.016381995752453804, -0.016469987109303474, 0.028707504272460938, 0.008298618718981743, 0.0004648753674700856, -0.04077669605612755, -0.012159579433500767, 0.05674979090690613, 0.04137521609663963, 0.05183923617005348, 0.04161286726593971, -0.04540828615427017, -0.011282436549663544, 0.04716798663139343, -0.07579337805509567, 0.03163623437285423, 0.022032326087355614, 0.0699770599603653, -0.014086605980992317, -0.020483775064349174, 0.002484205411747098, 0.03544360399246216, -0.05559791997075081, 0.05765611305832863, 0.05827559903264046, -0.12612797319889069, 0.015275079756975174, 0.049559347331523895, -0.03822268918156624, -0.042527247220277786, 0.08617822825908661, 0.02495240978896618, -0.004154481925070286, 0.022094693034887314, -0.0019520387286320329, -0.0758613795042038, 0.012180340476334095, 0.04044141620397568, -0.02195003814995289, -0.06286069750785828, -0.06396175175905228, 0.014895699918270111, -0.0494929701089859, -0.04446851462125778, -0.0489455983042717, -0.04317930340766907, 0.03478939086198807, -0.02330062910914421, 0.021621612831950188, -0.0719095766544342, -0.05316966399550438, 0.004520455840975046, -0.012507995590567589, 0.051328789442777634, 0.05843500420451164, 0.032883170992136, -0.008350653573870659, 3.6497924098681205e-33, -0.05451199412345886, -0.021725082769989967, -0.0005687506636604667, 0.010323744267225266, 0.036311112344264984, -0.039892442524433136, -0.05543588474392891, 0.061537016183137894, -0.07588856667280197, 0.015359494835138321, 0.0004259815614204854, -0.07144738733768463, 0.06728433817625046, -0.012159264646470547, -0.00231162435375154, 0.09572265297174454, -0.040884993970394135, -0.11090351641178131, -0.0694127157330513, 0.015881231054663658, -0.07562810927629471, 0.09549200534820557, -0.06524191051721573, -0.011104396544396877, 0.029642125591635704, 0.014425138011574745, 0.01941850781440735, -0.0840858593583107, -0.02883429452776909, -0.039661239832639694, -0.07665136456489563, -0.12826018035411835, 0.005323729012161493, -0.013956276699900627, -0.017148684710264206, -0.02091379277408123, 0.024510959163308144, -0.07544100284576416, 0.03652191534638405, 0.0068366569466888905, -0.036620862782001495, 0.0758272185921669, -0.041106514632701874, -0.0068418728187680244, -0.05794361233711243, 0.01157982088625431, -0.049404326826334, 0.13467314839363098, 0.07265777885913849, -0.04006539657711983, 0.0007370254024863243, -0.0016179804224520922, 0.03445827588438988, -0.0326165072619915, 0.1023024395108223, 0.034069012850522995, 0.016453133895993233, 0.0031746390741318464, 0.09557431191205978, 0.022168872877955437, -0.01346072368323803, 0.0011347720865160227, 0.01751783676445484, 0.04167477414011955, 0.038577932864427567, -0.005114610772579908, 0.000012127175978093874, 0.02170499972999096, -0.14759905636310577, -0.03872806206345558, 0.03447706624865532, 0.046399228274822235, 0.013426722958683968, 0.06654267013072968, -0.0008165301405824721, -0.05447285994887352, 0.01796894706785679, -0.005611738655716181, -0.006577847525477409, -0.01348829921334982, 0.002862494671717286, 0.0013629419263452291, 0.07359007745981216, 0.10278032720088959, 0.04504050686955452, 0.0850137248635292, -0.02092478796839714, -0.13541921973228455, -0.0039027745369821787, 0.059219058603048325, -0.08296084403991699, 0.03032612055540085, -0.053611379116773605, 0.06748480349779129, 0.016702372580766678, -2.709002977496766e-8, -0.007085328456014395, 0.028183527290821075, -0.0012381513370200992, -0.028577955439686775, 0.11270274966955185, -0.06181444227695465, 0.019219931215047836, 0.10156441479921341, -0.04963521659374237, 0.0467229001224041, 0.030001305043697357, -0.003957001958042383, -0.05569873005151749, 0.03790070489048958, 0.06113579124212265, -0.05997959151864052, 0.0851876437664032, 0.027584822848439217, -0.018988050520420074, 0.023818282410502434, 0.062070831656455994, 0.10519751906394958, -0.019085416570305824, 0.03437303751707077, 0.042570553719997406, -0.015527516603469849, -0.013193548657000065, 0.014934421516954899, 0.08229555189609528, -0.06330669671297073, -0.016209932044148445, 0.0730200931429863, 0.0643605962395668, -0.04855373874306679, 0.03210562840104103, 0.045264825224876404, -0.02925490215420723, 0.0750368982553482, -0.0609128475189209, -0.004321018233895302, -0.003250171896070242, 0.018171202391386032, 0.026970457285642624, 0.032539110630750656, 0.005164639092981815, 0.050926025956869125, -0.01344219408929348, -0.08416644483804703, 0.024543968960642815, -0.008201413787901402, -0.021177466958761215, -0.015743473544716835, 0.003926724661141634, 0.0867680162191391, 0.025611529126763344, 0.028720052912831306, -0.02008681744337082, -0.061275750398635864, 0.05333668738603592, -0.07511558383703232, 0.005965323653072119, -0.02331959456205368, -0.0714278370141983, 0.029055364429950714 ]
p
Regarding the vector database, this project started a while ago, and I think we chose the vector database something like a year and a half ago.
[ "blog", "blog/vector-image-search-rag" ]
11,306
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(25)
[ -0.10510893911123276, 0.07039113342761993, -0.018698815256357193, -0.056203048676252365, -0.1056479886174202, 0.02403787150979042, 0.09773488342761993, 0.06037271395325661, 0.06397601962089539, 0.0005112885846756399, 0.07959459722042084, -0.08667410165071487, -0.037009794265031815, -0.03995553031563759, -0.10891783982515335, -0.025151705369353294, -0.01773284375667572, 0.004745901096612215, -0.041231829673051834, -0.06299643963575363, -0.06432630121707916, 0.032766591757535934, -0.021953558549284935, -0.04654613509774208, -0.07245110720396042, -0.020435554906725883, -0.023590687662363052, 0.012213294394314289, 0.0029709471855312586, -0.12191911786794662, 0.08134818822145462, 0.0050417534075677395, 0.0014074533246457577, 0.01537741906940937, 0.005009044427424669, -0.026141876354813576, 0.00924942921847105, -0.06260466575622559, 0.021459901705384254, 0.05732777342200279, -0.059561364352703094, 0.027791708707809448, -0.0991545021533966, -0.004497902002185583, 0.04721449688076973, 0.027799248695373535, -0.040735483169555664, 0.059666965156793594, -0.08761546015739441, -0.018974559381604195, -0.0507596917450428, -0.09825877100229263, -0.012400959618389606, 0.006886686664074659, 0.0008225115016102791, 0.0649341344833374, -0.0035585579462349415, -0.06412279605865479, -0.010954136028885841, -0.031895969063043594, 0.042416442185640335, -0.029634317383170128, -0.08746998757123947, 0.06489629298448563, -0.05226265266537666, 0.033696845173835754, 0.08228420466184616, -0.06574555486440659, -0.03464112803339958, 0.05150991678237915, 0.038734931498765945, -0.09170626848936081, -0.010830458253622055, -0.002325373934581876, -0.005837845616042614, 0.014484760351479053, -0.03384246677160263, -0.06068416312336922, 0.02545558661222458, -0.06703418493270874, 0.039095379412174225, -0.027679093182086945, -0.026664847508072853, -0.012928559444844723, 0.029296832159161568, -0.06707927584648132, -0.0005003309343010187, -0.006187170743942261, 0.045398373156785965, 0.0025880129542201757, -0.1045948714017868, 0.011181074194610119, -0.01695801317691803, 0.05779054015874863, 0.003189328359439969, -0.007901526987552643, 0.055226463824510574, 0.06580863147974014, -0.12805503606796265, 0.11105051636695862, -0.005685062613338232, 0.07049944251775742, 0.006385905668139458, 0.007982766255736351, -0.05606233328580856, -0.0072035654447972775, 0.060918837785720825, -0.08955750614404678, 0.03405483067035675, 0.05858329311013222, -0.10246012359857559, -0.03120705857872963, -0.008435257710516453, -0.11506020277738571, 0.046175483614206314, 0.0058007086627185345, -0.01028070691972971, -0.07164578884840012, 0.00002954891351691913, -0.02639266848564148, 0.021853063255548477, 0.001242555328644812, -0.11838671565055847, 0.05375019088387489, 0.03206609934568405, -0.003484465414658189, 0.0030625304207205772, -2.053118800488192e-33, -0.08782285451889038, 0.01895723305642605, -0.003770922077819705, 0.036677006632089615, 0.06062035635113716, 0.0010502365184947848, -0.06179770454764366, 0.014291591010987759, -0.0320805199444294, 0.016446569934487343, -0.02756471559405327, 0.0338105708360672, -0.0612112395465374, -0.0862906277179718, 0.05940893292427063, 0.04323219880461693, 0.03481370955705643, -0.03194960206747055, 0.0676688402891159, -0.010935824364423752, -0.06025325879454613, 0.01284825336188078, 0.06050654128193855, 0.06328567862510681, 0.012810255400836468, -0.0006681493832729757, 0.06403263658285141, -0.09227994829416275, -0.06959066540002823, 0.01866486854851246, 0.08700487017631531, 0.01429053582251072, 0.014556584879755974, 0.002794713480398059, -0.019571520388126373, -0.07645229995250702, -0.0037621811497956514, 0.049273308366537094, -0.04677453264594078, 0.061531126499176025, 0.014081819914281368, -0.0007785022025927901, -0.03778137266635895, -0.05891895294189453, 0.04934423044323921, -0.010630623437464237, -0.016385147348046303, 0.03690953925251961, 0.06102384626865387, 0.03447481244802475, 0.012354688718914986, -0.013502929359674454, -0.03318420797586441, 0.07305603474378586, 0.013698086142539978, 0.0463358499109745, -0.09250089526176453, 0.055701982229948044, 0.023273764178156853, -0.11439786106348038, 0.0742776021361351, -0.03068559244275093, 0.030689096078276634, -0.061660733073949814, -0.050322555005550385, -0.003538584802299738, -0.004674197174608707, 0.10947345942258835, 0.08355344086885452, 0.0003413496888242662, -0.06481467187404633, -0.03687870502471924, 0.023383857682347298, 0.05130315199494362, -0.07496234774589539, 0.029551591724157333, -0.01595528982579708, 0.01747642643749714, -0.016861161217093468, -0.02225627563893795, -0.01985454000532627, -0.0018020696006715298, 0.04980602487921715, -0.028462618589401245, 0.046372633427381516, -0.012175841256976128, -0.010908426716923714, 0.029818246141076088, 0.05056441202759743, 0.03224954381585121, 0.0061804866418242455, 0.0951685830950737, 0.058641865849494934, -0.049140527844429016, -0.014052554033696651, 1.115642494746736e-33, 0.06740117818117142, -0.018282005563378334, -0.08719644695520401, 0.043082840740680695, 0.03532925248146057, 0.0585513561964035, -0.05324981361627579, 0.0707688108086586, -0.01973075047135353, -0.04027664288878441, -0.01844179444015026, -0.01229721400886774, 0.09886118024587631, -0.0785093680024147, 0.07632629573345184, 0.08719980716705322, 0.03190511465072632, -0.026565328240394592, 0.021093707531690598, 0.025493554770946503, -0.04078951105475426, -0.02318744733929634, -0.03278035670518875, 0.03794354572892189, -0.03996537625789642, 0.07869381457567215, 0.035115715116262436, 0.09063909202814102, 0.0084749860689044, 0.015638047829270363, 0.04333064332604408, 0.021778875961899757, 0.03853142261505127, 0.010861258022487164, -0.04908144474029541, 0.07809057086706161, 0.08483729511499405, 0.11525088548660278, -0.0437156967818737, 0.04839849844574928, 0.036665644496679306, 0.03307563439011574, 0.006069204304367304, 0.053167883306741714, 0.011876555159687996, 0.02254786528646946, -0.02237127535045147, -0.11672782152891159, -0.09300515055656433, -0.044634342193603516, 0.0957835391163826, 0.008619168773293495, -0.06813977658748627, -0.037147700786590576, 0.04129864647984505, 0.10530298948287964, -0.020439982414245605, -0.0666164979338646, -0.027948202565312386, -0.07042305916547775, 0.05790030211210251, 0.03435031324625015, -0.02585621178150177, -0.009241604246199131, 0.04471879452466965, -0.04390207305550575, -0.0795263797044754, 0.04890534654259682, 0.04145907983183861, 0.04111270233988762, 0.05666216090321541, -0.004148951731622219, -0.11703059077262878, -0.0024487837217748165, -0.05741720646619797, -0.01260493416339159, 0.035805944353342056, 0.00878123939037323, -0.014200734905898571, 0.030197374522686005, -0.1666218787431717, 0.03212133049964905, -0.030169552192091942, -0.0013911183923482895, 0.005799727514386177, 0.05539107322692871, 0.003209540620446205, -0.03411221131682396, 0.05093507096171379, -0.006743219215422869, 0.030907148495316505, 0.09253852069377899, -0.022874748334288597, -0.009434741921722889, 0.025838106870651245, -1.605019583905687e-8, 0.06277961283922195, -0.029276495799422264, 0.020581301301717758, 0.06081514433026314, 0.05736846476793289, -0.09485029429197311, 0.011492044664919376, -0.027148613706231117, -0.06981070339679718, 0.06707499921321869, 0.042913150042295456, 0.006824324373155832, -0.0063677518628537655, 0.08095255494117737, 0.023644516244530678, 0.06986509263515472, -0.026630213484168053, 0.060778822749853134, -0.015034354291856289, -0.11050371080636978, -0.05616017431020737, 0.0336686410009861, -0.027720117941498756, -0.03268062695860863, -0.04137709364295006, -0.0020971016492694616, -0.02049768902361393, -0.009556465782225132, -0.026670608669519424, -0.0176338329911232, -0.014006897807121277, 0.0319368876516819, 0.0885550007224083, -0.07789967954158783, -0.009800394997000694, 0.03049883060157299, 0.048592839390039444, -0.010776061564683914, -0.03452195227146149, -0.012733482755720615, 0.02519846148788929, 0.07023893296718597, 0.09614246338605881, 0.0005272452253848314, -0.016089394688606262, 0.00797617994248867, 0.06185244396328926, -0.004348307382315397, 0.02049398422241211, 0.057046521455049515, -0.017961615696549416, -0.041594747453927994, 0.014255145564675331, 0.02523615211248398, 0.0384676493704319, 0.05621611326932907, 0.023666903376579285, -0.005580738186836243, -0.012496821582317352, -0.02212204970419407, 0.05418973043560982, -0.02218795195221901, -0.008519705384969711, -0.015451899729669094 ]
p
Noe Acache:
[ "blog", "blog/vector-image-search-rag" ]
11,307
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(25)
[ 0.006210179068148136, -0.02050364762544632, -0.02792368084192276, 0.028840091079473495, 0.03370227664709091, -0.024372097104787827, -0.03807135671377182, -0.0009533523116260767, -0.06782606989145279, -0.00695952121168375, 0.0026680424343794584, 0.1255263090133667, 0.0032925656996667385, -0.03237147256731987, -0.09375549107789993, -0.014198558405041695, -0.0012543672928586602, -0.07708097249269485, 0.04490434378385544, 0.027827871963381767, -0.08325337618589401, 0.038295578211545944, -0.019085200503468513, 0.03505776450037956, 0.10390900075435638, 0.010664808563888073, 0.008706659078598022, 0.014350931160151958, 0.041827235370874405, -0.01760905422270298, 0.022069772705435753, 0.09209685027599335, 0.0935581848025322, 0.07133913040161133, -0.12336121499538422, -0.0041986508294939995, 0.018156345933675766, -0.03787364438176155, -0.059055328369140625, 0.00993193406611681, 0.004528708290308714, 0.022646276280283928, -0.05713311582803726, 0.13122668862342834, 0.019870437681674957, 0.008548526093363762, 0.01880744658410549, -0.10458983480930328, 0.06378981471061707, 0.023217085748910904, -0.07229304313659668, -0.0411042720079422, 0.011514301411807537, -0.04546600580215454, -0.01624344103038311, 0.035332076251506805, -0.00009732955368235707, 0.01635090447962284, 0.056739673018455505, 0.011183658614754677, -0.0779261440038681, 0.003733211662620306, 0.05298319086432457, 0.044158365577459335, 0.07654566317796707, -0.032374415546655655, 0.02361205220222473, 0.03071667067706585, 0.058842625468969345, 0.020295683294534683, 0.018792642280459404, 0.048169851303100586, -0.0652133971452713, 0.020380550995469093, 0.01308179460465908, 0.12012762576341629, 0.022355040535330772, 0.017940949648618698, 0.03074847348034382, -0.041887905448675156, -0.015291618183255196, -0.0038096325006335974, -0.006459531374275684, -0.0016745900502428412, 0.05930353328585625, 0.05742046982049942, 0.0069072190672159195, -0.09852138161659241, 0.03175633028149605, -0.023378748446702957, 0.03433728590607643, -0.05187835171818733, 0.042966779321432114, 0.048445820808410645, -0.018037717789411545, -0.02389664389193058, 0.044907160103321075, -0.011010787449777126, 0.1450214385986328, 0.036157213151454926, -0.008972584269940853, -0.03694605082273483, -0.02294035628437996, 0.07650364935398102, 0.02698550745844841, -0.06566319614648819, 0.09318652004003525, -0.011143120005726814, -0.000029216662369435653, -0.03278985247015953, -0.07402945309877396, 0.05908253788948059, 0.0286367516964674, -0.08741120249032974, -0.056649770587682724, 0.0024076285772025585, -0.07912277430295944, 0.052268289029598236, -0.036982301622629166, 0.0606737919151783, 0.020398560911417007, 0.04536408185958862, -0.009036070667207241, 0.011926671490073204, -0.08647690713405609, -0.008071798831224442, -0.09154953062534332, -2.794964836426491e-33, -0.02558816596865654, -0.011343411169946194, 0.028165416792035103, 0.0017611655639484525, -0.04956427961587906, -0.010624417103827, 0.004487881436944008, 0.00010185631981585175, -0.035679128021001816, -0.00008663393964525312, -0.08799298107624054, -0.01741224154829979, -0.03237755596637726, 0.007825457490980625, 0.030197162181138992, -0.01949269324541092, -0.0025594590697437525, 0.016027409583330154, -0.008472783491015434, -0.02684679627418518, 0.03576834499835968, -0.05838693305850029, -0.027598410844802856, -0.052848588675260544, 0.010050746612250805, 0.07603821903467178, 0.015891365706920624, 0.0037716252263635397, 0.031980063766241074, 0.026172518730163574, -0.05828185752034187, -0.04688229784369469, 0.0028889668174088, 0.03283492475748062, 0.06135978549718857, 0.06496153771877289, -0.0014477019431069493, -0.14225919544696808, -0.0573141947388649, -0.007891195826232433, 0.03705752640962601, 0.014469786547124386, -0.07489349693059921, -0.08432178944349289, 0.016678396612405777, 0.04924681782722473, -0.029364638030529022, -0.0378788560628891, -0.05938504636287689, -0.0024863351136446, -0.039870839565992355, 0.04665672406554222, 0.038327012211084366, 0.03997648134827614, -0.025478849187493324, 0.03048151731491089, 0.0015340304234996438, -0.032645780593156815, 0.012927888892591, 0.011242788285017014, -0.05082910507917404, 0.0479365736246109, 0.10719063133001328, -0.07457317411899567, -0.02161097154021263, 0.02379734441637993, 0.018123453482985497, -0.010415068827569485, 0.0036940043792128563, 0.08729906380176544, -0.0039000113029032946, 0.044968098402023315, -0.08819635957479477, -0.060546472668647766, -0.0049394178204238415, -0.001086174976080656, 0.012360971421003342, -0.06473314017057419, -0.024052247405052185, 0.008202983066439629, -0.023392491042613983, -0.047510240226984024, -0.023154953494668007, -0.031004175543785095, 0.016050193458795547, -0.09405802190303802, 0.06635631620883942, -0.056119997054338455, -0.03321944177150726, -0.024314427748322487, -0.03197726979851723, 0.008386818692088127, 0.0364520438015461, -0.051679253578186035, -0.04846539348363876, 1.7060388487155494e-33, -0.07958924025297165, -0.026666900143027306, -0.04365154728293419, 0.040467970073223114, -0.05596350133419037, -0.03271234780550003, -0.01580454781651497, 0.02085667848587036, -0.09517728537321091, 0.05692324787378311, 0.09850134700536728, -0.08082392066717148, 0.04580960050225258, -0.07426966726779938, 0.06414429843425751, 0.10266434401273727, -0.035368528217077255, -0.04849858582019806, -0.029708005487918854, 0.07440246641635895, 0.019074847921729088, 0.0072179073467850685, -0.061827607452869415, 0.059144966304302216, 0.02364981174468994, 0.025125984102487564, 0.027105925604701042, 0.017586709931492805, -0.02863488905131817, -0.010599571280181408, -0.06198528781533241, -0.06904812902212143, -0.05269864574074745, 0.04306279495358467, -0.024330362677574158, 0.013229147531092167, 0.008911103941500187, -0.021750375628471375, 0.01278724055737257, 0.0065081072971224785, -0.050732310861349106, 0.028169481083750725, -0.05774466693401337, 0.04154001921415329, -0.04100928455591202, 0.04173064976930618, 0.009815095923841, 0.11949070543050766, 0.12818484008312225, 0.0200361255556345, -0.04802832007408142, -0.034825023263692856, 0.08108769357204437, -0.015887388959527016, 0.008093222975730896, -0.0010212669149041176, -0.036279886960983276, 0.017194153741002083, 0.003557772608473897, 0.040051501244306564, 0.029690008610486984, -0.035235445946455, -0.0030666908714920282, -0.05910962447524071, 0.03431880846619606, -0.02128451317548752, -0.032581206411123276, 0.031334079802036285, -0.0921296551823616, -0.0814698338508606, 0.03240802511572838, 0.08841806650161743, -0.09010598808526993, 0.09589571505784988, -0.04946846887469292, -0.04138574376702309, -0.014763075858354568, -0.026024794206023216, 0.053753919899463654, -0.07530595362186432, -0.03363731876015663, 0.025785332545638084, 0.06761334836483002, 0.06597642600536346, 0.04872305691242218, 0.07038320600986481, -0.027647247537970543, -0.10159128904342651, -0.025184080004692078, 0.07317929714918137, -0.04265660420060158, -0.006518946960568428, -0.03354506194591522, 0.15839502215385437, -0.024188699200749397, -1.8373230048496225e-8, -0.012774469330906868, 0.019093740731477737, 0.05544904246926308, -0.010346024297177792, 0.15626806020736694, -0.009306925348937511, 0.0226253941655159, 0.10702067613601685, -0.030497634783387184, 0.11082582175731659, -0.03604159131646156, 0.0396152101457119, -0.03161647915840149, -0.004311305470764637, 0.08680091798305511, -0.03244372457265854, 0.004355634097009897, -0.03391871601343155, -0.06685891002416611, 0.035745806992053986, 0.020274994894862175, 0.0581902377307415, -0.05119386315345764, -0.07511784881353378, 0.024779243394732475, -0.009552616626024246, -0.007512869779020548, 0.045722927898168564, 0.12632089853286743, -0.03985799476504326, -0.028894957154989243, -0.027285901829600334, 0.012167721055448055, -0.052118126302957535, -0.005932197440415621, 0.1166771724820137, 0.00472039170563221, 0.0837721899151802, -0.00773897860199213, -0.041218627244234085, -0.04656648263335228, 0.03971845284104347, 0.03628639876842499, 0.012290121987462044, 0.009008790366351604, 0.08534195274114609, -0.03753434866666794, -0.04949929937720299, 0.03923314809799194, -0.05298266187310219, 0.043050311505794525, 0.054906025528907776, -0.015994003042578697, 0.08256525546312332, 0.07265789806842804, 0.03272832930088043, -0.05799611657857895, -0.04565161094069481, -0.00699137058109045, -0.04417002946138382, 0.01341711450368166, -0.09973368793725967, 0.03496096283197403, 0.023689894005656242 ]
p
And so it was before all the vector database hype.
[ "blog", "blog/vector-image-search-rag" ]
11,308
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(25)
[ 0.028322219848632812, 0.03958612680435181, 0.008289096876978874, -0.007982208393514156, 0.006129169370979071, 0.030826017260551453, 0.05949869006872177, 0.07003626972436905, -0.039688590914011, 0.028280707076191902, 0.034879881888628006, -0.04322340339422226, 0.09846951812505722, 0.005670857150107622, -0.00020793148723896593, -0.03750446066260338, -0.02654706872999668, -0.0068252310156822205, 0.019932888448238373, 0.02128354273736477, 0.020670421421527863, -0.04221631586551666, 0.030586853623390198, 0.003913973458111286, 0.015636421740055084, 0.002825549803674221, 0.027549296617507935, -0.0023104881402105093, -0.035021036863327026, -0.032059572637081146, -0.05453591048717499, -0.025259187445044518, 0.03281059488654137, 0.017829477787017822, 0.027084611356258392, 0.08927527815103531, 0.07629410922527313, 0.09726948291063309, -0.010264814831316471, -0.052477892488241196, 0.009485850110650063, -0.04312050715088844, 0.03679070249199867, -0.07123243808746338, 0.030747191980481148, -0.061164505779743195, 0.007009602151811123, -0.057577118277549744, 0.031013039872050285, 0.07563202828168869, 0.0005422933609224856, 0.0016070898855105042, 0.006625090725719929, 0.033829301595687866, 0.056540630757808685, -0.11047784239053726, 0.010347669012844563, -0.01373880635946989, 0.049793142825365067, -0.005522455554455519, -0.08389578759670258, -0.03629743307828903, -0.06262100487947464, -0.04959511384367943, 0.03655505180358887, -0.03558020293712616, -0.011084348894655704, 0.009690895676612854, -0.10868161171674728, 0.09243077039718628, 0.04881974682211876, -0.047893159091472626, -0.009502531960606575, -0.004849771037697792, -0.022441765293478966, 0.014428849332034588, 0.0651632770895958, 0.05018901452422142, 0.027516188099980354, 0.011603819206357002, 0.02604435570538044, -0.05624774843454361, -0.06850136816501617, -0.054384492337703705, 0.03156643360853195, 0.03193679451942444, -0.03265181556344032, -0.09567877650260925, 0.04524460434913635, 0.02595699205994606, -0.07873818278312683, -0.012158427387475967, -0.0046305968426167965, 0.02415687032043934, 0.09157400578260422, -0.03804537281394005, -0.05918362736701965, 0.10504794865846634, -0.01701328158378601, 0.01471255999058485, 0.005036161281168461, -0.028240934014320374, 0.024086812511086464, 0.04865413159132004, 0.036388054490089417, 0.007806815207004547, 0.11927692592144012, -0.04457162693142891, 0.0075971526093780994, -0.0741724893450737, -0.01981787011027336, -0.027313943952322006, 0.020108472555875778, 0.002825577976182103, 0.03175712376832962, -0.0070967660285532475, 0.03213324025273323, 0.05405442789196968, -0.0575929656624794, -0.014641243033111095, 0.02827221341431141, -0.004875599406659603, 0.01817372255027294, 0.007514528464525938, -0.05094815790653229, 0.01673838309943676, -0.01766308955848217, -4.5151035562091615e-33, -0.007967093028128147, -0.09810712933540344, 0.01292824000120163, 0.04265229403972626, -0.05280767381191254, 0.03499860316514969, -0.050961289554834366, 0.04836094379425049, 0.017428310588002205, -0.059791531413793564, -0.023112459108233452, -0.03879392892122269, -0.0777812972664833, -0.04799612984061241, -0.06289926171302795, 0.06949388980865479, 0.06741971522569656, -0.042593229562044144, 0.04078984260559082, -0.024784618988633156, 0.018926942721009254, 0.10911072790622711, -0.03381083905696869, -0.0958060771226883, 0.009626551531255245, 0.014758207835257053, 0.09128370136022568, 0.008159593679010868, 0.012161286547780037, 0.048304133117198944, -0.02333224005997181, 0.00024138604931067675, 0.028819318860769272, 0.03504335507750511, 0.08694096654653549, 0.021032996475696564, -0.03380415216088295, -0.09030944854021072, -0.02390768751502037, 0.07462368160486221, 0.0379607230424881, -0.020029444247484207, -0.04541781172156334, -0.029734700918197632, -0.059990182518959045, 0.05716554820537567, -0.10361406952142715, -0.043391674757003784, 0.05162835493683815, -0.002723349491134286, -0.007448134943842888, 0.057066574692726135, -0.07358375191688538, -0.021833984181284904, 0.0008044090936891735, -0.02455388568341732, -0.05580835044384003, 0.034894879907369614, -0.008297063410282135, 0.027651213109493256, -0.07146510481834412, 0.0650174468755722, 0.07233235985040665, 0.07645396143198013, 0.03747384622693062, 0.05465666949748993, 0.001468193018808961, 0.10948660969734192, -0.07219226658344269, 0.08797116577625275, 0.004952720366418362, -0.02336202934384346, 0.014636051841080189, -0.05917266011238098, -0.06803108751773834, -0.018677067011594772, 0.04364202916622162, -0.03005846217274666, -0.08145525306463242, 0.0667186826467514, -0.02420264482498169, 0.017964933067560196, 0.007207316346466541, 0.028051085770130157, -0.04149702936410904, 0.06127273291349411, 0.07858050614595413, -0.04003169760107994, -0.03961804509162903, -0.06387333571910858, -0.007661058101803064, 0.009860599413514137, -0.009676264598965645, -0.07444100826978683, -0.19125381112098694, 2.1384176297006497e-33, -0.0963093489408493, 0.03511761501431465, 0.11175422370433807, -0.0087664183229208, 0.023510733619332314, 0.028252460062503815, 0.002753415610641241, -0.0780310183763504, -0.10551752150058746, 0.031183836981654167, -0.0015123439952731133, -0.08082357794046402, -0.03750922903418541, -0.14300158619880676, 0.02678135223686695, 0.03353846073150635, 0.007612961810082197, -0.0638037770986557, -0.037297531962394714, 0.08857499063014984, 0.026930933818221092, -0.01911693438887596, -0.028375567868351936, -0.0004025208472739905, -0.0908336341381073, 0.023156391456723213, -0.040000829845666885, 0.06993553042411804, -0.08578076958656311, -0.006301824934780598, 0.017305387184023857, 0.028306366875767708, -0.01823851279914379, -0.015500800684094429, 0.06172699108719826, 0.1319151669740677, -0.05060167983174324, -0.007542238105088472, 0.042586348950862885, 0.032470714300870895, 0.05011248216032982, -0.006231992039829493, 0.006159835495054722, 0.03444795310497284, -0.05062305927276611, -0.01031799428164959, -0.07322587817907333, 0.0103428540751338, -0.039449241012334824, -0.022704238072037697, -0.1091369241476059, 0.0029507784638553858, -0.09298185259103775, -0.08875758945941925, 0.02637641690671444, -0.004219916183501482, -0.022078005596995354, 0.09021462500095367, 0.03387632593512535, 0.04347310587763786, -0.058993205428123474, -0.05399196967482567, -0.0027758488431572914, 0.04096986725926399, 0.010157251730561256, 0.01527351327240467, 0.030738936737179756, -0.005504328291863203, -0.11602965742349625, 0.050112493336200714, 0.06385859102010727, 0.023587889969348907, 0.011196865700185299, 0.06255665421485901, -0.08227058500051498, 0.08773921430110931, -0.04556954652070999, 0.0032055506017059088, -0.002043819287791848, -0.05419094115495682, 0.030714716762304306, -0.0006626551621593535, -0.0644771158695221, 0.037634652107954025, 0.02178710512816906, 0.08479052782058716, -0.008399322628974915, -0.04980732128024101, 0.0068508051335811615, 0.06570246070623398, 0.010715067386627197, -0.05554471164941788, 0.12248417735099792, -0.011971826665103436, -0.01699964702129364, -2.1571800346009695e-8, -0.012942965142428875, -0.003794773481786251, 0.004762882832437754, -0.004335677716881037, -0.049578797072172165, -0.004456827882677317, -0.02398737706243992, 0.005389578174799681, 0.015635676681995392, 0.12039648741483688, -0.08158359676599503, 0.0700162798166275, 0.027140742167830467, 0.010194065980613232, 0.05988757312297821, -0.051803991198539734, 0.026323746889829636, -0.05977360159158707, -0.01184239611029625, 0.03440598025918007, -0.03780343756079674, -0.016057679429650307, 0.02857114188373089, -0.050330378115177155, 0.0012560698669403791, 0.031275663524866104, -0.0011693855049088597, -0.008453324437141418, 0.03148464858531952, -0.02180192619562149, 0.0385679230093956, -0.1205391138792038, -0.036062564700841904, -0.04652848467230797, 0.03736739605665207, 0.04746604338288307, -0.02047799341380596, -0.03694401681423187, -0.04057321324944496, -0.028303155675530434, 0.04750528559088707, 0.04525650292634964, 0.07850160449743271, 0.09867958724498749, 0.03998631238937378, 0.12530778348445892, 0.050514042377471924, -0.09830352663993835, -0.009799008257687092, 0.03250274807214737, 0.029484262689948082, 0.08269179612398148, 0.0675550028681755, 0.0364062674343586, -0.072308748960495, -0.023244285956025124, -0.03276153281331062, 0.07159781455993652, 0.0493004210293293, -0.018117401748895645, 0.05499187484383583, -0.03428008407354355, -0.0047332514077425, -0.021044896915555 ]
p
And at the time, the most famous one was Milvos, the only famous one actually.
[ "blog", "blog/vector-image-search-rag" ]
11,309
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(25)
[ -0.014623588882386684, -0.052465640008449554, -0.030287599191069603, -0.025069458410143852, 0.07930146157741547, -0.08327503502368927, 0.010056284256279469, -0.006767228711396456, 0.002248309552669525, 0.015396973118185997, 0.031210416927933693, 0.08310750126838684, 0.020723242312669754, 0.04048733040690422, 0.09290561825037003, -0.04402605816721916, 0.019645115360617638, -0.08518636971712112, 0.038262370973825455, -0.008673332631587982, -0.0902901142835617, 0.055265821516513824, 0.003944124095141888, 0.041515205055475235, 0.03905152902007103, -0.062345221638679504, -0.013360603712499142, 0.00026391903520561755, 0.008878096006810665, 0.04734751954674721, -0.04564747214317322, 0.020705588161945343, 0.006127317436039448, -0.018238522112369537, 0.03437719866633415, 0.018797045573592186, 0.05963677540421486, 0.02780929021537304, 0.0030372045002877712, -0.08944988995790482, 0.004906758200377226, -0.019702766090631485, 0.016205575317144394, 0.09060779958963394, -0.06477288156747818, -0.04083864018321037, -0.02267918922007084, -0.08641289919614792, 0.03949901834130287, 0.04434758424758911, 0.01521899551153183, -0.07125701755285263, 0.013085640035569668, -0.07570652663707733, -0.03569509834051132, 0.02239840105175972, 0.04072394594550133, 0.02949143759906292, 0.10098380595445633, 0.005047085229307413, 0.005380185786634684, -0.05106951668858528, 0.006532561965286732, 0.1398552805185318, -0.04879511520266533, 0.023949630558490753, 0.044918160885572433, 0.02732638455927372, 0.053194474428892136, -0.10520952939987183, -0.06716209650039673, 0.013432683423161507, 0.02005816623568535, 0.03530021384358406, -0.06011199578642845, 0.039570946246385574, 0.06711120158433914, -0.01725545898079872, 0.08093304187059402, -0.035422440618276596, 0.041858334094285965, 0.0231845173984766, -0.02970127761363983, 0.049060042947530746, -0.020575126633048058, 0.014309268444776535, 0.03646262735128403, 0.04923605918884277, 0.06277553737163544, -0.02009386382997036, 0.023781882598996162, -0.0412132665514946, 0.029271671548485756, 0.052382055670022964, -0.05381003022193909, -0.05492159724235535, -0.004625734407454729, -0.0016833738191053271, -0.004077693913131952, 0.0437215194106102, -0.046278782188892365, -0.004041573964059353, 0.010451851412653923, -0.06920173019170761, -0.006484935060143471, 0.04305226355791092, 0.010154608637094498, -0.026862015947699547, 0.08179629594087601, -0.017261572182178497, -0.024199336767196655, -0.007878933101892471, 0.009079632349312305, 0.007679506205022335, 0.0028244005516171455, -0.009482092224061489, -0.057083263993263245, -0.009121074341237545, 0.0628027692437172, -0.04196419194340706, 0.03703843057155609, 0.0025901172775775194, -0.0834839940071106, -0.02305230125784874, 0.003777418751269579, -0.029707780107855797, 0.018791083246469498, -3.2705448715142337e-33, 0.01770273968577385, 0.05688944086432457, 0.04303700104355812, 0.04594464972615242, 0.048238564282655716, -0.07492130249738693, 0.07260607928037643, 0.030235765501856804, -0.09077444672584534, -0.06816097348928452, 0.038284484297037125, -0.022279521450400352, 0.006620695814490318, 0.012380052357912064, 0.09647689759731293, -0.07494085282087326, -0.013444844633340836, 0.04419253394007683, 0.05225652456283569, -0.005071369931101799, -0.005162758287042379, -0.12640096247196198, -0.01531157921999693, 0.0517793744802475, 0.0645730197429657, 0.03816509246826172, 0.004850213415920734, 0.02348835952579975, 0.06197366118431091, 0.016766538843512535, 0.01372583582997322, 0.03617212548851967, 0.00021780375391244888, 0.029506048187613487, 0.0007891610730439425, -0.05705466866493225, -0.060002267360687256, -0.04916522279381752, -0.033367227762937546, 0.11845044046640396, -0.020526455715298653, -0.020356113091111183, -0.02380979433655739, -0.10509078204631805, 0.10784152150154114, -0.03272898867726326, -0.0054624080657958984, -0.018070893362164497, 0.0865175873041153, -0.016727209091186523, -0.0427732989192009, 0.03375833481550217, 0.05076010897755623, 0.020893674343824387, -0.018209606409072876, 0.02309701219201088, 0.01590505614876747, -0.0705656111240387, 0.009255125187337399, 0.0025183369871228933, -0.0600477010011673, -0.032641660422086716, -0.05989733710885048, -0.06714138388633728, -0.012002605013549328, -0.11576400697231293, 0.049625858664512634, -0.05334675684571266, -0.016374457627534866, -0.009294566698372364, -0.05084814503788948, -0.03890702873468399, 0.030873281881213188, -0.040878329426050186, -0.03835787624120712, 0.01200530119240284, -0.04053914174437523, 0.05096174776554108, 0.0034370895009487867, -0.029673529788851738, -0.019357699900865555, -0.01648493856191635, -0.03229627385735512, 0.0030135491397231817, 0.06269697844982147, 0.014417016878724098, 0.027832351624965668, -0.03988867998123169, -0.11620213836431503, 0.03842688724398613, 0.005435876548290253, -0.002396648982539773, -0.05592970550060272, -0.029018595814704895, 0.07134916633367538, 2.1472916936943964e-33, -0.09333480149507523, -0.034650616347789764, -0.0895049124956131, 0.008057015016674995, 0.0730670839548111, -0.029736006632447243, 0.0015383720165118575, 0.01733621023595333, -0.04158388450741768, 0.034568533301353455, 0.017555300146341324, 0.0320114903151989, -0.0715596154332161, 0.02518553100526333, -0.02949363738298416, -0.00016680947737768292, 0.02477683499455452, -0.07729576528072357, 0.06919609010219574, -0.00589273264631629, 0.020519450306892395, 0.013324638828635216, -0.03413335233926773, 0.07063716650009155, 0.04005763307213783, 0.028526971116662025, -0.0856400653719902, 0.05158131942152977, -0.027530141174793243, 0.03477661684155464, -0.003599428338930011, -0.02966928854584694, -0.1212010532617569, -0.01346450112760067, 0.01783870905637741, 0.03406204655766487, -0.005613633897155523, -0.03668523579835892, -0.0056254444643855095, -0.0032486049458384514, 0.020749986171722412, -0.11599594354629517, -0.05314930900931358, 0.046848028898239136, -0.0425247848033905, 0.036181382834911346, -0.009041489101946354, 0.012396786361932755, -0.016883689910173416, -0.04594952613115311, -0.016900181770324707, 0.02749115228652954, -0.003381496760994196, -0.10778896510601044, -0.07440768927335739, 0.030505405738949776, 0.06797543913125992, 0.004178492818027735, -0.013073527254164219, 0.034894105046987534, 0.02762065827846527, -0.06417395919561386, 0.020442865788936615, -0.023738199844956398, -0.05474935844540596, 0.026607902720570564, 0.004323971923440695, 0.14784175157546997, -0.12831801176071167, 0.09002915024757385, -0.030927933752536774, 0.02224273979663849, -0.06129607558250427, -0.004438054282218218, -0.02079644799232483, -0.08383610844612122, -0.03123619221150875, -0.05312849581241608, -0.03981617093086243, 0.06382545828819275, 0.04513167217373848, 0.011138081550598145, 0.01533063966780901, 0.05562633275985718, 0.01860957220196724, -0.056732408702373505, -0.0005725534865632653, 0.0013929585693404078, 0.00916460994631052, 0.04560074582695961, -0.08937971293926239, -0.06352614611387253, 0.04041820019483566, 0.030547145754098892, 0.01841593161225319, -1.8203545337769356e-8, -0.00237870286218822, 0.07896971702575684, 0.0831136479973793, 0.011042783968150616, 0.03339340537786484, 0.08243616670370102, 0.13954660296440125, 0.03189831227064133, 0.01563778892159462, 0.07255972176790237, -0.16609156131744385, -0.032051604241132736, 0.0024590843822807074, 0.14115755259990692, 0.09200911223888397, 0.0045558251440525055, -0.08216659724712372, 0.13101717829704285, -0.05655919760465622, -0.026219088584184647, 0.0030208027455955744, 0.07485057413578033, -0.04144148528575897, -0.028037091717123985, -0.02470366470515728, 0.02425272949039936, -0.024828709661960602, 0.055289480835199356, 0.0714399591088295, 0.052444685250520706, 0.000822667614556849, -0.018564634025096893, -0.031160173937678337, 0.023705920204520226, 0.03824533522129059, 0.0038731559179723263, -0.043582506477832794, 0.00043209572322666645, 0.06412740796804428, -0.06894037127494812, -0.11792043596506119, 0.09048060327768326, 0.040789324790239334, -0.0036419318057596684, -0.004726281389594078, 0.025274530053138733, -0.13673880696296692, -0.031046627089381218, -0.012944198213517666, -0.014590827748179436, 0.016518564894795418, 0.0059143053367733955, -0.06726117432117462, 0.08430012315511703, 0.14307039976119995, 0.005495838355273008, -0.014644576236605644, -0.05954191833734512, 0.05788445845246315, 0.050965551286935806, -0.008617937564849854, -0.01587735302746296, 0.027778903022408485, 0.024406688287854195 ]
p
And we went for an on premise development deployment.
[ "blog", "blog/vector-image-search-rag" ]
11,310
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(25)
[ 0.06534434854984283, -0.05203451216220856, 0.09221788495779037, 0.024584541097283363, 0.04248582199215889, -0.10638601332902908, -0.0655537024140358, 0.054469034075737, -0.029295990243554115, 0.07307237386703491, -0.0469941608607769, 0.03438283130526543, -0.028923731297254562, -0.013971303589642048, 0.02700401283800602, -0.06608407944440842, 0.04938943311572075, -0.061944521963596344, 0.031056737527251244, -0.01620112918317318, -0.02735181897878647, 0.03862077370285988, 0.00047493522288277745, 0.007937482558190823, 0.01467820629477501, 0.06409493088722229, -0.04557296633720398, 0.014252268709242344, 0.008666434325277805, -0.05266747996211052, -0.1164410188794136, 0.04471280425786972, -0.03328463062644005, 0.028993034735322, 0.06665809452533722, 0.08893712610006332, 0.054387446492910385, -0.04061988368630409, 0.0017383800586685538, -0.05402320623397827, -0.03263506293296814, 0.026513727381825447, -0.01438634842634201, -0.0052203708328306675, -0.01772712916135788, -0.0544978491961956, -0.01735670119524002, -0.16365759074687958, 0.006336376070976257, -0.06602673977613449, 0.009680270217359066, -0.11255545914173126, 0.06475707143545151, -0.01344223227351904, 0.05868681147694588, -0.02570902742445469, -0.01753835938870907, 0.05197104811668396, 0.0625123456120491, 0.03593387082219124, 0.03617558255791664, -0.05500268563628197, -0.029204459860920906, 0.039233725517988205, 0.07577396929264069, -0.02795284241437912, 0.010248260572552681, -0.0035633346997201443, 0.02079083025455475, -0.08225473016500473, -0.03514092043042183, 0.01875106245279312, 0.005793929565697908, 0.04275859519839287, 0.0023462343961000443, 0.012967186979949474, 0.03232433646917343, 0.0415630005300045, 0.08829423785209656, 0.028363188728690147, 0.06179150938987732, 0.0910700336098671, -0.018391793593764305, 0.06882116943597794, -0.04163473844528198, 0.019682543352246284, 0.04483580216765404, 0.009831100702285767, -0.036798618733882904, -0.0012435619719326496, 0.03802654147148132, 0.010180026292800903, 0.09070628136396408, -0.03095914237201214, 0.010410337708890438, 0.028208402916789055, 0.024745022878050804, -0.01624426245689392, -0.03737843409180641, -0.007922245189547539, -0.03998566418886185, 0.06877788156270981, 0.022648435086011887, -0.09333030879497528, -0.020584609359502792, 0.006508200895041227, -0.02229985222220421, -0.03363737836480141, 0.047546371817588806, -0.0044100345112383366, -0.04200965166091919, -0.013387131504714489, -0.04722730442881584, 0.05217725783586502, -0.012295573949813843, -0.007837788201868534, -0.07385396212339401, -0.009907429106533527, -0.0013867603847756982, 0.07051476836204529, 0.03499245271086693, -0.018447650596499443, -0.03896845504641533, 0.003704788163304329, -0.016234206035733223, -0.012101775035262108, -0.026755936443805695, -2.506157445701971e-33, 0.1259527951478958, 0.015282661654055119, -0.014950144104659557, 0.015360633842647076, 0.09556322544813156, -0.09787877649068832, 0.019192205742001534, 0.06558004021644592, -0.07383450865745544, -0.01448789518326521, 0.020643021911382675, -0.006004043389111757, -0.04231860488653183, 0.0197478998452425, 0.1079169511795044, -0.1105475053191185, -0.11219920963048935, 0.050871774554252625, 0.006530533079057932, -0.014699988067150116, -0.05479521304368973, -0.0795869454741478, -0.027745749801397324, -0.027717754244804382, 0.07107184082269669, 0.0267117228358984, 0.07594660669565201, 0.018660549074411392, 0.0490676574409008, 0.027054438367486, -0.07500255852937698, 0.031742703169584274, 0.023560352623462677, 0.036167025566101074, -0.041547637432813644, -0.04533565044403076, 0.0071663642302155495, -0.04115850478410721, -0.020381487905979156, 0.01828356832265854, -0.015147660858929157, 0.014840325340628624, -0.022163517773151398, -0.01008205208927393, 0.0597563311457634, 0.00633358396589756, 0.10529229044914246, -0.146821990609169, 0.04256376624107361, 0.014104444533586502, -0.024226069450378418, 0.017503853887319565, 0.03495737910270691, 0.03979748860001564, 0.06020050868391991, 0.0008831170271150768, 0.09607355296611786, -0.054562415927648544, 0.007126304786652327, 0.05889838561415672, -0.07798516750335693, 0.028941994532942772, 0.0023711188696324825, 0.016265183687210083, 0.06277412921190262, 0.07329337298870087, 0.009943622164428234, 0.10030508786439896, -0.01172522734850645, 0.030761687085032463, -0.01721014827489853, -0.021113213151693344, -0.027344150468707085, -0.09135475009679794, -0.021478863433003426, -0.04408494383096695, 0.030159372836351395, 0.03962919861078262, -0.025907110422849655, -0.0048070685006678104, -0.009912209585309029, -0.07327309995889664, -0.05062539130449295, -0.010600946843624115, -0.012065397575497627, 0.02947918139398098, 0.052675433456897736, -0.009941264986991882, -0.07292960584163666, 0.04957805946469307, -0.011548280715942383, -0.04399272799491882, -0.054177653044462204, -0.028203126043081284, -0.052759088575839996, 1.0097039132792583e-33, -0.04147534817457199, -0.018488584086298943, -0.08294705301523209, 0.04128401726484299, -0.05525553226470947, -0.008888163603842258, -0.014154789969325066, 0.025930488482117653, -0.004167444072663784, 0.0293387733399868, -0.02531503699719906, 0.028905853629112244, -0.005700954236090183, 0.041100796312093735, -0.0998658761382103, 0.0013862388441339135, -0.05634702742099762, -0.06703061610460281, 0.06384952366352081, -0.01990215852856636, 0.0016771007794886827, 0.07303634285926819, 0.011924919672310352, 0.02297329343855381, -0.014598943293094635, -0.008722184225916862, -0.09413516521453857, -0.01484479196369648, 0.018216166645288467, -0.030787743628025055, 0.06232820823788643, -0.07439326494932175, -0.0550818145275116, -0.012365283444523811, 0.025813011452555656, 0.03453553467988968, -0.07550276815891266, 0.014737829566001892, 0.01587165705859661, -0.02176743559539318, 0.044250644743442535, -0.03099030815064907, -0.07612829655408859, -0.06579533964395523, -0.005058692768216133, -0.01983642578125, 0.0684681311249733, -0.026705997064709663, -0.012115677818655968, 0.018480898812413216, 0.015474417246878147, -0.039051420986652374, -0.058377206325531006, -0.036570463329553604, -0.04843008890748024, 0.01526535116136074, 0.039722394198179245, 0.039739180356264114, -0.0811358392238617, 0.02625664696097374, 0.0372605174779892, -0.020901067182421684, 0.04154335707426071, -0.00971528422087431, -0.002128779189661145, 0.0009815972298383713, -0.050063636153936386, 0.07705958187580109, -0.13398125767707825, 0.04535180330276489, 0.08122045546770096, 0.021373651921749115, -0.008365113288164139, -0.008606619201600552, -0.03311672434210777, -0.018040580675005913, -0.04272083938121796, -0.0127910440787673, -0.0023158432450145483, 0.03602098301053047, 0.05034773424267769, 0.0686715617775917, -0.00846259668469429, 0.04075949266552925, 0.00005773700468125753, 0.1026577427983284, 0.026955783367156982, 0.0069894613698124886, -0.008834108710289001, 0.09301114082336426, -0.046661220490932465, 0.013781579211354256, 0.025593720376491547, 0.09037963300943375, -0.018970128148794174, -2.606743088051644e-8, 0.01982073299586773, 0.04460256174206734, 0.012821225449442863, -0.006854618433862925, 0.09460967034101486, -0.025546176359057426, 0.08259842544794083, 0.12841863930225372, -0.02751600742340088, 0.0952179804444313, -0.06067734956741333, -0.054517123848199844, -0.10637134313583374, 0.05203845351934433, 0.06752236932516098, 0.07943945378065109, 0.017740236595273018, 0.11155067384243011, -0.05811493843793869, -0.12923431396484375, -0.023433813825249672, 0.0006572697311639786, 0.04741021618247032, -0.04091315343976021, -0.09401162713766098, 0.03128592297434807, -0.013703745789825916, -0.035475630313158035, 0.004341039806604385, -0.021795261651277542, -0.0331977903842926, -0.03075745888054371, -0.048960618674755096, 0.00015132715634535998, 0.02649068832397461, 0.03114914335310459, -0.06748605519533157, 0.004478410817682743, 0.015743976458907127, -0.0016437346348538995, -0.0873480960726738, 0.02156945876777172, 0.041997477412223816, 0.06315641105175018, -0.07061260938644409, 0.055113017559051514, -0.14005577564239502, -0.008505687117576599, -0.05130305141210556, -0.04444146156311035, 0.057917796075344086, -0.023941705003380775, -0.08137720823287964, 0.10827779769897461, 0.08464314788579941, 0.04286838322877884, -0.0366186685860157, -0.05137958750128746, -0.0004998777876608074, 0.040687382221221924, 0.001652947743423283, 0.05260533466935158, 0.09698670357465744, 0.12046249955892563 ]
p
And actually our main learning is that the DevOps team really struggled to deploy it, because basically it’s made of a lot of pods.
[ "blog", "blog/vector-image-search-rag" ]
11,311
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(25)
[ -0.020969968289136887, -0.05394281446933746, 0.04399830102920532, 0.012239950709044933, -0.006539324764162302, -0.06013747304677963, -0.10439135134220123, 0.05458075553178787, -0.018163099884986877, 0.012465182691812515, 0.019761260598897934, 0.04071027413010597, -0.03316260501742363, -0.04510943219065666, 0.01288744155317545, -0.041408564895391464, 0.04857122525572777, -0.05011396110057831, -0.017293870449066162, 0.03304457664489746, 0.05025866627693176, -0.043025996536016464, -0.009103436954319477, 0.02502761036157608, -0.012176604010164738, 0.06800608336925507, -0.030655430629849434, -0.03882308676838875, 0.010560614056885242, -0.01929832436144352, -0.06482479721307755, 0.07469131797552109, 0.0221862755715847, -0.01851225644350052, -0.0470358282327652, 0.016482215374708176, 0.0834757387638092, -0.028933098539710045, -0.023015663027763367, -0.07718618214130402, -0.02572983130812645, -0.05897211283445358, -0.016454249620437622, 0.045313794165849686, -0.0439523421227932, -0.04631916806101799, -0.06921648234128952, -0.0866098403930664, -0.01797480322420597, -0.01915798895061016, -0.11828262358903885, -0.1313994824886322, 0.062331926077604294, 0.055065810680389404, 0.0507190115749836, 0.07078471034765244, -0.10891995579004288, 0.08122480660676956, 0.085311658680439, 0.036954496055841446, 0.0513487234711647, -0.04399183765053749, -0.07133019715547562, 0.05231316015124321, 0.10250543802976608, -0.040025338530540466, -0.01057212520390749, 0.08421264588832855, -0.014795240014791489, -0.059541456401348114, -0.030366210266947746, -0.005539227277040482, 0.006936390418559313, 0.005122446455061436, 0.0010571301681920886, 0.029360663145780563, -0.013454627245664597, 0.07551001012325287, -0.003198337508365512, -0.024565616622567177, -0.0034536318853497505, 0.07070519775152206, -0.0017549976473674178, -0.006185682024806738, 0.02099267952144146, 0.011437215842306614, 0.0004126249114051461, -0.06807943433523178, -0.01917601190507412, 0.017923330888152122, 0.012561828829348087, -0.044689394533634186, 0.06954911351203918, -0.07482706755399704, -0.009724604897201061, 0.0011951082851737738, 0.040080249309539795, 0.008695815689861774, 0.028463978320360184, 0.018379077315330505, 0.014274312183260918, 0.02139769308269024, -0.02727910503745079, -0.045999545603990555, 0.06435425579547882, -0.056105222553014755, -0.074494369328022, -0.06507451832294464, 0.11172907054424286, 0.051231130957603455, -0.018529077991843224, -0.04946306720376015, -0.041225120425224304, 0.06623873859643936, -0.02542092092335224, 0.04916532337665558, -0.0027816472575068474, 0.04769807681441307, 0.06755269318819046, 0.009100664407014847, -0.0460834801197052, -0.06858668476343155, 0.015027017332613468, -0.000150822481373325, -0.04044143855571747, -0.0676557645201683, -0.049838047474622726, -1.5635768312485577e-33, 0.040598586201667786, -0.01932038739323616, -0.043290045112371445, 0.03589662164449692, 0.054073698818683624, -0.04980327561497688, -0.05606986582279205, -0.0019246585434302688, 0.009363878518342972, 0.00549373310059309, -0.06786574423313141, 0.09413175284862518, -0.004872678779065609, -0.008022698573768139, -0.0003686207055579871, -0.0024844130966812372, -0.13019147515296936, 0.11221646517515182, 0.008641968481242657, -0.041218630969524384, 0.0578470416367054, -0.009254241362214088, -0.018165308982133865, -0.004793595522642136, 0.08740172535181046, 0.07481396198272705, 0.018446408212184906, -0.09345913678407669, 0.046556998044252396, 0.021538661792874336, -0.0689910426735878, 0.028001517057418823, 0.0203025434166193, -0.006384133826941252, -0.056139200925827026, 0.07203307747840881, -0.03747747465968132, -0.08277196437120438, -0.021976038813591003, -0.03708662465214729, -0.01365781482309103, -0.01420832984149456, -0.07122389227151871, -0.06094002723693848, 0.05703062564134598, 0.019596096128225327, 0.07873404026031494, -0.08681349456310272, 0.03460904583334923, 0.015184339135885239, -0.041283685714006424, -0.020655129104852676, -0.026332294568419456, 0.03402852267026901, 0.06895506381988525, -0.0061418148688972, 0.05739974603056908, 0.06469538807868958, -0.009943866170942783, 0.09405087679624557, -0.03548300638794899, 0.03783022612333298, -0.021457161754369736, -0.07099626958370209, 0.011016985401511192, 0.1709853559732437, -0.0696190893650055, 0.035258300602436066, 0.028859304264187813, 0.03196651116013527, -0.04458422213792801, 0.05211228132247925, -0.004051558673381805, -0.009565581567585468, -0.04746690019965172, -0.04621979221701622, -0.02845943346619606, 0.0050966814160346985, -0.03591592237353325, 0.039898667484521866, 0.0013892152346670628, -0.03961716964840889, 0.0005683539784513414, 0.05994268134236336, -0.09888408333063126, 0.005921412259340286, 0.05168581381440163, 0.055581845343112946, -0.06685786694288254, 0.06977258622646332, 0.019408274441957474, 0.040262896567583084, -0.020211096853017807, -0.01654078997671604, -0.020432667806744576, -7.886048134911096e-34, 0.009230399504303932, -0.033956050872802734, 0.008231713436543941, 0.045600779354572296, -0.06290314346551895, 0.06299874186515808, 0.007924146018922329, 0.018389703705906868, 0.06459882110357285, 0.03168267011642456, 0.014843534678220749, -0.008637014776468277, -0.024514952674508095, 0.05856333300471306, -0.03377775102853775, -0.01343556772917509, -0.008186294697225094, -0.05399598181247711, 0.0034823529422283173, -0.039800480008125305, -0.009922982193529606, 0.09154365211725235, 0.006298048887401819, 0.051580894738435745, 0.003362577175721526, -0.013066775165498257, 0.023123541846871376, -0.05177728086709976, -0.029191002249717712, -0.027093183249235153, 0.0297355055809021, -0.06246105208992958, -0.08645079284906387, -0.01419349480420351, 0.03287653625011444, -0.012106808833777905, -0.0756261944770813, 0.08065105974674225, -0.006582720670849085, -0.10985586047172546, 0.061576586216688156, 0.005193026270717382, -0.08750545978546143, -0.05308627337217331, -0.05399511754512787, -0.05461942031979561, 0.01196715235710144, 0.042776089161634445, -0.04325706884264946, -0.053640108555555344, 0.019297471269965172, -0.08608566224575043, -0.1007172241806984, -0.05718211457133293, -0.09657977521419525, -0.010401817969977856, 0.06978801637887955, 0.01710258051753044, -0.024246428161859512, -0.04768461361527443, 0.053647950291633606, -0.04233825206756592, -0.01967099867761135, 0.0033879950642585754, 0.017862528562545776, -0.01321567501872778, -0.012489684857428074, 0.055921975523233414, 0.027998527511954308, 0.028987828642129898, 0.09430951625108719, -0.0288938507437706, 0.05902557820081711, 0.014273048378527164, 0.07110288739204407, -0.0355222150683403, -0.003884977428242564, -0.07760920375585556, 0.03942061588168144, -0.08361583948135376, 0.013517498038709164, 0.1412498503923416, 0.07233500480651855, 0.07255958020687103, 0.04411711543798447, 0.1276101917028427, 0.027121273800730705, 0.015538172796368599, 0.020017525181174278, 0.0850130021572113, -0.010825877077877522, 0.01039327122271061, 0.03468795493245125, 0.17094740271568298, 0.003604857949540019, -2.499492168794859e-8, 0.08802042156457901, 0.0038040997460484505, 0.016104668378829956, 0.04498942941427231, -0.04692487791180611, -0.013582848012447357, -0.003723432309925556, 0.02361738495528698, -0.029728351160883904, 0.08099022507667542, -0.028290685266256332, -0.012061553075909615, -0.1420770138502121, 0.05376748368144035, 0.05281984061002731, 0.03253571316599846, 0.018578875809907913, 0.06599161028862, -0.06667303293943405, -0.0009193721925839782, -0.10078384727239609, -0.02759644389152527, 0.015913477167487144, 0.008960450999438763, 0.007695972919464111, 0.0802776962518692, 0.01871551387012005, 0.012211130931973457, 0.05527783930301666, -0.06567475944757462, -0.08612698316574097, 0.011052788235247135, -0.07498075067996979, 0.013054209761321545, -0.012220419943332672, 0.030665075406432152, -0.009977800771594048, 0.010078873485326767, -0.01677926629781723, -0.029492400586605072, -0.08276887238025665, -0.05181735008955002, -0.05296516418457031, 0.029985258355736732, 0.0058992221020162106, 0.04579780623316765, 0.010407074354588985, -0.03488672897219658, -0.037214118987321854, 0.06222556531429291, 0.012771458365023136, -0.01447333488613367, 0.06035822257399559, 0.024879682809114456, -0.004483663942664862, 0.004047911148518324, -0.07029017060995102, -0.049388185143470764, 0.027854491025209427, -0.00426797941327095, 0.043498408049345016, 0.051390208303928375, 0.07030554115772247, 0.07999873161315918 ]
p
And the documentations about how these pods are supposed to interact together is not really perfect.
[ "blog", "blog/vector-image-search-rag" ]
11,312
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(25)
[ -0.03391648083925247, 0.04298882558941841, 0.025257201865315437, 0.020687881857156754, 0.062151651829481125, -0.025622975081205368, 0.014835238456726074, -0.0025506962556391954, -0.10377064347267151, -0.0368763729929924, 0.02571289986371994, 0.06936585903167725, -0.007051507011055946, -0.007108832243829966, -0.01344724465161562, -0.03356010094285011, -0.0071653155609965324, -0.014417491853237152, -0.011690331622958183, -0.07412320375442505, 0.03024202585220337, 0.02511579357087612, 0.025156641378998756, 0.005408835597336292, 0.04963965713977814, 0.012323047965765, -0.023519650101661682, -0.0200821403414011, 0.02660038135945797, -0.08189140260219574, 0.02446136064827442, 0.10581646114587784, -0.02162618562579155, -0.06458429247140884, -0.02014237828552723, -0.030370522290468216, -0.009717895649373531, 0.038922905921936035, 0.019969236105680466, 0.01653418503701687, 0.005493125878274441, 0.03797326982021332, -0.057779472321271896, -0.03395910933613777, -0.00985601544380188, -0.054989609867334366, 0.07146181911230087, -0.02813359722495079, 0.13221393525600433, -0.055508505553007126, 0.00389456725679338, -0.04399950057268143, 0.015611356124281883, -0.009341460652649403, 0.008058296516537666, 0.039335593581199646, 0.04594423621892929, 0.026401527225971222, 0.0824921727180481, 0.078179270029068, -0.01371262688189745, -0.05091530457139015, -0.008983924984931946, 0.04100160673260689, 0.03386722132563591, 0.005827749613672495, -0.055218663066625595, -0.061397187411785126, -0.01926601119339466, 0.028464682400226593, 0.004323490429669619, -0.03570128232240677, -0.028570175170898438, 0.03901094198226929, 0.02902904339134693, 0.02595074474811554, -0.021353036165237427, -0.01943918503820896, 0.044636454433202744, 0.02572399191558361, -0.008695947006344795, -0.05015663430094719, -0.0287327840924263, -0.01991509273648262, 0.13178539276123047, 0.030541399493813515, -0.016892436891794205, 0.03594160079956055, 0.036812394857406616, 0.03492792323231697, 0.05328427255153656, -0.034105073660612106, 0.04228638857603073, 0.020622618496418, 0.02603839710354805, -0.07942862063646317, 0.09285564720630646, -0.02001604251563549, 0.00866464152932167, 0.08348400145769119, -0.05078790336847305, 0.002857411280274391, 0.008148033171892166, 0.07358873635530472, 0.06736884266138077, -0.04007624089717865, 0.14565247297286987, -0.006645746994763613, 0.00940953753888607, -0.06315986812114716, -0.017142279073596, 0.03465286269783974, 0.019840801134705544, 0.003595998976379633, -0.0625843033194542, -0.05565568432211876, -0.042336512356996536, 0.03957054764032364, 0.007759322877973318, 0.0472431406378746, 0.12031878530979156, -0.03449421748518944, -0.08000846952199936, -0.030190162360668182, 0.014578711241483688, 0.0005927776219323277, 0.07028833776712418, -4.283284682625483e-33, 0.008928242139518261, -0.013742339797317982, -0.019274979829788208, -0.012449091300368309, 0.03884996101260185, -0.027798885479569435, 0.006987352855503559, 0.06092687323689461, -0.04986369237303734, -0.006636823993176222, 0.1306309998035431, -0.1139516606926918, 0.008478174917399883, -0.11395137012004852, -0.03484158217906952, 0.004469528328627348, -0.04904111847281456, 0.004920739680528641, 0.04623794928193092, 0.042632799595594406, -0.010856881737709045, -0.022177809849381447, -0.037401966750621796, -0.08058897405862808, 0.012379888445138931, 0.10588555783033371, -0.05610726401209831, 0.02052701637148857, 0.033725105226039886, 0.058542899787425995, 0.017392506822943687, -0.01001642644405365, -0.024779558181762695, 0.04618169739842415, 0.03854144737124443, 0.003682783106341958, 0.006045868154615164, -0.14684931933879852, -0.07711338251829147, 0.00007212893251562491, 0.0032093157060444355, 0.03684775158762932, -0.05095304548740387, -0.010443584062159061, 0.00819370523095131, -0.0033107451163232327, -0.0075406162068247795, -0.004785938188433647, -0.10192606598138809, 0.08339583873748779, -0.0026784497313201427, 0.1149914488196373, 0.049307577311992645, 0.05569325387477875, 0.006056948099285364, 0.034007728099823, 0.062475353479385376, -0.029613949358463287, -0.02365989424288273, 0.02580939792096615, -0.021628903225064278, 0.02848019264638424, 0.10209306329488754, -0.05130361020565033, 0.04483259841799736, 0.044657573103904724, -0.0049104103818535805, 0.04304652661085129, -0.05025067552924156, -0.0227655041962862, -0.04332605004310608, -0.03961484134197235, -0.02755901589989662, -0.014800732024013996, -0.06864099949598312, -0.05543574318289757, 0.032684627920389175, -0.01305594202131033, -0.04025319591164589, -0.02986964024603367, 0.015613146126270294, -0.0450117252767086, 0.07710861414670944, -0.04513859748840332, -0.03958701342344284, -0.02856019139289856, 0.07094671577215195, 0.002864191075786948, -0.0149154681712389, 0.016451232135295868, -0.07335848361253738, -0.00046724750427529216, 0.011301055550575256, -0.02229686640202999, 0.05504492297768593, 1.8633227479204562e-33, -0.1786055713891983, 0.0152596989646554, -0.06350154429674149, 0.05723649635910988, 0.008169782347977161, -0.026374924927949905, 0.031675539910793304, 0.04035699740052223, -0.02161264419555664, 0.02300494909286499, -0.019511142745614052, 0.0023282107431441545, -0.055152907967567444, 0.01776057481765747, 0.0898936539888382, 0.05557074770331383, 0.061838023364543915, 0.0636901929974556, -0.0009447112097404897, 0.11019182950258255, 0.07561694085597992, -0.022940242663025856, -0.0052096182480454445, -0.0000044696612349071074, -0.03250334411859512, 0.09238996356725693, -0.043004415929317474, 0.028736624866724014, -0.009658736176788807, -0.02922462299466133, 0.028542201966047287, 0.07458866387605667, -0.04398249462246895, 0.01423423457890749, 0.007851430214941502, 0.05236572399735451, -0.03643311560153961, -0.015435188077390194, 0.020653188228607178, -0.011397503316402435, 0.025271166115999222, 0.03437396511435509, -0.029529672116041183, 0.10779927670955658, 0.040986061096191406, 0.0063103605061769485, -0.033891625702381134, 0.041994743049144745, 0.024502094835042953, 0.03994366154074669, -0.05413347855210304, -0.051972486078739166, 0.002635030075907707, -0.0755016952753067, -0.06873100996017456, -0.006459399126470089, -0.08446509391069412, 0.04691377654671669, 0.06772269308567047, -0.04590192064642906, -0.08696402609348297, -0.07381284981966019, -0.05122574418783188, -0.10615111142396927, 0.050491660833358765, 0.04214143380522728, -0.06455739587545395, 0.01614263653755188, -0.11329590529203415, -0.023924097418785095, 0.04268161207437515, -0.0016174373449757695, -0.10646773129701614, 0.04781905561685562, -0.03517421707510948, 0.00890728272497654, -0.05748160555958748, -0.04979750141501427, 0.0044714719988405704, -0.06024879589676857, -0.036731161177158356, 0.04281030222773552, -0.07144489139318466, -0.02114267088472843, -0.052089873701334, 0.12994174659252167, -0.05729515478014946, -0.07004193216562271, -0.04367339611053467, -0.011598769575357437, 0.03082658350467682, -0.03820507600903511, 0.022938665002584457, 0.08870135992765427, -0.028517821803689003, -2.458479997358154e-8, 0.01588284969329834, 0.050043076276779175, -0.052246950566768646, 0.01738746650516987, 0.07814960926771164, -0.03166445344686508, 0.09575246274471283, 0.01913435570895672, 0.00574755622074008, 0.0990285575389862, -0.05303899571299553, 0.006827454082667828, 0.07575669884681702, 0.07361840456724167, 0.060499150305986404, -0.0062825558707118034, -0.08389453589916229, -0.029471227899193764, -0.09684845805168152, -0.01350684929639101, -0.05790574103593826, 0.05864081531763077, -0.014607970602810383, -0.059392571449279785, -0.06009012833237648, 0.0032113746274262667, -0.02138485200703144, 0.05584557354450226, 0.10892222821712494, -0.020139571279287338, 0.04557304084300995, -0.007947694510221481, -0.003893464570865035, 0.03205425664782524, -0.1389518827199936, -0.001178172416985035, 0.015467340126633644, 0.0028561174403876066, 0.07527358829975128, -0.09074320644140244, -0.019827451556921005, 0.02945311926305294, 0.016635064035654068, 0.02605842798948288, 0.01602715067565441, 0.056542906910181046, 0.01256380695849657, -0.0636129379272461, -0.007513385731726885, -0.10561680048704147, 0.03128230199217796, 0.02116682566702366, 0.0030356678180396557, 0.02716680057346821, 0.10865805298089981, 0.007327748462557793, -0.0113615021109581, -0.09690950810909271, -0.07897108048200607, -0.0013209525495767593, -0.031018244102597237, -0.05461813136935234, -0.039777595549821854, 0.05072857812047005 ]
p
And it was really buggy at this time.
[ "blog", "blog/vector-image-search-rag" ]
11,313
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(25)
[ 0.04171288385987282, 0.07158016413450241, 0.08977634459733963, 0.00461204070597887, 0.05514145642518997, -0.014278564602136612, 0.013967027887701988, 0.00786520168185234, -0.004323178436607122, 0.0427812784910202, 0.08086597919464111, 0.11299288272857666, 0.08299358934164047, -0.009511463344097137, 0.027679260820150375, 0.023313969373703003, 0.04833787679672241, -0.08918452262878418, -0.005884742364287376, -0.012843094766139984, -0.08172491937875748, 0.008356433361768723, -0.04540540277957916, 0.05295867845416069, 0.043825581669807434, 0.014273378066718578, -0.056349899619817734, 0.023693908005952835, -0.009120695292949677, 0.02964095026254654, -0.013894478790462017, 0.12325502932071686, -0.04926244169473648, 0.011385959573090076, 0.03854215145111084, 0.05343443900346756, 0.027500951662659645, 0.021262485533952713, -0.02976842224597931, 0.022002309560775757, -0.01793762296438217, 0.001167883863672614, -0.018158916383981705, 0.08563193678855896, -0.02122688665986061, -0.075813427567482, 0.0173239316791296, -0.04184741526842117, 0.07308504730463028, 0.042529936879873276, 0.03780767694115639, -0.0557599775493145, -0.06014614924788475, -0.08084729313850403, -0.0434652604162693, -0.044328656047582626, -0.04758775606751442, 0.033491961658000946, 0.002727883169427514, 0.085047647356987, -0.017947716638445854, -0.03798646479845047, -0.014088773168623447, 0.032131846994161606, 0.04933876544237137, -0.017141614109277725, 0.039886437356472015, -0.0900554209947586, -0.06305818259716034, -0.014024156145751476, 0.03678223863244057, 0.011587312445044518, -0.0018762137042358518, -0.07107321918010712, -0.06685801595449448, 0.02571139484643936, 0.04950912296772003, 0.09774235635995865, 0.10222498327493668, -0.04218487814068794, 0.06497214734554291, -0.05070188269019127, -0.08044002950191498, 0.05527050420641899, -0.02303285524249077, -0.019669590517878532, 0.06942249089479446, -0.11392199248075485, -0.003967856522649527, 0.019591836258769035, 0.048996105790138245, 0.013633309863507748, -0.009586112573742867, 0.02265840582549572, -0.05071515962481499, -0.009471794590353966, 0.05310147628188133, 0.05439049005508423, -0.026415608823299408, 0.06381722539663315, 0.008345312438905239, -0.01628720387816429, 0.001699905376881361, -0.06147310510277748, -0.037077125161886215, -0.014134066179394722, 0.019967440515756607, 0.018979787826538086, -0.03393492475152016, 0.04244296997785568, -0.0581701286137104, 0.043861642479896545, -0.03355364501476288, -0.015703553333878517, -0.007043964229524136, 0.04758971557021141, -0.11498243361711502, 0.01049298606812954, -0.028201520442962646, 0.10957437008619308, -0.002855832688510418, 0.009461184032261372, -0.0023727493826299906, -0.0415036641061306, -0.014770952984690666, 0.021962041035294533, 0.05845978856086731, -3.450742645365521e-33, 0.0219914261251688, 0.016289355233311653, -0.0566190741956234, -0.009115497581660748, 0.03186357021331787, -0.0314793661236763, 0.0016988464631140232, -0.0328146368265152, 0.00024377787485718727, -0.0709950253367424, 0.0005754693993367255, -0.04159559682011604, 0.012766550295054913, -0.008041844703257084, 0.05314311012625694, -0.08416889607906342, 0.00034353352384641767, 0.11985538899898529, 0.08012723922729492, -0.038984283804893494, 0.02670225128531456, -0.07521729171276093, -0.002264332724735141, 0.03135514259338379, 0.04616302624344826, 0.06883528083562851, 0.03404185548424721, 0.03890569508075714, 0.03826142102479935, 0.039714913815259933, -0.010344264097511768, 0.06126968190073967, 0.04283113405108452, -0.04415678605437279, -0.008963527157902718, 0.04102974757552147, 0.03905123099684715, -0.10710667073726654, 0.011313777416944504, 0.017594007775187492, -0.08538191765546799, 0.004675050266087055, -0.030636727809906006, 0.011354868300259113, -0.055219411849975586, -0.04660199210047722, 0.017186449840664864, -0.05585898458957672, -0.025257928296923637, 0.02437858283519745, 0.008088544011116028, 0.038172632455825806, -0.021973924711346626, 0.07977258414030075, 0.052116990089416504, 0.022719763219356537, 0.07850852608680725, -0.04715750366449356, -0.03037959523499012, 0.0003395400126464665, 0.004660099744796753, 0.002806824166327715, -0.010675154626369476, 0.019356053322553635, 0.011902549304068089, 0.006969050038605928, 0.05112988501787186, 0.030463121831417084, -0.05916443094611168, 0.06563764065504074, -0.02689700573682785, -0.007996534928679466, 0.056997254490852356, -0.04648316279053688, -0.0072796703316271305, -0.07235540449619293, -0.022740643471479416, -0.01807502657175064, 0.034198351204395294, -0.017419107258319855, -0.005969195161014795, 0.021108141168951988, -0.005775697063654661, 0.03647155687212944, 0.04215859994292259, -0.06902924180030823, 0.11012046784162521, -0.05227769538760185, -0.10782216489315033, 0.025696132332086563, 0.005994243547320366, 0.028661111369729042, -0.0269863810390234, -0.0320943258702755, 0.05200939252972603, 2.9819367638163764e-33, -0.14469771087169647, 0.043790802359580994, -0.042631231248378754, -0.0020903018303215504, 0.012303895317018032, -0.06008113548159599, -0.0053475722670555115, 0.04742424935102463, -0.013681147247552872, 0.08555333316326141, -0.007932724431157112, 0.010924291796982288, -0.10505126416683197, 0.02549804374575615, -0.05939001590013504, 0.005416517611593008, 0.05902279168367386, -0.05453150346875191, 0.07149284332990646, -0.056875068694353104, 0.1275913119316101, 0.04288109391927719, 0.005638381466269493, 0.029229944571852684, 0.04113858565688133, 0.00039518895209766924, -0.1249057948589325, 0.05282384157180786, 0.04431956633925438, -0.055703457444906235, 0.047680143266916275, -0.026337482035160065, -0.06078270077705383, 0.010787890292704105, 0.022892313078045845, 0.08214619755744934, -0.06240164488554001, 0.07513890415430069, -0.06382109969854355, -0.037866100668907166, 0.049754559993743896, -0.06064249575138092, -0.07723390311002731, 0.00814174022525549, -0.05088609829545021, 0.0458453930914402, 0.04672326147556305, -0.052876826375722885, 0.08062277734279633, 0.028565218672156334, 0.04615028575062752, -0.0893494039773941, 0.019706102088093758, 0.045848775655031204, -0.08830409497022629, 0.033491119742393494, 0.04899314418435097, -0.023771530017256737, 0.000014637401363870595, -0.0009363258723169565, 0.07449910044670105, -0.04431401565670967, 0.020582422614097595, -0.007214962039142847, -0.02166563645005226, 0.02835696004331112, 0.029347268864512444, 0.06869043409824371, -0.04185239225625992, 0.017032671719789505, 0.017444901168346405, 0.0036136633716523647, -0.053021498024463654, -0.02056300640106201, -0.026228362694382668, 0.03474470227956772, -0.09955333173274994, 0.038374945521354675, -0.04642084985971451, -0.020365668460726738, 0.005959163885563612, -0.036809880286455154, -0.038366854190826416, 0.008836466819047928, -0.044966746121644974, 0.0033270269632339478, 0.016666008159518242, -0.043554529547691345, -0.009636176750063896, 0.06058043986558914, -0.08734234422445297, -0.030186813324689865, 0.0014769636327400804, 0.07575993984937668, -0.06764865666627884, -2.0156431190798685e-8, -0.0791146457195282, 0.0817340835928917, -0.0032870834693312645, 0.04911486431956291, 0.04223620146512985, -0.11290834844112396, 0.04941188544034958, 0.15115255117416382, 0.06566031277179718, 0.08438265323638916, -0.004525334574282169, -0.045291319489479065, -0.07620043307542801, 0.0946473553776741, -0.009373944252729416, 0.03057107888162136, -0.05217912048101425, -0.021283429116010666, -0.033377569168806076, -0.08460202068090439, -0.06936657428741455, 0.025436360388994217, -0.02998977154493332, -0.03778672218322754, -0.013857530429959297, 0.042904049158096313, -0.023550929501652718, 0.0533258318901062, 0.06198108196258545, 0.07615022361278534, -0.08556406944990158, -0.06825783103704453, -0.01824239082634449, 0.00729792146012187, -0.05651016905903816, 0.013331311754882336, -0.047364335507154465, 0.0018405764130875468, 0.018048936501145363, -0.007088819053024054, -0.12895168364048004, 0.01137258019298315, 0.04112555831670761, 0.035363420844078064, 0.06730204820632935, 0.013049067929387093, -0.10722491890192032, 0.06773272901773453, -0.0021181264892220497, -0.10100214183330536, 0.02252473309636116, -0.06578618288040161, -0.0670328289270401, 0.005740998312830925, 0.04959147796034813, 0.02163061499595642, 0.06368780136108398, -0.00023388060799334198, 0.05287573114037514, 0.029920434579253197, -0.1410035640001297, -0.025739671662449837, 0.014511168003082275, 0.05398876592516899 ]
p
So the clients lost a lot of time and money in this deployment.
[ "blog", "blog/vector-image-search-rag" ]
11,314
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(25)
[ -0.05610299110412598, 0.056423287838697433, 0.043614570051431656, -0.06528723239898682, 0.010197498835623264, -0.0004221249255351722, -0.09179610013961792, -0.002224849071353674, -0.06458012014627457, -0.06046120077371597, -0.0646747350692749, 0.012508190236985683, 0.0015752519248053432, 0.00024820276303216815, 0.016586411744356155, -0.02663026750087738, 0.04199860617518425, 0.0235260259360075, -0.013242890127003193, 0.04760342091321945, 0.02005266584455967, -0.059803977608680725, -0.05952049419283867, 0.0016506474930793047, 0.021271221339702606, 0.022610951215028763, -0.04072240740060806, -0.024772072210907936, 0.05396284535527229, -0.09150313585996628, -0.04117203876376152, 0.04935982823371887, -0.040194228291511536, 0.015399123542010784, -0.026975786313414574, -0.04330412670969963, -0.014961802400648594, 0.0020525427535176277, 0.008261389099061489, -0.07487577944993973, -0.03714269399642944, -0.000879353960044682, 0.019489841535687447, -0.02958410233259201, 0.010148114524781704, -0.0045938086695969105, 0.07327613234519958, 0.007507584057748318, -0.07683555036783218, -0.0674065575003624, -0.0294514000415802, -0.08176224678754807, 0.04272707551717758, -0.05355212092399597, -0.003647476900368929, 0.022227106615900993, 0.01086798869073391, -0.028552044183015823, 0.05257868766784668, 0.031166421249508858, 0.07514642179012299, -0.03483591973781586, -0.02220676839351654, 0.08260368555784225, 0.028713256120681763, -0.06607605516910553, 0.012074717320501804, -0.07711995393037796, -0.0005623511387966573, 0.07949608564376831, -0.01604047231376171, 0.019928647205233574, -0.02786950208246708, -0.007404553238302469, 0.12525545060634613, 0.05130970478057861, -0.01426605973392725, -0.043204668909311295, 0.040892183780670166, 0.023302672430872917, 0.03575136885046959, -0.0935460701584816, -0.018977545201778412, 0.06094202771782875, 0.11239701509475708, -0.06196613237261772, -0.08179854601621628, -0.04664277657866478, -0.051275212317705154, 0.004656430333852768, 0.018556658178567886, 0.011925618164241314, 0.03259856998920441, -0.005425808019936085, 0.021974558010697365, -0.021896159276366234, 0.0011716262670233846, 0.06037072092294693, 0.10666317492723465, 0.04190124571323395, 0.032954294234514236, 0.05100350081920624, 0.03350155055522919, 0.07431907206773758, -0.025506142526865005, -0.02178800106048584, 0.023757988587021828, 0.03392963483929634, -0.004171607084572315, -0.04220376908779144, 0.027516646310687065, -0.036104150116443634, 0.08676419407129288, -0.017521223053336143, -0.08859797567129135, -0.04905000329017639, -0.061413709074258804, 0.04316544905304909, 0.006432822905480862, 0.05572667717933655, -0.05091988667845726, -0.00006495222623925656, -0.06809300184249878, -0.023909391835331917, -0.007348571438342333, 0.08936335891485214, -0.04633432626724243, -1.952165141587666e-33, 0.03942590951919556, 0.10566802322864532, -0.03077595867216587, -0.03447931259870529, 0.05512293055653572, -0.01000860333442688, -0.07583347707986832, 0.03348014876246452, -0.020704373717308044, -0.021920211613178253, -0.004918575752526522, 0.06951398402452469, -0.021124059334397316, 0.002849641954526305, 0.03790529817342758, -0.04678193852305412, -0.0809168592095375, 0.09263955056667328, -0.09920958429574966, 0.04467648267745972, -0.016175581142306328, -0.04790103808045387, 0.03157900273799896, -0.041354209184646606, 0.0026180127169936895, 0.050411272794008255, 0.06517666578292847, 0.007030695676803589, 0.030532028526067734, 0.010443514212965965, -0.07919199764728546, 0.045673541724681854, 0.0500754714012146, 0.02451135590672493, 0.026846053078770638, 0.03508751094341278, 0.07533641159534454, -0.08329078555107117, -0.04828311502933502, 0.014228408224880695, -0.03892116993665695, 0.05436912924051285, -0.01972443051636219, -0.01532517559826374, 0.05298116058111191, 0.03910195827484131, 0.11454670131206512, 0.01837366446852684, -0.10568618774414062, 0.05064607411623001, 0.0006770390900783241, 0.06597600132226944, -0.12233345210552216, -0.035444505512714386, 0.04788007587194443, -0.015817271545529366, 0.02565436065196991, -0.09684950113296509, 0.014536582864820957, 0.1045166477560997, -0.03595249727368355, -0.01997927948832512, 0.05781955644488335, -0.010753580369055271, 0.012667124159634113, 0.0521080456674099, 0.058652959764003754, -0.039880506694316864, -0.013710576109588146, 0.03047197125852108, -0.011420894414186478, -0.03232940286397934, -0.04687182605266571, -0.04569781944155693, 0.028097758069634438, -0.04507068172097206, -0.047281716018915176, 0.06254950165748596, 0.029471639543771744, -0.04702465981245041, -0.15534989535808563, 0.07525564730167389, 0.01616079732775688, -0.08717585355043411, -0.06991629302501678, -0.04218143969774246, 0.07748787850141525, -0.08804049342870712, -0.05509592592716217, -0.02240910939872265, 0.047957587987184525, 0.0013386765494942665, 0.024486908689141273, 0.010579757392406464, 0.07330381125211716, 9.010206443381066e-34, -0.09298428148031235, -0.02177613601088524, -0.007611171808093786, 0.027381638064980507, 0.015835244208574295, -0.038823094218969345, 0.06098262593150139, 0.049665533006191254, 0.010576186701655388, -0.016332972794771194, 0.08431105315685272, -0.00830284133553505, -0.0414455346763134, -0.037912510335445404, -0.14486457407474518, -0.1131342351436615, 0.04212159663438797, -0.014649364165961742, 0.009723218157887459, -0.02540527656674385, 0.17838919162750244, 0.043321575969457626, -0.03227509558200836, -0.01279526948928833, -0.007962362840771675, 0.06642895936965942, -0.056911956518888474, -0.13086020946502686, 0.00974632054567337, 0.012120228260755539, 0.023305527865886688, -0.0022717793472111225, -0.08355853706598282, 0.005168706178665161, 0.07392503321170807, 0.09259212762117386, -0.024325812235474586, 0.06469710916280746, 0.027173923328518867, -0.08183702826499939, 0.00878469180315733, 0.05062954127788544, -0.08944115042686462, 0.049504563212394714, 0.01884276606142521, -0.04847998172044754, 0.04008380323648453, -0.057652488350868225, 0.014897213317453861, 0.0240535419434309, 0.02890891395509243, -0.0011849768925458193, -0.03484047204256058, -0.042856477200984955, -0.06781485676765442, 0.03225746378302574, -0.08127981424331665, 0.011521829292178154, 0.047861844301223755, 0.10014139860868454, -0.014534739777445793, 0.024528490379452705, -0.056411150842905045, -0.01746620237827301, 0.06187981367111206, 0.0070753502659499645, 0.027580302208662033, 0.050029948353767395, -0.029679803177714348, 0.058695923537015915, -0.0006884922040626407, -0.04328201338648796, 0.003416503546759486, 0.04784305766224861, -0.015462161041796207, -0.03980117291212082, -0.010929812677204609, 0.05974850803613663, -0.016934523358941078, 0.06930414587259293, -0.004955588839948177, -0.01623549684882164, 0.046737413853406906, 0.04965044558048248, 0.03475300595164299, 0.12564443051815033, -0.04006784036755562, -0.02635890804231167, -0.01617465168237686, 0.10201475769281387, -0.06837382912635803, 0.06011011824011803, -0.0076720076613128185, -0.003836610820144415, -0.015650060027837753, -2.743137983429733e-8, -0.030736953020095825, 0.03172125294804573, -0.051407624036073685, -0.0059769414365291595, -0.05159200727939606, -0.03184972703456879, -0.009377752430737019, 0.05006258189678192, -0.03598756343126297, 0.033010076731443405, -0.028149014338850975, -0.06775888055562973, 0.0032125806901603937, 0.07972055673599243, 0.0514596663415432, -0.004388644825667143, -0.0235021710395813, 0.03084208443760872, -0.06161871552467346, 0.003223705803975463, -0.08310787379741669, 0.058716073632240295, -0.006486359052360058, -0.0047798193991184235, -0.09409826248884201, 0.03336077556014061, -0.06508152931928635, 0.014565194956958294, -0.03307744115591049, -0.00306908437050879, -0.044739555567502975, -0.014705531299114227, 0.01893197000026703, -0.009753536432981491, 0.011178585700690746, -0.020476458594202995, -0.08582024276256561, 0.042378995567560196, 0.023078856989741325, -0.040778256952762604, -0.04706166684627533, 0.02546468749642372, 0.069216288626194, 0.06881032884120941, 0.04414946958422661, 0.03244668245315552, 0.019760746508836746, 0.032136980444192886, -0.1090637594461441, -0.004161967895925045, 0.04642130434513092, 0.0008768864208832383, -0.04450459033250809, -0.011199591681361198, 0.0914967730641365, -0.024675391614437103, 0.0686660185456276, -0.02013770304620266, 0.003495766082778573, 0.0617712065577507, 0.07537049800157547, -0.06272593140602112, -0.03813352435827255, 0.06873104721307755 ]
p
The challenges, other challenges we faced is that we noticed that the matching wasn’t very resilient to large distortions.
[ "blog", "blog/vector-image-search-rag" ]
11,315
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(26)
[ -0.10510893911123276, 0.07039113342761993, -0.018698815256357193, -0.056203048676252365, -0.1056479886174202, 0.02403787150979042, 0.09773488342761993, 0.06037271395325661, 0.06397601962089539, 0.0005112885846756399, 0.07959459722042084, -0.08667410165071487, -0.037009794265031815, -0.03995553031563759, -0.10891783982515335, -0.025151705369353294, -0.01773284375667572, 0.004745901096612215, -0.041231829673051834, -0.06299643963575363, -0.06432630121707916, 0.032766591757535934, -0.021953558549284935, -0.04654613509774208, -0.07245110720396042, -0.020435554906725883, -0.023590687662363052, 0.012213294394314289, 0.0029709471855312586, -0.12191911786794662, 0.08134818822145462, 0.0050417534075677395, 0.0014074533246457577, 0.01537741906940937, 0.005009044427424669, -0.026141876354813576, 0.00924942921847105, -0.06260466575622559, 0.021459901705384254, 0.05732777342200279, -0.059561364352703094, 0.027791708707809448, -0.0991545021533966, -0.004497902002185583, 0.04721449688076973, 0.027799248695373535, -0.040735483169555664, 0.059666965156793594, -0.08761546015739441, -0.018974559381604195, -0.0507596917450428, -0.09825877100229263, -0.012400959618389606, 0.006886686664074659, 0.0008225115016102791, 0.0649341344833374, -0.0035585579462349415, -0.06412279605865479, -0.010954136028885841, -0.031895969063043594, 0.042416442185640335, -0.029634317383170128, -0.08746998757123947, 0.06489629298448563, -0.05226265266537666, 0.033696845173835754, 0.08228420466184616, -0.06574555486440659, -0.03464112803339958, 0.05150991678237915, 0.038734931498765945, -0.09170626848936081, -0.010830458253622055, -0.002325373934581876, -0.005837845616042614, 0.014484760351479053, -0.03384246677160263, -0.06068416312336922, 0.02545558661222458, -0.06703418493270874, 0.039095379412174225, -0.027679093182086945, -0.026664847508072853, -0.012928559444844723, 0.029296832159161568, -0.06707927584648132, -0.0005003309343010187, -0.006187170743942261, 0.045398373156785965, 0.0025880129542201757, -0.1045948714017868, 0.011181074194610119, -0.01695801317691803, 0.05779054015874863, 0.003189328359439969, -0.007901526987552643, 0.055226463824510574, 0.06580863147974014, -0.12805503606796265, 0.11105051636695862, -0.005685062613338232, 0.07049944251775742, 0.006385905668139458, 0.007982766255736351, -0.05606233328580856, -0.0072035654447972775, 0.060918837785720825, -0.08955750614404678, 0.03405483067035675, 0.05858329311013222, -0.10246012359857559, -0.03120705857872963, -0.008435257710516453, -0.11506020277738571, 0.046175483614206314, 0.0058007086627185345, -0.01028070691972971, -0.07164578884840012, 0.00002954891351691913, -0.02639266848564148, 0.021853063255548477, 0.001242555328644812, -0.11838671565055847, 0.05375019088387489, 0.03206609934568405, -0.003484465414658189, 0.0030625304207205772, -2.053118800488192e-33, -0.08782285451889038, 0.01895723305642605, -0.003770922077819705, 0.036677006632089615, 0.06062035635113716, 0.0010502365184947848, -0.06179770454764366, 0.014291591010987759, -0.0320805199444294, 0.016446569934487343, -0.02756471559405327, 0.0338105708360672, -0.0612112395465374, -0.0862906277179718, 0.05940893292427063, 0.04323219880461693, 0.03481370955705643, -0.03194960206747055, 0.0676688402891159, -0.010935824364423752, -0.06025325879454613, 0.01284825336188078, 0.06050654128193855, 0.06328567862510681, 0.012810255400836468, -0.0006681493832729757, 0.06403263658285141, -0.09227994829416275, -0.06959066540002823, 0.01866486854851246, 0.08700487017631531, 0.01429053582251072, 0.014556584879755974, 0.002794713480398059, -0.019571520388126373, -0.07645229995250702, -0.0037621811497956514, 0.049273308366537094, -0.04677453264594078, 0.061531126499176025, 0.014081819914281368, -0.0007785022025927901, -0.03778137266635895, -0.05891895294189453, 0.04934423044323921, -0.010630623437464237, -0.016385147348046303, 0.03690953925251961, 0.06102384626865387, 0.03447481244802475, 0.012354688718914986, -0.013502929359674454, -0.03318420797586441, 0.07305603474378586, 0.013698086142539978, 0.0463358499109745, -0.09250089526176453, 0.055701982229948044, 0.023273764178156853, -0.11439786106348038, 0.0742776021361351, -0.03068559244275093, 0.030689096078276634, -0.061660733073949814, -0.050322555005550385, -0.003538584802299738, -0.004674197174608707, 0.10947345942258835, 0.08355344086885452, 0.0003413496888242662, -0.06481467187404633, -0.03687870502471924, 0.023383857682347298, 0.05130315199494362, -0.07496234774589539, 0.029551591724157333, -0.01595528982579708, 0.01747642643749714, -0.016861161217093468, -0.02225627563893795, -0.01985454000532627, -0.0018020696006715298, 0.04980602487921715, -0.028462618589401245, 0.046372633427381516, -0.012175841256976128, -0.010908426716923714, 0.029818246141076088, 0.05056441202759743, 0.03224954381585121, 0.0061804866418242455, 0.0951685830950737, 0.058641865849494934, -0.049140527844429016, -0.014052554033696651, 1.115642494746736e-33, 0.06740117818117142, -0.018282005563378334, -0.08719644695520401, 0.043082840740680695, 0.03532925248146057, 0.0585513561964035, -0.05324981361627579, 0.0707688108086586, -0.01973075047135353, -0.04027664288878441, -0.01844179444015026, -0.01229721400886774, 0.09886118024587631, -0.0785093680024147, 0.07632629573345184, 0.08719980716705322, 0.03190511465072632, -0.026565328240394592, 0.021093707531690598, 0.025493554770946503, -0.04078951105475426, -0.02318744733929634, -0.03278035670518875, 0.03794354572892189, -0.03996537625789642, 0.07869381457567215, 0.035115715116262436, 0.09063909202814102, 0.0084749860689044, 0.015638047829270363, 0.04333064332604408, 0.021778875961899757, 0.03853142261505127, 0.010861258022487164, -0.04908144474029541, 0.07809057086706161, 0.08483729511499405, 0.11525088548660278, -0.0437156967818737, 0.04839849844574928, 0.036665644496679306, 0.03307563439011574, 0.006069204304367304, 0.053167883306741714, 0.011876555159687996, 0.02254786528646946, -0.02237127535045147, -0.11672782152891159, -0.09300515055656433, -0.044634342193603516, 0.0957835391163826, 0.008619168773293495, -0.06813977658748627, -0.037147700786590576, 0.04129864647984505, 0.10530298948287964, -0.020439982414245605, -0.0666164979338646, -0.027948202565312386, -0.07042305916547775, 0.05790030211210251, 0.03435031324625015, -0.02585621178150177, -0.009241604246199131, 0.04471879452466965, -0.04390207305550575, -0.0795263797044754, 0.04890534654259682, 0.04145907983183861, 0.04111270233988762, 0.05666216090321541, -0.004148951731622219, -0.11703059077262878, -0.0024487837217748165, -0.05741720646619797, -0.01260493416339159, 0.035805944353342056, 0.00878123939037323, -0.014200734905898571, 0.030197374522686005, -0.1666218787431717, 0.03212133049964905, -0.030169552192091942, -0.0013911183923482895, 0.005799727514386177, 0.05539107322692871, 0.003209540620446205, -0.03411221131682396, 0.05093507096171379, -0.006743219215422869, 0.030907148495316505, 0.09253852069377899, -0.022874748334288597, -0.009434741921722889, 0.025838106870651245, -1.605019583905687e-8, 0.06277961283922195, -0.029276495799422264, 0.020581301301717758, 0.06081514433026314, 0.05736846476793289, -0.09485029429197311, 0.011492044664919376, -0.027148613706231117, -0.06981070339679718, 0.06707499921321869, 0.042913150042295456, 0.006824324373155832, -0.0063677518628537655, 0.08095255494117737, 0.023644516244530678, 0.06986509263515472, -0.026630213484168053, 0.060778822749853134, -0.015034354291856289, -0.11050371080636978, -0.05616017431020737, 0.0336686410009861, -0.027720117941498756, -0.03268062695860863, -0.04137709364295006, -0.0020971016492694616, -0.02049768902361393, -0.009556465782225132, -0.026670608669519424, -0.0176338329911232, -0.014006897807121277, 0.0319368876516819, 0.0885550007224083, -0.07789967954158783, -0.009800394997000694, 0.03049883060157299, 0.048592839390039444, -0.010776061564683914, -0.03452195227146149, -0.012733482755720615, 0.02519846148788929, 0.07023893296718597, 0.09614246338605881, 0.0005272452253848314, -0.016089394688606262, 0.00797617994248867, 0.06185244396328926, -0.004348307382315397, 0.02049398422241211, 0.057046521455049515, -0.017961615696549416, -0.041594747453927994, 0.014255145564675331, 0.02523615211248398, 0.0384676493704319, 0.05621611326932907, 0.023666903376579285, -0.005580738186836243, -0.012496821582317352, -0.02212204970419407, 0.05418973043560982, -0.02218795195221901, -0.008519705384969711, -0.015451899729669094 ]
p
Noe Acache:
[ "blog", "blog/vector-image-search-rag" ]
11,316
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(26)
[ 0.06374753266572952, -0.00671927398070693, -0.020449653267860413, -0.04239192232489586, -0.008557243272662163, -0.005295829847455025, 0.02722086012363434, -0.018897632136940956, -0.059502679854631424, 0.06634454429149628, 0.06441112607717514, 0.0821480005979538, 0.027761083096265793, 0.0564124621450901, -0.02862444706261158, -0.0032584869768470526, 0.05730291083455086, -0.04836215078830719, -0.05189669504761696, 0.08335241675376892, 0.03492986038327217, -0.033700473606586456, -0.029848743230104446, -0.08493068069219589, 0.03680792823433876, 0.009620482102036476, -0.034382663667201996, -0.04182646423578262, 0.01532974187284708, -0.008056426420807838, -0.015157781541347504, 0.019098946824669838, -0.11135759204626083, -0.02278945781290531, -0.011131910607218742, 0.03720395267009735, -0.04066177085042, -0.053556010127067566, -0.02085472270846367, 0.03502759709954262, -0.08306884765625, -0.02318858914077282, 0.032829347997903824, 0.009363263845443726, -0.017149699851870537, -0.03265007585287094, 0.04675838723778725, -0.09417355060577393, 0.03247487545013428, -0.051159005612134933, 0.04540563002228737, 0.0222772266715765, 0.03877952694892883, 0.04098993539810181, 0.04899141192436218, 0.08947907388210297, 0.022256620228290558, 0.004796438850462437, 0.005396876484155655, -0.03597633168101311, 0.07266215234994888, 0.031670019030570984, 0.012900261208415031, 0.015808897092938423, 0.06020297482609749, -0.009973570704460144, -0.11640404909849167, -0.03301546722650528, -0.04825372248888016, -0.0013593353796750307, -0.060583312064409256, -0.024913113564252853, 0.029115863144397736, 0.05379657819867134, -0.010548613965511322, -0.044339895248413086, -0.06403537094593048, -0.06988473236560822, -0.05988418310880661, 0.009380294941365719, -0.0646418035030365, -0.007023281883448362, -0.015095884911715984, 0.016216140240430832, -0.010429230518639088, 0.021907901391386986, 0.08319272100925446, -0.03010110929608345, -0.0775211974978447, 0.04071422293782234, 0.014994636178016663, 0.05435430258512497, 0.06588445603847504, 0.02425468899309635, -0.0402938649058342, 0.007855882868170738, -0.008640235289931297, 0.0020411740988492966, -0.010994739830493927, 0.0004512050363700837, -0.020206790417432785, 0.040548257529735565, 0.0010921194916591048, 0.05266770347952843, -0.10601064562797546, -0.04739915579557419, 0.02653895504772663, 0.014351487159729004, -0.05351077765226364, -0.029124872758984566, -0.006775067653506994, 0.005801365245133638, -0.06219819188117981, 0.06730904430150986, -0.05563961714506149, -0.058477818965911865, 0.0737171396613121, -0.04400758445262909, 0.06632944941520691, 0.021195216104388237, 0.03612738475203514, 0.012432688847184181, 0.02993013709783554, 0.09027987718582153, -0.031161315739154816, -0.06246214359998703, 0.031158175319433212, -4.450571855084895e-33, 0.012094749137759209, 0.025168057531118393, 0.007500147446990013, -0.05366421490907669, 0.05834803357720375, 0.010795725509524345, 0.041155535727739334, 0.11433690786361694, 0.05803290009498596, 0.09439517557621002, 0.06454624235630035, -0.02913019433617592, -0.03134327754378319, -0.012931783683598042, 0.04799656569957733, 0.020012404769659042, 0.06339184194803238, 0.01591135375201702, -0.07342283427715302, 0.02658121846616268, -0.03415049985051155, -0.07250334322452545, 0.012012138031423092, -0.02220468781888485, -0.030184771865606308, -0.02480529621243477, -0.022835012525320053, -0.007954705506563187, -0.008703380823135376, 0.029225679114460945, -0.027830708771944046, -0.009330138564109802, 0.03457915037870407, 0.0035147841554135084, -0.04310052841901779, 0.09319889545440674, -0.0526416152715683, 0.04446104168891907, -0.011117292568087578, -0.0056879594922065735, -0.05228707194328308, 0.04544251412153244, 0.12532003223896027, 0.03725457563996315, 0.028991326689720154, 0.1079801395535469, 0.0004339837469160557, -0.02983172982931137, -0.08925221860408783, -0.02931656315922737, -0.058296892791986465, 0.06151985377073288, 0.01175073254853487, 0.07688538730144501, 0.036760564893484116, 0.014180917292833328, 0.024373751133680344, -0.030718859285116196, 0.05940386280417442, -0.01846032589673996, -0.021051840856671333, 0.05179763212800026, 0.003023628145456314, -0.0864926427602768, -0.05799667909741402, -0.03281211480498314, 0.05357976257801056, 0.1388542652130127, -0.030879301950335503, -0.11250519752502441, -0.02291630022227764, -0.02035391889512539, -0.04642147198319435, 0.0439983494579792, -0.033434487879276276, 0.01445474848151207, -0.02448803372681141, -0.0685756653547287, 0.010991306975483894, -0.05388205125927925, 0.012323753908276558, 0.010959022678434849, 0.021473348140716553, -0.049061715602874756, -0.044182635843753815, -0.037970028817653656, 0.025645209476351738, -0.02622777596116066, -0.08296626806259155, 0.13819071650505066, 0.00722891790792346, 0.06260313093662262, 0.007753999438136816, -0.051077041774988174, -0.09623976796865463, 2.0622050044780636e-33, 0.06717593222856522, -0.054257262498140335, -0.07556670904159546, 0.08399336040019989, 0.020119935274124146, 0.010087555274367332, -0.04003080353140831, -0.03172312304377556, -0.023171773180365562, 0.057182684540748596, 0.008341814391314983, 0.019237559288740158, -0.0778723657131195, -0.06745700538158417, 0.06453871726989746, 0.011081659235060215, -0.04368913173675537, 0.0022479910403490067, -0.0029983532149344683, -0.04326274245977402, 0.015324687585234642, 0.07156892865896225, -0.08761477470397949, 0.02996048890054226, -0.069583959877491, 0.017544414848089218, -0.0897226631641388, -0.09553734958171844, -0.09651637077331543, 0.08775448054075241, -0.04338347166776657, -0.05414433404803276, -0.07648352533578873, 0.027517937123775482, 0.026544105261564255, -0.03599366918206215, -0.015346729196608067, -0.054247837513685226, -0.0430540107190609, -0.019203826785087585, 0.06618405878543854, -0.002625919645652175, 0.013898393139243126, 0.06654812395572662, -0.09454284608364105, -0.09076867997646332, -0.05817717686295509, -0.01390589028596878, 0.053519356995821, 0.0372551865875721, -0.012202512472867966, -0.046671513468027115, 0.04786813631653786, -0.10024656355381012, -0.012026630342006683, 0.010575815103948116, -0.033195242285728455, 0.01806342788040638, 0.023151816800236702, 0.04054839164018631, 0.010618794709444046, 0.047846484929323196, -0.011096866801381111, 0.04807453230023384, 0.026294764131307602, -0.004579965025186539, 0.014523988589644432, 0.023996025323867798, 0.0516025684773922, -0.05441465228796005, 0.15448728203773499, -0.004485476296395063, -0.030803339555859566, 0.06748279184103012, -0.02892344258725643, -0.04870885610580444, 0.2026258111000061, 0.04991617426276207, 0.04646652564406395, 0.017492182552814484, -0.03690388798713684, 0.01825305074453354, -0.0028903388883918524, -0.03201352804899216, 0.024573754519224167, -0.1269368678331375, -0.05768980830907822, -0.0715552419424057, -0.10453406721353531, 0.022540070116519928, -0.0580868236720562, 0.06881657987833023, 0.011053099296987057, -0.005274457857012749, 0.015225214883685112, -1.9082527558111906e-8, -0.07767924666404724, -0.04732976481318474, 0.011961393989622593, 0.00033478124532848597, -0.093694768846035, -0.007676359266042709, 0.09669315814971924, 0.026065204292535782, -0.031648341566324234, -0.017212510108947754, 0.06096535921096802, -0.06876956671476364, 0.025087479501962662, 0.09347015619277954, 0.024020710960030556, 0.022762658074498177, 0.013885566033422947, 0.012213909067213535, -0.055484987795352936, 0.09254016727209091, -0.021336548030376434, 0.01698729768395424, 0.02253822796046734, 0.022356677800416946, 0.0000055274817896133754, 0.03746921941637993, 0.021754257380962372, 0.06964409351348877, 0.03895474970340729, -0.0008598471176810563, 0.0437442772090435, 0.0158622357994318, 0.02857276238501072, 0.05845262110233307, 0.06905072927474976, 0.0009456115076318383, -0.05854247137904167, -0.10435953736305237, -0.020396243780851364, -0.06544487178325653, -0.05728115886449814, -0.10012711584568024, -0.00842287577688694, 0.02411789819598198, 0.07040555775165558, -0.009810585528612137, 0.0431097149848938, 0.0613228976726532, -0.07795983552932739, 0.05806318297982216, 0.012029880657792091, -0.010132540948688984, 0.04306885600090027, 0.021105116233229637, 0.02013356052339077, -0.07728864252567291, 0.08145348727703094, 0.042837485671043396, 0.01252488512545824, -0.04151071235537529, 0.03701470047235489, 0.04997105151414871, -0.00812141876667738, 0.01202953327447176 ]
p
So for furnitures like lamps, it’s fine.
[ "blog", "blog/vector-image-search-rag" ]
11,317
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(26)
[ 0.03575854003429413, -0.06690085679292679, -0.0029484068509191275, 0.010028772987425327, 0.025797970592975616, -0.04804867133498192, 0.11567835509777069, -0.03373900055885315, 0.031266916543245316, 0.015208503231406212, 0.10692526400089264, 0.00584684032946825, -0.006337842438369989, 0.04887371137738228, -0.017006125301122665, -0.040871866047382355, 0.004775228910148144, 0.038022883236408234, 0.06060566380620003, 0.08962495625019073, -0.018542325124144554, -0.01731063425540924, -0.038385409861803055, 0.010370106436312199, -0.07773811370134354, -0.03480380028486252, 0.02694944106042385, 0.007387480232864618, -0.014880886301398277, 0.04354964196681976, -0.009722229093313217, -0.01697351410984993, -0.04121893644332886, 0.026202986016869545, -0.09669851511716843, -0.011185700073838234, -0.03591637685894966, 0.02382923848927021, 0.0280771367251873, 0.03885769471526146, 0.024277495220303535, -0.07026223093271255, 0.006419871002435684, -0.012393645942211151, 0.029339447617530823, 0.038726210594177246, 0.06138032674789429, 0.02787085250020027, -0.026988910511136055, 0.06269153952598572, -0.000753136700950563, -0.023068130016326904, -0.0042831674218177795, 0.08664606511592865, 0.00011406466364860535, 0.04594879597425461, -0.031074894592165947, -0.009763997979462147, -0.0354478545486927, -0.00009890399815049022, 0.011655006557703018, 0.05495040491223335, -0.02336527593433857, 0.030908171087503433, 0.07368747889995575, -0.05031769350171089, -0.0786534920334816, 0.014937801286578178, 0.04188423603773117, 0.08938225358724594, -0.014607036486268044, 0.01514358352869749, -0.015573764219880104, 0.0744757130742073, -0.07048993557691574, 0.0057232920080423355, 0.012841339223086834, 0.006313484162092209, -0.006428771652281284, 0.027570480480790138, -0.10062417387962341, -0.03813726827502251, 0.034689296036958694, -0.007554843556135893, 0.014065714552998543, -0.005130906589329243, 0.003053840482607484, -0.01909077726304531, -0.05218906328082085, 0.021518243476748466, -0.05273260176181793, -0.02601780742406845, 0.02337007410824299, -0.04699501395225525, -0.019396934658288956, 0.013477505184710026, -0.06836431473493576, -0.006853373255580664, -0.058357808738946915, 0.01848897710442543, -0.11291421949863434, 0.01727139949798584, 0.009359458461403847, 0.11266933381557465, 0.052317891269922256, 0.013733784668147564, -0.03155289217829704, -0.07118967920541763, -0.011205495335161686, 0.0031422481406480074, 0.0016256890958175063, -0.049513425678014755, 0.04679996147751808, 0.09059036523103714, 0.04985640197992325, -0.09007953852415085, -0.06940986961126328, 0.05219573527574539, 0.0965213030576706, 0.002697443123906851, -0.053581785410642624, 0.007621866650879383, 0.03353279083967209, -0.053182635456323624, -0.000320574821671471, -0.11999142169952393, 0.021181056275963783, -4.176230575386174e-33, -0.011967231519520283, 0.02756529487669468, 0.08121407777070999, 0.07009260356426239, 0.04786189645528793, -0.002006302122026682, -0.07264310121536255, -0.02562062069773674, 0.06839887797832489, 0.04218873381614685, 0.02993565984070301, -0.10809224843978882, 0.030579091981053352, -0.02037535049021244, 0.01881840080022812, -0.029821153730154037, 0.023785242810845375, 0.09469502419233322, -0.027984926477074623, -0.03197961673140526, 0.054479144513607025, 0.04032214358448982, -0.02747277356684208, -0.010706947185099125, -0.03544715791940689, -0.005059496965259314, -0.017580101266503334, -0.02255193702876568, 0.07546466588973999, 0.005023905076086521, 0.04447777941823006, 0.07988011837005615, 0.019068965688347816, -0.042393337935209274, -0.00640435004606843, -0.015224574133753777, 0.025330938398838043, -0.0020371037535369396, -0.016679387539625168, 0.028029361739754677, -0.05106140673160553, -0.08631069213151932, 0.028095906600356102, -0.04190124198794365, -0.055354032665491104, 0.01349344290792942, 0.04303896799683571, -0.06723577529191971, -0.16664044559001923, 0.03334290534257889, -0.009199593216180801, 0.006794339511543512, 0.015829261392354965, -0.02203233912587166, -0.0017562591237947345, -0.033664945513010025, 0.0332939550280571, 0.00017844185640569776, 0.018691806122660637, 0.03862536698579788, -0.04609516263008118, 0.07274208217859268, 0.04244076460599899, -0.0920344740152359, 0.04945477843284607, -0.10732574015855789, 0.016664139926433563, -0.015691885724663734, -0.008124164305627346, 0.05014257878065109, -0.031190672889351845, 0.022722698748111725, 0.05752779543399811, -0.027977285906672478, 0.06461186707019806, -0.054132409393787384, -0.057170551270246506, -0.06783901154994965, 0.005609501153230667, -0.1079820767045021, -0.12791456282138824, -0.0013572575990110636, 0.05230674892663956, -0.006858275271952152, 0.07127522677183151, 0.04987946152687073, 0.010780328884720802, 0.017658308148384094, -0.015331711620092392, 0.024268019944429398, -0.05587046220898628, 0.037365447729825974, -0.06210418790578842, 0.004120388999581337, 0.048921823501586914, 2.613235430170281e-33, -0.04636875540018082, 0.049313534051179886, 0.04586370661854744, 0.053932301700115204, -0.028458112850785255, -0.0007137815118767321, 0.052611205726861954, -0.07331117987632751, 0.04081834480166435, 0.08635802567005157, -0.05941948667168617, -0.029234537854790688, 0.0012060038279742002, 0.029528481885790825, 0.1192256435751915, 0.04607988893985748, 0.004563206806778908, -0.09711983054876328, -0.01960570178925991, 0.04362286627292633, -0.038685932755470276, -0.03319072723388672, -0.028899189084768295, 0.04043109342455864, -0.055774986743927, 0.02025124803185463, 0.09428291767835617, -0.0009590118424966931, -0.14957761764526367, 0.01093921810388565, 0.012317273765802383, -0.06281888484954834, -0.11373121291399002, -0.05501502379775047, -0.022434517741203308, 0.02558193728327751, -0.14032454788684845, -0.00540496502071619, -0.0011298578465357423, 0.007187570910900831, 0.04566257447004318, -0.0849500223994255, 0.08426056802272797, 0.009117323905229568, -0.01737210340797901, -0.05605294927954674, 0.006388447713106871, 0.0371110662817955, -0.006238246336579323, 0.03586268424987793, -0.0013604604173451662, 0.06547556817531586, -0.0799027755856514, -0.034804817289114, 0.03643646091222763, -0.045117564499378204, -0.05950095131993294, -0.049565792083740234, -0.031172340735793114, -0.0567079596221447, 0.04482254385948181, 0.07304453104734421, -0.0817655697464943, 0.05521963909268379, 0.01667230762541294, -0.017083751037716866, -0.09424757957458496, 0.06223081424832344, 0.020993443205952644, 0.021813414990901947, 0.05427425354719162, 0.011730498634278774, -0.000768338970374316, -0.006071179173886776, 0.054390691220760345, -0.009784921072423458, 0.1065736934542656, -0.05321260914206505, 0.05462532863020897, -0.0462178997695446, -0.08688075840473175, -0.07141181081533432, 0.07205522805452347, -0.022895852103829384, -0.06125791743397713, -0.010375908575952053, -0.04025817662477493, 0.026524992659687996, -0.022226078435778618, 0.02304847724735737, -0.0231796745210886, 0.04265442118048668, 0.07672349363565445, -0.11263833940029144, -0.02427217923104763, -2.526794595780757e-8, -0.10070107877254486, 0.01963612250983715, 0.010000118985772133, -0.03562825545668602, 0.014795246534049511, 0.052718956023454666, 0.07555245608091354, 0.014575504697859287, 0.0009434209787286818, 0.020543966442346573, -0.042254865169525146, -0.010169615037739277, 0.0705500915646553, 0.14534761011600494, 0.050714269280433655, 0.05176638811826706, 0.029160616919398308, -0.03389212489128113, -0.07183357328176498, 0.0611778199672699, -0.04301038011908531, 0.015182722359895706, -0.01652536541223526, 0.09016253054141998, 0.0008175352704711258, 0.02009820006787777, 0.010801543481647968, -0.019795646890997887, -0.028839649632573128, 0.05225049704313278, 0.09270384907722473, 0.00006487024802481756, 0.006331181153655052, 0.1152331754565239, 0.13032954931259155, 0.03160220384597778, 0.045595381408929825, -0.01365716103464365, 0.06522006541490555, -0.00425760867074132, -0.032775212079286575, 0.060139887034893036, -0.061423879116773605, 0.08791930973529816, -0.02789798192679882, -0.014191395603120327, 0.0013787037460133433, -0.08254802972078323, -0.08440020680427551, 0.026066979393363, 0.012961884029209614, 0.0033434610813856125, 0.08108450472354889, 0.06579404324293137, 0.03919785097241402, -0.061184871941804886, -0.048633381724357605, 0.000540475535672158, -0.032404664903879166, 0.05151599645614624, 0.013403507880866528, 0.0033756596967577934, 0.004243642091751099, -0.03985782712697983 ]
p
But let’s say you have a trouser and a person walking.
[ "blog", "blog/vector-image-search-rag" ]
11,318
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(26)
[ 0.03918727487325668, -0.035394277423620224, 0.01867680810391903, -0.015729090198874474, -0.011630354449152946, -0.10251453518867493, 0.0013226678129285574, -0.03296208381652832, 0.05672122538089752, -0.011454311199486256, 0.04565788060426712, 0.019590770825743675, -0.019608762115240097, 0.00334627996198833, -0.0478026457130909, -0.08833156526088715, -0.0622066929936409, -0.05591209977865219, 0.033363040536642075, 0.057399217039346695, -0.024069372564554214, -0.0037487761583179235, -0.005552304442971945, 0.05725408345460892, -0.15900754928588867, -0.03131883591413498, 0.0008718799217604101, 0.07790780067443848, 0.005000524688512087, -0.07443182915449142, -0.005534088239073753, 0.005764652509242296, -0.05722266063094139, 0.011515559628605843, -0.03938399255275726, -0.023667417466640472, -0.05493941530585289, 0.09412530064582825, 0.025522982701659203, 0.03724893182516098, 0.017426440492272377, -0.13848121464252472, 0.007099447306245565, 0.035272493958473206, 0.018323680385947227, 0.07487749308347702, -0.025659121572971344, 0.006695269141346216, -0.012926640920341015, 0.0505051463842392, -0.02496401034295559, -0.05090099573135376, 0.005530016031116247, 0.0006540645845234394, -0.023980313912034035, 0.07135371118783951, -0.054150648415088654, 0.04664164036512375, 0.0005775411846116185, -0.052299611270427704, -0.0017777279717847705, 0.07598838210105896, 0.004197704140096903, 0.04558270797133446, 0.041508644819259644, -0.08459796756505966, -0.06178891658782959, -0.024585029110312462, 0.011889692395925522, 0.08309304714202881, 0.09448982030153275, 0.053403452038764954, -0.07178760319948196, -0.013400441035628319, -0.03097023069858551, 0.025074617937207222, -0.031410131603479385, 0.08987534046173096, -0.019899165257811546, 0.05307725816965103, -0.10084428638219833, 0.005497135687619448, 0.06576266884803772, -0.017808733507990837, -0.0022574507165700197, 0.0018906421028077602, 0.032293032854795456, -0.1257840245962143, -0.14296531677246094, 0.037895068526268005, -0.030720455572009087, 0.007176827173680067, -0.05204760655760765, 0.0008878481457941234, -0.016980046406388283, 0.06869722902774811, -0.029601573944091797, 0.036416299641132355, -0.06424449384212494, -0.001665990799665451, -0.06689928472042084, 0.0006031334633007646, 0.05614136531949043, 0.0773550271987915, 0.012317565269768238, -0.02502332627773285, -0.009434787556529045, -0.04360140115022659, 0.04983719065785408, -0.01779753714799881, -0.0031010538805276155, -0.0216570682823658, 0.10447842627763748, 0.1247304230928421, 0.023228919133543968, -0.1086021214723587, -0.1306929886341095, 0.03351372480392456, 0.012847395613789558, 0.025640595704317093, -0.012411237694323063, 0.04362295940518379, -0.047676932066679, -0.041320983320474625, 0.0060317665338516235, -0.01672383025288582, -0.02340373955667019, -2.7910076448970433e-33, -0.033512573689222336, 0.03328649327158928, 0.0415646955370903, -0.061901383101940155, 0.04687543213367462, 0.020617472007870674, 0.004856260959059, 0.015002301894128323, 0.0716296136379242, 0.05461374670267105, -0.07740283012390137, -0.10713304579257965, -0.02778451517224312, -0.01807648502290249, 0.05744156241416931, 0.02301792986690998, -0.04397325962781906, 0.11940841376781464, -0.11365208029747009, -0.036494649946689606, 0.02129807136952877, 0.08194791525602341, -0.0048181479796767235, -0.04448685050010681, -0.04348296672105789, 0.021034155040979385, -0.011215709149837494, -0.018461406230926514, -0.06508653610944748, 0.021887190639972687, -0.007595946546643972, 0.0501568429172039, -0.0011024650884792209, 0.007252295967191458, -0.013399637304246426, 0.012600761838257313, 0.026797272264957428, -0.05044925957918167, -0.0819837898015976, 0.011814378201961517, 0.06474495679140091, -0.10091673582792282, 0.03379853442311287, 0.05481048673391342, -0.0896298810839653, 0.0000010773486565085477, 0.079172782599926, -0.017031840980052948, -0.09914626181125641, -0.013067497871816158, 0.08081641793251038, 0.031412579119205475, 0.021120229735970497, -0.025706898421049118, 0.058492403477430344, -0.018404528498649597, 0.029874257743358612, -0.05023641884326935, 0.013200432062149048, 0.025274548679590225, 0.04574970155954361, 0.0011806869879364967, 0.016244901344180107, -0.055485550314188004, -0.038139645010232925, -0.016475947573781013, 0.09510964155197144, -0.04283944144845009, -0.023288678377866745, 0.10132788866758347, 0.0017398272175341845, 0.00449167937040329, -0.04720590263605118, 0.013413822278380394, -0.015942107886075974, -0.04794270172715187, -0.06967383623123169, -0.00719225499778986, 0.05760467052459717, -0.05723276361823082, -0.09779994934797287, 0.05638773366808891, 0.02611464448273182, -0.07544481009244919, -0.004012010060250759, -0.0072130318731069565, 0.11893092095851898, 0.03457912802696228, 0.045522671192884445, 0.02071727067232132, -0.04520723596215248, -0.04431936889886856, -0.05798080563545227, 0.013174447230994701, 0.03305293619632721, 2.1008611362048546e-33, -0.09487863630056381, -0.02089378423988819, 0.002687102649360895, 0.07047226279973984, -0.075008325278759, 0.053471341729164124, 0.024401063099503517, -0.013462432660162449, -0.05206067115068436, 0.008400124497711658, 0.0906306728720665, 0.040122345089912415, -0.040747951716184616, -0.03426986560225487, 0.0717470720410347, 0.041291605681180954, 0.011090985499322414, -0.02376178652048111, -0.03761567547917366, -0.0016269009793177247, 0.05182769522070885, -0.06774599850177765, -0.09413956105709076, 0.04942098632454872, -0.05073535069823265, 0.04602992907166481, 0.03320029005408287, -0.0006596625898964703, -0.054937273263931274, 0.03391110152006149, -0.022974589839577675, -0.07092874497175217, -0.04853815212845802, -0.018433034420013428, -0.043439704924821854, 0.011865410953760147, -0.0952138602733612, 0.029498141258955002, 0.014097999781370163, 0.005451450124382973, 0.06040530651807785, -0.1000564694404602, 0.040998563170433044, 0.08337625861167908, -0.005035492591559887, -0.08151998370885849, 0.06703733652830124, 0.0419594943523407, 0.04417027160525322, 0.09080027788877487, 0.02397034503519535, 0.018436158075928688, 0.03606060892343521, 0.0060508097521960735, 0.02855493128299713, 0.04119828715920448, -0.05722635239362717, -0.06710945069789886, -0.07963629812002182, 0.009267730638384819, 0.02923758700489998, 0.019567817449569702, -0.0366952121257782, 0.02061009407043457, 0.042069271206855774, -0.027307875454425812, -0.06373704224824905, 0.045690253376960754, 0.0027578051667660475, 0.051452308893203735, 0.0687016099691391, 0.024753518402576447, 0.025853166356682777, -0.010175253264605999, 0.03960414230823517, 0.0020194174721837044, 0.11081172525882721, 0.029777809977531433, 0.002104641404002905, -0.006332545541226864, -0.08457660675048828, -0.03587128967046738, 0.06932667642831802, -0.011046688072383404, -0.0015607863897457719, 0.06176005303859711, -0.03529968112707138, 0.007452467456459999, -0.017062457278370857, 0.09987374395132065, 0.02031106874346733, 0.06520930677652359, 0.05166791006922722, -0.005189790390431881, 0.04666813090443611, -2.1041049791392652e-8, -0.09795138984918594, 0.018399657681584358, -0.0046857018023729324, -0.002520510461181402, -0.014840169809758663, 0.03351902589201927, 0.003225766820833087, -0.05660466104745865, -0.02375066466629505, 0.06986016035079956, -0.06568258255720139, -0.04930565133690834, 0.04713544249534607, 0.10391321033239365, -0.0009574791765771806, 0.07469198852777481, -0.07888605445623398, 0.028427578508853912, -0.05454026162624359, 0.04007310792803764, -0.043741438537836075, -0.033008821308612823, -0.03229981288313866, 0.04798181727528572, -0.004234268330037594, -0.009380517527461052, -0.09577323496341705, -0.004652169067412615, -0.05635180324316025, 0.06814736872911453, 0.07765354961156845, -0.0077565205283463, 0.08964956551790237, 0.027652127668261528, 0.056263938546180725, 0.0029268020298331976, -0.024571089074015617, 0.06363240629434586, 0.011500300839543343, -0.02902761660516262, -0.029683291912078857, -0.027194475755095482, 0.021292490884661674, 0.03471006825566292, 0.006720328703522682, -0.033409204334020615, 0.01197234820574522, 0.015037941746413708, -0.04081621393561363, 0.07559280097484589, -0.00936128105968237, 0.025240030139684677, 0.08492825925350189, 0.0922040045261383, 0.06208603456616402, 0.0030310973525047302, -0.004517764784395695, -0.0005525206797756255, 0.010784214362502098, 0.06885635852813721, -0.03078172542154789, -0.013801025226712227, 0.0746970996260643, 0.038858965039253235 ]
p
So the trouser won’t exactly have the same shape.
[ "blog", "blog/vector-image-search-rag" ]
11,319
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(26)
[ 0.08406228572130203, -0.13296949863433838, 0.01653078943490982, 0.028749164193868637, 0.0720166265964508, 0.0027774341870099306, -0.04862981289625168, -0.02734038233757019, 0.03263205289840698, -0.038496583700180054, 0.07055886089801788, 0.02784108556807041, -0.006136839743703604, -0.020124778151512146, -0.05457646772265434, -0.01268935576081276, 0.056139472872018814, 0.027250608429312706, -0.05396431311964989, 0.02519274689257145, 0.050215329974889755, -0.030141860246658325, 0.08080694079399109, 0.04155780375003815, -0.10021504759788513, 0.024616504088044167, -0.04567354544997215, 0.029511192813515663, 0.002160026226192713, -0.07720925658941269, -0.044217243790626526, 0.030711974948644638, -0.0164133720099926, 0.031782228499650955, -0.05675413832068443, -0.017413057386875153, -0.023609649389982224, 0.018328890204429626, -0.012432968243956566, -0.0103211160749197, -0.02535967342555523, 0.006831520702689886, 0.049571599811315536, -0.02289673313498497, 0.11875912547111511, 0.05950836092233658, 0.039972562342882156, -0.018825925886631012, 0.011240978725254536, -0.022637199610471725, -0.08254851400852203, -0.14233188331127167, 0.04377267509698868, 0.013242548331618309, -0.0032519767992198467, 0.058261822909116745, 0.008638991042971611, -0.006336914375424385, 0.03362042456865311, -0.03830569237470627, 0.009903720580041409, 0.012729182839393616, -0.09639474749565125, 0.03087572567164898, -0.01523538213223219, 0.05350351333618164, -0.012633676640689373, -0.023020543158054352, 0.032021280378103256, -0.0030435037333518267, 0.013212654739618301, 0.019878489896655083, 0.014838115312159061, -0.016714809462428093, 0.010653498582541943, -0.05119376257061958, 0.01202702708542347, -0.020793968811631203, 0.006930474657565355, -0.014512677676975727, -0.03989934176206589, -0.05959862843155861, -0.03622378781437874, 0.011952836997807026, 0.05205700919032097, 0.04501443728804588, 0.01461149100214243, -0.0004829376994166523, -0.0073783909901976585, 0.007358209230005741, 0.00013727291661780328, -0.060204267501831055, -0.05044294893741608, -0.04858247563242912, 0.012920135632157326, 0.042462483048439026, -0.024430453777313232, 0.03609636053442955, -0.10336585342884064, 0.011395237408578396, 0.013283508829772472, -0.0016942286165431142, 0.007160387467592955, 0.1201811358332634, 0.01962515525519848, -0.042518485337495804, 0.0454583540558815, -0.007783651351928711, 0.0031859346199780703, 0.030308855697512627, 0.023909535259008408, 0.0266020055860281, 0.038274284452199936, 0.10966916382312775, -0.002114575821906328, 0.036488696932792664, -0.08574006706476212, 0.013756463304162025, -0.031158823519945145, 0.04182864725589752, -0.0067818970419466496, -0.042394377291202545, -0.011780248954892159, -0.03160392865538597, -0.05322872847318649, -0.04589858651161194, -0.07591921091079712, -5.215975532497642e-33, 0.02213059738278389, -0.04327894374728203, 0.032012782990932465, -0.0034892531111836433, -0.010046986863017082, -0.024204248562455177, -0.037071846425533295, -0.01047499943524599, 0.11416840553283691, 0.02181893028318882, -0.013212740421295166, -0.00947839580476284, -0.021129131317138672, 0.024468213319778442, 0.010362977162003517, -0.012315429747104645, -0.05924304574728012, 0.08890687674283981, -0.07176252454519272, 0.03185800462961197, 0.11704091727733612, -0.08274178206920624, -0.09853117913007736, -0.03481975942850113, 0.040564194321632385, 0.1043718084692955, -0.0036942358128726482, 0.054179828613996506, -0.07420645654201508, 0.04261210188269615, -0.058888666331768036, 0.03850056231021881, -0.10484420508146286, -0.0391562320291996, 0.022899752482771873, 0.030013203620910645, 0.06387899070978165, -0.010206853039562702, 0.05936635658144951, -0.062122590839862823, -0.015180928632616997, -0.0011297190794721246, -0.0017614190001040697, -0.05180709809064865, -0.06777466833591461, -0.013904565945267677, 0.05544888600707054, -0.04485049098730087, -0.08685176819562912, 0.09119094163179398, 0.06724312901496887, -0.004649650771170855, 0.04114128276705742, -0.07972224801778793, -0.0029791672714054585, 0.039378151297569275, 0.06658512353897095, -0.016482073813676834, -0.05386899784207344, 0.006988707929849625, 0.005044183693826199, -0.05443427339196205, 0.03158139809966087, 0.0022183964028954506, 0.04515834525227547, 0.11120763421058655, -0.14410851895809174, 0.03475715219974518, 0.04046205058693886, -0.0021025773603469133, -0.041793614625930786, -0.010626241564750671, 0.008954450488090515, 0.01570664346218109, 0.051961127668619156, -0.07634999603033066, -0.0720042884349823, -0.04112769663333893, 0.009852984920144081, -0.07009928673505783, 0.06851817667484283, 0.017471179366111755, -0.02308502420783043, 0.028561796993017197, -0.0164793748408556, -0.00932389497756958, 0.05417963117361069, -0.025047654286026955, -0.09056837856769562, 0.005072540603578091, -0.00721520883962512, -0.0037779640406370163, -0.060364142060279846, 0.05316219851374626, -0.01707896776497364, 3.898014572433555e-33, -0.046567995101213455, 0.06954202800989151, 0.03522452339529991, 0.045832015573978424, 0.01243760995566845, -0.029495956376194954, 0.07772929966449738, 0.044186219573020935, 0.04212450608611107, 0.011707385070621967, 0.07011891156435013, -0.008962824009358883, -0.15175862610340118, 0.008232478983700275, 0.037308916449546814, 0.011480948887765408, -0.04840899631381035, -0.0020544007420539856, 0.016651226207613945, 0.016241315752267838, -0.05024687200784683, 0.041324716061353683, -0.044978853315114975, 0.03725844994187355, -0.05543150752782822, 0.04795551672577858, -0.032096341252326965, 0.04491722583770752, 0.03571925312280655, -0.07945230603218079, -0.04553345590829849, -0.004134940914809704, -0.021114511415362358, -0.047759152948856354, -0.07335923612117767, 0.03677702695131302, -0.06880560517311096, 0.02241561934351921, 0.00993754155933857, 0.06770569831132889, 0.05453101173043251, 0.05594339594244957, -0.07024827599525452, 0.019185049459338188, -0.014948947355151176, -0.054874200373888016, 0.06739680469036102, 0.009893560782074928, 0.003533365437760949, 0.02873283065855503, 0.007689420599490404, 0.022930406033992767, -0.009708982892334461, -0.07826941460371017, 0.028264982625842094, 0.09331696480512619, 0.06155690923333168, -0.05952877178788185, -0.04435344412922859, -0.045561689883470535, -0.004364528227597475, 0.038303591310977936, -0.09842535108327866, 0.01019241102039814, 0.010355902835726738, 0.032313860952854156, -0.03338135778903961, 0.06850084662437439, 0.10116159170866013, 0.02820209041237831, 0.05530900880694389, 0.04462830349802971, 0.03815429285168648, -0.009335950016975403, -0.01714973896741867, -0.10505405068397522, 0.014593124389648438, -0.022041231393814087, -0.0060881394892930984, -0.07718783617019653, -0.014450905844569206, -0.05710456147789955, 0.03449353575706482, -0.019703852012753487, 0.017781341448426247, 0.14880338311195374, -0.0903770700097084, -0.0009116883156821132, -0.04039708524942398, -0.0015669198473915458, -0.017347384244203568, 0.0708741545677185, 0.060088321566581726, 0.01217634603381157, -0.06096731871366501, -2.7087644127732347e-8, -0.11678622663021088, 0.07883242517709732, 0.12731052935123444, 0.054245926439762115, 0.014995862729847431, 0.015210564248263836, 0.044474195688962936, 0.01817445643246174, -0.0474688857793808, -0.06969496607780457, 0.003580646123737097, -0.01537434570491314, 0.0049697235226631165, 0.09552343189716339, 0.05560809746384621, -0.026605194434523582, 0.08945006132125854, 0.04503428190946579, -0.0930318534374237, 0.05163579806685448, 0.046954087913036346, -0.0016332234954461455, -0.018456924706697464, 0.03324692323803902, 0.04991856962442398, -0.04462747275829315, -0.07085740566253662, 0.07464560121297836, -0.027401721104979515, 0.01195287425071001, 0.06999709457159042, 0.03822607174515724, 0.01989392377436161, 0.017560098320245743, -0.07794434577226639, 0.1407225877046585, 0.05705590546131134, -0.010144569911062717, -0.029381703585386276, 0.011984662152826786, -0.05062347650527954, 0.005783048924058676, -0.015352611429989338, 0.08582804352045059, -0.019006432965397835, -0.010433443821966648, 0.062287647277116776, -0.18020543456077576, 0.02006424218416214, 0.0024977936409413815, 0.038146164268255234, 0.034048859030008316, -0.017510797828435898, 0.06543589383363724, 0.025948233902454376, 0.07621408253908157, 0.004701306112110615, -0.02690567821264267, -0.037132538855075836, 0.046288445591926575, -0.012474620714783669, -0.02877248078584671, -0.10468050837516785, 0.025302277877926826 ]
p
And since you haven’t trained your model to specifically know, it shouldn’t focus on the movements.
[ "blog", "blog/vector-image-search-rag" ]
11,320
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(26)
[ -0.03994625434279442, -0.06634920835494995, -0.04191254451870918, -0.04083970934152603, 0.009572362527251244, -0.009207804687321186, -0.04490411654114723, -0.11760707944631577, 0.01936989463865757, -0.06912034749984741, 0.06062036752700806, 0.08934256434440613, -0.022041363641619682, -0.041314925998449326, -0.043184615671634674, 0.08450890332460403, -0.03310375660657883, 0.142066091299057, -0.05534344166517258, -0.015297645702958107, 0.07243252545595169, 0.000013641163604916073, 0.027796948328614235, 0.008896689862012863, -0.03434976190328598, 0.0793636217713356, -0.01673632487654686, 0.028230955824255943, 0.07115916907787323, -0.09326176345348358, 0.011420994065701962, 0.016769854351878166, -0.050080958753824234, 0.060753922909498215, -0.00924563780426979, 0.049761511385440826, -0.04899109527468681, -0.02843700535595417, 0.009091146290302277, -0.0037145973183214664, 0.030203182250261307, -0.018362900242209435, 0.02377060428261757, 0.023534661158919334, 0.06144662946462631, 0.07857255637645721, -0.012095491401851177, 0.002776309847831726, -0.03983672335743904, -0.03268735855817795, -0.052856266498565674, -0.073494091629982, -0.004552269354462624, 0.022286832332611084, -0.031968895345926285, 0.03127147629857063, -0.0250666793435812, -0.008888905867934227, 0.020523520186543465, -0.025197962298989296, 0.05115215480327606, 0.06225089728832245, -0.027408024296164513, 0.0642436221241951, 0.08020077645778656, -0.07825855165719986, 0.0212533101439476, 0.002443872159346938, -0.02744397707283497, -0.017066076397895813, 0.011651868931949139, -0.06930828839540482, 0.008009330369532108, 0.02158304490149021, 0.060471996665000916, -0.02166704460978508, -0.02826547808945179, 0.0007798123988322914, 0.03602076694369316, -0.019038643687963486, 0.023781558498740196, -0.0622626394033432, 0.011237510479986668, 0.05494014173746109, 0.027218524366617203, 0.06181435286998749, 0.01396358385682106, -0.0030082373414188623, -0.05418866500258446, 0.03303451091051102, -0.06057465076446533, -0.07247344404459, -0.021214889362454414, -0.014593368396162987, -0.08119932562112808, 0.016724564135074615, -0.04393129050731659, 0.0039010399486869574, -0.03055392950773239, 0.03576148673892021, 0.01673722453415394, 0.037733759731054306, -0.07413812726736069, -0.047379836440086365, -0.026663776487112045, -0.07049296051263809, 0.04568644240498543, 0.06898348778486252, 0.006027344148606062, 0.030440252274274826, -0.004213955253362656, 0.0023701682221144438, 0.02918539196252823, 0.01570408046245575, -0.045685507357120514, 0.050621919333934784, -0.12986594438552856, 0.04240867868065834, -0.039901845157146454, 0.04746942222118378, -0.009973859414458275, -0.05553177371621132, -0.11829152703285217, 0.013343867845833302, -0.010941623710095882, -0.0609358586370945, -0.061198312789201736, -5.6933562779940504e-33, 0.027219263836741447, 0.0038093288894742727, 0.021148331463336945, -0.051835425198078156, 0.05290963500738144, -0.0009308095904998481, -0.09659086167812347, -0.055976033210754395, 0.03139202296733856, -0.012631778605282307, -0.06687059253454208, -0.012886053882539272, 0.006407025270164013, 0.14009346067905426, -0.03809594362974167, -0.06482300162315369, 0.022563055157661438, 0.018493585288524628, -0.04250393062829971, -0.021357588469982147, 0.030981795862317085, 0.009999079629778862, -0.0917818620800972, -0.11522558331489563, -0.04247700795531273, 0.0662534087896347, -0.0254282895475626, -0.04429712891578674, 0.013016311451792717, 0.0306871235370636, -0.04116426408290863, -0.009282468818128109, -0.12144549936056137, -0.03373556211590767, 0.0478254035115242, 0.05169450119137764, 0.07172815501689911, -0.02571921981871128, -0.017127899453043938, 0.02182363159954548, 0.10690921545028687, -0.00130064832046628, -0.0682390108704567, -0.05335899069905281, 0.05001994967460632, -0.01824920065701008, 0.09110934287309647, 0.01356101967394352, -0.0012044223258271813, 0.08321224898099899, 0.09272941946983337, 0.019949957728385925, -0.024181818589568138, -0.03836779668927193, 0.031121795997023582, 0.004628918599337339, 0.044821057468652725, -0.06399598717689514, 0.01648789644241333, 0.04706975072622299, -0.008930200710892677, -0.08609609305858612, 0.07868420332670212, -0.014572997577488422, 0.055801182985305786, 0.02325948141515255, -0.03484947979450226, -0.03423706814646721, -0.024498702958226204, 0.08942069113254547, -0.08915596455335617, -0.019312195479869843, 0.04948902130126953, 0.026023678481578827, -0.04497513547539711, 0.06286779046058655, -0.06814434379339218, -0.0540686696767807, 0.0187485683709383, -0.020158324390649796, -0.03789573535323143, -0.035772670060396194, 0.005473429337143898, 0.019567621871829033, 0.10986083000898361, 0.01391033548861742, 0.02332638017833233, -0.08142850548028946, -0.09651855379343033, 0.014009225182235241, 0.07071121782064438, -0.034765586256980896, -0.030273376032710075, -0.004523826763033867, -0.04968967288732529, 3.823787614308897e-33, -0.06927448511123657, 0.07298371940851212, -0.01601794734597206, 0.10567649453878403, -0.05078096315264702, -0.018448753282427788, 0.04480508342385292, 0.07228226959705353, 0.017304619774222374, 0.12450801581144333, 0.005775128025561571, -0.0074492827989161015, -0.016481513157486916, 0.0014894205378368497, 0.09738265722990036, -0.026563329622149467, 0.04709748923778534, 0.07170777022838593, -0.028769467025995255, 0.0610070526599884, -0.010385209694504738, 0.07754496484994888, -0.022654468193650246, 0.06921099126338959, 0.07375359535217285, 0.09321065992116928, 0.07999478280544281, 0.043357398360967636, 0.03153380751609802, 0.009823917411267757, -0.03794821724295616, -0.09347894042730331, -0.04710610583424568, -0.01479434221982956, -0.027133150026202202, -0.009405533783137798, 0.04329056292772293, -0.019325558096170425, -0.017226247116923332, -0.047684479504823685, 0.02331317588686943, 0.009512054733932018, -0.01944795250892639, 0.06439512223005295, -0.010446099564433098, 0.0005811801529489458, -0.02318491041660309, 0.06838224083185196, 0.034016966819763184, 0.10283361375331879, 0.08177106827497482, 0.07119107991456985, -0.0032626499887555838, -0.013512586243450642, 0.0019660694524645805, 0.05327853560447693, -0.02785765565931797, -0.06418287754058838, -0.028587276116013527, -0.025443188846111298, -0.07103075087070465, 0.04739248380064964, 0.015072698704898357, -0.09514181315898895, 0.10107371211051941, -0.01157348696142435, 0.021652869880199432, 0.024735206738114357, -0.03353293985128403, 0.018926141783595085, 0.20550864934921265, 0.048979345709085464, -0.016372518613934517, 0.025332607328891754, 0.006208514329046011, -0.10452166944742203, 0.08789592236280441, -0.009054241701960564, -0.013381275348365307, -0.02873631753027439, -0.05337368696928024, -0.05576624721288681, 0.029344413429498672, 0.003319872310385108, 0.07126859575510025, 0.0116872014477849, -0.09980916976928711, -0.023494800552725792, -0.015575126744806767, 0.025650804862380028, -0.0025307692121714354, 0.08472485840320587, 0.022765090689063072, -0.03750262409448624, -0.005148089956492186, -1.5862180902104228e-8, -0.10662355273962021, -0.04059350863099098, 0.0066524832509458065, 0.014890451915562153, -0.007514685392379761, 0.030154554173350334, 0.04406696930527687, -0.013276789337396622, 0.00019174389308318496, -0.07891858369112015, 0.08605634421110153, -0.02268601581454277, 0.008134891279041767, 0.07878036797046661, 0.0460868738591671, 0.03325631842017174, 0.04194509983062744, -0.03973756730556488, -0.07316664606332779, 0.025432663038372993, -0.015364302322268486, 0.0009863954037427902, -0.027202002704143524, 0.017422979697585106, -0.060029078274965286, -0.034169312566518784, -0.04942915216088295, 0.08995109796524048, -0.020799413323402405, -0.04464816302061081, 0.02732391469180584, 0.03238337114453316, 0.04864879697561264, 0.012155391275882721, -0.13669955730438232, 0.01775887981057167, -0.0497349314391613, 0.01517307385802269, -0.00752755394205451, -0.027944138273596764, 0.006699199788272381, -0.008818992413580418, -0.04606597125530243, 0.027925139293074608, -0.027016280218958855, -0.06841276586055756, 0.07930521667003632, -0.09453421086072922, -0.03403941169381142, 0.02397257462143898, 0.045140545815229416, 0.025943858548998833, 0.016042307019233704, 0.03028450347483158, 0.08961346000432968, 0.02324254810810089, -0.006797876209020615, -0.021816343069076538, -0.00041112254257313907, 0.058020737022161484, -0.016329748556017876, 0.024549398571252823, 0.00008088903996394947, -0.0454769991338253 ]
p
It will encode this movement.
[ "blog", "blog/vector-image-search-rag" ]
11,321
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(26)
[ -0.08288978040218353, 0.046939488500356674, 0.05120573937892914, -0.07503583282232285, 0.011615634895861149, -0.03669573366641998, 0.046926312148571014, -0.049396347254514694, 0.03934184089303017, -0.07616713643074036, 0.03637067228555679, 0.026969268918037415, 0.009810484014451504, 0.001649316749535501, 0.004970228299498558, -0.02587447687983513, 0.02414732240140438, 0.019139010459184647, 0.03770273178815842, -0.010141015984117985, -0.027175307273864746, -0.08521874248981476, -0.03416375070810318, -0.022920481860637665, -0.13235419988632202, -0.031822651624679565, 0.04071207717061043, 0.04720982909202576, 0.012287928722798824, -0.024073323234915733, -0.004707178100943565, 0.08681727945804596, -0.006522331852465868, 0.04131757840514183, -0.09947331994771957, -0.04627314209938049, -0.1157013550400734, 0.06573919206857681, -0.010444428771734238, -0.006865946110337973, -0.025867333635687828, -0.12454355508089066, -0.026866838335990906, 0.015548055991530418, 0.002895096316933632, 0.09140988439321518, 0.07972951978445053, 0.052739810198545456, -0.02447853423655033, 0.02664283476769924, -0.05555982515215874, -0.06699112057685852, -0.005303107667714357, -0.004672366660088301, 0.02155431918799877, 0.1364559829235077, 0.015109454281628132, -0.04091040790081024, 0.011495441198348999, -0.004843090660870075, 0.07109570503234863, 0.05085187405347824, -0.052919235080480576, 0.05158408358693123, 0.06531397253274918, -0.08943482488393784, -0.05701887980103493, -0.05773111805319786, -0.011044335551559925, 0.03724171593785286, 0.04671398177742958, -0.012592594139277935, -0.042013756930828094, 0.04853390157222748, -0.021564114838838577, 0.061910271644592285, -0.0005831770831719041, -0.012303588911890984, 0.0067271888256073, -0.012904214672744274, -0.0826471596956253, -0.007847074419260025, 0.062013354152441025, -0.0036751441657543182, 0.03430798649787903, -0.017645880579948425, -0.05369294062256813, -0.13646438717842102, -0.04428678750991821, -0.01538593228906393, -0.05237986892461777, -0.031202320009469986, -0.021823743358254433, -0.06587078422307968, -0.044492460787296295, 0.0372006855905056, -0.0003011551161762327, 0.09060139209032059, 0.02753247134387493, 0.02377639338374138, -0.06849996000528336, -0.01248961966484785, 0.016514819115400314, 0.04384460300207138, -0.02326226234436035, -0.035779427736997604, -0.04713374748826027, 0.0256276186555624, 0.03947144001722336, -0.0840395987033844, -0.03362534940242767, -0.10111211985349655, 0.017601944506168365, 0.06792069226503372, -0.06477933377027512, -0.02991664968430996, -0.02205522730946541, 0.029449492692947388, 0.05269193649291992, 0.019041309133172035, -0.010248217731714249, 0.04627342149615288, -0.06290031224489212, -0.09731627255678177, -0.08737988770008087, -0.002124672057107091, -0.003769246395677328, 2.7497277730450185e-33, 0.005758808460086584, 0.04652766138315201, 0.017169062048196793, -0.04652255401015282, 0.06773839890956879, -0.013358383439481258, -0.0409003384411335, 0.004047842230647802, -0.00036129498039372265, 0.055122215300798416, 0.0030273818410933018, 0.0010531471343711019, -0.022312790155410767, 0.04744330048561096, -0.06381019204854965, 0.025150088593363762, -0.019858678802847862, 0.07898958772420883, -0.10803329944610596, 0.0023710657842457294, -0.01229813788086176, 0.033903446048498154, -0.06312944740056992, 0.015537410974502563, -0.03841647505760193, 0.03958861902356148, 0.028615297749638557, 0.0029688600916415453, 0.04089871048927307, 0.0037190152797847986, 0.00300617259927094, 0.09863416850566864, 0.030657922849059105, -0.0897468775510788, 0.011022862046957016, -0.021383240818977356, 0.025962721556425095, -0.08824793249368668, -0.007240078411996365, 0.02011425793170929, 0.02166195586323738, -0.024675006046891212, 0.00887950137257576, 0.00002208249134127982, -0.05314013361930847, 0.06236135587096214, 0.07127734273672104, 0.001711130840703845, -0.028140518814325333, 0.015367060899734497, 0.06406296789646149, 0.033615875989198685, -0.025103457272052765, -0.0016983534442260861, -0.0886247456073761, -0.03222334384918213, -0.0010743323946371675, -0.03742813691496849, 0.05299580097198486, 0.04940856993198395, 0.0032102218829095364, -0.012378870509564877, 0.03865795210003853, -0.03436753526329994, 0.02004350908100605, -0.03658648952841759, 0.11086107045412064, -0.07085451483726501, 0.005758542101830244, 0.06720161437988281, 0.006461744196712971, 0.07991615682840347, 0.0023337267339229584, 0.0033393059857189655, 0.01170464139431715, -0.07079249620437622, -0.03597740828990936, 0.021700473502278328, 0.008065690286457539, -0.026336999610066414, -0.10355756431818008, 0.10788246244192123, 0.02046678587794304, -0.053287118673324585, 0.007163176313042641, -0.04172759875655174, 0.041853927075862885, -0.022388797253370285, 0.028555074706673622, 0.008814340457320213, 0.06834337115287781, 0.02617637626826763, -0.09673036634922028, 0.0416029617190361, 0.037621017545461655, -3.42290620445408e-33, -0.017300894483923912, -0.04622102528810501, 0.03424014523625374, 0.029426706954836845, 0.011191798374056816, 0.03227735310792923, 0.09016317129135132, -0.08029363304376602, 0.026154745370149612, 0.11006750166416168, 0.11508189886808395, -0.010479509830474854, -0.039483584463596344, -0.07088085263967514, -0.03298165276646614, -0.014913415536284447, 0.04585457593202591, 0.0022718857508152723, -0.04135531187057495, 0.05161659047007561, 0.1291828602552414, -0.03616258129477501, -0.03229253366589546, 0.0008299690671265125, -0.0691947340965271, -0.008578750304877758, 0.08738003671169281, -0.03773246333003044, -0.07058583945035934, 0.05983126908540726, 0.013814828358590603, -0.06375715136528015, -0.0766293928027153, -0.011690660379827023, -0.015555414371192455, -0.015830643475055695, -0.09633953124284744, 0.045714121311903, 0.03608626499772072, 0.04351351410150528, 0.023949207738041878, -0.10150449723005295, -0.01703731343150139, 0.047440990805625916, -0.013771547935903072, -0.14498452842235565, 0.045960403978824615, -0.06419298052787781, 0.021801823750138283, 0.045092176645994186, 0.04616935923695564, 0.05545519292354584, -0.018879055976867676, -0.02360929176211357, -0.05539780855178833, -0.0006166219827719033, -0.05922788381576538, -0.01925811916589737, -0.03342433646321297, 0.06507940590381622, 0.06312290579080582, 0.01339012198150158, -0.018253443762660027, 0.01581023447215557, 0.04763629287481308, -0.018672041594982147, 0.004620470106601715, 0.028364939615130424, 0.04101800546050072, 0.030398808419704437, 0.043493300676345825, -0.038406845182180405, 0.0446467325091362, 0.014163501560688019, 0.02483108639717102, -0.10588465631008148, 0.11759132891893387, -0.020519498735666275, 0.016956593841314316, 0.036778099834918976, -0.08181885629892349, -0.09035655111074448, 0.06805013865232468, 0.06671782582998276, -0.015872465446591377, 0.06747229397296906, -0.11060712486505508, 0.10034213215112686, -0.017222309485077858, 0.022675782442092896, -0.040996696799993515, 0.05087645724415779, 0.003164981957525015, -0.058887772262096405, -0.00981205329298973, -3.6091321931053244e-8, -0.09027271717786789, -0.041415099054574966, -0.016829920932650566, 0.021941684186458588, -0.018156595528125763, 0.005067090038210154, -0.01942436583340168, -0.03431335836648941, -0.03600889444351196, -0.004145937971770763, -0.039214350283145905, -0.030206231400370598, 0.04708882048726082, 0.061852626502513885, 0.039534907788038254, 0.05913271754980087, -0.020681777969002724, 0.03636551648378372, -0.06842474639415741, 0.02647259272634983, -0.04384497553110123, 0.009555763565003872, -0.007703208364546299, 0.08764427900314331, -0.0533059686422348, 0.016286630183458328, -0.055987026542425156, 0.033591099083423615, -0.0713842436671257, 0.036281175911426544, 0.060444653034210205, -0.014183067716658115, 0.08360309153795242, -0.054051484912633896, 0.13377909362316132, 0.028265981003642082, -0.031915005296468735, -0.008406509645283222, 0.054278042167425156, -0.0026563468854874372, -0.008381331339478493, -0.07007751613855362, -0.027438171207904816, 0.08560286462306976, 0.052562374621629715, 0.008902291767299175, 0.08664077520370483, -0.052556704729795456, -0.10015726834535599, 0.0352860726416111, 0.05054135620594025, -0.03781130909919739, 0.026205720379948616, 0.014410474337637424, 0.02626476064324379, -0.07313193380832672, 0.04353567212820053, -0.0033737618941813707, 0.07410237938165665, 0.07136768102645874, 0.04297112300992012, -0.013939328491687775, 0.03581396862864494, 0.008852649480104446 ]
p
And then in the matching, instead of matching trouser, which looks similar, it will just match trouser where in the product picture the person will be working as well, which is not really what we want.
[ "blog", "blog/vector-image-search-rag" ]
11,322
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(26)
[ -0.04830745607614517, -0.047173090279102325, -0.007623459678143263, 0.023191427811980247, 0.12543809413909912, 0.06084270775318146, -0.08922745287418365, -0.03614161163568497, -0.09440542757511139, -0.07591602951288223, -0.036277033388614655, 0.01641291193664074, 0.011366486549377441, 0.0045611122623085976, -0.007857735268771648, -0.06391173601150513, 0.08463847637176514, 0.03229803964495659, -0.052919887006282806, 0.026102153584361076, -0.032254837453365326, 0.030778292566537857, 0.0612054318189621, -0.015028350055217743, -0.044690586626529694, 0.0021409133914858103, -0.03589556738734245, 0.011649574153125286, 0.05805525183677673, -0.12258543074131012, 0.020828574895858765, 0.05605092644691467, 0.017260607331991196, 0.0521697998046875, -0.037140700966119766, 0.007562524639070034, 0.0028610723093152046, 0.005462006665766239, -0.028207823634147644, -0.007865293882787228, -0.024410272017121315, -0.02445230633020401, -0.06617862731218338, 0.061145465821027756, 0.04869724437594414, -0.014263629913330078, 0.008852672763168812, -0.11255834996700287, -0.05252443999052048, 0.011975664645433426, -0.05364891514182091, -0.08633895218372345, -0.03768366202712059, -0.05058501660823822, -0.08221884816884995, 0.008770525455474854, 0.059074562042951584, -0.03452499210834503, -0.03429173305630684, 0.011389456689357758, 0.007588190957903862, -0.02035696618258953, -0.01452042255550623, 0.03688830882310867, 0.08461412042379379, 0.0013194212224334478, -0.0373966284096241, 0.03651281073689461, 0.03460424765944481, -0.01711595430970192, 0.01642526499927044, 0.04184909537434578, 0.05439271777868271, 0.04209866747260094, 0.07484971731901169, 0.015331443399190903, 0.018499797210097313, -0.0053457235917449, 0.09087015688419342, -0.033016350120306015, -0.02561998926103115, -0.013563803397119045, -0.024707183241844177, 0.015829816460609436, 0.0789552554488182, -0.011829741299152374, -0.01720866560935974, 0.017388101667165756, -0.07508807629346848, -0.05454375967383385, 0.01959356851875782, 0.010487114079296589, 0.058573778718709946, 0.010260223411023617, -0.04419586434960365, 0.049175672233104706, 0.01397618930786848, 0.004637482110410929, 0.0442165732383728, 0.053658418357372284, -0.10774070024490356, 0.01780993863940239, 0.052394598722457886, 0.02460610307753086, -0.0441371314227581, -0.08489733934402466, 0.10735658556222916, 0.031534694135189056, -0.0007364416960626841, -0.09369022399187088, -0.005048974417150021, -0.003719232976436615, -0.003992636688053608, -0.04311401769518852, 0.013205778785049915, -0.03297196328639984, 0.01163305900990963, -0.07856067270040512, 0.05350117385387421, 0.005406894721090794, -0.10868585854768753, 0.03242731839418411, -0.03724801167845726, -0.02822894975543022, -0.010430754162371159, 0.081732377409935, -0.09418225288391113, 1.4960330636035533e-34, 0.0338357612490654, 0.06187533214688301, 0.03360095992684364, -0.006209079176187515, 0.046317487955093384, 0.0072984774596989155, -0.055040374398231506, 0.056228313595056534, -0.00994514673948288, 0.06657315045595169, 0.05311225354671478, 0.0106577780097723, -0.02338355779647827, 0.08996187150478363, 0.10742704570293427, -0.05545305088162422, -0.10888446867465973, 0.027439162135124207, -0.016997549682855606, -0.02103203348815441, -0.013990784995257854, -0.04999722167849541, 0.08960264921188354, -0.05975089594721794, -0.023389039561152458, 0.08458052575588226, 0.04117988795042038, -0.00042019871762022376, -0.004681678488850594, 0.004102203529328108, -0.0111869927495718, 0.024984091520309448, 0.061339229345321655, 0.03618627414107323, -0.026224836707115173, -0.03416052088141441, -0.00024309816944878548, 0.0447394885122776, -0.0047941566444933414, -0.05544421821832657, -0.005724899936467409, 0.0674198716878891, 0.046997662633657455, -0.0007545995758846402, -0.003642004681751132, 0.0848904475569725, 0.09496992081403732, -0.041422296315431595, -0.05244547873735428, -0.0019464265787974, 0.010855264961719513, 0.00934057030826807, -0.035071033984422684, -0.024679843336343765, -0.06348360329866409, -0.04227324202656746, 0.05570251867175102, -0.05090508237481117, -0.053512971848249435, 0.01189692784100771, 0.05470686033368111, 0.06210261955857277, 0.042178794741630554, 0.015620418824255466, 0.05344343185424805, 0.03780026733875275, 0.06679858267307281, 0.011516058817505836, 0.021032052114605904, -0.015576171688735485, -0.041118741035461426, -0.030233241617679596, -0.04696858674287796, -0.057610977441072464, 0.07233788818120956, -0.02718139812350273, -0.01247610803693533, -0.0435321182012558, 0.005655187647789717, -0.047264184802770615, 0.003602665616199374, 0.03521991893649101, 0.016818689182400703, -0.013183104805648327, -0.04619854316115379, -0.07805079966783524, 0.03626667335629463, -0.03283345699310303, 0.02217087894678116, 0.10345852375030518, -0.008376693353056908, 0.025300676003098488, -0.03330741450190544, 0.025639889761805534, 0.06885533779859543, -9.212003007573752e-34, -0.04167579486966133, -0.01414490956813097, -0.05274075269699097, 0.024516131728887558, -0.011081043630838394, -0.021148987114429474, -0.042608607560396194, 0.07771945744752884, -0.0389401949942112, 0.04383376985788345, 0.09166581928730011, -0.04465039074420929, 0.0019047744572162628, -0.03428930789232254, -0.054312337189912796, -0.060017552226781845, -0.08534427732229233, -0.007016107905656099, 0.036322254687547684, -0.00010610630124574527, 0.04521432891488075, 0.0827464908361435, -0.12677136063575745, 0.0268253143876791, -0.03027443215250969, 0.0725240632891655, -0.04843146353960037, 0.018910065293312073, 0.026153283193707466, -0.01607273332774639, -0.06049765646457672, -0.09112615883350372, 0.010976603254675865, 0.004280922468751669, -0.017154980450868607, 0.0546189583837986, 0.020269764587283134, -0.043300971388816833, -0.017032839357852936, 0.01278118696063757, -0.003340922761708498, -0.0020244724582880735, -0.1721123456954956, -0.007123845629394054, 0.019443510100245476, -0.08072930574417114, -0.06503502279520035, -0.016417408362030983, -0.0331508107483387, -0.01615149900317192, 0.04182437062263489, -0.009694715030491352, -0.05615081638097763, -0.1455373466014862, 0.010771241970360279, 0.032561808824539185, -0.01925346441566944, -0.0430055595934391, 0.06352273374795914, 0.13322415947914124, -0.0812269002199173, 0.03329431265592575, -0.06027498468756676, -0.059162355959415436, 0.03493571653962135, -0.07330339401960373, 0.015581824816763401, 0.032433245331048965, -0.02739405445754528, 0.009860890917479992, 0.06885645538568497, 0.047503404319286346, -0.02368338219821453, 0.07531693577766418, -0.047776900231838226, -0.05260751023888588, -0.011437754146754742, 0.06572508066892624, -0.017094876617193222, -0.048988226801157, 0.06674296408891678, -0.08160709589719772, 0.046802762895822525, 0.062433864921331406, 0.07721014320850372, 0.08124873787164688, 0.05425938963890076, -0.020618334412574768, -0.005993940867483616, -0.01966911181807518, -0.04951710253953934, 0.05584339052438736, 0.03892577812075615, 0.16128011047840118, -0.030468473210930824, -4.810464204751952e-8, -0.04884631186723709, -0.005784148816019297, 0.04602828994393349, 0.031708694994449615, -0.04545371234416962, 0.0011705029755830765, -0.012196644209325314, 0.1212659478187561, -0.027460860088467598, 0.11296903342008591, -0.03906867280602455, -0.005992521066218615, -0.08025279641151428, 0.131291463971138, 0.04288971796631813, 0.027135903015732765, 0.017405562102794647, 0.15572835505008698, -0.011707124300301075, 0.030394025146961212, -0.001512740971520543, 0.04706916585564613, 0.06389252841472626, -0.0436682254076004, 0.03961530700325966, -0.09580793231725693, -0.022351471707224846, 0.025126170367002487, 0.05886824429035187, 0.00403116038069129, -0.023129230365157127, 0.02916633151471615, -0.03125853091478348, -0.014736607670783997, -0.014015068300068378, 0.05656592920422554, -0.10103453695774078, -0.05204534903168678, -0.029984811320900917, 0.016820184886455536, -0.02004248835146427, 0.03975126892328262, -0.08760972321033478, -0.019763797521591187, 0.05137696862220764, 0.044696226716041565, -0.023469306528568268, -0.049445897340774536, -0.003062134375795722, 0.058768823742866516, -0.03453543409705162, -0.017109064385294914, -0.08249632269144058, 0.012666967697441578, 0.020341504365205765, -0.03664880245923996, 0.004612090066075325, -0.04448045790195465, 0.002709577325731516, 0.040459394454956055, 0.010569224134087563, -0.06168048828840256, -0.003036313224583864, 0.022941065952181816 ]
p
And the other challenges we faced is that we tried to fine tune the model, but our first fine tuning wasn’t very good because we tried to take an open source model and, and get the labels it had, like on different furnitures, clothes, et cetera, to basically train a model to classify the different classes and then remove the classification layer to just keep the embedding parts.
[ "blog", "blog/vector-image-search-rag" ]
11,323
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(26)
[ 0.010918566025793552, 0.048891015350818634, -0.045182786881923676, -0.007423847448080778, 0.06148609519004822, 0.080162912607193, 0.004386604763567448, 0.019604336470365524, -0.01847786270081997, -0.09391619265079498, 0.07614322751760483, -0.0070697166956961155, -0.028499150648713112, -0.03153972700238228, 0.0032505495473742485, -0.038255468010902405, 0.0402805395424366, -0.06286366283893585, -0.02282565087080002, -0.012577430345118046, 0.00927918590605259, 0.05073360726237297, 0.06669417768716812, 0.032628171145915985, -0.01746232993900776, 0.06156180799007416, -0.13164563477039337, 0.06902942061424255, 0.05615607276558876, -0.0014306887751445174, 0.023725932464003563, 0.12435466051101685, 0.03446602076292038, -0.000776774890255183, 0.04439318925142288, -0.027821822091937065, -0.06836937367916107, 0.04356461018323898, 0.04024931788444519, 0.0047141434624791145, 0.09199902415275574, -0.01992257684469223, 0.031407181173563004, 0.037736084312200546, -0.060482945293188095, 0.036952726542949677, -0.01253869291394949, -0.06445327401161194, -0.06746036559343338, 0.08932454884052277, -0.0003689973382279277, -0.05137186869978905, -0.03826640918850899, -0.1127990111708641, -0.058380961418151855, -0.04349716007709503, -0.006901429500430822, -0.03282016143202782, 0.027085348963737488, 0.10415931046009064, -0.025636935606598854, -0.01562502235174179, -0.06650426983833313, 0.053724490106105804, 0.06137433275580406, 0.013550171628594398, -0.019268035888671875, -0.05610816925764084, -0.059946056455373764, 0.0027686781249940395, 0.0516769178211689, 0.0020017405040562153, 0.0922025740146637, 0.04037031903862953, -0.03557839244604111, -0.0007922578370198607, -0.00012255730689503253, 0.04510897025465965, 0.022728927433490753, -0.06206294894218445, -0.07566594332456589, -0.03384091705083847, 0.0050180526450276375, 0.05219529569149017, 0.07337766140699387, 0.04490145668387413, 0.006102230399847031, -0.061121873557567596, -0.026872606948018074, -0.005344172939658165, 0.05519476905465126, -0.05164676904678345, 0.06108216568827629, 0.05960525944828987, -0.04457172378897667, -0.01484451349824667, -0.029946807771921158, 0.04327499493956566, 0.07536891847848892, 0.07882687449455261, -0.04806169494986534, -0.06149673834443092, -0.044074639678001404, 0.01947268657386303, -0.05533607676625252, -0.07420547306537628, -0.029293887317180634, 0.005150160752236843, 0.014883792027831078, -0.0038865504320710897, -0.039294492453336716, 0.00536708626896143, 0.04858563840389252, -0.029791133478283882, -0.03811654821038246, 0.010367834009230137, 0.00033365178387612104, -0.039865415543317795, 0.038547419011592865, -0.024635693058371544, -0.04892849922180176, -0.011752612888813019, -0.05506556108593941, -0.04634064435958862, -0.08146236836910248, 0.06498797982931137, -0.017139779403805733, -2.825079715997612e-33, 0.04523400217294693, -0.06181754916906357, 0.0199457798153162, -0.03845304995775223, 0.058751631528139114, 0.001528314664028585, -0.14026513695716858, -0.06247890368103981, 0.08234400302171707, 0.052685774862766266, 0.04499490559101105, 0.04919537901878357, 0.015960529446601868, -0.023030363023281097, 0.03173892945051193, 0.02230015955865383, -0.02246442809700966, 0.10594683140516281, -0.024890858680009842, -0.032903943210840225, -0.03687867522239685, -0.034674081951379776, 0.041877858340740204, -0.10202468931674957, -0.025919293984770775, 0.11638902127742767, -0.03129642829298973, 0.09002835303544998, 0.08496864885091782, -0.0029382731299847364, -0.021279219537973404, -0.058445610105991364, 0.14132417738437653, -0.024850957095623016, 0.08238828182220459, 0.03831661865115166, -0.003218148136511445, -0.033185020089149475, -0.017143987119197845, -0.005211037117987871, 0.0575849711894989, 0.07997104525566101, 0.017628788948059082, -0.011966198682785034, 0.0011765972012653947, 0.09308411926031113, -0.014231239445507526, 0.0014028328005224466, -0.04231934994459152, 0.06333582103252411, -0.029830647632479668, 0.007650271523743868, 0.005540498532354832, -0.04338840767741203, -0.010432310402393341, -0.005250275135040283, -0.025499317795038223, 0.049659911543130875, -0.0290848296135664, -0.018287191167473793, -0.0017403749516233802, 0.10545089095830917, 0.04052967205643654, 0.016906514763832092, 0.011422033421695232, 0.09368738532066345, 0.008769967593252659, 0.021673405542969704, 0.05619615688920021, -0.017414357513189316, -0.012566312216222286, 0.01058260165154934, 0.014757725410163403, 0.016371948644518852, 0.03694653883576393, -0.05150093138217926, -0.0698648989200592, 0.02059345133602619, 0.009823158383369446, -0.049193236976861954, 0.00366621813736856, -0.021023279055953026, -0.023758480325341225, 0.03661036491394043, -0.030854759737849236, -0.04049547016620636, 0.05667049065232277, 0.032378941774368286, -0.010615171864628792, 0.037648528814315796, -0.007453071419149637, -0.005103690549731255, -0.08468480408191681, -0.03616445139050484, -0.024449383839964867, 7.246133805907405e-34, -0.12842319905757904, -0.0027818414382636547, -0.014249073341488838, -0.01707620359957218, 0.05803028121590614, 0.031049415469169617, 0.08146069943904877, 0.013795430772006512, 0.10459249466657639, 0.0538005456328392, 0.05295051634311676, -0.03477424010634422, -0.08553732931613922, -0.03766053542494774, -0.05635906010866165, -0.023662757128477097, -0.0786762610077858, 0.08473726361989975, 0.01934160478413105, 0.04970764368772507, -0.007157616782933474, 0.10140897333621979, -0.09051810950040817, 0.10154467076063156, -0.001636027591302991, 0.05080760270357132, 0.07348013669252396, -0.043138254433870316, 0.017222199589014053, -0.04974124953150749, -0.005407541058957577, -0.10488124936819077, -0.058583103120326996, 0.018268540501594543, -0.03385687246918678, -0.020161926746368408, 0.04312606528401375, -0.006345290690660477, -0.08191267400979996, -0.030180465430021286, -0.026179632171988487, 0.007271991576999426, -0.1383512020111084, 0.03610214963555336, -0.08088842779397964, -0.016747741028666496, 0.02838490717113018, -0.03647847846150398, 0.031305018812417984, 0.026106854900717735, -0.034363653510808945, -0.04068411514163017, -0.006692219991236925, -0.01605144888162613, -0.09573280066251755, -0.013648896478116512, -0.047349218279123306, -0.013988163322210312, 0.016761992126703262, 0.03358708322048187, -0.003245552536100149, 0.033250004053115845, -0.0516037754714489, -0.1085210070014, 0.08144893497228622, -0.0036466552410274744, -0.018415844067931175, 0.006139592733234167, 0.01648988574743271, -0.0014571063220500946, 0.04397657513618469, -0.004225249867886305, 0.002631828421726823, -0.03837527334690094, -0.08276773989200592, -0.02718767710030079, -0.07135945558547974, 0.025431884452700615, -0.0639939159154892, -0.02525828592479229, 0.045412927865982056, -0.008376079611480236, -0.04006475210189819, 0.1771174669265747, 0.03740007057785988, 0.05290007218718529, 0.026450661942362785, -0.03191331401467323, -0.011426463723182678, 0.040104568004608154, 0.06622714549303055, -0.014870239421725273, 0.026936432346701622, 0.19760370254516602, -0.06208016723394394, -2.2359643025993137e-8, 0.02979159913957119, 0.05237967520952225, -0.04933229088783264, 0.015892447903752327, -0.024349477142095566, 0.014320576563477516, 0.01663336530327797, -0.015540484338998795, -0.02724795788526535, 0.11687689274549484, 0.003737302031368017, 0.0063221207819879055, -0.11196556687355042, 0.010850949212908745, -0.03652048110961914, -0.06216368079185486, -0.027009516954421997, 0.036469798535108566, -0.03661583364009857, 0.052151892334222794, -0.07668302208185196, 0.0009418833651579916, 0.04084843769669533, -0.05102569982409477, -0.005919524002820253, -0.03972466662526131, -0.014286047779023647, 0.038750357925891876, 0.020694425329566002, 0.011959299445152283, 0.0026530034374445677, 0.012393402867019176, 0.010800802148878574, 0.03599657863378525, -0.0030936780385673046, -0.0012574889697134495, -0.0608978234231472, -0.012004895135760307, 0.06106962636113167, -0.020861655473709106, -0.1157805547118187, -0.07918086647987366, -0.0375404916703701, 0.08307840675115585, 0.0844401940703392, 0.07241842895746231, -0.04848119243979454, 0.016825906932353973, -0.03631677106022835, -0.031070418655872345, -0.03502361476421356, -0.033866997808218, -0.014003824442625046, -0.005890521686524153, 0.06448919326066971, -0.03551914170384407, 0.022731272503733635, 0.015147965401411057, -0.04699736833572388, 0.016911117359995842, 0.03662144020199776, -0.01509125530719757, 0.01398880872875452, 0.019130889326334 ]
p
The thing is that the labels were not specific enough.
[ "blog", "blog/vector-image-search-rag" ]
11,324
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(27)
[ -0.10510893911123276, 0.07039113342761993, -0.018698815256357193, -0.056203048676252365, -0.1056479886174202, 0.02403787150979042, 0.09773488342761993, 0.06037271395325661, 0.06397601962089539, 0.0005112885846756399, 0.07959459722042084, -0.08667410165071487, -0.037009794265031815, -0.03995553031563759, -0.10891783982515335, -0.025151705369353294, -0.01773284375667572, 0.004745901096612215, -0.041231829673051834, -0.06299643963575363, -0.06432630121707916, 0.032766591757535934, -0.021953558549284935, -0.04654613509774208, -0.07245110720396042, -0.020435554906725883, -0.023590687662363052, 0.012213294394314289, 0.0029709471855312586, -0.12191911786794662, 0.08134818822145462, 0.0050417534075677395, 0.0014074533246457577, 0.01537741906940937, 0.005009044427424669, -0.026141876354813576, 0.00924942921847105, -0.06260466575622559, 0.021459901705384254, 0.05732777342200279, -0.059561364352703094, 0.027791708707809448, -0.0991545021533966, -0.004497902002185583, 0.04721449688076973, 0.027799248695373535, -0.040735483169555664, 0.059666965156793594, -0.08761546015739441, -0.018974559381604195, -0.0507596917450428, -0.09825877100229263, -0.012400959618389606, 0.006886686664074659, 0.0008225115016102791, 0.0649341344833374, -0.0035585579462349415, -0.06412279605865479, -0.010954136028885841, -0.031895969063043594, 0.042416442185640335, -0.029634317383170128, -0.08746998757123947, 0.06489629298448563, -0.05226265266537666, 0.033696845173835754, 0.08228420466184616, -0.06574555486440659, -0.03464112803339958, 0.05150991678237915, 0.038734931498765945, -0.09170626848936081, -0.010830458253622055, -0.002325373934581876, -0.005837845616042614, 0.014484760351479053, -0.03384246677160263, -0.06068416312336922, 0.02545558661222458, -0.06703418493270874, 0.039095379412174225, -0.027679093182086945, -0.026664847508072853, -0.012928559444844723, 0.029296832159161568, -0.06707927584648132, -0.0005003309343010187, -0.006187170743942261, 0.045398373156785965, 0.0025880129542201757, -0.1045948714017868, 0.011181074194610119, -0.01695801317691803, 0.05779054015874863, 0.003189328359439969, -0.007901526987552643, 0.055226463824510574, 0.06580863147974014, -0.12805503606796265, 0.11105051636695862, -0.005685062613338232, 0.07049944251775742, 0.006385905668139458, 0.007982766255736351, -0.05606233328580856, -0.0072035654447972775, 0.060918837785720825, -0.08955750614404678, 0.03405483067035675, 0.05858329311013222, -0.10246012359857559, -0.03120705857872963, -0.008435257710516453, -0.11506020277738571, 0.046175483614206314, 0.0058007086627185345, -0.01028070691972971, -0.07164578884840012, 0.00002954891351691913, -0.02639266848564148, 0.021853063255548477, 0.001242555328644812, -0.11838671565055847, 0.05375019088387489, 0.03206609934568405, -0.003484465414658189, 0.0030625304207205772, -2.053118800488192e-33, -0.08782285451889038, 0.01895723305642605, -0.003770922077819705, 0.036677006632089615, 0.06062035635113716, 0.0010502365184947848, -0.06179770454764366, 0.014291591010987759, -0.0320805199444294, 0.016446569934487343, -0.02756471559405327, 0.0338105708360672, -0.0612112395465374, -0.0862906277179718, 0.05940893292427063, 0.04323219880461693, 0.03481370955705643, -0.03194960206747055, 0.0676688402891159, -0.010935824364423752, -0.06025325879454613, 0.01284825336188078, 0.06050654128193855, 0.06328567862510681, 0.012810255400836468, -0.0006681493832729757, 0.06403263658285141, -0.09227994829416275, -0.06959066540002823, 0.01866486854851246, 0.08700487017631531, 0.01429053582251072, 0.014556584879755974, 0.002794713480398059, -0.019571520388126373, -0.07645229995250702, -0.0037621811497956514, 0.049273308366537094, -0.04677453264594078, 0.061531126499176025, 0.014081819914281368, -0.0007785022025927901, -0.03778137266635895, -0.05891895294189453, 0.04934423044323921, -0.010630623437464237, -0.016385147348046303, 0.03690953925251961, 0.06102384626865387, 0.03447481244802475, 0.012354688718914986, -0.013502929359674454, -0.03318420797586441, 0.07305603474378586, 0.013698086142539978, 0.0463358499109745, -0.09250089526176453, 0.055701982229948044, 0.023273764178156853, -0.11439786106348038, 0.0742776021361351, -0.03068559244275093, 0.030689096078276634, -0.061660733073949814, -0.050322555005550385, -0.003538584802299738, -0.004674197174608707, 0.10947345942258835, 0.08355344086885452, 0.0003413496888242662, -0.06481467187404633, -0.03687870502471924, 0.023383857682347298, 0.05130315199494362, -0.07496234774589539, 0.029551591724157333, -0.01595528982579708, 0.01747642643749714, -0.016861161217093468, -0.02225627563893795, -0.01985454000532627, -0.0018020696006715298, 0.04980602487921715, -0.028462618589401245, 0.046372633427381516, -0.012175841256976128, -0.010908426716923714, 0.029818246141076088, 0.05056441202759743, 0.03224954381585121, 0.0061804866418242455, 0.0951685830950737, 0.058641865849494934, -0.049140527844429016, -0.014052554033696651, 1.115642494746736e-33, 0.06740117818117142, -0.018282005563378334, -0.08719644695520401, 0.043082840740680695, 0.03532925248146057, 0.0585513561964035, -0.05324981361627579, 0.0707688108086586, -0.01973075047135353, -0.04027664288878441, -0.01844179444015026, -0.01229721400886774, 0.09886118024587631, -0.0785093680024147, 0.07632629573345184, 0.08719980716705322, 0.03190511465072632, -0.026565328240394592, 0.021093707531690598, 0.025493554770946503, -0.04078951105475426, -0.02318744733929634, -0.03278035670518875, 0.03794354572892189, -0.03996537625789642, 0.07869381457567215, 0.035115715116262436, 0.09063909202814102, 0.0084749860689044, 0.015638047829270363, 0.04333064332604408, 0.021778875961899757, 0.03853142261505127, 0.010861258022487164, -0.04908144474029541, 0.07809057086706161, 0.08483729511499405, 0.11525088548660278, -0.0437156967818737, 0.04839849844574928, 0.036665644496679306, 0.03307563439011574, 0.006069204304367304, 0.053167883306741714, 0.011876555159687996, 0.02254786528646946, -0.02237127535045147, -0.11672782152891159, -0.09300515055656433, -0.044634342193603516, 0.0957835391163826, 0.008619168773293495, -0.06813977658748627, -0.037147700786590576, 0.04129864647984505, 0.10530298948287964, -0.020439982414245605, -0.0666164979338646, -0.027948202565312386, -0.07042305916547775, 0.05790030211210251, 0.03435031324625015, -0.02585621178150177, -0.009241604246199131, 0.04471879452466965, -0.04390207305550575, -0.0795263797044754, 0.04890534654259682, 0.04145907983183861, 0.04111270233988762, 0.05666216090321541, -0.004148951731622219, -0.11703059077262878, -0.0024487837217748165, -0.05741720646619797, -0.01260493416339159, 0.035805944353342056, 0.00878123939037323, -0.014200734905898571, 0.030197374522686005, -0.1666218787431717, 0.03212133049964905, -0.030169552192091942, -0.0013911183923482895, 0.005799727514386177, 0.05539107322692871, 0.003209540620446205, -0.03411221131682396, 0.05093507096171379, -0.006743219215422869, 0.030907148495316505, 0.09253852069377899, -0.022874748334288597, -0.009434741921722889, 0.025838106870651245, -1.605019583905687e-8, 0.06277961283922195, -0.029276495799422264, 0.020581301301717758, 0.06081514433026314, 0.05736846476793289, -0.09485029429197311, 0.011492044664919376, -0.027148613706231117, -0.06981070339679718, 0.06707499921321869, 0.042913150042295456, 0.006824324373155832, -0.0063677518628537655, 0.08095255494117737, 0.023644516244530678, 0.06986509263515472, -0.026630213484168053, 0.060778822749853134, -0.015034354291856289, -0.11050371080636978, -0.05616017431020737, 0.0336686410009861, -0.027720117941498756, -0.03268062695860863, -0.04137709364295006, -0.0020971016492694616, -0.02049768902361393, -0.009556465782225132, -0.026670608669519424, -0.0176338329911232, -0.014006897807121277, 0.0319368876516819, 0.0885550007224083, -0.07789967954158783, -0.009800394997000694, 0.03049883060157299, 0.048592839390039444, -0.010776061564683914, -0.03452195227146149, -0.012733482755720615, 0.02519846148788929, 0.07023893296718597, 0.09614246338605881, 0.0005272452253848314, -0.016089394688606262, 0.00797617994248867, 0.06185244396328926, -0.004348307382315397, 0.02049398422241211, 0.057046521455049515, -0.017961615696549416, -0.041594747453927994, 0.014255145564675331, 0.02523615211248398, 0.0384676493704319, 0.05621611326932907, 0.023666903376579285, -0.005580738186836243, -0.012496821582317352, -0.02212204970419407, 0.05418973043560982, -0.02218795195221901, -0.008519705384969711, -0.015451899729669094 ]
p
Noe Acache:
[ "blog", "blog/vector-image-search-rag" ]
11,325
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(27)
[ -0.003229007590562105, 0.04965999349951744, -0.003503572428599, 0.03362357243895531, 0.025955578312277794, -0.007868291810154915, -0.004996766801923513, -0.02254665456712246, -0.14538735151290894, -0.02072116732597351, 0.022529488429427147, 0.02690192498266697, 0.03380601853132248, 0.023005591705441475, -0.016685253009200096, -0.05581451207399368, 0.05375128239393234, -0.06945382058620453, -0.018200242891907692, 0.0059025464579463005, 0.01961173489689827, 0.024125253781676292, 0.0536867156624794, 0.06418926268815994, -0.025007667019963264, 0.06118127331137657, -0.002164097037166357, -0.009232393465936184, 0.1103840321302414, -0.010370563715696335, 0.030318619683384895, 0.0251210555434227, 0.04373832046985626, 0.04000122845172882, -0.06998775154352188, 0.09904362261295319, 0.03214281052350998, 0.07151947170495987, -0.03467056527733803, -0.012445827946066856, -0.009014091454446316, -0.0414961501955986, -0.004322104621678591, 0.042909346520900726, -0.00022492626158054918, -0.004697011783719063, 0.007191338110715151, -0.06344035267829895, 0.0033292551524937153, -0.03691644221544266, -0.05193531513214111, -0.10806568711996078, 0.0022267841268330812, -0.08497385680675507, -0.004101709462702274, 0.0353841558098793, 0.024675820022821426, 0.018717527389526367, -0.00934387743473053, 0.007440288085490465, -0.06045452132821083, -0.06122501939535141, -0.030710117891430855, -0.007509293500334024, 0.06280836462974548, -0.05951957777142525, 0.029883934184908867, -0.06693337112665176, 0.026281636208295822, -0.028625093400478363, -0.03727784380316734, 0.049773089587688446, -0.038161180913448334, -0.012244203127920628, 0.024765050038695335, -0.003357845125719905, -0.03510475531220436, 0.06632891297340393, 0.029543433338403702, 0.014248746447265148, -0.03824545443058014, -0.0508623868227005, 0.028203580528497696, 0.0599358007311821, 0.08434810489416122, -0.004899207036942244, 0.008328283205628395, -0.029731087386608124, 0.030031973496079445, 0.026173243299126625, 0.020203055813908577, -0.012768296524882317, -0.023989999666810036, 0.03741693124175072, 0.028714798390865326, 0.022676963359117508, -0.01321322564035654, 0.047933321446180344, -0.05326090380549431, 0.058397892862558365, -0.03391105309128761, 0.0011642866302281618, -0.001207610359415412, 0.006268748082220554, -0.0632517859339714, -0.0024564871564507484, -0.009946412406861782, -0.049273137003183365, 0.036215540021657944, -0.04863159731030464, -0.0206819549202919, -0.02721860446035862, 0.03248307853937149, 0.029393883422017097, 0.006179555784910917, 0.09761861711740494, -0.10143088549375534, 0.015070565976202488, -0.0648430809378624, 0.13873249292373657, 0.01811189390718937, 0.0008746993844397366, -0.048176638782024384, 0.034653324633836746, -0.040146004408597946, -0.043191224336624146, 0.058222707360982895, -4.025440731456583e-33, 0.06709755212068558, 0.13690419495105743, 0.05738799273967743, 0.012918023392558098, 0.007995308376848698, -0.07504359632730484, -0.04155362769961357, 0.029347121715545654, 0.049764618277549744, -0.016429556533694267, 0.03883973881602287, -0.007606228347867727, 0.03079937770962715, 0.0176585391163826, -0.0004068426205776632, 0.0063317003659904, -0.06225457414984703, 0.08012423664331436, 0.001045433571562171, -0.045487623661756516, 0.038290705531835556, 0.002774542663246393, -0.0017030854942277074, -0.0895785540342331, 0.07433407753705978, 0.02641158178448677, 0.04679477587342262, 0.008208554238080978, 0.04419996961951256, 0.013580202125012875, -0.022599563002586365, -0.008104929700493813, -0.04559681937098503, 0.006363332271575928, 0.01757621206343174, 0.01285893376916647, 0.07212799042463303, -0.040330156683921814, 0.013267516158521175, -0.01967918500304222, 0.0034824968315660954, -0.007223121821880341, 0.07571811974048615, -0.04107130318880081, 0.02526819333434105, 0.018758388236165047, -0.04674258455634117, -0.06330069154500961, -0.054952360689640045, 0.057211536914110184, -0.028452657163143158, -0.012839839793741703, 0.08226557821035385, -0.07489480823278427, 0.03784448280930519, 0.13777950406074524, 0.02475506067276001, 0.0945255309343338, -0.023624399676918983, 0.011551296338438988, 0.03183811157941818, 0.008057341910898685, -0.025120802223682404, 0.11005605012178421, -0.058785997331142426, -0.044778965413570404, -0.036340709775686264, -0.007901208475232124, 0.07649140059947968, 0.002980519086122513, -0.11086282879114151, -0.02221010997891426, -0.04828069731593132, -0.11431839317083359, 0.04917895048856735, -0.003519663354381919, 0.07014314085245132, -0.046496499329805374, -0.03874652832746506, -0.019984016194939613, 0.04877584055066109, 0.009913340210914612, -0.01689847931265831, -0.05498741939663887, -0.04520042613148689, -0.019488153979182243, 0.07043307274580002, -0.07644966244697571, -0.03293590247631073, 0.029219431802630424, -0.012464525178074837, 0.0017312421696260571, -0.032740212976932526, -0.020781587809324265, 0.04327477514743805, 4.8062870985612735e-33, -0.024325307458639145, 0.06956638395786285, -0.05790692940354347, 0.05123760551214218, 0.05015380308032036, 0.053199589252471924, -0.0031018489971756935, 0.00718357227742672, -0.08001179248094559, 0.12690727412700653, 0.017950166016817093, -0.013549470342695713, -0.1165996566414833, -0.01641770824790001, -0.05099604278802872, 0.041395362466573715, -0.022444231435656548, 0.09985918551683426, 0.013931726105511189, 0.06222124770283699, 0.05192292854189873, 0.12467275559902191, -0.032224513590335846, 0.0035995934158563614, 0.0074274237267673016, 0.08193592727184296, -0.00852346420288086, 0.08094506710767746, -0.04580095782876015, 0.0008568418561480939, 0.009078244678676128, -0.08196346461772919, -0.10718441009521484, -0.03434877470135689, -0.09097690135240555, 0.019277919083833694, 0.012640098109841347, 0.060148414224386215, -0.02443520352244377, 0.042634010314941406, -0.025160059332847595, -0.038600608706474304, -0.10466189682483673, 0.07170911878347397, -0.0005080010741949081, -0.06633506715297699, 0.04230628162622452, -0.05397954210639, -0.03554485738277435, 0.018189966678619385, -0.02550491876900196, -0.0559033639729023, -0.07202605158090591, -0.04023462533950806, -0.02897389978170395, -0.04653482884168625, 0.05363807827234268, -0.03183348849415779, -0.0128144146874547, -0.021527938544750214, -0.051598187536001205, -0.0038531534373760223, 0.014979888685047626, -0.013927893713116646, 0.002272335346788168, -0.04978243634104729, -0.055577509105205536, 0.05852498486638069, -0.004276342689990997, 0.04172533005475998, 0.00490187481045723, 0.07334000617265701, 0.042773228138685226, 0.006554270628839731, 0.0063585867173969746, -0.07153712213039398, -0.05270879715681076, -0.07425498217344284, -0.09395027160644531, -0.041728101670742035, 0.006318388972431421, -0.08108790963888168, -0.011462544091045856, 0.019256407395005226, 0.07249687612056732, 0.10195290297269821, 0.026954149827361107, -0.054590482264757156, 0.004792920779436827, 0.011671382933855057, -0.006760057993233204, 0.02153049223124981, 0.1255372166633606, 0.11084384471178055, -0.021421698853373528, -1.8981266336481895e-8, -0.06029357761144638, 0.006533615291118622, 0.0057408506982028484, 0.04815472289919853, 0.016997624188661575, 0.040912020951509476, -0.01697307825088501, 0.049977611750364304, -0.04951006919145584, 0.04210750386118889, 0.0032548317685723305, -0.029313048347830772, 0.0033974717371165752, 0.14066627621650696, 0.036383889615535736, 0.07129345834255219, -0.014820157550275326, 0.07012831419706345, -0.0383276529610157, 0.04892557114362717, 0.05572330579161644, 0.02046423777937889, -0.008309866301715374, 0.06311998516321182, -0.015971209853887558, -0.05934526398777962, -0.07963287085294724, 0.12481026351451874, 0.05683811753988266, 0.023670922964811325, -0.00408266531303525, -0.03675076365470886, -0.02791306935250759, 0.03618371859192848, -0.014958607964217663, 0.08912644535303116, 0.01717071793973446, -0.043304674327373505, -0.012308064848184586, -0.09255637973546982, -0.08654635399580002, 0.06614497303962708, 0.03694545850157738, 0.07190688699483871, 0.036895863711833954, 0.031215932220220566, -0.054983362555503845, -0.06361354887485504, -0.01767374388873577, -0.06674972921609879, 0.04865897074341774, 0.02442687377333641, -0.023979198187589645, 0.03131305053830147, 0.1274605095386505, 0.0034865234047174454, 0.006048665381968021, -0.07634662091732025, -0.12778091430664062, 0.10681122541427612, -0.05711817368865013, 0.07502691447734833, -0.06190415099263191, 0.002628981601446867 ]
p
So the training task was quite simple.
[ "blog", "blog/vector-image-search-rag" ]
11,326
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(27)
[ 0.05039216950535774, -0.028509538620710373, 0.05188428983092308, -0.020559418946504593, 0.0778067335486412, -0.016175666823983192, -0.15647120773792267, -0.019646264612674713, -0.0680498331785202, -0.059906844049692154, 0.04654669016599655, 0.12458731979131699, -0.0027318145148456097, -0.005559619516134262, -0.046560272574424744, 0.0005322565557435155, 0.08740812540054321, 0.0018666828982532024, -0.05085195228457451, -0.031687021255493164, -0.034008756279945374, -0.003114809049293399, 0.0878547951579094, -0.050213489681482315, 0.08178744465112686, 0.03755086287856102, -0.07976386696100235, -0.006304409354925156, 0.09127357602119446, -0.026318931952118874, 0.026433320716023445, 0.060711827129125595, -0.001764436368830502, -0.026478556916117668, -0.07445568591356277, 0.03972284123301506, 0.03093218058347702, 0.023730408400297165, -0.07183544337749481, -0.022175315767526627, 0.025640252977609634, 0.06678237020969391, -0.02279898151755333, 0.04399227350950241, 0.05579482018947601, -0.039243727922439575, -0.00800662487745285, -0.14118807017803192, -0.026637546718120575, -0.009632115252315998, -0.0558682344853878, -0.03700586408376694, -0.04620390385389328, -0.04186944663524628, -0.05253211781382561, -0.0038247443735599518, -0.017882488667964935, -0.0040654814802110195, 0.070253886282444, -0.04409252107143402, 0.058736953884363174, -0.07925169169902802, 0.07339590042829514, 0.0246077012270689, 0.07717115432024002, -0.090736523270607, -0.02057165652513504, -0.06303748488426208, 0.023758169263601303, 0.07371314615011215, 0.005965020507574081, 0.0017823895905166864, -0.03563295677304268, -0.07092403620481491, -0.003657266963273287, 0.03460099920630455, -0.03431979566812515, -0.02266453206539154, 0.06366906315088272, -0.051310520619153976, 0.030658569186925888, -0.02194209396839142, -0.0337606705725193, 0.03741179406642914, 0.10012045502662659, 0.023491399362683296, 0.02303151600062847, -0.12940727174282074, -0.13060426712036133, 0.037182990461587906, 0.09836103022098541, -0.034457337111234665, 0.00724278436973691, 0.045854803174734116, 0.04494673013687134, -0.06468997150659561, 0.03180880844593048, 0.020644592121243477, -0.011355315335094929, 0.06549092382192612, -0.044361043721437454, 0.027949538081884384, 0.023190267384052277, -0.03476370871067047, 0.018146060407161713, -0.02035745419561863, 0.07265967130661011, 0.02366057224571705, -0.0689065083861351, -0.0491795651614666, -0.02074350230395794, -0.004573726560920477, 0.0018322269897907972, -0.00823073647916317, 0.030111240223050117, 0.04767485707998276, 0.03032592125236988, 0.022364486008882523, 0.03648902475833893, 0.11740823835134506, 0.041299402713775635, -0.015353735536336899, -0.01420604158192873, 0.05900450423359871, -0.04247594624757767, 0.018607236444950104, -0.018355295062065125, -6.526430961131729e-34, 0.013938553631305695, -0.03566848114132881, -0.005255824886262417, -0.014123061671853065, 0.0854581817984581, 0.01197445672005415, -0.012378173880279064, 0.08003149181604385, -0.00212743878364563, 0.013910983689129353, -0.04489880055189133, -0.02055225893855095, -0.010138005018234253, 0.06661722809076309, 0.08791901171207428, -0.05906948447227478, -0.07999725639820099, 0.010848172940313816, -0.0070686787366867065, 0.051582686603069305, 0.06351815164089203, -0.008796858601272106, -0.031033847481012344, -0.12584441900253296, -0.06183391809463501, 0.09581705927848816, 0.06307613849639893, -0.001008357503451407, -0.03771427273750305, 0.019663618877530098, -0.07097595185041428, -0.036014482378959656, 0.006383862346410751, 0.0745733454823494, 0.03270140662789345, -0.015959305688738823, 0.08511730283498764, -0.05532026290893555, -0.008500443771481514, -0.05484093725681305, 0.002502751536667347, 0.007990239188075066, -0.025201471522450447, -0.029998835176229477, -0.04912043362855911, 0.024805251508951187, 0.07304252684116364, -0.035888735204935074, -0.09273193776607513, 0.05541646108031273, 0.042401272803545, 0.054634395986795425, -0.047292858362197876, -0.07544520497322083, 0.004662609659135342, 0.02266785316169262, 0.0005883433041162789, 0.07485165446996689, -0.002500250469893217, 0.00440613366663456, -0.03615986555814743, 0.024277564138174057, 0.04804442077875137, -0.02011069841682911, -0.018334778025746346, 0.06943608075380325, 0.04864926263689995, 0.030000995844602585, -0.013620476238429546, 0.022429930046200752, -0.05909867584705353, 0.032404012978076935, -0.039075128734111786, -0.042268410325050354, 0.06472437083721161, -0.0366569347679615, -0.06375959515571594, -0.08728379756212234, 0.025240177288651466, 0.023419089615345, 0.037469495087862015, -0.006853465922176838, 0.015011533163487911, -0.06389854848384857, -0.06164475157856941, -0.1309061348438263, 0.07392432540655136, -0.019628826528787613, 0.030807916074991226, 0.03366522863507271, -0.002993066096678376, 0.003861942794173956, -0.04583943635225296, 0.031817033886909485, 0.02988911233842373, 4.254366029268442e-35, -0.05963974446058273, 0.025967326015233994, -0.05907738581299782, 0.03372274711728096, -0.06087242811918259, 0.023728445172309875, -0.0252695195376873, 0.029023345559835434, -0.001488106558099389, -0.03233904018998146, 0.058165788650512695, -0.015574274584650993, -0.022736385464668274, -0.04818691685795784, 0.0037863831967115402, 0.045122455805540085, -0.0968296080827713, -0.03238026052713394, 0.04972998425364494, 0.03492916002869606, 0.0204930417239666, 0.05265374854207039, -0.01020078919827938, 0.05955689772963524, 0.03235037624835968, 0.116735078394413, -0.07368871569633484, 0.005723974667489529, 0.007408378180116415, -0.047645628452301025, 0.05688819661736488, -0.05858401581645012, -0.07832223176956177, 0.03181915730237961, -0.0089793149381876, 0.07102778553962708, 0.0172291062772274, -0.020487727597355843, -0.07239111512899399, -0.0780550166964531, 0.09140925109386444, 0.01282375305891037, -0.13822631537914276, 0.03506167605519295, 0.05161174386739731, -0.020659087225794792, -0.014896739274263382, 0.037900496274232864, 0.08839672803878784, 0.03856581449508667, -0.01736805960536003, -0.032257743179798126, -0.020555764436721802, -0.05899997428059578, -0.04547591879963875, -0.03314169868826866, 0.04173893481492996, -0.03809288516640663, 0.036326173692941666, 0.020467987284064293, -0.07130656391382217, -0.05081678554415703, -0.0011250312672927976, -0.1326080709695816, 0.033231258392333984, 0.004032311961054802, -0.029715396463871002, 0.07216788083314896, -0.03025495819747448, -0.041413940489292145, 0.020198358222842216, 0.003334119450300932, -0.05910651013255119, -0.008240515366196632, 0.00219947868026793, 0.03629208356142044, 0.015260724350810051, 0.013529469259083271, 0.010099679231643677, -0.07437941431999207, 0.0004286378971301019, -0.035761985927820206, 0.02734922617673874, 0.03603164479136467, 0.08325725793838501, 0.08696845918893814, -0.014451634138822556, -0.03224878013134003, -0.004409900866448879, 0.06065104901790619, -0.008610566146671772, 0.059959281235933304, -0.025641510263085365, 0.1460602730512619, 0.01791103556752205, -2.4232795325929146e-8, -0.07162640243768692, 0.06083094701170921, 0.023468663915991783, -0.035171400755643845, 0.0006926658097654581, -0.08344412595033646, -0.015054873190820217, 0.17227502167224884, -0.0610218271613121, 0.03492109850049019, -0.032982151955366135, -0.013974779285490513, -0.055688291788101196, 0.07055819779634476, 0.06770429760217667, 0.020259715616703033, 0.034927304834127426, -0.03469861298799515, 0.02402970753610134, -0.01225077360868454, 0.0060859424993395805, 0.030844932422041893, -0.007147540803998709, -0.06315374374389648, -0.08785268664360046, -0.016852697357535362, -0.006873521022498608, -0.004287052899599075, 0.01273825578391552, -0.06332909315824509, 0.01666394993662834, -0.009498019702732563, -0.0007912692381069064, 0.004562811926007271, -0.05491520091891289, 0.09475385397672653, 0.039077866822481155, -0.03236917778849602, -0.04599359631538391, -0.043512970209121704, -0.03910909593105316, 0.06809943914413452, 0.04002636671066284, -0.014003084972500801, 0.0788297951221466, 0.04443236440420151, 0.015491812489926815, -0.026664843782782555, -0.02139587700366974, 0.002793520223349333, 0.07153626531362534, 0.009593622758984566, -0.08946826308965683, 0.009733675979077816, 0.10054727643728256, -0.015995964407920837, 0.02921554073691368, -0.030835755169391632, -0.025789307430386543, 0.01535177230834961, -0.06216421350836754, -0.04658380150794983, -0.011482009664177895, 0.051903754472732544 ]
p
And at the end, the embeddings was not learning any very complex features, so it was not really improving it.
[ "blog", "blog/vector-image-search-rag" ]
11,327
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(27)
[ -0.01565876230597496, -0.07961937040090561, -0.018705621361732483, -0.05520375818014145, -0.12670908868312836, -0.1050325557589531, -0.07960786670446396, 0.028717420995235443, -0.1618826985359192, -0.06111191213130951, -0.01006033830344677, 0.01632722280919552, -0.05804317444562912, -0.04591591656208038, 0.03725288063287735, 0.09412209689617157, 0.03426271677017212, 0.08635445684194565, -0.028920160606503487, -0.057660508900880814, -0.03975126892328262, -0.07109877467155457, 0.019460514187812805, 0.005340666975826025, -0.08782431483268738, 0.04634224623441696, -0.08141881972551346, 0.06301990151405334, 0.006481908727437258, -0.10369709879159927, -0.015964562073349953, 0.08822491765022278, 0.007943941280245781, -0.0627531185746193, 0.01003267616033554, -0.002895199693739414, 0.006674252450466156, 0.03212495520710945, -0.023231491446495056, -0.027701973915100098, 0.047940127551555634, -0.002265224466100335, 0.10080217570066452, -0.0005925216828472912, -0.005332630593329668, 0.010824523866176605, 0.02886899560689926, 0.008482328616082668, 0.0634748712182045, -0.07874122262001038, -0.0325712114572525, -0.1253037452697754, -0.013226351700723171, -0.03198479115962982, 0.0617959126830101, 0.0475347675383091, -0.05667799711227417, 0.057425662875175476, 0.023164017125964165, -0.11726520210504532, -0.013774743303656578, 0.047711603343486786, -0.05166693776845932, -0.014832278713583946, 0.00776573596522212, -0.03258391469717026, 0.06763378530740738, -0.0031348110642284155, 0.06912592798471451, 0.09621992707252502, -0.006941522471606731, -0.03926587477326393, -0.020482681691646576, 0.037044841796159744, 0.037882134318351746, 0.10944359004497528, 0.05434245988726616, -0.032694507390260696, 0.11095792055130005, 0.0032940905075520277, -0.059964925050735474, -0.04326615110039711, -0.0036039927508682013, -0.018240628764033318, 0.022601282224059105, -0.021544573828577995, 0.0328383594751358, -0.05725012719631195, 0.026191534474492073, -0.017916589975357056, 0.10686993598937988, 0.04007697105407715, -0.054706454277038574, 0.001180688152089715, -0.0042038001120090485, 0.07653326541185379, 0.016255030408501625, -0.0029774585273116827, -0.005196594167500734, 0.09668704122304916, 0.018262431025505066, -0.06768935918807983, 0.011946938000619411, 0.015972312539815903, -0.08274026215076447, -0.011785713024437428, 0.05028771981596947, 0.16426125168800354, -0.04857021942734718, -0.06453125923871994, -0.046063296496868134, 0.0617503747344017, 0.009609861299395561, 0.039456941187381744, 0.0018295740010216832, 0.004198232665657997, -0.05257454141974449, -0.022461337968707085, -0.010675227269530296, 0.021317550912499428, -0.07126018404960632, -0.04782239720225334, 0.011625862680375576, -0.018386973068118095, -0.07266220450401306, 0.08802231401205063, -0.06848231703042984, 9.939084834465723e-34, -0.015837520360946655, 0.07070127874612808, -0.027599621564149857, -0.02475777640938759, -0.0539851114153862, 0.005305066239088774, -0.06117592379450798, 0.0362682119011879, -0.016969187185168266, 0.009657676331698895, -0.024448487907648087, 0.019258549436926842, -0.03802977874875069, -0.012384966015815735, 0.0064559015445411205, -0.12523920834064484, 0.005107683129608631, 0.016574440523982048, -0.039820075035095215, 0.027225816622376442, -0.0027904764283448458, 0.0057512568309903145, 0.023750903084874153, -0.04346451535820961, 0.09447560459375381, 0.055071089416742325, 0.06760185956954956, 0.025240367278456688, -0.00861881673336029, 0.029154257848858833, 0.01043065544217825, -0.00696838041767478, -0.02837623655796051, -0.009676502086222172, -0.07639288902282715, 0.018551556393504143, 0.013411258347332478, 0.015147171914577484, -0.042231347411870956, -0.03561783954501152, 0.059078481048345566, 0.06907053291797638, 0.022679520770907402, -0.02074737474322319, 0.05032113939523697, 0.029593875631690025, -0.03792887181043625, 0.03783346712589264, -0.02089114300906658, -0.008376576006412506, -0.01308488380163908, 0.01983064040541649, -0.042645495384931564, 0.0497758723795414, 0.02004190906882286, 0.039289690554142, 0.06252135336399078, -0.0229266956448555, -0.012066541239619255, 0.07959724217653275, 0.019930372014641762, 0.01957366056740284, 0.030186479911208153, 0.018439827486872673, 0.08060790598392487, 0.003480777610093355, -0.04895968735218048, -0.005257238633930683, -0.052118659019470215, -0.052559155970811844, -0.030002059414982796, -0.08040076494216919, 0.06654426455497742, 0.02545715495944023, 0.06178455427289009, -0.0475199893116951, 0.03073594532907009, 0.00801893137395382, -0.023394454270601273, -0.13290831446647644, 0.0742221251130104, 0.10237470269203186, -0.051093168556690216, 0.027491675689816475, 0.008369332179427147, -0.02957630529999733, -0.010836242698132992, -0.040431927889585495, -0.04396874085068703, 0.03448766469955444, -0.0310866329818964, 0.015822771936655045, -0.04119560122489929, -0.020144043490290642, -0.023152193054556847, -1.4025935227519186e-33, 0.0038958874065428972, 0.0148377800360322, 0.08974190801382065, 0.07440999150276184, 0.00890225637704134, 0.040166303515434265, 0.03371571749448776, -0.0322633795440197, 0.029981624335050583, -0.0017172200605273247, 0.024411087855696678, -0.0761527344584465, -0.032809339463710785, -0.0624384731054306, -0.07677652686834335, 0.01985137350857258, -0.0897277221083641, -0.03177648410201073, 0.0692412406206131, 0.0032410777639597654, 0.030655311420559883, 0.10326389968395233, 0.07544500380754471, 0.02014915458858013, -0.07501443475484848, 0.00019569262803997844, -0.035802118480205536, 0.045526567846536636, -0.030009828507900238, 0.01038555521517992, 0.01617056503891945, -0.0538259893655777, -0.006379673723131418, 0.02017323672771454, 0.04427863657474518, 0.030911996960639954, 0.07221486419439316, -0.008321356028318405, 0.06017082929611206, -0.009083429351449013, 0.02458161860704422, 0.06394460797309875, -0.0648866593837738, -0.019698863849043846, -0.0006218493217602372, 0.003130384022369981, -0.02927999384701252, -0.058705806732177734, -0.005231315735727549, 0.07138875126838684, -0.001125322305597365, -0.06573379039764404, -0.06183597072958946, -0.08179236203432083, -0.06674230843782425, -0.005220335442572832, 0.11801256239414215, -0.014821329154074192, -0.041111137717962265, 0.0972348153591156, -0.08644682914018631, -0.002835682360455394, -0.013200536370277405, -0.030475333333015442, 0.06697075068950653, 0.06287834793329239, 0.06989659368991852, -0.02766968123614788, 0.052846021950244904, 0.07663196325302124, -0.009124722331762314, 0.043326642364263535, -0.004616785794496536, -0.021776504814624786, 0.0410236157476902, -0.03815052658319473, -0.07898344844579697, -0.006604186724871397, -0.028268499299883842, -0.018735339865088463, 0.00673246942460537, -0.04403843730688095, 0.01443901564925909, 0.053793665021657944, 0.039482343941926956, 0.06761550903320312, 0.0456826388835907, 0.01827806793153286, -0.006643190514296293, -0.017160728573799133, 0.0371931828558445, 0.009460130706429482, 0.08445707708597183, 0.04404603689908981, 0.013386514969170094, -4.0199857664902083e-8, -0.0037407667841762304, -0.012464922852814198, -0.03957006707787514, 0.082148976624012, 0.025175506249070168, -0.004837474320083857, -0.12324046343564987, 0.08073480427265167, -0.013560294173657894, -0.07372340559959412, 0.038256775587797165, -0.02934364043176174, -0.04666712135076523, 0.09958798438310623, 0.06295213103294373, -0.02331906370818615, -0.003739242674782872, 0.03611041232943535, -0.07610280811786652, -0.030798766762018204, -0.0626879334449768, 0.06753745675086975, 0.08945079892873764, 0.011372298933565617, 0.037353597581386566, -0.06802504509687424, 0.03525492176413536, -0.004737059585750103, 0.006267385557293892, -0.011232667602598667, -0.007226321380585432, -0.01714695431292057, 0.02678295597434044, 0.04143263399600983, -0.0037529263645410538, 0.0125454505905509, -0.07320389151573181, 0.016095628961920738, -0.0017627922352403402, 0.06642407178878784, -0.053220849484205246, 0.02797969989478588, -0.030233779922127724, 0.06207719072699547, 0.03867766633629799, -0.10839027166366577, 0.023869678378105164, -0.013956482522189617, -0.07359670102596283, -0.041531190276145935, 0.04007557034492493, 0.09103932976722717, 0.013862191699445248, -0.04357355833053589, -0.045599114149808884, 0.02076600305736065, -0.04862697049975395, 0.01775265857577324, -0.004932601470500231, 0.03969540446996689, -0.07029806822538376, -0.10598864406347275, -0.10776761174201965, -0.0423569418489933 ]
p
So jumping onto the areas of improvement, knowing all of that, the first thing I would do if I had to do it again will be to use the managed milboss for a better fine tuning, it would be to labyd hard examples, hard pairs.
[ "blog", "blog/vector-image-search-rag" ]
11,328
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(27)
[ -0.01792546920478344, -0.03830346092581749, -0.000858125917147845, -0.019042396917939186, 0.01988346502184868, 0.04727286845445633, -0.050434570759534836, 0.0495949424803257, 0.060726508498191833, -0.07058238983154297, -0.03815331310033798, 0.01040826365351677, 0.06806398183107376, -0.009518103674054146, -0.030516553670167923, -0.03633027523756027, 0.04581712931394577, 0.03753175958991051, -0.04963001608848572, -0.011304156854748726, 0.016076618805527687, -0.06106345355510712, -0.02885184995830059, -0.026462797075510025, -0.018547846004366875, -0.04828694835305214, 0.02040191739797592, 0.019828148186206818, -0.03704088181257248, 0.025705013424158096, -0.013300640508532524, 0.09496119618415833, 0.01851806230843067, 0.06618856638669968, -0.055778246372938156, 0.023160399869084358, -0.04483819007873535, 0.014279354363679886, 0.04634609445929527, -0.04460669308900833, -0.027763091027736664, 0.003597424365580082, 0.04662695527076721, -0.0004393117851577699, -0.029240820556879044, 0.021989159286022186, -0.02825774997472763, 0.023885313421487808, -0.01947697065770626, -0.04412604123353958, -0.0707341730594635, 0.014122134074568748, -0.0380854569375515, -0.04971033334732056, 0.025448735803365707, 0.11709711700677872, 0.0005825187545269728, -0.018257759511470795, -0.0008705424843356013, 0.01037340797483921, 0.05236139893531799, -0.07110770046710968, -0.0610879585146904, -0.007746045012027025, 0.11705441772937775, -0.06647393107414246, 0.011614175513386726, -0.0321769155561924, -0.023631054908037186, 0.05189647153019905, -0.019355883821845055, 0.007703025359660387, -0.027300458401441574, 0.07704341411590576, 0.00042404356645420194, 0.08824274688959122, 0.02455843798816204, -0.08083561807870865, -0.03456365689635277, 0.021801549941301346, -0.09265764057636261, -0.04632768779993057, 0.011378712020814419, 0.03717169538140297, 0.1358460932970047, -0.05647730082273483, 0.016054324805736542, -0.08365418016910553, 0.03926033154129982, -0.04810136929154396, -0.00927688181400299, -0.008639981038868427, -0.026927025988698006, -0.05904030427336693, 0.09299235045909882, 0.09255477041006088, 0.026555649936199188, 0.08117391169071198, 0.03670350834727287, 0.01815718226134777, -0.01874551549553871, 0.09100516140460968, 0.008554632775485516, 0.008686183951795101, 0.07636313885450363, -0.00433383509516716, 0.023911943659186363, 0.012546687386929989, 0.07246577739715576, -0.12368743866682053, 0.011262113228440285, -0.04336877539753914, 0.06928602606058121, 0.061870500445365906, 0.001742630498483777, -0.015621508471667767, 0.024538198485970497, -0.021133430302143097, -0.031191781163215637, 0.06368271261453629, -0.07104882597923279, -0.01676596887409687, 0.0038933814503252506, -0.08460114151239395, -0.0797693133354187, 0.01993141509592533, -0.04045501723885536, -1.0187159141882343e-33, 0.05740044638514519, 0.03630786016583443, 0.011449913494288921, -0.036250095814466476, -0.02300301566720009, -0.08746375143527985, -0.1463092416524887, 0.009593387134373188, -0.009652362205088139, 0.03538323566317558, -0.08165410161018372, 0.06352128833532333, 0.006207752972841263, 0.021097764372825623, -0.04806731641292572, 0.04533052816987038, -0.053899332880973816, -0.007959730923175812, -0.08147291094064713, 0.06286469846963882, 0.07284523546695709, -0.06669057160615921, -0.009425892494618893, -0.05923779308795929, -0.0124203534796834, 0.06063461676239967, -0.0030669174157083035, 0.00011929218453587964, 0.00718269869685173, -0.0176765788346529, -0.04539770260453224, 0.05616749823093414, 0.029352812096476555, -0.012501560151576996, 0.04861573874950409, 0.012300584465265274, 0.029690776020288467, -0.01137915626168251, 0.005834817420691252, -0.07127968221902847, -0.041989345103502274, 0.010813566856086254, -0.05731625482439995, -0.040399037301540375, 0.05390086770057678, 0.05562828108668327, 0.02015889808535576, -0.05331387370824814, -0.071598581969738, 0.020706599578261375, 0.05440865457057953, 0.011617012321949005, -0.05039310082793236, 0.06341433525085449, -0.0934409499168396, 0.031766586005687714, 0.031150350347161293, -0.03814798593521118, 0.029439125210046768, 0.09720473736524582, 0.0021464976016432047, -0.0265884380787611, -0.01737467758357525, -0.05921238288283348, 0.03430544584989548, 0.02269326150417328, -0.013677483424544334, -0.03775820881128311, 0.012678788974881172, 0.06964781880378723, 0.04509745165705681, 0.011409123428165913, -0.1073707863688469, -0.05234381556510925, 0.03945707157254219, -0.07721512764692307, 0.01978638395667076, 0.024038413539528847, 0.039657335728406906, -0.03990846127271652, -0.08370540291070938, 0.014717428013682365, -0.009044231846928596, -0.11138828098773956, -0.08601568639278412, -0.057653091847896576, 0.038389891386032104, -0.05606122687458992, -0.05322357639670372, 0.0032233900856226683, 0.0759071409702301, 0.04156641289591789, -0.02959396131336689, -0.011940078809857368, 0.068309485912323, 5.674746733052595e-34, -0.068283312022686, 0.000671252200845629, 0.05933576077222824, 0.04829708859324455, -0.02163083106279373, -0.0728842243552208, 0.04928816109895706, -0.07261762022972107, -0.01551765762269497, 0.03842179477214813, 0.04499197006225586, -0.026273436844348907, 0.028556929901242256, -0.037860024720430374, -0.04008781537413597, -0.04888647422194481, 0.030259722843766212, -0.0033477034885436296, 0.05340908095240593, 0.02035949006676674, 0.10976558178663254, -0.012943134643137455, -0.042199451476335526, 0.003461412852630019, -0.057209692895412445, 0.04093023017048836, 0.017285704612731934, -0.1368848830461502, -0.09813760966062546, -0.041239574551582336, 0.05941847339272499, 0.06105242297053337, -0.05312101170420647, -0.0034193226601928473, -0.00945549551397562, 0.03592947870492935, -0.05753260478377342, -0.036531902849674225, 0.008539378643035889, 0.05789659172296524, -0.057155314832925797, 0.046850744634866714, -0.09043858200311661, -0.023638518527150154, -0.023118283599615097, -0.05871507525444031, 0.02478994056582451, -0.03488066792488098, 0.07713771611452103, -0.030140498653054237, 0.08389777690172195, 0.025901058688759804, -0.037095021456480026, -0.028847703710198402, -0.0461793877184391, -0.036899715662002563, -0.05645689368247986, 0.09120021015405655, -0.0031088527757674456, 0.11227532476186752, 0.04233131930232048, 0.02951577864587307, -0.0363188274204731, 0.12272673845291138, 0.012203655205667019, -0.004290308803319931, -0.015548951923847198, 0.06720036268234253, 0.04046057537198067, 0.0861971527338028, -0.08344348520040512, -0.0623856857419014, 0.0040510171093046665, 0.007195689715445042, -0.014616178348660469, -0.09285735338926315, -0.045861393213272095, 0.042243387550115585, -0.006150458008050919, -0.004797074478119612, -0.022071052342653275, -0.011147957295179367, 0.032061729580163956, 0.07219421863555908, -0.038327477872371674, 0.07403317093849182, -0.05520495027303696, 0.07819647341966629, -0.053130071610212326, 0.04124772548675537, -0.05928005650639534, 0.021064791828393936, 0.02399814873933792, -0.0498385988175869, -0.0958990529179573, -4.036712297761369e-8, -0.061452314257621765, -0.04206734150648117, 0.002813491504639387, 0.00607633963227272, -0.022218916565179825, 0.046508487313985825, -0.04337892681360245, 0.10048161447048187, -0.017657235264778137, 0.031280603259801865, -0.008606567978858948, -0.00022095369058661163, -0.09578024595975876, 0.048414770513772964, 0.07636744529008865, 0.013125495053827763, 0.017533648759126663, 0.011289467103779316, -0.008249468170106411, 0.06687793135643005, -0.016439028084278107, 0.046436816453933716, 0.00797268096357584, 0.05713643878698349, 0.01139043178409338, 0.048699356615543365, 0.0007275458774529397, 0.03051368147134781, -0.04155236482620239, 0.04818622022867203, 0.02135796658694744, -0.011074296198785305, 0.08778978884220123, -0.0810440257191658, 0.14315246045589447, 0.13708677887916565, -0.04184240102767944, -0.0024894527159631252, 0.009536035358905792, 0.028462335467338562, 0.011507328599691391, 0.0324307344853878, -0.018829118460416794, 0.06614872813224792, 0.09600738435983658, 0.029464496299624443, 0.08621083945035934, 0.015381649136543274, -0.06419730186462402, -0.026310238987207413, 0.05943060666322708, 0.01139267347753048, -0.05450478568673134, -0.024256667122244835, -0.060378435999155045, -0.04555929824709892, -0.017832396551966667, 0.011821243911981583, 0.0914715975522995, -0.06832709163427353, 0.0788898766040802, -0.01779385656118393, -0.014504661783576012, 0.011905861087143421 ]
p
So, for instance, you know that when you have a matching pair where the similarity score is not too high or not too low, you know, it’s where the model kind of struggles and you will find some good matching and also some mistakes.
[ "blog", "blog/vector-image-search-rag" ]
11,329
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(27)
[ 0.011856158263981342, -0.04772717133164406, 0.0023963835556060076, 0.022185595706105232, -7.690479719713039e-7, -0.044708725064992905, -0.0477713979780674, 0.0057011437602341175, -0.016067583113908768, 0.005439587403088808, -0.03590429574251175, 0.06390111893415451, 0.04357293248176575, 0.019307957962155342, -0.015010001137852669, -0.029875822365283966, 0.060605306178331375, 0.00897970236837864, -0.08912738412618637, -0.08224591612815857, 0.05300808697938919, 0.004354903940111399, 0.07950910925865173, -0.012163499370217323, -0.07808712124824524, 0.019345393404364586, -0.008612450212240219, 0.047926582396030426, 0.05522612854838371, -0.09267789125442505, 0.0013838146114721894, 0.08729111403226852, 0.03371240943670273, 0.013272080570459366, -0.07256791740655899, 0.06539484113454819, -0.00040130835259333253, 0.027123596519231796, -0.005938665941357613, -0.04505971074104309, -0.08448949456214905, 0.007874347269535065, 0.05405079200863838, -0.013216505758464336, 0.07054243236780167, -0.019419798627495766, -0.02098650485277176, -0.16577962040901184, 0.03024808131158352, -0.04122253507375717, -0.07922955602407455, -0.11558499187231064, -0.017724549397826195, -0.042350977659225464, 0.01860121265053749, 0.15261231362819672, 0.04437367245554924, -0.054079003632068634, -0.020448898896574974, -0.04369877651333809, 0.019155114889144897, -0.02851245552301407, -0.10180538892745972, -0.0013670750195160508, 0.09899339824914932, -0.04004368185997009, -0.046581510454416275, 0.03911275044083595, 0.03777416795492172, -0.10762906819581985, 0.005568152293562889, -0.004924670793116093, 0.042817868292331696, 0.006313694175332785, 0.11317074298858643, -0.028898438438773155, 0.002604302018880844, -0.026877328753471375, 0.04128836840391159, 0.062212225049734116, -0.004070053342729807, -0.007343879900872707, -0.016256434842944145, -0.0013871622504666448, 0.0521642230451107, -0.08700772374868393, -0.011323598213493824, -0.07664711773395538, 0.08368340879678726, 0.0044287205673754215, 0.038070570677518845, -0.015227989293634892, -0.026712574064731598, -0.01300931628793478, -0.025205591693520546, 0.044167906045913696, 0.03403738886117935, -0.04683249071240425, 0.012655028142035007, 0.024656299501657486, -0.018611401319503784, 0.00825874786823988, 0.008768999017775059, 0.028302233666181564, -0.024051157757639885, -0.038931235671043396, 0.04554451256990433, 0.06195055693387985, 0.0044641923159360886, -0.08283033967018127, -0.07104586064815521, 0.018425824120640755, 0.05390555039048195, -0.005828686524182558, 0.018560970202088356, 0.03837791085243225, -0.00013673376815859228, -0.032696109265089035, -0.061011720448732376, 0.06622128188610077, 0.021048666909337044, -0.0055379718542099, -0.003193503012880683, 0.04483257979154587, 0.006928606424480677, -0.05224495008587837, -0.10244934260845184, -3.3370095261616336e-33, 0.06214224919676781, 0.02695082500576973, 0.03661687299609184, 0.014572275802493095, 0.09592173248529434, -0.014188001863658428, -0.0485713928937912, 0.02210930734872818, 0.021392514929175377, 0.03673313558101654, 0.0033755931071937084, 0.04192107543349266, -0.01994181238114834, 0.08523327857255936, 0.05974028632044792, -0.08118832856416702, -0.08275159448385239, 0.05858578905463219, -0.0614556148648262, -0.004559314344078302, 0.04893657565116882, -0.10867812484502792, -0.012176509946584702, -0.0887569710612297, 0.009173441678285599, 0.14928637444972992, 0.08003684878349304, 0.006430729757994413, -0.0317651592195034, 0.03456687927246094, -0.021171117201447487, 0.05162676051259041, -0.09434567391872406, -0.03258367255330086, 0.0028455150313675404, 0.07787539064884186, 0.06852272897958755, -0.02919687330722809, 0.09308292716741562, 0.005591163411736488, 0.016200615093111992, -0.01559953112155199, 0.01723880134522915, 0.004095354583114386, -0.04907907173037529, 0.02971123531460762, 0.0898766815662384, -0.029074471443891525, -0.0869249626994133, 0.037723708897829056, -0.03534562140703201, -0.027632910758256912, 0.08672354370355606, -0.0665525496006012, 0.06589161604642868, 0.05975707247853279, 0.025612439960241318, -0.0481686107814312, 0.012050132267177105, 0.043621279299259186, 0.004285108298063278, -0.01878790371119976, -0.05098714679479599, 0.053047820925712585, -0.010394081473350525, 0.03415083512663841, -0.011344361118972301, 0.019633125513792038, 0.12822894752025604, 0.05958341807126999, -0.07158582657575607, 0.017522457987070084, -0.03360920399427414, -0.02006564848124981, -0.011229067109525204, -0.026104843243956566, -0.030105849727988243, -0.04571027681231499, 0.0013226823648437858, -0.01250707358121872, -0.0025447786320000887, 0.017998354509472847, -0.04640460014343262, -0.008172905072569847, -0.0034225373528897762, -0.05602608993649483, 0.025941194966435432, -0.09467680007219315, -0.05046754702925682, 0.0012049045180901885, -0.030381321907043457, -0.0671740174293518, 0.012090258300304413, 0.03185737505555153, 0.008931364864110947, 1.8255548491125054e-33, -0.04564472660422325, -0.07608725130558014, -0.08449185639619827, 0.005484661553055048, 0.05794021114706993, -0.02469574101269245, -0.017162811011075974, -0.020823324099183083, -0.04447852075099945, 0.10432370752096176, -0.045267023146152496, 0.0277565885335207, -0.06937599182128906, -0.003758857026696205, 0.06667350977659225, -0.017684346064925194, -0.062261346727609634, -0.07125835120677948, -0.00784135702997446, -0.006966049782931805, -0.03847783803939819, 0.10188422352075577, -0.06978707015514374, -0.021265940740704536, -0.012318876571953297, 0.04057459905743599, -0.1533496230840683, 0.010367889888584614, 0.027598107233643532, 0.07118399441242218, -0.03435274586081505, -0.09690054506063461, 0.020148396492004395, -0.01958155445754528, -0.049699846655130386, 0.0852605551481247, 0.015895234420895576, -0.08890783786773682, 0.02231021597981453, 0.03852599859237671, -0.0010789233492687345, -0.06929147988557816, -0.08301185071468353, -0.012861642055213451, 0.0007693108054809272, -0.008923816494643688, 0.03674096614122391, 0.04068396985530853, -0.04411662369966507, -0.013895314186811447, 0.0054084607400000095, -0.0030027194879949093, 0.015006872825324535, -0.07500367611646652, -0.00003080789974774234, 0.054518960416316986, -0.018233230337500572, -0.00020069560559932142, 0.030182737857103348, 0.028872983530163765, 0.0025057701859623194, 0.01216923352330923, -0.025396566838026047, 0.016947397962212563, -0.020742781460285187, -0.01490405946969986, -0.050187721848487854, 0.021751856431365013, -0.005186982918530703, -0.013768560253083706, -0.043676067143678665, -0.004204899538308382, -0.004888672381639481, 0.02390257827937603, -0.03016398847103119, -0.08786489814519882, 0.017693430185317993, 0.0013227671151980758, -0.02744915336370468, -0.08665178716182709, -0.014401269145309925, -0.11044517904520035, -0.005863866303116083, 0.0096883624792099, 0.038238923996686935, -0.00851926114410162, -0.03160872310400009, 0.08605211228132248, -0.0010178202064707875, -0.04707356542348862, -0.009903927333652973, 0.06252790242433548, -0.029485709965229034, 0.05421270802617073, -0.06985655426979065, -3.0981702536792e-8, -0.03783350810408592, 0.027160894125699997, 0.07454897463321686, 0.020078232511878014, 0.009104431606829166, 0.018085723742842674, -0.002670835005119443, 0.08589866757392883, -0.03470918536186218, 0.05118945986032486, 0.04388723149895668, -0.04632009565830231, -0.01760691963136196, 0.04449600726366043, 0.12292453646659851, 0.06760747730731964, 0.09895968437194824, 0.06258419901132584, -0.04956475645303726, 0.010114057920873165, 0.08175887167453766, 0.07636158913373947, -0.004237836692482233, -0.034528397023677826, -0.0027623469941318035, -0.059209998697042465, -0.026618916541337967, 0.09708219021558762, 0.02607576549053192, -0.03922497481107712, 0.02696956694126129, 0.066447913646698, 0.03353919833898544, 0.06689447164535522, 0.0588635690510273, 0.07369190454483032, -0.02169371210038662, -0.03608988970518112, -0.044515013694763184, -0.045793335884809494, -0.020367514342069626, 0.0010364361805841327, 0.06317911297082901, 0.11343187838792801, 0.016471467912197113, 0.059609465301036835, -0.007933998480439186, -0.06723529100418091, 0.08141571283340454, -0.0023212977685034275, -0.07287675887346268, 0.07879911363124847, -0.03478618338704109, 0.004075482953339815, 0.03939726576209068, 0.08821818232536316, 0.003395387902855873, -0.054740674793720245, -0.06194000318646431, 0.05900159478187561, 0.0293177030980587, 0.05513729527592659, -0.08513765037059784, 0.01909397915005684 ]
p
So it’s where it kind of is interesting to level to then be able to fine tune your model and make it learn more complex things according to your tasks.
[ "blog", "blog/vector-image-search-rag" ]
11,330
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(27)
[ 0.010944993235170841, -0.09453798085451126, -0.07708133012056351, -0.07040826231241226, -0.05264374613761902, 0.00813149381428957, 0.02022709883749485, -0.03996727615594864, -0.058970000594854355, -0.13785448670387268, -0.04650653153657913, -0.04002044349908829, 0.026403039693832397, 0.06249373033642769, 0.013121543452143669, 0.028393803164362907, 0.054414600133895874, 0.09268642216920853, -0.053912658244371414, -0.08456598967313766, 0.02923198603093624, 0.04556502401828766, 0.055315304547548294, 0.014481729827821255, -0.06373415142297745, 0.023700056597590446, -0.05701499804854393, 0.005844415631145239, 0.0030066417530179024, -0.055586427450180054, -0.025186480954289436, 0.10469238460063934, -0.022333979606628418, 0.016507448628544807, -0.027628473937511444, 0.009291925467550755, -0.08456899225711823, 0.10567066818475723, 0.02555866166949272, 0.008246009238064289, -0.0467633418738842, 0.033048857003450394, 0.0344148725271225, 0.0048211123794317245, 0.013223041780292988, 0.01722192019224167, -0.08681593835353851, -0.055935733020305634, -0.059802524745464325, 0.04313330352306366, -0.07369917631149292, -0.06444384157657623, -0.05784635990858078, 0.029156114906072617, -0.02208021841943264, 0.01255287416279316, 0.0034318403340876102, -0.0632065013051033, 0.017081575468182564, 0.005495510529726744, -0.01650707982480526, -0.019344711676239967, -0.03272940590977669, -0.01113974116742611, 0.04208672419190407, 0.08172854781150818, -0.03263191506266594, 0.051661547273397446, 0.015249931253492832, -0.015492144040763378, 0.019299836829304695, 0.018794938921928406, 0.03417554125189781, 0.06704657524824142, 0.007670620921999216, 0.07478673756122589, 0.013195391744375229, -0.008043210953474045, 0.03562990203499794, -0.04743368551135063, -0.02036990411579609, 0.051538608968257904, -0.028942283242940903, -0.011700407601892948, 0.12087031453847885, -0.028971638530492783, -0.002323049819096923, -0.011209700256586075, -0.026371290907263756, 0.04714614525437355, -0.038804955780506134, -0.016042741015553474, 0.08703187853097916, -0.09772146493196487, -0.1177293062210083, 0.049581438302993774, -0.0017291466938331723, -0.06014794856309891, 0.034647464752197266, 0.04065633937716484, -0.04240666702389717, 0.015575309284031391, 0.05792532488703728, 0.006877351552248001, -0.005247221793979406, -0.011633620597422123, 0.05487299710512161, 0.0038912033196538687, 0.08529551327228546, -0.13422948122024536, -0.07797304540872574, 0.0347430482506752, -0.045048557221889496, -0.025784319266676903, 0.02450416050851345, 0.05479583889245987, 0.009067302569746971, -0.040351901203393936, 0.063882015645504, 0.07619252800941467, -0.09520093351602554, -0.04388957470655441, -0.02674179896712303, -0.03912566229701042, 0.05606384947896004, 0.07004660367965698, -0.07500317692756653, 8.734748627720057e-34, 0.0016594365006312728, 0.011322365142405033, 0.00038241903530433774, 0.009044323116540909, 0.014407544396817684, -0.014447907917201519, -0.09413538873195648, -0.00931779108941555, 0.0030324046965688467, -0.01221221312880516, 0.05257780849933624, 0.05909627676010132, -0.038854971528053284, 0.08973634243011475, 0.020157525315880775, -0.045652925968170166, 0.04025593027472496, 0.0984039232134819, -0.0072265067137777805, -0.03978860378265381, -0.046869635581970215, 0.0037710298784077168, 0.028057187795639038, -0.0792011097073555, 0.08014807105064392, -0.032996222376823425, -0.0011119605042040348, -0.017099658027291298, 0.059746772050857544, -0.011790337972342968, -0.021986475214362144, -0.02076989784836769, 0.0021055678371340036, 0.005809517111629248, -0.005533188581466675, -0.03686942905187607, -0.10538360476493835, 0.042326394468545914, 0.043815456330776215, 0.008183577097952366, -0.057835470885038376, 0.004817428532987833, 0.028635019436478615, -0.04420795291662216, 0.034682877361774445, 0.033974673599004745, -0.0655096024274826, -0.03776763007044792, -0.04613177478313446, -0.0419684536755085, 0.00439759436994791, -0.023847894743084908, 0.034370291978120804, 0.0036567123606801033, -0.026968909427523613, 0.02787262573838234, 0.04401351884007454, 0.02339242771267891, -0.030192077159881592, 0.029797786846756935, -0.036841485649347305, 0.031373944133520126, -0.04879444092512131, -0.034776147454977036, 0.01796293444931507, 0.02359551563858986, 0.02883651852607727, -0.03262344375252724, 0.05420045182108879, 0.02885931357741356, -0.040103062987327576, -0.026514997705817223, 0.04369952157139778, -0.021645430475473404, -0.016221387311816216, -0.014048511162400246, -0.022086897864937782, -0.03875194117426872, -0.028951387852430344, 0.03164750337600708, -0.004697558004409075, -0.03416002169251442, 0.040196217596530914, 0.022490577772259712, -0.022019008174538612, -0.07124882191419601, 0.008604184724390507, -0.04950909689068794, -0.0885077491402626, 0.04470193758606911, -0.08979496359825134, 0.08349993824958801, -0.06366205215454102, 0.005521304905414581, 0.005503328051418066, -2.5398351751820372e-33, -0.04984099045395851, -0.03698527812957764, 0.04200955480337143, 0.10791715979576111, 0.07315049320459366, 0.028227396309375763, 0.04158174991607666, 0.014039639383554459, 0.0013511324068531394, 0.012652182020246983, 0.0030333390459418297, -0.049383752048015594, -0.017690686509013176, -0.026845093816518784, -0.06517164409160614, 0.00719161331653595, -0.07849696278572083, 0.050004806369543076, 0.07296781241893768, 0.12586842477321625, -0.019916730001568794, 0.13663597404956818, -0.08309625089168549, 0.05211484432220459, 0.01665666326880455, 0.04134834557771683, -0.06141313165426254, -0.015539396554231644, -0.046154722571372986, 0.03268248960375786, -0.07735742628574371, -0.0429358035326004, 0.06944262236356735, -0.016123507171869278, 0.012533677741885185, -0.009178888984024525, 0.07604708522558212, -0.04784511402249336, -0.047731153666973114, 0.10196419805288315, 0.0007131540332920849, 0.06982315331697464, -0.05078604817390442, -0.008165211416780949, -0.030369829386472702, -0.08321020752191544, -0.07913292199373245, 0.04503244534134865, -0.02411295287311077, 0.06735249608755112, -0.016609778627753258, -0.014212198555469513, -0.040944285690784454, -0.03497163578867912, 0.0037064983043819666, -0.07197067141532898, -0.018075384199619293, -0.09752776473760605, 0.019772734493017197, 0.028634071350097656, -0.060289446264505386, -0.002239852212369442, 0.06495107710361481, -0.03963854908943176, 0.09242475032806396, -0.034118421375751495, -0.026679815724492073, -0.03921058773994446, -0.010470525361597538, 0.017939573153853416, 0.14008136093616486, 0.04079121723771095, -0.05403534695506096, 0.028476284816861153, -0.04812398925423622, -0.07554646581411362, 0.01743382029235363, -0.02979103848338127, -0.03616520017385483, -0.030151914805173874, 0.08826259523630142, -0.046617619693279266, 0.016007207334041595, 0.14680573344230652, -0.05289752036333084, 0.08178923279047012, 0.008944571018218994, 0.041047386825084686, 0.09503884613513947, -0.07291388511657715, 0.018016882240772247, 0.03849410265684128, 0.02820817567408085, 0.048425186425447464, -0.0937143862247467, -2.013807964829084e-8, 0.00360360206104815, -0.06075385585427284, 0.007519975770264864, 0.050904057919979095, -0.009041806682944298, -0.022251157090067863, -0.04948423430323601, 0.04264736548066139, -0.008889549411833286, 0.008939067833125591, 0.0019540751818567514, 0.00011979019473074004, -0.07331684231758118, 0.02651531621813774, -0.0057632457464933395, -0.05111776292324066, 0.02352399006485939, 0.08071322739124298, -0.03535953536629677, 0.06732228398323059, 0.015190044417977333, 0.08423586189746857, 0.05574731528759003, 0.05674375221133232, 0.035340942442417145, -0.08084370195865631, -0.02602260746061802, -0.03058081865310669, 0.0644499659538269, -0.015420078299939632, 0.04020717740058899, 0.019641347229480743, -0.003973884042352438, -0.049690816551446915, 0.08671653270721436, 0.08211354166269302, -0.11249671131372452, -0.0390871986746788, -0.07890523225069046, 0.07776308804750443, -0.018719039857387543, 0.065970778465271, -0.0846051499247551, 0.05150295048952103, 0.10877697169780731, -0.06537382304668427, 0.059977296739816666, -0.09666717797517776, 0.04889566823840141, -0.017590129747986794, -0.022763768211007118, 0.01012583076953888, -0.022527065128087997, -0.04015977680683136, -0.004748466424643993, 0.04414229094982147, -0.020045483484864235, 0.0007697212276980281, 0.037472646683454514, 0.09846211224794388, 0.030736951157450676, -0.03632647171616554, 0.04853999987244606, 0.010021206922829151 ]
p
Another possibility for fine tuning will be some sort of multilabel classification.
[ "blog", "blog/vector-image-search-rag" ]
11,331
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(27)
[ -0.003330997424200177, -0.01963440328836441, -0.05379616096615791, 0.006417271215468645, 0.03457707166671753, 0.05725700408220291, 0.06686694175004959, -0.028746942058205605, -0.007971586659550667, 0.06067425385117531, 0.03679773956537247, 0.03913198038935661, -0.019213231280446053, 0.015957945957779884, 0.042188405990600586, -0.031676605343818665, 0.017099693417549133, -0.013913189992308617, -0.018359623849391937, 0.03892575204372406, 0.10717543959617615, 0.0511438213288784, 0.06768837571144104, -0.002823164453729987, -0.0807836577296257, -0.002666198881343007, -0.03665847331285477, -0.06390228867530823, -0.0026036228518933058, 0.0012437738478183746, -0.05441529303789139, 0.03137774020433426, 0.019698459655046463, -0.02890322543680668, -0.009677552618086338, 0.0028176468331366777, -0.09771687537431717, 0.03708701580762863, 0.039335303008556366, -0.03749191015958786, -0.1269483119249344, -0.06517545878887177, -0.07085532695055008, 0.03847803547978401, -0.01110049057751894, 0.027024557814002037, -0.026872387155890465, -0.016230888664722443, -0.03356706351041794, 0.017651211470365524, -0.08092086762189865, -0.021526839584112167, -0.030508918687701225, -0.06240027770400047, -0.0007591710891574621, -0.014430434443056583, -0.01659339852631092, -0.08901448547840118, -0.03129280358552933, 0.08120863139629364, -0.002627403475344181, -0.002202390693128109, -0.07455863803625107, 0.08008701354265213, 0.03148544579744339, 0.19125236570835114, 0.0016842964105308056, -0.03763742744922638, 0.0026612833607941866, -0.047982364892959595, 0.027554232627153397, -0.023418156430125237, -0.03112010471522808, 0.05445114150643349, -0.02174011617898941, -0.08456550538539886, 0.01624409668147564, 0.03710528463125229, -0.07588325440883636, -0.006915765348821878, -0.036656975746154785, 0.04295913130044937, 0.008434522897005081, 0.020381852984428406, -0.010643299669027328, 0.04904407262802124, 0.03134847804903984, -0.025360755622386932, 0.0017023144755512476, -0.0027057083789259195, -0.01903025433421135, -0.0895935446023941, 0.047444459050893784, 0.041113466024398804, -0.034585073590278625, -0.09062700718641281, -0.043500930070877075, 0.011472982354462147, -0.06041331589221954, 0.00474446639418602, 0.004101521335542202, 0.020610541105270386, -0.009945964440703392, -0.0365961529314518, -0.01568668708205223, -0.012393453158438206, 0.03202110901474953, -0.05722810700535774, -0.03405502066016197, 0.04797687008976936, 0.011029224842786789, -0.012901972979307175, -0.02083483524620533, -0.07226633280515671, 0.04217095300555229, -0.039339736104011536, 0.013162225484848022, 0.06808613985776901, 0.12089768797159195, 0.0016635804204270244, 0.027745220810174942, -0.007252789568156004, -0.024406790733337402, 0.01621376909315586, -0.009859409183263779, -0.017173973843455315, -0.0837087631225586, -3.386174210042791e-33, 0.01784023642539978, -0.03081975132226944, -0.03608589619398117, 0.031038150191307068, 0.03712952509522438, 0.08727061748504639, -0.0492495633661747, -0.019994458183646202, 0.03248017653822899, 0.10981375724077225, 0.04145597666501999, -0.015692492946982384, -0.024254007264971733, -0.06918258219957352, 0.0034213459584861994, 0.035249631851911545, -0.0321841686964035, 0.1605711132287979, -0.044257812201976776, -0.08093085885047913, 0.05594952404499054, 0.017758021131157875, 0.03384270891547203, 0.03931312635540962, 0.07728918641805649, -0.005817351397126913, 0.0432341992855072, -0.05979017913341522, 0.021418310701847076, 0.012813424691557884, -0.037478070706129074, -0.033560603857040405, 0.0943392738699913, 0.010817339643836021, 0.009497657418251038, 0.06816445291042328, -0.10835592448711395, -0.07090362906455994, 0.13287538290023804, -0.013992996886372566, -0.05788687616586685, -0.04852576181292534, -0.0627366453409195, -0.04425153508782387, 0.010413788259029388, -0.035316769033670425, -0.016225017607212067, -0.032589469105005264, -0.049396492540836334, 0.03283872455358505, 0.0330008901655674, -0.0008802844677120447, 0.01022004708647728, -0.04755089804530144, 0.0050811851397156715, -0.04224744066596031, -0.0206147450953722, 0.07471317797899246, -0.04696870222687721, 0.052140556275844574, -0.042811181396245956, -0.026471421122550964, -0.004856926389038563, -0.046747177839279175, -0.1349692940711975, 0.041949108242988586, 0.00861284602433443, -0.0009935307316482067, 0.04640332981944084, -0.08546502143144608, -0.06386294960975647, 0.009470075368881226, -0.0253734327852726, -0.022599099203944206, 0.011323729529976845, -0.04689517989754677, -0.02388872765004635, 0.0030460096895694733, 0.12595893442630768, 0.012501867488026619, 0.08304529637098312, -0.01759612187743187, -0.0722317323088646, 0.05602557957172394, -0.025835514068603516, -0.0014357630861923099, 0.07536665350198746, 0.03301384672522545, -0.04694806784391403, 0.0505005344748497, -0.06485261023044586, 0.01563289575278759, -0.05002087354660034, 0.019049759954214096, -0.048113733530044556, 2.7381483271699536e-34, -0.009325787425041199, -0.02377781644463539, -0.04517493396997452, -0.030310070142149925, -0.1078331395983696, 0.03760555759072304, 0.0767214372754097, -0.0357847698032856, 0.05372379347681999, 0.030268579721450806, 0.07958047837018967, 0.037621356546878815, -0.06582488864660263, -0.05501597002148628, -0.09491988271474838, 0.1047927588224411, 0.02848399430513382, 0.02642800845205784, -0.043387521058321, 0.045233339071273804, -0.043458547443151474, -0.04395952820777893, -0.040436431765556335, 0.029543332755565643, 0.05523064360022545, -0.04018265753984451, -0.016303248703479767, 0.007391923572868109, 0.10806304216384888, -0.03545238822698593, 0.055775683373212814, -0.013814404606819153, -0.05591156333684921, 0.01846546307206154, -0.016621146351099014, -0.03719399869441986, 0.030206942930817604, -0.01932389661669731, -0.07387004047632217, 0.051690660417079926, 0.032153382897377014, 0.03552794083952904, -0.03411151096224785, 0.04232356324791908, -0.08261197805404663, -0.00804336927831173, -0.007059111725538969, -0.011364012956619263, -0.04136025905609131, 0.015804827213287354, -0.03424440696835518, -0.08440520614385605, 0.022131526842713356, -0.07858745008707047, -0.09961394220590591, 0.0693570226430893, -0.05989617481827736, 0.021268602460622787, -0.017501356080174446, -0.0768423080444336, 0.06847779452800751, 0.03135846182703972, 0.024815144017338753, 0.02218436263501644, 0.04244626313447952, -0.03543994203209877, 0.05367066338658333, 0.06660612672567368, -0.017437642440199852, 0.039611782878637314, 0.07932275533676147, -0.058891937136650085, 0.005443067755550146, -0.09680382162332535, 0.028671104460954666, 0.015455341897904873, 0.017714954912662506, -0.11278767138719559, -0.13218161463737488, -0.021540094166994095, 0.12386174499988556, 0.017098208889365196, 0.06673569977283478, -0.03875825181603432, -0.034120649099349976, 0.004397837910801172, -0.015644878149032593, 0.023198092356324196, -0.01642274670302868, 0.07612443715333939, -0.04973897710442543, 0.010983077809214592, 0.007467667572200298, 0.031112154945731163, -0.03303999826312065, -2.8364699034000296e-8, -0.0026447384152561426, 0.050568822771310806, 0.10564018040895462, -0.06342467665672302, 0.06294041872024536, -0.022757260128855705, 0.028652962297201157, 0.0504256933927536, -0.0533025898039341, -0.024358389899134636, 0.04698826000094414, 0.03073951229453087, -0.08314236253499985, 0.027848828583955765, 0.05664227530360222, 0.057065922766923904, -0.05953448638319969, -0.040271032601594925, 0.034426409751176834, 0.08356542140245438, 0.016101017594337463, 0.004992682486772537, 0.01889849826693535, 0.1066170409321785, -0.023702794685959816, 0.005177671555429697, -0.06390950828790665, 0.029132038354873657, 0.014766131527721882, 0.05634063854813576, 0.09199461340904236, -0.07851684838533401, 0.0759664922952652, -0.006989211309701204, 0.008381245657801628, 0.08713773638010025, 0.010657845064997673, -0.02265896275639534, 0.01902432180941105, 0.03356165066361427, 0.009187505580484867, -0.07219100743532181, -0.009513971395790577, 0.12942004203796387, 0.00704401358962059, 0.05058874562382698, -0.011077579110860825, -0.04118215665221214, -0.057127561420202255, -0.07013272494077682, -0.0019123718375340104, 0.02373191900551319, 0.021977661177515984, 0.018810812383890152, -0.03298257663846016, 0.07264704257249832, 0.04036041349172592, 0.0557151734828949, 0.044940825551748276, -0.037344083189964294, 0.05147196352481842, 0.06936030834913254, 0.015912551432847977, 0.02143789641559124 ]
p
So for instance, if you consider tab close, you could say, all right, those disclose contain buttons.
[ "blog", "blog/vector-image-search-rag" ]
11,332
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(27)
[ -0.012372319586575031, 0.07223479449748993, -0.08172626793384552, -0.07865339517593384, -0.037870295345783234, 0.023106588050723076, 0.09196025133132935, -0.030250025913119316, 0.05059513449668884, -0.012589512392878532, 0.003557001706212759, -0.014442196115851402, -0.009393071755766869, 0.02080664597451687, 0.01755741611123085, 0.033504705876111984, -0.03199745714664459, -0.06425866484642029, -0.025039592757821083, -0.09817826002836227, 0.05495864152908325, -0.021665627136826515, -0.05996786803007126, 0.0076847379095852375, -0.10734567791223526, 0.06935849785804749, 0.027054959908127785, 0.0440482422709465, 0.00632919417694211, -0.06281821429729462, -0.06674106419086456, 0.03754832223057747, 0.012367011979222298, 0.04780242219567299, -0.02149183303117752, -0.07801332324743271, 0.07049376517534256, 0.023798063397407532, 0.04489406570792198, 0.010044225491583347, 0.03550444543361664, -0.06599503755569458, -0.02139239013195038, 0.06334848701953888, 0.01759393699467182, 0.04605109244585037, 0.041079480201005936, 0.017932556569576263, -0.03038114868104458, -0.030740559101104736, 0.06754724681377411, -0.09606114774942398, -0.06533648073673248, 0.002917907666414976, -0.0025419010780751705, 0.011227280832827091, 0.023798391222953796, -0.008778435178101063, 0.05441809073090553, -0.023251300677657127, -0.026515597477555275, 0.0076861088164150715, -0.028342073783278465, 0.07956429570913315, -0.028961583971977234, -0.027796413749456406, -0.06942640990018845, -0.042379509657621384, 0.019447969272732735, -0.057899098843336105, 0.07025577872991562, 0.047894734889268875, 0.12258998304605484, 0.03888867795467377, -0.01804017834365368, -0.024526361376047134, 0.07840338349342346, 0.048236168920993805, 0.0013855909928679466, 0.018374644219875336, -0.11877181380987167, 0.0073667652904987335, -0.027552545070648193, 0.10069151222705841, 0.02537725307047367, 0.06404580175876617, -0.009971952997148037, -0.024618150666356087, -0.10724934935569763, -0.004556948319077492, -0.013789007440209389, 0.1017887145280838, -0.022168751806020737, -0.03174485266208649, -0.06878762692213058, 0.02437654510140419, 0.05212203040719032, 0.015307232737541199, 0.041941236704587936, 0.008682182990014553, 0.09011441469192505, -0.06338905543088913, 0.06289717555046082, 0.08676803112030029, -0.03798636049032211, -0.08705903589725494, 0.02567710168659687, 0.04012707248330116, -0.022333435714244843, -0.010066489689052105, 0.05453154072165489, -0.03990599513053894, -0.02152877114713192, -0.02607559785246849, -0.09781681001186371, -0.0053705619648098946, -0.09829681366682053, 0.04374903440475464, 0.03292013704776764, 0.0581052340567112, 0.021342750638723373, -0.017555098980665207, 0.026783881708979607, -0.013299956917762756, -0.047739043831825256, 0.017677878960967064, 0.03306777402758598, -1.0407196623334905e-32, 0.02278747223317623, -0.027477867901325226, 0.044363997876644135, 0.005135157611221075, 0.04915706068277359, 0.014596492052078247, -0.04146065562963486, 0.0051278360188007355, -0.03561350330710411, 0.07494735717773438, 0.02820182777941227, -0.04206628352403641, -0.006557090673595667, 0.15279027819633484, -0.012720389291644096, 0.03537299111485481, -0.030152268707752228, -0.11254027485847473, -0.13373993337154388, 0.01792663149535656, -0.028081167489290237, 0.10532709956169128, 0.043323371559381485, -0.015754280611872673, -0.01903649792075157, -0.0022079735063016415, -0.029009660705924034, -0.009548814035952091, 0.011235038749873638, 0.028769349679350853, 0.05623507499694824, -0.008919663727283478, 0.06923016905784607, 0.02695695124566555, -0.06318241357803345, 0.022322414442896843, -0.061694711446762085, -0.051724448800086975, -0.04294539615511894, 0.09361853450536728, -0.0011205447372049093, -0.03671659901738167, -0.04384036734700203, 0.0007335920818150043, 0.03688737377524376, -0.03567558899521828, 0.11765023320913315, -0.062332041561603546, -0.0019902968779206276, 0.03385201096534729, 0.02514694072306156, -0.03343420848250389, 0.06702552735805511, -0.047430139034986496, -0.005504795350134373, 0.021011734381318092, 0.06427691876888275, 0.0723247155547142, -0.06374537944793701, -0.07176321744918823, -0.019896982237696648, 0.008292047306895256, 0.050963930785655975, 0.048477739095687866, 0.07673810422420502, 0.047066669911146164, -0.03114059381186962, -0.00585823692381382, 0.037202466279268265, -0.03200770169496536, -0.007917303591966629, 0.025125652551651, 0.013740777969360352, -0.0039945608004927635, -0.010378770530223846, -0.031967777758836746, -0.00030946233891882, -0.024368766695261, 0.08587761968374252, -0.024985462427139282, -0.09307897835969925, -0.06090433895587921, -0.02609999105334282, -0.1070702001452446, -0.06991838663816452, 0.07335858047008514, 0.06298427283763885, -0.03392745554447174, 0.026119833812117577, -0.09097758680582047, -0.0459686703979969, 0.023712478578090668, -0.055749040096998215, -0.05698336660861969, 0.04613001272082329, 3.8196469354581254e-33, -0.005958191119134426, -0.019907116889953613, -0.012488487176597118, -0.02909042127430439, -0.007176498882472515, -0.04676144942641258, 0.0524759478867054, 0.05981528386473656, -0.019951747730374336, 0.029320139437913895, 0.06461772322654724, 0.04484441876411438, -0.08942613750696182, 0.06802082061767578, 0.006176061928272247, 0.035217687487602234, -0.048279810696840286, 0.09398689866065979, 0.009753316640853882, 0.01872224546968937, -0.10993976891040802, -0.04811166971921921, 0.019070949405431747, -0.009481220506131649, -0.03285171836614609, 0.03073820099234581, 0.007738340180367231, -0.06047005206346512, 0.007538598496466875, -0.047858770936727524, 0.041612833738327026, -0.0440693162381649, 0.01839694008231163, -0.01444099098443985, -0.015765691176056862, -0.07311595976352692, 0.05861348286271095, -0.08631415665149689, -0.01436192449182272, -0.01009012944996357, -0.010052626952528954, -0.01612834259867668, 0.0835437923669815, 0.04460204765200615, -0.032269593328237534, -0.030009645968675613, -0.01056175958365202, 0.06678374856710434, -0.04825647175312042, -0.0349433459341526, -0.0167017113417387, 0.009480833075940609, -0.01098517794162035, 0.06798552721738815, 0.028047196567058563, -0.03552074357867241, -0.10506100207567215, 0.07900159060955048, 0.0003299623494967818, 0.15016122162342072, -0.011707575991749763, -0.025572914630174637, -0.10961899906396866, 0.010226374492049217, 0.08104629069566727, -0.005955814383924007, -0.008918683975934982, -0.07279445230960846, 0.016337061300873756, 0.025237247347831726, 0.006912191864103079, 0.009608665481209755, -0.10571075975894928, -0.05025922879576683, 0.006798190996050835, -0.029564883559942245, 0.028660660609602928, -0.02727929875254631, -0.05701211467385292, 0.0839763656258583, -0.029511237516999245, -0.0295548178255558, -0.0009056345443241298, 0.028826888650655746, -0.02633919194340706, -0.01620193012058735, 0.0015292322495952249, 0.03266060724854469, 0.0879087895154953, -0.06502289324998856, 0.04769241437315941, 0.11008525639772415, -0.05164717510342598, -0.0031647104769945145, -0.03843675181269646, -2.15661604130446e-8, 0.034619543701410294, 0.005028473678976297, 0.018167149275541306, -0.0392891988158226, -0.017410149797797203, -0.009741283021867275, 0.0707453265786171, -0.09698016941547394, -0.015565493144094944, 0.02868730016052723, -0.020077088847756386, -0.02947182022035122, -0.14104625582695007, -0.008769646286964417, 0.05375973880290985, 0.030859138816595078, -0.07815147936344147, -0.004338501021265984, 0.023920118808746338, 0.09332099556922913, -0.10567310452461243, -0.0586480088531971, -0.023894591256976128, 0.037566207349300385, -0.04330265149474144, -0.020005926489830017, -0.02239760011434555, -0.006418594624847174, -0.004229722544550896, 0.03766665607690811, 0.04148034006357193, 0.05487425625324249, 0.07838165760040283, -0.04263531416654587, -0.0009238534839823842, 0.0067450120113790035, -0.009739184752106667, -0.0056905257515609264, 0.04927251115441322, -0.09219027310609818, 0.06835408508777618, -0.034326422959566116, -0.02033456601202488, -0.017606154084205627, 0.020816801115870476, -0.009443399496376514, -0.07322558015584946, -0.011394299566745758, -0.09253624826669693, -0.01801527477800846, 0.01912902668118477, 0.012888604775071144, -0.010676824487745762, 0.01146322675049305, -0.06423716247081757, -0.11978485435247421, 0.025626571848988533, 0.027114829048514366, 0.06882911175489426, 0.032591562718153, 0.07639167457818985, -0.07965564727783203, 0.04912678897380829, -0.036823078989982605 ]
p
It have a color, it have stripes.
[ "blog", "blog/vector-image-search-rag" ]
11,333
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(28)
[ -0.10510893911123276, 0.07039113342761993, -0.018698815256357193, -0.056203048676252365, -0.1056479886174202, 0.02403787150979042, 0.09773488342761993, 0.06037271395325661, 0.06397601962089539, 0.0005112885846756399, 0.07959459722042084, -0.08667410165071487, -0.037009794265031815, -0.03995553031563759, -0.10891783982515335, -0.025151705369353294, -0.01773284375667572, 0.004745901096612215, -0.041231829673051834, -0.06299643963575363, -0.06432630121707916, 0.032766591757535934, -0.021953558549284935, -0.04654613509774208, -0.07245110720396042, -0.020435554906725883, -0.023590687662363052, 0.012213294394314289, 0.0029709471855312586, -0.12191911786794662, 0.08134818822145462, 0.0050417534075677395, 0.0014074533246457577, 0.01537741906940937, 0.005009044427424669, -0.026141876354813576, 0.00924942921847105, -0.06260466575622559, 0.021459901705384254, 0.05732777342200279, -0.059561364352703094, 0.027791708707809448, -0.0991545021533966, -0.004497902002185583, 0.04721449688076973, 0.027799248695373535, -0.040735483169555664, 0.059666965156793594, -0.08761546015739441, -0.018974559381604195, -0.0507596917450428, -0.09825877100229263, -0.012400959618389606, 0.006886686664074659, 0.0008225115016102791, 0.0649341344833374, -0.0035585579462349415, -0.06412279605865479, -0.010954136028885841, -0.031895969063043594, 0.042416442185640335, -0.029634317383170128, -0.08746998757123947, 0.06489629298448563, -0.05226265266537666, 0.033696845173835754, 0.08228420466184616, -0.06574555486440659, -0.03464112803339958, 0.05150991678237915, 0.038734931498765945, -0.09170626848936081, -0.010830458253622055, -0.002325373934581876, -0.005837845616042614, 0.014484760351479053, -0.03384246677160263, -0.06068416312336922, 0.02545558661222458, -0.06703418493270874, 0.039095379412174225, -0.027679093182086945, -0.026664847508072853, -0.012928559444844723, 0.029296832159161568, -0.06707927584648132, -0.0005003309343010187, -0.006187170743942261, 0.045398373156785965, 0.0025880129542201757, -0.1045948714017868, 0.011181074194610119, -0.01695801317691803, 0.05779054015874863, 0.003189328359439969, -0.007901526987552643, 0.055226463824510574, 0.06580863147974014, -0.12805503606796265, 0.11105051636695862, -0.005685062613338232, 0.07049944251775742, 0.006385905668139458, 0.007982766255736351, -0.05606233328580856, -0.0072035654447972775, 0.060918837785720825, -0.08955750614404678, 0.03405483067035675, 0.05858329311013222, -0.10246012359857559, -0.03120705857872963, -0.008435257710516453, -0.11506020277738571, 0.046175483614206314, 0.0058007086627185345, -0.01028070691972971, -0.07164578884840012, 0.00002954891351691913, -0.02639266848564148, 0.021853063255548477, 0.001242555328644812, -0.11838671565055847, 0.05375019088387489, 0.03206609934568405, -0.003484465414658189, 0.0030625304207205772, -2.053118800488192e-33, -0.08782285451889038, 0.01895723305642605, -0.003770922077819705, 0.036677006632089615, 0.06062035635113716, 0.0010502365184947848, -0.06179770454764366, 0.014291591010987759, -0.0320805199444294, 0.016446569934487343, -0.02756471559405327, 0.0338105708360672, -0.0612112395465374, -0.0862906277179718, 0.05940893292427063, 0.04323219880461693, 0.03481370955705643, -0.03194960206747055, 0.0676688402891159, -0.010935824364423752, -0.06025325879454613, 0.01284825336188078, 0.06050654128193855, 0.06328567862510681, 0.012810255400836468, -0.0006681493832729757, 0.06403263658285141, -0.09227994829416275, -0.06959066540002823, 0.01866486854851246, 0.08700487017631531, 0.01429053582251072, 0.014556584879755974, 0.002794713480398059, -0.019571520388126373, -0.07645229995250702, -0.0037621811497956514, 0.049273308366537094, -0.04677453264594078, 0.061531126499176025, 0.014081819914281368, -0.0007785022025927901, -0.03778137266635895, -0.05891895294189453, 0.04934423044323921, -0.010630623437464237, -0.016385147348046303, 0.03690953925251961, 0.06102384626865387, 0.03447481244802475, 0.012354688718914986, -0.013502929359674454, -0.03318420797586441, 0.07305603474378586, 0.013698086142539978, 0.0463358499109745, -0.09250089526176453, 0.055701982229948044, 0.023273764178156853, -0.11439786106348038, 0.0742776021361351, -0.03068559244275093, 0.030689096078276634, -0.061660733073949814, -0.050322555005550385, -0.003538584802299738, -0.004674197174608707, 0.10947345942258835, 0.08355344086885452, 0.0003413496888242662, -0.06481467187404633, -0.03687870502471924, 0.023383857682347298, 0.05130315199494362, -0.07496234774589539, 0.029551591724157333, -0.01595528982579708, 0.01747642643749714, -0.016861161217093468, -0.02225627563893795, -0.01985454000532627, -0.0018020696006715298, 0.04980602487921715, -0.028462618589401245, 0.046372633427381516, -0.012175841256976128, -0.010908426716923714, 0.029818246141076088, 0.05056441202759743, 0.03224954381585121, 0.0061804866418242455, 0.0951685830950737, 0.058641865849494934, -0.049140527844429016, -0.014052554033696651, 1.115642494746736e-33, 0.06740117818117142, -0.018282005563378334, -0.08719644695520401, 0.043082840740680695, 0.03532925248146057, 0.0585513561964035, -0.05324981361627579, 0.0707688108086586, -0.01973075047135353, -0.04027664288878441, -0.01844179444015026, -0.01229721400886774, 0.09886118024587631, -0.0785093680024147, 0.07632629573345184, 0.08719980716705322, 0.03190511465072632, -0.026565328240394592, 0.021093707531690598, 0.025493554770946503, -0.04078951105475426, -0.02318744733929634, -0.03278035670518875, 0.03794354572892189, -0.03996537625789642, 0.07869381457567215, 0.035115715116262436, 0.09063909202814102, 0.0084749860689044, 0.015638047829270363, 0.04333064332604408, 0.021778875961899757, 0.03853142261505127, 0.010861258022487164, -0.04908144474029541, 0.07809057086706161, 0.08483729511499405, 0.11525088548660278, -0.0437156967818737, 0.04839849844574928, 0.036665644496679306, 0.03307563439011574, 0.006069204304367304, 0.053167883306741714, 0.011876555159687996, 0.02254786528646946, -0.02237127535045147, -0.11672782152891159, -0.09300515055656433, -0.044634342193603516, 0.0957835391163826, 0.008619168773293495, -0.06813977658748627, -0.037147700786590576, 0.04129864647984505, 0.10530298948287964, -0.020439982414245605, -0.0666164979338646, -0.027948202565312386, -0.07042305916547775, 0.05790030211210251, 0.03435031324625015, -0.02585621178150177, -0.009241604246199131, 0.04471879452466965, -0.04390207305550575, -0.0795263797044754, 0.04890534654259682, 0.04145907983183861, 0.04111270233988762, 0.05666216090321541, -0.004148951731622219, -0.11703059077262878, -0.0024487837217748165, -0.05741720646619797, -0.01260493416339159, 0.035805944353342056, 0.00878123939037323, -0.014200734905898571, 0.030197374522686005, -0.1666218787431717, 0.03212133049964905, -0.030169552192091942, -0.0013911183923482895, 0.005799727514386177, 0.05539107322692871, 0.003209540620446205, -0.03411221131682396, 0.05093507096171379, -0.006743219215422869, 0.030907148495316505, 0.09253852069377899, -0.022874748334288597, -0.009434741921722889, 0.025838106870651245, -1.605019583905687e-8, 0.06277961283922195, -0.029276495799422264, 0.020581301301717758, 0.06081514433026314, 0.05736846476793289, -0.09485029429197311, 0.011492044664919376, -0.027148613706231117, -0.06981070339679718, 0.06707499921321869, 0.042913150042295456, 0.006824324373155832, -0.0063677518628537655, 0.08095255494117737, 0.023644516244530678, 0.06986509263515472, -0.026630213484168053, 0.060778822749853134, -0.015034354291856289, -0.11050371080636978, -0.05616017431020737, 0.0336686410009861, -0.027720117941498756, -0.03268062695860863, -0.04137709364295006, -0.0020971016492694616, -0.02049768902361393, -0.009556465782225132, -0.026670608669519424, -0.0176338329911232, -0.014006897807121277, 0.0319368876516819, 0.0885550007224083, -0.07789967954158783, -0.009800394997000694, 0.03049883060157299, 0.048592839390039444, -0.010776061564683914, -0.03452195227146149, -0.012733482755720615, 0.02519846148788929, 0.07023893296718597, 0.09614246338605881, 0.0005272452253848314, -0.016089394688606262, 0.00797617994248867, 0.06185244396328926, -0.004348307382315397, 0.02049398422241211, 0.057046521455049515, -0.017961615696549416, -0.041594747453927994, 0.014255145564675331, 0.02523615211248398, 0.0384676493704319, 0.05621611326932907, 0.023666903376579285, -0.005580738186836243, -0.012496821582317352, -0.02212204970419407, 0.05418973043560982, -0.02218795195221901, -0.008519705384969711, -0.015451899729669094 ]
p
Noe Acache:
[ "blog", "blog/vector-image-search-rag" ]
11,334
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(28)
[ 0.10576360672712326, -0.07955577224493027, -0.08094867318868637, 0.022763235494494438, -0.03560957312583923, 0.04392015188932419, -0.056922703981399536, -0.026470569893717766, 0.028524335473775864, -0.010273609310388565, 0.020707078278064728, -0.09675239771604538, 0.018387869000434875, 0.022306857630610466, 0.004369891714304686, -0.0025004269555211067, -0.004303845576941967, -0.024052118882536888, -0.0035719689913094044, 0.006292516831308603, 0.04337603226304054, 0.019981442019343376, 0.04700039327144623, -0.025361668318510056, 0.016176970675587654, -0.07446140050888062, -0.07123938202857971, 0.014565731398761272, -0.02516992948949337, -0.014783959835767746, -0.05814964324235916, 0.022457074373960495, 0.03527233749628067, 0.07871291786432266, -0.025509687140583992, -0.035299140959978104, 0.04908566549420357, 0.02253405563533306, -0.0010116597404703498, 0.08241338282823563, -0.011073405854403973, 0.016971414908766747, 0.02814066968858242, -0.006475159898400307, 0.027997110038995743, 0.035746268928050995, -0.14316686987876892, -0.025239404290914536, -0.03069264441728592, 0.0015062243910506368, 0.027323728427290916, 0.08668965846300125, -0.09785767644643784, 0.08027864247560501, -0.023645786568522453, 0.06950252503156662, -0.07685518264770508, -0.014993061311542988, -0.03884004428982735, 0.001214756048284471, -0.07006250321865082, -0.011672113090753555, -0.0008634919649921358, 0.05184198543429375, 0.079612597823143, -0.03181692957878113, -0.10684080421924591, 0.003773958422243595, -0.010682889260351658, 0.025596806779503822, -0.028122954070568085, -0.02603439800441265, 0.013373206369578838, 0.08593122661113739, 0.07778843492269516, 0.02735181525349617, -0.03280686214566231, -0.050522565841674805, 0.030392475426197052, 0.0963669866323471, -0.08640750497579575, 0.007098950445652008, -0.025272537022829056, -0.06841691583395004, 0.043318524956703186, -0.023114293813705444, 0.040364768356084824, 0.03190677985548973, 0.001963683171197772, 0.08945237100124359, -0.06119753047823906, -0.04184523597359657, 0.08281059563159943, 0.024698924273252487, -0.03636891394853592, 0.057057708501815796, -0.02658567577600479, -0.01357527356594801, -0.004054388962686062, 0.010403802618384361, -0.06121320277452469, -0.023453902453184128, 0.003120176959782839, -0.0006237971247173846, 0.025382651016116142, 0.01580338180065155, 0.02144291251897812, 0.03365859016776085, 0.017874369397759438, -0.06213785335421562, -0.02220604196190834, -0.004247617907822132, 0.07382110506296158, -0.03281161189079285, -0.13219228386878967, 0.029362400993704796, -0.022217893972992897, 0.08974449336528778, 0.10138203948736191, 0.1017049252986908, 0.009880547411739826, 0.0033234881702810526, 0.05173376575112343, -0.0017975487280637026, -0.041853778064250946, 0.0022952219005674124, -0.04393007606267929, -3.7631934519179005e-33, 0.06248125806450844, -0.09846674650907516, 0.06980248540639877, 0.015421095304191113, -0.035407353192567825, -0.0029735916759818792, -0.09147472679615021, 0.03216458112001419, -0.005474536679685116, 0.0510190986096859, 0.01975538395345211, 0.07382038235664368, -0.031314168125391006, 0.11725471168756485, 0.10752927511930466, 0.033740099519491196, 0.053831398487091064, 0.009600525721907616, -0.052282657474279404, 0.03635859116911888, 0.013115760870277882, -0.010775972157716751, 0.027561122551560402, -0.05044648051261902, 0.0472990982234478, 0.04845603182911873, -0.014384741894900799, -0.05811087042093277, -0.07133360207080841, 0.006325993221253157, -0.036491140723228455, 0.044564247131347656, -0.04743253067135811, -0.05100865662097931, 0.007887640036642551, 0.05222102254629135, -0.005114865023642778, 0.04442388936877251, 0.035748619586229324, -0.05145355314016342, -0.12806113064289093, -0.0543886162340641, -0.035954855382442474, -0.08174294978380203, 0.004061661660671234, 0.009893597103655338, 0.06627245247364044, 0.0370725616812706, 0.010138757526874542, 0.10330396145582199, 0.0009372421773150563, 0.020180048421025276, 0.011366341263055801, 0.06215711683034897, -0.08896887302398682, 0.008047867566347122, 0.018669845536351204, -0.0637669563293457, -0.09096401929855347, -0.0033655569422990084, -0.026151949539780617, 0.020760241895914078, -0.012673312798142433, -0.0683734118938446, -0.0393562875688076, 0.0230496097356081, -0.0018383075948804617, -0.036934979259967804, 0.03581699728965759, 0.049114104360342026, 0.02277873456478119, 0.02450859360396862, 0.03380795568227768, -0.04679553210735321, -0.042441509664058685, 0.051870182156562805, 0.02786969020962715, -0.10247869789600372, 0.0035293172113597393, -0.01840202696621418, 0.019050929695367813, -0.012053195387125015, 0.0056548574939370155, -0.08362087607383728, 0.060405973345041275, 0.046905722469091415, 0.07314687222242355, -0.0453934483230114, -0.023639997467398643, -0.08181595057249069, -0.06836049258708954, -0.0071471561677753925, -0.014735127799212933, -0.02071944810450077, 0.007265235297381878, 5.6126342544036185e-34, -0.07260061800479889, 0.0015882451552897692, -0.07675440609455109, 0.0164862759411335, 0.020877409726381302, 0.013045761734247208, -0.019565362483263016, -0.025534613057971, 0.002536526182666421, 0.12912766635417938, 0.018439585343003273, 0.029444586485624313, -0.035668060183525085, 0.0038338499143719673, 0.02149583213031292, -0.006864242721349001, -0.06842876970767975, 0.026484044268727303, -0.0605667307972908, 0.11339960992336273, 0.03265571966767311, 0.15372498333454132, -0.069674551486969, 0.08459312468767166, -0.008276187814772129, 0.033636368811130524, 0.0023999186232686043, -0.03493150696158409, -0.04841591417789459, -0.05458160117268562, 0.054071053862571716, -0.05111690238118172, -0.03276648372411728, -0.055499255657196045, -0.00625101663172245, -0.06609804928302765, 0.008523352444171906, -0.10960400849580765, 0.010544512420892715, 0.09785661101341248, 0.041143741458654404, 0.02105485275387764, -0.07771602272987366, 0.05274185538291931, -0.006745578721165657, -0.030480464920401573, 0.06050116941332817, 0.03444790095090866, 0.005229069851338863, 0.00018291387823410332, -0.07716143131256104, -0.017656050622463226, -0.028175953775644302, 0.04721289500594139, 0.014452292583882809, -0.011949077248573303, -0.002406467217952013, -0.07342773675918579, -0.007350962609052658, 0.030441971495747566, -0.00922375451773405, 0.09508230537176132, -0.022451212629675865, 0.08721955120563507, -0.010263209231197834, -0.049375563859939575, -0.012821751646697521, 0.036027681082487106, -0.10595180839300156, 0.009697766043245792, 0.022177794948220253, 0.07246473431587219, -0.011291064321994781, -0.11433108150959015, -0.0632496327161789, 0.018176687881350517, -0.0026182029396295547, 0.01859203912317753, 0.009217950515449047, -0.0414169579744339, -0.037430647760629654, -0.046826012432575226, -0.003992598969489336, 0.047548048198223114, 0.06592375040054321, -0.03266070410609245, 0.0885927677154541, -0.0005524300504475832, 0.06387176364660263, 0.07928857952356339, -0.0013676536036655307, 0.05350024625658989, 0.07311713695526123, -0.027563203126192093, -0.07517828792333603, -2.5385988422499395e-8, -0.04038048908114433, 0.0013569686561822891, -0.054631248116493225, 0.07592863589525223, -0.04877949878573418, 0.07356461882591248, -0.01208982802927494, 0.016595542430877686, -0.06345055997371674, 0.04624929651618004, 0.07313069701194763, -0.004513045772910118, -0.12084130197763443, -0.019647402688860893, 0.08142353594303131, 0.022802166640758514, 0.025584308430552483, 0.06329384446144104, -0.011990034021437168, 0.042711660265922546, 0.016703816130757332, -0.03350081667304039, -0.02895200438797474, -0.02735336869955063, -0.10015662014484406, 0.013584863394498825, 0.05344440042972565, 0.04426456242799759, 0.013394255191087723, 0.0024460013955831528, 0.00726925116032362, -0.020110638812184334, 0.010550587438046932, -0.02969447709619999, 0.053326088935136795, 0.05724487826228142, -0.08450943231582642, 0.0004994528135284781, -0.03250346705317497, 0.017934873700141907, -0.04606448858976364, -0.10393057763576508, -0.02554139867424965, 0.03220122307538986, -0.04807722941040993, -0.03479677066206932, -0.08184869587421417, -0.02580338902771473, 0.025158962234854698, -0.02677074447274208, -0.011455129832029343, 0.03083121031522751, -0.1233595609664917, -0.0052163852378726006, 0.054587941616773605, -0.005882695782929659, -0.008626059629023075, 0.0012896618572995067, -0.05663217604160309, -0.0022277787793427706, 0.1507720947265625, -0.04666260629892349, 0.0081874905154109, -0.007774707395583391 ]
p
And for all of these categories, you’ll get a score between zero and one.
[ "blog", "blog/vector-image-search-rag" ]
11,335
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(28)
[ 0.05264284461736679, -0.06605729460716248, -0.07653380185365677, -0.00034257734660059214, 0.025944117456674576, 0.08644303679466248, -0.05896321311593056, -0.025326691567897797, -0.04445228353142738, -0.06273934245109558, -0.0327155664563179, 0.03710203990340233, 0.0743212103843689, 0.06113089993596077, -0.06562302261590958, 0.004116300027817488, -0.05461009591817856, 0.12691441178321838, 0.0567072257399559, -0.041457999497652054, -0.010977311059832573, 0.004282818175852299, -0.010259642265737057, -0.08456218242645264, 0.084197498857975, 0.06863053143024445, 0.0009467207710258663, -0.011938383802771568, -0.004820559173822403, -0.004974336363375187, 0.04707713425159454, -0.015470491722226143, 0.062422994524240494, 0.11648441106081009, -0.1390381008386612, -0.020268909633159637, -0.06198665499687195, 0.028273487463593483, -0.04474233463406563, -0.009816407226026058, 0.03159753605723381, 0.06438394635915756, 0.0490204319357872, 0.06088108941912651, 0.040274254977703094, 0.005864882376044989, -0.14693492650985718, -0.07398346066474915, 0.11081463098526001, 0.04985514283180237, -0.08648669719696045, -0.0062822503969073296, -0.04980454593896866, 0.00897038821130991, 0.001406277995556593, 0.0037765775341540575, 0.0043586138635873795, -0.07803774625062943, -0.0010020008776336908, -0.05755261704325676, 0.00019265948503743857, -0.06338787823915482, 0.061406783759593964, 0.0036514350213110447, 0.07359293103218079, -0.012631559744477272, -0.004309582989662886, 0.11399921029806137, -0.018439259380102158, 0.010217593982815742, -0.0002362515078857541, 0.039494141936302185, 0.04739083722233772, -0.00036362154060043395, -0.0031491636764258146, 0.15701912343502045, -0.06479672342538834, -0.06415343284606934, 0.0166245736181736, 0.015299394726753235, -0.10884782671928406, -0.014016571454703808, 0.009855365380644798, -0.019605571404099464, 0.07542701065540314, -0.0012625167146325111, 0.05067943409085274, -0.05915023759007454, 0.03493697941303253, 0.0014918438391759992, 0.002328312024474144, 0.01742115058004856, 0.06992756575345993, -0.013460773043334484, 0.033966295421123505, 0.04335698485374451, 0.06400886178016663, -0.051549483090639114, 0.1345401555299759, -0.03232857584953308, -0.020832816138863564, 0.049704063683748245, -0.01486376952379942, -0.0424257256090641, -0.054529156535863876, 0.03285406902432442, 0.024553371593356133, 0.009076443500816822, -0.0017188253113999963, -0.1342608779668808, -0.005043842364102602, -0.007115526590496302, 0.05912822484970093, -0.04236120730638504, 0.030060317367315292, 0.004364031832665205, -0.01885589025914669, -0.018648087978363037, 0.11660589277744293, 0.04953112080693245, -0.029373949393630028, 0.007972024381160736, -0.026920922100543976, 0.0010376586578786373, -0.014198651537299156, 0.051403991878032684, -0.08730307221412659, 1.0832978493288992e-33, -0.023017119616270065, -0.021517669782042503, 0.018803611397743225, 0.0487440787255764, -0.03719199448823929, -0.01890398934483528, -0.04354977607727051, 0.05900202691555023, -0.05898692086338997, -0.015496110543608665, -0.10534849017858505, 0.07739143073558807, 0.0036354479379951954, 0.10062907636165619, 0.028073355555534363, -0.020888132974505424, 0.09660614281892776, -0.012701784260571003, -0.011624679900705814, 0.007127976976335049, 0.03425028920173645, -0.052264466881752014, 0.06485376507043839, -0.02015579491853714, 0.0627811998128891, -0.027871472761034966, 0.017023948952555656, -0.041617266833782196, -0.05785577744245529, -0.037208639085292816, 0.00980506930500269, -0.05193313956260681, -0.10264281928539276, 0.02616662159562111, 0.03709076717495918, 0.00367749179713428, 0.05394817143678665, 0.05485349893569946, 0.001404334674589336, -0.011799467727541924, 0.008089045062661171, -0.08813368529081345, -0.03319449722766876, -0.04641891270875931, -0.08439978212118149, 0.034821122884750366, -0.049555882811546326, -0.01893184520304203, 0.055740587413311005, 0.04350529983639717, 0.008593169040977955, 0.033899903297424316, -0.06380891054868698, -0.05765852704644203, -0.019264452159404755, 0.07047045230865479, -0.03111683949828148, -0.016928642988204956, -0.022442275658249855, -0.04802078381180763, -0.09756630659103394, -0.023497531190514565, 0.007485619280487299, -0.06766785681247711, -0.0205803494900465, -0.012677744962275028, -0.011790582910180092, 0.015911974012851715, 0.07518727332353592, 0.05387197807431221, -0.010730724781751633, -0.010608109645545483, 0.056563299149274826, -0.07059091329574585, -0.022852962836623192, -0.004166515544056892, -0.02147425338625908, -0.05348582565784454, -0.010303527116775513, -0.030924826860427856, -0.013399281539022923, -0.037306979298591614, 0.01839604601264, -0.06137873977422714, 0.08297809958457947, 0.001226262073032558, -0.0024555085692554712, -0.14163289964199066, -0.04287915304303169, -0.020749947056174278, -0.06137942895293236, 0.049630723893642426, -0.04091908037662506, -0.024449149146676064, -0.026577282696962357, -3.5154354718677966e-34, -0.05619002506136894, -0.012098128907382488, 0.016185041517019272, -0.011486017145216465, 0.047968540340662, 0.011183751747012138, -0.04025103151798248, -0.06264778971672058, -0.05115867406129837, 0.028405392542481422, -0.01260900404304266, -0.05689896270632744, 0.013159144669771194, -0.0846012756228447, -0.07899152487516403, 0.10413194447755814, -0.04591415822505951, 0.09278463572263718, 0.029716856777668, 0.04607461392879486, -0.046964649111032486, 0.06290303170681, 0.029112152755260468, 0.015298661775887012, 0.04592600464820862, 0.05392889305949211, 0.059292763471603394, -0.03665872663259506, -0.03492455929517746, 0.027066849172115326, 0.04250877723097801, -0.054595936089754105, 0.013776985928416252, 0.0023876638151705265, -0.05731380358338356, -0.028399355709552765, 0.020510787144303322, -0.11623765528202057, 0.01229042001068592, 0.052572090178728104, 0.003490394912660122, 0.06554748117923737, -0.032098621129989624, -0.020468758419156075, 0.030696960166096687, 0.030347716063261032, -0.04000323265790939, 0.05293979123234749, 0.005913275759667158, 0.0392598994076252, -0.01304707769304514, 0.032249778509140015, -0.08771052956581116, 0.010215860791504383, 0.02424870990216732, -0.07109532505273819, 0.006400464568287134, 0.030935699120163918, 0.024235738441348076, -0.026141077280044556, -0.02139606885612011, -0.005388375371694565, 0.02265366166830063, 0.04771669581532478, 0.06860116124153137, -0.01371992751955986, 0.03285455331206322, -0.004424836486577988, -0.11756675690412521, 0.05974724143743515, -0.020806821063160896, 0.029550351202487946, 0.054561812430620193, 0.030740711838006973, -0.0047437469474971294, 0.009523684158921242, 0.006830829195678234, 0.09420932829380035, -0.02460358664393425, -0.04037013277411461, 0.015275360085070133, -0.04059906676411629, 0.07364368438720703, 0.08831139653921127, 0.004390241578221321, 0.07094191014766693, 0.048702653497457504, 0.03450671210885048, 0.07999532669782639, 0.03574183210730553, -0.03612543269991875, 0.0842014029622078, 0.048468660563230515, -0.004367035813629627, 0.06353102624416351, -2.63370143471775e-8, -0.019025295972824097, -0.042938973754644394, -0.08186990022659302, 0.030622312799096107, -0.059737034142017365, 0.05066245421767235, -0.08004862815141678, 0.06926436722278595, -0.07510517537593842, -0.01740519516170025, 0.027495652437210083, -0.07725582271814346, -0.06898447126150131, -0.021581677719950676, 0.05565112084150314, -0.03274649381637573, -0.0033667380921542645, 0.04107997566461563, 0.01383826695382595, -0.0014310970436781645, 0.05822841823101044, 0.1271171122789383, 0.014003928750753403, 0.10917909443378448, 0.010144204832613468, 0.0652405396103859, -0.028177358210086823, -0.06013360992074013, 0.037671785801649094, -0.00853608176112175, 0.007244757376611233, 0.016904698684811592, -0.012654303573071957, -0.07040335237979889, 0.08071760088205338, 0.036218177527189255, -0.031747326254844666, 0.02599368244409561, -0.07415122538805008, 0.12175033986568451, 0.01979483664035797, 0.013432493433356285, -0.03794858977198601, -0.0002395639312453568, 0.036733757704496384, -0.03924719616770744, 0.018996506929397583, -0.04109573736786842, 0.07689598947763443, -0.027053261175751686, 0.02902158536016941, -0.060411326587200165, -0.06574477255344391, -0.001653299666941166, 0.0033997471909970045, -0.024402735754847527, -0.009463867172598839, -0.0005539273261092603, 0.043225791305303574, -0.03269469365477562, -0.022440757602453232, -0.06431584805250168, -0.011466343887150288, -0.013047168031334877 ]
p
And concatenating all these scores together, you can get an embedding which you can put in a vector database for your vector search.
[ "blog", "blog/vector-image-search-rag" ]
11,336
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(28)
[ 0.12426293641328812, -0.05513663589954376, -0.05335691571235657, -0.032732635736465454, 0.0036855258513242006, 0.037615031003952026, -0.0750400498509407, 0.047873612493276596, 0.0026763842906802893, -0.05626033991575241, -0.036156393587589264, -0.07438217103481293, -0.027033787220716476, 0.1313965916633606, -0.03862922266125679, -0.02126014418900013, 0.038625702261924744, 0.06927184760570526, -0.1257675141096115, 0.03910670429468155, 0.06299536675214767, -0.04191184416413307, 0.02549906261265278, -0.03380248695611954, -0.005227105692028999, 0.0831357017159462, -0.04397321864962578, 0.01556121464818716, 0.036306463181972504, -0.047282665967941284, -0.03177789971232414, 0.03780388832092285, 0.03410801291465759, 0.07005560398101807, -0.04208233207464218, -0.06430790573358536, -0.09051312506198883, 0.03422539681196213, 0.04630093649029732, -0.006765885278582573, 0.049508336931467056, 0.06799858063459396, 0.04483995959162712, -0.0010790037922561169, 0.0345001220703125, -0.027977101504802704, -0.0644875317811966, -0.006244155112653971, 0.01290768664330244, -0.01590849831700325, -0.0037507901433855295, -0.06178880110383034, -0.06933564692735672, -0.023036353290081024, -0.04850851371884346, 0.03590291738510132, -0.01636594906449318, -0.09872209280729294, 0.024905629456043243, 0.017470600083470345, -0.030202055349946022, 0.043974053114652634, 0.0044188182801008224, 0.039129942655563354, 0.09141749143600464, 0.041621435433626175, -0.04640641808509827, -0.06744910031557083, -0.05243146792054176, 0.0023998073302209377, 0.03990644961595535, -0.01362440176308155, 0.07321618497371674, 0.023769956082105637, 0.07265667617321014, -0.051666904240846634, -0.06169011816382408, -0.011909262277185917, 0.010934509336948395, 0.035820674151182175, -0.11547815799713135, 0.04423204064369202, -0.0019700767006725073, 0.01167288888245821, 0.07415980100631714, -0.001913122134283185, 0.015899483114480972, -0.02491753175854683, -0.06672431528568268, 0.04080349579453468, -0.013400164432823658, 0.01310004387050867, 0.03219890967011452, -0.007623068057000637, -0.08589787781238556, -0.06719532608985901, 0.017628327012062073, -0.03452964127063751, 0.022874955087900162, -0.03205122426152229, -0.00046290416503325105, -0.02289714850485325, 0.10915125161409378, 0.024470753967761993, 0.00908510573208332, -0.021838633343577385, 0.017742373049259186, -0.01604955457150936, 0.023259630426764488, -0.07271786034107208, -0.023236636072397232, -0.005752028431743383, -0.026416543871164322, 0.007687038742005825, -0.028288647532463074, -0.027324998751282692, -0.06315980851650238, -0.052372533828020096, -0.014370851218700409, -0.00805735681205988, -0.010750871151685715, -0.054589372128248215, -0.04821549728512764, -0.061108313500881195, 0.001339664333499968, 0.08194949477910995, -0.010744757950305939, -3.0172792871707946e-33, -0.0055780429393053055, -0.0005242833867669106, 0.04097875580191612, 0.029074298217892647, 0.033304363489151, 0.03533682972192764, -0.08480364084243774, 0.02255433052778244, 0.01386160496622324, 0.02595706842839718, 0.012963660061359406, 0.0745866522192955, 0.0004318180144764483, 0.08215706795454025, 0.08419317752122879, -0.02327663078904152, -0.00794878602027893, 0.10683483630418777, -0.11151299625635147, 0.025862829759716988, -0.05213238298892975, -0.05339348688721657, -0.007660773117095232, -0.005927060265094042, 0.012675425969064236, 0.018934978172183037, -0.02382749691605568, 0.07634753733873367, -0.08482696115970612, -0.026901816949248314, 0.007954088971018791, -0.04830137640237808, -0.008753035217523575, 0.003358909161761403, 0.005236079450696707, -0.013683844357728958, 0.071461521089077, 0.027186963707208633, 0.05084308609366417, -0.08666504919528961, 0.02626517415046692, 0.02911916933953762, 0.01740112341940403, -0.04259427264332771, -0.02235746569931507, 0.11667350679636002, 0.03139735385775566, -0.030491502955555916, -0.07437919825315475, -0.051433712244033813, 0.0837983712553978, -0.03245417773723602, 0.023418113589286804, -0.016820620745420456, 0.047786127775907516, 0.030733715742826462, 0.044696029275655746, 0.015619848854839802, 0.012500089593231678, 0.0076916110701859, -0.03268236666917801, -0.04054015129804611, -0.008091804571449757, 0.042458124458789825, 0.05739712342619896, 0.06838957965373993, -0.04823410511016846, 0.008174179121851921, 0.060240600258111954, 0.03495386242866516, 0.08184042572975159, 0.018503805622458458, 0.006769483909010887, -0.007790903095155954, -0.000014882440154906362, -0.0013037987519055605, 0.019515156745910645, -0.07721132040023804, -0.014026904478669167, 0.09322042763233185, -0.17237220704555511, 0.03103751316666603, 0.052601322531700134, -0.07199730724096298, -0.10422594845294952, -0.017152830958366394, 0.03561493381857872, -0.02606256492435932, 0.0006899195723235607, 0.05078931525349617, -0.0451035238802433, -0.00507004652172327, -0.012356544844806194, -0.019676819443702698, -0.00936269760131836, 1.0013442198994925e-33, -0.1024336963891983, 0.011057279072701931, 0.023299995809793472, 0.03113630972802639, 0.04754524305462837, -0.004616225603967905, -0.008937282487750053, 0.08066868782043457, 0.001471191644668579, 0.02590573951601982, 0.021774133667349815, 0.018213827162981033, -0.04192786291241646, -0.0587424635887146, -0.015568186528980732, -0.0256807841360569, -0.08320009708404541, -0.001996393781155348, 0.04847186431288719, -0.0027869550976902246, -0.0012017878470942378, 0.062303218990564346, -0.09325545281171799, 0.04183415323495865, -0.011134808883070946, -0.008721438236534595, -0.09055410325527191, -0.05711760371923447, 0.03623911365866661, -0.024709030985832214, -0.030705079436302185, -0.12980471551418304, 0.05829048901796341, 0.0037726000882685184, -0.037548549473285675, -0.006511115934699774, 0.02497367188334465, -0.04321088269352913, 0.034680332988500595, 0.0492129847407341, -0.03333598002791405, -0.012144663371145725, -0.110615074634552, -0.046055279672145844, 0.007452286779880524, -0.06233680620789528, 0.06598372757434845, -0.023420095443725586, -0.04305576905608177, 0.018246494233608246, -0.027754349634051323, 0.03649473935365677, -0.025587907060980797, -0.039994098246097565, -0.02703474462032318, -0.010330023244023323, 0.001510078553110361, -0.07789997011423111, 0.001567273517139256, -0.008768875151872635, -0.056369855999946594, -0.05400504544377327, 0.009801492094993591, 0.016702992841601372, -0.004119539633393288, -0.0438888855278492, 0.022075913846492767, -0.02657122164964676, -0.049010634422302246, 0.007175893522799015, 0.04417484998703003, 0.03301548957824707, 0.04659320414066315, 0.05391842871904373, -0.06360068917274475, -0.18376941978931427, 0.02068856917321682, 0.017508424818515778, 0.09211596101522446, -0.07356288284063339, 0.03718240559101105, -0.04687715321779251, 0.028275862336158752, 0.13990934193134308, -0.011617589741945267, 0.012070641852915287, 0.07344987243413925, 0.0005367122939787805, 0.01050831563770771, 0.1575990468263626, -0.04588475078344345, 0.0026478103827685118, 0.05795386806130409, 0.04923868924379349, -0.0741155594587326, -2.8545082741970873e-8, -0.03463442623615265, 0.008916821330785751, 0.03220106288790703, 0.054180797189474106, -0.07719395309686661, 0.026082219555974007, 0.012435917742550373, 0.022076791152358055, -0.05013125017285347, 0.0914137214422226, 0.013904738239943981, -0.0414496511220932, -0.09073607623577118, 0.11369524151086807, 0.09078612178564072, -0.0131731191650033, 0.053998757153749466, 0.017836080864071846, -0.014412329532206059, 0.009621852077543736, -0.005588291212916374, 0.02244553156197071, -0.006270596291869879, 0.02513734996318817, 0.056133873760700226, -0.032292261719703674, -0.10262085497379303, 0.05906129628419876, 0.029073884710669518, -0.009807855822145939, -0.005144223570823669, 0.06496356427669525, -0.018813619390130043, 0.14729803800582886, 0.08547297865152359, 0.015274478122591972, -0.09706499427556992, 0.015513516962528229, -0.0037693860940635204, -0.009754147380590439, 0.020182212814688683, -0.03521472588181496, -0.060579560697078705, 0.03737993538379669, 0.14223210513591766, 0.10683843493461609, -0.034147486090660095, -0.07834693789482117, 0.01765899732708931, 0.024851547554135323, 0.009728320874273777, 0.016397880390286446, -0.04599044471979141, 0.005085235461592674, 0.004007039591670036, 0.026936549693346024, 0.02839077264070511, -0.018571726977825165, 0.04533885046839714, -0.00312946573831141, 0.050213880836963654, -0.004275518003851175, -0.05828145518898964, -0.02198307029902935 ]
p
It’s kind of hard to scale because you need to do a specific model and labeling for each type of object.
[ "blog", "blog/vector-image-search-rag" ]
11,337
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(28)
[ -0.05979200452566147, -0.04818306863307953, 0.012466727755963802, -0.09815338253974915, 0.048487670719623566, -0.14099888503551483, -0.003044350538402796, -0.02308557741343975, 0.02431764453649521, -0.0006495745037682354, -0.020938435569405556, 0.05228545516729355, 0.02640989050269127, -0.0034545371308922768, -0.05672947317361832, -0.049296241253614426, 0.008365473710000515, -0.013699917122721672, -0.09383376687765121, -0.07869377732276917, 0.04137102887034416, -0.06127505376935005, 0.04064174368977547, -0.08787381649017334, 0.11663846671581268, 0.057020969688892365, -0.033508528023958206, -0.11986686289310455, 0.057475119829177856, -0.00483576999977231, -0.013556297868490219, 0.024790678173303604, 0.05239426717162132, 0.017225850373506546, -0.07410512864589691, -0.0022425593342632055, -0.03415101394057274, 0.032369259744882584, -0.07485740631818771, -0.0056644766591489315, -0.057376135140657425, 0.029451515525579453, -0.009771548211574554, -0.027984177693724632, 0.08313339948654175, 0.010543225333094597, -0.03633420914411545, -0.001341871335171163, 0.03630779683589935, 0.00844677072018385, -0.1590525060892105, -0.017231399193406105, -0.06980826705694199, -0.020884376019239426, -0.0315188430249691, 0.057427335530519485, -0.04551013186573982, -0.019000539556145668, 0.06957362592220306, 0.04027923569083214, -0.001319634378887713, -0.011172466911375523, -0.02918175235390663, 0.09212815761566162, 0.08845407515764236, 0.03599561005830765, 0.07598137855529785, -0.10591041296720505, -0.03869200497865677, -0.11622782051563263, -0.017707394436001778, 0.12134392559528351, 0.0420893058180809, 0.11666294187307358, -0.042890362441539764, 0.05037675052881241, 0.01210684422403574, 0.011769681237637997, 0.0024043701123446226, 0.006248367950320244, 0.05979691445827484, -0.043248433619737625, 0.0922263115644455, 0.11582797765731812, 0.06914467364549637, -0.04197607934474945, -0.07313977181911469, -0.021396422758698463, 0.003026052610948682, -0.015558633953332901, -0.04111266881227493, -0.06386454403400421, -0.06525612622499466, -0.07079586386680603, -0.0017492948099970818, -0.029603509232401848, -0.037965938448905945, -0.010264699347317219, 0.00861920602619648, 0.029451515525579453, -0.0274351816624403, -0.0658278539776802, 0.01525050587952137, -0.04729342833161354, 0.02271321788430214, -0.004321303218603134, 0.08952654153108597, 0.059084322303533554, 0.0513761006295681, 0.009891508147120476, 0.0004742078890558332, 0.08627484738826752, 0.010148849338293076, -0.04542522132396698, -0.012071110308170319, -0.0008160268189385533, -0.03297619894146919, 0.026353515684604645, 0.06640154868364334, 0.02342326194047928, -0.02838183380663395, 0.042789723724126816, -0.0046348837204277515, -0.01903725042939186, -0.03395580127835274, 0.006684072315692902, -0.04558325186371803, -1.7040057945016038e-33, -0.00802872609347105, 0.054251112043857574, 0.13879252970218658, -0.04135242849588394, -0.06471525132656097, -0.01641560159623623, -0.0945991799235344, 0.016421280801296234, -0.06644196808338165, -0.0303844902664423, 0.029059583321213722, 0.04855117201805115, 0.019567865878343582, 0.05718255043029785, 0.10695583373308182, -0.021935205906629562, 0.006485195830464363, 0.03521551936864853, -0.03646203130483627, 0.015241878107190132, 0.026530610397458076, -0.019484305754303932, 0.05958092585206032, -0.012121862731873989, 0.00016403596964664757, 0.0906185656785965, 0.013570667244493961, -0.02001802995800972, 0.01578296720981598, 0.03963853791356087, -0.043298229575157166, 0.04716735705733299, -0.06367809325456619, 0.04520163685083389, -0.006063494831323624, 0.062204185873270035, -0.07605542987585068, -0.029625821858644485, 0.03079305775463581, 0.019179437309503555, -0.018218761309981346, 0.0493277832865715, 0.0034081435296684504, -0.036302100867033005, -0.0048698075115680695, 0.04371974244713783, -0.11419320106506348, 0.032983776181936264, 0.008667385205626488, 0.11101002246141434, 0.09267985075712204, -0.008292184211313725, -0.09895802289247513, -0.004940460901707411, 0.055859241634607315, 0.08975020796060562, 0.045449938625097275, -0.001138613442890346, -0.028654184192419052, 0.03653084114193916, 0.037947822362184525, -0.02398565039038658, -0.06476446241140366, 0.015371951274573803, -0.03589142486453056, -0.003520132275298238, 0.007994959130883217, 0.032391346991062164, -0.08704756200313568, 0.11982005834579468, -0.03502169996500015, 0.014304058626294136, 0.006536730099469423, 0.03549009934067726, -0.018276598304510117, -0.04104462265968323, -0.032058484852313995, -0.03952725976705551, -0.02561275288462639, 0.027262596413493156, -0.06324562430381775, -0.00775753753259778, 0.06467996537685394, -0.09029542654752731, -0.0681041032075882, -0.06754665076732635, 0.019507767632603645, -0.022099200636148453, -0.06426828354597092, -0.03885816037654877, -0.037216536700725555, -0.009259151294827461, -0.030344689264893532, -0.015481212176382542, -0.045952208340168, -4.824283457894882e-34, -0.08485434949398041, -0.07660908997058868, 0.03475353494286537, 0.10289189964532852, -0.05290054902434349, -0.03177014738321304, 0.04818442463874817, -0.01575218141078949, 0.04586125165224075, 0.03901464492082596, 0.03945326805114746, 0.018564190715551376, -0.04701128602027893, 0.014862628653645515, -0.008814419619739056, -0.04768893122673035, 0.042247578501701355, -0.05739783123135567, -0.08183281123638153, -0.030312811955809593, -0.016700031235814095, 0.06208163499832153, 0.02667514607310295, -0.02765532024204731, -0.00608358159661293, 0.01844233274459839, -0.024913636967539787, -0.010904494673013687, -0.0032451460137963295, -0.04380650073289871, -0.03405424952507019, -0.07753631472587585, -0.06491045653820038, 0.04062601551413536, -0.013533605262637138, 0.08208964020013809, -0.01901373639702797, -0.05718642473220825, 0.03918233886361122, -0.04654872417449951, -0.04669758677482605, 0.021357407793402672, 0.031692419201135635, -0.08043481409549713, -0.0298524908721447, 0.04288245365023613, 0.03821362555027008, 0.04501056671142578, -0.018995722755789757, -0.008829258382320404, -0.0264989472925663, 0.0006928567308932543, -0.02931986376643181, -0.0129208043217659, -0.017038483172655106, -0.005059882998466492, -0.03874882310628891, 0.036742791533470154, 0.034275807440280914, 0.018031727522611618, -0.019205205142498016, -0.0667445957660675, -0.012164147570729256, 0.06259403377771378, -0.039641864597797394, -0.008402026258409023, -0.06845343858003616, -0.008326107636094093, -0.03427242860198021, 0.014110276475548744, 0.08542472869157791, -0.01789524406194687, 0.02131933532655239, 0.052974946796894073, -0.09268524497747421, -0.004089908674359322, 0.0526907816529274, 0.0711190477013588, 0.002228104742243886, -0.06135144457221031, 0.10666188597679138, -0.032947152853012085, 0.0318787656724453, 0.10881409794092178, -0.002008534735068679, 0.04876185208559036, -0.01992136798799038, -0.0894264355301857, -0.0003217264893464744, 0.04905395954847336, -0.02057124301791191, 0.05139660835266113, -0.02400209940969944, -0.00131679093465209, -0.04873538017272949, -1.8131910195506862e-8, 0.04778479039669037, 0.004636287223547697, 0.0229718666523695, -0.010672013275325298, 0.040215298533439636, -0.03175036236643791, 0.04106161743402481, 0.08410686254501343, -0.07703820616006851, -0.09497281163930893, 0.0539010725915432, -0.02504325471818447, -0.03176656737923622, 0.04713018983602524, 0.09779307246208191, 0.016750536859035492, 0.0706426128745079, 0.0088626928627491, 0.003627719124779105, 0.04937756061553955, -0.08362146466970444, -0.004052602220326662, 0.009454487822949886, 0.011282777413725853, -0.056617219001054764, 0.03691927716135979, -0.04236505925655365, 0.013756663538515568, 0.0750817358493805, 0.05084749311208725, 0.023742590099573135, 0.0018128104275092483, -0.03900815546512604, 0.046919483691453934, 0.013410927727818489, 0.005470947828143835, -0.042092110961675644, -0.009636623784899712, 0.005975860636681318, -0.06525762379169464, -0.022665536031126976, 0.052687935531139374, 0.07386430352926254, 0.040631942451000214, 0.0727437362074852, 0.0728624016046524, 0.13367386162281036, -0.049991168081760406, -0.03774377331137657, 0.06941553205251694, -0.03136911243200302, 0.003769037313759327, -0.02411048300564289, 0.007771526928991079, 0.012712460942566395, -0.07537198811769485, 0.06953052431344986, -0.12402825057506561, 0.016512874513864517, 0.04838809743523598, 0.013882827013731003, 0.07479354739189148, -0.008087522350251675, -0.003269786247983575 ]
p
And I really wonder how Google lens does because their algorithm work very well.
[ "blog", "blog/vector-image-search-rag" ]
11,338
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(28)
[ -0.013686803169548512, -0.05510852858424187, -0.0047538611106574535, 0.02621680125594139, -0.06590807437896729, -0.07170797139406204, -0.05118989571928978, -0.04779777303338051, 0.025906387716531754, -0.019352314993739128, 0.06375918537378311, 0.10656799376010895, -0.049322400242090225, 0.056026045233011246, 0.04938024654984474, 0.032338302582502365, 0.09452151507139206, -0.07200425863265991, -0.0825207307934761, 0.05542788282036781, -0.012414145283401012, -0.02251257374882698, -0.06094373017549515, 0.009628885425627232, -0.03762662783265114, 0.08267305791378021, -0.10819540172815323, -0.0002658203593455255, 0.007695513311773539, -0.03316240757703781, -0.018185945227742195, 0.012252801097929478, -0.07355516403913498, 0.007813766598701477, -0.05840277671813965, 0.02176613174378872, 0.011091831140220165, -0.017251314595341682, -0.06412822753190994, -0.10032432526350021, 0.01412920467555523, -0.13325554132461548, 0.0011872982140630484, -0.027242211624979973, -0.052812281996011734, -0.009338444098830223, 0.009272330440580845, -0.03321891278028488, -0.04238878935575485, -0.05743464455008507, -0.05147451534867287, -0.016097785905003548, 0.06767695397138596, 0.09402310103178024, 0.008148490451276302, 0.05500004068017006, -0.07086241245269775, 0.023409266024827957, 0.014774042181670666, 0.000054904623539187014, 0.02223077043890953, 0.026590406894683838, -0.028881797567009926, 0.025829872116446495, 0.06765587627887726, -0.0215190090239048, -0.012172394432127476, -0.09604883939027786, -0.024747276678681374, -0.07831226289272308, -0.04098445922136307, -0.013730248436331749, -0.03398217260837555, 0.003089655190706253, 0.05648893490433693, -0.03219098225235939, -0.03605907782912254, -0.06097153574228287, 0.06332104653120041, 0.008051027543842793, 0.019312970340251923, -0.006053795572370291, 0.008766265586018562, 0.025327272713184357, 0.05216853320598602, 0.06161198019981384, -0.009187520481646061, -0.04494885355234146, -0.0303888488560915, -0.016173230484128, 0.013233709149062634, 0.07012052088975906, 0.03239549323916435, -0.05769513547420502, -0.0001465996028855443, -0.017920931801199913, 0.05100042372941971, 0.049007598310709, -0.010995373129844666, 0.02503991685807705, -0.028750857338309288, 0.056024134159088135, -0.0018591388361528516, -0.11442629247903824, -0.018620546907186508, 0.014089963398873806, -0.02602940797805786, 0.020940352231264114, 0.002769657177850604, 0.0017972297500818968, -0.03289441764354706, -0.03144868463277817, -0.012957693077623844, 0.06888838857412338, -0.07277185469865799, 0.01743287220597267, -0.06753700971603394, 0.04418621584773064, 0.0359073244035244, 0.05870771035552025, 0.04697344824671745, 0.0014040624955669045, 0.0043833754025399685, -0.03622126206755638, 0.021273087710142136, -0.0035585230216383934, -0.038091547787189484, -2.2519808532366447e-33, 0.05791492015123367, -0.014177010394632816, -0.027230240404605865, 0.07542242109775543, -0.012469354085624218, 0.013335232622921467, -0.06537739932537079, 0.018193140625953674, 0.10469744354486465, -0.00041530607268214226, -0.08438535779714584, 0.03740714490413666, 0.03398151695728302, 0.02628401480615139, 0.08180193603038788, -0.13225074112415314, -0.029750026762485504, 0.027184762060642242, -0.05662061646580696, 0.07170518487691879, 0.0213093850761652, 0.05669375881552696, 0.014972399920225143, 0.04755145683884621, 0.12542752921581268, -0.0013568465365096927, 0.007837408222258091, 0.07590807974338531, -0.07693511992692947, 0.007546708453446627, 0.012042311020195484, 0.06368028372526169, -0.039087925106287, -0.010991477407515049, -0.051980264484882355, 0.10430745780467987, -0.018928054720163345, -0.031750552356243134, 0.02673504687845707, -0.07269087433815002, -0.0259501114487648, 0.00022768109920434654, -0.02178662270307541, -0.012822502292692661, -0.020341480150818825, 0.013465339317917824, 0.002668210072442889, 0.030767176300287247, -0.07765243947505951, 0.00461994344368577, 0.020235106348991394, 0.051962438970804214, -0.05946633964776993, -0.013682829216122627, 0.11666899174451828, 0.03361890837550163, -0.0006553618586622179, -0.01107463426887989, -0.023578131571412086, 0.021002978086471558, 0.036867573857307434, 0.011130137369036674, -0.08139108866453171, -0.05145870894193649, 0.0038056953344494104, 0.07016916573047638, 0.08347702771425247, -0.001392771489918232, 0.03570741415023804, 0.01149179507046938, 0.032131828367710114, 0.033528827130794525, 0.0035488028079271317, -0.001148597220890224, -0.0027852251660078764, 0.013743436895310879, -0.0972304567694664, -0.04736259952187538, -0.01629023440182209, 0.03487895801663399, 0.07331813871860504, -0.021092060953378677, 0.00753608625382185, 0.05489758402109146, 0.04569578543305397, 0.05309294909238815, -0.02411402203142643, 0.010715040378272533, -0.03450915589928627, 0.03353912755846977, 0.021470969542860985, 0.01770094223320484, 0.029485849663615227, -0.018498612567782402, 0.03436312824487686, 6.789209968193166e-34, -0.059913426637649536, 0.02579919807612896, -0.08694606274366379, 0.07044009864330292, -0.024831661954522133, 0.024512019008398056, -0.01046169362962246, -0.0894283875823021, -0.002235501306131482, 0.07978032529354095, -0.03835607320070267, 0.0011791718425229192, -0.14136576652526855, 0.020691391080617905, -0.02447364293038845, -0.03947245702147484, 0.07062005251646042, -0.03924306482076645, 0.01677067205309868, -0.022683899849653244, 0.022410642355680466, 0.15937930345535278, -0.0212809219956398, 0.05714937299489975, -0.030590230599045753, 0.058326605707407, -0.047290075570344925, -0.017199154943227768, -0.04095141217112541, -0.03998395800590515, 0.02481367252767086, -0.05866258218884468, -0.03568459674715996, 0.045557618141174316, 0.05369394272565842, -0.010158547200262547, -0.0954170674085617, 0.07718391716480255, -0.005102065391838551, -0.16988606750965118, 0.06355661898851395, 0.037314265966415405, -0.02141466736793518, 0.04643745720386505, -0.03857775777578354, -0.01622614450752735, 0.05666555464267731, -0.03193654865026474, -0.10644634813070297, 0.012751984409987926, 0.0322282575070858, -0.051793333142995834, -0.0751994177699089, -0.01808662712574005, -0.051244527101516724, -0.046933114528656006, 0.0576009638607502, -0.1124262884259224, -0.07722288370132446, -0.03457983583211899, 0.019511081278324127, -0.030783938243985176, 0.1139013022184372, 0.02699662558734417, -0.03462762013077736, 0.03482091426849365, 0.0400008000433445, 0.06850279867649078, 0.09424863010644913, 0.00015538145089522004, 0.14334996044635773, -0.0323745459318161, 0.03414610028266907, -0.06628371775150299, 0.01927875727415085, 0.006551026366651058, -0.02928153984248638, -0.12079998105764389, -0.060300055891275406, 0.02353382296860218, -0.07755829393863678, -0.0229622945189476, 0.05961870402097702, -0.03446013852953911, -0.03462154045701027, 0.036424558609724045, -0.05689183250069618, -0.05624918267130852, 0.025488119572401047, 0.013084732927381992, 0.043079718947410583, 0.053452253341674805, -0.026480112224817276, 0.04344058781862259, 0.03876190260052681, -2.6379415984933985e-8, 0.048265933990478516, -0.011671951971948147, -0.03339027613401413, -0.050525326281785965, -0.08197837322950363, 0.016207192093133926, 0.0266092661768198, -0.014930542558431625, -0.009462473914027214, -0.027096344158053398, 0.02576308511197567, -0.09508804231882095, 0.0139606399461627, 0.011562636122107506, 0.14880114793777466, 0.08867762982845306, 0.04863642528653145, 0.05336102843284607, -0.08662231266498566, 0.01815043017268181, -0.025837957859039307, 0.040533989667892456, 0.005072294268757105, 0.083107128739357, -0.0309333186596632, 0.0384647436439991, -0.03351997211575508, 0.016904352232813835, -0.03408494591712952, 0.055331844836473465, 0.009900637902319431, 0.05950323864817619, 0.028948238119482994, 0.03963854908943176, 0.01229118276387453, -0.042191170156002045, 0.04531543329358101, -0.007949203252792358, 0.031921081244945526, -0.005328677594661713, -0.024541961029171944, -0.09627806395292282, -0.019380684942007065, 0.09129208326339722, -0.019908688962459564, -0.10649313777685165, -0.0016268901526927948, 0.007946130819618702, 0.00020750520343426615, -0.008731654845178127, -0.01740255393087864, 0.01783992350101471, 0.029917366802692413, -0.03160436823964119, 0.01858847215771675, -0.022305717691779137, 0.04091461002826691, -0.015977149829268456, -0.060767482966184616, 0.06574375927448273, 0.02728956565260887, -0.03967026621103287, 0.11471695452928543, 0.07630608975887299 ]
p
So are they working more like with this kind of functioning or this kind of functioning?
[ "blog", "blog/vector-image-search-rag" ]
11,339
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(28)
[ -0.08350276947021484, -0.011371372267603874, -0.0028976821340620518, 0.03123541921377182, -0.026250377297401428, -0.04063086956739426, -0.058199442923069, -0.019824590533971786, 0.03853380307555199, -0.0189832616597414, 0.05342206358909607, 0.12472952902317047, -0.04217209666967392, 0.06888112425804138, 0.09332611411809921, -0.06411141157150269, 0.061942022293806076, -0.11796271055936813, -0.011531976982951164, 0.08290787041187286, 0.0062963590025901794, -0.03135420382022858, 0.05070318654179573, -0.0486065037548542, -0.04976811632514, 0.013651814311742783, -0.05998988449573517, -0.014592336490750313, -0.05919060483574867, 0.02728188782930374, -0.004483966622501612, -0.006508972961455584, -0.0017505957512184978, 0.00344720552675426, -0.07851678878068924, -0.020296812057495117, -0.004479673225432634, 0.03540605306625366, 0.007322448771446943, -0.027419142425060272, 0.008521122857928276, -0.022520918399095535, -0.020025329664349556, 0.055107489228248596, -0.00487232580780983, -0.011277389712631702, 0.038933802396059036, -0.07358907908201218, -0.004489976447075605, -0.029718030244112015, 0.11972351372241974, -0.02965889871120453, 0.052504006773233414, -0.02602444402873516, 0.021436741575598717, 0.05341583490371704, -0.040406234562397, -0.0572480782866478, 0.005057995673269033, 0.00009647886327002198, -0.05868116021156311, 0.06545442342758179, -0.023690233007073402, 0.02319323644042015, 0.08234627544879913, 0.026996323838829994, 0.01658925972878933, 0.11021219938993454, 0.019667809829115868, 0.008072448894381523, 0.07889077812433243, 0.05467945709824562, 0.01211517583578825, -0.010913022793829441, -0.028353838250041008, -0.012675865553319454, 0.049579061567783356, 0.022544510662555695, 0.0052045173943042755, 0.09898412972688675, 0.03617054224014282, 0.07354021817445755, 0.015567805618047714, 0.04757091775536537, 0.005078097339719534, 0.02229897864162922, 0.0043031019158661366, -0.10655664652585983, -0.06740712374448776, 0.003498001955449581, -0.17954084277153015, -0.03553694486618042, 0.0752737894654274, 0.01851574145257473, 0.02229101024568081, 0.03159894421696663, -0.10243046283721924, 0.11228865385055542, -0.03933476656675339, -0.040596071630716324, -0.018757162615656853, -0.055121298879384995, 0.002492492785677314, -0.0402914322912693, -0.0061686960980296135, 0.013450922444462776, -0.01118964422494173, 0.030108124017715454, -0.009343501180410385, -0.09095002710819244, -0.05419731140136719, 0.01744440756738186, 0.06772617995738983, 0.03414306417107582, -0.026515167206525803, 0.11112158000469208, -0.008374286815524101, 0.031933970749378204, 0.025568239390850067, 0.014215397648513317, 0.002952256705611944, 0.044579360634088516, -0.018942350521683693, -0.044035542756319046, 0.013975759968161583, -0.008254504762589931, -0.047567564994096756, -3.636327489421436e-33, -0.0028429306112229824, 0.007815438322722912, 0.07314359396696091, -0.039671022444963455, 0.05076614022254944, -0.03130919113755226, -0.04146173223853111, -0.014076240360736847, 0.03436834737658501, -0.024002011865377426, 0.05872472748160362, -0.09634493291378021, -0.017620913684368134, -0.035203415900468826, -0.003293438581749797, -0.028333136811852455, -0.04441852867603302, -0.0004416352021507919, -0.0022598111536353827, -0.012319548986852169, 0.016227493062615395, -0.01403920166194439, -0.008061102591454983, -0.00047957219067029655, -0.023714644834399223, 0.1323499232530594, 0.0036021354608237743, -0.07354078441858292, 0.08397749811410904, 0.04382539913058281, -0.06594959646463394, 0.04458008334040642, -0.006772896274924278, -0.0028319081757217646, -0.05416964367032051, 0.1345171481370926, 0.0866973027586937, -0.07017926871776581, -0.07354094833135605, -0.005404128227382898, -0.02020796202123165, 0.025463927537202835, -0.04880550131201744, -0.02077586017549038, -0.08985976874828339, -0.07271160185337067, 0.011962397024035454, -0.04747910052537918, 0.010789048857986927, -0.009923052042722702, 0.05533897876739502, 0.024999918416142464, 0.02799232117831707, -0.0429258793592453, -0.051642563194036484, -0.030984198674559593, 0.003653643187135458, -0.047680195420980453, -0.00410673301666975, 0.05062564089894295, -0.0779915452003479, 0.00853180792182684, 0.0726325511932373, 0.008806832134723663, -0.05781063064932823, 0.022271253168582916, -0.018957581371068954, 0.03847077861428261, -0.06524010747671127, -0.07337018102407455, 0.06915989518165588, -0.03935530036687851, 0.020650126039981842, 0.05573303997516632, -0.020257839933037758, -0.024533826857805252, -0.11368455737829208, 0.01210638228803873, 0.08533252775669098, 0.02610700950026512, 0.053113218396902084, 0.029449129477143288, -0.02122027613222599, -0.051591742783784866, 0.052634987980127335, 0.05662481486797333, 0.05089104175567627, -0.026213565841317177, -0.11346704512834549, -0.011811312288045883, 0.08452815562486649, 0.03564172983169556, 0.015787454321980476, -0.02861960232257843, -0.07640693336725235, -7.501036541640853e-34, 0.01947234757244587, -0.05323469638824463, -0.00014566112076863647, 0.015587675385177135, 0.03476443141698837, -0.018201567232608795, 0.025089643895626068, 0.07096558809280396, -0.010584304109215736, -0.028780493885278702, 0.023453082889318466, -0.09234726428985596, -0.0770082101225853, 0.05681723728775978, 0.053678177297115326, -0.062011271715164185, -0.06063493713736534, -0.044104959815740585, 0.032138194888830185, 0.00836600549519062, -0.013924197293817997, 0.0964234322309494, -0.007085748948156834, -0.050975166261196136, 0.007824130356311798, 0.01810332015156746, -0.021327875554561615, 0.0117851747199893, -0.08492175489664078, 0.08462992310523987, -0.00042401321115903556, 0.008000879548490047, -0.08552704006433487, -0.013245685957372189, 0.08937880396842957, 0.03870512545108795, 0.029158765450119972, -0.004713572561740875, -0.013360612094402313, -0.0559362955391407, 0.030397525057196617, -0.07113014161586761, 0.0036414521746337414, 0.10231146216392517, -0.060056861490011215, -0.008458733558654785, 0.03631589934229851, 0.14465393126010895, 0.003545520594343543, 0.10756685584783554, 0.0020300131291151047, 0.06636644154787064, -0.01821010559797287, -0.056253280490636826, -0.03850466012954712, -0.014592480845749378, 0.022180508822202682, -0.054565947502851486, 0.00299241254106164, 0.04050225019454956, 0.019446775317192078, 0.048220764845609665, 0.03218097612261772, -0.0838480219244957, 0.0020178307313472033, 0.00340839009732008, -0.02380269207060337, 0.08184591680765152, 0.010522720403969288, 0.000496244989335537, 0.09714885801076889, -0.027133552357554436, -0.11187168955802917, 0.0866411030292511, -0.004376070573925972, 0.008815400302410126, 0.02770339883863926, -0.0597781166434288, -0.02903449535369873, 0.047284871339797974, -0.05287887156009674, -0.12389961630105972, 0.06781051307916641, 0.013731144368648529, -0.018973009660840034, -0.06155872717499733, -0.03909907117486, 0.006965005304664373, -0.0225065927952528, -0.05647841840982437, -0.11230656504631042, -0.004012145102024078, 0.004467219579964876, -0.006310733966529369, 0.03695386275649071, -4.0121804545378836e-8, -0.004609719850122929, -0.017975760623812675, 0.0321686677634716, 0.07654765248298645, -0.021564191207289696, -0.0777793899178505, 0.020836427807807922, 0.010290689766407013, -0.00545181380584836, -0.009198693558573723, -0.05181637406349182, 0.10533154010772705, -0.00995164830237627, 0.03890806809067726, -0.015434417873620987, -0.005822859704494476, 0.015070308931171894, -0.018216440454125404, -0.04868299514055252, 0.04655724763870239, -0.014496785588562489, 0.05215347558259964, 0.0015296305064111948, -0.05505221709609032, -0.05010112002491951, 0.04159976914525032, -0.04063381627202034, -0.004744790494441986, 0.039345696568489075, -0.06705847382545471, 0.03987604379653931, -0.04516199976205826, -0.1097879633307457, 0.07101704180240631, 0.011014015413820744, -0.003482726402580738, -0.0061097596772015095, -0.025350064039230347, -0.0015819261316210032, -0.100632444024086, 0.017871247604489326, -0.022899802774190903, 0.06422483175992966, 0.1197788417339325, -0.0015660981880500913, -0.05997574329376221, -0.06403641402721405, 0.02703011967241764, 0.008895710110664368, 0.04118100553750992, 0.011199471540749073, -0.0024019188713282347, 0.040503181517124176, 0.053684528917074203, 0.05405328422784805, -0.03782536834478378, -0.03711427375674248, 0.0313069224357605, -0.07197890430688858, 0.036809541285037994, 0.07213511317968369, -0.12750226259231567, 0.01480787806212902, 0.043564826250076294 ]
p
So if anyone had any thought on that or any idea, again, I’d be happy to talk about it afterwards.
[ "blog", "blog/vector-image-search-rag" ]
11,340
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(28)
[ -0.012681279331445694, -0.0800047516822815, 0.019602451473474503, -0.003990383818745613, 0.0358729287981987, -0.025385675951838493, -0.05407821387052536, -0.012900765985250473, 0.007102837786078453, -0.07477962970733643, 0.016919756308197975, 0.013174296356737614, 0.03305578604340553, 0.09297852963209152, 0.0443442277610302, 0.00035511504393070936, -0.061839066445827484, 0.031114516779780388, -0.07672697305679321, -0.025817761197686195, -0.027923615649342537, -0.01793282851576805, 0.12862561643123627, -0.08574685454368591, 0.05762176215648651, 0.10268352925777435, -0.05786147713661194, -0.09303414076566696, 0.061805907636880875, -0.02191919833421707, -0.026759209111332893, 0.03697086125612259, 0.035493507981300354, 0.042669471353292465, -0.07181962579488754, 0.05429058149456978, -0.026894280686974525, 0.03044688142836094, -0.03538556024432182, -0.03263100981712341, -0.03226004168391228, 0.0057709114626049995, 0.025522170588374138, -0.02557307854294777, 0.023512210696935654, -0.010178627446293831, -0.0247871745377779, -0.09139985591173172, 0.040999796241521835, 0.006708762142807245, -0.12004393339157104, -0.08807314187288284, 0.01953793689608574, 0.04364493116736412, -0.013060054741799831, 0.03183969482779503, 0.02866772748529911, -0.03321441635489464, 0.04182897135615349, -0.010530209168791771, -0.024268319830298424, 0.026013586670160294, -0.03645969554781914, 0.025270458310842514, 0.08653213083744049, -0.021736672148108482, 0.0665532797574997, 0.008817963302135468, -0.025606270879507065, -0.05692204833030701, -0.01591767743229866, 0.01894485577940941, -0.003854523180052638, -0.012493587099015713, 0.028247708454728127, 0.03030109778046608, 0.0029565824661403894, -0.03477870300412178, 0.05718168988823891, -0.08949730545282364, 0.07272177189588547, -0.0053487312979996204, 0.04257196933031082, -0.007644054014235735, 0.06588169187307358, 0.06310556083917618, -0.08887656778097153, 0.04027945175766945, -0.039907872676849365, -0.009969362057745457, -0.02835931070148945, -0.08905133605003357, 0.01750350557267666, 0.023474551737308502, -0.05895628407597542, -0.006976649165153503, -0.024912258610129356, -0.014724906533956528, -0.023541143164038658, 0.034833718091249466, -0.01146831177175045, -0.1032966673374176, -0.027944687753915787, -0.0010744979372248054, 0.03612831234931946, -0.043998442590236664, 0.11556950956583023, -0.04530937597155571, 0.0346464142203331, -0.07938683032989502, 0.01546489167958498, -0.05912988632917404, -0.04305613785982132, 0.050198957324028015, -0.0038774837739765644, 0.027866855263710022, -0.007997285574674606, 0.012635452672839165, 0.09487863630056381, 0.030571656301617622, -0.06383077800273895, -0.025397567078471184, -0.11402028799057007, 0.019872955977916718, 0.05662932246923447, -0.06992269307374954, -0.06101201847195625, -1.471367840127692e-33, 0.04643750190734863, 0.0706159919500351, 0.059672415256500244, 0.07047062367200851, 0.05445986986160278, 0.01689080521464348, -0.07358691841363907, -0.025551138445734978, -0.0223051980137825, -0.07940339297056198, -0.023506594821810722, -0.003359768772497773, -0.05398759990930557, 0.13919581472873688, 0.0012897306587547064, -0.06575196981430054, -0.06696527451276779, 0.06812882423400879, 0.06185952574014664, 0.023774614557623863, 0.0551505871117115, -0.026931466534733772, 0.016857830807566643, 0.013158979825675488, 0.008522418327629566, 0.06318754702806473, 0.06775342673063278, -0.02014443464577198, 0.04114677011966705, -0.0070318360812962055, -0.11714281886816025, 0.04589327424764633, 0.010995710268616676, 0.02670680172741413, 0.029717542231082916, -0.021845463663339615, 0.028489312157034874, -0.017665427178144455, -0.022593893110752106, 0.016510482877492905, -0.025183623656630516, -0.005658314563333988, 0.0009222503285855055, -0.1066989153623581, -0.024253584444522858, 0.050982631742954254, -0.02586260251700878, 0.013008528389036655, -0.06801595538854599, -0.0478254109621048, -0.021369116380810738, 0.07078167796134949, -0.027493145316839218, -0.09413700550794601, 0.042237043380737305, -0.01945681683719158, -0.0009017070406116545, 0.002848963253200054, 0.04967907443642616, -0.030246613547205925, -0.038261305540800095, 0.06810978055000305, 0.022609131410717964, 0.05445101484656334, -0.016267281025648117, 0.06677348166704178, 0.0064140730537474155, -0.027169344946742058, 0.026729732751846313, 0.01225701067596674, -0.04419255256652832, 0.030053481459617615, -0.06083709001541138, -0.06523753702640533, 0.004616071004420519, -0.024969851598143578, -0.005876182112842798, -0.07615987956523895, 0.05710690841078758, 0.07846145331859589, -0.00006215865141712129, -0.017537003383040428, 0.03432919830083847, -0.07971230894327164, 0.045821357518434525, 0.029142951592803, 0.032833512872457504, -0.11681695282459259, -0.02969520166516304, 0.0233777929097414, -0.04357687756419182, 0.006394901778548956, -0.07198677211999893, -0.024027736857533455, -0.0014326134696602821, 1.0430549838994905e-33, 0.007589590270072222, 0.09010326117277145, -0.05148211866617203, 0.06437842547893524, 0.029134409502148628, 0.020213698968291283, 0.07812183350324631, 0.06258288770914078, 0.04043795168399811, -0.019611066207289696, 0.03873152285814285, 0.04615698382258415, -0.05381845682859421, -0.09796281903982162, -0.06488393992185593, -0.01622219756245613, 0.004074158612638712, 0.02327246218919754, 0.05030343309044838, -0.044725432991981506, 0.0438753105700016, 0.06686247885227203, -0.02855338528752327, 0.059990692883729935, -0.07741212099790573, 0.0551176480948925, -0.028618328273296356, 0.05449946969747543, -0.03105788305401802, 0.03164888545870781, -0.028363490477204323, -0.08830568194389343, 0.014650889672338963, -0.02519230544567108, -0.003153328550979495, 0.03977883979678154, 0.06749044358730316, -0.009431387297809124, -0.045928217470645905, 0.025405334308743477, 0.1371210664510727, -0.01616474613547325, -0.06282608956098557, 0.021919315680861473, -0.03522297367453575, -0.04335417598485947, -0.04758138209581375, 0.0005220722523517907, -0.016659559682011604, 0.06663098186254501, 0.009485200047492981, -0.06073480471968651, -0.11311033368110657, -0.12749901413917542, -0.05340529605746269, -0.06523070484399796, 0.06820374727249146, -0.03228722885251045, 0.004727240651845932, 0.03361854702234268, -0.0763564184308052, -0.07248488068580627, -0.03462444618344307, -0.05054624751210213, 0.04016118869185448, 0.018155192956328392, -0.023037077859044075, -0.017059551551938057, -0.023895932361483574, 0.04181802272796631, 0.10036846995353699, 0.05008696764707565, 0.03751571103930473, 0.07664991170167923, -0.009789533913135529, 0.052953675389289856, 0.036415114998817444, -0.02132624201476574, -0.026234500110149384, -0.06832525134086609, 0.0170733779668808, -0.05651778727769852, 0.05516636371612549, 0.10756408423185349, 0.09838737547397614, 0.1751055121421814, -0.023595258593559265, 0.006885949522256851, 0.04931757226586342, 0.00008009695739019662, -0.05471426248550415, 0.08564210683107376, 0.0648312196135521, 0.04780096933245659, -0.015880372375249863, -2.3938715898452756e-8, -0.047397129237651825, 0.02366555668413639, -0.01477089524269104, -0.00847590807825327, 0.024404454976320267, -0.018699267879128456, 0.05092804133892059, 0.04837159812450409, 0.005910149309784174, -0.045715298503637314, 0.029130520299077034, -0.01445218175649643, -0.00025528177502565086, 0.00875273160636425, 0.1007179319858551, 0.037613626569509506, -0.006360625848174095, 0.07698512822389603, -0.017392143607139587, -0.026743413880467415, 0.10124579071998596, -0.013287805020809174, 0.010149853304028511, 0.007439855486154556, -0.05499465763568878, -0.023878686130046844, -0.10593999922275543, 0.05266329646110535, -0.02221067249774933, -0.09076466411352158, -0.006139156874269247, -0.03345341235399246, -0.018780052661895752, 0.007950451225042343, 0.013945212587714195, -0.006620133761316538, 0.023887749761343002, -0.06517232209444046, -0.08511784672737122, -0.025840945541858673, -0.023491015657782555, 0.024516453966498375, -0.01927092671394348, 0.015662265941500664, 0.043135419487953186, 0.04536514729261398, 0.0017460177186876535, -0.0867127925157547, -0.016981925815343857, 0.02823319099843502, 0.010617239400744438, 0.045275621116161346, 0.0268548596650362, 0.05947338789701462, 0.12120736390352249, -0.06309393048286438, 0.07985812425613403, 0.0012538899900391698, -0.02703339233994484, 0.11325279623270035, 0.025736724957823753, -0.01980757899582386, -0.03107868693768978, 0.029139550402760506 ]
p
And finally, I feel like we made a lot of advancements in multimodal training, trying to combine text inputs with image.
[ "blog", "blog/vector-image-search-rag" ]
11,341
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(28)
[ -0.0916038379073143, -0.04517476260662079, -0.006452417466789484, -0.0020045347046107054, -0.0036569153890013695, 0.029192809015512466, -0.05434273183345795, -0.02523021772503853, 0.038764066994190216, -0.04622865840792656, -0.029426539316773415, 0.0035873225424438715, 0.07656054943799973, 0.05531328171491623, 0.011771805584430695, -0.006713611073791981, 0.004035040736198425, 0.03493021801114082, -0.08030068129301071, 0.004595192614942789, -0.0397651344537735, 0.00735200522467494, 0.034208033233881, -0.08376627415418625, -0.043659236282110214, 0.004940395709127188, -0.01521382387727499, 0.009247546084225178, 0.09046855568885803, -0.04854113236069679, 0.03530183434486389, 0.025785787031054497, 0.0315282829105854, 0.03450072556734085, -0.04174923524260521, 0.054438963532447815, 0.040046896785497665, 0.007668829523026943, -0.03772999718785286, -0.05000324919819832, 0.010919492691755295, -0.011509308591485023, 0.02523040771484375, 0.07706795632839203, 0.01423810888081789, -0.05274234339594841, -0.06812164932489395, -0.07635116577148438, -0.06193840503692627, 0.0497463196516037, -0.1269267350435257, -0.046579066663980484, -0.000988217769190669, 0.008310149423778057, 0.01554883737117052, -0.03561059385538101, -0.030840331688523293, -0.04078355431556702, 0.00870787538588047, -0.04136514663696289, 0.02407410554587841, -0.049021873623132706, 0.06271494925022125, 0.0327560231089592, 0.044566135853528976, 0.022847970947623253, -0.04253196716308594, 0.1333734691143036, 0.018377993255853653, -0.0039415499195456505, -0.019694922491908073, 0.03206884488463402, -0.1350279152393341, 0.01640225388109684, 0.0016865857178345323, 0.020258571952581406, -0.04921064153313637, -0.07330091297626495, 0.08637726306915283, -0.07143615931272507, 0.03868402913212776, 0.013603109866380692, 0.029689470306038857, 0.02277783490717411, 0.04273378103971481, 0.060625575482845306, 0.036172717809677124, 0.0007984779076650739, -0.06628185510635376, -0.010718629695475101, -0.038994647562503815, -0.04769541323184967, 0.040261369198560715, 0.0282755009829998, 0.028392929583787918, 0.02645655907690525, 0.012428383342921734, 0.04262134060263634, -0.00014081242261454463, 0.07164425402879715, -0.04314647987484932, 0.004974643234163523, 0.10368381440639496, -0.06683354824781418, 0.044779520481824875, -0.04946817457675934, 0.018176859244704247, 0.018095538020133972, -0.05425553396344185, -0.08921753615140915, -0.06077911704778671, -0.07081245630979538, 0.006008749362081289, 0.015670914202928543, 0.04890918359160423, -0.04435762017965317, 0.087941475212574, -0.000013371253771765623, 0.09565316140651703, 0.02191302925348282, 0.012351862154901028, 0.07185081392526627, -0.098511703312397, 0.03491479530930519, 0.058501262217760086, -0.06317006051540375, -0.08001380413770676, -1.5886973291966223e-33, 0.01456537563353777, 0.08406533300876617, -0.011671529151499271, 0.12708082795143127, 0.03606778383255005, -0.006249630358070135, -0.07524682581424713, 0.08075562864542007, -0.011426863260567188, 0.02881677821278572, -0.01934136264026165, 0.030293729156255722, 0.005356236826628447, 0.15005984902381897, 0.0727635994553566, -0.04967159032821655, -0.022371698170900345, 0.019403720274567604, -0.0026065781712532043, -0.06536608189344406, 0.029149016365408897, 0.0007308187196031213, -0.039223965257406235, -0.09015816450119019, -0.012143110856413841, 0.04394986853003502, 0.08079610764980316, -0.05327719822525978, -0.04661618545651436, -0.02896929532289505, -0.027713609859347343, -0.038925547152757645, -0.027228470891714096, -0.017854943871498108, 0.007968075573444366, 0.02730751596391201, 0.04794339835643768, -0.0273272804915905, -0.006561674177646637, -0.03505633398890495, 0.007218698505312204, -0.020323190838098526, -0.04952412098646164, 0.03212495148181915, 0.0019699654076248407, 0.03691455349326134, 0.05197660252451897, -0.028304358944296837, -0.06134135648608208, -0.09873544424772263, -0.0001637703535379842, 0.051789864897727966, -0.02227962575852871, -0.0781836286187172, 0.01230568066239357, -0.006333781871944666, -0.03368433937430382, -0.0062099932692945, 0.06054441258311272, 0.023478565737605095, -0.0746220201253891, 0.011539089493453503, -0.01046259980648756, 0.00733888940885663, -0.09558325260877609, 0.07987203449010849, -0.025013050064444542, -0.03987343981862068, 0.06373044103384018, -0.010445051826536655, -0.058855410665273666, 0.04222581908106804, -0.056857649236917496, -0.03467727452516556, -0.03189652040600777, -0.0018533037509769201, -0.08438022434711456, -0.10952398926019669, -0.005608455743640661, 0.05857669189572334, -0.08033528178930283, -0.08561711758375168, 0.009151970036327839, 0.0055566756054759026, 0.0491199791431427, -0.11450254172086716, 0.03883542865514755, -0.08372119814157486, 0.01332845352590084, -0.05418695881962776, -0.029435569420456886, -0.00958474911749363, -0.023591171950101852, -0.027274630963802338, 0.03689853101968765, -4.179652916985998e-34, -0.05467716604471207, 0.015566362999379635, -0.0699646845459938, 0.03454262763261795, 0.013131687417626381, 0.02239968627691269, -0.011946940794587135, 0.02718350663781166, -0.010302209295332432, 0.04158087447285652, -0.02983412705361843, 0.004685886204242706, 0.0342923179268837, -0.04595473036170006, -0.029266992583870888, -0.01884090155363083, -0.027949517592787743, -0.017689354717731476, 0.0533846952021122, -0.01495963241904974, -0.0003541840414982289, 0.008039194159209728, -0.03719177097082138, 0.10759191960096359, 0.03242974728345871, 0.15186884999275208, 0.015703588724136353, -0.01579539105296135, -0.04494987428188324, 0.03505923971533775, -0.10134396702051163, -0.13581223785877228, -0.06770588457584381, -0.0025051196571439505, -0.05387699976563454, 0.017039965838193893, 0.049619562923908234, 0.025107577443122864, -0.05532795190811157, -0.047395434230566025, 0.05232968553900719, 0.02053012140095234, -0.11014248430728912, 0.06694383174180984, -0.005487007088959217, -0.04902279004454613, 0.008623604662716389, 0.05960014462471008, 0.036124471575021744, -0.033455751836299896, -0.0349617674946785, -0.040400270372629166, -0.09818671643733978, -0.10217825323343277, -0.007848584093153477, -0.047258540987968445, 0.06629306077957153, -0.07210051268339157, 0.0352657251060009, 0.034780364483594894, -0.0653296634554863, -0.04334527999162674, 0.009581118822097778, -0.044411879032850266, 0.023061146959662437, -0.04552497714757919, 0.003442449262365699, 0.023384099826216698, -0.06573601067066193, -0.01302090659737587, 0.10308533906936646, 0.0036331850569695234, -0.04526582732796669, 0.0384431928396225, 0.05948974937200546, -0.016770055517554283, 0.11472465097904205, 0.04340735450387001, 0.024328168481588364, -0.029665468260645866, 0.03174322843551636, -0.0825449675321579, 0.08587076514959335, 0.03145858272910118, 0.16154642403125763, 0.08113463222980499, -0.01197108905762434, 0.05144152417778969, 0.05936091020703316, 0.023926353082060814, -0.023880353197455406, 0.12149228155612946, -0.020857559517025948, 0.09231548756361008, -0.002300855703651905, -2.2575443736627676e-8, -0.021410726010799408, 0.049307338893413544, 0.015066977590322495, 0.001136320410296321, -0.0275547057390213, -0.05617125332355499, 0.004916170611977577, 0.012150544673204422, -0.06009635701775551, -0.00402661319822073, 0.04505820572376251, 0.04061518982052803, -0.035056356340646744, 0.005018181167542934, 0.10575968772172928, 0.08247779309749603, -0.01694885827600956, 0.018601497635245323, -0.027830632403492928, 0.022324535995721817, 0.06747893244028091, 0.08780932426452637, 0.0035550028551369905, 0.04110128432512283, -0.04779671132564545, 0.006500881165266037, -0.0743262991309166, -0.01602812670171261, 0.014261255972087383, 0.027927741408348083, 0.032491181045770645, 0.11294620484113693, -0.036664389073848724, 0.006540785543620586, -0.022282414138317108, -0.0007096122717484832, -0.021940108388662338, -0.04430629312992096, -0.06903570890426636, -0.0742315948009491, -0.0055175465531647205, 0.0014264933997765183, -0.02060203067958355, -0.06224476546049118, 0.10558129847049713, 0.0710984393954277, 0.03522242233157158, -0.007078878115862608, 0.008297511376440525, 0.030996184796094894, -0.050493642687797546, -0.015697000548243523, 0.008167930878698826, 0.031663138419389725, 0.0687500610947609, 0.005786426365375519, -0.010043997317552567, -0.011840413324534893, 0.025095384567975998, 0.011234326288104057, 0.017932355403900146, 0.020166147500276566, 0.0771484524011612, -0.012094911187887192 ]
p
We’ve made input to build some kind of complex embeddings.
[ "blog", "blog/vector-image-search-rag" ]
11,342
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(28)
[ -0.05195586755871773, 0.002930563874542713, -0.023010628297924995, -0.01945686526596546, 0.05422663316130638, 0.01774139143526554, -0.07628510147333145, 0.03247164934873581, 0.04447679966688156, -0.01386194583028555, 0.051645293831825256, 0.11866263300180435, 0.06379999965429306, 0.06810149550437927, 0.0018014038214460015, -0.022676195949316025, 0.09544181823730469, 0.0027848153840750456, -0.020543167367577553, -0.030049916356801987, 0.015334447845816612, -0.020278621464967728, 0.08223329484462738, -0.12821902334690094, -0.02711724489927292, -0.013255303725600243, -0.06483299285173416, -0.006214964669197798, 0.0129939503967762, -0.02087876945734024, -0.04393488168716431, -0.07345901429653168, 0.04359174147248268, 0.036473680287599564, -0.09394720196723938, 0.05816889554262161, 0.07322341948747635, 0.05418235808610916, -0.06943798810243607, -0.03666430339217186, 0.024469729512929916, 0.022449839860200882, 0.007848996669054031, 0.09072854369878769, 0.10345370322465897, -0.06742803752422333, -0.024655109271407127, -0.024891598150134087, -0.007013104390352964, 0.05726388096809387, -0.08063625544309616, -0.1124899759888649, -0.07527504116296768, -0.03483017161488533, 0.0063444022089242935, 0.034870658069849014, -0.04930951073765755, -0.07851947844028473, 0.011120225302875042, 0.024339424446225166, 0.050833068788051605, 0.014348018914461136, -0.007008009124547243, 0.05673027038574219, 0.09416332095861435, -0.030583838000893593, 0.009796551428735256, 0.05464659631252289, 0.015378642827272415, -0.04848877340555191, -0.09321878850460052, -0.03667668253183365, 0.030400564894080162, -0.004900437314063311, -0.05535842850804329, -0.04982844367623329, -0.04552986100316048, -0.0842810645699501, -0.018093204125761986, -0.027219027280807495, 0.003353467443957925, 0.043581243604421616, 0.04947754740715027, 0.028776148334145546, -0.003926866687834263, 0.008744467981159687, 0.04567215219140053, -0.031037194654345512, -0.026243798434734344, 0.015412529930472374, -0.0017109381733462214, -0.05210045352578163, 0.013091580010950565, -0.03519732132554054, -0.04368496686220169, 0.040639717131853104, 0.0026985344011336565, -0.0861966460943222, -0.04139379784464836, 0.025419820100069046, -0.009107332676649094, -0.030926547944545746, 0.04149699956178665, -0.03625587373971939, -0.0031563907396048307, -0.02517181821167469, 0.042882319539785385, -0.020899280905723572, -0.012639481574296951, -0.049128565937280655, -0.05734549090266228, -0.005426926538348198, -0.05726704001426697, 0.03623154014348984, 0.06211750954389572, -0.07573016732931137, 0.027523210272192955, -0.0015826541930437088, 0.09455619752407074, -0.0009393322980031371, -0.003413386642932892, 0.022565152496099472, -0.002111171605065465, 0.02188429981470108, 0.024459553882479668, -0.017902882769703865, -0.07811605930328369, -8.671790803328946e-34, 0.06444694101810455, 0.1063268706202507, 0.054365769028663635, 0.06953893601894379, 0.08813410997390747, -0.002948963548988104, -0.07935954630374908, 0.024879515171051025, -0.0379379503428936, -0.032429300248622894, 0.017291009426116943, -0.043145522475242615, -0.018606655299663544, 0.16698797047138214, 0.051368046551942825, -0.0197763629257679, -0.035703521221876144, 0.08683280646800995, 0.026977024972438812, 0.005798982456326485, -0.08870728313922882, -0.1116795688867569, 0.012406894005835056, -0.08653143048286438, -0.0017716690199449658, 0.020268727093935013, 0.06842045485973358, -0.04832977056503296, 0.10551458597183228, -0.027528462931513786, -0.09068422019481659, -0.0628228560090065, -0.012454422190785408, -0.04238244891166687, 0.019846271723508835, 0.015513134188950062, -0.041534386575222015, -0.0404617115855217, 0.041490696370601654, 0.04510677605867386, -0.011428898200392723, -0.017902078106999397, 0.011090775951743126, -0.07525181025266647, -0.008437041193246841, 0.08941344916820526, 0.06822767108678818, -0.028644206002354622, -0.06640759110450745, -0.010139130987226963, 0.025153562426567078, -0.02009326033294201, -0.02972574159502983, -0.05901174992322922, 0.05800256505608559, -0.020510656759142876, -0.023897122591733932, -0.01073990948498249, 0.020682474598288536, -0.002725964179262519, 0.0008232087711803615, 0.03764455020427704, 0.02848919667303562, 0.0557716004550457, -0.04582883045077324, 0.0229252390563488, -0.028086097911000252, -0.03207770362496376, 0.01582232490181923, -0.020385151728987694, -0.03505881503224373, 0.01062524039298296, -0.024417899549007416, -0.03081698715686798, -0.04938998445868492, 0.0012549569364637136, -0.056170444935560226, -0.08315648138523102, 0.025570571422576904, 0.072472482919693, -0.06720973551273346, -0.10791733115911484, 0.04155031219124794, -0.043407320976257324, 0.03653913736343384, -0.0491056814789772, 0.049189552664756775, -0.06702765822410583, -0.028398416936397552, -0.03276529535651207, -0.03682805970311165, 0.02557659149169922, -0.0855344831943512, 0.004929294344037771, 0.05320485308766365, 1.1990503851755526e-34, 0.013409564271569252, -0.0078063723631203175, -0.018951354548335075, 0.07318715751171112, 0.029339231550693512, 0.05261748284101486, 0.03329652175307274, 0.07496127486228943, 0.04010685905814171, 0.021123385056853294, -0.05855109542608261, 0.0465073361992836, -0.0019983011297881603, -0.01749780774116516, -0.07653626054525375, -0.026143677532672882, -0.01709188148379326, 0.0026065832935273647, -0.017300546169281006, 0.015892963856458664, -0.010866468772292137, -0.0005398548673838377, -0.038026873022317886, 0.06914196908473969, 0.03020111657679081, 0.1187700629234314, 0.02035527676343918, -0.022219453006982803, -0.08893348276615143, -0.03826752305030823, -0.00611801166087389, -0.0738522931933403, -0.0073546152561903, -0.021738922223448753, -0.00539758475497365, 0.03591490536928177, 0.04788247123360634, -0.023083005100488663, -0.05877268686890602, 0.012013944797217846, 0.13150069117546082, 0.04054887965321541, -0.006236884742975235, -0.010473883710801601, -0.025663888081908226, 0.0037972689606249332, 0.004623887594789267, -0.008478403091430664, 0.07235762476921082, 0.09808006137609482, -0.05740536004304886, -0.04283316433429718, -0.018956374377012253, -0.08191794902086258, -0.10538387298583984, -0.06988158077001572, -0.020672958344221115, 0.017748303711414337, 0.1016673594713211, 0.009229574352502823, -0.04496631771326065, -0.028288042172789574, -0.023754451423883438, -0.020943699404597282, 0.0296348687261343, -0.06395131349563599, -0.017901230603456497, 0.06457209587097168, -0.12889835238456726, 0.06823514401912689, 0.09208974987268448, -0.001719536492601037, -0.011745634488761425, 0.09514743089675903, 0.044263385236263275, -0.019568191841244698, 0.13093231618404388, 0.009666253812611103, -0.002678864635527134, -0.05887077376246452, -0.010897189378738403, -0.047738756984472275, -0.010805727913975716, -0.010941660031676292, 0.10604903101921082, 0.0699857696890831, -0.05405081436038017, -0.010367647744715214, 0.03914586827158928, 0.02743423730134964, -0.016363253816962242, 0.050268303602933884, 0.0279061421751976, 0.05031714588403702, 0.045665193349123, -2.3314949970654197e-8, -0.041433461010456085, 0.010113419964909554, 0.028110235929489136, -0.027955124154686928, -0.08729478716850281, -0.022308193147182465, 0.10295507311820984, -0.061140984296798706, 0.02725365199148655, 0.001202131505124271, 0.03250939026474953, -0.06204212084412575, -0.07095389068126678, 0.05610283464193344, 0.005994029343128204, 0.05543569475412369, 0.004829774610698223, 0.01631191559135914, 0.02950468473136425, 0.03515865281224251, 0.041935279965400696, 0.04776020720601082, -0.04382145032286644, 0.004546036012470722, -0.07148166745901108, 0.057877443730831146, -0.03484000265598297, 0.003989935386925936, 0.015254377387464046, -0.013526007533073425, 0.04823938384652138, -0.008396118879318237, 0.032348256558179855, 0.028498411178588867, -0.030169257894158363, -0.0032276143319904804, -0.1161540076136589, -0.08057663589715958, -0.02535749413073063, -0.012177353724837303, 0.04125870391726494, 0.06377944350242615, 0.038041263818740845, -0.02088119275867939, 0.08541182428598404, 0.03564733266830444, 0.07495030760765076, -0.0931379646062851, -0.08609744906425476, 0.003768817987293005, 0.03388629108667374, -0.00953857321292162, 0.08022113144397736, -0.013328568078577518, 0.0737200528383255, 0.05852551758289337, 0.13590271770954132, 0.03146124631166458, -0.0023954962380230427, 0.08166731148958206, -0.01636669971048832, -0.013802132569253445, -0.06713110208511353, -0.007757569197565317 ]
p
And how great would it be to have an image embeding you could guide with text.
[ "blog", "blog/vector-image-search-rag" ]
11,343
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(29)
[ -0.10510893911123276, 0.07039113342761993, -0.018698815256357193, -0.056203048676252365, -0.1056479886174202, 0.02403787150979042, 0.09773488342761993, 0.06037271395325661, 0.06397601962089539, 0.0005112885846756399, 0.07959459722042084, -0.08667410165071487, -0.037009794265031815, -0.03995553031563759, -0.10891783982515335, -0.025151705369353294, -0.01773284375667572, 0.004745901096612215, -0.041231829673051834, -0.06299643963575363, -0.06432630121707916, 0.032766591757535934, -0.021953558549284935, -0.04654613509774208, -0.07245110720396042, -0.020435554906725883, -0.023590687662363052, 0.012213294394314289, 0.0029709471855312586, -0.12191911786794662, 0.08134818822145462, 0.0050417534075677395, 0.0014074533246457577, 0.01537741906940937, 0.005009044427424669, -0.026141876354813576, 0.00924942921847105, -0.06260466575622559, 0.021459901705384254, 0.05732777342200279, -0.059561364352703094, 0.027791708707809448, -0.0991545021533966, -0.004497902002185583, 0.04721449688076973, 0.027799248695373535, -0.040735483169555664, 0.059666965156793594, -0.08761546015739441, -0.018974559381604195, -0.0507596917450428, -0.09825877100229263, -0.012400959618389606, 0.006886686664074659, 0.0008225115016102791, 0.0649341344833374, -0.0035585579462349415, -0.06412279605865479, -0.010954136028885841, -0.031895969063043594, 0.042416442185640335, -0.029634317383170128, -0.08746998757123947, 0.06489629298448563, -0.05226265266537666, 0.033696845173835754, 0.08228420466184616, -0.06574555486440659, -0.03464112803339958, 0.05150991678237915, 0.038734931498765945, -0.09170626848936081, -0.010830458253622055, -0.002325373934581876, -0.005837845616042614, 0.014484760351479053, -0.03384246677160263, -0.06068416312336922, 0.02545558661222458, -0.06703418493270874, 0.039095379412174225, -0.027679093182086945, -0.026664847508072853, -0.012928559444844723, 0.029296832159161568, -0.06707927584648132, -0.0005003309343010187, -0.006187170743942261, 0.045398373156785965, 0.0025880129542201757, -0.1045948714017868, 0.011181074194610119, -0.01695801317691803, 0.05779054015874863, 0.003189328359439969, -0.007901526987552643, 0.055226463824510574, 0.06580863147974014, -0.12805503606796265, 0.11105051636695862, -0.005685062613338232, 0.07049944251775742, 0.006385905668139458, 0.007982766255736351, -0.05606233328580856, -0.0072035654447972775, 0.060918837785720825, -0.08955750614404678, 0.03405483067035675, 0.05858329311013222, -0.10246012359857559, -0.03120705857872963, -0.008435257710516453, -0.11506020277738571, 0.046175483614206314, 0.0058007086627185345, -0.01028070691972971, -0.07164578884840012, 0.00002954891351691913, -0.02639266848564148, 0.021853063255548477, 0.001242555328644812, -0.11838671565055847, 0.05375019088387489, 0.03206609934568405, -0.003484465414658189, 0.0030625304207205772, -2.053118800488192e-33, -0.08782285451889038, 0.01895723305642605, -0.003770922077819705, 0.036677006632089615, 0.06062035635113716, 0.0010502365184947848, -0.06179770454764366, 0.014291591010987759, -0.0320805199444294, 0.016446569934487343, -0.02756471559405327, 0.0338105708360672, -0.0612112395465374, -0.0862906277179718, 0.05940893292427063, 0.04323219880461693, 0.03481370955705643, -0.03194960206747055, 0.0676688402891159, -0.010935824364423752, -0.06025325879454613, 0.01284825336188078, 0.06050654128193855, 0.06328567862510681, 0.012810255400836468, -0.0006681493832729757, 0.06403263658285141, -0.09227994829416275, -0.06959066540002823, 0.01866486854851246, 0.08700487017631531, 0.01429053582251072, 0.014556584879755974, 0.002794713480398059, -0.019571520388126373, -0.07645229995250702, -0.0037621811497956514, 0.049273308366537094, -0.04677453264594078, 0.061531126499176025, 0.014081819914281368, -0.0007785022025927901, -0.03778137266635895, -0.05891895294189453, 0.04934423044323921, -0.010630623437464237, -0.016385147348046303, 0.03690953925251961, 0.06102384626865387, 0.03447481244802475, 0.012354688718914986, -0.013502929359674454, -0.03318420797586441, 0.07305603474378586, 0.013698086142539978, 0.0463358499109745, -0.09250089526176453, 0.055701982229948044, 0.023273764178156853, -0.11439786106348038, 0.0742776021361351, -0.03068559244275093, 0.030689096078276634, -0.061660733073949814, -0.050322555005550385, -0.003538584802299738, -0.004674197174608707, 0.10947345942258835, 0.08355344086885452, 0.0003413496888242662, -0.06481467187404633, -0.03687870502471924, 0.023383857682347298, 0.05130315199494362, -0.07496234774589539, 0.029551591724157333, -0.01595528982579708, 0.01747642643749714, -0.016861161217093468, -0.02225627563893795, -0.01985454000532627, -0.0018020696006715298, 0.04980602487921715, -0.028462618589401245, 0.046372633427381516, -0.012175841256976128, -0.010908426716923714, 0.029818246141076088, 0.05056441202759743, 0.03224954381585121, 0.0061804866418242455, 0.0951685830950737, 0.058641865849494934, -0.049140527844429016, -0.014052554033696651, 1.115642494746736e-33, 0.06740117818117142, -0.018282005563378334, -0.08719644695520401, 0.043082840740680695, 0.03532925248146057, 0.0585513561964035, -0.05324981361627579, 0.0707688108086586, -0.01973075047135353, -0.04027664288878441, -0.01844179444015026, -0.01229721400886774, 0.09886118024587631, -0.0785093680024147, 0.07632629573345184, 0.08719980716705322, 0.03190511465072632, -0.026565328240394592, 0.021093707531690598, 0.025493554770946503, -0.04078951105475426, -0.02318744733929634, -0.03278035670518875, 0.03794354572892189, -0.03996537625789642, 0.07869381457567215, 0.035115715116262436, 0.09063909202814102, 0.0084749860689044, 0.015638047829270363, 0.04333064332604408, 0.021778875961899757, 0.03853142261505127, 0.010861258022487164, -0.04908144474029541, 0.07809057086706161, 0.08483729511499405, 0.11525088548660278, -0.0437156967818737, 0.04839849844574928, 0.036665644496679306, 0.03307563439011574, 0.006069204304367304, 0.053167883306741714, 0.011876555159687996, 0.02254786528646946, -0.02237127535045147, -0.11672782152891159, -0.09300515055656433, -0.044634342193603516, 0.0957835391163826, 0.008619168773293495, -0.06813977658748627, -0.037147700786590576, 0.04129864647984505, 0.10530298948287964, -0.020439982414245605, -0.0666164979338646, -0.027948202565312386, -0.07042305916547775, 0.05790030211210251, 0.03435031324625015, -0.02585621178150177, -0.009241604246199131, 0.04471879452466965, -0.04390207305550575, -0.0795263797044754, 0.04890534654259682, 0.04145907983183861, 0.04111270233988762, 0.05666216090321541, -0.004148951731622219, -0.11703059077262878, -0.0024487837217748165, -0.05741720646619797, -0.01260493416339159, 0.035805944353342056, 0.00878123939037323, -0.014200734905898571, 0.030197374522686005, -0.1666218787431717, 0.03212133049964905, -0.030169552192091942, -0.0013911183923482895, 0.005799727514386177, 0.05539107322692871, 0.003209540620446205, -0.03411221131682396, 0.05093507096171379, -0.006743219215422869, 0.030907148495316505, 0.09253852069377899, -0.022874748334288597, -0.009434741921722889, 0.025838106870651245, -1.605019583905687e-8, 0.06277961283922195, -0.029276495799422264, 0.020581301301717758, 0.06081514433026314, 0.05736846476793289, -0.09485029429197311, 0.011492044664919376, -0.027148613706231117, -0.06981070339679718, 0.06707499921321869, 0.042913150042295456, 0.006824324373155832, -0.0063677518628537655, 0.08095255494117737, 0.023644516244530678, 0.06986509263515472, -0.026630213484168053, 0.060778822749853134, -0.015034354291856289, -0.11050371080636978, -0.05616017431020737, 0.0336686410009861, -0.027720117941498756, -0.03268062695860863, -0.04137709364295006, -0.0020971016492694616, -0.02049768902361393, -0.009556465782225132, -0.026670608669519424, -0.0176338329911232, -0.014006897807121277, 0.0319368876516819, 0.0885550007224083, -0.07789967954158783, -0.009800394997000694, 0.03049883060157299, 0.048592839390039444, -0.010776061564683914, -0.03452195227146149, -0.012733482755720615, 0.02519846148788929, 0.07023893296718597, 0.09614246338605881, 0.0005272452253848314, -0.016089394688606262, 0.00797617994248867, 0.06185244396328926, -0.004348307382315397, 0.02049398422241211, 0.057046521455049515, -0.017961615696549416, -0.041594747453927994, 0.014255145564675331, 0.02523615211248398, 0.0384676493704319, 0.05621611326932907, 0.023666903376579285, -0.005580738186836243, -0.012496821582317352, -0.02212204970419407, 0.05418973043560982, -0.02218795195221901, -0.008519705384969711, -0.015451899729669094 ]
p
Noe Acache:
[ "blog", "blog/vector-image-search-rag" ]
11,344
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(29)
[ 0.04638656601309776, -0.06666836142539978, 0.0613928884267807, -0.021796805784106255, 0.12509088218212128, 0.03538719192147255, -0.008004606701433659, -0.04105154424905777, 0.06037886440753937, -0.04257206991314888, 0.011102104559540749, 0.08344679325819016, 0.029161453247070312, -0.008517330512404442, -0.002857291605323553, 0.0031478344462811947, 0.04714106395840645, 0.12740057706832886, -0.0902993232011795, 0.058346398174762726, -0.047380294650793076, -0.08766025304794312, 0.04333778843283653, -0.05526338517665863, -0.020880937576293945, 0.05447378382086754, 0.00004014816659037024, 0.022740229964256287, 0.058687157928943634, -0.03729626536369324, -0.04089094325900078, 0.005205545108765364, -0.052198752760887146, 0.021682551130652428, -0.14140750467777252, 0.06569024175405502, -0.034588225185871124, 0.044358499348163605, -0.09965557605028152, -0.02462230622768402, -0.005131042096763849, 0.04274878650903702, 0.04383964091539383, 0.04192635044455528, 0.08703349530696869, 0.06171330437064171, 0.02136717550456524, -0.04647112637758255, -0.008870243094861507, 0.02521507255733013, -0.07216145843267441, -0.10815656930208206, -0.07699433714151382, -0.0029175204690545797, 0.024634478613734245, 0.061057865619659424, 0.041732314974069595, -0.04180818796157837, 0.033262018114328384, -0.020816877484321594, 0.14068791270256042, 0.06550423055887222, 0.06627468764781952, 0.06293835490942001, 0.07270941883325577, -0.05348438397049904, 0.010898997075855732, -0.0027702362276613712, 0.013733883388340473, 0.03364058956503868, -0.003303408157080412, -0.033395182341337204, 0.054848987609148026, 0.009032074362039566, -0.01008020993322134, -0.05273102968931198, -0.016127439215779305, -0.018149830400943756, 0.04891689494252205, 0.016029074788093567, 0.02301262505352497, -0.049175262451171875, 0.03246001526713371, -0.024323800578713417, 0.05065368488430977, 0.05133620649576187, -0.0013204828137531877, -0.006740726064890623, -0.024010829627513885, 0.016131507232785225, -0.025647757574915886, -0.045075155794620514, -0.004941257182508707, -0.08055879175662994, 0.01666010357439518, -0.056076016277074814, -0.025528674945235252, -0.04409715533256531, -0.01128506287932396, -0.007375143934041262, 0.0121553810313344, -0.026555560529232025, 0.04889345541596413, 0.10594446212053299, 0.06370341032743454, -0.061519552022218704, -0.05953468009829521, -0.025552647188305855, -0.05489666759967804, 0.056603845208883286, -0.09098948538303375, -0.017854910343885422, -0.01754000224173069, 0.012933698482811451, -0.04528024047613144, -0.0461956225335598, -0.05576948821544647, 0.006939705461263657, 0.009673196822404861, -0.02513197809457779, 0.016572879627346992, 0.0077167293056845665, -0.06812124699354172, 0.012499645352363586, 0.047471899539232254, -0.05881304666399956, -0.06132190674543381, -2.807657971363464e-33, 0.04922943934798241, -0.043700821697711945, 0.029589476063847542, -0.024032115936279297, 0.030260302126407623, -0.020167920738458633, -0.05622740462422371, 0.035279709845781326, 0.03577536717057228, 0.0057297502644360065, 0.023589951917529106, -0.008916928432881832, -0.008512644097208977, 0.1553235650062561, 0.04001155495643616, -0.060650456696748734, -0.013330523855984211, -0.001828863169066608, -0.023529546335339546, 0.012788251042366028, -0.00367022049613297, -0.09621801227331161, -0.08039528876543045, -0.0357976034283638, -0.06949130445718765, 0.026800094172358513, 0.0010300769936293364, -0.035497311502695084, -0.02852153591811657, 0.00878580380231142, -0.09143277257680893, -0.005030209198594093, -0.09354113787412643, -0.07445452362298965, 0.06191098690032959, -0.030241478234529495, -0.025991516187787056, -0.007742039393633604, 0.04976385831832886, -0.011722545139491558, 0.01846488006412983, -0.04970620200037956, -0.05346490815281868, -0.024530839174985886, -0.022034427151083946, 0.0589328408241272, 0.07688853144645691, 0.013507023453712463, -0.08733130246400833, 0.03063623048365116, 0.09775126725435257, 0.013931428082287312, -0.00452816067263484, -0.0528109036386013, 0.09110341966152191, -0.06807581335306168, -0.014133787713944912, -0.0029107804875820875, -0.047625791281461716, -0.060495853424072266, -0.07314291596412659, -0.02724807895720005, 0.05443914979696274, -0.02614716812968254, -0.011708349920809269, 0.040017057210206985, -0.0578530952334404, 0.07556889206171036, -0.025395529344677925, 0.03405839204788208, -0.018084432929754257, 0.021560868248343468, -0.07325825840234756, -0.03199146315455437, -0.04794782027602196, -0.02040598727762699, -0.05672029033303261, -0.05967866629362106, 0.02199547179043293, 0.014672364108264446, -0.01974163018167019, -0.053100623190402985, -0.03280862048268318, 0.0015043849125504494, 0.036275703459978104, -0.060244593769311905, 0.08026649057865143, -0.04010440781712532, -0.017358137294650078, -0.016774630174040794, -0.030414463952183723, 0.03660638630390167, -0.051479581743478775, 0.0379963144659996, -0.008787940256297588, 1.4465357974730596e-33, 0.009947002865374088, -0.004052117932587862, 0.051114991307258606, 0.061999522149562836, -0.07334082573652267, 0.01900821179151535, 0.05629165098071098, 0.028139503672719002, 0.01812601275742054, 0.059971679002046585, -0.032704997807741165, -0.050273749977350235, -0.09714028239250183, -0.07442698627710342, -0.03244441747665405, 0.015048181638121605, -0.10366739332675934, -0.008193877525627613, -0.07356961071491241, 0.05525940656661987, -0.07348735630512238, -0.01619940996170044, 0.02418079599738121, 0.03575153648853302, -0.013962858356535435, 0.07500803470611572, 0.018276719376444817, -0.003018836723640561, 0.02041824348270893, -0.014023512601852417, -0.02809218317270279, -0.07779303938150406, -0.03310908004641533, -0.07970093190670013, -0.03548036515712738, -0.021810919046401978, -0.017065946012735367, -0.018332453444600105, 0.006660417653620243, -0.004089780151844025, 0.030723530799150467, -0.006932833231985569, -0.005775165744125843, 0.040516067296266556, -0.0033296789042651653, -0.02566619962453842, -0.026776332408189774, 0.04706635698676109, 0.027294505387544632, 0.07110374420881271, -0.011685681529343128, 0.04653342440724373, -0.015766842290759087, -0.061258263885974884, 0.00939167570322752, 0.05691591650247574, -0.02265431359410286, -0.006313822232186794, 0.09022203832864761, -0.0038830218836665154, 0.010098562575876713, -0.04291853308677673, -0.02824435383081436, -0.09245109558105469, 0.02057074010372162, 0.03850606456398964, -0.05230564996600151, 0.008282028138637543, -0.016961148008704185, 0.025798259302973747, 0.05264300853013992, 0.0052740867249667645, -0.01979740522801876, 0.010969866067171097, 0.049654558300971985, -0.09028971195220947, 0.1439650058746338, -0.0006567204254679382, 0.031450092792510986, -0.0813068374991417, 0.029151584953069687, -0.037507787346839905, 0.06300988793373108, -0.008618083782494068, 0.004978642333298922, 0.1275591105222702, -0.13476121425628662, -0.08581364154815674, 0.001976557308807969, -0.018046332523226738, 0.02127164602279663, 0.11125452071428299, 0.016427017748355865, 0.06048823148012161, 0.04158646985888481, -4.21354755530956e-8, -0.08516595512628555, 0.03442777693271637, 0.15999343991279602, -0.0054221381433308125, -0.03128322958946228, 0.04468320310115814, 0.04645406827330589, 0.021300196647644043, 0.027764203026890755, -0.04351867735385895, 0.0547184981405735, -0.037002041935920715, -0.04320428892970085, 0.05514544993638992, 0.07091980427503586, 0.027587158605456352, -0.032621730118989944, -0.0011228770017623901, -0.019672369584441185, 0.06378432363271713, 0.0017066281288862228, 0.014450425282120705, -0.022476710379123688, 0.052651844918727875, -0.030433615669608116, -0.01167213637381792, -0.03451356291770935, 0.0038015202153474092, 0.018066398799419403, -0.020549194887280464, 0.02738613449037075, 0.04124525189399719, 0.06984447687864304, 0.045718491077423096, 0.009921219199895859, 0.08188915252685547, 0.004086952656507492, -0.07862555980682373, -0.0789756178855896, -0.11642313748598099, 0.021805433556437492, 0.05107662081718445, 0.05742630735039711, 0.046007197350263596, 0.059212129563093185, 0.04874882474541664, 0.12131304293870926, -0.1268686205148697, -0.03791266307234764, 0.04760272428393364, 0.01755078323185444, -0.05174668878316879, 0.021524975076317787, 0.12391636520624161, 0.07035936415195465, 0.06674264371395111, 0.028358768671751022, 0.009167462587356567, 0.013364209793508053, 0.07193116843700409, -0.033143050968647, 0.044247839599847794, -0.013540482148528099, -0.011697031557559967 ]
p
So you could just like when creating an embedding of your image, just say, all right, here, I don’t care about the movements, I only care about the features on the object, for instance.
[ "blog", "blog/vector-image-search-rag" ]
11,345
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(29)
[ 0.026721233502030373, -0.08009587228298187, -0.02884926088154316, -0.014530545100569725, -0.003264636266976595, 0.01784622296690941, -0.06095828860998154, -0.08577952533960342, 0.006418953649699688, -0.056010354310274124, 0.0006912550888955593, 0.08470559865236282, 0.025337768718600273, 0.01948045752942562, -0.0717950239777565, 0.01280616968870163, 0.09371683746576309, 0.07404828816652298, -0.023721788078546524, -0.06133141741156578, 0.0575554296374321, -0.06596782058477402, 0.07175392657518387, -0.08814781904220581, -0.02023564651608467, 0.003069420577958226, -0.04950263351202011, 0.013648683205246925, 0.07078723609447479, -0.05117196962237358, 0.03826490789651871, -0.025111664086580276, 0.021898353472352028, 0.061381809413433075, -0.05291905626654625, 0.06681519746780396, -0.08639951795339584, 0.00237853336147964, -0.033896755427122116, -0.007379099726676941, -0.013738677836954594, 0.0713188648223877, -0.04770016670227051, 0.042138729244470596, 0.08185888081789017, -0.03875930234789848, -0.037756308913230896, -0.08624617010354996, -0.010821218602359295, 0.03164700046181679, -0.11294693499803543, -0.08609282970428467, -0.08248750865459442, -0.020324494689702988, -0.026822082698345184, 0.041859690099954605, 0.0008207593928091228, 0.028112532570958138, -0.02553977072238922, 0.011015696451067924, -0.02109563536942005, -0.05054398998618126, 0.014742452651262283, 0.002125414554029703, 0.11022616177797318, -0.012699532322585583, 0.0036658290773630142, 0.024389022961258888, -0.00255919829942286, 0.011455261148512363, -0.0511147640645504, 0.07153032720088959, -0.007890594191849232, 0.04758940637111664, 0.013309089466929436, -0.0018520709127187729, -0.042534276843070984, -0.06815158575773239, 0.055403586477041245, -0.005144041497260332, -0.03588099777698517, 0.01887667551636696, -0.005152103025466204, -0.06007203832268715, 0.1524573713541031, 0.004563324619084597, 0.0560295432806015, -0.04525051638484001, -0.028322545811533928, 0.010573487728834152, -0.03054984286427498, -0.08152174204587936, 0.010207694955170155, 0.04589434713125229, -0.0197878647595644, 0.020728150382637978, 0.010713046416640282, 0.014235575683414936, -0.06873320043087006, 0.04631279036402702, -0.02979857288300991, 0.013989003375172615, 0.014142552390694618, 0.05103595554828644, 0.004745486192405224, -0.03662154823541641, 0.0334758497774601, 0.04335658997297287, -0.03710000589489937, -0.10471594333648682, 0.0026645867619663477, 0.0050577400252223015, 0.03176423907279968, 0.053745366632938385, -0.016790874302387238, 0.021754754707217216, 0.02690497599542141, -0.005436862353235483, -0.039981938898563385, 0.059471871703863144, 0.009017975069582462, 0.016382992267608643, -0.00040620341314934194, 0.019198883324861526, -0.01933439075946808, -0.0713784471154213, -0.03387700766324997, 1.2785343514834046e-34, -0.004532183054834604, -0.02688765525817871, 0.0035816554445773363, -0.012009914964437485, 0.03377118706703186, -0.02400539070367813, -0.01707499660551548, 0.1265295296907425, 0.001949043245986104, -0.05987270921468735, -0.00535782054066658, -0.060407377779483795, 0.018085364252328873, 0.1661827713251114, 0.03013995662331581, -0.0390208400785923, -0.00710440194234252, 0.06894123554229736, -0.00823525246232748, -0.08086875826120377, 0.020075436681509018, -0.10586284846067429, -0.05574769899249077, -0.13742581009864807, -0.03718629106879234, -0.016533827409148216, 0.06566008925437927, -0.05940619483590126, -0.049458589404821396, 0.01875704526901245, -0.06879892945289612, -0.07546086609363556, -0.07794211804866791, 0.002142181620001793, 0.016494236886501312, 0.0007687959587201476, 0.0039460849948227406, 0.03838857635855675, 0.019585592672228813, -0.035219110548496246, 0.045865073800086975, -0.01797487773001194, 0.024000117555260658, -0.03629500791430473, -0.011799750849604607, -0.035421691834926605, 0.09413307905197144, -0.00023422551748808473, -0.14639048278331757, -0.011135483160614967, 0.07364904880523682, 0.032159365713596344, -0.016209984198212624, -0.045506551861763, 0.052786264568567276, 0.022608110681176186, 0.03081982210278511, 0.008876020088791847, 0.061381351202726364, -0.00719849020242691, -0.03792233765125275, -0.05610678344964981, 0.007765152491629124, 0.11675556749105453, 0.00016701997083146125, 0.09585252404212952, 0.012763847596943378, -0.027829434722661972, 0.012920805253088474, 0.015117517672479153, -0.010473214089870453, 0.01843979023396969, -0.018946845084428787, -0.02678753063082695, -0.04990551248192787, -0.0032097026705741882, -0.01082719024270773, -0.08046532422304153, -0.022454652935266495, 0.033670004457235336, 0.042849838733673096, -0.042080771178007126, 0.0058658188208937645, -0.03731497749686241, -0.01933935284614563, -0.1074715182185173, 0.08291509747505188, -0.1261245161294937, 0.003818674013018608, 0.0036035350058227777, 0.012106272391974926, -0.01790291629731655, -0.08147776126861572, 0.0162949375808239, 0.05857827141880989, -3.934420631189542e-35, -0.0032370213884860277, 0.0008119214908219874, -0.05077192932367325, 0.08734055608510971, -0.03702203929424286, 0.03574376553297043, 0.020773636177182198, 0.05218196287751198, -0.07725111395120621, 0.059578295797109604, -0.010373661294579506, -0.028984643518924713, -0.079321950674057, -0.009128228761255741, 0.008309250697493553, 0.046114951372146606, -0.07025769352912903, 0.051303595304489136, 0.00027120966115035117, 0.09023541957139969, -0.09014927595853806, 0.04207973927259445, -0.008886875584721565, 0.08458540588617325, 0.0913277417421341, 0.0774865597486496, -0.035148944705724716, 0.030587734654545784, -0.02187792770564556, 0.00003646278855740093, 0.014882189221680164, -0.08468326926231384, -0.08769088983535767, -0.03734468296170235, 0.019336123019456863, 0.029283247888088226, 0.08908285200595856, -0.02119186334311962, -0.050178710371255875, 0.06513353437185287, 0.09303534030914307, 0.04584389552474022, -0.1224389299750328, 0.01186105515807867, 0.02273549698293209, -0.06537096202373505, -0.0020198929123580456, -0.008219646289944649, 0.024856550619006157, 0.0922122374176979, 0.012025941163301468, -0.0005231209797784686, 0.02882506512105465, -0.11089876294136047, -0.012333853170275688, 0.004969990812242031, 0.02331780456006527, -0.019703365862369537, 0.039236970245838165, 0.01723524183034897, 0.015893947333097458, -0.08450471609830856, 0.025752469897270203, -0.0899963229894638, 0.06965623795986176, -0.05763588100671768, -0.04304051026701927, 0.10559429973363876, 0.04161595553159714, 0.04877293482422829, 0.08630992472171783, 0.0560927540063858, 0.007844735868275166, -0.02511100098490715, -0.0007416383014060557, -0.016501357778906822, 0.09439638257026672, 0.010472455993294716, -0.004623590502887964, -0.058344464749097824, 0.020228726789355278, -0.042872749269008636, 0.04971195384860039, -0.023488342761993408, 0.021861203014850616, 0.047392453998327255, -0.007205512374639511, 0.019780512899160385, -0.0023744413629174232, -0.004726088140159845, -0.00029742703191004694, 0.07961157709360123, 0.011884707026183605, 0.029693808406591415, -0.050996195524930954, -2.2044144287747258e-8, -0.09104330092668533, -0.007198837120085955, 0.09323999285697937, 0.02207818627357483, 0.02371893636882305, -0.037690166383981705, -0.001753837219439447, 0.04302654042840004, -0.025757214054465294, -0.09533185511827469, 0.07363273203372955, -0.08590750396251678, -0.033530257642269135, 0.06837180256843567, 0.053451865911483765, 0.028951574116945267, 0.07232155650854111, -0.02774147316813469, -0.015582759864628315, 0.05806487053632736, 0.017694346606731415, 0.0646342784166336, 0.018053296953439713, 0.03629370033740997, -0.06456810235977173, -0.06117213889956474, -0.013715030625462532, 0.06816297769546509, 0.06341767311096191, 0.013779966160655022, -0.005125044379383326, 0.03666914626955986, 0.0005072716157883406, 0.00744551420211792, -0.042986705899238586, 0.08681029081344604, -0.02766464091837406, -0.037514809519052505, -0.036161869764328, -0.0006432637455873191, 0.015384322963654995, 0.10388757288455963, 0.008608033880591393, -0.0034891976974904537, 0.047622308135032654, -0.03805071488022804, 0.05299248546361923, -0.12868978083133698, 0.0033930004574358463, 0.0235805232077837, 0.046599388122558594, 0.049930352717638016, -0.042257778346538544, -0.022137416526675224, 0.07089673727750778, 0.023771531879901886, 0.10184696316719055, -0.04537840560078621, -0.008059502579271793, 0.07331446558237076, -0.05944089591503143, 0.015753919258713722, 0.006363276392221451, -0.008903399109840393 ]
p
And then it will learn an embedding according to your task without any fine tuning.
[ "blog", "blog/vector-image-search-rag" ]
11,346
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(29)
[ 0.005015093367546797, -0.04255178943276405, 0.015804674476385117, -0.027903201058506966, -0.02071930095553398, 0.05974180996417999, -0.08009982854127884, -0.16039970517158508, -0.0070037017576396465, 0.01338126603513956, -0.13413168489933014, 0.07696273177862167, -0.003881082870066166, 0.07134982943534851, 0.04603331908583641, 0.0027133123949170113, 0.021159928292036057, 0.021586105227470398, -0.02175433561205864, 0.07113329321146011, 0.03101370856165886, 0.025007707998156548, 0.020366190001368523, -0.055907025933265686, 0.02922840602695942, 0.02179708145558834, -0.00846189446747303, -0.07936336100101471, 0.010064037516713142, -0.03449912369251251, -0.03490553796291351, -0.005576926749199629, -0.016050927340984344, 0.011373124085366726, -0.007494378834962845, 0.06356195360422134, 0.014807174913585186, 0.024210574105381966, 0.02918333187699318, 0.014376681298017502, 0.0005711234407499433, 0.013614745810627937, -0.018580127507448196, 0.01095402892678976, 0.019086401909589767, -0.003395570209249854, -0.06002567708492279, -0.04366499185562134, -0.02162504568696022, 0.027374783530831337, -0.022055266425013542, -0.08007685095071793, 0.0009426564211025834, -0.025183826684951782, -0.02948000654578209, 0.049788668751716614, 0.048989951610565186, -0.03320002555847168, -0.023867448791861534, -0.0039986553601920605, -0.02867666259407997, 0.0341181680560112, 0.024163074791431427, 0.020552461966872215, 0.012503488920629025, -0.00002158164352294989, -0.019947975873947144, 0.1433974802494049, -0.0193891990929842, -0.056576281785964966, -0.003499234328046441, -0.0357559397816658, 0.043623246252536774, 0.005301336757838726, 0.08206818252801895, 0.019385816529393196, -0.03797808289527893, -0.049915410578250885, 0.009703105315566063, -0.07242445647716522, 0.04558456689119339, -0.01887832209467888, 0.025750840082764626, -0.04642684385180473, -0.031911130994558334, 0.042842693626880646, -0.07737124711275101, 0.024474896490573883, 0.05778371915221214, -0.006831216160207987, -0.033108100295066833, -0.0596916638314724, 0.024821925908327103, 0.033128440380096436, 0.051680050790309906, 0.015502258203923702, -0.0010084706591442227, -0.005418606102466583, 0.0036500911228358746, 0.045848600566387177, -0.04137003421783447, 0.024616828188300133, 0.025148626416921616, -0.05339924991130829, 0.01756727136671543, -0.0182938389480114, 0.011277635581791401, -0.02588476985692978, -0.06441390514373779, -0.04078971594572067, 0.03363712877035141, 0.005759738385677338, 0.032399892807006836, 0.05617067590355873, 0.04621661826968193, 0.014251584187150002, -0.04136599600315094, -0.0670923963189125, 0.09268509596586227, -0.03197294846177101, -0.013445915654301643, 0.03921011462807655, -0.04029811546206474, 0.020504901185631752, 0.014272169210016727, -0.021059032529592514, -0.07115951925516129, -4.572527557272784e-33, 0.09138070791959763, 0.0924423411488533, 0.11877846717834473, 0.06340234726667404, 0.01979738287627697, -0.06104092672467232, -0.033286698162555695, -0.0265129953622818, -0.02823551371693611, -0.03440414369106293, 0.12143194675445557, 0.02916068397462368, 0.01983267068862915, 0.07165296375751495, 0.03797706961631775, -0.05569847673177719, -0.01845317706465721, 0.026058362796902657, 0.02114669419825077, 0.01132152508944273, -0.07631801068782806, -0.035750702023506165, -0.02919500507414341, -0.001776143559254706, -0.07101155072450638, 0.08772866427898407, -0.0354125052690506, -0.018396208062767982, 0.046717673540115356, -0.011661145836114883, -0.03682386502623558, 0.05597387254238129, -0.061394721269607544, -0.017232825979590416, -0.020869523286819458, -0.04417242482304573, 0.04638436436653137, 0.003656210843473673, 0.0776374489068985, 0.021757449954748154, 0.008032495155930519, -0.003196809673681855, -0.011582163162529469, -0.013664799742400646, 0.05173623189330101, 0.1095118522644043, 0.10362216085195541, 0.011014947667717934, -0.017033597454428673, 0.06771716475486755, 0.05074703320860863, 0.042268503457307816, -0.05735386535525322, -0.03104482963681221, 0.06062748283147812, 0.008177719078958035, 0.022298341616988182, -0.05144241452217102, 0.048985861241817474, -0.0855056419968605, 0.05272645503282547, 0.05441173538565636, -0.02205379121005535, 0.03353792801499367, -0.03948971629142761, 0.05844811722636223, -0.019870074465870857, -0.003309098770841956, 0.045797500759363174, -0.06404373049736023, -0.11591138690710068, -0.022940179333090782, -0.08073882758617401, -0.08188064396381378, 0.024702535942196846, 0.00030846643494442105, 0.03932333365082741, -0.08681139349937439, 0.02963508851826191, 0.022566841915249825, -0.11203140020370483, 0.005817463155835867, -0.03117157146334648, -0.06391209363937378, 0.12569499015808105, 0.017458485439419746, 0.08259890973567963, -0.02649565413594246, -0.045273952186107635, 0.03753049299120903, -0.0456424318253994, 0.0005735513987019658, -0.028670523315668106, 0.04625614732503891, 0.02183794230222702, 2.535287297741301e-33, 0.0176578126847744, -0.038210831582546234, -0.041879620403051376, 0.09198316931724548, 0.05673879757523537, -0.06915029883384705, 0.03129107877612114, 0.03070269525051117, 0.03728894144296646, 0.06355967372655869, -0.041576631367206573, -0.022620297968387604, -0.019892912358045578, -0.027597032487392426, -0.029862597584724426, -0.13964977860450745, 0.046350810676813126, 0.06635632365942001, -0.04132837429642677, 0.03562358394265175, -0.008116436190903187, 0.07200206816196442, -0.051015157252550125, -0.00461163092404604, -0.02112101949751377, 0.0696231871843338, -0.05140555277466774, -0.03364143893122673, -0.029937395825982094, 0.013619725592434406, -0.029940655454993248, -0.08788655698299408, -0.04912363737821579, -0.04045821726322174, -0.0453186109662056, -0.03834674507379532, 0.07226742058992386, -0.02374875545501709, -0.04126044735312462, 0.0014379373751580715, 0.03571123629808426, -0.04581749439239502, -0.10047398507595062, 0.056304410099983215, -0.013821154832839966, 0.021625244989991188, 0.005326142068952322, 0.06408131867647171, -0.10963469743728638, -0.009392968378961086, -0.0047384644858539104, -0.05048869550228119, -0.0451074093580246, -0.13271091878414154, 0.04210250452160835, -0.04588210955262184, 0.08021563291549683, -0.056486885994672775, -0.02274244651198387, 0.10444089025259018, -0.057688720524311066, 0.04269228130578995, -0.04193665459752083, -0.057336919009685516, 0.08487401157617569, 0.01523473672568798, -0.028950786218047142, 0.07698622345924377, -0.12243407964706421, 0.07230740785598755, 0.09004025906324387, 0.051925186067819595, -0.03089902363717556, 0.06702306121587753, -0.008929683826863766, -0.013278830796480179, 0.11361459642648697, 0.019804595038294792, -0.010072791948914528, -0.06748292595148087, -0.06321977078914642, -0.06652367860078812, 0.00835281889885664, -0.013925344683229923, 0.03710842877626419, 0.12676745653152466, -0.06491793692111969, -0.05487765371799469, 0.04965744912624359, -0.0248312596231699, -0.07049250602722168, 0.002020860556513071, 0.11591687798500061, -0.057335492223501205, 0.0041182991117239, -2.4112425833777706e-8, -0.04931514337658882, 0.01748073846101761, -0.0004102757084183395, 0.01884125918149948, -0.04359601065516472, 0.09282992780208588, 0.01805303618311882, -0.07033078372478485, 0.010758698917925358, 0.006821927614510059, 0.0236835740506649, -0.037221509963274, 0.06542863696813583, 0.05858417972922325, 0.044175125658512115, -0.036567628383636475, 0.05874836444854736, 0.00906466692686081, -0.05055568367242813, -0.004552836529910564, 0.0039538792334496975, 0.04239577427506447, 0.04898751154541969, 0.04255414754152298, -0.077498659491539, 0.014133947901427746, -0.08152765780687332, -0.0795801505446434, -0.09003783762454987, 0.06596670299768448, -0.053078655153512955, 0.013636790215969086, 0.014903678558766842, 0.07084989547729492, 0.0252348855137825, -0.1357274055480957, -0.08357815444469452, -0.02581711672246456, -0.030791383236646652, -0.0019879164174199104, -0.038715701550245285, 0.0026644060853868723, 0.04934287816286087, 0.08175087720155716, 0.021029097959399223, 0.009779020212590694, 0.015587356872856617, -0.003515942022204399, -0.004547466523945332, 0.04316703975200653, -0.01846655085682869, -0.015791503712534904, 0.04107038676738739, -0.03848639130592346, 0.05707353353500366, 0.02006128989160061, 0.03105214051902294, 0.08804535120725632, -0.07663600146770477, 0.043396081775426865, 0.05546904355287552, -0.06257860362529755, 0.005128724966198206, 0.0426296703517437 ]
p
I really feel like with the current state of the arts we are able to do this.
[ "blog", "blog/vector-image-search-rag" ]
11,347
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(29)
[ -0.03805844485759735, -0.0271085724234581, -0.0039199599996209145, -0.04801369830965996, -0.04941762238740921, -0.012724703177809715, -0.06140780448913574, -0.05111364275217056, -0.019104307517409325, 0.05574871599674225, -0.00012080929445801303, 0.015716345980763435, 0.0012613242724910378, 0.016456762328743935, 0.024730974808335304, -0.02183322049677372, -0.02616029977798462, -0.11571837961673737, 0.004634884186089039, 0.06354788690805435, 0.012978257611393929, 0.02688293159008026, 0.06652652472257614, -0.08034919202327728, -0.023905055597424507, -0.0077385189943015575, -0.04051041230559349, -0.08676429092884064, -0.004692798480391502, 0.06072812154889107, -0.030660632997751236, 0.03302862122654915, 0.04385949671268463, 0.034455567598342896, -0.04441124573349953, 0.006266812328249216, 0.0808277428150177, -0.015706866979599, 0.05482707917690277, -0.040317829698324203, 0.008091622963547707, -0.13743841648101807, -0.030696438625454903, 0.07014790922403336, -0.011339961551129818, 0.03404662013053894, -0.009429986588656902, -0.07027595490217209, -0.014281529933214188, -0.049087170511484146, -0.01577378623187542, -0.040671609342098236, 0.0073920185677707195, -0.05032698065042496, 0.03820686414837837, 0.01436678972095251, 0.0631742924451828, -0.059240784496068954, 0.03879937157034874, -0.015351951122283936, -0.0775081217288971, -0.04618319123983383, 0.018982794135808945, 0.019084060564637184, 0.05846746638417244, 0.00789190549403429, 0.05886346846818924, -0.013752538710832596, 0.04802018404006958, 0.05504460632801056, -0.014724335633218288, 0.0533471405506134, 0.014056451618671417, 0.02517843432724476, -0.05110336095094681, -0.007764054462313652, 0.05568718537688255, 0.008169223554432392, 0.08304567635059357, -0.03389304131269455, 0.06418764591217041, -0.033971089869737625, 0.037914346903562546, 0.007777386344969273, -0.037264060229063034, 0.08897797018289566, -0.05345535650849342, 0.07189250737428665, 0.0019035427831113338, -0.04372221976518631, -0.10136900097131729, -0.0769190713763237, -0.04600055143237114, 0.00113731122110039, -0.04272843524813652, 0.0330558679997921, 0.00441867345944047, -0.005504104774445295, -0.06622391939163208, -0.020019592717289925, -0.017436599358916283, 0.04220409318804741, -0.002937166253104806, -0.018337510526180267, -0.09003376960754395, -0.02266111597418785, 0.041018590331077576, 0.04032057896256447, -0.018160125240683556, -0.05767399072647095, 0.007525492459535599, -0.0375816635787487, -0.003504091175273061, 0.0076485914178192616, -0.059208620339632034, 0.0229991152882576, -0.006707679945975542, -0.03138505667448044, 0.09667815268039703, -0.011311872862279415, 0.03525626286864281, 0.0028582445811480284, -0.050467874854803085, 0.02660997211933136, 0.07110082358121872, -0.08930610120296478, 0.01848631724715233, -9.658077583442878e-33, 0.03291964530944824, 0.13784253597259521, 0.05259557440876961, 0.06116151437163353, -0.08380338549613953, 0.04993336275219917, -0.00011897858348675072, -0.014732365496456623, -0.012801170349121094, -0.03893366456031799, 0.029578857123851776, -0.050962477922439575, -0.07219769060611725, 0.024305393919348717, 0.06474293768405914, -0.1212124451994896, 0.044353194534778595, -0.009961379691958427, 0.0041975658386945724, -0.02745584212243557, 0.013908036053180695, -0.13979250192642212, 0.03636378049850464, 0.022854698821902275, 0.03381215035915375, 0.02949381060898304, -0.03492036089301109, 0.010598327964544296, 0.07617230713367462, 0.0035650187637656927, -0.06355993449687958, 0.0010515886824578047, -0.0679924413561821, 0.028714006766676903, 0.0009529536473564804, -0.04867864400148392, -0.03139627352356911, -0.02158757857978344, 0.033076491206884384, 0.01104329526424408, 0.04379112645983696, 0.06532404571771622, -0.08498847484588623, -0.02687305212020874, 0.07103351503610611, -0.006319320760667324, 0.08572861552238464, 0.02880392223596573, -0.051989249885082245, 0.037900179624557495, 0.0057207802310585976, 0.1095455214381218, -0.03864807263016701, -0.06247199326753616, 0.04947168380022049, 0.022886738181114197, 0.0752110406756401, -0.08725488185882568, 0.022375622764229774, -0.01596921868622303, -0.02740783803164959, -0.005160229746252298, -0.032047417014837265, 0.08312573283910751, 0.021847913041710854, 0.03733596205711365, 0.05150238052010536, 0.01648690178990364, -0.03265608102083206, -0.008532032370567322, -0.026436639949679375, -0.060710545629262924, -0.11391177773475647, -0.04107939079403877, 0.001557167968712747, 0.12444795668125153, 0.060214340686798096, -0.01950446143746376, 0.02190389111638069, 0.014587756246328354, -0.014332501217722893, -0.015517122112214565, 0.037938930094242096, 0.007792252115905285, 0.11825096607208252, -0.07475896179676056, -0.020423468202352524, 0.02019483596086502, -0.009162372909486294, 0.028408881276845932, -0.07257119566202164, 0.013739517889916897, -0.013083118014037609, 0.06980934739112854, -0.027354922145605087, 6.919396151217727e-33, 0.00244377669878304, -0.0544830821454525, -0.04258035495877266, 0.0626334697008133, 0.012054171413183212, -0.05682259798049927, 0.0577840618789196, -0.0869615375995636, -0.06313949078321457, 0.0847482681274414, -0.06274034827947617, -0.014042691327631474, -0.0004680088604800403, -0.04367793723940849, 0.009639919735491276, 0.010063313879072666, 0.035793282091617584, -0.033018242567777634, 0.0069235535338521, -0.03870029002428055, -0.00785793922841549, 0.0045956773683428764, -0.03732173517346382, 0.05569629371166229, -0.051468729972839355, 0.0599653422832489, -0.041562993079423904, -0.022204818204045296, -0.035348184406757355, 0.05176747962832451, -0.03805946186184883, -0.12105459719896317, -0.022617705166339874, 0.033774957060813904, 0.05526671186089516, -0.002316294005140662, 0.09771250933408737, 0.038046106696128845, -0.032388754189014435, 0.00019576512568164617, 0.05988253653049469, 0.006147570908069611, -0.1775403916835785, 0.024483438581228256, -0.02634005807340145, -0.01832943595945835, 0.055364400148391724, 0.05653204396367073, -0.0610312856733799, -0.010281755588948727, 0.0781613141298294, 0.029366817325353622, -0.008474655449390411, -0.16006246209144592, -0.03157509118318558, 0.001196346478536725, 0.032240621745586395, 0.03982925787568092, -0.009787425398826599, 0.020725097507238388, 0.003721180371940136, -0.02921646274626255, 0.08779861778020859, -0.04115213081240654, 0.02927117794752121, -0.03174359351396561, 0.05215946212410927, 0.11515817791223526, -0.018678296357393265, 0.02723701111972332, 0.1030714213848114, -0.048271119594573975, -0.03364073857665062, 0.052768275141716, 0.04966560751199722, -0.020612262189388275, -0.011679884977638721, 0.014499294571578503, -0.011809145100414753, -0.006746326573193073, 0.022981440648436546, 0.02145727537572384, 0.03651070222258568, -0.01417640969157219, 0.0946820080280304, 0.0024805497378110886, -0.007784326560795307, -0.037855323404073715, -0.03699323162436485, -0.010864866897463799, -0.08322499692440033, -0.0007283600280061364, 0.06431672722101212, 0.04850466921925545, -0.062012746930122375, -2.246972741204445e-8, -0.0006893029203638434, 0.02933988906443119, 0.053798858076334, -0.060553260147571564, -0.01606975868344307, 0.05179116129875183, 0.0738784596323967, 0.016464682295918465, 0.007744946051388979, -0.04581625759601593, 0.0568566657602787, 0.006180326920002699, 0.03663262724876404, 0.14415013790130615, 0.06834177672863007, 0.08368948847055435, -0.029203420504927635, -0.03482814505696297, -0.03497657552361488, 0.02180381864309311, -0.043764952570199966, 0.03560362756252289, -0.03664553537964821, 0.06330849230289459, 0.05617101117968559, -0.03734316676855087, -0.06574901193380356, 0.008649484254419804, 0.018357280641794205, 0.022441791370511055, -0.010852860286831856, -0.10302167385816574, -0.04241727665066719, 0.08824191242456436, -0.0010070400312542915, -0.05856997147202492, -0.00552112702280283, -0.0026774941943585873, 0.0467902347445488, -0.12037542462348938, -0.06681933254003525, 0.12671694159507751, -0.005940811708569527, 0.06668608635663986, -0.013919173739850521, -0.04375389963388443, -0.10801997780799866, -0.024903830140829086, -0.030304521322250366, 0.017763841897249222, 0.023496229201555252, -0.046351153403520584, 0.03546544164419174, -0.0067078531719744205, 0.08614461123943329, 0.05801497772336006, 0.0551227331161499, -0.01387492660433054, 0.04272124543786049, 0.041044097393751144, 0.06632395088672638, -0.06928038597106934, 0.10016971081495285, -0.014543326571583748 ]
p
I mean, we need to do it, but the technology is ready.
[ "blog", "blog/vector-image-search-rag" ]
11,348
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(30)
[ -0.09869501739740372, 0.06445261836051941, -0.0700313150882721, -0.021951276808977127, -0.025799725204706192, -0.04739833623170853, 0.1027933657169342, 0.09392203390598297, 0.09250365197658539, 0.0175621435046196, -0.001431716256774962, -0.06628168374300003, 0.00997555535286665, 0.04084043577313423, -0.023436948657035828, 0.02193133346736431, -0.08380930870771408, 0.010890294797718525, 0.008056210353970528, 0.03600181266665459, -0.07469882816076279, -0.04406357184052467, -0.05317161977291107, 0.053817734122276306, 0.028376733884215355, 0.0441967211663723, 0.04563260078430176, 0.0783819630742073, -0.05284513533115387, -0.12470140308141708, -0.013663770630955696, 0.053681109100580215, 0.006437600590288639, -0.025773905217647552, -0.05461622774600983, 0.02577187493443489, 0.037272293120622635, -0.06510455161333084, -0.01074416097253561, 0.01698511280119419, -0.039764516055583954, -0.05816584825515747, -0.02496187388896942, 0.08176800608634949, -0.055112071335315704, 0.020101023837924004, -0.049150921404361725, 0.0759289339184761, 0.04562726244330406, 0.02599106729030609, -0.010781076736748219, -0.010713095776736736, 0.018745381385087967, 0.07102734595537186, 0.0301591195166111, 0.06500247120857239, 0.011868458241224289, 0.06955843418836594, -0.0031935235019773245, -0.023440580815076828, 0.01802426017820835, -0.006550197023898363, -0.11181875318288803, 0.06289980560541153, -0.12136226892471313, 0.07479490339756012, -0.016750579699873924, 0.10715030878782272, -0.11238621920347214, 0.05682803690433502, 0.06656726449728012, 0.01926642470061779, 0.02973317727446556, -0.03360893949866295, -0.02554907277226448, 0.060154352337121964, 0.018376193940639496, -0.04604634270071983, 0.020263930782675743, -0.12687644362449646, 0.002458849921822548, -0.03579200059175491, -0.03206489980220795, 0.03367315232753754, 0.023283345624804497, 0.05621597543358803, 0.0014669898664578795, -0.013457235880196095, 0.03449198603630066, 0.02068439871072769, -0.059169452637434006, -0.0028591579757630825, 0.04693371057510376, -0.04356779158115387, -0.005430850200355053, 0.03288966417312622, 0.039160143584012985, -0.012247654609382153, -0.05817965045571327, 0.09600836783647537, 0.07269304245710373, 0.014088505879044533, -0.0026913629844784737, 0.05103950574994087, -0.02591816522181034, 0.03281301259994507, 0.012838955968618393, -0.0027253921143710613, 0.04642999544739723, -0.004236888140439987, -0.11008544266223907, -0.03991355374455452, -0.014665079303085804, 0.06358248740434647, -0.058387454599142075, 0.0261994618922472, 0.040949027985334396, -0.0007408967358060181, 0.0015834076330065727, -0.1477653533220291, 0.052422262728214264, -0.010157499462366104, -0.010255670174956322, -0.10429255664348602, -0.019700849428772926, 0.01017587911337614, 0.03032734803855419, -2.469148659105262e-33, 0.04332903400063515, -0.0014220488956198096, 0.003109969198703766, 0.07754788547754288, -0.04434176906943321, -0.011516893282532692, -0.07696138322353363, 0.018074242398142815, -0.12933316826820374, 0.05766649171710014, -0.11362898349761963, -0.004035167396068573, -0.04915134236216545, 0.06196114420890808, 0.059740256518125534, 0.001251240842975676, 0.0682704895734787, -0.02649570070207119, -0.05915464460849762, 0.01046012993901968, -0.06209607422351837, 0.054173536598682404, 0.004129149951040745, -0.04346412047743797, -0.015585025772452354, 0.029828710481524467, 0.037983238697052, -0.03967173770070076, -0.05615121126174927, 0.03715750202536583, -0.031192203983664513, 0.022007521241903305, -0.04122935235500336, 0.032883912324905396, -0.03813037648797035, 0.07928156107664108, -0.0098976856097579, -0.03919278457760811, 0.01701829582452774, -0.07046516984701157, 0.04310959577560425, -0.015674889087677002, -0.03931455314159393, -0.05465143918991089, 0.032776400446891785, 0.015812816098332405, 0.09699387103319168, -0.010807611979544163, 0.0424911230802536, 0.02183443494141102, -0.056417517364025116, 0.002320091938599944, -0.014405675232410431, -0.020415449514985085, 0.04643961414694786, -0.0003100441535934806, -0.05521947517991066, 0.003807120956480503, 0.02748117968440056, -0.0008295975276269019, 0.09412902593612671, -0.03346388041973114, 0.030267048627138138, -0.05754387006163597, -0.010203806683421135, 0.02648661471903324, -0.08983998000621796, 0.03774019330739975, 0.06628251820802689, -0.058238133788108826, -0.016386479139328003, -0.03445636108517647, 0.023623831570148468, 0.07921960949897766, 0.00024155549181159586, 0.03765605017542839, 0.03864917531609535, 0.07694759964942932, 0.044542133808135986, 0.0000860311629367061, -0.013908579014241695, -0.044860370457172394, -0.018490679562091827, -0.023750776425004005, 0.06265094876289368, 0.11122915893793106, 0.04140381142497063, -0.012242548167705536, -0.053887881338596344, 0.05046786367893219, -0.12348563969135284, -0.01198814157396555, -0.005988596938550472, -0.10063864290714264, -0.08008942008018494, 1.1758635295168426e-33, -0.07119251042604446, 0.004404006060212851, -0.0287241842597723, -0.041186973452568054, -0.018925584852695465, -0.028237096965312958, 0.011980891227722168, 0.11584872752428055, -0.0438716821372509, -0.04069336876273155, -0.039646048098802567, 0.017816197127103806, 0.05841432884335518, -0.07456950843334198, -0.0427648089826107, 0.04096408560872078, 0.014821847900748253, -0.15885894000530243, 0.04295935481786728, -0.0333525650203228, -0.004574186634272337, 0.05085420981049538, -0.012918512336909771, -0.020511161535978317, -0.03264577314257622, 0.01787138730287552, 0.05980182811617851, 0.07179588079452515, -0.04101962596178055, -0.009527124464511871, -0.020912181586027145, -0.007447311654686928, -0.025272667407989502, -0.018068840727210045, 0.04966430738568306, -0.005093737039715052, 0.0714421272277832, 0.05822918191552162, -0.04918225482106209, -0.03959174081683159, -0.0444076843559742, -0.05827545374631882, 0.002822481794282794, 0.10191022604703903, 0.0758720338344574, -0.013169093988835812, -0.12389588356018066, 0.00004185879879514687, -0.004942903760820627, 0.0054290806874632835, -0.002005157060921192, 0.017842251807451248, -0.07795773446559906, 0.12609265744686127, 0.015397503040730953, -0.07920987159013748, -0.06219116225838661, 0.018062317743897438, 0.01708262972533703, -0.0467103011906147, -0.0222731102257967, 0.030889276415109634, -0.12362468242645264, 0.030252641066908836, 0.12619911134243011, 0.05297687277197838, -0.05905282497406006, 0.00044052506564185023, 0.03387283533811569, 0.0005049623432569206, 0.11555565893650055, -0.017287801951169968, -0.06853249669075012, -0.026086140424013138, -0.033106882125139236, -0.061545480042696, -0.03679010272026062, 0.040142081677913666, 0.045407261699438095, 0.03055298700928688, -0.009508936665952206, -0.01065406110137701, -0.04798166826367378, -0.026597056537866592, -0.05169916898012161, 0.013731725513935089, 0.06893304735422134, -0.007634959649294615, 0.0023887299466878176, 0.002192156622186303, 0.0019659684039652348, 0.04173200950026512, 0.015577824786305428, 0.033626411110162735, 0.019854877144098282, -1.591187270832961e-8, 0.0082797696813941, 0.053819313645362854, -0.04405272752046585, -0.001609634724445641, -0.027799835428595543, -0.05584322661161423, -0.053420282900333405, 0.030252819880843163, 0.058500032871961594, 0.04822934418916702, 0.05338044837117195, 0.049398135393857956, 0.10141182690858841, 0.009943531826138496, 0.018266618251800537, 0.0019932729192078114, 0.03814907371997833, 0.09880122542381287, -0.01604943908751011, 0.0037959900218993425, 0.04487485811114311, 0.019351523369550705, -0.011365141719579697, 0.022335076704621315, 0.03149593994021416, -0.02783278562128544, -0.06984730809926987, -0.07011651992797852, 0.03432229161262512, 0.00007333100802497938, 0.04100913181900978, 0.07423259317874908, 0.030323341488838196, -0.04863908886909485, 0.05612184852361679, 0.006293061655014753, -0.12822642922401428, 0.015131622552871704, 0.052704181522130966, -0.059367381036281586, 0.02154228463768959, -0.028998946771025658, 0.020838545635342598, -0.0027341307140886784, -0.06431449204683304, -0.04161455109715462, 0.031826797872781754, 0.04527342692017555, -0.031868062913417816, -0.0060237497091293335, -0.051676537841558456, 0.014574969187378883, 0.04470844566822052, 0.006309406831860542, 0.07947362959384918, -0.01605699397623539, 0.0589464008808136, 0.054612550884485245, -0.03254062309861183, 0.03357728198170662, 0.052944667637348175, -0.009778291918337345, 0.0006944375927560031, 0.009491273202002048 ]
p
Demetrios:
[ "blog", "blog/vector-image-search-rag" ]
11,349
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(30)
[ -0.011262092739343643, -0.009731624275445938, 0.03515806794166565, -0.00039410931640304625, -0.0008518235408701003, 0.0256575308740139, 0.08368122577667236, 0.06091773882508278, -0.0401080921292305, -0.05518509820103645, 0.07661855965852737, 0.06272807717323303, 0.03168182075023651, -0.010510138235986233, 0.12050346285104752, 0.0294765904545784, 0.02171391248703003, -0.030627556145191193, -0.06401444226503372, 0.10483190417289734, 0.007022059056907892, -0.09761085361242294, -0.05729338154196739, -0.024457111954689026, -0.08030634373426437, -0.03686383739113808, 0.04792695865035057, 0.06337118148803711, 0.011970655992627144, -0.003796827048063278, -0.04712497070431709, 0.031231755390763283, -0.046688325703144073, -0.014527084305882454, 0.018413590267300606, -0.056242264807224274, 0.00593040743842721, 0.04762182757258415, 0.0021532480604946613, -0.0050430903211236, -0.08975637704133987, -0.05262458696961403, -0.014393359422683716, 0.01587129570543766, -0.012270336970686913, -0.07439935952425003, -0.014255275949835777, 0.02447745017707348, 0.02925567887723446, -0.021106969565153122, 0.0072547923773527145, -0.04555905610322952, -0.01362728513777256, 0.0406157523393631, 0.07082319259643555, 0.00519695645198226, 0.002914444077759981, 0.08700180798768997, -0.006277052685618401, 0.029018625617027283, -0.07958927750587463, -0.03741336613893509, -0.018620839342474937, 0.11361891031265259, 0.08027713745832443, 0.04717747122049332, -0.028009619563817978, -0.09719253331422806, -0.009049219079315662, 0.06325707584619522, -0.0931611880660057, -0.003866860643029213, -0.021299801766872406, 0.012625182047486305, -0.05050503462553024, -0.024490583688020706, -0.023010045289993286, -0.007265901193022728, -0.007934950292110443, -0.004853987600654364, 0.0743282288312912, 0.03327178955078125, -0.07379463315010071, 0.0026365858502686024, -0.10434336960315704, 0.055289898067712784, 0.011776153929531574, 0.07446857541799545, -0.02745736576616764, -0.07643959671258926, 0.12031971663236618, -0.006630679126828909, 0.03841749206185341, -0.00566206406801939, 0.03546027094125748, -0.02010704204440117, -0.03424439951777458, 0.036527298390865326, -0.05844181403517723, 0.017480086535215378, 0.07742292433977127, -0.020901650190353394, 0.05656228959560394, -0.022932782769203186, -0.0026854421012103558, -0.01580055244266987, -0.02591988444328308, -0.0038406786043196917, 0.006521016359329224, -0.00042413020855747163, -0.01378804724663496, 0.04064445197582245, 0.04631008952856064, -0.04818122461438179, -0.01785164512693882, -0.024802831932902336, 0.04091040417551994, 0.07945399731397629, 0.026964707300066948, 0.013359231874346733, 0.024425558745861053, 0.05258531495928764, 0.04568808153271675, -0.05299635976552963, -0.03235198184847832, -0.1176760271191597, -0.03353866562247276, -4.1434757926424955e-33, 0.01821764186024666, -0.08473346382379532, -0.015119777992367744, 0.08279293775558472, -0.04476407170295715, -0.02174457535147667, -0.009146413765847683, 0.06545602530241013, -0.011314763687551022, -0.05192124843597412, 0.10456576943397522, 0.023317968472838402, 0.0213242769241333, -0.07108806818723679, 0.04602358117699623, 0.053754400461912155, -0.002351045608520508, -0.008779682219028473, 0.05854879319667816, 0.017869940027594566, 0.0713505893945694, -0.14594314992427826, -0.001692509395070374, 0.091340571641922, 0.05502599850296974, 0.032901134341955185, 0.033958349376916885, -0.03979809582233429, 0.13661041855812073, 0.008180314674973488, -0.06439200788736343, -0.04560031741857529, -0.18991369009017944, -0.007605969440191984, 0.04184726998209953, 0.10227592289447784, 0.08221139758825302, 0.041003502905368805, 0.015013067983090878, -0.06042974069714546, -0.06939299404621124, 0.03421875834465027, 0.0448569729924202, 0.0275887381285429, -0.05953805893659592, -0.09319677203893661, 0.006431585177779198, -0.04015076160430908, -0.036456961184740067, -0.012880569323897362, -0.03629223629832268, 0.024461401626467705, -0.050810620188713074, 0.009048824198544025, 0.03933684900403023, -0.0011682782787829638, -0.051469072699546814, -0.05393669381737709, 0.05232083797454834, 0.08845030516386032, -0.055898331105709076, 0.016305286437273026, -0.025007052347064018, 0.018609778955578804, -0.08404470235109329, 0.01839272677898407, -0.06898022443056107, -0.02725828066468239, 0.0775703489780426, -0.06144721060991287, -0.060418762266635895, -0.08192233741283417, -0.015079609118402004, -0.021151520311832428, 0.04046810790896416, 0.05294469743967056, 0.0021162391640245914, 0.010281491093337536, 0.001862855046056211, -0.044246722012758255, 0.009073135443031788, -0.03451045975089073, 0.002008456736803055, 0.07381816953420639, -0.01089286059141159, -0.006212312262505293, 0.06501059979200363, -0.0860043615102768, -0.050447020679712296, -0.010797891765832901, -0.057064540684223175, 0.05634025111794472, 0.032305631786584854, 0.015508560463786125, 0.010560292750597, 2.2965036201290004e-33, -0.01572890765964985, -0.10463336110115051, 0.013289911672472954, -0.00043989912956021726, 0.0014404298271983862, -0.014463704079389572, 0.01026942115277052, -0.03290204331278801, -0.06260602921247482, 0.0030625220388174057, -0.032868705689907074, 0.0570216104388237, 0.03227616474032402, -0.03965472802519798, 0.013475499115884304, 0.018545188009738922, -0.03685873746871948, -0.051141273230314255, -0.01505320891737938, -0.028707759454846382, -0.06041057035326958, 0.000751171144656837, -0.04049129784107208, -0.059435632079839706, -0.03339385613799095, 0.09670889377593994, -0.02734207548201084, -0.05122791603207588, 0.008809932507574558, 0.007909093983471394, -0.007313254289329052, -0.04315607622265816, 0.029633376747369766, 0.06313152611255646, -0.0070271543227136135, 0.008184295147657394, 0.0655054897069931, -0.05035576596856117, 0.007085990626364946, 0.04409490153193474, 0.03564970940351486, -0.005059573799371719, 0.020713798701763153, 0.03370898962020874, -0.022652385756373405, -0.03999079018831253, 0.046739719808101654, -0.039924852550029755, 0.04018065705895424, 0.023547189310193062, -0.030521884560585022, -0.0108872652053833, 0.03965742886066437, -0.07195742428302765, -0.04786123335361481, -0.008896042592823505, 0.06173679232597351, -0.007352282293140888, 0.04185886308550835, -0.021905075758695602, 0.07913334667682648, 0.02276604250073433, -0.015781855210661888, -0.056719858199357986, 0.02897261083126068, -0.10640831291675568, -0.025915591046214104, 0.009051586501300335, -0.022151213139295578, 0.01907515712082386, -0.147171750664711, -0.00436438387259841, 0.0047679138369858265, -0.05751532316207886, 0.09601856023073196, -0.005152625497430563, 0.08334782719612122, -0.0706365630030632, -0.08169808238744736, -0.019102007150650024, 0.015595903620123863, -0.011274800635874271, -0.02105540968477726, 0.05826210603117943, -0.05996347963809967, 0.07944624871015549, 0.045291345566511154, -0.014390852302312851, -0.007811285089701414, -0.07658237963914871, -0.05938444659113884, 0.03712493181228638, 0.029166050255298615, 0.03936212137341499, -0.010180427692830563, -2.2482099737430872e-8, -0.027671227231621742, 0.0020022427197545767, 0.16307643055915833, 0.0846669003367424, -0.02420640178024769, 0.014708898961544037, -0.13220641016960144, 0.056607283651828766, -0.0017326829256489873, -0.053101442754268646, -0.043718576431274414, 0.04619964212179184, -0.007075753528624773, 0.03760677948594093, -0.010583197697997093, 0.03484064340591431, 0.07081303745508194, -0.10800983011722565, -0.016179662197828293, -0.014400872401893139, -0.004188498016446829, 0.08758916705846786, -0.02638161927461624, 0.07031138241291046, -0.027734309434890747, 0.10895219445228577, 0.09492551535367966, 0.03068000264465809, -0.10012167692184448, 0.008779460564255714, -0.053226593881845474, 0.053952720016241074, 0.004442449193447828, 0.023590300232172012, -0.027156298980116844, -0.08003229647874832, -0.021638691425323486, 0.03746061399579048, -0.03345575928688049, -0.06939981132745743, -0.0035834647715091705, -0.03624020144343376, 0.049225788563489914, 0.075661301612854, -0.017062492668628693, -0.02266312949359417, 0.03629828616976738, -0.03079664520919323, 0.023335853591561317, -0.004834730178117752, -0.06607155501842499, -0.023940427228808403, 0.04856979474425316, 0.050641339272260666, 0.036114662885665894, 0.07928775995969772, 0.05961732193827629, 0.047153547406196594, -0.05969865620136261, 0.009736612439155579, 0.02588162012398243, 0.03441380709409714, 0.02195734530687332, 0.03926563635468483 ]
p
Can I ask a few questions before you jump into the second use case?
[ "blog", "blog/vector-image-search-rag" ]
11,350
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(31)
[ -0.10510893911123276, 0.07039113342761993, -0.018698815256357193, -0.056203048676252365, -0.1056479886174202, 0.02403787150979042, 0.09773488342761993, 0.06037271395325661, 0.06397601962089539, 0.0005112885846756399, 0.07959459722042084, -0.08667410165071487, -0.037009794265031815, -0.03995553031563759, -0.10891783982515335, -0.025151705369353294, -0.01773284375667572, 0.004745901096612215, -0.041231829673051834, -0.06299643963575363, -0.06432630121707916, 0.032766591757535934, -0.021953558549284935, -0.04654613509774208, -0.07245110720396042, -0.020435554906725883, -0.023590687662363052, 0.012213294394314289, 0.0029709471855312586, -0.12191911786794662, 0.08134818822145462, 0.0050417534075677395, 0.0014074533246457577, 0.01537741906940937, 0.005009044427424669, -0.026141876354813576, 0.00924942921847105, -0.06260466575622559, 0.021459901705384254, 0.05732777342200279, -0.059561364352703094, 0.027791708707809448, -0.0991545021533966, -0.004497902002185583, 0.04721449688076973, 0.027799248695373535, -0.040735483169555664, 0.059666965156793594, -0.08761546015739441, -0.018974559381604195, -0.0507596917450428, -0.09825877100229263, -0.012400959618389606, 0.006886686664074659, 0.0008225115016102791, 0.0649341344833374, -0.0035585579462349415, -0.06412279605865479, -0.010954136028885841, -0.031895969063043594, 0.042416442185640335, -0.029634317383170128, -0.08746998757123947, 0.06489629298448563, -0.05226265266537666, 0.033696845173835754, 0.08228420466184616, -0.06574555486440659, -0.03464112803339958, 0.05150991678237915, 0.038734931498765945, -0.09170626848936081, -0.010830458253622055, -0.002325373934581876, -0.005837845616042614, 0.014484760351479053, -0.03384246677160263, -0.06068416312336922, 0.02545558661222458, -0.06703418493270874, 0.039095379412174225, -0.027679093182086945, -0.026664847508072853, -0.012928559444844723, 0.029296832159161568, -0.06707927584648132, -0.0005003309343010187, -0.006187170743942261, 0.045398373156785965, 0.0025880129542201757, -0.1045948714017868, 0.011181074194610119, -0.01695801317691803, 0.05779054015874863, 0.003189328359439969, -0.007901526987552643, 0.055226463824510574, 0.06580863147974014, -0.12805503606796265, 0.11105051636695862, -0.005685062613338232, 0.07049944251775742, 0.006385905668139458, 0.007982766255736351, -0.05606233328580856, -0.0072035654447972775, 0.060918837785720825, -0.08955750614404678, 0.03405483067035675, 0.05858329311013222, -0.10246012359857559, -0.03120705857872963, -0.008435257710516453, -0.11506020277738571, 0.046175483614206314, 0.0058007086627185345, -0.01028070691972971, -0.07164578884840012, 0.00002954891351691913, -0.02639266848564148, 0.021853063255548477, 0.001242555328644812, -0.11838671565055847, 0.05375019088387489, 0.03206609934568405, -0.003484465414658189, 0.0030625304207205772, -2.053118800488192e-33, -0.08782285451889038, 0.01895723305642605, -0.003770922077819705, 0.036677006632089615, 0.06062035635113716, 0.0010502365184947848, -0.06179770454764366, 0.014291591010987759, -0.0320805199444294, 0.016446569934487343, -0.02756471559405327, 0.0338105708360672, -0.0612112395465374, -0.0862906277179718, 0.05940893292427063, 0.04323219880461693, 0.03481370955705643, -0.03194960206747055, 0.0676688402891159, -0.010935824364423752, -0.06025325879454613, 0.01284825336188078, 0.06050654128193855, 0.06328567862510681, 0.012810255400836468, -0.0006681493832729757, 0.06403263658285141, -0.09227994829416275, -0.06959066540002823, 0.01866486854851246, 0.08700487017631531, 0.01429053582251072, 0.014556584879755974, 0.002794713480398059, -0.019571520388126373, -0.07645229995250702, -0.0037621811497956514, 0.049273308366537094, -0.04677453264594078, 0.061531126499176025, 0.014081819914281368, -0.0007785022025927901, -0.03778137266635895, -0.05891895294189453, 0.04934423044323921, -0.010630623437464237, -0.016385147348046303, 0.03690953925251961, 0.06102384626865387, 0.03447481244802475, 0.012354688718914986, -0.013502929359674454, -0.03318420797586441, 0.07305603474378586, 0.013698086142539978, 0.0463358499109745, -0.09250089526176453, 0.055701982229948044, 0.023273764178156853, -0.11439786106348038, 0.0742776021361351, -0.03068559244275093, 0.030689096078276634, -0.061660733073949814, -0.050322555005550385, -0.003538584802299738, -0.004674197174608707, 0.10947345942258835, 0.08355344086885452, 0.0003413496888242662, -0.06481467187404633, -0.03687870502471924, 0.023383857682347298, 0.05130315199494362, -0.07496234774589539, 0.029551591724157333, -0.01595528982579708, 0.01747642643749714, -0.016861161217093468, -0.02225627563893795, -0.01985454000532627, -0.0018020696006715298, 0.04980602487921715, -0.028462618589401245, 0.046372633427381516, -0.012175841256976128, -0.010908426716923714, 0.029818246141076088, 0.05056441202759743, 0.03224954381585121, 0.0061804866418242455, 0.0951685830950737, 0.058641865849494934, -0.049140527844429016, -0.014052554033696651, 1.115642494746736e-33, 0.06740117818117142, -0.018282005563378334, -0.08719644695520401, 0.043082840740680695, 0.03532925248146057, 0.0585513561964035, -0.05324981361627579, 0.0707688108086586, -0.01973075047135353, -0.04027664288878441, -0.01844179444015026, -0.01229721400886774, 0.09886118024587631, -0.0785093680024147, 0.07632629573345184, 0.08719980716705322, 0.03190511465072632, -0.026565328240394592, 0.021093707531690598, 0.025493554770946503, -0.04078951105475426, -0.02318744733929634, -0.03278035670518875, 0.03794354572892189, -0.03996537625789642, 0.07869381457567215, 0.035115715116262436, 0.09063909202814102, 0.0084749860689044, 0.015638047829270363, 0.04333064332604408, 0.021778875961899757, 0.03853142261505127, 0.010861258022487164, -0.04908144474029541, 0.07809057086706161, 0.08483729511499405, 0.11525088548660278, -0.0437156967818737, 0.04839849844574928, 0.036665644496679306, 0.03307563439011574, 0.006069204304367304, 0.053167883306741714, 0.011876555159687996, 0.02254786528646946, -0.02237127535045147, -0.11672782152891159, -0.09300515055656433, -0.044634342193603516, 0.0957835391163826, 0.008619168773293495, -0.06813977658748627, -0.037147700786590576, 0.04129864647984505, 0.10530298948287964, -0.020439982414245605, -0.0666164979338646, -0.027948202565312386, -0.07042305916547775, 0.05790030211210251, 0.03435031324625015, -0.02585621178150177, -0.009241604246199131, 0.04471879452466965, -0.04390207305550575, -0.0795263797044754, 0.04890534654259682, 0.04145907983183861, 0.04111270233988762, 0.05666216090321541, -0.004148951731622219, -0.11703059077262878, -0.0024487837217748165, -0.05741720646619797, -0.01260493416339159, 0.035805944353342056, 0.00878123939037323, -0.014200734905898571, 0.030197374522686005, -0.1666218787431717, 0.03212133049964905, -0.030169552192091942, -0.0013911183923482895, 0.005799727514386177, 0.05539107322692871, 0.003209540620446205, -0.03411221131682396, 0.05093507096171379, -0.006743219215422869, 0.030907148495316505, 0.09253852069377899, -0.022874748334288597, -0.009434741921722889, 0.025838106870651245, -1.605019583905687e-8, 0.06277961283922195, -0.029276495799422264, 0.020581301301717758, 0.06081514433026314, 0.05736846476793289, -0.09485029429197311, 0.011492044664919376, -0.027148613706231117, -0.06981070339679718, 0.06707499921321869, 0.042913150042295456, 0.006824324373155832, -0.0063677518628537655, 0.08095255494117737, 0.023644516244530678, 0.06986509263515472, -0.026630213484168053, 0.060778822749853134, -0.015034354291856289, -0.11050371080636978, -0.05616017431020737, 0.0336686410009861, -0.027720117941498756, -0.03268062695860863, -0.04137709364295006, -0.0020971016492694616, -0.02049768902361393, -0.009556465782225132, -0.026670608669519424, -0.0176338329911232, -0.014006897807121277, 0.0319368876516819, 0.0885550007224083, -0.07789967954158783, -0.009800394997000694, 0.03049883060157299, 0.048592839390039444, -0.010776061564683914, -0.03452195227146149, -0.012733482755720615, 0.02519846148788929, 0.07023893296718597, 0.09614246338605881, 0.0005272452253848314, -0.016089394688606262, 0.00797617994248867, 0.06185244396328926, -0.004348307382315397, 0.02049398422241211, 0.057046521455049515, -0.017961615696549416, -0.041594747453927994, 0.014255145564675331, 0.02523615211248398, 0.0384676493704319, 0.05621611326932907, 0.023666903376579285, -0.005580738186836243, -0.012496821582317352, -0.02212204970419407, 0.05418973043560982, -0.02218795195221901, -0.008519705384969711, -0.015451899729669094 ]
p
Noe Acache:
[ "blog", "blog/vector-image-search-rag" ]
11,351
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(31)
[ -0.12919768691062927, 0.035191357135772705, 0.014235814101994038, 0.03364800289273262, 0.035817619413137436, 0.028737222775816917, 0.11645695567131042, -0.021012969315052032, -0.09036053717136383, -0.10622143745422363, 0.037583280354738235, 0.09052388370037079, -0.025749970227479935, 0.07018251717090607, 0.07733452320098877, 0.05392229184508324, -0.0570308119058609, -0.08954350650310516, -0.045250304043293, -0.004972037393599749, -0.05861303210258484, -0.007364099845290184, -0.05583599954843521, 0.03223200887441635, 0.02864615060389042, -0.007110171485692263, -0.04212217032909393, 0.027520140632987022, -0.03100297413766384, -0.03239447623491287, -0.005393424071371555, -0.0016241156263276935, 0.021045558154582977, 0.015999261289834976, -0.01402993593364954, 0.0366799496114254, -0.0402335487306118, -0.03100050799548626, 0.05157338082790375, -0.0037844288162887096, -0.0031078446190804243, -0.058879952877759933, -0.039139483124017715, 0.06528810411691666, 0.009012308903038502, 0.013795435428619385, -0.05492132902145386, 0.044961437582969666, 0.05978989973664284, -0.07430417835712433, -0.01942387782037258, 0.01144625898450613, -0.0022981297224760056, 0.020413050428032875, 0.1450735628604889, -0.06026959791779518, 0.05519683286547661, 0.011534103192389011, 0.002813342958688736, 0.04842936992645264, 0.019920777529478073, -0.025219416245818138, -0.13547810912132263, 0.14601284265518188, 0.011988925747573376, 0.0044086650013923645, -0.07971590757369995, -0.14314492046833038, -0.023306967690587044, 0.00451843673363328, -0.011277938261628151, 0.020298762246966362, 0.1117815226316452, -0.08723846077919006, 0.03154420852661133, 0.036714013665914536, 0.013742872513830662, 0.031676117330789566, 0.0649285838007927, 0.034032177180051804, -0.009172357618808746, -0.008974834345281124, -0.048108357936143875, 0.0018391283228993416, 0.006503694225102663, -0.041870467364788055, 0.10028847306966782, 0.05635970085859299, 0.057069506496191025, 0.054436489939689636, -0.00331905297935009, -0.03532234951853752, 0.06632744520902634, -0.016536198556423187, -0.07416893541812897, -0.0695405900478363, 0.012127311900258064, -0.06613773107528687, -0.020414819940924644, 0.07179732620716095, 0.019005997106432915, 0.017299823462963104, 0.00516692316159606, -0.02679380774497986, -0.010120493359863758, -0.03564709052443504, 0.01790693774819374, 0.024205109104514122, 0.0602615587413311, -0.07307413965463638, -0.02219540625810623, -0.04472024738788605, -0.02895672619342804, -0.0028777322731912136, 0.02224123291671276, 0.028897199779748917, -0.014725078828632832, -0.026510126888751984, 0.013114545494318008, -0.0070862723514437675, 0.02704382687807083, 0.02269473299384117, -0.010576585307717323, 0.08664180338382721, 0.07168921828269958, -0.08731933683156967, -0.02020636945962906, -3.2188506707269004e-33, 0.021859215572476387, -0.03376051411032677, 0.08042986690998077, 0.006448280997574329, 0.0037881205789744854, -0.03858577460050583, -0.11451487988233566, -0.015281868167221546, -0.02369091473519802, -0.035174980759620667, -0.010354885831475258, -0.03310747444629669, -0.03824232891201973, 0.04303359240293503, 0.03287755697965622, -0.008033277466893196, -0.03310073912143707, 0.06573937088251114, -0.03537043556571007, -0.03546137362718582, 0.044071465730667114, 0.08967515826225281, -0.0013877556193619967, -0.042999573051929474, -0.029618974775075912, -0.08192581683397293, 0.06261444836854935, 0.0057835765182971954, 0.0866522490978241, 0.06115458905696869, -0.036034923046827316, -0.0027708306442946196, -0.013548769988119602, -0.016500579193234444, -0.0021017694380134344, 0.025016654282808304, -0.0026247238274663687, -0.06033601984381676, -0.006845348514616489, 0.004867212381213903, -0.10524357855319977, -0.023217350244522095, -0.0325591079890728, -0.005350667517632246, -0.03558375686407089, 0.011082048527896404, 0.02148078754544258, -0.018668750301003456, -0.10188230872154236, 0.04466589167714119, 0.007501326967030764, 0.003787153633311391, -0.08001576364040375, -0.017738576978445053, -0.02727462351322174, 0.006852257065474987, -0.03123066946864128, -0.024101287126541138, 0.03838373348116875, 0.045836880803108215, -0.009355923160910606, 0.03412088379263878, 0.06491263955831528, -0.032459747046232224, -0.03508555516600609, 0.029798129573464394, -0.017553752288222313, 0.07316276431083679, -0.004652353003621101, -0.0011443033581599593, -0.06321272999048233, 0.06225447729229927, -0.04553142935037613, 0.05938061699271202, 0.021381665021181107, 0.03656505420804024, -0.0033057720866054296, 0.02012140490114689, 0.015696097165346146, -0.04553685337305069, 0.10822531580924988, -0.0011854496551677585, -0.03926420956850052, 0.07476594299077988, 0.07545322179794312, 0.0445147342979908, 0.02649809792637825, 0.009588727727532387, 0.021760376170277596, -0.01945594884455204, -0.05698830261826515, -0.0061678229831159115, -0.0057794456370174885, 0.029658690094947815, -0.057379063218832016, 1.3250432216922952e-33, -0.1157606914639473, -0.05598480999469757, -0.021226773038506508, 0.0764290913939476, -0.0022297161631286144, 0.018810542300343513, -0.0023248493671417236, 0.05363183841109276, -0.15582212805747986, 0.07340768724679947, 0.06797943264245987, -0.08861001580953598, 0.012836094945669174, 0.004118994809687138, 0.05083657056093216, 0.013889981433749199, 0.02819504402577877, 0.012341701425611973, 0.046709202229976654, -0.055310457944869995, -0.03190000727772713, -0.012121099047362804, -0.007484625093638897, -0.0532572902739048, -0.05101872235536575, 0.10213121771812439, 0.02476463094353676, -0.015619360841810703, -0.06997424364089966, 0.01639682799577713, 0.04485822096467018, -0.033038437366485596, -0.012022746726870537, 0.008137939497828484, -0.006805846933275461, 0.06944791972637177, 0.037084564566612244, 0.02669038251042366, 0.0816129744052887, -0.031418461352586746, -0.030198784545063972, -0.0816853865981102, -0.07243645191192627, 0.25542762875556946, -0.008398656733334064, 0.000511164020281285, -0.007274558302015066, -0.015664177015423775, 0.009517228230834007, 0.03267044201493263, -0.09068027138710022, 0.060402173548936844, 0.031358834356069565, 0.0241723470389843, 0.0020715277642011642, 0.04697980731725693, 0.01448795571923256, 0.006038847845047712, 0.03632456809282303, 0.03224186599254608, 0.04538995027542114, 0.003913382533937693, -0.0274560134857893, -0.029919585213065147, 0.03983480855822563, -0.003714689752086997, -0.01555697899311781, -0.10257814079523087, 0.02998010814189911, -0.005136494059115648, 0.04439865052700043, -0.05577518045902252, -0.0620989091694355, -0.0031334622763097286, 0.031992655247449875, -0.0288043562322855, 0.031849272549152374, -0.07416139543056488, 0.03537643328309059, -0.12698563933372498, -0.07143735885620117, -0.023926010355353355, -0.040261898189783096, -0.011630794033408165, 0.10054817795753479, -0.02039661817252636, -0.010772159323096275, -0.03371742367744446, 0.01515608374029398, 0.03225431591272354, 0.02491881512105465, 0.03157728165388107, 0.03147679194808006, -0.02650974690914154, 0.0005654115811921656, -1.748069955453957e-8, -0.035963255912065506, 0.06336439400911331, -0.02680564671754837, -0.02133573591709137, -0.054710593074560165, -0.011556561104953289, -0.07436759769916534, 0.005695338360965252, -0.017000798135995865, -0.011389419436454773, 0.08655138313770294, -0.049701761454343796, 0.0658935159444809, -0.015805760398507118, 0.02037793956696987, 0.039027757942676544, -0.00854429416358471, -0.014054667204618454, -0.05835948884487152, -0.036247026175260544, 0.10432497411966324, 0.11588982492685318, -0.014023774303495884, -0.018326763063669205, -0.0069336602464318275, 0.0011359632480889559, -0.013851672410964966, -0.013880502432584763, 0.0011748654069378972, -0.017517894506454468, 0.06391031295061111, 0.038285139948129654, -0.04873943328857422, 0.03352610766887665, 0.11971395462751389, -0.09598501771688461, -0.06190717592835426, -0.02972232922911644, 0.006485655903816223, -0.011117074638605118, 0.019049210473895073, -0.02433302067220211, -0.005631302483379841, 0.07985517382621765, -0.049538832157850266, 0.01048416830599308, -0.01492423377931118, -0.10176289081573486, -0.0002278577594552189, -0.07956603169441223, -0.10513926297426224, 0.022102009505033493, -0.02378922514617443, 0.008754191920161247, 0.0620538555085659, -0.00035186720197089016, 0.019949542358517647, -0.01444953866302967, 0.02723422832787037, 0.024741077795624733, 0.11693950742483139, -0.03317210078239441, 0.07071073353290558, -0.0186688844114542 ]
p
Yes.
[ "blog", "blog/vector-image-search-rag" ]
11,352
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(32)
[ -0.09869501739740372, 0.06445261836051941, -0.0700313150882721, -0.021951276808977127, -0.025799725204706192, -0.04739833623170853, 0.1027933657169342, 0.09392203390598297, 0.09250365197658539, 0.0175621435046196, -0.001431716256774962, -0.06628168374300003, 0.00997555535286665, 0.04084043577313423, -0.023436948657035828, 0.02193133346736431, -0.08380930870771408, 0.010890294797718525, 0.008056210353970528, 0.03600181266665459, -0.07469882816076279, -0.04406357184052467, -0.05317161977291107, 0.053817734122276306, 0.028376733884215355, 0.0441967211663723, 0.04563260078430176, 0.0783819630742073, -0.05284513533115387, -0.12470140308141708, -0.013663770630955696, 0.053681109100580215, 0.006437600590288639, -0.025773905217647552, -0.05461622774600983, 0.02577187493443489, 0.037272293120622635, -0.06510455161333084, -0.01074416097253561, 0.01698511280119419, -0.039764516055583954, -0.05816584825515747, -0.02496187388896942, 0.08176800608634949, -0.055112071335315704, 0.020101023837924004, -0.049150921404361725, 0.0759289339184761, 0.04562726244330406, 0.02599106729030609, -0.010781076736748219, -0.010713095776736736, 0.018745381385087967, 0.07102734595537186, 0.0301591195166111, 0.06500247120857239, 0.011868458241224289, 0.06955843418836594, -0.0031935235019773245, -0.023440580815076828, 0.01802426017820835, -0.006550197023898363, -0.11181875318288803, 0.06289980560541153, -0.12136226892471313, 0.07479490339756012, -0.016750579699873924, 0.10715030878782272, -0.11238621920347214, 0.05682803690433502, 0.06656726449728012, 0.01926642470061779, 0.02973317727446556, -0.03360893949866295, -0.02554907277226448, 0.060154352337121964, 0.018376193940639496, -0.04604634270071983, 0.020263930782675743, -0.12687644362449646, 0.002458849921822548, -0.03579200059175491, -0.03206489980220795, 0.03367315232753754, 0.023283345624804497, 0.05621597543358803, 0.0014669898664578795, -0.013457235880196095, 0.03449198603630066, 0.02068439871072769, -0.059169452637434006, -0.0028591579757630825, 0.04693371057510376, -0.04356779158115387, -0.005430850200355053, 0.03288966417312622, 0.039160143584012985, -0.012247654609382153, -0.05817965045571327, 0.09600836783647537, 0.07269304245710373, 0.014088505879044533, -0.0026913629844784737, 0.05103950574994087, -0.02591816522181034, 0.03281301259994507, 0.012838955968618393, -0.0027253921143710613, 0.04642999544739723, -0.004236888140439987, -0.11008544266223907, -0.03991355374455452, -0.014665079303085804, 0.06358248740434647, -0.058387454599142075, 0.0261994618922472, 0.040949027985334396, -0.0007408967358060181, 0.0015834076330065727, -0.1477653533220291, 0.052422262728214264, -0.010157499462366104, -0.010255670174956322, -0.10429255664348602, -0.019700849428772926, 0.01017587911337614, 0.03032734803855419, -2.469148659105262e-33, 0.04332903400063515, -0.0014220488956198096, 0.003109969198703766, 0.07754788547754288, -0.04434176906943321, -0.011516893282532692, -0.07696138322353363, 0.018074242398142815, -0.12933316826820374, 0.05766649171710014, -0.11362898349761963, -0.004035167396068573, -0.04915134236216545, 0.06196114420890808, 0.059740256518125534, 0.001251240842975676, 0.0682704895734787, -0.02649570070207119, -0.05915464460849762, 0.01046012993901968, -0.06209607422351837, 0.054173536598682404, 0.004129149951040745, -0.04346412047743797, -0.015585025772452354, 0.029828710481524467, 0.037983238697052, -0.03967173770070076, -0.05615121126174927, 0.03715750202536583, -0.031192203983664513, 0.022007521241903305, -0.04122935235500336, 0.032883912324905396, -0.03813037648797035, 0.07928156107664108, -0.0098976856097579, -0.03919278457760811, 0.01701829582452774, -0.07046516984701157, 0.04310959577560425, -0.015674889087677002, -0.03931455314159393, -0.05465143918991089, 0.032776400446891785, 0.015812816098332405, 0.09699387103319168, -0.010807611979544163, 0.0424911230802536, 0.02183443494141102, -0.056417517364025116, 0.002320091938599944, -0.014405675232410431, -0.020415449514985085, 0.04643961414694786, -0.0003100441535934806, -0.05521947517991066, 0.003807120956480503, 0.02748117968440056, -0.0008295975276269019, 0.09412902593612671, -0.03346388041973114, 0.030267048627138138, -0.05754387006163597, -0.010203806683421135, 0.02648661471903324, -0.08983998000621796, 0.03774019330739975, 0.06628251820802689, -0.058238133788108826, -0.016386479139328003, -0.03445636108517647, 0.023623831570148468, 0.07921960949897766, 0.00024155549181159586, 0.03765605017542839, 0.03864917531609535, 0.07694759964942932, 0.044542133808135986, 0.0000860311629367061, -0.013908579014241695, -0.044860370457172394, -0.018490679562091827, -0.023750776425004005, 0.06265094876289368, 0.11122915893793106, 0.04140381142497063, -0.012242548167705536, -0.053887881338596344, 0.05046786367893219, -0.12348563969135284, -0.01198814157396555, -0.005988596938550472, -0.10063864290714264, -0.08008942008018494, 1.1758635295168426e-33, -0.07119251042604446, 0.004404006060212851, -0.0287241842597723, -0.041186973452568054, -0.018925584852695465, -0.028237096965312958, 0.011980891227722168, 0.11584872752428055, -0.0438716821372509, -0.04069336876273155, -0.039646048098802567, 0.017816197127103806, 0.05841432884335518, -0.07456950843334198, -0.0427648089826107, 0.04096408560872078, 0.014821847900748253, -0.15885894000530243, 0.04295935481786728, -0.0333525650203228, -0.004574186634272337, 0.05085420981049538, -0.012918512336909771, -0.020511161535978317, -0.03264577314257622, 0.01787138730287552, 0.05980182811617851, 0.07179588079452515, -0.04101962596178055, -0.009527124464511871, -0.020912181586027145, -0.007447311654686928, -0.025272667407989502, -0.018068840727210045, 0.04966430738568306, -0.005093737039715052, 0.0714421272277832, 0.05822918191552162, -0.04918225482106209, -0.03959174081683159, -0.0444076843559742, -0.05827545374631882, 0.002822481794282794, 0.10191022604703903, 0.0758720338344574, -0.013169093988835812, -0.12389588356018066, 0.00004185879879514687, -0.004942903760820627, 0.0054290806874632835, -0.002005157060921192, 0.017842251807451248, -0.07795773446559906, 0.12609265744686127, 0.015397503040730953, -0.07920987159013748, -0.06219116225838661, 0.018062317743897438, 0.01708262972533703, -0.0467103011906147, -0.0222731102257967, 0.030889276415109634, -0.12362468242645264, 0.030252641066908836, 0.12619911134243011, 0.05297687277197838, -0.05905282497406006, 0.00044052506564185023, 0.03387283533811569, 0.0005049623432569206, 0.11555565893650055, -0.017287801951169968, -0.06853249669075012, -0.026086140424013138, -0.033106882125139236, -0.061545480042696, -0.03679010272026062, 0.040142081677913666, 0.045407261699438095, 0.03055298700928688, -0.009508936665952206, -0.01065406110137701, -0.04798166826367378, -0.026597056537866592, -0.05169916898012161, 0.013731725513935089, 0.06893304735422134, -0.007634959649294615, 0.0023887299466878176, 0.002192156622186303, 0.0019659684039652348, 0.04173200950026512, 0.015577824786305428, 0.033626411110162735, 0.019854877144098282, -1.591187270832961e-8, 0.0082797696813941, 0.053819313645362854, -0.04405272752046585, -0.001609634724445641, -0.027799835428595543, -0.05584322661161423, -0.053420282900333405, 0.030252819880843163, 0.058500032871961594, 0.04822934418916702, 0.05338044837117195, 0.049398135393857956, 0.10141182690858841, 0.009943531826138496, 0.018266618251800537, 0.0019932729192078114, 0.03814907371997833, 0.09880122542381287, -0.01604943908751011, 0.0037959900218993425, 0.04487485811114311, 0.019351523369550705, -0.011365141719579697, 0.022335076704621315, 0.03149593994021416, -0.02783278562128544, -0.06984730809926987, -0.07011651992797852, 0.03432229161262512, 0.00007333100802497938, 0.04100913181900978, 0.07423259317874908, 0.030323341488838196, -0.04863908886909485, 0.05612184852361679, 0.006293061655014753, -0.12822642922401428, 0.015131622552871704, 0.052704181522130966, -0.059367381036281586, 0.02154228463768959, -0.028998946771025658, 0.020838545635342598, -0.0027341307140886784, -0.06431449204683304, -0.04161455109715462, 0.031826797872781754, 0.04527342692017555, -0.031868062913417816, -0.0060237497091293335, -0.051676537841558456, 0.014574969187378883, 0.04470844566822052, 0.006309406831860542, 0.07947362959384918, -0.01605699397623539, 0.0589464008808136, 0.054612550884485245, -0.03254062309861183, 0.03357728198170662, 0.052944667637348175, -0.009778291918337345, 0.0006944375927560031, 0.009491273202002048 ]
p
Demetrios:
[ "blog", "blog/vector-image-search-rag" ]
11,353
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(32)
[ -0.1343233436346054, 0.0008337395847775042, -0.06249178946018219, 0.018932517617940903, 0.008463445119559765, -0.06197209656238556, -0.11480330675840378, 0.08156443387269974, -0.021275190636515617, 0.021871641278266907, 0.026426315307617188, 0.006125201936811209, -0.03117046318948269, 0.010764047503471375, 0.01306484267115593, 0.002143804682418704, 0.038585368543863297, 0.011976489797234535, 0.04208764061331749, -0.02547088824212551, -0.03257513791322708, 0.0015394999645650387, 0.004312560893595219, 0.05617646127939224, -0.017398307099938393, -0.047338102012872696, -0.004675143864005804, 0.10858393460512161, -0.026445940136909485, -0.11525675654411316, -0.04710337892174721, 0.04290853813290596, -0.038309235125780106, -0.00291235838085413, -0.00915154255926609, -0.03743290156126022, 0.07472018152475357, 0.02435234934091568, -0.06104164943099022, -0.0349716991186142, 0.028383683413267136, 0.019399026408791542, 0.07603190839290619, 0.019924955442547798, 0.06859680265188217, -0.09185343235731125, -0.05301758646965027, 0.03833276405930519, 0.011275121010839939, -0.05504240468144417, -0.0003032947424799204, -0.0701415166258812, -0.008576732128858566, 0.024791516363620758, -0.012299051508307457, -0.009358159266412258, -0.05098826810717583, 0.04465188831090927, 0.037531446665525436, -0.10682959109544754, 0.08888944983482361, -0.0018847283208742738, -0.05324248969554901, 0.03645078092813492, 0.011812623590230942, 0.009349249303340912, -0.05690999701619148, -0.046578843146562576, 0.034368257969617844, -0.003509767586365342, -0.03675602376461029, -0.05191730335354805, -0.023582836613059044, -0.03744756057858467, -0.03140312060713768, -0.02297789976000786, 0.08579955250024796, -0.015947483479976654, 0.010089805349707603, -0.05024535208940506, 0.004367274697870016, -0.01926979422569275, -0.07182573527097702, -0.0055067469365894794, -0.003699180204421282, 0.08718615025281906, -0.02496838942170143, -0.027736885473132133, 0.027075519785284996, -0.08665937930345535, 0.01158890314400196, 0.02125885710120201, -0.10012821853160858, -0.03527887165546417, -0.07671234011650085, 0.021819395944476128, 0.053798966109752655, 0.043847955763339996, 0.010611895471811295, 0.050294287502765656, 0.044192999601364136, -0.0013762970920652151, 0.02517550066113472, -0.022239455953240395, 0.031112294644117355, -0.042272455990314484, 0.06420242041349411, -0.03601396083831787, -0.01364567968994379, -0.015902705490589142, -0.05567809194326401, 0.03540808707475662, -0.05120762810111046, 0.03152232617139816, -0.0027376674115657806, -0.12002719938755035, 0.0006580823683179915, 0.03559344261884689, 0.08658690750598907, 0.038649290800094604, 0.003685725387185812, -0.07675927877426147, 0.019247449934482574, -0.005063140764832497, -0.021318107843399048, 0.012365251779556274, -0.04297325760126114, -4.281912201135402e-34, 0.06030763313174248, 0.05468052998185158, -0.015681637451052666, -0.03494992479681969, 0.08021344989538193, 0.016767170280218124, -0.02942555397748947, 0.019694656133651733, -0.062067870050668716, 0.03572065755724907, -0.12018170952796936, 0.03054804727435112, -0.09416420012712479, 0.026969678699970245, 0.023612985387444496, -0.08777527511119843, -0.048338383436203, 0.038648154586553574, -0.04597752168774605, 0.03806054964661598, 0.06771662831306458, 0.09290002286434174, -0.005291680805385113, 0.008364629000425339, 0.10105926543474197, 0.12103818356990814, 0.054925452917814255, 0.04270213469862938, -0.04756185784935951, 0.046096302568912506, -0.019691111519932747, -0.006568133365362883, -0.012100392952561378, 0.028532709926366806, -0.05022896081209183, -0.05796951428055763, -0.15372318029403687, -0.11926072835922241, -0.0156826451420784, -0.04451403021812439, 0.01382663194090128, 0.02137676812708378, -0.07185715436935425, -0.0014996068784967065, -0.06517219543457031, 0.050147805362939835, 0.018727131187915802, 0.030425140634179115, -0.0036467439495027065, 0.009328310377895832, -0.02345057763159275, 0.042839519679546356, -0.060359664261341095, -0.07694406062364578, -0.02135554701089859, -0.036305882036685944, 0.035078421235084534, -0.025672966614365578, 0.08259514719247818, 0.07279359549283981, -0.02067270688712597, 0.04890291392803192, -0.00752171641215682, -0.08630148321390152, 0.05801989510655403, 0.047906987369060516, -0.033195432275533676, -0.03169528394937515, 0.012423219159245491, 0.013566362671554089, -0.033445555716753006, -0.0367266871035099, 0.013566284440457821, -0.01776466891169548, 0.06536007672548294, -0.04269581288099289, -0.007491651922464371, -0.019183184951543808, -0.021036453545093536, -0.04600924625992775, -0.04226047545671463, 0.015903664752840996, -0.021758941933512688, 0.08578252792358398, -0.043408915400505066, 0.051816344261169434, 0.015152420848608017, 0.025202319025993347, 0.002147272927686572, 0.012461955659091473, -0.02163439616560936, 0.027750151231884956, 0.04936381056904793, -0.04731277376413345, 0.0450875498354435, -3.4762352607440176e-34, -0.017763588577508926, -0.014072789810597897, 0.011650404892861843, 0.022753294557332993, 0.13960254192352295, 0.041105881333351135, -0.0014747761888429523, -0.008039174601435661, 0.03721785917878151, -0.02220422774553299, 0.11702127009630203, -0.009058155119419098, -0.0059652263298630714, 0.056406375020742416, 0.018537649884819984, 0.08419564366340637, 0.024385573342442513, -0.1451960802078247, 0.06566230952739716, -0.0734393447637558, 0.07746043801307678, 0.07173428684473038, -0.0622992143034935, -0.03490179032087326, -0.0453048050403595, -0.030958807095885277, -0.05263400822877884, 0.021016264334321022, -0.024879813194274902, -0.02737080678343773, -0.02247144654393196, 0.000503259536344558, 0.06372980028390884, 0.10468802601099014, -0.01178316306322813, 0.056046921759843826, -0.004049540497362614, 0.05071895197033882, -0.03373338282108307, 0.0031828901264816523, 0.01909591257572174, -0.026351019740104675, 0.07128585875034332, 0.08480291813611984, -0.013418248854577541, -0.008394400589168072, -0.05352889373898506, 0.03205013647675514, 0.011773255653679371, 0.05422152206301689, -0.021597232669591904, -0.061360690742731094, -0.004194863140583038, 0.043713584542274475, -0.0266423262655735, -0.007615671493113041, 0.06586828827857971, 0.049754250794649124, 0.012016559951007366, 0.07590216398239136, -0.004182147327810526, -0.06280390173196793, -0.10164789855480194, 0.008964464999735355, -0.04270346462726593, -0.030341608449816704, -0.009202772751450539, 0.036201443523168564, -0.07004030048847198, 0.015549629926681519, 0.04334123805165291, -0.04618849977850914, 0.010933175683021545, -0.017305197194218636, -0.04111022129654884, -0.047066863626241684, 0.0013960273936390877, 0.022376876324415207, 0.06955897808074951, 0.0017257863655686378, -0.05012083798646927, 0.014686508104205132, 0.012982362881302834, 0.12710413336753845, 0.04746025800704956, 0.00874194223433733, -0.014075948856770992, 0.0032884948886930943, -0.020282896235585213, 0.052897267043590546, 0.05134296044707298, 0.05403173342347145, -0.016425734385848045, 0.04864712432026863, 0.0037142334040254354, -1.878168554014792e-8, 0.027622679248452187, 0.04370526596903801, 0.047179121524095535, -0.004439265467226505, 0.016606809571385384, -0.14353686571121216, 0.028646912425756454, 0.05736077204346657, 0.03825325518846512, 0.04903310164809227, 0.08533953875303268, -0.0229840986430645, 0.028765538707375526, -0.00802509393543005, 0.011515473015606403, 0.043758269399404526, 0.0024508899077773094, 0.0864657312631607, 0.005489874631166458, 0.036491066217422485, 0.050338611006736755, 0.015118536539375782, 0.0013508389238268137, -0.10958158224821091, 0.0017022914253175259, -0.01530393399298191, -0.089517742395401, -0.004047573544085026, 0.08441206067800522, -0.018720149993896484, 0.011117684654891491, 0.011541635729372501, -0.005089620128273964, -0.11199648678302765, -0.019788281992077827, 0.029767677187919617, -0.08806983381509781, -0.011026018299162388, 0.023334456607699394, 0.00687115965411067, 0.1394565850496292, -0.07431244850158691, -0.028947271406650543, 0.08017446845769882, 0.06564711034297943, 0.04086535796523094, 0.007500207517296076, -0.18368521332740784, 0.017543576657772064, 0.06857634335756302, -0.028592301532626152, -0.025546081364154816, 0.0223190076649189, -0.043129775673151016, -0.026884524151682854, 0.0009831078350543976, 0.014691147953271866, -0.008235868997871876, -0.026233654469251633, 0.04475046321749687, 0.10271644592285156, -0.04782456159591675, -0.012675188481807709, 0.11661458015441895 ]
p
What other models were you looking at besides the dyno one?
[ "blog", "blog/vector-image-search-rag" ]
11,354
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(33)
[ -0.10510893911123276, 0.07039113342761993, -0.018698815256357193, -0.056203048676252365, -0.1056479886174202, 0.02403787150979042, 0.09773488342761993, 0.06037271395325661, 0.06397601962089539, 0.0005112885846756399, 0.07959459722042084, -0.08667410165071487, -0.037009794265031815, -0.03995553031563759, -0.10891783982515335, -0.025151705369353294, -0.01773284375667572, 0.004745901096612215, -0.041231829673051834, -0.06299643963575363, -0.06432630121707916, 0.032766591757535934, -0.021953558549284935, -0.04654613509774208, -0.07245110720396042, -0.020435554906725883, -0.023590687662363052, 0.012213294394314289, 0.0029709471855312586, -0.12191911786794662, 0.08134818822145462, 0.0050417534075677395, 0.0014074533246457577, 0.01537741906940937, 0.005009044427424669, -0.026141876354813576, 0.00924942921847105, -0.06260466575622559, 0.021459901705384254, 0.05732777342200279, -0.059561364352703094, 0.027791708707809448, -0.0991545021533966, -0.004497902002185583, 0.04721449688076973, 0.027799248695373535, -0.040735483169555664, 0.059666965156793594, -0.08761546015739441, -0.018974559381604195, -0.0507596917450428, -0.09825877100229263, -0.012400959618389606, 0.006886686664074659, 0.0008225115016102791, 0.0649341344833374, -0.0035585579462349415, -0.06412279605865479, -0.010954136028885841, -0.031895969063043594, 0.042416442185640335, -0.029634317383170128, -0.08746998757123947, 0.06489629298448563, -0.05226265266537666, 0.033696845173835754, 0.08228420466184616, -0.06574555486440659, -0.03464112803339958, 0.05150991678237915, 0.038734931498765945, -0.09170626848936081, -0.010830458253622055, -0.002325373934581876, -0.005837845616042614, 0.014484760351479053, -0.03384246677160263, -0.06068416312336922, 0.02545558661222458, -0.06703418493270874, 0.039095379412174225, -0.027679093182086945, -0.026664847508072853, -0.012928559444844723, 0.029296832159161568, -0.06707927584648132, -0.0005003309343010187, -0.006187170743942261, 0.045398373156785965, 0.0025880129542201757, -0.1045948714017868, 0.011181074194610119, -0.01695801317691803, 0.05779054015874863, 0.003189328359439969, -0.007901526987552643, 0.055226463824510574, 0.06580863147974014, -0.12805503606796265, 0.11105051636695862, -0.005685062613338232, 0.07049944251775742, 0.006385905668139458, 0.007982766255736351, -0.05606233328580856, -0.0072035654447972775, 0.060918837785720825, -0.08955750614404678, 0.03405483067035675, 0.05858329311013222, -0.10246012359857559, -0.03120705857872963, -0.008435257710516453, -0.11506020277738571, 0.046175483614206314, 0.0058007086627185345, -0.01028070691972971, -0.07164578884840012, 0.00002954891351691913, -0.02639266848564148, 0.021853063255548477, 0.001242555328644812, -0.11838671565055847, 0.05375019088387489, 0.03206609934568405, -0.003484465414658189, 0.0030625304207205772, -2.053118800488192e-33, -0.08782285451889038, 0.01895723305642605, -0.003770922077819705, 0.036677006632089615, 0.06062035635113716, 0.0010502365184947848, -0.06179770454764366, 0.014291591010987759, -0.0320805199444294, 0.016446569934487343, -0.02756471559405327, 0.0338105708360672, -0.0612112395465374, -0.0862906277179718, 0.05940893292427063, 0.04323219880461693, 0.03481370955705643, -0.03194960206747055, 0.0676688402891159, -0.010935824364423752, -0.06025325879454613, 0.01284825336188078, 0.06050654128193855, 0.06328567862510681, 0.012810255400836468, -0.0006681493832729757, 0.06403263658285141, -0.09227994829416275, -0.06959066540002823, 0.01866486854851246, 0.08700487017631531, 0.01429053582251072, 0.014556584879755974, 0.002794713480398059, -0.019571520388126373, -0.07645229995250702, -0.0037621811497956514, 0.049273308366537094, -0.04677453264594078, 0.061531126499176025, 0.014081819914281368, -0.0007785022025927901, -0.03778137266635895, -0.05891895294189453, 0.04934423044323921, -0.010630623437464237, -0.016385147348046303, 0.03690953925251961, 0.06102384626865387, 0.03447481244802475, 0.012354688718914986, -0.013502929359674454, -0.03318420797586441, 0.07305603474378586, 0.013698086142539978, 0.0463358499109745, -0.09250089526176453, 0.055701982229948044, 0.023273764178156853, -0.11439786106348038, 0.0742776021361351, -0.03068559244275093, 0.030689096078276634, -0.061660733073949814, -0.050322555005550385, -0.003538584802299738, -0.004674197174608707, 0.10947345942258835, 0.08355344086885452, 0.0003413496888242662, -0.06481467187404633, -0.03687870502471924, 0.023383857682347298, 0.05130315199494362, -0.07496234774589539, 0.029551591724157333, -0.01595528982579708, 0.01747642643749714, -0.016861161217093468, -0.02225627563893795, -0.01985454000532627, -0.0018020696006715298, 0.04980602487921715, -0.028462618589401245, 0.046372633427381516, -0.012175841256976128, -0.010908426716923714, 0.029818246141076088, 0.05056441202759743, 0.03224954381585121, 0.0061804866418242455, 0.0951685830950737, 0.058641865849494934, -0.049140527844429016, -0.014052554033696651, 1.115642494746736e-33, 0.06740117818117142, -0.018282005563378334, -0.08719644695520401, 0.043082840740680695, 0.03532925248146057, 0.0585513561964035, -0.05324981361627579, 0.0707688108086586, -0.01973075047135353, -0.04027664288878441, -0.01844179444015026, -0.01229721400886774, 0.09886118024587631, -0.0785093680024147, 0.07632629573345184, 0.08719980716705322, 0.03190511465072632, -0.026565328240394592, 0.021093707531690598, 0.025493554770946503, -0.04078951105475426, -0.02318744733929634, -0.03278035670518875, 0.03794354572892189, -0.03996537625789642, 0.07869381457567215, 0.035115715116262436, 0.09063909202814102, 0.0084749860689044, 0.015638047829270363, 0.04333064332604408, 0.021778875961899757, 0.03853142261505127, 0.010861258022487164, -0.04908144474029541, 0.07809057086706161, 0.08483729511499405, 0.11525088548660278, -0.0437156967818737, 0.04839849844574928, 0.036665644496679306, 0.03307563439011574, 0.006069204304367304, 0.053167883306741714, 0.011876555159687996, 0.02254786528646946, -0.02237127535045147, -0.11672782152891159, -0.09300515055656433, -0.044634342193603516, 0.0957835391163826, 0.008619168773293495, -0.06813977658748627, -0.037147700786590576, 0.04129864647984505, 0.10530298948287964, -0.020439982414245605, -0.0666164979338646, -0.027948202565312386, -0.07042305916547775, 0.05790030211210251, 0.03435031324625015, -0.02585621178150177, -0.009241604246199131, 0.04471879452466965, -0.04390207305550575, -0.0795263797044754, 0.04890534654259682, 0.04145907983183861, 0.04111270233988762, 0.05666216090321541, -0.004148951731622219, -0.11703059077262878, -0.0024487837217748165, -0.05741720646619797, -0.01260493416339159, 0.035805944353342056, 0.00878123939037323, -0.014200734905898571, 0.030197374522686005, -0.1666218787431717, 0.03212133049964905, -0.030169552192091942, -0.0013911183923482895, 0.005799727514386177, 0.05539107322692871, 0.003209540620446205, -0.03411221131682396, 0.05093507096171379, -0.006743219215422869, 0.030907148495316505, 0.09253852069377899, -0.022874748334288597, -0.009434741921722889, 0.025838106870651245, -1.605019583905687e-8, 0.06277961283922195, -0.029276495799422264, 0.020581301301717758, 0.06081514433026314, 0.05736846476793289, -0.09485029429197311, 0.011492044664919376, -0.027148613706231117, -0.06981070339679718, 0.06707499921321869, 0.042913150042295456, 0.006824324373155832, -0.0063677518628537655, 0.08095255494117737, 0.023644516244530678, 0.06986509263515472, -0.026630213484168053, 0.060778822749853134, -0.015034354291856289, -0.11050371080636978, -0.05616017431020737, 0.0336686410009861, -0.027720117941498756, -0.03268062695860863, -0.04137709364295006, -0.0020971016492694616, -0.02049768902361393, -0.009556465782225132, -0.026670608669519424, -0.0176338329911232, -0.014006897807121277, 0.0319368876516819, 0.0885550007224083, -0.07789967954158783, -0.009800394997000694, 0.03049883060157299, 0.048592839390039444, -0.010776061564683914, -0.03452195227146149, -0.012733482755720615, 0.02519846148788929, 0.07023893296718597, 0.09614246338605881, 0.0005272452253848314, -0.016089394688606262, 0.00797617994248867, 0.06185244396328926, -0.004348307382315397, 0.02049398422241211, 0.057046521455049515, -0.017961615696549416, -0.041594747453927994, 0.014255145564675331, 0.02523615211248398, 0.0384676493704319, 0.05621611326932907, 0.023666903376579285, -0.005580738186836243, -0.012496821582317352, -0.02212204970419407, 0.05418973043560982, -0.02218795195221901, -0.008519705384969711, -0.015451899729669094 ]
p
Noe Acache:
[ "blog", "blog/vector-image-search-rag" ]
11,355
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(33)
[ 0.0035724185872823, -0.05658482760190964, -0.025096146389842033, -0.05285021290183067, 0.01795196160674095, -0.01970457285642624, -0.009757482446730137, 0.03260430321097374, 0.03904307633638382, -0.030317513272166252, -0.042310141026973724, 0.08864849805831909, -0.013387134298682213, -0.0027055086102336645, 0.022456837818026543, -0.02161952666938305, 0.10886916518211365, -0.05711353197693825, -0.030607691034674644, -0.06596088409423828, 0.033300068229436874, 0.010158384218811989, -0.05974928289651871, -0.05851968005299568, 0.010028793476521969, 0.0217495858669281, -0.0507243275642395, -0.007820973172783852, 0.030414855107665062, -0.0014389867428690195, -0.0015884002204984426, 0.03696679696440697, -0.04173263907432556, 0.07626675814390182, -0.07434569299221039, 0.012318938039243221, 0.010042612440884113, -0.018425755202770233, -0.04807921126484871, -0.03869404271245003, 0.01091253012418747, 0.015903834253549576, -0.018256137147545815, 0.022417251020669937, 0.0030203612986952066, -0.014592668041586876, -0.06820312142372131, -0.002685920335352421, -0.01926981285214424, -0.08836707472801208, -0.07026626169681549, -0.035777755081653595, -0.019318632781505585, 0.04812436178326607, 0.029345812276005745, 0.05801254138350487, -0.11058089882135391, 0.002343140309676528, -0.07193012535572052, -0.008257333189249039, 0.03661642596125603, -0.024104895070195198, -0.02078707329928875, 0.05949433892965317, 0.02462431974709034, 0.046965181827545166, 0.04116714745759964, -0.006808815989643335, 0.06151038035750389, -0.07937335968017578, 0.0020823832601308823, 0.003777966368943453, -0.028722267597913742, 0.06899920105934143, -0.0038329700473695993, -0.033941056579351425, 0.06323670595884323, 0.05097287520766258, 0.011915193870663643, -0.03258945047855377, 0.026985855773091316, 0.06366361677646637, 0.010465079918503761, -0.02118021808564663, 0.046478644013404846, -0.05055258423089981, -0.08087269216775894, -0.05730189383029938, 0.00011109512706752867, -0.05704544857144356, -0.04051830247044563, 0.0447259284555912, 0.08379765599966049, -0.004499639850109816, 0.06346800178289413, 0.03215804696083069, -0.013942195102572441, -0.021648384630680084, -0.06078796088695526, 0.04286067560315132, -0.0058546485379338264, 0.00132582092192024, -0.020527992397546768, -0.05719694122672081, -0.02838423289358616, 0.05183512344956398, 0.01638416200876236, 0.01322123222053051, -0.03314608335494995, -0.05461757630109787, -0.1327279508113861, -0.006750339176505804, 0.022930942475795746, -0.03130492940545082, -0.010030573233962059, -0.05098589137196541, -0.011231846176087856, 0.06307227164506912, 0.11312972009181976, 0.06062325835227966, -0.0869741141796112, -0.029311522841453552, -0.018680673092603683, 0.02833734266459942, 0.0006413703667931259, -0.046082496643066406, -0.08688664436340332, -2.5398836643240086e-33, -0.07216327637434006, 0.03661219775676727, -0.04347428306937218, -0.04963010549545288, 0.07856104522943497, -0.0431855246424675, 0.043399956077337265, 0.011814584024250507, -0.0025749264750629663, -0.056089915335178375, -0.06754808127880096, 0.006329654715955257, 0.04134795069694519, 0.03413357958197594, 0.1593024879693985, -0.04554537311196327, -0.002614643657580018, 0.12367719411849976, 0.08588942140340805, -0.0335790291428566, -0.030823495239019394, -0.04992479830980301, 0.06885544955730438, -0.030467772856354713, 0.139031320810318, -0.11647506803274155, 0.03267468884587288, 0.005074006505310535, 0.03819575533270836, 0.0015504038892686367, 0.03312482684850693, 0.02375805377960205, 0.02125774510204792, 0.019202617928385735, -0.021955251693725586, 0.04484051093459129, -0.03840987756848335, -0.055033374577760696, 0.016306275501847267, -0.022906312718987465, -0.06063725799322128, 0.05163092538714409, -0.05702728033065796, -0.030089324340224266, -0.005205591209232807, -0.039764534682035446, -0.08247546851634979, 0.03229237720370293, -0.03771547973155975, -0.02558661438524723, 0.08085287362337112, 0.060004714876413345, -0.005377199035137892, 0.016384361311793327, 0.04866567626595497, -0.023099571466445923, 0.017437482252717018, 0.15154506266117096, 0.004561529029160738, 0.1789737194776535, -0.07378346472978592, -0.045842673629522324, -0.0907498449087143, 0.016669709235429764, 0.088985376060009, 0.0030447363387793303, -0.00042458626558072865, 0.06489351391792297, 0.05271611735224724, 0.038891926407814026, -0.0034870810341089964, 0.0267720315605402, 0.05464901402592659, 0.01542674284428358, -0.03777560591697693, 0.015119971707463264, -0.08748690783977509, -0.05533131957054138, -0.04436344653367996, 0.09353268891572952, -0.03900165855884552, 0.09847309440374374, -0.06292160600423813, 0.028562605381011963, -0.004946882836520672, -0.03803476318717003, 0.07957939058542252, -0.028652053326368332, 0.047152940183877945, 0.029261471703648567, 0.0016770248766988516, 0.029823653399944305, 0.04903734102845192, 0.023731650784611702, 0.0003690934681799263, 1.0918224792597648e-33, -0.06548137962818146, 0.0018761453684419394, -0.1119622141122818, 0.0712645947933197, -0.05635852366685867, -0.020113151520490646, -0.007742598652839661, -0.05017818138003349, -0.05975394695997238, -0.009430424310266972, -0.00028088956605643034, -0.03265252709388733, 0.008729531429708004, -0.026313597336411476, 0.026980526745319366, -0.034386035054922104, -0.04050740972161293, -0.16537731885910034, 0.018519505858421326, -0.025869810953736305, 0.017862534150481224, 0.10622142255306244, -0.03174358978867531, -0.033756256103515625, -0.03523295745253563, 0.0028580615762621164, -0.11177495121955872, 0.047496113926172256, -0.03071136772632599, 0.00020362900977488607, -0.03327537328004837, -0.08152138441801071, -0.036763373762369156, -0.04798273369669914, 0.03330578655004501, 0.07385136932134628, 0.06632441282272339, -0.0005098229157738388, 0.026806354522705078, -0.00033317849738523364, 0.03250345215201378, -0.03990567475557327, -0.04024438187479973, -0.024202467873692513, 0.01753634586930275, -0.005033988505601883, -0.04527933523058891, -0.006758714560419321, -0.06291399896144867, -0.015801968052983284, 0.007137911394238472, -0.03482619673013687, -0.061759550124406815, -0.03960698843002319, 0.009071925655007362, 0.036376845091581345, 0.006595628336071968, 0.03372805565595627, 0.06855946779251099, 0.029893461614847183, 0.02208327129483223, -0.12544333934783936, -0.04556000977754593, 0.12267732620239258, 0.056562069803476334, 0.031947456300258636, -0.0003142356581520289, -0.014586308039724827, -0.024634327739477158, -0.025746669620275497, 0.06956768035888672, 0.003373062703758478, -0.02861182577908039, 0.04572981968522072, -0.0865621566772461, -0.04603710025548935, 0.09510456025600433, 0.006539841182529926, -0.09975166618824005, 0.03368383273482323, -0.08769268542528152, 0.08155206590890884, -0.03127562254667282, -0.023070992901921272, 0.03424684330821037, 0.03900152072310448, 0.03368213772773743, -0.0843510553240776, 0.00689883716404438, 0.009990104474127293, -0.023944517597556114, 0.001963470596820116, 0.019487695768475533, 0.057465195655822754, 0.005917727015912533, -2.204654236948045e-8, 0.031006285920739174, 0.015269617550075054, 0.020380929112434387, 0.013373516499996185, 0.00827858503907919, 0.009659115225076675, 0.012868214398622513, 0.06469928473234177, 0.00413978286087513, 0.00874511431902647, -0.04315585643053055, -0.04290036857128143, -0.04626088961958885, 0.014249637722969055, 0.07533513009548187, 0.0995916798710823, 0.036500584334135056, -0.08920673280954361, 0.004403163678944111, -0.03263944759964943, 0.07346043735742569, 0.04925328865647316, -0.03906112164258957, 0.07232745736837387, -0.05228046700358391, -0.005447791889309883, 0.01203898899257183, 0.014094834215939045, -0.05116559565067291, 0.07271476835012436, -0.04675343260169029, 0.04393265023827553, 0.07922819256782532, 0.02919320948421955, 0.03611345961689949, 0.05229656770825386, -0.007435694802552462, -0.008433099836111069, -0.04797403886914253, -0.05342867597937584, -0.013348978012800217, -0.039267685264348984, -0.012272990308701992, 0.03312716260552406, 0.13854610919952393, -0.07434435188770294, -0.01702255941927433, 0.04386243224143982, 0.01810363307595253, -0.04186772182583809, 0.0028492698911577463, 0.03530503064393997, 0.02772698365151882, -0.010583596304059029, 0.07774844020605087, -0.028024500235915184, 0.014981226995587349, -0.09628378599882126, 0.033812228590250015, 0.12312553077936172, 0.0246114544570446, 0.02057540789246559, 0.04989831522107124, -0.021123984828591347 ]
p
I said here, compared to Resnet, efficient nets and these kind of architectures.
[ "blog", "blog/vector-image-search-rag" ]
11,356
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(34)
[ -0.09869501739740372, 0.06445261836051941, -0.0700313150882721, -0.021951276808977127, -0.025799725204706192, -0.04739833623170853, 0.1027933657169342, 0.09392203390598297, 0.09250365197658539, 0.0175621435046196, -0.001431716256774962, -0.06628168374300003, 0.00997555535286665, 0.04084043577313423, -0.023436948657035828, 0.02193133346736431, -0.08380930870771408, 0.010890294797718525, 0.008056210353970528, 0.03600181266665459, -0.07469882816076279, -0.04406357184052467, -0.05317161977291107, 0.053817734122276306, 0.028376733884215355, 0.0441967211663723, 0.04563260078430176, 0.0783819630742073, -0.05284513533115387, -0.12470140308141708, -0.013663770630955696, 0.053681109100580215, 0.006437600590288639, -0.025773905217647552, -0.05461622774600983, 0.02577187493443489, 0.037272293120622635, -0.06510455161333084, -0.01074416097253561, 0.01698511280119419, -0.039764516055583954, -0.05816584825515747, -0.02496187388896942, 0.08176800608634949, -0.055112071335315704, 0.020101023837924004, -0.049150921404361725, 0.0759289339184761, 0.04562726244330406, 0.02599106729030609, -0.010781076736748219, -0.010713095776736736, 0.018745381385087967, 0.07102734595537186, 0.0301591195166111, 0.06500247120857239, 0.011868458241224289, 0.06955843418836594, -0.0031935235019773245, -0.023440580815076828, 0.01802426017820835, -0.006550197023898363, -0.11181875318288803, 0.06289980560541153, -0.12136226892471313, 0.07479490339756012, -0.016750579699873924, 0.10715030878782272, -0.11238621920347214, 0.05682803690433502, 0.06656726449728012, 0.01926642470061779, 0.02973317727446556, -0.03360893949866295, -0.02554907277226448, 0.060154352337121964, 0.018376193940639496, -0.04604634270071983, 0.020263930782675743, -0.12687644362449646, 0.002458849921822548, -0.03579200059175491, -0.03206489980220795, 0.03367315232753754, 0.023283345624804497, 0.05621597543358803, 0.0014669898664578795, -0.013457235880196095, 0.03449198603630066, 0.02068439871072769, -0.059169452637434006, -0.0028591579757630825, 0.04693371057510376, -0.04356779158115387, -0.005430850200355053, 0.03288966417312622, 0.039160143584012985, -0.012247654609382153, -0.05817965045571327, 0.09600836783647537, 0.07269304245710373, 0.014088505879044533, -0.0026913629844784737, 0.05103950574994087, -0.02591816522181034, 0.03281301259994507, 0.012838955968618393, -0.0027253921143710613, 0.04642999544739723, -0.004236888140439987, -0.11008544266223907, -0.03991355374455452, -0.014665079303085804, 0.06358248740434647, -0.058387454599142075, 0.0261994618922472, 0.040949027985334396, -0.0007408967358060181, 0.0015834076330065727, -0.1477653533220291, 0.052422262728214264, -0.010157499462366104, -0.010255670174956322, -0.10429255664348602, -0.019700849428772926, 0.01017587911337614, 0.03032734803855419, -2.469148659105262e-33, 0.04332903400063515, -0.0014220488956198096, 0.003109969198703766, 0.07754788547754288, -0.04434176906943321, -0.011516893282532692, -0.07696138322353363, 0.018074242398142815, -0.12933316826820374, 0.05766649171710014, -0.11362898349761963, -0.004035167396068573, -0.04915134236216545, 0.06196114420890808, 0.059740256518125534, 0.001251240842975676, 0.0682704895734787, -0.02649570070207119, -0.05915464460849762, 0.01046012993901968, -0.06209607422351837, 0.054173536598682404, 0.004129149951040745, -0.04346412047743797, -0.015585025772452354, 0.029828710481524467, 0.037983238697052, -0.03967173770070076, -0.05615121126174927, 0.03715750202536583, -0.031192203983664513, 0.022007521241903305, -0.04122935235500336, 0.032883912324905396, -0.03813037648797035, 0.07928156107664108, -0.0098976856097579, -0.03919278457760811, 0.01701829582452774, -0.07046516984701157, 0.04310959577560425, -0.015674889087677002, -0.03931455314159393, -0.05465143918991089, 0.032776400446891785, 0.015812816098332405, 0.09699387103319168, -0.010807611979544163, 0.0424911230802536, 0.02183443494141102, -0.056417517364025116, 0.002320091938599944, -0.014405675232410431, -0.020415449514985085, 0.04643961414694786, -0.0003100441535934806, -0.05521947517991066, 0.003807120956480503, 0.02748117968440056, -0.0008295975276269019, 0.09412902593612671, -0.03346388041973114, 0.030267048627138138, -0.05754387006163597, -0.010203806683421135, 0.02648661471903324, -0.08983998000621796, 0.03774019330739975, 0.06628251820802689, -0.058238133788108826, -0.016386479139328003, -0.03445636108517647, 0.023623831570148468, 0.07921960949897766, 0.00024155549181159586, 0.03765605017542839, 0.03864917531609535, 0.07694759964942932, 0.044542133808135986, 0.0000860311629367061, -0.013908579014241695, -0.044860370457172394, -0.018490679562091827, -0.023750776425004005, 0.06265094876289368, 0.11122915893793106, 0.04140381142497063, -0.012242548167705536, -0.053887881338596344, 0.05046786367893219, -0.12348563969135284, -0.01198814157396555, -0.005988596938550472, -0.10063864290714264, -0.08008942008018494, 1.1758635295168426e-33, -0.07119251042604446, 0.004404006060212851, -0.0287241842597723, -0.041186973452568054, -0.018925584852695465, -0.028237096965312958, 0.011980891227722168, 0.11584872752428055, -0.0438716821372509, -0.04069336876273155, -0.039646048098802567, 0.017816197127103806, 0.05841432884335518, -0.07456950843334198, -0.0427648089826107, 0.04096408560872078, 0.014821847900748253, -0.15885894000530243, 0.04295935481786728, -0.0333525650203228, -0.004574186634272337, 0.05085420981049538, -0.012918512336909771, -0.020511161535978317, -0.03264577314257622, 0.01787138730287552, 0.05980182811617851, 0.07179588079452515, -0.04101962596178055, -0.009527124464511871, -0.020912181586027145, -0.007447311654686928, -0.025272667407989502, -0.018068840727210045, 0.04966430738568306, -0.005093737039715052, 0.0714421272277832, 0.05822918191552162, -0.04918225482106209, -0.03959174081683159, -0.0444076843559742, -0.05827545374631882, 0.002822481794282794, 0.10191022604703903, 0.0758720338344574, -0.013169093988835812, -0.12389588356018066, 0.00004185879879514687, -0.004942903760820627, 0.0054290806874632835, -0.002005157060921192, 0.017842251807451248, -0.07795773446559906, 0.12609265744686127, 0.015397503040730953, -0.07920987159013748, -0.06219116225838661, 0.018062317743897438, 0.01708262972533703, -0.0467103011906147, -0.0222731102257967, 0.030889276415109634, -0.12362468242645264, 0.030252641066908836, 0.12619911134243011, 0.05297687277197838, -0.05905282497406006, 0.00044052506564185023, 0.03387283533811569, 0.0005049623432569206, 0.11555565893650055, -0.017287801951169968, -0.06853249669075012, -0.026086140424013138, -0.033106882125139236, -0.061545480042696, -0.03679010272026062, 0.040142081677913666, 0.045407261699438095, 0.03055298700928688, -0.009508936665952206, -0.01065406110137701, -0.04798166826367378, -0.026597056537866592, -0.05169916898012161, 0.013731725513935089, 0.06893304735422134, -0.007634959649294615, 0.0023887299466878176, 0.002192156622186303, 0.0019659684039652348, 0.04173200950026512, 0.015577824786305428, 0.033626411110162735, 0.019854877144098282, -1.591187270832961e-8, 0.0082797696813941, 0.053819313645362854, -0.04405272752046585, -0.001609634724445641, -0.027799835428595543, -0.05584322661161423, -0.053420282900333405, 0.030252819880843163, 0.058500032871961594, 0.04822934418916702, 0.05338044837117195, 0.049398135393857956, 0.10141182690858841, 0.009943531826138496, 0.018266618251800537, 0.0019932729192078114, 0.03814907371997833, 0.09880122542381287, -0.01604943908751011, 0.0037959900218993425, 0.04487485811114311, 0.019351523369550705, -0.011365141719579697, 0.022335076704621315, 0.03149593994021416, -0.02783278562128544, -0.06984730809926987, -0.07011651992797852, 0.03432229161262512, 0.00007333100802497938, 0.04100913181900978, 0.07423259317874908, 0.030323341488838196, -0.04863908886909485, 0.05612184852361679, 0.006293061655014753, -0.12822642922401428, 0.015131622552871704, 0.052704181522130966, -0.059367381036281586, 0.02154228463768959, -0.028998946771025658, 0.020838545635342598, -0.0027341307140886784, -0.06431449204683304, -0.04161455109715462, 0.031826797872781754, 0.04527342692017555, -0.031868062913417816, -0.0060237497091293335, -0.051676537841558456, 0.014574969187378883, 0.04470844566822052, 0.006309406831860542, 0.07947362959384918, -0.01605699397623539, 0.0589464008808136, 0.054612550884485245, -0.03254062309861183, 0.03357728198170662, 0.052944667637348175, -0.009778291918337345, 0.0006944375927560031, 0.009491273202002048 ]
p
Demetrios:
[ "blog", "blog/vector-image-search-rag" ]
11,357
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(34)
[ -0.06622454524040222, 0.09115342795848846, 0.017752643674612045, -0.028701646253466606, 0.07605526596307755, 0.015139693394303322, 0.010389488190412521, 0.10383797436952591, 0.0983862653374672, -0.007026623468846083, -0.06392364203929901, 0.0691700279712677, -0.07936761528253555, 0.007599773816764355, 0.010319309309124947, -0.026889484375715256, 0.09775324165821075, -0.08975675702095032, -0.06805754452943802, 0.013297825120389462, 0.0005630707019008696, 0.07937956601381302, 0.003986464813351631, 0.002870406024158001, 0.055367615073919296, 0.043085258454084396, -0.04227836802601814, -0.03503389656543732, -0.00903900433331728, -0.010735124349594116, 0.01437655184417963, 0.036821771413087845, -0.015667758882045746, -0.022130390629172325, 0.014745274558663368, 0.03837914392352104, 0.05389527603983879, -0.007157788146287203, 0.024874133989214897, 0.05417311564087868, 0.01963595673441887, -0.042763687670230865, -0.004653763025999069, 0.05344291776418686, -0.0472416989505291, 0.009771724231541157, 0.051713649183511734, -0.04813116788864136, 0.015379594638943672, 0.0056049879640340805, 0.03878020495176315, 0.026829861104488373, 0.008466172032058239, -0.1010114848613739, -0.018708905205130577, 0.11587289720773697, 0.00770592363551259, -0.04952253773808479, 0.04196060448884964, 0.03795701637864113, -0.089113250374794, -0.03246216103434563, 0.007352863438427448, -0.012005070224404335, -0.01575610786676407, -0.10480593889951706, 0.0007224268629215658, -0.05942677706480026, -0.03209063038229942, 0.03175069019198418, 0.13079680502414703, -0.014703947119414806, 0.007557467091828585, -0.01562712900340557, -0.04112723842263222, 0.007381555158644915, 0.01568070985376835, -0.03501986339688301, 0.0011256833095103502, -0.02561940625309944, -0.0644957646727562, -0.03515167161822319, -0.03774693235754967, 0.05038783326745033, 0.006837256718426943, 0.1025119498372078, 0.01667844131588936, -0.033860817551612854, -0.014868653379380703, -0.009676950052380562, 0.05873570218682289, 0.009517127647995949, 0.005362279713153839, 0.0013663339195773005, -0.017548302188515663, 0.0679285004734993, -0.07728953659534454, 0.015593393705785275, -0.01605391316115856, 0.06954837590456009, 0.032217156141996384, 0.07859771698713303, -0.00910249724984169, 0.02387910895049572, 0.054924484342336655, -0.07372527569532394, 0.0016397256404161453, 0.03828275576233864, -0.042844291776418686, 0.03227546438574791, -0.06377097219228745, 0.04052939638495445, -0.017825806513428688, 0.020855747163295746, -0.02987031079828739, 0.11696361005306244, -0.07525458931922913, -0.03074065037071705, -0.0001386568765155971, 0.029793953523039818, 0.030350977554917336, -0.046452026814222336, -0.01906425878405571, -0.014035006985068321, -0.11156158149242401, -0.06290923058986664, -0.008332496508955956, -6.321383971388028e-33, -0.024260731413960457, -0.007269676774740219, -0.03672698885202408, 0.004411389119923115, -0.0018033283995464444, -0.04735696688294411, 0.0686931312084198, -0.03978341445326805, -0.05127880349755287, -0.044460125267505646, 0.018440991640090942, -0.006338507402688265, -0.0491706058382988, -0.05267796292901039, -0.0077688125893473625, 0.016683898866176605, -0.0635981559753418, -0.047501105815172195, 0.09622710943222046, -0.028524581342935562, 0.03624548390507698, -0.10273982584476471, 0.019770339131355286, -0.06441996991634369, -0.03268066421151161, 0.1409543752670288, -0.02416105940937996, -0.007140979636460543, 0.024597303941845894, 0.003381279995664954, -0.043302688747644424, 0.02721947245299816, 0.028103262186050415, -0.029354814440011978, -0.020164113491773605, 0.05631126090884209, 0.04459989815950394, -0.09664031118154526, 0.017583375796675682, -0.07398983836174011, 0.004264863673597574, 0.012618085369467735, -0.03747044503688812, 0.02107018046081066, -0.028721606358885765, -0.007180095184594393, 0.027070125564932823, 0.014925682917237282, -0.08639675378799438, 0.05146874114871025, 0.03678181767463684, 0.017657795920968056, -0.01907295733690262, -0.022905506193637848, -0.0966191217303276, -0.05708732083439827, 0.044621728360652924, 0.006530529819428921, -0.009247492998838425, -0.02242949604988098, -0.021133773028850555, 0.027243373915553093, 0.023969298228621483, -0.021353747695684433, -0.08293542265892029, 0.09160207957029343, 0.08685512095689774, 0.023745277896523476, 0.0034398038405925035, -0.0129621597006917, 0.004193196073174477, -0.009629354812204838, -0.01522337831556797, -0.07695753127336502, 0.04730138182640076, 0.0010426458902657032, 0.057122811675071716, 0.0035305579658597708, 0.11050362139940262, -0.005354329012334347, 0.01466455403715372, -0.12604442238807678, 0.06178254634141922, 0.03371512144804001, -0.056987591087818146, -0.06201993674039841, 0.04518648236989975, 0.017253320664167404, -0.09155087172985077, 0.0650058314204216, -0.004559393972158432, 0.01123330183327198, -0.11060492694377899, -0.05084286257624626, -0.046261727809906006, 3.5820431603004626e-33, 0.0401560515165329, -0.02303229086101055, 0.030409155413508415, 0.09441214799880981, 0.09601616114377975, -0.03792225942015648, -0.0032657908741384745, -0.042271655052900314, -0.05197441205382347, 0.08192567527294159, -0.04033073037862778, 0.027538547292351723, 0.013796097598969936, -0.019636595621705055, 0.08601867407560349, 0.017164520919322968, 0.013015137054026127, -0.059040796011686325, 0.07574152946472168, -0.039918769150972366, 0.03696413338184357, 0.13222433626651764, -0.017582260072231293, 0.07507815212011337, -0.061099305748939514, 0.08403978496789932, -0.038220830261707306, -0.09401298314332962, -0.07836875319480896, 0.032559834420681, 0.010999551974236965, -0.09205368161201477, 0.054178569465875626, 0.029108282178640366, 0.029506361111998558, 0.06248907372355461, 0.0715673640370369, -0.08291498571634293, -0.022323060780763626, 0.023028947412967682, 0.030680328607559204, 0.029138753190636635, -0.01587897725403309, 0.010614062659442425, -0.072367824614048, -0.04676345735788345, 0.022718869149684906, 0.023880718275904655, 0.1405280977487564, 0.10473449528217316, 0.04468639940023422, -0.03658173605799675, -0.018760520964860916, 0.05682699754834175, -0.07457390427589417, 0.06918025761842728, -0.02699180133640766, -0.01789083704352379, 0.10859956592321396, 0.03837624192237854, -0.029677188023924828, 0.06024707481265068, -0.05418477579951286, -0.07252246141433716, -0.0174645334482193, 0.05573815107345581, 0.0256655253469944, -0.05394919216632843, -0.09465207159519196, -0.053441353142261505, 0.033724285662174225, -0.024933304637670517, 0.009012114256620407, -0.047466129064559937, -0.02208559401333332, 0.11274223774671555, 0.01058866921812296, 0.07809964567422867, -0.011177201755344868, 0.014402434229850769, -0.020073384046554565, 0.018021324649453163, -0.013298049569129944, 0.06357815861701965, 0.06546679139137268, 0.018315447494387627, -0.0012443616287782788, 0.004220153670758009, -0.017460068687796593, 0.02008826658129692, -0.06128833815455437, -0.011577168479561806, 0.05307015776634216, 0.07962176948785782, -0.01618148945271969, -3.0186846800006606e-8, -0.0019122936064377427, 0.054476600140333176, -0.012010274454951286, 0.011310137808322906, -0.008374979719519615, -0.07176832854747772, 0.049653541296720505, -0.005304510239511728, 0.003293534042313695, 0.055523425340652466, 0.050351012498140335, -0.013407868333160877, -0.040331535041332245, -0.06977035850286484, -0.08140385895967484, -0.046393778175115585, -0.05676360800862312, -0.11835197359323502, 0.0035102751571685076, 0.0175236314535141, 0.01621295139193535, -0.0019283770816400647, 0.023496776819229126, -0.1417788416147232, -0.03467516973614693, 0.01735398918390274, -0.06652175635099411, 0.05545593425631523, 0.029388541355729103, 0.04622979089617729, 0.024521874263882637, 0.01678958348929882, 0.06972303241491318, 0.06914972513914108, 0.019788403064012527, 0.00492845056578517, -0.02617296576499939, -0.03877107799053192, -0.05011456459760666, -0.017184270545840263, -0.003942729439586401, -0.07507658749818802, -0.11732874065637589, 0.08816380053758621, 0.07046394795179367, 0.049082327634096146, -0.02338206022977829, -0.002227917080745101, -0.06590740382671356, -0.05173742026090622, -0.0013452675193548203, -0.044388141483068466, 0.009456480853259563, -0.0015897647244855762, 0.005971037782728672, -0.02216431125998497, 0.008140357211232185, 0.0326281301677227, -0.021053818985819817, -0.0119709437713027, 0.031716231256723404, -0.08634931594133377, -0.031770650297403336, 0.07344019412994385 ]
p
Maybe this was too early, or maybe it’s not actually valuable.
[ "blog", "blog/vector-image-search-rag" ]
11,358
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(34)
[ -0.05186677351593971, 0.05879703536629677, -0.011590770445764065, -0.038923393934965134, 0.0005035191425122321, -0.03667876869440079, -0.0021566993091255426, 0.02249601110816002, 0.020536039024591446, -0.07422573864459991, 0.036398839205503464, 0.03143133968114853, -0.031500525772571564, 0.05714493244886398, 0.010258994065225124, -0.047784049063920975, 0.008331598713994026, -0.015250423923134804, -0.0036738303024321795, 0.024614743888378143, -0.004200993105769157, 0.1163831502199173, -0.008965584449470043, 0.03162115812301636, 0.008347714319825172, 0.04920828342437744, 0.022072914987802505, -0.021328561007976532, 0.027704093605279922, -0.005240519531071186, 0.03485079109668732, 0.038385264575481415, 0.0953371599316597, 0.0590706542134285, 0.014676862396299839, 0.030669502913951874, 0.03960758447647095, 0.027508867904543877, 0.028364192694425583, -0.012119482271373272, -0.030455857515335083, -0.035115960985422134, 0.0013876049779355526, -0.021006373688578606, 0.0021480012219399214, 0.0029028269927948713, 0.012109908275306225, -0.07728899270296097, 0.061813678592443466, -0.01564384624361992, -0.012298563495278358, -0.03709498420357704, 0.006643851287662983, 0.01180433202534914, 0.026387102901935577, 0.028002409264445305, 0.02452828735113144, 0.04792400449514389, 0.10396741330623627, 0.0333007276058197, -0.01631050743162632, -0.06059175357222557, -0.030255058780312538, 0.026088951155543327, 0.017427930608391762, 0.004339733626693487, -0.061225805431604385, -0.01950349472463131, 0.0498243123292923, -0.003332844004034996, -0.012579345144331455, -0.018151693046092987, -0.021230805665254593, -0.07067008316516876, -0.03153687343001366, 0.04162132740020752, 0.06251160800457001, -0.02042982541024685, -0.0017532511847093701, -0.028948573395609856, -0.10116196423768997, -0.08784819394350052, 0.0003430369542911649, 0.033133577555418015, 0.004653768613934517, -0.06864599883556366, 0.0161284226924181, -0.020062381401658058, -0.04145629331469536, 0.030326422303915024, -0.07858306169509888, 0.017816126346588135, 0.03756595030426979, 0.0012799235992133617, 0.034215353429317474, -0.05961952731013298, -0.06777091324329376, -0.1286144256591797, 0.16564543545246124, 0.11692927032709122, 0.024584118276834488, 0.05192359909415245, -0.017317967489361763, -0.0483018159866333, -0.02940857969224453, -0.005729289725422859, 0.08137109875679016, -0.013849044218659401, 0.04956873506307602, 0.04340725392103195, -0.022683391347527504, -0.012017051689326763, 0.05648664012551308, -0.10567743331193924, 0.01847163215279579, -0.054129667580127716, -0.0006892488454468548, -0.02958587557077408, 0.006323522888123989, 0.11290087550878525, 0.06294842064380646, -0.03199757635593414, -0.06241703778505325, 0.10177735239267349, 0.014476065523922443, 0.0012285788543522358, 0.06178430840373039, -5.5427952881208855e-33, 0.05298791825771332, -0.05578894540667534, -0.04892456904053688, -0.06326071918010712, 0.07824455946683884, 0.0495903305709362, -0.005475522484630346, 0.0034217939246445894, -0.015630092471837997, -0.03609267994761467, -0.021776683628559113, -0.011431097984313965, 0.014114069752395153, -0.03411021828651428, 0.09066079556941986, -0.10664501041173935, -0.047216594219207764, 0.024446651339530945, -0.061515673995018005, -0.0069642034359276295, -0.04392087087035179, 0.026100091636180878, -0.009027612395584583, -0.03648814931511879, 0.0806843563914299, 0.03314467892050743, 0.0036894697695970535, -0.08050414174795151, 0.10387848317623138, 0.05417374521493912, -0.03882305696606636, 0.030490156263113022, 0.02833627536892891, -0.02870463766157627, 0.03562100976705551, 0.07760906219482422, 0.005497026722878218, -0.01073524821549654, -0.01891467161476612, 0.020922070369124413, 0.00263975583948195, -0.034206539392471313, 0.03193804994225502, -0.04373389109969139, -0.12981466948986053, 0.003106482094153762, -0.0308415237814188, 0.11567868292331696, -0.07189125567674637, 0.04890403524041176, -0.0004947508568875492, 0.0024432335048913956, 0.0985088050365448, -0.07492053508758545, 0.017592428252100945, 0.04082879051566124, 0.005989403929561377, 0.05487380921840668, 0.008637282066047192, 0.05588892102241516, -0.00775116728618741, 0.07312570512294769, -0.0066551323980093, -0.06918217241764069, -0.10827825218439102, -0.021643634885549545, -0.038340773433446884, 0.026353249326348305, 0.07875422388315201, 0.04144608601927757, -0.11744476854801178, 0.01000442635267973, -0.037238530814647675, 0.0157379899173975, -0.060800615698099136, 0.02013852633535862, -0.09003743529319763, 0.08409588783979416, -0.0631781592965126, -0.04691917076706886, -0.013860326260328293, -0.006977250333875418, 0.08333906531333923, -0.08178644627332687, 0.11568392068147659, -0.03313878923654556, 0.1059841513633728, -0.009360364638268948, -0.09122519195079803, -0.08810655772686005, -0.09214508533477783, -0.028951240703463554, 0.015520667657256126, 0.029655566439032555, 0.041954513639211655, 3.176278306101948e-33, -0.05581583455204964, 0.023290924727916718, -0.05123278498649597, 0.045983877032995224, -0.018275218084454536, 0.030851412564516068, 0.01396698597818613, 0.051360759884119034, -0.05705894157290459, 0.04357007145881653, 0.03391195833683014, -0.023444635793566704, -0.019850024953484535, -0.02110818587243557, 0.024324893951416016, -0.030639858916401863, 0.044796597212553024, 0.008124899119138718, 0.04207222908735275, 0.11618847399950027, 0.03156091645359993, -0.06877230107784271, -0.04162127897143364, 0.033996254205703735, -0.03576012700796127, 0.09459587186574936, 0.03855537250638008, 0.016378168016672134, -0.0776367112994194, 0.010588306933641434, 0.025833168998360634, -0.006755792070180178, -0.03175850585103035, -0.01623854972422123, -0.07642540335655212, 0.0049537839367985725, 0.02562461979687214, -0.046838708221912384, 0.0003456121776252985, -0.08992522209882736, 0.036607593297958374, -0.05087870731949806, -0.01786985620856285, 0.12289655208587646, -0.043764252215623856, -0.04952443018555641, 0.01472433190792799, 0.08378973603248596, -0.061743754893541336, -0.026609160006046295, -0.1624251902103424, 0.08309132605791092, -0.11250679939985275, 0.05408791825175285, -0.026386229321360588, -0.001776300254277885, -0.038087740540504456, 0.006758192554116249, -0.016267308965325356, -0.0639454647898674, 0.03006157837808132, 0.03507288172841072, -0.04261839762330055, -0.0460086353123188, 0.12295209616422653, 0.003637968795374036, 0.03625370189547539, -0.0697426050901413, -0.07701746374368668, 0.018846500664949417, -0.006460278760641813, -0.028971664607524872, -0.0018901904113590717, 0.012162506580352783, -0.0063386959955096245, -0.0002641944447532296, -0.0031601269729435444, -0.057403210550546646, -0.024539895355701447, 0.06511016190052032, -0.03559773415327072, -0.09064800292253494, -0.03468708321452141, 0.057167377322912216, 0.08362948149442673, 0.07052115350961685, -0.0428963303565979, 0.06533384323120117, 0.018061162903904915, 0.0398062989115715, 0.036976564675569534, -0.055089034140110016, -0.006474889349192381, 0.04966007173061371, -0.0004232480423524976, -1.8037384919011856e-8, -0.038712598383426666, 0.057098615914583206, -0.045971568673849106, -0.06621349602937698, -0.006514838896691799, 0.003681717673316598, -0.054481249302625656, -0.033235032111406326, -0.02178429253399372, 0.04363679885864258, 0.0017905073473230004, 0.02900722436606884, -0.05048105865716934, 0.022431505843997, -0.0813177227973938, -0.008591864258050919, 0.05711926147341728, -0.05416013300418854, -0.03593602031469345, 0.03864287585020065, -0.027960583567619324, -0.003495017997920513, -0.013533337973058224, -0.027810243889689445, -0.018362609669566154, 0.049886807799339294, 0.02532786689698696, 0.07244740426540375, 0.03256993740797043, -0.08284322172403336, -0.0013143207179382443, 0.02285330556333065, -0.017164526507258415, 0.030730970203876495, 0.008368956856429577, 0.016033053398132324, -0.015529888682067394, 0.057803936302661896, 0.02367061749100685, -0.015630418434739113, 0.04728494584560394, -0.025477636605501175, 0.1100737676024437, 0.042334504425525665, -0.008107088506221771, 0.10704300552606583, 0.008894111029803753, -0.03505285084247589, 0.04719919338822365, -0.10948058217763901, 0.027264021337032318, 0.04299004748463631, -0.06701336055994034, 0.007167355623096228, 0.09497102349996567, 0.008986353874206543, 0.0011851536110043526, -0.04168030247092247, -0.017796171829104424, 0.032695021480321884, 0.021732734516263008, 0.001560090808197856, -0.1252606362104416, -0.011856436729431152 ]
p
Was that like segment anything?
[ "blog", "blog/vector-image-search-rag" ]
11,359
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(34)
[ -0.01588604412972927, 0.10807010531425476, -0.052161626517772675, 0.010606643743813038, 0.06044094264507294, 0.015609273687005043, 0.07097408920526505, 0.049242425709962845, -0.05437055602669716, -0.006885870359838009, 0.017374569550156593, 0.02455715276300907, -0.00386945903301239, 0.002555136801674962, 0.08693557977676392, -0.010815930552780628, -0.06398231536149979, 0.0005874421913176775, 0.0024559181183576584, 0.09118746221065521, -0.021833151578903198, 0.01991153694689274, 0.004445490427315235, 0.018691880628466606, -0.024905145168304443, -0.12121840566396713, 0.06016821041703224, 0.020041434094309807, 0.03596179932355881, -0.03248118981719017, -0.033101439476013184, -0.007768926676362753, 0.06917601823806763, 0.004184667952358723, -0.05159054696559906, 0.07903879135847092, 0.05260523036122322, -0.025001289322972298, 0.02915385365486145, 0.04659654200077057, 0.001604207674972713, -0.0675906091928482, -0.027428166940808296, 0.07107815891504288, -0.015630561858415604, -0.050849154591560364, -0.02790309116244316, -0.020138250663876534, 0.0390714555978775, -0.030392156913876534, -0.040065743029117584, 0.021395154297351837, 0.061204131692647934, -0.0038779699243605137, 0.0504947192966938, -0.014845168218016624, 0.1023675724864006, 0.04117731377482414, -0.00866495817899704, 0.033290691673755646, 0.007081628777086735, -0.028978995978832245, -0.054428454488515854, 0.005932728759944439, 0.018835360184311867, -0.08534407615661621, -0.009271636605262756, -0.0035471050068736076, 0.0012894500978291035, 0.030220285058021545, 0.018555045127868652, -0.014540322124958038, 0.03565089404582977, -0.08045251667499542, 0.007320763077586889, 0.058141078799963, -0.056900158524513245, -0.037843432277441025, 0.017396586015820503, -0.022032693028450012, 0.01533617451786995, -0.04348791018128395, -0.05822375416755676, 0.08915679156780243, -0.04257821664214134, -0.003152851713821292, 0.02008160762488842, 0.04587634280323982, 0.07221643626689911, -0.00276672700420022, -0.04013306647539139, -0.10123264044523239, -0.13652534782886505, 0.039640095084905624, 0.02267525903880596, -0.07890287786722183, -0.01563296653330326, -0.12913598120212555, 0.05932361260056496, 0.05890035256743431, -0.008376842364668846, 0.05910908803343773, -0.021699247881770134, -0.022830761969089508, -0.014368914999067783, -0.026530716568231583, -0.01326393149793148, -0.04406808689236641, 0.004658023361116648, 0.033274441957473755, 0.0279298797249794, -0.02330104634165764, 0.09263290464878082, 0.07976862788200378, -0.014534443616867065, -0.002991488901898265, 0.02038733847439289, -0.004600884392857552, -0.0027617861051112413, 0.019107498228549957, 0.1337582767009735, 0.02590073272585869, -0.04708273708820343, 0.07178611308336258, -0.07480461895465851, 0.018182430416345596, 0.05960286036133766, -6.102409944980975e-33, 0.019017048180103302, 0.016595125198364258, 0.022701336070895195, 0.006079384591430426, 0.0033730214927345514, -0.02643280290067196, -0.022414635866880417, 0.017308872193098068, -0.05829426646232605, -0.020001357421278954, -0.1006624698638916, -0.05402902141213417, 0.05558527261018753, -0.07234867662191391, -0.027707993984222412, 0.0661562830209732, -0.09483381360769272, -0.008952109143137932, 0.0009636542527005076, 0.007599181495606899, -0.009630572982132435, 0.08765164017677307, -0.022112445905804634, -0.03203950077295303, -0.06672592461109161, 0.08721094578504562, 0.005767961964011192, -0.0529320128262043, -0.001982507761567831, -0.007409526500850916, -0.02036930061876774, -0.05772065743803978, -0.10346770286560059, 0.07373078167438507, 0.05619420111179352, -0.00813276693224907, -0.04085041582584381, 0.045000262558460236, -0.013603230006992817, 0.007535414770245552, -0.048031482845544815, -0.01436140201985836, -0.03529352694749832, -0.00994127057492733, -0.12459249794483185, -0.08992244303226471, -0.000046945602662162855, -0.027209285646677017, 0.01604614593088627, -0.00829204823821783, 0.0713716447353363, 0.020551098510622978, 0.07049286365509033, -0.018441082909703255, -0.004672601819038391, -0.00811750814318657, 0.10388253629207611, -0.01763535663485527, -0.004487317055463791, -0.018910914659500122, 0.05119394510984421, -0.027287142351269722, -0.020166674628853798, 0.09011930972337723, -0.02814425528049469, -0.03874503821134567, 0.04114454612135887, -0.0016646061558276415, 0.009768160991370678, -0.04396558180451393, -0.016752205789089203, 0.046561382710933685, -0.09152168780565262, 0.02549123577773571, 0.003924854099750519, -0.017650684341788292, 0.0005353393498808146, 0.060241494327783585, 0.019620021805167198, -0.12451750040054321, 0.04704897105693817, -0.07285773009061813, -0.04597392678260803, 0.02263057604432106, -0.008946334011852741, 0.013250136747956276, 0.0530574768781662, -0.09422551095485687, -0.07273484021425247, 0.030941570177674294, -0.035363271832466125, 0.03894801810383797, -0.038419369608163834, -0.054128848016262054, -0.04411555454134941, 3.22606747135698e-33, -0.0745808333158493, -0.07954052090644836, -0.032914984971284866, -0.03561755269765854, -0.027086133137345314, -0.023603864014148712, 0.052261125296354294, 0.002616040874272585, 0.07574228197336197, 0.004531113896518946, 0.033773429691791534, -0.025398891419172287, -0.0513109490275383, 0.011218266561627388, 0.1389567255973816, -0.025647304952144623, 0.04900014400482178, 0.05775962769985199, 0.06411498039960861, -0.002867849078029394, 0.038827817887067795, -0.07643093913793564, 0.08149924129247665, -0.015920773148536682, 0.0015281479572877288, 0.07035985589027405, 0.1437198370695114, -0.024201257154345512, -0.11967231333255768, 0.000754551962018013, 0.04973212629556656, 0.005638113245368004, -0.03168010339140892, -0.030049217864871025, -0.05503194034099579, -0.015473415143787861, 0.12510140240192413, 0.04585070163011551, -0.006963984575122595, 0.05552030727267265, 0.05496519058942795, 0.01603139191865921, -0.0370764434337616, 0.1415719836950302, 0.028918607160449028, 0.012499338015913963, 0.024669364094734192, 0.00950060784816742, 0.06268623471260071, 0.029125042259693146, 0.01354123279452324, 0.034064892679452896, -0.05573213845491409, -0.014919140376150608, -0.0576239712536335, -0.001403150032274425, 0.007024400867521763, 0.010999010875821114, -0.02801881544291973, -0.027585012838244438, -0.003576463321223855, 0.07832886278629303, -0.07818323373794556, -0.12617410719394684, 0.08987128734588623, 0.10970152169466019, -0.0733688622713089, -0.02555839717388153, 0.02107561007142067, -0.004458082374185324, -0.0292870681732893, -0.00912407785654068, -0.04849471151828766, -0.0492808036506176, -0.04695787653326988, 0.06899105757474899, -0.008913520723581314, -0.021655825898051262, -0.033225346356630325, -0.00405930308625102, -0.05160711333155632, -0.07132088392972946, -0.05857061222195625, 0.06905494630336761, 0.10464487969875336, -0.09517958760261536, 0.010348527692258358, -0.08758637309074402, -0.044881246984004974, -0.020819207653403282, 0.047897953540086746, 0.03875277191400528, 0.10961642116308212, 0.01321867574006319, 0.015191767364740372, -1.930275494999023e-8, -0.03210119530558586, 0.11598046123981476, -0.011520224623382092, 0.011569189839065075, -0.045942336320877075, 0.04895084351301193, 0.013896389864385128, -0.031885284930467606, -0.020747195929288864, 0.0344688780605793, -0.004206981509923935, -0.018351798877120018, 0.130947083234787, 0.042691003531217575, 0.08059658110141754, 0.05728735029697418, -0.011939861811697483, -0.08417750149965286, -0.05072750523686409, -0.0030812365002930164, -0.04285425692796707, 0.04196903482079506, -0.0003610224521253258, 0.08053459227085114, -0.017627965658903122, 0.023577874526381493, -0.05369798466563225, -0.020294854417443275, -0.019208181649446487, 0.01809755340218544, 0.08750338107347488, 0.07727213203907013, -0.03447115421295166, -0.04463755711913109, 0.0007970179431140423, 0.043985869735479355, -0.0489836186170578, -0.004258467350155115, 0.10196574032306671, -0.07102036476135254, -0.049283746629953384, 0.011471541598439217, -0.05666422098875046, 0.04102598503232002, 0.011558187194168568, 0.0069438014179468155, -0.04485888406634331, -0.0016494754236191511, 0.015340236946940422, -0.06099514663219452, 0.021441809833049774, 0.027072099968791008, -0.0678739920258522, -0.03784766048192978, 0.042463164776563644, 0.0003963705967180431, 0.015655741095542908, -0.006452694069594145, -0.00396573543548584, 0.04507877677679062, -0.022486163303256035, -0.022723210975527763, 0.06810436397790909, 0.03973883017897606 ]
p
Did that come into the play?
[ "blog", "blog/vector-image-search-rag" ]
11,360
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(35)
[ -0.10510893911123276, 0.07039113342761993, -0.018698815256357193, -0.056203048676252365, -0.1056479886174202, 0.02403787150979042, 0.09773488342761993, 0.06037271395325661, 0.06397601962089539, 0.0005112885846756399, 0.07959459722042084, -0.08667410165071487, -0.037009794265031815, -0.03995553031563759, -0.10891783982515335, -0.025151705369353294, -0.01773284375667572, 0.004745901096612215, -0.041231829673051834, -0.06299643963575363, -0.06432630121707916, 0.032766591757535934, -0.021953558549284935, -0.04654613509774208, -0.07245110720396042, -0.020435554906725883, -0.023590687662363052, 0.012213294394314289, 0.0029709471855312586, -0.12191911786794662, 0.08134818822145462, 0.0050417534075677395, 0.0014074533246457577, 0.01537741906940937, 0.005009044427424669, -0.026141876354813576, 0.00924942921847105, -0.06260466575622559, 0.021459901705384254, 0.05732777342200279, -0.059561364352703094, 0.027791708707809448, -0.0991545021533966, -0.004497902002185583, 0.04721449688076973, 0.027799248695373535, -0.040735483169555664, 0.059666965156793594, -0.08761546015739441, -0.018974559381604195, -0.0507596917450428, -0.09825877100229263, -0.012400959618389606, 0.006886686664074659, 0.0008225115016102791, 0.0649341344833374, -0.0035585579462349415, -0.06412279605865479, -0.010954136028885841, -0.031895969063043594, 0.042416442185640335, -0.029634317383170128, -0.08746998757123947, 0.06489629298448563, -0.05226265266537666, 0.033696845173835754, 0.08228420466184616, -0.06574555486440659, -0.03464112803339958, 0.05150991678237915, 0.038734931498765945, -0.09170626848936081, -0.010830458253622055, -0.002325373934581876, -0.005837845616042614, 0.014484760351479053, -0.03384246677160263, -0.06068416312336922, 0.02545558661222458, -0.06703418493270874, 0.039095379412174225, -0.027679093182086945, -0.026664847508072853, -0.012928559444844723, 0.029296832159161568, -0.06707927584648132, -0.0005003309343010187, -0.006187170743942261, 0.045398373156785965, 0.0025880129542201757, -0.1045948714017868, 0.011181074194610119, -0.01695801317691803, 0.05779054015874863, 0.003189328359439969, -0.007901526987552643, 0.055226463824510574, 0.06580863147974014, -0.12805503606796265, 0.11105051636695862, -0.005685062613338232, 0.07049944251775742, 0.006385905668139458, 0.007982766255736351, -0.05606233328580856, -0.0072035654447972775, 0.060918837785720825, -0.08955750614404678, 0.03405483067035675, 0.05858329311013222, -0.10246012359857559, -0.03120705857872963, -0.008435257710516453, -0.11506020277738571, 0.046175483614206314, 0.0058007086627185345, -0.01028070691972971, -0.07164578884840012, 0.00002954891351691913, -0.02639266848564148, 0.021853063255548477, 0.001242555328644812, -0.11838671565055847, 0.05375019088387489, 0.03206609934568405, -0.003484465414658189, 0.0030625304207205772, -2.053118800488192e-33, -0.08782285451889038, 0.01895723305642605, -0.003770922077819705, 0.036677006632089615, 0.06062035635113716, 0.0010502365184947848, -0.06179770454764366, 0.014291591010987759, -0.0320805199444294, 0.016446569934487343, -0.02756471559405327, 0.0338105708360672, -0.0612112395465374, -0.0862906277179718, 0.05940893292427063, 0.04323219880461693, 0.03481370955705643, -0.03194960206747055, 0.0676688402891159, -0.010935824364423752, -0.06025325879454613, 0.01284825336188078, 0.06050654128193855, 0.06328567862510681, 0.012810255400836468, -0.0006681493832729757, 0.06403263658285141, -0.09227994829416275, -0.06959066540002823, 0.01866486854851246, 0.08700487017631531, 0.01429053582251072, 0.014556584879755974, 0.002794713480398059, -0.019571520388126373, -0.07645229995250702, -0.0037621811497956514, 0.049273308366537094, -0.04677453264594078, 0.061531126499176025, 0.014081819914281368, -0.0007785022025927901, -0.03778137266635895, -0.05891895294189453, 0.04934423044323921, -0.010630623437464237, -0.016385147348046303, 0.03690953925251961, 0.06102384626865387, 0.03447481244802475, 0.012354688718914986, -0.013502929359674454, -0.03318420797586441, 0.07305603474378586, 0.013698086142539978, 0.0463358499109745, -0.09250089526176453, 0.055701982229948044, 0.023273764178156853, -0.11439786106348038, 0.0742776021361351, -0.03068559244275093, 0.030689096078276634, -0.061660733073949814, -0.050322555005550385, -0.003538584802299738, -0.004674197174608707, 0.10947345942258835, 0.08355344086885452, 0.0003413496888242662, -0.06481467187404633, -0.03687870502471924, 0.023383857682347298, 0.05130315199494362, -0.07496234774589539, 0.029551591724157333, -0.01595528982579708, 0.01747642643749714, -0.016861161217093468, -0.02225627563893795, -0.01985454000532627, -0.0018020696006715298, 0.04980602487921715, -0.028462618589401245, 0.046372633427381516, -0.012175841256976128, -0.010908426716923714, 0.029818246141076088, 0.05056441202759743, 0.03224954381585121, 0.0061804866418242455, 0.0951685830950737, 0.058641865849494934, -0.049140527844429016, -0.014052554033696651, 1.115642494746736e-33, 0.06740117818117142, -0.018282005563378334, -0.08719644695520401, 0.043082840740680695, 0.03532925248146057, 0.0585513561964035, -0.05324981361627579, 0.0707688108086586, -0.01973075047135353, -0.04027664288878441, -0.01844179444015026, -0.01229721400886774, 0.09886118024587631, -0.0785093680024147, 0.07632629573345184, 0.08719980716705322, 0.03190511465072632, -0.026565328240394592, 0.021093707531690598, 0.025493554770946503, -0.04078951105475426, -0.02318744733929634, -0.03278035670518875, 0.03794354572892189, -0.03996537625789642, 0.07869381457567215, 0.035115715116262436, 0.09063909202814102, 0.0084749860689044, 0.015638047829270363, 0.04333064332604408, 0.021778875961899757, 0.03853142261505127, 0.010861258022487164, -0.04908144474029541, 0.07809057086706161, 0.08483729511499405, 0.11525088548660278, -0.0437156967818737, 0.04839849844574928, 0.036665644496679306, 0.03307563439011574, 0.006069204304367304, 0.053167883306741714, 0.011876555159687996, 0.02254786528646946, -0.02237127535045147, -0.11672782152891159, -0.09300515055656433, -0.044634342193603516, 0.0957835391163826, 0.008619168773293495, -0.06813977658748627, -0.037147700786590576, 0.04129864647984505, 0.10530298948287964, -0.020439982414245605, -0.0666164979338646, -0.027948202565312386, -0.07042305916547775, 0.05790030211210251, 0.03435031324625015, -0.02585621178150177, -0.009241604246199131, 0.04471879452466965, -0.04390207305550575, -0.0795263797044754, 0.04890534654259682, 0.04145907983183861, 0.04111270233988762, 0.05666216090321541, -0.004148951731622219, -0.11703059077262878, -0.0024487837217748165, -0.05741720646619797, -0.01260493416339159, 0.035805944353342056, 0.00878123939037323, -0.014200734905898571, 0.030197374522686005, -0.1666218787431717, 0.03212133049964905, -0.030169552192091942, -0.0013911183923482895, 0.005799727514386177, 0.05539107322692871, 0.003209540620446205, -0.03411221131682396, 0.05093507096171379, -0.006743219215422869, 0.030907148495316505, 0.09253852069377899, -0.022874748334288597, -0.009434741921722889, 0.025838106870651245, -1.605019583905687e-8, 0.06277961283922195, -0.029276495799422264, 0.020581301301717758, 0.06081514433026314, 0.05736846476793289, -0.09485029429197311, 0.011492044664919376, -0.027148613706231117, -0.06981070339679718, 0.06707499921321869, 0.042913150042295456, 0.006824324373155832, -0.0063677518628537655, 0.08095255494117737, 0.023644516244530678, 0.06986509263515472, -0.026630213484168053, 0.060778822749853134, -0.015034354291856289, -0.11050371080636978, -0.05616017431020737, 0.0336686410009861, -0.027720117941498756, -0.03268062695860863, -0.04137709364295006, -0.0020971016492694616, -0.02049768902361393, -0.009556465782225132, -0.026670608669519424, -0.0176338329911232, -0.014006897807121277, 0.0319368876516819, 0.0885550007224083, -0.07789967954158783, -0.009800394997000694, 0.03049883060157299, 0.048592839390039444, -0.010776061564683914, -0.03452195227146149, -0.012733482755720615, 0.02519846148788929, 0.07023893296718597, 0.09614246338605881, 0.0005272452253848314, -0.016089394688606262, 0.00797617994248867, 0.06185244396328926, -0.004348307382315397, 0.02049398422241211, 0.057046521455049515, -0.017961615696549416, -0.041594747453927994, 0.014255145564675331, 0.02523615211248398, 0.0384676493704319, 0.05621611326932907, 0.023666903376579285, -0.005580738186836243, -0.012496821582317352, -0.02212204970419407, 0.05418973043560982, -0.02218795195221901, -0.008519705384969711, -0.015451899729669094 ]
p
Noe Acache:
[ "blog", "blog/vector-image-search-rag" ]
11,361
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(35)
[ 0.04999517276883125, 0.023056602105498314, 0.003885658923536539, -0.05695542320609093, -0.017409957945346832, -0.028948936611413956, -0.017101433128118515, 0.03705627843737602, -0.010237029753625393, -0.03242115303874016, 0.05019557476043701, 0.05017891153693199, -0.0938110426068306, 0.04250793159008026, 0.03760991618037224, -0.056787602603435516, 0.02607000060379505, 0.006006304174661636, -0.021906785666942596, -0.020552057772874832, 0.0639692023396492, 0.04852801561355591, -0.02351405657827854, 0.03564520925283432, -0.016863640397787094, 0.06765241175889969, -0.036242466419935226, -0.0301504023373127, 0.022354861721396446, -0.0678853690624237, -0.030016519129276276, 0.10095140337944031, 0.09406527131795883, 0.07291825860738754, 0.020551200956106186, 0.03430701047182083, 0.04609378054738045, 0.023296166211366653, 0.05995892733335495, -0.02764824591577053, -0.05093802884221077, -0.02067248895764351, 0.009860659949481487, -0.03307405486702919, 0.04389888420701027, -0.029022932052612305, -0.005810586269944906, -0.009014705196022987, 0.0054600415751338005, 0.0098253870382905, -0.0652332752943039, -0.04341530799865723, -0.034012239426374435, 0.08682088553905487, 0.016644084826111794, 0.03751138225197792, -0.032279662787914276, 0.04441172257065773, 0.07601188868284225, 0.04387609288096428, -0.0044241128489375114, -0.014312398619949818, -0.024786274880170822, 0.05159527435898781, 0.01893247850239277, -0.02010590210556984, -0.015262800268828869, -0.005987866315990686, -0.023303447291254997, 0.07475479692220688, -0.0047392952255904675, 0.026799455285072327, -0.02013448253273964, 0.024987801909446716, -0.0028773159720003605, -0.019251283258199692, 0.03111150674521923, 0.00668038846924901, 0.053337212651968, -0.020546840503811836, -0.10559894144535065, -0.056925103068351746, -0.03090079315006733, 0.03792962804436684, 0.033928994089365005, -0.0452769510447979, 0.00011910349712707102, -0.02594222128391266, -0.05729798600077629, 0.0618550144135952, -0.0625685304403305, -0.012247874401509762, 0.05725632607936859, -0.009968221187591553, -0.015433856286108494, -0.0026764192152768373, -0.05070919170975685, -0.12355473637580872, 0.11203598976135254, 0.13798430562019348, 0.02576897107064724, 0.03901844844222069, 0.0023519988171756268, 0.01473069004714489, -0.02731255069375038, -0.03666386753320694, 0.009941262193024158, -0.03766118362545967, 0.011432785540819168, 0.004440434742718935, -0.01311245933175087, 0.009081368334591389, -0.00591298146173358, -0.10783561319112778, 0.0049236309714615345, -0.05620136111974716, 0.04581116512417793, 0.021300243213772774, 0.05016328766942024, 0.08961918950080872, -0.03253253176808357, 0.005436087492853403, -0.05238485708832741, 0.19176095724105835, -0.0006372282514348626, -0.02011493220925331, -0.02494773641228676, -5.2217450057082716e-33, -0.004868895746767521, -0.04771488532423973, -0.01025859173387289, -0.04364079236984253, 0.008681069128215313, 0.05278044566512108, -0.02661271207034588, -0.016724364832043648, 0.03302339091897011, -0.028862018138170242, 0.029118504375219345, -0.022030675783753395, 0.06298740953207016, 0.006698117591440678, 0.15334735810756683, -0.07640577107667923, -0.021503642201423645, 0.05939639359712601, -0.11796819418668747, -0.015559511259198189, -0.030423779040575027, -0.043080877512693405, -0.005607226397842169, -0.005116944666951895, 0.08869362622499466, -0.015498428605496883, -0.007714260369539261, -0.1268242597579956, 0.017963046208024025, 0.05772577226161957, -0.0686359629034996, 0.001012600609101355, 0.04248533025383949, -0.034332722425460815, 0.0031861804891377687, 0.09031636267900467, -0.03613393008708954, -0.029544197022914886, 0.0034369034692645073, 0.007051673252135515, -0.020144779235124588, -0.03565772995352745, 0.021322598680853844, -0.0030347779393196106, -0.06256749480962753, 0.009962414391338825, 0.02366567961871624, 0.1279388964176178, -0.13770772516727448, 0.03416510671377182, 0.023660235106945038, 0.025498390197753906, 0.04266729578375816, -0.05511696636676788, -0.035855211317539215, 0.044325824826955795, -0.015106911770999432, 0.0461706779897213, -0.02610580436885357, 0.020252399146556854, 0.011324954219162464, 0.05053545907139778, -0.03916216641664505, -0.01594376377761364, -0.1234978511929512, -0.0017828169511631131, -0.0502425879240036, -0.010997996665537357, 0.09796001017093658, -0.0008142684819176793, -0.1651063710451126, 0.010890575125813484, 0.005261206533759832, 0.10445614904165268, -0.12015697360038757, 0.029309649020433426, -0.04525824263691902, 0.0479959137737751, 0.0018647367833182216, -0.10308509320020676, -0.028369665145874023, 0.02230674959719181, 0.018906526267528534, -0.06076747924089432, 0.10149025917053223, -0.00749629084020853, 0.10299398005008698, -0.028479814529418945, -0.06016288697719574, -0.07016722112894058, -0.1278958022594452, -0.042921535670757294, 0.011308295652270317, 0.029394669458270073, 0.02128361165523529, 3.298521637063804e-33, -0.0404762364923954, -0.002276035724207759, -0.0360441692173481, 0.05489947274327278, -0.0472586452960968, 0.022285068407654762, 0.02234709821641445, 0.010064715519547462, -0.04354838281869888, 0.04629260301589966, -0.01365999598056078, 0.048045217990875244, -0.007453714497387409, 0.017150621861219406, 0.002636671531945467, -0.03205716237425804, 0.031482163816690445, -0.005252765025943518, 0.005834802985191345, 0.08818437159061432, 0.03079400397837162, -0.02371961809694767, -0.031186094507575035, 0.03291378542780876, -0.02439960278570652, 0.09742649644613266, 0.012183208018541336, -0.025937102735042572, -0.10617329180240631, 0.024204818531870842, 0.007719697896391153, -0.0486752986907959, -0.07218818366527557, -0.06969878822565079, -0.046913642436265945, 0.018756620585918427, 0.0015323705738410354, -0.03163105994462967, 0.031982969492673874, -0.062059588730335236, 0.044036008417606354, -0.02340773679316044, 0.0007934734458103776, 0.09014136344194412, -0.061455678194761276, -0.029799671843647957, 0.033905357122421265, 0.11836311966180801, -0.12456374615430832, 0.043354883790016174, -0.1513800173997879, 0.07718293368816376, -0.016993548721075058, 0.01960943080484867, -0.011181204579770565, 0.013419893570244312, -0.053014371544122696, -0.03624459728598595, -0.06835982948541641, -0.03183138370513916, 0.020782317966222763, 0.04762834683060646, -0.04192546010017395, 0.009843983687460423, 0.09436001628637314, -0.03644752874970436, 0.012487651780247688, -0.04394823685288429, -0.059295445680618286, -0.015822887420654297, 0.07691875845193863, -0.012561158277094364, 0.037370841950178146, -0.02632918208837509, -0.056606780737638474, 0.0054490105248987675, 0.002424901584163308, -0.059694159775972366, -0.004591766744852066, 0.07843273133039474, -0.017705045640468597, -0.08204636722803116, 0.0033628030214458704, 0.031115194782614708, 0.08445267379283905, 0.007426410913467407, -0.059739623218774796, 0.08419787883758545, 0.03056960366666317, 0.00816954206675291, -0.03832712769508362, -0.052800484001636505, -0.00817263312637806, 0.03953263536095619, -0.015787798911333084, -1.7338937396971232e-8, -0.041321832686662674, 0.009702237322926521, 0.00168267369735986, 0.017226772382855415, 0.0032434985041618347, 0.042148783802986145, -0.05829302594065666, -0.0070844474248588085, -0.0207993071526289, -0.008876963518559933, 0.06019952893257141, 0.002036027144640684, -0.1287509948015213, 0.020817294716835022, 0.038481373339891434, -0.026799127459526062, 0.05446125939488411, 0.009249958209693432, -0.04363046586513519, -0.00461111543700099, -0.05631990358233452, 0.02359253354370594, 0.004239223897457123, -0.008782435208559036, 0.006605750881135464, 0.055649369955062866, 0.05434040725231171, 0.07479576021432877, 0.06835635006427765, -0.05216161161661148, 0.007060680538415909, -0.00896016787737608, 0.016703471541404724, 0.09544283896684647, 0.09073534607887268, -0.01155786495655775, -0.035999223589897156, 0.061652492731809616, 0.041937075555324554, -0.007447382435202599, 0.036633700132369995, -0.04901010915637016, 0.14369083940982819, 0.060860682278871536, 0.0065590511076152325, 0.04025987163186073, 0.03190978616476059, 0.02819792553782463, 0.005909886211156845, -0.03948123753070831, 0.004636119119822979, 0.018274927511811256, 0.0031586287077516317, 0.028872661292552948, 0.04655493050813675, 0.016507193446159363, 0.04577868804335594, -0.009925926104187965, -0.04373916611075401, 0.04729899391531944, 0.01618278957903385, -0.0486782044172287, -0.11196258664131165, -0.012654289603233337 ]
p
So segment anything?
[ "blog", "blog/vector-image-search-rag" ]
11,362
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(35)
[ -0.015554137527942657, -0.11773315072059631, 0.028043672442436218, -0.014815956354141235, 0.03665437176823616, 0.03659848868846893, -0.033238183706998825, -0.05600789934396744, 0.015635903924703598, -0.036684513092041016, 0.014893702231347561, 0.12840457260608673, -0.007648533675819635, -0.004721960052847862, 0.002603250788524747, 0.009336832910776138, 0.026392975822091103, 0.061857156455516815, -0.06902661919593811, 0.011524629779160023, -0.0629434585571289, -0.033884644508361816, -0.022946607321500778, -0.06465771049261093, 0.061531487852334976, -0.051826491951942444, -0.06531549245119095, 0.045815564692020416, -0.0021219539921730757, -0.04762168228626251, 0.01537974551320076, 0.034954167902469635, 0.007166081108152866, 0.03894665092229843, -0.02433706261217594, 0.10575612634420395, 0.024060221388936043, -0.0012217008043080568, -0.10056974738836288, -0.011787854135036469, 0.017533065751194954, 0.021886669099330902, -0.07349879294633865, 0.06693856418132782, 0.04023997113108635, -0.0751461535692215, -0.05640017241239548, -0.05216115340590477, -0.06513004004955292, 0.013126181438565254, 0.02215445227921009, -0.04514671862125397, -0.06544529646635056, 0.036076098680496216, -0.05498756095767021, -0.025600016117095947, -0.01925695687532425, -0.037886299192905426, 0.10262253880500793, -0.015668997541069984, 0.03501637652516365, 0.013076934032142162, 0.016256358474493027, 0.08077046275138855, 0.032476525753736496, -0.028630539774894714, 0.013214567676186562, 0.071067214012146, -0.05006750300526619, -0.004297660198062658, -0.007918021641671658, -0.029078351333737373, -0.03576846793293953, 0.0019314917735755444, -0.018025489524006844, 0.01874886453151703, 0.011356936767697334, 0.002724570222198963, -0.002970935543999076, -0.11872119456529617, 0.04271210357546806, 0.004371756687760353, 0.05851370096206665, -0.032757751643657684, 0.0718420073390007, 0.06643825769424438, -0.010989682748913765, -0.1300007551908493, -0.12304118275642395, 0.010563557036221027, -0.00433755200356245, -0.04032161831855774, 0.05479377135634422, 0.06494968384504318, -0.025475364178419113, -0.04334641620516777, -0.02727864868938923, 0.08668430149555206, 0.030442282557487488, 0.08811433613300323, -0.059679847210645676, 0.04215385764837265, 0.060447126626968384, 0.025655409321188927, 0.002522834111005068, -0.09531228244304657, -0.03039104864001274, 0.018049145117402077, -0.05697835236787796, -0.007767606060951948, -0.035928066819906235, -0.003919694107025862, 0.02743573486804962, -0.01871776394546032, -0.014889135956764221, -0.029426472261548042, 0.015232633799314499, -0.03500566631555557, -0.000632047071121633, 0.051381345838308334, 0.014967774972319603, 0.021973416209220886, 0.03402962163090706, -0.03471194952726364, -0.02358010597527027, -0.08301635831594467, -0.08848419040441513, -1.6437227707715905e-33, 0.016065726056694984, -0.014219233766198158, -0.03182706609368324, 0.0228972639888525, 0.09825929999351501, 0.004849905148148537, -0.060659196227788925, 0.11565404385328293, 0.003684236202389002, -0.020951243117451668, -0.01930687204003334, 0.03641873970627785, -0.011477697640657425, 0.07672233879566193, 0.08630601316690445, 0.01289272028952837, -0.0017582877771928906, 0.024641063064336777, -0.04294351115822792, -0.013705626130104065, -0.05579240992665291, 0.07473539561033249, -0.018531057983636856, -0.07524339109659195, -0.04965980350971222, 0.12938371300697327, 0.02899087965488434, -0.027253491804003716, -0.06861608475446701, 0.028242139145731926, -0.0712374597787857, -0.040426623076200485, 0.016555797308683395, 0.023138726130127907, 0.032000090926885605, 0.08012716472148895, -0.015607459470629692, -0.0321420356631279, -0.05093664303421974, -0.01040585245937109, 0.005137690342962742, 0.02723298780620098, -0.10544097423553467, 0.014497221447527409, 0.004066010005772114, -0.03451569378376007, 0.06742347776889801, -0.03861543908715248, -0.0013298180419951677, -0.0037188075948506594, 0.07628367841243744, 0.09177272021770477, 0.004732030443847179, -0.02112395502626896, 0.0309606920927763, -0.07797291874885559, -0.052787505090236664, 0.021960074082016945, 0.05046433210372925, -0.013807803392410278, -0.011558772996068, 0.032131634652614594, -0.0072152093052864075, -0.014717594720423222, 0.017863420769572258, 0.10452190786600113, 0.0400531105697155, 0.010047929361462593, -0.005735814571380615, 0.007879556156694889, -0.028264064341783524, 0.05993000790476799, -0.060607824474573135, -0.00876812357455492, -0.06736614555120468, -0.08051746338605881, -0.04930852726101875, -0.02545970492064953, 0.02450481988489628, -0.020163537934422493, 0.02479242905974388, -0.0568072572350502, -0.04703326150774956, 0.03049512766301632, -0.05972542613744736, -0.18270091712474823, 0.07575326412916183, 0.004025827161967754, 0.06861833482980728, -0.016104890033602715, 0.06585954874753952, 0.002822663402184844, -0.04253435879945755, -0.04617156833410263, 0.014568723738193512, 1.1331929009110013e-33, -0.014013436622917652, -0.021353797987103462, -0.12746816873550415, 0.040076956152915955, -0.023481294512748718, 0.02037033997476101, 0.06029314175248146, 0.08878158777952194, -0.003249124623835087, -0.005839444696903229, -0.017154717817902565, -0.002638100879266858, 0.009536433033645153, 0.028952939435839653, 0.027066119015216827, -0.01587812602519989, -0.02500409260392189, 0.02299567312002182, -0.03056849166750908, -0.03440501540899277, 0.0284082293510437, -0.00032644628663547337, 0.026850955560803413, 0.07601099461317062, 0.09944000095129013, 0.11316186189651489, 0.020237497985363007, -0.006034864578396082, -0.025597363710403442, -0.07632683962583542, 0.04706103354692459, -0.08578658103942871, -0.1294264942407608, 0.014011016115546227, -0.009343689307570457, 0.0327080674469471, -0.06313648819923401, 0.10088395327329636, -0.05556417629122734, -0.03873899206519127, 0.11781235039234161, 0.042866986244916916, -0.13040979206562042, 0.05431428924202919, 0.011903567239642143, -0.024545809254050255, -0.020829621702432632, 0.03792893886566162, 0.09037860482931137, -0.04090378060936928, 0.014125083573162556, -0.05641968175768852, -0.01025457214564085, -0.06742655485868454, -0.03686649724841118, -0.030479468405246735, 0.0000580341111344751, 0.034349918365478516, 0.010833552107214928, 0.04716140776872635, 0.040050990879535675, -0.05654941499233246, -0.026567576453089714, -0.027712779119610786, 0.015939800068736076, -0.047758083790540695, 0.03165691718459129, 0.08094137161970139, -0.08654310554265976, 0.022692833095788956, 0.027968566864728928, -0.036693986505270004, -0.04155787453055382, -0.034906625747680664, 0.03788365423679352, -0.00210130144841969, 0.08225544542074203, 0.07024022191762924, -0.006816386245191097, -0.08025499433279037, 0.004363510757684708, -0.07765211164951324, 0.04753848537802696, 0.0871133804321289, 0.12144981324672699, 0.01421463955193758, -0.02597794309258461, 0.014692236669361591, -0.021110450848937035, -0.018583524972200394, 0.050282713025808334, 0.03305044770240784, 0.020249366760253906, 0.14312346279621124, 0.04635951295495033, -2.24207674648369e-8, -0.025627901777625084, 0.026960505172610283, 0.0912247821688652, -0.017279546707868576, -0.04310998320579529, -0.05569933354854584, 0.009223082102835178, 0.048629555851221085, -0.04974665492773056, 0.03517676889896393, 0.05669119581580162, -0.019941749051213264, -0.03362907096743584, -0.055690567940473557, 0.0600457563996315, 0.08124302327632904, -0.020119385793805122, -0.022442001849412918, -0.026360806077718735, 0.0497889518737793, -0.060220737010240555, 0.10152032226324081, 0.01799740269780159, 0.04048464447259903, -0.08460788428783417, 0.03159862756729126, -0.05441344156861305, -0.05101287364959717, 0.05710041522979736, 0.027363911271095276, 0.041020143777132034, 0.07961131632328033, 0.052507225424051285, 0.004933618940412998, -0.04996488243341446, -0.022079885005950928, -0.01894337683916092, 0.02441071718931198, -0.07162266224622726, -0.08127137273550034, -0.006048108916729689, -0.04239429533481598, 0.03839265927672386, -0.0008271883125416934, 0.07006379961967468, 0.011527256108820438, 0.03020227700471878, 0.009323479607701302, 0.0365985669195652, -0.04309231415390968, 0.02635553479194641, 0.005446596071124077, -0.05545100197196007, -0.015198366716504097, 0.017090599983930588, -0.029776373878121376, 0.07699350267648697, 0.05978413298726082, 0.03985821455717087, 0.01670638658106327, -0.03921981528401375, -0.014889944344758987, 0.0820663645863533, 0.0019520941423252225 ]
p
I don’t think they redo embeddings.
[ "blog", "blog/vector-image-search-rag" ]
11,363
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(35)
[ 0.04992327466607094, -0.051388420164585114, 0.062172047793865204, -0.04964745044708252, 0.04493100941181183, -0.06008568033576012, 0.025370892137289047, 0.004387373570352793, 0.04886823520064354, -0.06488583236932755, -0.037928663194179535, 0.0285034216940403, -0.001319722505286336, 0.0030340151861310005, -0.08721047639846802, -0.05999176204204559, -0.00820964202284813, 0.07016509026288986, -0.12873564660549164, -0.02541477419435978, 0.05497109517455101, 0.031682338565588, -0.02118716947734356, -0.053760990500450134, 0.06706006824970245, 0.07429838925600052, -0.04777251556515694, -0.014767211861908436, 0.036291591823101044, 0.016039254143834114, 0.029459714889526367, 0.1610146313905716, 0.11595309525728226, 0.05539483204483986, -0.05377292260527611, -0.02528630942106247, 0.054090507328510284, 0.0649954304099083, -0.020696528255939484, 0.012494342401623726, -0.024635111913084984, -0.014082269743084908, -0.0015640915371477604, -0.026345428079366684, 0.05622771009802818, 0.042980603873729706, -0.01758524402976036, 0.0007255691452883184, 0.048819344490766525, -0.01227652095258236, -0.0845181867480278, -0.051291827112436295, -0.08589386194944382, 0.04451216012239456, -0.033004775643348694, 0.0686490535736084, 0.04963855817914009, -0.023509053513407707, 0.019760625436902046, 0.06650476157665253, 0.01978129707276821, -0.052593402564525604, -0.000030080942451604642, 0.03748490288853645, 0.09093508869409561, -0.010115114971995354, 0.039747774600982666, -0.030382873490452766, -0.0011021073441952467, -0.023492243140935898, 0.02058619260787964, 0.07503893226385117, 0.01829293929040432, 0.09312888234853745, -0.0004545259289443493, -0.03048485517501831, 0.007674847729504108, -0.002392247086390853, 0.06833929568529129, -0.06042001023888588, 0.03392377868294716, -0.07851511985063553, 0.04759639501571655, 0.03204670548439026, 0.0962652638554573, -0.01124290656298399, -0.015990670770406723, -0.10130727291107178, -0.04475286602973938, 0.05269809439778328, -0.06052154675126076, -0.046966902911663055, -0.01646607555449009, -0.03844400495290756, -0.019968979060649872, -0.045201726257801056, -0.00011369393905624747, -0.05700142681598663, 0.06040319427847862, 0.07686205953359604, -0.026772184297442436, -0.07321002334356308, 0.054522521793842316, 0.02024543657898903, -0.027127567678689957, -0.0630885437130928, 0.049541085958480835, -0.019233854487538338, 0.03818073123693466, -0.034776780754327774, 0.003412296064198017, 0.016811924055218697, 0.016021326184272766, -0.005999351851642132, 0.0014338811160996556, -0.012232178822159767, 0.023641016334295273, 0.05208059772849083, 0.11158163100481033, 0.03538815677165985, -0.04344189539551735, -0.032625555992126465, -0.06254161894321442, 0.08738329261541367, 0.025591937825083733, -0.07154589891433716, -0.033938515931367874, -5.73660014376691e-33, -0.014425546862185001, -0.057164471596479416, 0.062008775770664215, 0.01637965999543667, 0.0009483459871262312, -0.00763268768787384, -0.07612074166536331, -0.04068544879555702, 0.029490306973457336, -0.0038442134391516447, 0.017436334863305092, -0.021972447633743286, 0.03904605284333229, 0.05005268007516861, 0.09743182361125946, -0.03961469978094101, -0.037654224783182144, 0.05705990642309189, -0.06358044594526291, -0.009156993590295315, -0.023092491552233696, 0.008495104499161243, 0.02842182293534279, -0.014010922983288765, -0.013266831636428833, 0.02417113073170185, -0.005968277808278799, -0.05677482485771179, 0.045968763530254364, 0.015777716413140297, -0.06218661367893219, 0.0660458579659462, 0.05123470351099968, 0.025037165731191635, 0.0006355176446959376, 0.07599175721406937, 0.04292517900466919, 0.0028134603053331375, -0.01053494494408369, 0.004556620493531227, -0.006041902583092451, 0.01647854782640934, 0.03982143476605415, -0.05090378224849701, -0.0318886823952198, 0.05796920880675316, 0.007558466400951147, 0.036324452608823776, -0.13653025031089783, 0.04362046346068382, 0.043214164674282074, -0.01942163147032261, 0.08300117403268814, -0.023300034925341606, -0.03275103121995926, 0.06921259313821793, 0.012867670506238937, -0.011417293921113014, 0.013352040201425552, -0.0332358293235302, -0.041736941784620285, 0.023550599813461304, -0.015689615160226822, 0.034322965890169144, -0.049251869320869446, 0.022938933223485947, -0.02200121432542801, -0.0158685352653265, 0.027345450595021248, 0.08646886050701141, -0.11315269768238068, 0.0022375464905053377, -0.01912199705839157, 0.000228193195653148, -0.030214885249733925, 0.03741496428847313, -0.005489864852279425, 0.05267249792814255, -0.022493727505207062, 0.0266165379434824, -0.11499694734811783, -0.030802693217992783, 0.028205621987581253, -0.13513033092021942, -0.02147706225514412, -0.012676781043410301, 0.07754732668399811, -0.0791192352771759, -0.027787115424871445, -0.03315921872854233, -0.03914133086800575, -0.01445163507014513, -0.07194976508617401, 0.03481810912489891, 0.016988299787044525, 5.077649234764629e-33, -0.06174718961119652, 0.03743401914834976, -0.007639775518327951, 0.06805498152971268, -0.07968097180128098, -0.05555850639939308, 0.021506521850824356, 0.029159609228372574, -0.03612181171774864, -0.00004925637404085137, -0.008888372220098972, 0.018708406016230583, -0.023299364373087883, -0.03148645535111427, 0.04079555720090866, -0.05947580188512802, 0.05805455893278122, 0.011934271082282066, -0.03908827528357506, 0.008516049943864346, 0.0013058921322226524, 0.03999330848455429, -0.08181846886873245, -0.031033121049404144, -0.049256931990385056, 0.061245761811733246, -0.05021744593977928, -0.027988998219370842, -0.017998017370700836, -0.008228076621890068, -0.04279307276010513, -0.07485759258270264, -0.11959720402956009, -0.10182981938123703, -0.07695260643959045, -0.003024113830178976, -0.01740187592804432, 0.014645172283053398, 0.027314990758895874, -0.03535228595137596, 0.0272462610155344, -0.012302028015255928, -0.006951792165637016, -0.017429528757929802, 0.0006842634757049382, -0.03245336189866066, 0.12977297604084015, 0.08819529414176941, -0.12280794233083725, 0.052469708025455475, -0.09684667736291885, 0.02390032261610031, -0.01373373344540596, -0.05111578106880188, -0.023685310035943985, 0.029084857553243637, -0.04085158556699753, -0.008523054420948029, -0.02122979797422886, -0.007338302209973335, -0.006603276822715998, -0.009375711902976036, -0.07405681163072586, 0.03463458642363548, 0.049697235226631165, -0.0323011614382267, -0.03121158294379711, -0.058346085250377655, 0.017191216349601746, -0.004467750899493694, 0.10271744430065155, -0.0008888011216185987, 0.02066584676504135, 0.033882174640893936, -0.05530507117509842, 0.0028927966486662626, -0.020337698981165886, -0.0026936684735119343, -0.021475421264767647, -0.02150886319577694, -0.024368472397327423, -0.11487483233213425, 0.05061371624469757, 0.08757825940847397, 0.04424634203314781, 0.1294970065355301, -0.0009671293082647026, 0.006676794961094856, 0.018857669085264206, -0.01323265302926302, -0.02618461661040783, -0.03130587562918663, 0.030413175001740456, 0.022512659430503845, -0.061437029391527176, -1.741476474137471e-8, -0.012849923223257065, -0.06147756054997444, 0.04211777076125145, -0.05071640759706497, 0.05587546527385712, 0.025423849001526833, 0.022572699934244156, 0.10534294694662094, -0.005541582126170397, -0.001130131771788001, 0.04235764965415001, -0.022470999509096146, -0.11415860056877136, 0.015826238319277763, 0.015666283667087555, 0.03201737999916077, 0.08159548789262772, 0.034066520631313324, -0.029561961069703102, 0.077193982899189, -0.05295605957508087, -0.04472775384783745, 0.017203792929649353, 0.02844979055225849, 0.04809793457388878, 0.0284475926309824, 0.017786134034395218, 0.12021387368440628, 0.05411745235323906, -0.10118065774440765, 0.00306921498849988, 0.019973639398813248, 0.012882011942565441, 0.15920688211917877, 0.09140754491090775, 0.025104448199272156, -0.01572340354323387, -0.018784411251544952, -0.04020865261554718, -0.1187492311000824, -0.038753610104322433, -0.015922317281365395, 0.1070559099316597, 0.03236335515975952, 0.0710901990532875, 0.09459710866212845, 0.08186087012290955, 0.03828606382012367, 0.02050190232694149, 0.014758443459868431, 0.03606827184557915, 0.007159613072872162, 0.05039072409272194, 0.05146680027246475, 0.05057979375123978, -0.021739521995186806, 0.06348294019699097, 0.011256937868893147, 0.06561777740716934, 0.11700709164142609, -0.034088168293237686, 0.06356514990329742, 0.006770722102373838, -0.05353201553225517 ]
p
It’s really about segmentation.
[ "blog", "blog/vector-image-search-rag" ]
11,364
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(35)
[ -0.06999955326318741, 0.026547657325863838, 0.10431819409132004, -0.08774033188819885, 0.0748090147972107, -0.0052053723484277725, -0.03952346369624138, -0.049803122878074646, 0.027652308344841003, -0.10108835995197296, -0.01269439235329628, -0.03351528197526932, 0.022244876250624657, 0.03473512828350067, -0.011986150406301022, -0.017421113327145576, 0.010061086155474186, 0.008861963637173176, -0.04414104297757149, 0.007062340620905161, -0.0029306651558727026, 0.006892689038068056, 0.024681326001882553, -0.045843157917261124, -0.01605462282896042, 0.053548555821180344, 0.08041306585073471, 0.015500600449740887, 0.009524586610496044, -0.03326217830181122, 0.011271746829152107, 0.049728043377399445, 0.07583732903003693, 0.048238031566143036, 0.00024778067017905414, -0.049639347940683365, 0.01958329789340496, -0.0014760949416086078, 0.07946435362100601, -0.015083402395248413, -0.02714088186621666, 0.007677324581891298, 0.05604032427072525, -0.03584478050470352, 0.07164593786001205, 0.04532233625650406, 0.006719476543366909, 0.006514817010611296, 0.010330740362405777, -0.05873032659292221, -0.03947512060403824, -0.07516077905893326, -0.030712785199284554, 0.033082496374845505, -0.011757805943489075, 0.09534689038991928, 0.047545984387397766, -0.15251103043556213, 0.01780323125422001, 0.0006651455769315362, 0.08286445587873459, 0.031343501061201096, -0.06106750667095184, 0.026740508154034615, 0.0076866233721375465, -0.06639508157968521, -0.05176318809390068, -0.09135797619819641, -0.01562353502959013, -0.03666797652840614, 0.036582332104444504, 0.035815995186567307, 0.03543013706803322, -0.05590473487973213, -0.03811199590563774, 0.030170485377311707, 0.048623308539390564, -0.015734363347291946, 0.0860590785741806, -0.0710214152932167, -0.012081669643521309, -0.041193291544914246, 0.050294943153858185, 0.03657906502485275, 0.03798561543226242, -0.05327468737959862, -0.07615304738283157, -0.071931853890419, 0.025713693350553513, 0.008500824682414532, -0.02216338738799095, 0.058932363986968994, -0.026673870161175728, -0.05387593060731888, 0.01990201696753502, -0.0207218024879694, 0.0688062533736229, 0.016521356999874115, 0.08250579982995987, 0.040825847536325455, -0.05044493451714516, -0.00034146822872571647, 0.05248568579554558, 0.0027639761101454496, 0.011793503537774086, 0.007339025381952524, 0.00527859665453434, 0.051689233630895615, 0.057870205491781235, -0.053576141595840454, 0.04659338667988777, -0.06371787190437317, -0.005447761155664921, 0.06233686953783035, -0.017726615071296692, -0.07615526765584946, -0.011877954006195068, 0.00864008441567421, 0.010438359342515469, 0.030763404443860054, -0.021418461576104164, 0.05187075585126877, -0.09595516324043274, 0.10933875292539597, 0.012727177701890469, -0.03045497089624405, -0.05149991065263748, -2.2458787518589308e-33, 0.056504182517528534, 0.011049117892980576, 0.060836877673864365, -0.09215784072875977, 0.061817292124032974, 0.005967495962977409, -0.08028016984462738, -0.05299323424696922, -0.025780411437153816, -0.018384922295808792, -0.08223451673984528, -0.07246451079845428, -0.03606520593166351, 0.09156709909439087, -0.028539923951029778, -0.05494830012321472, -0.03976336866617203, 0.0074699860997498035, -0.11146555095911026, 0.08381784707307816, -0.0008856183267198503, -0.029205309227108955, -0.028607940301299095, -0.02796310745179653, 0.030053867027163506, 0.05378365516662598, 0.04710201546549797, -0.03081534244120121, 0.029884010553359985, 0.02705284394323826, -0.053301144391298294, 0.046140700578689575, 0.019261470064520836, -0.004600754007697105, 0.015287507325410843, 0.00026388769038021564, 0.05952868610620499, -0.0036782536190003157, -0.018618104979395866, -0.045034267008304596, 0.0751141905784607, 0.00138012261595577, 0.031825676560401917, -0.0212820116430521, -0.07590802758932114, 0.007422860711812973, 0.04155366122722626, 0.07864131033420563, -0.02007918432354927, 0.06848106533288956, 0.06431630998849869, 0.01226828433573246, -0.047032199800014496, -0.04124423861503601, -0.11908866465091705, 0.040114130824804306, 0.016237525269389153, 0.04807288944721222, -0.02552592195570469, 0.03693882375955582, -0.01672227866947651, 0.013754686340689659, 0.015700893476605415, -0.03448605164885521, -0.04366855323314667, 0.01770966500043869, -0.028069933876395226, -0.05876697227358818, 0.04050153121352196, 0.06829076260328293, -0.08070877939462662, 0.014945289120078087, 0.012495211325585842, 0.05687818303704262, 0.02838985063135624, -0.018806587904691696, -0.04981639236211777, 0.08307351171970367, -0.036047935485839844, -0.004048790317028761, -0.0546468086540699, 0.006270807236433029, 0.01945345848798752, -0.11983708292245865, 0.0270462054759264, 0.014449200592935085, 0.06813275814056396, -0.031063076108694077, -0.03578071668744087, -0.044960640370845795, 0.027379052713513374, -0.024925634264945984, -0.01901210844516754, 0.1173684149980545, 0.11111366003751755, 1.1250968672407051e-33, 0.06003232300281525, 0.038431473076343536, 0.0902249813079834, -0.01755009964108467, -0.007550854701548815, -0.05376770347356796, -0.00917886383831501, 0.0496547557413578, -0.048628922551870346, 0.04171568900346756, 0.04840061813592911, 0.07163234800100327, -0.07259956002235413, -0.06182560324668884, -0.09118065237998962, -0.10757716000080109, 0.04566642642021179, -0.07303912192583084, 0.057336386293172836, 0.052140384912490845, 0.04609676077961922, 0.010201183147728443, -0.08437050879001617, -0.025592036545276642, -0.12712432444095612, 0.07386559247970581, -0.0036170852836221457, -0.024393728002905846, 0.025930365547537804, 0.02909906953573227, -0.01923711784183979, -0.0189595278352499, -0.03258153051137924, -0.10370331257581711, -0.07518178969621658, 0.038325484842061996, -0.020445339381694794, -0.0052225226536393166, 0.08389700949192047, -0.055631205439567566, 0.02947542816400528, -0.03766946494579315, -0.06131359189748764, 0.04613759368658066, -0.017114480957388878, -0.07127995043992996, 0.16783413290977478, 0.0224599651992321, -0.07155140489339828, 0.0048408303409814835, -0.05273555964231491, 0.030299464240670204, -0.04070540890097618, 0.006718818098306656, -0.04064980521798134, 0.01860395446419716, -0.06522660702466965, -0.03911670669913292, 0.03326570242643356, -0.013773802667856216, -0.03484148159623146, 0.02617103047668934, -0.052787866443395615, 0.02261871099472046, 0.09989041090011597, -0.058329027146101, -0.01638028956949711, -0.030248502269387245, 0.028143318369984627, 0.014820557087659836, 0.046072300523519516, 0.009387688711285591, 0.05248834937810898, 0.04194585978984833, 0.061264291405677795, -0.0719311535358429, -0.02126493491232395, 0.021143527701497078, 0.06661934405565262, 0.05940887704491615, -0.028176315128803253, -0.09193681925535202, 0.012085537426173687, 0.07942439615726471, 0.09670527279376984, 0.04839855432510376, -0.044382911175489426, -0.013947589322924614, -0.028954144567251205, -0.01465973537415266, -0.06477572023868561, -0.004928979557007551, 0.04914245009422302, 0.01777111366391182, 0.004298550076782703, -4.328574121359452e-8, 0.0025176145136356354, -0.01778552122414112, -0.017830878496170044, -0.014665165916085243, -0.010827630758285522, -0.0024109261576086283, 0.011765084229409695, 0.016346145421266556, -0.010774273425340652, -0.013762244954705238, 0.018080156296491623, -0.061966169625520706, -0.14051634073257446, 0.022663122043013573, -0.05784359574317932, 0.01836181804537773, 0.05806071683764458, 0.07753986120223999, -0.015555757097899914, 0.015162074007093906, -0.09355296194553375, -0.031106647104024887, -0.009347852319478989, 0.037918951362371445, 0.010836203582584858, 0.009479586035013199, -0.0896717756986618, 0.0410098060965538, -0.01051497831940651, -0.05033072456717491, -0.018351707607507706, -0.0046578324399888515, 0.048966389149427414, 0.0471329465508461, 0.11296001076698303, 0.013388996943831444, -0.08825767040252686, -0.010737755335867405, -0.014873339794576168, 0.003764541121199727, 0.07777692377567291, -0.02522297203540802, 0.046123702079057693, 0.001152496668510139, 0.10785506665706635, 0.09285397827625275, 0.09207665920257568, -0.052567917853593826, -0.013899041339755058, 0.03649434819817543, 0.10388235747814178, -0.037819989025592804, -0.023177431896328926, -0.009941037744283676, -0.01948680356144905, -0.05649060383439064, 0.06936913728713989, -0.019063998013734818, 0.07703781872987747, 0.08450619876384735, -0.027666544541716576, 0.008425716310739517, -0.06213812157511711, 0.0042982520535588264 ]
p
So here I was just showing the segmentation part because it’s a cool outcome of the model and it shows that the model works well here we are really here to build a representation of the image we cannot really play with segment anything for the matching, to my knowledge, at least.
[ "blog", "blog/vector-image-search-rag" ]
11,365
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(36)
[ -0.09869501739740372, 0.06445261836051941, -0.0700313150882721, -0.021951276808977127, -0.025799725204706192, -0.04739833623170853, 0.1027933657169342, 0.09392203390598297, 0.09250365197658539, 0.0175621435046196, -0.001431716256774962, -0.06628168374300003, 0.00997555535286665, 0.04084043577313423, -0.023436948657035828, 0.02193133346736431, -0.08380930870771408, 0.010890294797718525, 0.008056210353970528, 0.03600181266665459, -0.07469882816076279, -0.04406357184052467, -0.05317161977291107, 0.053817734122276306, 0.028376733884215355, 0.0441967211663723, 0.04563260078430176, 0.0783819630742073, -0.05284513533115387, -0.12470140308141708, -0.013663770630955696, 0.053681109100580215, 0.006437600590288639, -0.025773905217647552, -0.05461622774600983, 0.02577187493443489, 0.037272293120622635, -0.06510455161333084, -0.01074416097253561, 0.01698511280119419, -0.039764516055583954, -0.05816584825515747, -0.02496187388896942, 0.08176800608634949, -0.055112071335315704, 0.020101023837924004, -0.049150921404361725, 0.0759289339184761, 0.04562726244330406, 0.02599106729030609, -0.010781076736748219, -0.010713095776736736, 0.018745381385087967, 0.07102734595537186, 0.0301591195166111, 0.06500247120857239, 0.011868458241224289, 0.06955843418836594, -0.0031935235019773245, -0.023440580815076828, 0.01802426017820835, -0.006550197023898363, -0.11181875318288803, 0.06289980560541153, -0.12136226892471313, 0.07479490339756012, -0.016750579699873924, 0.10715030878782272, -0.11238621920347214, 0.05682803690433502, 0.06656726449728012, 0.01926642470061779, 0.02973317727446556, -0.03360893949866295, -0.02554907277226448, 0.060154352337121964, 0.018376193940639496, -0.04604634270071983, 0.020263930782675743, -0.12687644362449646, 0.002458849921822548, -0.03579200059175491, -0.03206489980220795, 0.03367315232753754, 0.023283345624804497, 0.05621597543358803, 0.0014669898664578795, -0.013457235880196095, 0.03449198603630066, 0.02068439871072769, -0.059169452637434006, -0.0028591579757630825, 0.04693371057510376, -0.04356779158115387, -0.005430850200355053, 0.03288966417312622, 0.039160143584012985, -0.012247654609382153, -0.05817965045571327, 0.09600836783647537, 0.07269304245710373, 0.014088505879044533, -0.0026913629844784737, 0.05103950574994087, -0.02591816522181034, 0.03281301259994507, 0.012838955968618393, -0.0027253921143710613, 0.04642999544739723, -0.004236888140439987, -0.11008544266223907, -0.03991355374455452, -0.014665079303085804, 0.06358248740434647, -0.058387454599142075, 0.0261994618922472, 0.040949027985334396, -0.0007408967358060181, 0.0015834076330065727, -0.1477653533220291, 0.052422262728214264, -0.010157499462366104, -0.010255670174956322, -0.10429255664348602, -0.019700849428772926, 0.01017587911337614, 0.03032734803855419, -2.469148659105262e-33, 0.04332903400063515, -0.0014220488956198096, 0.003109969198703766, 0.07754788547754288, -0.04434176906943321, -0.011516893282532692, -0.07696138322353363, 0.018074242398142815, -0.12933316826820374, 0.05766649171710014, -0.11362898349761963, -0.004035167396068573, -0.04915134236216545, 0.06196114420890808, 0.059740256518125534, 0.001251240842975676, 0.0682704895734787, -0.02649570070207119, -0.05915464460849762, 0.01046012993901968, -0.06209607422351837, 0.054173536598682404, 0.004129149951040745, -0.04346412047743797, -0.015585025772452354, 0.029828710481524467, 0.037983238697052, -0.03967173770070076, -0.05615121126174927, 0.03715750202536583, -0.031192203983664513, 0.022007521241903305, -0.04122935235500336, 0.032883912324905396, -0.03813037648797035, 0.07928156107664108, -0.0098976856097579, -0.03919278457760811, 0.01701829582452774, -0.07046516984701157, 0.04310959577560425, -0.015674889087677002, -0.03931455314159393, -0.05465143918991089, 0.032776400446891785, 0.015812816098332405, 0.09699387103319168, -0.010807611979544163, 0.0424911230802536, 0.02183443494141102, -0.056417517364025116, 0.002320091938599944, -0.014405675232410431, -0.020415449514985085, 0.04643961414694786, -0.0003100441535934806, -0.05521947517991066, 0.003807120956480503, 0.02748117968440056, -0.0008295975276269019, 0.09412902593612671, -0.03346388041973114, 0.030267048627138138, -0.05754387006163597, -0.010203806683421135, 0.02648661471903324, -0.08983998000621796, 0.03774019330739975, 0.06628251820802689, -0.058238133788108826, -0.016386479139328003, -0.03445636108517647, 0.023623831570148468, 0.07921960949897766, 0.00024155549181159586, 0.03765605017542839, 0.03864917531609535, 0.07694759964942932, 0.044542133808135986, 0.0000860311629367061, -0.013908579014241695, -0.044860370457172394, -0.018490679562091827, -0.023750776425004005, 0.06265094876289368, 0.11122915893793106, 0.04140381142497063, -0.012242548167705536, -0.053887881338596344, 0.05046786367893219, -0.12348563969135284, -0.01198814157396555, -0.005988596938550472, -0.10063864290714264, -0.08008942008018494, 1.1758635295168426e-33, -0.07119251042604446, 0.004404006060212851, -0.0287241842597723, -0.041186973452568054, -0.018925584852695465, -0.028237096965312958, 0.011980891227722168, 0.11584872752428055, -0.0438716821372509, -0.04069336876273155, -0.039646048098802567, 0.017816197127103806, 0.05841432884335518, -0.07456950843334198, -0.0427648089826107, 0.04096408560872078, 0.014821847900748253, -0.15885894000530243, 0.04295935481786728, -0.0333525650203228, -0.004574186634272337, 0.05085420981049538, -0.012918512336909771, -0.020511161535978317, -0.03264577314257622, 0.01787138730287552, 0.05980182811617851, 0.07179588079452515, -0.04101962596178055, -0.009527124464511871, -0.020912181586027145, -0.007447311654686928, -0.025272667407989502, -0.018068840727210045, 0.04966430738568306, -0.005093737039715052, 0.0714421272277832, 0.05822918191552162, -0.04918225482106209, -0.03959174081683159, -0.0444076843559742, -0.05827545374631882, 0.002822481794282794, 0.10191022604703903, 0.0758720338344574, -0.013169093988835812, -0.12389588356018066, 0.00004185879879514687, -0.004942903760820627, 0.0054290806874632835, -0.002005157060921192, 0.017842251807451248, -0.07795773446559906, 0.12609265744686127, 0.015397503040730953, -0.07920987159013748, -0.06219116225838661, 0.018062317743897438, 0.01708262972533703, -0.0467103011906147, -0.0222731102257967, 0.030889276415109634, -0.12362468242645264, 0.030252641066908836, 0.12619911134243011, 0.05297687277197838, -0.05905282497406006, 0.00044052506564185023, 0.03387283533811569, 0.0005049623432569206, 0.11555565893650055, -0.017287801951169968, -0.06853249669075012, -0.026086140424013138, -0.033106882125139236, -0.061545480042696, -0.03679010272026062, 0.040142081677913666, 0.045407261699438095, 0.03055298700928688, -0.009508936665952206, -0.01065406110137701, -0.04798166826367378, -0.026597056537866592, -0.05169916898012161, 0.013731725513935089, 0.06893304735422134, -0.007634959649294615, 0.0023887299466878176, 0.002192156622186303, 0.0019659684039652348, 0.04173200950026512, 0.015577824786305428, 0.033626411110162735, 0.019854877144098282, -1.591187270832961e-8, 0.0082797696813941, 0.053819313645362854, -0.04405272752046585, -0.001609634724445641, -0.027799835428595543, -0.05584322661161423, -0.053420282900333405, 0.030252819880843163, 0.058500032871961594, 0.04822934418916702, 0.05338044837117195, 0.049398135393857956, 0.10141182690858841, 0.009943531826138496, 0.018266618251800537, 0.0019932729192078114, 0.03814907371997833, 0.09880122542381287, -0.01604943908751011, 0.0037959900218993425, 0.04487485811114311, 0.019351523369550705, -0.011365141719579697, 0.022335076704621315, 0.03149593994021416, -0.02783278562128544, -0.06984730809926987, -0.07011651992797852, 0.03432229161262512, 0.00007333100802497938, 0.04100913181900978, 0.07423259317874908, 0.030323341488838196, -0.04863908886909485, 0.05612184852361679, 0.006293061655014753, -0.12822642922401428, 0.015131622552871704, 0.052704181522130966, -0.059367381036281586, 0.02154228463768959, -0.028998946771025658, 0.020838545635342598, -0.0027341307140886784, -0.06431449204683304, -0.04161455109715462, 0.031826797872781754, 0.04527342692017555, -0.031868062913417816, -0.0060237497091293335, -0.051676537841558456, 0.014574969187378883, 0.04470844566822052, 0.006309406831860542, 0.07947362959384918, -0.01605699397623539, 0.0589464008808136, 0.054612550884485245, -0.03254062309861183, 0.03357728198170662, 0.052944667637348175, -0.009778291918337345, 0.0006944375927560031, 0.009491273202002048 ]
p
Demetrios:
[ "blog", "blog/vector-image-search-rag" ]
11,366
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(36)
[ -0.001525074359960854, -0.0025092079304158688, 0.03268088772892952, -0.006349570117890835, -0.02983103320002556, -0.025761650875210762, 0.030270854011178017, 0.025243302807211876, -0.042450498789548874, -0.12295906245708466, -0.06381766498088837, 0.10937247425317764, -0.0386480949819088, -0.019627578556537628, 0.03188103064894676, 0.02103424444794655, 0.07758712768554688, 0.08049621433019638, -0.08701290190219879, -0.061846520751714706, 0.005945595912635326, 0.013678405433893204, 0.07524266839027405, 0.02946242317557335, -0.11857900023460388, 0.08002257347106934, -0.10933801531791687, 0.029321374371647835, 0.08880108594894409, -0.023818880319595337, -0.094803586602211, 0.03533351793885231, 0.0453607402741909, -0.002865671645849943, -0.08929028362035751, 0.027975205332040787, -0.07145582884550095, 0.13661448657512665, 0.022093022242188454, 0.022150157019495964, -0.0056440094485878944, -0.010485492646694183, 0.05807321146130562, -0.02406955510377884, 0.0077012814581394196, -0.06814681738615036, 0.021513013169169426, -0.10163358598947525, -0.041109599173069, 0.0051690926775336266, -0.10094239562749863, -0.10247350484132767, -0.04275372996926308, -0.05756962671875954, -0.0044457619078457355, 0.079805389046669, 0.06080463156104088, 0.07871226221323013, 0.06532664597034454, 0.0024670842103660107, -0.0016155363991856575, -0.02016092836856842, -0.0380154550075531, 0.06386847048997879, 0.060733456164598465, 0.004277564585208893, 0.010734235867857933, 0.015351795591413975, -0.05186464637517929, 0.07894697040319443, 0.002050544135272503, 0.026912370696663857, 0.07402277737855911, 0.024635709822177887, 0.008070893585681915, -0.0067966696806252, -0.04271485283970833, -0.024564938619732857, -0.004107619170099497, -0.008816054090857506, 0.05553624778985977, -0.02943718247115612, -0.05737067386507988, -0.011493843980133533, 0.0726170465350151, -0.03543609008193016, 0.009193185716867447, -0.10708346217870712, -0.021098576486110687, 0.019647391512989998, 0.04139893874526024, -0.005550301633775234, -0.055061712861061096, -0.015180031768977642, -0.01539856567978859, 0.039664000272750854, -0.09860868752002716, -0.09444508701562881, 0.033064793795347214, 0.03826606646180153, 0.02466493844985962, 0.019344644621014595, 0.01927678845822811, 0.006081180647015572, -0.08404650539159775, -0.07362814247608185, -0.017148062586784363, 0.10739006102085114, -0.06491942703723907, 0.013190539553761482, -0.043906450271606445, 0.04226093366742134, -0.003166532376781106, -0.01887226104736328, 0.027320940047502518, -0.040937136858701706, 0.02310081571340561, -0.019199050962924957, 0.007888589054346085, 0.008479276672005653, -0.00032731855753809214, -0.001834017806686461, -0.037935033440589905, -0.004257247783243656, -0.07127119600772858, 0.041395362466573715, -0.03016810305416584, -8.94518140197144e-34, 0.026687731966376305, -0.01999923586845398, -0.027273330837488174, 0.00663670152425766, -0.004233069717884064, -0.0114310123026371, -0.0731116458773613, 0.01810830645263195, 0.02897588163614273, 0.06917528063058853, 0.1075654923915863, 0.024076402187347412, -0.006402638740837574, 0.04035248979926109, 0.029643144458532333, -0.09435445815324783, -0.07497608661651611, 0.09987547993659973, -0.0560709610581398, -0.01979304850101471, -0.022990623489022255, -0.014728017151355743, 0.00902157835662365, -0.0650559514760971, 0.057100050151348114, 0.10709080100059509, 0.07705363631248474, 0.02025553584098816, -0.03383498638868332, -0.018235724419355392, -0.052252620458602905, 0.009332302026450634, -0.010885377414524555, -0.04600977897644043, 0.04971855506300926, 0.007828139699995518, -0.005896237213164568, -0.0029478082433342934, 0.05916602909564972, -0.02689872495830059, -0.01564611867070198, 0.035134539008140564, 0.04461492598056793, -0.022120241075754166, 0.0322045236825943, 0.08572359383106232, 0.029427791014313698, -0.007983512245118618, -0.023711232468485832, 0.052005209028720856, -0.02748020924627781, -0.0024583807680755854, 0.01750204525887966, -0.02341872826218605, 0.022677909582853317, -0.007242127321660519, 0.035368915647268295, 0.0013344555627554655, 0.024831773713231087, 0.051388759166002274, 0.04340950399637222, 0.0328703410923481, -0.04111825302243233, -0.05017677694559097, 0.014220387674868107, 0.044049955904483795, -0.013078604824841022, -0.0049825264140963554, 0.026177480816841125, -0.03548559918999672, -0.040693413466215134, -0.04191182181239128, 0.014046862721443176, 0.0443560890853405, 0.05899806693196297, -0.05301818624138832, -0.05247269198298454, 0.0312819667160511, -0.04296834394335747, -0.07494215667247772, -0.006724228151142597, 0.01024850457906723, -0.03451280668377876, 0.005625672172755003, -0.03476099669933319, -0.03634520620107651, 0.0459965318441391, -0.001076541026122868, 0.005882881116122007, 0.024190865457057953, -0.041025422513484955, 0.04015514627099037, -0.02644471637904644, 0.08349609375, -0.042051587253808975, 2.840708946541126e-35, -0.07398373633623123, 0.04109467938542366, -0.0032960365060716867, 0.13311749696731567, 0.01773693412542343, 0.03488021343946457, 0.02480936609208584, -0.015612072311341763, 0.12245699763298035, 0.031764645129442215, 0.02988824062049389, -0.021914254873991013, -0.0801420584321022, -0.04016704484820366, -0.046790897846221924, -0.009256021119654179, -0.05225386470556259, -0.009605268947780132, 0.035060152411460876, 0.03996556997299194, 0.061310917139053345, 0.13922566175460815, -0.022252939641475677, 0.039195459336042404, -0.05008123442530632, -0.007868564687669277, 0.057827066630125046, -0.02744041197001934, -0.024406496435403824, -0.04281138256192207, -0.005960450042039156, -0.07625743746757507, -0.032911937683820724, 0.04709899425506592, -0.03726181015372276, 0.00991113018244505, 0.04357486218214035, -0.16211561858654022, -0.004422836937010288, 0.042882584035396576, 0.014851344749331474, 0.0038133016787469387, -0.052109818905591965, -0.020292839035391808, -0.011510079726576805, -0.014212521724402905, 0.005552011076360941, 0.00645714346319437, -0.014630530960857868, 0.050572045147418976, -0.051258478313684464, -0.0521317683160305, -0.05854055657982826, -0.08179774880409241, -0.03498164191842079, -0.0019526466494426131, 0.06471256166696548, -0.0786018893122673, 0.06309119611978531, 0.029341457411646843, -0.057023875415325165, 0.06777511537075043, -0.008014319464564323, -0.13579612970352173, 0.00482746958732605, 0.006487594451755285, -0.028097577393054962, -0.061505913734436035, 0.05984324589371681, 0.052044473588466644, -0.06722484529018402, 0.0044638728722929955, 0.018869861960411072, -0.051008354872465134, -0.07479693740606308, -0.07446376979351044, 0.04462370276451111, -0.029987240210175514, -0.044555988162755966, -0.047440677881240845, 0.03222832456231117, -0.0111371586099267, -0.02907690592110157, 0.030005212873220444, -0.03956783562898636, 0.14237156510353088, -0.07005293667316437, 0.016473708674311638, -0.003959670662879944, -0.041781142354011536, -0.0529707670211792, -0.015904853120446205, 0.04206636920571327, 0.037214793264865875, -0.06860914826393127, -3.439319584686018e-8, -0.016263538971543312, 0.02763444371521473, 0.04723294824361801, 0.046214956790208817, 0.007142703980207443, -0.021146953105926514, -0.045389410108327866, 0.15841899812221527, -0.04664669185876846, -0.06248431280255318, 0.07354385405778885, -0.026470879092812538, -0.02525508962571621, 0.07247506082057953, 0.05615333095192909, 0.004693169612437487, 0.002130925189703703, 0.08704371750354767, -0.03978097066283226, -0.031095724552869797, 0.05327031388878822, 0.08745303004980087, 0.02761390246450901, -0.0006678630015812814, 0.004025171976536512, -0.009983767755329609, 0.05839451774954796, 0.0122443325817585, -0.027881575748324394, -0.06652487069368362, 0.03852304443717003, 0.035006336867809296, -0.00793060939759016, 0.018555060029029846, 0.052580490708351135, 0.023226194083690643, -0.05352232605218887, -0.0016025507356971502, 0.07100651413202286, 0.12078685313463211, -0.10224585235118866, 0.016648298129439354, 0.04169496148824692, 0.12682999670505524, -0.0031985798850655556, 0.024353904649615288, -0.036411482840776443, -0.04675442725419998, -0.03696340322494507, -0.04641246050596237, 0.017782220616936684, -0.023104120045900345, -0.03866158798336983, -0.03854432702064514, 0.11376219242811203, 0.028833961114287376, 0.04173780232667923, -0.021588783711194992, -0.0725124254822731, 0.07802342623472214, -0.005292169749736786, 0.06248518079519272, -0.08258523046970367, 0.015210778452455997 ]
p
And then on the next slide where you talked about things you would do differently, or the last slide, I guess the areas of improvement you mentioned label hard examples for fine tuning.
[ "blog", "blog/vector-image-search-rag" ]
11,367
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(36)
[ -0.009628329426050186, -0.14075644314289093, 0.03559564799070358, -0.034733690321445465, 0.038427822291851044, 0.03453363478183746, -0.08376077562570572, -0.03840827941894531, 0.00409664586186409, -0.03633629530668259, -0.04306960478425026, 0.03370894119143486, 0.035408347845077515, 0.0634622797369957, 0.0009574247524142265, 0.00426509790122509, 0.005808370187878609, 0.07354429364204407, -0.016196420416235924, 0.08664878457784653, -0.02337907813489437, -0.07474742829799652, 0.0031496677547693253, -0.1585899144411087, 0.07081817090511322, -0.052278488874435425, -0.05894856154918671, 0.0448153056204319, 0.06709698587656021, -0.09545538574457169, 0.03868978098034859, -0.016125764697790146, -0.009295012801885605, 0.047163862735033035, -0.014105554670095444, 0.0427442267537117, -0.021883077919483185, 0.00553770549595356, -0.08464822918176651, 0.006109291687607765, 0.035459790378808975, 0.056498873978853226, -0.04278440400958061, 0.046585336327552795, 0.018617941066622734, -0.09182015806436539, -0.043672800064086914, -0.036983586847782135, -0.01483152061700821, 0.013845892623066902, -0.0036360877566039562, -0.0988638773560524, -0.03593480587005615, 0.023442620411515236, -0.029256893321871758, -0.0424332320690155, 0.012204498052597046, -0.01450358796864748, 0.04747920483350754, 0.05085502937436104, 0.014507901854813099, -0.01378482673317194, 0.05040452629327774, 0.04742094874382019, 0.07452598214149475, 0.009011887945234776, 0.009205831214785576, 0.04695398360490799, -0.026662906631827354, 0.04014701768755913, -0.08039088547229767, -0.002248188713565469, -0.07914597541093826, -0.00978055503219366, -0.0010929545387625694, 0.03890695795416832, -0.008515497669577599, -0.07506421953439713, 0.013343816623091698, -0.04251078516244888, 0.024084318429231644, 0.03256376087665558, 0.0049144974909722805, 0.012063292786478996, 0.044046442955732346, 0.04933866858482361, 0.001114188227802515, -0.005956639535725117, -0.03767182677984238, 0.016909023746848106, -0.008522460237145424, -0.06195254623889923, 0.07358507812023163, 0.05965902656316757, 0.007532788906246424, -0.006064386572688818, -0.0047694905661046505, 0.07454242557287216, -0.0009179054759442806, 0.02717541716992855, -0.07517483085393906, -0.026004359126091003, 0.10045617073774338, -0.0017936588265001774, 0.023801956325769424, -0.08776450902223587, 0.006394844967871904, -0.038899727165699005, -0.102228544652462, -0.1021706759929657, -0.0895347073674202, -0.03585393354296684, 0.03067646361887455, 0.019388830289244652, -0.03030705265700817, -0.016267791390419006, 0.05121435597538948, -0.009635305032134056, 0.059998732060194016, 0.06111724674701691, -0.006403093226253986, 0.019071904942393303, 0.0601070262491703, 0.004196002148091793, 0.00657258415594697, -0.0454784631729126, -0.02692696824669838, -1.3267614638254112e-33, 0.10288549959659576, -0.004153220448642969, -0.003974308725446463, 0.06393227726221085, 0.023704074323177338, -0.023488786071538925, -0.0730033665895462, 0.1270950734615326, -0.04575064405798912, 0.02578050270676613, 0.04683900997042656, -0.026662949472665787, -0.0037544267252087593, 0.10871662199497223, 0.08799538761377335, -0.04129447788000107, -0.05218730866909027, 0.014390978962182999, -0.056515853852033615, 0.009716947562992573, -0.03252718225121498, -0.0066872164607048035, -0.030788367614150047, -0.08485200256109238, -0.0810559093952179, 0.048147402703762054, 0.06460615992546082, -0.055526744574308395, -0.006082713603973389, -0.004825920797884464, -0.09329579770565033, -0.08734926581382751, -0.02336333878338337, 0.01868055947124958, 0.013885710388422012, 0.05484145134687424, 0.05029730126261711, 0.027351412922143936, -0.006638392340391874, -0.01915455050766468, 0.002626884961500764, -0.02469082549214363, -0.019245047122240067, 0.008733054623007774, -0.004778784699738026, 0.06026795879006386, 0.07962951809167862, 0.011654888279736042, -0.07574484497308731, -0.04602759703993797, 0.06152794882655144, 0.07436271756887436, -0.02116783894598484, -0.05593638867139816, 0.04325620085000992, -0.09815488010644913, -0.03694316744804382, 0.00006583099457202479, 0.11115402728319168, -0.024953676387667656, -0.07245645672082901, 0.013556859456002712, 0.00023134969524107873, 0.05913539603352547, -0.03360176086425781, 0.07801350951194763, -0.0015787318116053939, -0.024321865290403366, 0.029105929657816887, -0.005390906240791082, -0.061344392597675323, -0.005277663003653288, -0.06379670649766922, -0.06574767082929611, -0.05118850618600845, -0.0451977364718914, -0.03648485243320465, -0.03843032941222191, 0.037611063569784164, 0.019702447578310966, -0.0646405890583992, 0.0009051256347447634, -0.034515295177698135, -0.025646604597568512, -0.003764053573831916, -0.15869471430778503, 0.07413354516029358, -0.054936960339546204, 0.04615113139152527, -0.012243042699992657, -0.006827550008893013, 0.002598645631223917, -0.037041544914245605, -0.031526025384664536, 0.05301204323768616, 6.95375208583692e-34, -0.030807120725512505, -0.03813113272190094, -0.002515756292268634, 0.07850699126720428, -0.010411745868623257, 0.015221720561385155, 0.05390942841768265, 0.06346011161804199, -0.01812390796840191, 0.03578444942831993, -0.018941383808851242, -0.013265502639114857, -0.014072256162762642, -0.05710233747959137, -0.0069543663412332535, -0.02629304677248001, -0.10535328090190887, 0.05490550026297569, 0.011491453275084496, 0.020661959424614906, -0.0284910686314106, 0.011708828620612621, 0.00606550695374608, 0.05672663077712059, 0.08897646516561508, 0.09840741008520126, 0.024631721898913383, -0.024173177778720856, -0.0310059767216444, -0.026913413777947426, 0.012644476257264614, -0.08687139302492142, -0.10092053562402725, -0.016434358432888985, -0.02286563441157341, 0.015557066537439823, 0.008421201258897781, 0.11791656911373138, -0.028612300753593445, -0.023492127656936646, 0.010027814656496048, 0.0030256619211286306, -0.1439889669418335, 0.006172129884362221, 0.006300680804997683, -0.035672951489686966, 0.009398296475410461, -0.009028525091707706, 0.04171537980437279, 0.017290892079472542, -0.05129663273692131, -0.020698143169283867, -0.01708683930337429, -0.09196561574935913, 0.017058173194527626, -0.031976278871297836, 0.009861518628895283, 0.012881312519311905, 0.048756085336208344, 0.06250935792922974, 0.03202401474118233, -0.07894214987754822, 0.04665625840425491, -0.07823056727647781, 0.04378565028309822, -0.07524627447128296, -0.022991828620433807, 0.05175138637423515, -0.1515003889799118, 0.054186780005693436, -0.0018153359415009618, 0.0016750787617638707, 0.00374607159756124, -0.005677450448274612, 0.11647390574216843, -0.029125891625881195, 0.12732774019241333, 0.036947160959243774, 0.012963742017745972, -0.1394735872745514, 0.013677944429218769, -0.05847396329045296, 0.06365589052438736, 0.0015913094393908978, 0.04590269550681114, 0.08586540073156357, -0.005585493519902229, 0.03892282396554947, 0.025086142122745514, -0.027889324352145195, -0.011852952651679516, 0.08787066489458084, 0.05678996443748474, 0.10827270150184631, 0.06591161340475082, -3.079359700564055e-8, -0.014499407261610031, 0.015825992450118065, 0.0893799215555191, -0.038190849125385284, -0.0649772509932518, 0.005123784299939871, -0.03689860925078392, 0.03606497868895531, -0.019764935597777367, -0.03675427660346031, 0.08742795884609222, -0.015637105330824852, -0.022737711668014526, 0.03288756683468819, 0.04641394689679146, 0.04558012634515762, 0.0024548363871872425, 0.030666431412100792, -0.022713668644428253, 0.030485644936561584, -0.04356502369046211, 0.10628221929073334, 0.09074985235929489, 0.016225971281528473, -0.07827270776033401, -0.003087599528953433, -0.0712004154920578, -0.037808939814567566, 0.04873749241232872, 0.013518420979380608, -0.02182968333363533, 0.039017993956804276, -0.001850817003287375, 0.02858278527855873, -0.019740145653486252, 0.026019999757409096, -0.07370202243328094, -0.02186938002705574, -0.08979253470897675, -0.02325485087931156, 0.05387520790100098, -0.04953041300177574, 0.003887695726007223, 0.007319081109017134, 0.07488851249217987, 0.035399455577135086, 0.07411322742700577, -0.015418125316500664, 0.0007407417870126665, 0.008938788436353207, 0.06141966953873634, -0.06770016252994537, -0.010812371037900448, -0.011623562313616276, 0.08760039508342743, 0.014655881561338902, 0.04593772441148758, 0.04713054746389389, 0.06118066981434822, -0.015203704126179218, -0.01203154306858778, -0.02334715612232685, 0.03371467813849449, 0.029221482574939728 ]
p
And I feel like, yeah, there’s one way of doing it, which is you hand picking the different embeddings that you think are going to be hard.
[ "blog", "blog/vector-image-search-rag" ]
11,368
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(36)
[ 0.02236880548298359, -0.13537722826004028, 0.016449520364403725, -0.013081105425953865, 0.09087131172418594, -0.004265428055077791, -0.13926127552986145, -0.05045703798532486, 0.04967229440808296, -0.061129242181777954, 0.009681045077741146, 0.04114946722984314, 0.045058898627758026, 0.06637178361415863, -0.015304701402783394, -0.008978361263871193, 0.06119373440742493, 0.02448444999754429, 0.008044673129916191, -0.04182726889848709, -0.04791174829006195, -0.019424639642238617, 0.005216722376644611, -0.12474456429481506, 0.06929823756217957, -0.014914394356310368, -0.0656885951757431, 0.011438245885074139, 0.011291655711829662, -0.05341516435146332, 0.0016042437637224793, 0.03344311565160751, -0.06076985225081444, 0.03433573618531227, 0.01110902801156044, 0.046238869428634644, 0.003630886087194085, 0.04012976214289665, -0.12479674071073532, -0.044086214154958725, -0.01667124219238758, 0.06954901665449142, -0.017214683815836906, 0.0015599190955981612, 0.014536977745592594, -0.09542655944824219, -0.0746910497546196, -0.09533371031284332, -0.022325383499264717, 0.0067994436249136925, -0.05243677273392677, -0.08617536723613739, -0.01883571967482567, -0.005167767405509949, 0.013893205672502518, -0.0684775784611702, -0.0015550634125247598, 0.009342554956674576, 0.028352554887533188, 0.04568646848201752, 0.044472575187683105, -0.003932124003767967, 0.03701937198638916, 0.036303963512182236, 0.061126090586185455, 0.03691161423921585, -0.008420425467193127, 0.05080701783299446, -0.011135833337903023, 0.015585911460220814, -0.05564296245574951, 0.016314618289470673, -0.13035991787910461, 0.023551154881715775, -0.0000188434096344281, 0.027287347242236137, 0.006199474446475506, -0.04488841071724892, 0.03221088647842407, -0.08222318440675735, 0.039791304618120193, 0.01535039022564888, -0.018821269273757935, 0.026365214958786964, 0.09925101697444916, 0.027874577790498734, 0.048606205731630325, -0.049570679664611816, -0.06815458089113235, 0.018372945487499237, -0.0018265510443598032, -0.031290337443351746, 0.05648007243871689, 0.0600624680519104, 0.037406742572784424, -0.03769246116280556, 0.029076561331748962, 0.053267963230609894, 0.027485759928822517, 0.06420447677373886, -0.07877201586961746, -0.023789091035723686, 0.09000144153833389, -0.050713904201984406, 0.045424118638038635, -0.042626745998859406, 0.04038126766681671, -0.001388627104461193, -0.05278260260820389, -0.07625643908977509, -0.053662534803152084, -0.032844189554452896, -0.00958964228630066, 0.008982035331428051, 0.04175268113613129, -0.0986945778131485, 0.08391498029232025, 0.008738045580685139, 0.03218477591872215, 0.08663494139909744, -0.031206393614411354, 0.03442324697971344, 0.00759468786418438, 0.0015274409670382738, 0.03729071095585823, -0.008350852876901627, -0.060070596635341644, 7.392807950241179e-34, 0.07494940608739853, -0.07173861563205719, -0.000337714736815542, 0.03135424852371216, 0.06420443952083588, 0.016075383871793747, -0.055895619094371796, 0.15249799191951752, -0.015435230918228626, -0.012635343708097935, 0.009790883399546146, 0.044932082295417786, -0.022551482543349266, 0.09429455548524857, 0.0753009021282196, -0.05387567728757858, -0.050366804003715515, 0.002087439177557826, -0.04815159738063812, 0.0033769647125154734, -0.023850955069065094, -0.05237611010670662, -0.03620833531022072, -0.019747527316212654, -0.027899010106921196, 0.09196969121694565, 0.07976878434419632, -0.03453834727406502, -0.006474718917161226, 0.0019117554184049368, -0.12102709710597992, -0.05988017097115517, 0.009330390021204948, -0.013498183339834213, 0.018969379365444183, 0.06260432302951813, 0.01338715385645628, -0.020003486424684525, -0.001385446754284203, -0.031973253935575485, -0.02234342135488987, -0.03599468991160393, -0.054782699793577194, -0.030655864626169205, 0.017814606428146362, 0.010880691930651665, 0.046643052250146866, -0.036777082830667496, -0.08577759563922882, -0.026759391650557518, 0.03494015708565712, 0.08839761465787888, 0.015115116722881794, 0.008841235190629959, 0.0001514326868345961, -0.06952448189258575, -0.04809778928756714, 0.02596791833639145, 0.10876625776290894, 0.01525791548192501, -0.03797159343957901, 0.028172483667731285, -0.0058891954831779, -0.015077643096446991, -0.012622356414794922, 0.07420056313276291, 0.04310103878378868, 0.00005174707621335983, -0.01239131111651659, 0.08236668258905411, -0.062310200184583664, -0.003027715953066945, -0.040216851979494095, -0.018843915313482285, -0.05764748528599739, -0.07384536415338516, -0.07523483783006668, -0.056321728974580765, 0.030801603570580482, 0.015383210964500904, -0.026020348072052002, -0.06265389919281006, -0.01958075910806656, -0.031639859080314636, 0.008754214271903038, -0.18460431694984436, 0.050742924213409424, -0.06122274324297905, 0.048290133476257324, 0.0189824178814888, -0.04984127730131149, 0.009339749813079834, -0.02375546470284462, 0.006226562429219484, 0.07134132087230682, -2.092720654154418e-33, -0.05346664786338806, -0.023405298590660095, 0.00029932637698948383, 0.06718728691339493, -0.038131341338157654, 0.01732797361910343, 0.024609532207250595, 0.016311170533299446, -0.049973003566265106, 0.012504407204687595, 0.028725046664476395, -0.018520068377256393, 0.05590364709496498, -0.04989252984523773, 0.0090868528932333, -0.007995620369911194, -0.07538051903247833, -0.03719424083828926, 0.0017620123689994216, 0.04703223705291748, -0.015075269155204296, 0.030342133715748787, 0.008661922998726368, 0.06022468954324722, 0.07757342606782913, 0.10625921189785004, -0.023065857589244843, -0.06392259150743484, -0.06209768354892731, -0.05533098056912422, 0.026812853291630745, -0.04062015563249588, -0.042203642427921295, -0.013726264238357544, -0.0030892053619027138, 0.033990636467933655, 0.05832092463970184, 0.04111103713512421, -0.060176778584718704, -0.04833033308386803, 0.030227510258555412, 0.049242209643125534, -0.09267217665910721, 0.014586093835532665, -0.006488149520009756, 0.006044166628271341, -0.03365673869848251, 0.00032493489561602473, 0.03862407058477402, 0.0009340254473499954, -0.05078814923763275, -0.02529221773147583, -0.00013580596714746207, -0.0754152312874794, -0.010077093727886677, -0.03903469070792198, -0.03193959966301918, -0.007308802101761103, 0.004076801706105471, 0.06126207485795021, 0.006652040872722864, -0.06981047987937927, -0.028483478352427483, -0.01812172494828701, 0.030499188229441643, -0.057088520377874374, -0.023641474545001984, 0.07785002142190933, -0.1303478330373764, 0.04630124196410179, 0.0388108491897583, -0.01555907167494297, -0.051746826618909836, -0.061582133173942566, 0.07008055597543716, 0.057223282754421234, 0.092422254383564, 0.005443864967674017, -0.008885843679308891, -0.093471460044384, 0.08163813501596451, -0.04160233959555626, 0.09573342651128769, -0.021843120455741882, 0.012174956500530243, 0.10350637882947922, -0.043713752180337906, 0.04186343401670456, 0.008695104159414768, -0.0021870245691388845, -0.02522263303399086, 0.027991626411676407, -0.0900299996137619, 0.11876286566257477, 0.05138200521469116, -3.513666868570908e-8, -0.04460828751325607, 0.026406848803162575, 0.09612017124891281, -0.08305585384368896, 0.0029678288847208023, -0.024295609444379807, -0.00879655685275793, 0.14878450334072113, -0.03989114612340927, -0.008272336795926094, 0.0535288043320179, -0.046694397926330566, -0.07202980667352676, -0.007444615010172129, 0.07609287649393082, 0.014323697425425053, -0.015699980780482292, -0.006164793390780687, -0.0009148772805929184, 0.003682019654661417, -0.03016287088394165, 0.11653690785169601, 0.06498569250106812, -0.038880448788404465, -0.09865305572748184, 0.0013969425344839692, -0.06765866279602051, 0.0017377565382048488, 0.03748828172683716, -0.03775694966316223, 0.022188562899827957, 0.051320094615221024, 0.04819391295313835, -0.04854302853345871, 0.06690005958080292, 0.06862146407365799, -0.07050792127847672, 0.031190447509288788, -0.07716295123100281, -0.03502648323774338, 0.02735724300146103, 0.008830239064991474, 0.03635019436478615, -0.00745680695399642, 0.08642899990081787, 0.04641450196504593, 0.09072902798652649, -0.007771748583763838, -0.017617618665099144, -0.04546106606721878, -0.004994491580873728, -0.026278696954250336, -0.04400628060102463, 0.022004468366503716, 0.05424853414297104, 0.007064465899020433, 0.014242811128497124, 0.00010767000640043989, 0.02199600078165531, 0.012502281926572323, -0.016001155599951744, -0.04401596263051033, 0.0701630711555481, 0.059892911463975906 ]
p
And then there’s another one where I think there’s tools out there now that can kind of show you where there are different embeddings that aren’t doing so well or that are more edge cases.
[ "blog", "blog/vector-image-search-rag" ]
11,369
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(37)
[ -0.10510893911123276, 0.07039113342761993, -0.018698815256357193, -0.056203048676252365, -0.1056479886174202, 0.02403787150979042, 0.09773488342761993, 0.06037271395325661, 0.06397601962089539, 0.0005112885846756399, 0.07959459722042084, -0.08667410165071487, -0.037009794265031815, -0.03995553031563759, -0.10891783982515335, -0.025151705369353294, -0.01773284375667572, 0.004745901096612215, -0.041231829673051834, -0.06299643963575363, -0.06432630121707916, 0.032766591757535934, -0.021953558549284935, -0.04654613509774208, -0.07245110720396042, -0.020435554906725883, -0.023590687662363052, 0.012213294394314289, 0.0029709471855312586, -0.12191911786794662, 0.08134818822145462, 0.0050417534075677395, 0.0014074533246457577, 0.01537741906940937, 0.005009044427424669, -0.026141876354813576, 0.00924942921847105, -0.06260466575622559, 0.021459901705384254, 0.05732777342200279, -0.059561364352703094, 0.027791708707809448, -0.0991545021533966, -0.004497902002185583, 0.04721449688076973, 0.027799248695373535, -0.040735483169555664, 0.059666965156793594, -0.08761546015739441, -0.018974559381604195, -0.0507596917450428, -0.09825877100229263, -0.012400959618389606, 0.006886686664074659, 0.0008225115016102791, 0.0649341344833374, -0.0035585579462349415, -0.06412279605865479, -0.010954136028885841, -0.031895969063043594, 0.042416442185640335, -0.029634317383170128, -0.08746998757123947, 0.06489629298448563, -0.05226265266537666, 0.033696845173835754, 0.08228420466184616, -0.06574555486440659, -0.03464112803339958, 0.05150991678237915, 0.038734931498765945, -0.09170626848936081, -0.010830458253622055, -0.002325373934581876, -0.005837845616042614, 0.014484760351479053, -0.03384246677160263, -0.06068416312336922, 0.02545558661222458, -0.06703418493270874, 0.039095379412174225, -0.027679093182086945, -0.026664847508072853, -0.012928559444844723, 0.029296832159161568, -0.06707927584648132, -0.0005003309343010187, -0.006187170743942261, 0.045398373156785965, 0.0025880129542201757, -0.1045948714017868, 0.011181074194610119, -0.01695801317691803, 0.05779054015874863, 0.003189328359439969, -0.007901526987552643, 0.055226463824510574, 0.06580863147974014, -0.12805503606796265, 0.11105051636695862, -0.005685062613338232, 0.07049944251775742, 0.006385905668139458, 0.007982766255736351, -0.05606233328580856, -0.0072035654447972775, 0.060918837785720825, -0.08955750614404678, 0.03405483067035675, 0.05858329311013222, -0.10246012359857559, -0.03120705857872963, -0.008435257710516453, -0.11506020277738571, 0.046175483614206314, 0.0058007086627185345, -0.01028070691972971, -0.07164578884840012, 0.00002954891351691913, -0.02639266848564148, 0.021853063255548477, 0.001242555328644812, -0.11838671565055847, 0.05375019088387489, 0.03206609934568405, -0.003484465414658189, 0.0030625304207205772, -2.053118800488192e-33, -0.08782285451889038, 0.01895723305642605, -0.003770922077819705, 0.036677006632089615, 0.06062035635113716, 0.0010502365184947848, -0.06179770454764366, 0.014291591010987759, -0.0320805199444294, 0.016446569934487343, -0.02756471559405327, 0.0338105708360672, -0.0612112395465374, -0.0862906277179718, 0.05940893292427063, 0.04323219880461693, 0.03481370955705643, -0.03194960206747055, 0.0676688402891159, -0.010935824364423752, -0.06025325879454613, 0.01284825336188078, 0.06050654128193855, 0.06328567862510681, 0.012810255400836468, -0.0006681493832729757, 0.06403263658285141, -0.09227994829416275, -0.06959066540002823, 0.01866486854851246, 0.08700487017631531, 0.01429053582251072, 0.014556584879755974, 0.002794713480398059, -0.019571520388126373, -0.07645229995250702, -0.0037621811497956514, 0.049273308366537094, -0.04677453264594078, 0.061531126499176025, 0.014081819914281368, -0.0007785022025927901, -0.03778137266635895, -0.05891895294189453, 0.04934423044323921, -0.010630623437464237, -0.016385147348046303, 0.03690953925251961, 0.06102384626865387, 0.03447481244802475, 0.012354688718914986, -0.013502929359674454, -0.03318420797586441, 0.07305603474378586, 0.013698086142539978, 0.0463358499109745, -0.09250089526176453, 0.055701982229948044, 0.023273764178156853, -0.11439786106348038, 0.0742776021361351, -0.03068559244275093, 0.030689096078276634, -0.061660733073949814, -0.050322555005550385, -0.003538584802299738, -0.004674197174608707, 0.10947345942258835, 0.08355344086885452, 0.0003413496888242662, -0.06481467187404633, -0.03687870502471924, 0.023383857682347298, 0.05130315199494362, -0.07496234774589539, 0.029551591724157333, -0.01595528982579708, 0.01747642643749714, -0.016861161217093468, -0.02225627563893795, -0.01985454000532627, -0.0018020696006715298, 0.04980602487921715, -0.028462618589401245, 0.046372633427381516, -0.012175841256976128, -0.010908426716923714, 0.029818246141076088, 0.05056441202759743, 0.03224954381585121, 0.0061804866418242455, 0.0951685830950737, 0.058641865849494934, -0.049140527844429016, -0.014052554033696651, 1.115642494746736e-33, 0.06740117818117142, -0.018282005563378334, -0.08719644695520401, 0.043082840740680695, 0.03532925248146057, 0.0585513561964035, -0.05324981361627579, 0.0707688108086586, -0.01973075047135353, -0.04027664288878441, -0.01844179444015026, -0.01229721400886774, 0.09886118024587631, -0.0785093680024147, 0.07632629573345184, 0.08719980716705322, 0.03190511465072632, -0.026565328240394592, 0.021093707531690598, 0.025493554770946503, -0.04078951105475426, -0.02318744733929634, -0.03278035670518875, 0.03794354572892189, -0.03996537625789642, 0.07869381457567215, 0.035115715116262436, 0.09063909202814102, 0.0084749860689044, 0.015638047829270363, 0.04333064332604408, 0.021778875961899757, 0.03853142261505127, 0.010861258022487164, -0.04908144474029541, 0.07809057086706161, 0.08483729511499405, 0.11525088548660278, -0.0437156967818737, 0.04839849844574928, 0.036665644496679306, 0.03307563439011574, 0.006069204304367304, 0.053167883306741714, 0.011876555159687996, 0.02254786528646946, -0.02237127535045147, -0.11672782152891159, -0.09300515055656433, -0.044634342193603516, 0.0957835391163826, 0.008619168773293495, -0.06813977658748627, -0.037147700786590576, 0.04129864647984505, 0.10530298948287964, -0.020439982414245605, -0.0666164979338646, -0.027948202565312386, -0.07042305916547775, 0.05790030211210251, 0.03435031324625015, -0.02585621178150177, -0.009241604246199131, 0.04471879452466965, -0.04390207305550575, -0.0795263797044754, 0.04890534654259682, 0.04145907983183861, 0.04111270233988762, 0.05666216090321541, -0.004148951731622219, -0.11703059077262878, -0.0024487837217748165, -0.05741720646619797, -0.01260493416339159, 0.035805944353342056, 0.00878123939037323, -0.014200734905898571, 0.030197374522686005, -0.1666218787431717, 0.03212133049964905, -0.030169552192091942, -0.0013911183923482895, 0.005799727514386177, 0.05539107322692871, 0.003209540620446205, -0.03411221131682396, 0.05093507096171379, -0.006743219215422869, 0.030907148495316505, 0.09253852069377899, -0.022874748334288597, -0.009434741921722889, 0.025838106870651245, -1.605019583905687e-8, 0.06277961283922195, -0.029276495799422264, 0.020581301301717758, 0.06081514433026314, 0.05736846476793289, -0.09485029429197311, 0.011492044664919376, -0.027148613706231117, -0.06981070339679718, 0.06707499921321869, 0.042913150042295456, 0.006824324373155832, -0.0063677518628537655, 0.08095255494117737, 0.023644516244530678, 0.06986509263515472, -0.026630213484168053, 0.060778822749853134, -0.015034354291856289, -0.11050371080636978, -0.05616017431020737, 0.0336686410009861, -0.027720117941498756, -0.03268062695860863, -0.04137709364295006, -0.0020971016492694616, -0.02049768902361393, -0.009556465782225132, -0.026670608669519424, -0.0176338329911232, -0.014006897807121277, 0.0319368876516819, 0.0885550007224083, -0.07789967954158783, -0.009800394997000694, 0.03049883060157299, 0.048592839390039444, -0.010776061564683914, -0.03452195227146149, -0.012733482755720615, 0.02519846148788929, 0.07023893296718597, 0.09614246338605881, 0.0005272452253848314, -0.016089394688606262, 0.00797617994248867, 0.06185244396328926, -0.004348307382315397, 0.02049398422241211, 0.057046521455049515, -0.017961615696549416, -0.041594747453927994, 0.014255145564675331, 0.02523615211248398, 0.0384676493704319, 0.05621611326932907, 0.023666903376579285, -0.005580738186836243, -0.012496821582317352, -0.02212204970419407, 0.05418973043560982, -0.02218795195221901, -0.008519705384969711, -0.015451899729669094 ]
p
Noe Acache:
[ "blog", "blog/vector-image-search-rag" ]
11,370
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(37)
[ -0.04567382484674454, -0.006209224928170443, -0.03623159974813461, -0.009351538494229317, -0.029203180223703384, -0.07600437849760056, -0.024513019248843193, 0.012438365258276463, -0.01570603810250759, 0.036674849689006805, 0.051056087017059326, 0.01841314695775509, -0.003706970252096653, 0.013874608092010021, -0.019409796223044395, -0.014438105747103691, -0.03280443325638771, -0.004437495954334736, 0.023041600361466408, -0.04288847744464874, -0.005499217659235001, 0.03075437620282173, 0.00837935134768486, 0.008576735854148865, -0.0002812981547322124, 0.0208089929074049, -0.039207205176353455, -0.0008935030782595277, 0.049554843455553055, -0.0907159224152565, -0.04448458179831505, 0.0033394554629921913, -0.05774235725402832, -0.01281097624450922, 0.02351093664765358, 0.01030255202203989, 0.045206185430288315, 0.009151488542556763, -0.06045763939619064, -0.10035491734743118, -0.034125205129384995, -0.015592310577630997, 0.06578139960765839, -0.10549023747444153, 0.03865430876612663, -0.03029423952102661, -0.03832526132464409, -0.05009477213025093, -0.0021233304869383574, 0.0035790889523923397, 0.00036582417669706047, -0.08564000576734543, -0.04401287063956261, 0.013970631174743176, 0.049268271774053574, -0.0016319769201800227, -0.002923588966950774, 0.02457711659371853, 0.0670132115483284, 0.03803692013025284, 0.02293875627219677, 0.037217989563941956, -0.14351382851600647, 0.04250922426581383, -0.01616492308676243, 0.009079686366021633, 0.008204947225749493, -0.0719042643904686, -0.05793379619717598, -0.026449518278241158, -0.03101002611219883, -0.037525732070207596, -0.044253308326005936, 0.045814063400030136, 0.07802722603082657, -0.06407063454389572, 0.0012786603765562177, 0.04615544155240059, -0.014123653993010521, -0.06559404730796814, -0.0037663914263248444, 0.02856750227510929, -0.005720685236155987, 0.035566940903663635, 0.023166391998529434, 0.08108591288328171, 0.005335970316082239, 0.002277220133692026, 0.06333927065134048, 0.001383027876727283, 0.00021891179494559765, -0.0034869310911744833, -0.025518106296658516, 0.016164619475603104, -0.004676577169448137, -0.07346741855144501, 0.039760299026966095, 0.02721123956143856, -0.0009371641790494323, 0.041663143783807755, -0.00833650678396225, -0.049917351454496384, 0.01237436942756176, -0.04281734302639961, -0.018560290336608887, 0.013225908391177654, -0.09485702216625214, -0.04154036194086075, -0.012012927792966366, -0.018280718475580215, -0.011712267994880676, -0.03540699928998947, -0.06888798624277115, -0.04004281386733055, 0.023136846721172333, -0.06562230736017227, -0.06668444722890854, 0.016507431864738464, 0.02891746535897255, 0.004860410932451487, -0.010454844683408737, 0.005631679203361273, -0.06977783143520355, -0.039794765412807465, 0.029463041573762894, 0.04780738428235054, 0.028247658163309097, -6.516827539627495e-33, 0.07897370308637619, -0.03657498210668564, -0.04404563084244728, -0.0028112209402024746, -0.005397070199251175, 0.06118031591176987, 0.03154134750366211, 0.057649653404951096, 0.010233803652226925, 0.013316703960299492, -0.015085665509104729, 0.05535294860601425, -0.13822059333324432, 0.05259012430906296, 0.14574187994003296, -0.09350334107875824, 0.029079610481858253, 0.0894152894616127, -0.06831735372543335, -0.04519467428326607, -0.014466231688857079, -0.0062543307431042194, -0.01750817336142063, 0.11440355330705643, 0.13407069444656372, 0.09344153851270676, 0.05914706364274025, 0.02272958494722843, 0.003326778532937169, 0.028513900935649872, -0.06849643588066101, 0.04922081530094147, 0.05667031556367874, 0.004392233677208424, -0.053528062999248505, 0.05925750359892845, -0.029423952102661133, -0.08675698935985565, -0.013409370556473732, 0.015407824888825417, -0.02634880691766739, 0.022252313792705536, -0.05485222488641739, -0.06542951613664627, 0.001534586539492011, -0.03489665314555168, -0.02816057577729225, 0.08339721709489822, -0.04910878464579582, 0.04019809886813164, -0.05337674170732498, 0.07165978103876114, 0.1071028932929039, 0.013877482153475285, -0.0365549735724926, 0.018608788028359413, 0.04141940176486969, 0.02064533159136772, 0.07361572980880737, 0.08159398287534714, -0.05453130230307579, 0.13923750817775726, 0.006949310656636953, 0.015015268698334694, 0.09815720468759537, 0.04075217992067337, 0.08455776423215866, 0.026251625269651413, 0.01746140979230404, -0.005169128067791462, -0.12901994585990906, -0.04852287843823433, 0.024350065737962723, -0.043181754648685455, -0.020069533959031105, -0.005623334553092718, 0.017338741570711136, 0.012051992118358612, -0.02594769559800625, -0.036078862845897675, -0.10075274854898453, 0.025331225246191025, -0.03425667807459831, -0.033149607479572296, -0.01814972795546055, -0.03710830584168434, 0.0060695456340909, -0.012886090204119682, 0.05209832638502121, -0.0506439208984375, -0.13707923889160156, -0.02819899097084999, -0.047075700014829636, 0.03482077270746231, -0.05588197335600853, 3.369644555418322e-33, -0.06356371939182281, -0.06581202894449234, 0.007414086256176233, 0.10349176824092865, 0.02412542700767517, 0.025196289643645287, -0.0035787911619991064, -0.12004369497299194, -0.02625947631895542, -0.012251555919647217, 0.022574735805392265, -0.005829938687384129, 0.012303787283599377, 0.00780258234590292, 0.13760511577129364, -0.0009266547276638448, -0.048069633543491364, -0.050186894834041595, 0.006155496463179588, -0.014250233769416809, 0.017241500318050385, 0.040515121072530746, -0.0040620542131364346, -0.014523806050419807, -0.012821442447602749, -0.037286948412656784, -0.013553730212152004, -0.04519161209464073, -0.04005179926753044, 0.04471748694777489, 0.008100148290395737, -0.022713808342814445, 0.008721287362277508, 0.008149655535817146, -0.042799629271030426, -0.03552800789475441, 0.059745609760284424, 0.06578370183706284, 0.02170042134821415, -0.040988739579916, 0.040143322199583054, 0.05768127366900444, -0.040878891944885254, 0.06484085321426392, -0.08396840840578079, 0.013116391375660896, -0.039383307099342346, 0.060290127992630005, -0.015341105870902538, 0.0574011504650116, 0.0321311391890049, 0.013023334555327892, 0.02818390168249607, -0.09781722724437714, -0.05762704461812973, 0.005628520157188177, 0.0014036024222150445, -0.07441174238920212, -0.019952142611145973, 0.03309013321995735, 0.018427401781082153, -0.03517957404255867, 0.013630512170493603, 0.059391748160123825, 0.028536148369312286, 0.04314268007874489, 0.0993991419672966, 0.0095173055306077, -0.08716389536857605, -0.011823204346001148, 0.1502545177936554, 0.04816674813628197, 0.11030937731266022, -0.10113145411014557, 0.027968211099505424, -0.03257688134908676, -0.03193627670407295, -0.021242519840598106, -0.02447468414902687, -0.058583926409482956, 0.15668509900569916, -0.04384930804371834, 0.09705096483230591, 0.07560291141271591, -0.0628294050693512, 0.01027268823236227, -0.04972680285573006, 0.01921372301876545, 0.027157649397850037, 0.026347922161221504, -0.05466848239302635, 0.003950498998165131, 0.040936343371868134, 0.07765976339578629, -0.04718470200896263, -2.0799229005774578e-8, 0.043880075216293335, 0.038704801350831985, 0.02646053396165371, -0.021713580936193466, -0.00674403877928853, 0.02410884201526642, -0.008401710540056229, 0.15242163836956024, -0.011141604743897915, 0.018148671835660934, 0.08292297273874283, -0.07190164923667908, -0.03478069230914116, 0.04031743109226227, 0.05212657153606415, 0.01179866399616003, 0.036322999745607376, 0.021885979920625687, -0.048863694071769714, -0.11849810183048248, 0.05030384287238121, 0.01700500212609768, 0.13434679806232452, 0.013956338167190552, -0.024193521589040756, -0.021615197882056236, -0.09427379816770554, 0.02667071670293808, 0.04973365366458893, 0.08540239930152893, -0.020015154033899307, 0.029145171865820885, 0.060120560228824615, -0.007061525247991085, 0.13302147388458252, -0.010252448730170727, -0.08235594630241394, 0.04887739568948746, -0.010716102086007595, 0.02030673436820507, 0.013526205904781818, -0.037417665123939514, -0.008236115798354149, 0.02835494466125965, -0.035598427057266235, -0.010430306196212769, -0.05308804661035538, -0.0655006468296051, -0.026500103995203972, -0.02085576392710209, -0.058237168937921524, 0.03239141404628754, 0.001378547982312739, 0.007945618592202663, 0.02112671174108982, 0.03240543231368065, 0.04593891650438309, -0.07678242027759552, -0.003513387870043516, 0.013209788128733635, -0.003205748274922371, -0.006664006505161524, 0.07338070869445801, 0.0394730344414711 ]
p
Which tools are you talking about?
[ "blog", "blog/vector-image-search-rag" ]
11,371
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(38)
[ -0.09869501739740372, 0.06445261836051941, -0.0700313150882721, -0.021951276808977127, -0.025799725204706192, -0.04739833623170853, 0.1027933657169342, 0.09392203390598297, 0.09250365197658539, 0.0175621435046196, -0.001431716256774962, -0.06628168374300003, 0.00997555535286665, 0.04084043577313423, -0.023436948657035828, 0.02193133346736431, -0.08380930870771408, 0.010890294797718525, 0.008056210353970528, 0.03600181266665459, -0.07469882816076279, -0.04406357184052467, -0.05317161977291107, 0.053817734122276306, 0.028376733884215355, 0.0441967211663723, 0.04563260078430176, 0.0783819630742073, -0.05284513533115387, -0.12470140308141708, -0.013663770630955696, 0.053681109100580215, 0.006437600590288639, -0.025773905217647552, -0.05461622774600983, 0.02577187493443489, 0.037272293120622635, -0.06510455161333084, -0.01074416097253561, 0.01698511280119419, -0.039764516055583954, -0.05816584825515747, -0.02496187388896942, 0.08176800608634949, -0.055112071335315704, 0.020101023837924004, -0.049150921404361725, 0.0759289339184761, 0.04562726244330406, 0.02599106729030609, -0.010781076736748219, -0.010713095776736736, 0.018745381385087967, 0.07102734595537186, 0.0301591195166111, 0.06500247120857239, 0.011868458241224289, 0.06955843418836594, -0.0031935235019773245, -0.023440580815076828, 0.01802426017820835, -0.006550197023898363, -0.11181875318288803, 0.06289980560541153, -0.12136226892471313, 0.07479490339756012, -0.016750579699873924, 0.10715030878782272, -0.11238621920347214, 0.05682803690433502, 0.06656726449728012, 0.01926642470061779, 0.02973317727446556, -0.03360893949866295, -0.02554907277226448, 0.060154352337121964, 0.018376193940639496, -0.04604634270071983, 0.020263930782675743, -0.12687644362449646, 0.002458849921822548, -0.03579200059175491, -0.03206489980220795, 0.03367315232753754, 0.023283345624804497, 0.05621597543358803, 0.0014669898664578795, -0.013457235880196095, 0.03449198603630066, 0.02068439871072769, -0.059169452637434006, -0.0028591579757630825, 0.04693371057510376, -0.04356779158115387, -0.005430850200355053, 0.03288966417312622, 0.039160143584012985, -0.012247654609382153, -0.05817965045571327, 0.09600836783647537, 0.07269304245710373, 0.014088505879044533, -0.0026913629844784737, 0.05103950574994087, -0.02591816522181034, 0.03281301259994507, 0.012838955968618393, -0.0027253921143710613, 0.04642999544739723, -0.004236888140439987, -0.11008544266223907, -0.03991355374455452, -0.014665079303085804, 0.06358248740434647, -0.058387454599142075, 0.0261994618922472, 0.040949027985334396, -0.0007408967358060181, 0.0015834076330065727, -0.1477653533220291, 0.052422262728214264, -0.010157499462366104, -0.010255670174956322, -0.10429255664348602, -0.019700849428772926, 0.01017587911337614, 0.03032734803855419, -2.469148659105262e-33, 0.04332903400063515, -0.0014220488956198096, 0.003109969198703766, 0.07754788547754288, -0.04434176906943321, -0.011516893282532692, -0.07696138322353363, 0.018074242398142815, -0.12933316826820374, 0.05766649171710014, -0.11362898349761963, -0.004035167396068573, -0.04915134236216545, 0.06196114420890808, 0.059740256518125534, 0.001251240842975676, 0.0682704895734787, -0.02649570070207119, -0.05915464460849762, 0.01046012993901968, -0.06209607422351837, 0.054173536598682404, 0.004129149951040745, -0.04346412047743797, -0.015585025772452354, 0.029828710481524467, 0.037983238697052, -0.03967173770070076, -0.05615121126174927, 0.03715750202536583, -0.031192203983664513, 0.022007521241903305, -0.04122935235500336, 0.032883912324905396, -0.03813037648797035, 0.07928156107664108, -0.0098976856097579, -0.03919278457760811, 0.01701829582452774, -0.07046516984701157, 0.04310959577560425, -0.015674889087677002, -0.03931455314159393, -0.05465143918991089, 0.032776400446891785, 0.015812816098332405, 0.09699387103319168, -0.010807611979544163, 0.0424911230802536, 0.02183443494141102, -0.056417517364025116, 0.002320091938599944, -0.014405675232410431, -0.020415449514985085, 0.04643961414694786, -0.0003100441535934806, -0.05521947517991066, 0.003807120956480503, 0.02748117968440056, -0.0008295975276269019, 0.09412902593612671, -0.03346388041973114, 0.030267048627138138, -0.05754387006163597, -0.010203806683421135, 0.02648661471903324, -0.08983998000621796, 0.03774019330739975, 0.06628251820802689, -0.058238133788108826, -0.016386479139328003, -0.03445636108517647, 0.023623831570148468, 0.07921960949897766, 0.00024155549181159586, 0.03765605017542839, 0.03864917531609535, 0.07694759964942932, 0.044542133808135986, 0.0000860311629367061, -0.013908579014241695, -0.044860370457172394, -0.018490679562091827, -0.023750776425004005, 0.06265094876289368, 0.11122915893793106, 0.04140381142497063, -0.012242548167705536, -0.053887881338596344, 0.05046786367893219, -0.12348563969135284, -0.01198814157396555, -0.005988596938550472, -0.10063864290714264, -0.08008942008018494, 1.1758635295168426e-33, -0.07119251042604446, 0.004404006060212851, -0.0287241842597723, -0.041186973452568054, -0.018925584852695465, -0.028237096965312958, 0.011980891227722168, 0.11584872752428055, -0.0438716821372509, -0.04069336876273155, -0.039646048098802567, 0.017816197127103806, 0.05841432884335518, -0.07456950843334198, -0.0427648089826107, 0.04096408560872078, 0.014821847900748253, -0.15885894000530243, 0.04295935481786728, -0.0333525650203228, -0.004574186634272337, 0.05085420981049538, -0.012918512336909771, -0.020511161535978317, -0.03264577314257622, 0.01787138730287552, 0.05980182811617851, 0.07179588079452515, -0.04101962596178055, -0.009527124464511871, -0.020912181586027145, -0.007447311654686928, -0.025272667407989502, -0.018068840727210045, 0.04966430738568306, -0.005093737039715052, 0.0714421272277832, 0.05822918191552162, -0.04918225482106209, -0.03959174081683159, -0.0444076843559742, -0.05827545374631882, 0.002822481794282794, 0.10191022604703903, 0.0758720338344574, -0.013169093988835812, -0.12389588356018066, 0.00004185879879514687, -0.004942903760820627, 0.0054290806874632835, -0.002005157060921192, 0.017842251807451248, -0.07795773446559906, 0.12609265744686127, 0.015397503040730953, -0.07920987159013748, -0.06219116225838661, 0.018062317743897438, 0.01708262972533703, -0.0467103011906147, -0.0222731102257967, 0.030889276415109634, -0.12362468242645264, 0.030252641066908836, 0.12619911134243011, 0.05297687277197838, -0.05905282497406006, 0.00044052506564185023, 0.03387283533811569, 0.0005049623432569206, 0.11555565893650055, -0.017287801951169968, -0.06853249669075012, -0.026086140424013138, -0.033106882125139236, -0.061545480042696, -0.03679010272026062, 0.040142081677913666, 0.045407261699438095, 0.03055298700928688, -0.009508936665952206, -0.01065406110137701, -0.04798166826367378, -0.026597056537866592, -0.05169916898012161, 0.013731725513935089, 0.06893304735422134, -0.007634959649294615, 0.0023887299466878176, 0.002192156622186303, 0.0019659684039652348, 0.04173200950026512, 0.015577824786305428, 0.033626411110162735, 0.019854877144098282, -1.591187270832961e-8, 0.0082797696813941, 0.053819313645362854, -0.04405272752046585, -0.001609634724445641, -0.027799835428595543, -0.05584322661161423, -0.053420282900333405, 0.030252819880843163, 0.058500032871961594, 0.04822934418916702, 0.05338044837117195, 0.049398135393857956, 0.10141182690858841, 0.009943531826138496, 0.018266618251800537, 0.0019932729192078114, 0.03814907371997833, 0.09880122542381287, -0.01604943908751011, 0.0037959900218993425, 0.04487485811114311, 0.019351523369550705, -0.011365141719579697, 0.022335076704621315, 0.03149593994021416, -0.02783278562128544, -0.06984730809926987, -0.07011651992797852, 0.03432229161262512, 0.00007333100802497938, 0.04100913181900978, 0.07423259317874908, 0.030323341488838196, -0.04863908886909485, 0.05612184852361679, 0.006293061655014753, -0.12822642922401428, 0.015131622552871704, 0.052704181522130966, -0.059367381036281586, 0.02154228463768959, -0.028998946771025658, 0.020838545635342598, -0.0027341307140886784, -0.06431449204683304, -0.04161455109715462, 0.031826797872781754, 0.04527342692017555, -0.031868062913417816, -0.0060237497091293335, -0.051676537841558456, 0.014574969187378883, 0.04470844566822052, 0.006309406831860542, 0.07947362959384918, -0.01605699397623539, 0.0589464008808136, 0.054612550884485245, -0.03254062309861183, 0.03357728198170662, 0.052944667637348175, -0.009778291918337345, 0.0006944375927560031, 0.009491273202002048 ]
p
Demetrios:
[ "blog", "blog/vector-image-search-rag" ]
11,372
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(38)
[ -0.09701435267925262, -0.1218329668045044, -0.04166015237569809, -0.04563629627227783, 0.026422947645187378, -0.024697599932551384, -0.02278098650276661, -0.02548753097653389, 0.025092635303735733, -0.009466632269322872, 0.015860365703701973, 0.030814658850431442, 0.0074543128721416, 0.033831991255283356, -0.04272043704986572, 0.06590268760919571, 0.056814052164554596, 0.07402367889881134, 0.02211017720401287, 0.00330680632032454, 0.007897638715803623, -0.052788447588682175, 0.005604831036180258, -0.06285364925861359, 0.049843478947877884, 0.031820375472307205, 0.015168778598308563, 0.015668371692299843, 0.03705602511763573, -0.08967616409063339, 0.029322190210223198, 0.01254133228212595, 0.01949671283364296, -0.01203253772109747, 0.022016651928424835, 0.010150710120797157, -0.018971042707562447, -0.01933285780251026, -0.12564261257648468, -0.015190191566944122, -0.01291766855865717, 0.03984628617763519, -0.00883832573890686, 0.053137730807065964, 0.02214467152953148, 0.00892296340316534, -0.05579564720392227, -0.10328312963247299, 0.006070430856198072, 0.033855486661195755, -0.03691403195261955, -0.13314975798130035, -0.03432340919971466, 0.0027435659430921078, -0.0023078967351466417, -0.028880959376692772, 0.010093485936522484, -0.002700217766687274, 0.025602981448173523, 0.015279978513717651, 0.0912507176399231, -0.031563255935907364, 0.035382866859436035, 0.050694745033979416, 0.038142409175634384, 0.011881710030138493, -0.05697241798043251, 0.07449657469987869, 0.0032409310806542635, -0.0902550145983696, -0.05461837723851204, -0.0011218547588214278, -0.04033622145652771, -0.03878869116306305, 0.03687761723995209, 0.0024021572899073362, 0.013194497674703598, -0.053367480635643005, -0.036751218140125275, -0.042731188237667084, 0.04259785637259483, 0.07605691254138947, -0.06924746930599213, 0.01509804930537939, -0.0673186331987381, 0.06243816018104553, -0.0281357541680336, 0.017292939126491547, -0.017935801297426224, -0.027559638023376465, -0.038755785673856735, -0.05522548407316208, -0.05037027224898338, 0.03759288042783737, -0.07351388782262802, -0.06023299694061279, 0.020229579880833626, -0.009540562517940998, 0.032142724841833115, 0.014972263015806675, 0.014916458167135715, -0.015404762700200081, 0.06853941828012466, 0.00434643030166626, -0.014779842458665371, -0.07826622575521469, 0.04788215085864067, -0.028273465111851692, 0.031401004642248154, 0.016330525279045105, -0.06326664239168167, -0.025892844423651695, -0.039757534861564636, -0.01802283525466919, 0.015027387998998165, -0.02690316177904606, 0.025413192808628082, 0.03494451940059662, 0.12578251957893372, 0.03166218847036362, 0.03657492250204086, -0.0039419252425432205, 0.03336126729846001, -0.06077812612056732, 0.009527124464511871, 0.018548233434557915, -0.0902160182595253, -3.3308062220671536e-33, 0.05216418206691742, 0.0036828466691076756, 0.007562841288745403, 0.07884585112333298, 0.11011112481355667, -0.06260041892528534, -0.02343047969043255, 0.08736477792263031, -0.06106186285614967, 0.054398201406002045, -0.03072567656636238, 0.027049457654356956, 0.013977427035570145, 0.12494389712810516, -0.00022539400379173458, -0.11852550506591797, -0.08807018399238586, 0.020832743495702744, -0.004466930404305458, 0.013708062469959259, -0.014420222491025925, 0.05677834525704384, 0.02586442604660988, -0.005857104901224375, 0.000593287986703217, 0.039774391800165176, -0.021404217928647995, -0.008916335180401802, 0.06135690212249756, 0.018433867022395134, -0.06915222853422165, 0.005853572860360146, -0.04576835408806801, -0.06885429471731186, 0.06938222795724869, 0.08370178192853928, -0.05889361724257469, -0.09304016828536987, -0.06940451264381409, 0.061865873634815216, -0.026424916461110115, -0.033245645463466644, -0.015092609450221062, -0.010144884698092937, -0.05720515176653862, -0.00730993552133441, 0.0643317922949791, -0.04060978814959526, 0.004515062086284161, -0.010596457868814468, 0.004007265437394381, 0.034675996750593185, -0.06691614538431168, -0.061323776841163635, -0.04001251980662346, -0.037092313170433044, -0.018121417611837387, 0.00024230676353909075, 0.05419078469276428, 0.02371663972735405, -0.1031390056014061, -0.01354821864515543, -0.02085067145526409, 0.028912845999002457, -0.026884857565164566, 0.05516883730888367, 0.07374298572540283, -0.020269649103283882, 0.043377652764320374, 0.09445682913064957, -0.11732708662748337, -0.008129486814141273, 0.024145247414708138, 0.01245372649282217, 0.012130026705563068, -0.01563737541437149, -0.07594620436429977, -0.021841876208782196, -0.05226215720176697, -0.006816325709223747, -0.06679201871156693, -0.07498180866241455, -0.012449308298528194, -0.00852003414183855, -0.07527346163988113, -0.10282843559980392, 0.06302545964717865, -0.05254870653152466, 0.030109163373708725, -0.09421415627002716, -0.07286897301673889, 0.011637380346655846, -0.013670327141880989, -0.0003407607728149742, 0.0026330752298235893, 1.877621351001263e-33, -0.01418888010084629, -0.04593856260180473, -0.06590790301561356, 0.004947856068611145, 0.006966288201510906, 0.011255932971835136, 0.011141102761030197, 0.0803447738289833, -0.0031538677867501974, -0.02689235471189022, -0.006272433791309595, 0.02841508574783802, 0.10092869400978088, 0.039541132748126984, 0.023396844044327736, 0.017350060865283012, -0.01692850887775421, -0.09045351296663284, -0.029731381684541702, -0.027411824092268944, 0.02819448709487915, 0.0063940840773284435, -0.015401409938931465, -0.0799284279346466, 0.06752468645572662, 0.0963098481297493, 0.04922287166118622, -0.021541453897953033, 0.054432183504104614, 0.08663160353899002, -0.019163498654961586, -0.07027075439691544, -0.0001777794532245025, 0.016273312270641327, -0.033338695764541626, 0.05047563090920448, 0.10067391395568848, -0.007261001504957676, -0.07464662194252014, -0.12019781768321991, -0.017160333693027496, 0.03961680456995964, -0.010378261096775532, 0.023282259702682495, -0.057549554854631424, 0.0456523634493351, -0.08091557770967484, 0.08725599199533463, 0.007072376552969217, -0.001569915795698762, -0.02799958363175392, 0.02469942532479763, -0.036895982921123505, -0.07191518694162369, 0.05904091149568558, -0.07639069110155106, -0.04852570220828056, -0.020726462826132774, 0.07357372343540192, 0.07175740599632263, 0.03776875510811806, -0.03728017210960388, -0.042898692190647125, -0.04071028530597687, -0.03646570071578026, 0.013527934439480305, -0.011152896098792553, -0.025973903015255928, -0.0734020471572876, 0.05160663276910782, 0.05156175047159195, 0.024885909631848335, -0.018757198005914688, -0.029159005731344223, -0.017307283356785774, -0.02294064871966839, 0.10644123703241348, 0.048092328011989594, 0.016454191878437996, -0.053123217076063156, 0.09565417468547821, -0.069417305290699, 0.07541768997907639, 0.11521093547344208, 0.09081245213747025, 0.10792265087366104, -0.03543498367071152, 0.10254862159490585, -0.00866279099136591, 0.0056008230894804, 0.024825867265462875, 0.09523038566112518, -0.04148269444704056, 0.12433326244354248, 0.010357752442359924, -3.239959411871496e-8, 0.002546084113419056, 0.01352287083864212, 0.0873478576540947, -0.07495762407779694, -0.07396823167800903, -0.04875989630818367, 0.028406549245119095, 0.07190687954425812, -0.014371708035469055, 0.005618696566671133, 0.022205941379070282, -0.05772443860769272, -0.017753444612026215, 0.01676974818110466, 0.11431558430194855, 0.05285222455859184, -0.005219154059886932, 0.05530579015612602, -0.011687159538269043, 0.014011259190738201, -0.058474376797676086, 0.08146776258945465, 0.0827895849943161, -0.07302247732877731, 0.0063014100305736065, 0.08615777641534805, -0.004823905881494284, -0.015274418517947197, 0.060499340295791626, -0.05385920777916908, 0.02308717556297779, 0.08869057893753052, 0.06586316227912903, -0.0638422966003418, 0.00530591793358326, 0.0771307721734047, -0.06976433098316193, -0.010823867283761501, -0.021048802882432938, 0.0016770438523963094, -0.018907101824879646, -0.011993976309895515, 0.07507511228322983, -0.004640953149646521, 0.035509321838617325, 0.05794908106327057, 0.031763672828674316, -0.048334404826164246, 0.024744851514697075, -0.044312361627817154, -0.05769952014088631, -0.03317461907863617, -0.02010020799934864, 0.05928967520594597, 0.07419662922620773, 0.08527237176895142, -0.04220538213849068, 0.011568400077521801, 0.05401461943984032, 0.02588496543467045, -0.010725844651460648, 0.003660854185000062, 0.01369741465896368, 0.05515406280755997 ]
p
I don’t remember the names, but I definitely have seen demos online about how it’ll give you a 3d space and you can kind of explore the different embeddings and explore what’s going on I.
[ "blog", "blog/vector-image-search-rag" ]
11,373
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(39)
[ -0.10510893911123276, 0.07039113342761993, -0.018698815256357193, -0.056203048676252365, -0.1056479886174202, 0.02403787150979042, 0.09773488342761993, 0.06037271395325661, 0.06397601962089539, 0.0005112885846756399, 0.07959459722042084, -0.08667410165071487, -0.037009794265031815, -0.03995553031563759, -0.10891783982515335, -0.025151705369353294, -0.01773284375667572, 0.004745901096612215, -0.041231829673051834, -0.06299643963575363, -0.06432630121707916, 0.032766591757535934, -0.021953558549284935, -0.04654613509774208, -0.07245110720396042, -0.020435554906725883, -0.023590687662363052, 0.012213294394314289, 0.0029709471855312586, -0.12191911786794662, 0.08134818822145462, 0.0050417534075677395, 0.0014074533246457577, 0.01537741906940937, 0.005009044427424669, -0.026141876354813576, 0.00924942921847105, -0.06260466575622559, 0.021459901705384254, 0.05732777342200279, -0.059561364352703094, 0.027791708707809448, -0.0991545021533966, -0.004497902002185583, 0.04721449688076973, 0.027799248695373535, -0.040735483169555664, 0.059666965156793594, -0.08761546015739441, -0.018974559381604195, -0.0507596917450428, -0.09825877100229263, -0.012400959618389606, 0.006886686664074659, 0.0008225115016102791, 0.0649341344833374, -0.0035585579462349415, -0.06412279605865479, -0.010954136028885841, -0.031895969063043594, 0.042416442185640335, -0.029634317383170128, -0.08746998757123947, 0.06489629298448563, -0.05226265266537666, 0.033696845173835754, 0.08228420466184616, -0.06574555486440659, -0.03464112803339958, 0.05150991678237915, 0.038734931498765945, -0.09170626848936081, -0.010830458253622055, -0.002325373934581876, -0.005837845616042614, 0.014484760351479053, -0.03384246677160263, -0.06068416312336922, 0.02545558661222458, -0.06703418493270874, 0.039095379412174225, -0.027679093182086945, -0.026664847508072853, -0.012928559444844723, 0.029296832159161568, -0.06707927584648132, -0.0005003309343010187, -0.006187170743942261, 0.045398373156785965, 0.0025880129542201757, -0.1045948714017868, 0.011181074194610119, -0.01695801317691803, 0.05779054015874863, 0.003189328359439969, -0.007901526987552643, 0.055226463824510574, 0.06580863147974014, -0.12805503606796265, 0.11105051636695862, -0.005685062613338232, 0.07049944251775742, 0.006385905668139458, 0.007982766255736351, -0.05606233328580856, -0.0072035654447972775, 0.060918837785720825, -0.08955750614404678, 0.03405483067035675, 0.05858329311013222, -0.10246012359857559, -0.03120705857872963, -0.008435257710516453, -0.11506020277738571, 0.046175483614206314, 0.0058007086627185345, -0.01028070691972971, -0.07164578884840012, 0.00002954891351691913, -0.02639266848564148, 0.021853063255548477, 0.001242555328644812, -0.11838671565055847, 0.05375019088387489, 0.03206609934568405, -0.003484465414658189, 0.0030625304207205772, -2.053118800488192e-33, -0.08782285451889038, 0.01895723305642605, -0.003770922077819705, 0.036677006632089615, 0.06062035635113716, 0.0010502365184947848, -0.06179770454764366, 0.014291591010987759, -0.0320805199444294, 0.016446569934487343, -0.02756471559405327, 0.0338105708360672, -0.0612112395465374, -0.0862906277179718, 0.05940893292427063, 0.04323219880461693, 0.03481370955705643, -0.03194960206747055, 0.0676688402891159, -0.010935824364423752, -0.06025325879454613, 0.01284825336188078, 0.06050654128193855, 0.06328567862510681, 0.012810255400836468, -0.0006681493832729757, 0.06403263658285141, -0.09227994829416275, -0.06959066540002823, 0.01866486854851246, 0.08700487017631531, 0.01429053582251072, 0.014556584879755974, 0.002794713480398059, -0.019571520388126373, -0.07645229995250702, -0.0037621811497956514, 0.049273308366537094, -0.04677453264594078, 0.061531126499176025, 0.014081819914281368, -0.0007785022025927901, -0.03778137266635895, -0.05891895294189453, 0.04934423044323921, -0.010630623437464237, -0.016385147348046303, 0.03690953925251961, 0.06102384626865387, 0.03447481244802475, 0.012354688718914986, -0.013502929359674454, -0.03318420797586441, 0.07305603474378586, 0.013698086142539978, 0.0463358499109745, -0.09250089526176453, 0.055701982229948044, 0.023273764178156853, -0.11439786106348038, 0.0742776021361351, -0.03068559244275093, 0.030689096078276634, -0.061660733073949814, -0.050322555005550385, -0.003538584802299738, -0.004674197174608707, 0.10947345942258835, 0.08355344086885452, 0.0003413496888242662, -0.06481467187404633, -0.03687870502471924, 0.023383857682347298, 0.05130315199494362, -0.07496234774589539, 0.029551591724157333, -0.01595528982579708, 0.01747642643749714, -0.016861161217093468, -0.02225627563893795, -0.01985454000532627, -0.0018020696006715298, 0.04980602487921715, -0.028462618589401245, 0.046372633427381516, -0.012175841256976128, -0.010908426716923714, 0.029818246141076088, 0.05056441202759743, 0.03224954381585121, 0.0061804866418242455, 0.0951685830950737, 0.058641865849494934, -0.049140527844429016, -0.014052554033696651, 1.115642494746736e-33, 0.06740117818117142, -0.018282005563378334, -0.08719644695520401, 0.043082840740680695, 0.03532925248146057, 0.0585513561964035, -0.05324981361627579, 0.0707688108086586, -0.01973075047135353, -0.04027664288878441, -0.01844179444015026, -0.01229721400886774, 0.09886118024587631, -0.0785093680024147, 0.07632629573345184, 0.08719980716705322, 0.03190511465072632, -0.026565328240394592, 0.021093707531690598, 0.025493554770946503, -0.04078951105475426, -0.02318744733929634, -0.03278035670518875, 0.03794354572892189, -0.03996537625789642, 0.07869381457567215, 0.035115715116262436, 0.09063909202814102, 0.0084749860689044, 0.015638047829270363, 0.04333064332604408, 0.021778875961899757, 0.03853142261505127, 0.010861258022487164, -0.04908144474029541, 0.07809057086706161, 0.08483729511499405, 0.11525088548660278, -0.0437156967818737, 0.04839849844574928, 0.036665644496679306, 0.03307563439011574, 0.006069204304367304, 0.053167883306741714, 0.011876555159687996, 0.02254786528646946, -0.02237127535045147, -0.11672782152891159, -0.09300515055656433, -0.044634342193603516, 0.0957835391163826, 0.008619168773293495, -0.06813977658748627, -0.037147700786590576, 0.04129864647984505, 0.10530298948287964, -0.020439982414245605, -0.0666164979338646, -0.027948202565312386, -0.07042305916547775, 0.05790030211210251, 0.03435031324625015, -0.02585621178150177, -0.009241604246199131, 0.04471879452466965, -0.04390207305550575, -0.0795263797044754, 0.04890534654259682, 0.04145907983183861, 0.04111270233988762, 0.05666216090321541, -0.004148951731622219, -0.11703059077262878, -0.0024487837217748165, -0.05741720646619797, -0.01260493416339159, 0.035805944353342056, 0.00878123939037323, -0.014200734905898571, 0.030197374522686005, -0.1666218787431717, 0.03212133049964905, -0.030169552192091942, -0.0013911183923482895, 0.005799727514386177, 0.05539107322692871, 0.003209540620446205, -0.03411221131682396, 0.05093507096171379, -0.006743219215422869, 0.030907148495316505, 0.09253852069377899, -0.022874748334288597, -0.009434741921722889, 0.025838106870651245, -1.605019583905687e-8, 0.06277961283922195, -0.029276495799422264, 0.020581301301717758, 0.06081514433026314, 0.05736846476793289, -0.09485029429197311, 0.011492044664919376, -0.027148613706231117, -0.06981070339679718, 0.06707499921321869, 0.042913150042295456, 0.006824324373155832, -0.0063677518628537655, 0.08095255494117737, 0.023644516244530678, 0.06986509263515472, -0.026630213484168053, 0.060778822749853134, -0.015034354291856289, -0.11050371080636978, -0.05616017431020737, 0.0336686410009861, -0.027720117941498756, -0.03268062695860863, -0.04137709364295006, -0.0020971016492694616, -0.02049768902361393, -0.009556465782225132, -0.026670608669519424, -0.0176338329911232, -0.014006897807121277, 0.0319368876516819, 0.0885550007224083, -0.07789967954158783, -0.009800394997000694, 0.03049883060157299, 0.048592839390039444, -0.010776061564683914, -0.03452195227146149, -0.012733482755720615, 0.02519846148788929, 0.07023893296718597, 0.09614246338605881, 0.0005272452253848314, -0.016089394688606262, 0.00797617994248867, 0.06185244396328926, -0.004348307382315397, 0.02049398422241211, 0.057046521455049515, -0.017961615696549416, -0.041594747453927994, 0.014255145564675331, 0.02523615211248398, 0.0384676493704319, 0.05621611326932907, 0.023666903376579285, -0.005580738186836243, -0.012496821582317352, -0.02212204970419407, 0.05418973043560982, -0.02218795195221901, -0.008519705384969711, -0.015451899729669094 ]
p
Noe Acache:
[ "blog", "blog/vector-image-search-rag" ]
11,374
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(39)
[ 0.10572179406881332, -0.021568503230810165, 0.023919234052300453, 0.031268779188394547, -0.02612205781042576, 0.006884458940476179, 0.034013837575912476, -0.018763292580842972, -0.04359570890665054, 0.05513647571206093, 0.055432017892599106, -0.009339281357824802, 0.0011111998464912176, 0.030303237959742546, -0.011084705591201782, 0.008482701145112514, 0.09034158289432526, -0.0690249502658844, 0.026530243456363678, 0.04207256808876991, -0.013165218755602837, -0.04971668869256973, -0.04632655158638954, 0.005375879351049662, 0.010332941077649593, 0.018746064975857735, -0.00833364948630333, 0.06657302379608154, 0.08934010565280914, -0.11800039559602737, 0.12765833735466003, 0.026602523401379585, 0.054458294063806534, 0.06405925005674362, -0.039305511862039566, 0.010103638283908367, 0.014277400448918343, 0.023907026275992393, 0.02683999016880989, -0.018587499856948853, 0.01854407787322998, 0.01786661334335804, 0.010819217190146446, -0.014525733888149261, -0.04124671593308449, -0.0354619137942791, -0.05539904534816742, -0.04542193561792374, -0.022896213456988335, -0.09916947782039642, 0.03626786172389984, -0.04175259917974472, -0.05469625070691109, 0.04108250513672829, 0.007673147600144148, 0.09757556021213531, -0.08953788131475449, 0.04379270598292351, 0.06591566652059555, 0.06154913082718849, 0.03093409538269043, -0.04875677824020386, -0.09927400201559067, -0.002014675410464406, 0.0036595838610082865, 0.00225720158778131, -0.05840131267905235, 0.004694869741797447, -0.030199740082025528, 0.0062393988482654095, 0.021752623841166496, 0.004520241171121597, 0.0034880030434578657, 0.0488477423787117, 0.03976432606577873, -0.04038895294070244, -0.028667092323303223, 0.03343003988265991, 0.04900280758738518, 0.028185531497001648, -0.018953897058963776, -0.05060216039419174, -0.043802566826343536, 0.018196651712059975, 0.06341081857681274, -0.04196534678339958, -0.0015432166401296854, -0.0322667732834816, 0.08545233309268951, 0.033914972096681595, -0.0711878091096878, -0.06163610890507698, 0.051138561218976974, 0.021648118272423744, -0.04745972901582718, -0.023517724126577377, 0.018935449421405792, -0.021160153672099113, -0.1119716688990593, 0.0857948362827301, -0.0259039718657732, 0.05431399121880531, -0.03098502941429615, 0.06496099382638931, -0.008534585125744343, -0.020567305386066437, 0.009786214679479599, 0.010569464415311813, 0.04788399860262871, -0.10196204483509064, -0.09655744582414627, 0.07064388692378998, -0.0342496894299984, 0.04110271856188774, 0.029996922239661217, 0.060012273490428925, 0.03766419738531113, 0.0015429541235789657, -0.0768032819032669, 0.0717218890786171, 0.05169922113418579, 0.05483326315879822, -0.057479336857795715, 0.02979077212512493, -0.06311715394258499, -0.0648491159081459, -0.006733669899404049, -3.108195877354229e-33, 0.0825585126876831, -0.04422079026699066, 0.07106894254684448, 0.06315048784017563, -0.016205454245209694, -0.010234675370156765, -0.03794737532734871, -0.041760556399822235, 0.003792064031586051, 0.0859796479344368, 0.02862393669784069, -0.056778158992528915, -0.005014265421777964, 0.09027528017759323, 0.014446325600147247, 0.0408400222659111, -0.1107698529958725, 0.08678668737411499, -0.04944640025496483, -0.037329256534576416, 0.05656419321894646, 0.037923939526081085, 0.0008809451246634126, -0.019156383350491524, 0.03887194022536278, 0.05503563582897186, 0.03792573884129524, 0.07745491713285446, 0.10435065627098083, 0.05959352105855942, 0.035484544932842255, 0.028212949633598328, -0.029231101274490356, 0.021688776090741158, 0.01431393250823021, 0.048204999417066574, 0.007544332649558783, -0.014237843453884125, -0.0007473574951291084, 0.05596037209033966, -0.04194703325629234, 0.001108755124732852, -0.046007752418518066, 0.02800378017127514, -0.04884423688054085, -0.008675449527800083, -0.014427603222429752, -0.049878016114234924, -0.011537951417267323, 0.0927312970161438, -0.02366212010383606, 0.054232075810432434, -0.01502562128007412, -0.07582125812768936, -0.05639449506998062, 0.04092985764145851, -0.0027058867271989584, -0.09554701298475266, 0.08343827724456787, -0.0009912208188325167, -0.020622845739126205, 0.09736984223127365, -0.04555239528417587, -0.011225559748709202, -0.03213338181376457, -0.03563768044114113, -0.037218328565359116, 0.04248638451099396, -0.05644391104578972, 0.011900026351213455, 0.0005663412157446146, -0.029000479727983475, -0.015663128346204758, -0.008831807412207127, -0.07026734203100204, -0.04103720188140869, 0.04744405299425125, 0.0007509689312428236, 0.02278716117143631, 0.056532010436058044, -0.024295033887028694, -0.0019694440998136997, 0.017601698637008667, -0.04819274693727493, 0.03539204224944115, -0.0076024956069886684, 0.13860270380973816, -0.03631613776087761, -0.04387219250202179, -0.06610594689846039, -0.07531718164682388, -0.04164290800690651, -0.028891250491142273, 0.00961326714605093, -0.05015803501009941, 2.00356675448424e-33, -0.04171612858772278, -0.02363813854753971, -0.0013624081620946527, 0.1337289810180664, 0.0806901827454567, 0.018034735694527626, -0.029996676370501518, 0.007180053740739822, -0.00042437491356395185, 0.07332349568605423, 0.0018012645887210965, -0.02758248709142208, -0.042720235884189606, 0.09587836265563965, -0.011434281244874, 0.046060219407081604, 0.06687000393867493, -0.027010951191186905, 0.028101757168769836, 0.008042143657803535, -0.042303089052438736, -0.0017991566564887762, -0.07113461196422577, 0.07517857849597931, -0.0695674791932106, -0.012937474064528942, 0.05747837573289871, 0.0413857139647007, -0.06444098800420761, 0.04003828018903732, 0.09181113541126251, -0.09391408413648605, -0.011014332994818687, 0.015444989316165447, -0.03839138150215149, 0.022857850417494774, 0.0051580979488790035, 0.04055085778236389, -0.003400455228984356, -0.06914439797401428, 0.03599795326590538, -0.03451225161552429, -0.12462899088859558, -0.006353761535137892, -0.020358745008707047, -0.03369899466633797, 0.038395099341869354, 0.030278082937002182, 0.051081929355859756, 0.008891528472304344, 0.05424201861023903, 0.013920939527451992, 0.07391751557588577, -0.04443126916885376, -0.06554026156663895, 0.009288878180086613, 0.021896447986364365, -0.02729201689362526, -0.025567717850208282, -0.0059684389270842075, 0.04541482403874397, -0.06379099935293198, 0.02526557631790638, -0.07846121490001678, 0.030825022608041763, -0.03323248028755188, -0.05967635661363602, -0.03538366034626961, 0.04001417011022568, -0.029785161837935448, -0.01284846756607294, -0.06081897020339966, -0.09416671097278595, -0.1037791445851326, -0.018119266256690025, -0.011448235251009464, 0.009225897490978241, -0.02591954916715622, 0.007229751441627741, -0.10703790187835693, -0.06850871443748474, -0.059860602021217346, -0.0823594480752945, 0.11978494375944138, 0.034557320177555084, 0.04357355833053589, 0.03720699995756149, -0.10199262201786041, -0.040212102234363556, -0.029611272737383842, -0.06757864356040955, -0.035480670630931854, -0.016557708382606506, -0.003861206118017435, -0.0469093881547451, -3.2031298502488426e-8, -0.0790952518582344, 0.0010694927768781781, 0.0778556764125824, -0.06503798067569733, 0.039881691336631775, 0.09437344968318939, -0.11000097543001175, 0.03733765333890915, 0.013538112863898277, 0.04418816417455673, -0.03887418285012245, 0.04408463463187218, 0.055101118981838226, 0.034249719232320786, -0.035428546369075775, 0.09385658800601959, -0.017901703715324402, 0.048881854861974716, -0.040873996913433075, 0.05822610855102539, 0.018803924322128296, -0.0012054579565301538, 0.030626999214291573, 0.01761794276535511, -0.05353380739688873, 0.011738680303096771, -0.028546657413244247, 0.03116026520729065, 0.04413076117634773, 0.07158168405294418, -0.0020228251814842224, -0.03383870795369148, 0.06437373161315918, -0.08900568634271622, 0.09621702134609222, 0.08553321659564972, -0.00889706239104271, -0.08374106138944626, -0.005992733407765627, 0.024749645963311195, -0.008322056382894516, -0.015936188399791718, 0.09378919005393982, 0.11946388334035873, 0.00009669551945989951, -0.029787616804242134, -0.05143553018569946, -0.0653049647808075, -0.04474150016903877, -0.02563784085214138, 0.04558679461479187, 0.03621992841362953, 0.05742967873811722, -0.030018791556358337, 0.10374468564987183, -0.02263420633971691, -0.015407060272991657, 0.02923755533993244, 0.007551906164735556, -0.008573345839977264, 0.0843852087855339, 0.013498932123184204, 0.09429997205734253, 0.03661971911787987 ]
p
Know exactly what you’re talking about.
[ "blog", "blog/vector-image-search-rag" ]
11,375
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(39)
[ -0.002957746386528015, -0.13299496471881866, -0.07116290926933289, -0.01617939956486225, 0.009977485053241253, 0.055224668234586716, -0.0966653823852539, -0.010050701908767223, -0.045524053275585175, -0.07006838917732239, -0.02408299408853054, 0.07945993542671204, -0.04608858749270439, 0.11528937518596649, -0.03019385226070881, 0.018899254500865936, 0.02478022500872612, 0.1384464055299759, 0.028353232890367508, 0.005262503866106272, -0.033818893134593964, -0.019823897629976273, 0.007855883799493313, -0.0917009711265564, 0.061694663017988205, 0.005698644556105137, 0.04438279569149017, -0.02731408178806305, 0.048818185925483704, 0.00031731283525004983, 0.06434217095375061, -0.0017358909826725721, -0.0014188751811161637, 0.03638913854956627, -0.05631238594651222, 0.04015813767910004, -0.050906404852867126, 0.03214149549603462, -0.08568747341632843, -0.05808797478675842, -0.0187933761626482, 0.09599123150110245, 0.009613859467208385, 0.05031326040625572, 0.04242579638957977, -0.01716974750161171, -0.03274307772517204, -0.0517699271440506, 0.04947701841592789, 0.0514838770031929, -0.04313259199261665, -0.09075282514095306, -0.0828506126999855, -0.014410440810024738, -0.041054826229810715, -0.02086126245558262, 0.020237376913428307, -0.09007477760314941, 0.011936189606785774, -0.03656282648444176, 0.028971951454877853, 0.026505539193749428, 0.04434610903263092, 0.01650812290608883, 0.020959176123142242, 0.10385841876268387, 0.02140774019062519, 0.11180649697780609, 0.01260659284889698, -0.017441144213080406, -0.06777112931013107, -0.03078857809305191, -0.09564858675003052, 0.04677554592490196, -0.011986137367784977, 0.035290345549583435, 0.03987015038728714, -0.03649386018514633, 0.060502149164676666, -0.019316550344228745, -0.046154383569955826, 0.02599102444946766, 0.049725133925676346, 0.0183365847915411, 0.09282615780830383, 0.0011815492762252688, 0.044106245040893555, 0.01273177657276392, -0.022251859307289124, -0.03453535586595535, 0.05123437941074371, -0.013765779323875904, 0.0665537491440773, 0.022646451368927956, 0.006521144416183233, -0.006134750321507454, 0.024675440043210983, 0.01627652905881405, -0.0015327505534514785, 0.03204743191599846, -0.04068710654973984, -0.07736314833164215, 0.02762085571885109, 0.017422353848814964, -0.041329894214868546, -0.002859659492969513, 0.03606898710131645, -0.030948679894208908, -0.06276655197143555, -0.07152613997459412, -0.04919879138469696, -0.01261975895613432, -0.023579265922307968, -0.03284662961959839, 0.028515813872218132, -0.025435369461774826, 0.03521755710244179, 0.025169119238853455, 0.10536959767341614, 0.03792008385062218, -0.006153388414531946, 0.02363097481429577, 0.00017400489014107734, 0.06066364422440529, 0.0444699190557003, 0.005285049322992563, -0.07858934998512268, 1.886890307628489e-33, 0.028758179396390915, 0.003937954548746347, 0.011037739925086498, 0.020448878407478333, 0.05538833513855934, -0.02353237196803093, -0.023598656058311462, 0.03925424814224243, 0.008034373633563519, 0.010224991478025913, -0.08631885796785355, 0.044865455478429794, 0.025166690349578857, 0.093601755797863, 0.0057712215930223465, -0.08423858880996704, -0.03509608283638954, 0.04027821123600006, -0.008222986944019794, 0.01708269491791725, -0.07097232341766357, -0.02975345589220524, 0.01963575929403305, -0.00627665501087904, 0.025214269757270813, 0.031863100826740265, 0.0221408661454916, -0.02203097753226757, -0.02216164954006672, -0.0075415982864797115, -0.08513780683279037, -0.11651241034269333, -0.08385993540287018, -0.03526122123003006, -0.0022076908499002457, 0.011433368548750877, 0.0008547037141397595, -0.021315913647413254, -0.0062798867002129555, -0.02189858816564083, -0.004415945149958134, -0.052882060408592224, 0.0018931981176137924, -0.06715203076601028, -0.07889742404222488, 0.031971242278814316, 0.0005970366182737052, 0.02426896244287491, -0.006431176792830229, -0.12110267579555511, 0.03518928214907646, 0.0038913730531930923, -0.03271377459168434, -0.040107112377882004, 0.01013602688908577, -0.06062902882695198, -0.006555641070008278, 0.04905097186565399, 0.13465633988380432, 0.012273665517568588, -0.05999616160988808, 0.04385342448949814, 0.06915751099586487, 0.012383684515953064, -0.06825599819421768, 0.007802834268659353, -0.03699411824345589, 0.011451161466538906, 0.02201652340590954, 0.024833964183926582, -0.05458837375044823, 0.04216288402676582, 0.01801811344921589, -0.024578794836997986, -0.12121157348155975, -0.008438646793365479, -0.03637642413377762, -0.093510203063488, -0.00014436848869081587, 0.022370584309101105, -0.07578088343143463, -0.06308002024888992, 0.05002153292298317, -0.06443746387958527, 0.02468940056860447, -0.11273615062236786, 0.02526424080133438, -0.09894336014986038, 0.00526662589982152, -0.065819151699543, -0.07376106828451157, -0.018840685486793518, 0.017000669613480568, 0.002522408962249756, 0.0066339848563075066, -1.476299957284353e-33, -0.020511988550424576, -0.028587181121110916, -0.015936631709337234, 0.10726410150527954, -0.001301371376030147, 0.009308737702667713, 0.02700805477797985, 0.04582380875945091, -0.016129791736602783, 0.02823447994887829, -0.028584443032741547, 0.02936282567679882, 0.010513680055737495, -0.05613839626312256, 0.02385076694190502, 0.025764059275388718, -0.061607107520103455, 0.023000424727797508, -0.004825675394386053, -0.04394446685910225, -0.07784032076597214, 0.039367228746414185, -0.011703884229063988, 0.007547826040536165, 0.028746116906404495, 0.0818227007985115, -0.004148958250880241, -0.026231257244944572, -0.03693403676152229, 0.0221355389803648, -0.02206989750266075, -0.04014013335108757, -0.02024277299642563, -0.028806103393435478, -0.018742607906460762, 0.06229011341929436, 0.10275830328464508, 0.05859852582216263, -0.035164088010787964, -0.0004679628473240882, 0.0054402737878263, 0.0803915485739708, -0.051385167986154556, 0.0342077873647213, -0.02488451637327671, 0.022124527022242546, -0.07542065531015396, 0.07958376407623291, 0.0008721813792362809, 0.012498252093791962, -0.04979388043284416, -0.040310539305210114, -0.0010676765814423561, -0.09420936554670334, -0.06144963577389717, -0.026633048430085182, 0.042381979525089264, -0.052195947617292404, 0.06152284890413284, 0.029220493510365486, -0.07239531725645065, -0.1407208889722824, 0.0044764019548892975, -0.0742935836315155, 0.05352155491709709, -0.0466771274805069, -0.04051170498132706, 0.0025079846382141113, -0.06348899751901627, 0.049157608300447464, 0.059907086193561554, 0.05876460671424866, 0.0012677405029535294, 0.09617727249860764, 0.04011109843850136, -0.008911453187465668, 0.1105029284954071, 0.06034379079937935, 0.09077838063240051, -0.05016489326953888, 0.07661305367946625, -0.05442360043525696, 0.06193738430738449, 0.05232665315270424, 0.07496826350688934, 0.09580329805612564, -0.019827837124466896, 0.05873434245586395, 0.0744614526629448, 0.002086017746478319, -0.06822819262742996, 0.018577100709080696, 0.03381171450018883, 0.09222985059022903, 0.0204081479460001, -1.826981943509054e-8, -0.052820004522800446, -0.01862434111535549, 0.09363141655921936, -0.009085316210985184, -0.13024841248989105, -0.002208170248195529, 0.05318740755319595, 0.01555306650698185, -0.035619743168354034, -0.05253239721059799, 0.027793176472187042, -0.06615330278873444, -0.09127773344516754, 0.018938450142741203, 0.02288130111992359, 0.08918294310569763, 0.004229527432471514, 0.05699197202920914, -0.03277420625090599, 0.01794583909213543, 0.05842918902635574, 0.08346877992153168, 0.05071697384119034, 0.1149655282497406, -0.01902267150580883, -0.03361530229449272, -0.01382155530154705, 0.04796917736530304, 0.08956942707300186, -0.026141567155718803, -0.025235401466488838, -0.00030075511313043535, 0.05388546362519264, -0.04543740674853325, 0.07324077188968658, 0.09528080374002457, 0.007544022984802723, -0.06969878077507019, -0.07548569142818451, 0.022491339594125748, -0.06533601135015488, -0.010439334437251091, -0.0011711264960467815, -0.051811497658491135, 0.14076489210128784, 0.0018914776155725121, 0.05886282026767731, -0.012372798286378384, 0.0007202285341918468, 0.009800990112125874, 0.04908161982893944, -0.02596510387957096, -0.06574097275733948, 0.0311073437333107, -0.005091992672532797, -0.005815031938254833, -0.008525419048964977, 0.012547658756375313, 0.057008881121873856, -0.0021664511878043413, -0.07592204213142395, 0.052979547530412674, 0.010133451782166958, -0.007546220440417528 ]
p
So tensorboard embeddings is a good tool for that.
[ "blog", "blog/vector-image-search-rag" ]
11,376
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(39)
[ -0.023951441049575806, -0.00023518959642387927, -0.0012688805582001805, -0.040521156042814255, 0.05170196667313576, -0.05751998350024223, -0.07207628339529037, -0.0015429197810590267, -0.010317309759557247, 0.02274429053068161, -0.005442761816084385, 0.0660191997885704, 0.0342261977493763, -0.024196583777666092, 0.05268239602446556, -0.01995842345058918, 0.07602246105670929, 0.08980955928564072, 0.014472064562141895, 0.03636950999498367, -0.018672507256269455, -0.03442946821451187, 0.059609752148389816, -0.0638563334941864, 0.05019475892186165, 0.022622941061854362, -0.0021373832132667303, 0.0181665550917387, 0.03796836733818054, -0.06008933484554291, 0.00244104559533298, 0.047102198004722595, 0.1024523377418518, -0.023404592648148537, 0.018165212124586105, -0.041553910821676254, 0.018759602680802345, 0.005218143109232187, 0.024620328098535538, -0.004740601405501366, -0.0039027638267725706, -0.03521159291267395, -0.02628447115421295, 0.05595378205180168, 0.014770317822694778, 0.0005941412528045475, 0.0026444036047905684, -0.04107692092657089, 0.01652306132018566, 0.01852402277290821, 0.1231047660112381, -0.08038914948701859, -0.030610136687755585, -0.09819585829973221, -0.002794683910906315, 0.007192592602223158, 0.040793776512145996, -0.018223458901047707, 0.013948914594948292, 0.043064847588539124, -0.031337495893239975, 0.03669026866555214, -0.0852728858590126, 0.07742703706026077, 0.08584875613451004, 0.07382284104824066, 0.008984510786831379, -0.0035401927307248116, 0.05398416891694069, 0.013297369703650475, 0.01998876966536045, -0.018450085073709488, -0.02725527063012123, -0.017556067556142807, 0.001515113515779376, -0.04541051387786865, -0.02691250666975975, -0.07262111455202103, 0.03730320185422897, 0.02620728500187397, 0.04328435659408569, -0.060410596430301666, -0.08411680907011032, 0.011006182990968227, -0.030904928222298622, 0.028973812237381935, 0.04544643312692642, 0.05529408156871796, 0.06694032996892929, -0.04858529567718506, -0.07802857458591461, 0.022987600415945053, -0.025254996493458748, 0.04585011303424835, -0.12316183745861053, -0.02170572429895401, 0.019582100212574005, -0.031929392367601395, -0.005369298160076141, 0.0998263955116272, 0.043351877480745316, -0.038861628621816635, -0.06616254895925522, -0.008466376923024654, -0.051748089492321014, -0.07998543977737427, -0.0010931469732895494, 0.04018949717283249, -0.009400371462106705, 0.01781718246638775, 0.0012838029069826007, 0.00015728331345599145, 0.025918858125805855, 0.03686961159110069, 0.08001916110515594, 0.0817844346165657, 0.0015353234484791756, 0.0316433310508728, 0.05825304239988327, -0.07561908662319183, 0.07832443714141846, 0.021859314292669296, 0.0077612935565412045, -0.015575730241835117, 0.012964418157935143, -0.011103820987045765, -0.0613834485411644, -8.02511683079505e-33, 0.03938443213701248, -0.00972016155719757, 0.028586871922016144, 0.002507005352526903, 0.10902906209230423, -0.03998010978102684, -0.01050610188394785, 0.016858870163559914, -0.10757144540548325, 0.035820357501506805, 0.07057367265224457, -0.038914214819669724, -0.023498324677348137, 0.0293436199426651, -0.011358526535332203, -0.060296766459941864, -0.015821322798728943, 0.0169652309268713, -0.08416202664375305, 0.010496833361685276, 0.03217411786317825, -0.07130314409732819, -0.027570471167564392, -0.04769643023610115, -0.019858883693814278, 0.10683920234441757, -0.03353112190961838, 0.018152907490730286, 0.19428591430187225, 0.02773813158273697, -0.08989856392145157, 0.008836980909109116, -0.030343476682901382, 0.021051570773124695, 0.010550920851528645, 0.009402711875736713, 0.026623694226145744, -0.051428619772195816, -0.04867049306631088, 0.02066062018275261, -0.09419328719377518, -0.012200131081044674, -0.028080930933356285, 0.0068371170200407505, 0.016856040805578232, -0.074090875685215, 0.06558338552713394, -0.05855674669146538, 0.014552918262779713, 0.06764408200979233, 0.003642074530944228, 0.11028023064136505, -0.0034163270611315966, 0.0008396346820518374, -0.019577017053961754, -0.019779525697231293, 0.04070468619465828, -0.09700470417737961, 0.02434987761080265, 0.021290410310029984, -0.06343299895524979, -0.043021462857723236, -0.0005689151585102081, 0.04928496107459068, -0.03530431166291237, -0.0020331174600869417, -0.03056037612259388, -0.05176442489027977, -0.03344094008207321, -0.07968313992023468, -0.10070899873971939, -0.08122818171977997, -0.09856168925762177, -0.070499949157238, -0.052611369639635086, -0.046225886791944504, 0.032244447618722916, 0.07834267616271973, -0.03166339546442032, -0.04781653359532356, 0.01555914618074894, -0.059630025178194046, -0.11050307005643845, 0.004744718782603741, 0.15975351631641388, -0.0453331395983696, 0.019683687016367912, -0.07450515776872635, -0.06254236400127411, -0.059761323034763336, -0.08976782113313675, 0.044818080961704254, -0.05104736611247063, -0.01965763233602047, 0.05468336120247841, 6.7084816079535e-33, 0.051299139857292175, -0.04063751548528671, -0.09678669273853302, 0.010321696288883686, -0.00632341206073761, 0.011126373894512653, 0.04821392521262169, 0.04612530767917633, -0.011240635998547077, 0.026507657021284103, -0.014306182973086834, 0.027455491945147514, 0.04673987627029419, -0.011638909578323364, 0.01570296287536621, 0.013395816087722778, 0.008672947995364666, -0.029501406475901604, 0.0077741811983287334, 0.06990280747413635, -0.0018641256028786302, 0.02901957742869854, 0.10049828886985779, -0.019662322476506233, 0.011814611032605171, -0.023970002308487892, 0.008726895786821842, 0.08399510383605957, 0.06050754338502884, 0.005784296430647373, 0.08906563371419907, -0.05768214166164398, -0.13433265686035156, 0.01564561016857624, 0.03178630396723747, 0.011183960363268852, 0.057877518236637115, -0.03903523087501526, 0.02701827511191368, -0.036237932741642, -0.001822658465243876, -0.04682637006044388, -0.04136541858315468, 0.042527053505182266, 0.03297481685876846, -0.004664464388042688, 0.007912478409707546, -0.08750759810209274, 0.029402591288089752, 0.08277545124292374, -0.022232070565223694, 0.013318524695932865, 0.019320625811815262, -0.06340283155441284, 0.025625208392739296, -0.05223146453499794, 0.04561680182814598, 0.036347657442092896, 0.07895354926586151, 0.0021915072575211525, -0.019618425518274307, -0.012064824812114239, 0.010846775025129318, -0.1288800835609436, 0.0030318598728626966, 0.014250422827899456, -0.01571693643927574, 0.09113483875989914, -0.0013584325788542628, 0.015658725053071976, -0.015989892184734344, 0.042483892291784286, -0.03813612088561058, 0.0070189135149121284, 0.08856239914894104, -0.043232511729002, 0.0284124668687582, 0.05771801248192787, -0.006681642960757017, -0.0380302332341671, 0.03517753630876541, 0.008723391219973564, 0.061398737132549286, -0.027933171018958092, 0.035227566957473755, 0.07650665938854218, 0.007136174477636814, -0.00489151431247592, 0.018079206347465515, 0.0014216072158887982, -0.015451837331056595, 0.09855799376964569, 0.08880273997783661, 0.03349614888429642, -0.017755350098013878, -1.953034534096787e-8, -0.07265710830688477, 0.04537810757756233, 0.1013907790184021, 0.01029445230960846, -0.017862819135189056, -0.03803005442023277, 0.03740309551358223, -0.11587706953287125, -0.00016710562340449542, -0.06694304198026657, 0.05061311647295952, -0.043948397040367126, -0.03178940340876579, 0.10420791804790497, -0.0011464182753115892, 0.04104432463645935, -0.024827085435390472, 0.014156046323478222, -0.03065846674144268, 0.048636727035045624, -0.030346086248755455, 0.12458855658769608, -0.0013919072225689888, -0.13185423612594604, 0.005283544771373272, 0.010670771822333336, 0.015053045935928822, -0.005305721424520016, -0.02887948974967003, 0.011668972671031952, 0.04090182110667229, -0.027273820713162422, -0.04631859436631203, 0.032158225774765015, -0.057485006749629974, -0.0008426877902820706, -0.017254339531064034, 0.038084495812654495, 0.010215586982667446, -0.012180563993752003, 0.021776536479592323, 0.0913926437497139, -0.0735003724694252, 0.03313826769590378, 0.036651626229286194, -0.011877150274813175, 0.0307349544018507, -0.15479137003421783, 0.04047299548983574, -0.014777325093746185, 0.03731365129351616, 0.021860284730792046, 0.02297922968864441, 0.052105605602264404, 0.13307350873947144, 0.07789155095815659, 0.018571652472019196, 0.06101967394351959, -0.03728397563099861, 0.08843496441841125, 0.030250197276473045, -0.032633375376462936, -0.003985793329775333, -0.022666534408926964 ]
p
I could actually demo it afterwards.
[ "blog", "blog/vector-image-search-rag" ]
11,377
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(40)
[ -0.09869501739740372, 0.06445261836051941, -0.0700313150882721, -0.021951276808977127, -0.025799725204706192, -0.04739833623170853, 0.1027933657169342, 0.09392203390598297, 0.09250365197658539, 0.0175621435046196, -0.001431716256774962, -0.06628168374300003, 0.00997555535286665, 0.04084043577313423, -0.023436948657035828, 0.02193133346736431, -0.08380930870771408, 0.010890294797718525, 0.008056210353970528, 0.03600181266665459, -0.07469882816076279, -0.04406357184052467, -0.05317161977291107, 0.053817734122276306, 0.028376733884215355, 0.0441967211663723, 0.04563260078430176, 0.0783819630742073, -0.05284513533115387, -0.12470140308141708, -0.013663770630955696, 0.053681109100580215, 0.006437600590288639, -0.025773905217647552, -0.05461622774600983, 0.02577187493443489, 0.037272293120622635, -0.06510455161333084, -0.01074416097253561, 0.01698511280119419, -0.039764516055583954, -0.05816584825515747, -0.02496187388896942, 0.08176800608634949, -0.055112071335315704, 0.020101023837924004, -0.049150921404361725, 0.0759289339184761, 0.04562726244330406, 0.02599106729030609, -0.010781076736748219, -0.010713095776736736, 0.018745381385087967, 0.07102734595537186, 0.0301591195166111, 0.06500247120857239, 0.011868458241224289, 0.06955843418836594, -0.0031935235019773245, -0.023440580815076828, 0.01802426017820835, -0.006550197023898363, -0.11181875318288803, 0.06289980560541153, -0.12136226892471313, 0.07479490339756012, -0.016750579699873924, 0.10715030878782272, -0.11238621920347214, 0.05682803690433502, 0.06656726449728012, 0.01926642470061779, 0.02973317727446556, -0.03360893949866295, -0.02554907277226448, 0.060154352337121964, 0.018376193940639496, -0.04604634270071983, 0.020263930782675743, -0.12687644362449646, 0.002458849921822548, -0.03579200059175491, -0.03206489980220795, 0.03367315232753754, 0.023283345624804497, 0.05621597543358803, 0.0014669898664578795, -0.013457235880196095, 0.03449198603630066, 0.02068439871072769, -0.059169452637434006, -0.0028591579757630825, 0.04693371057510376, -0.04356779158115387, -0.005430850200355053, 0.03288966417312622, 0.039160143584012985, -0.012247654609382153, -0.05817965045571327, 0.09600836783647537, 0.07269304245710373, 0.014088505879044533, -0.0026913629844784737, 0.05103950574994087, -0.02591816522181034, 0.03281301259994507, 0.012838955968618393, -0.0027253921143710613, 0.04642999544739723, -0.004236888140439987, -0.11008544266223907, -0.03991355374455452, -0.014665079303085804, 0.06358248740434647, -0.058387454599142075, 0.0261994618922472, 0.040949027985334396, -0.0007408967358060181, 0.0015834076330065727, -0.1477653533220291, 0.052422262728214264, -0.010157499462366104, -0.010255670174956322, -0.10429255664348602, -0.019700849428772926, 0.01017587911337614, 0.03032734803855419, -2.469148659105262e-33, 0.04332903400063515, -0.0014220488956198096, 0.003109969198703766, 0.07754788547754288, -0.04434176906943321, -0.011516893282532692, -0.07696138322353363, 0.018074242398142815, -0.12933316826820374, 0.05766649171710014, -0.11362898349761963, -0.004035167396068573, -0.04915134236216545, 0.06196114420890808, 0.059740256518125534, 0.001251240842975676, 0.0682704895734787, -0.02649570070207119, -0.05915464460849762, 0.01046012993901968, -0.06209607422351837, 0.054173536598682404, 0.004129149951040745, -0.04346412047743797, -0.015585025772452354, 0.029828710481524467, 0.037983238697052, -0.03967173770070076, -0.05615121126174927, 0.03715750202536583, -0.031192203983664513, 0.022007521241903305, -0.04122935235500336, 0.032883912324905396, -0.03813037648797035, 0.07928156107664108, -0.0098976856097579, -0.03919278457760811, 0.01701829582452774, -0.07046516984701157, 0.04310959577560425, -0.015674889087677002, -0.03931455314159393, -0.05465143918991089, 0.032776400446891785, 0.015812816098332405, 0.09699387103319168, -0.010807611979544163, 0.0424911230802536, 0.02183443494141102, -0.056417517364025116, 0.002320091938599944, -0.014405675232410431, -0.020415449514985085, 0.04643961414694786, -0.0003100441535934806, -0.05521947517991066, 0.003807120956480503, 0.02748117968440056, -0.0008295975276269019, 0.09412902593612671, -0.03346388041973114, 0.030267048627138138, -0.05754387006163597, -0.010203806683421135, 0.02648661471903324, -0.08983998000621796, 0.03774019330739975, 0.06628251820802689, -0.058238133788108826, -0.016386479139328003, -0.03445636108517647, 0.023623831570148468, 0.07921960949897766, 0.00024155549181159586, 0.03765605017542839, 0.03864917531609535, 0.07694759964942932, 0.044542133808135986, 0.0000860311629367061, -0.013908579014241695, -0.044860370457172394, -0.018490679562091827, -0.023750776425004005, 0.06265094876289368, 0.11122915893793106, 0.04140381142497063, -0.012242548167705536, -0.053887881338596344, 0.05046786367893219, -0.12348563969135284, -0.01198814157396555, -0.005988596938550472, -0.10063864290714264, -0.08008942008018494, 1.1758635295168426e-33, -0.07119251042604446, 0.004404006060212851, -0.0287241842597723, -0.041186973452568054, -0.018925584852695465, -0.028237096965312958, 0.011980891227722168, 0.11584872752428055, -0.0438716821372509, -0.04069336876273155, -0.039646048098802567, 0.017816197127103806, 0.05841432884335518, -0.07456950843334198, -0.0427648089826107, 0.04096408560872078, 0.014821847900748253, -0.15885894000530243, 0.04295935481786728, -0.0333525650203228, -0.004574186634272337, 0.05085420981049538, -0.012918512336909771, -0.020511161535978317, -0.03264577314257622, 0.01787138730287552, 0.05980182811617851, 0.07179588079452515, -0.04101962596178055, -0.009527124464511871, -0.020912181586027145, -0.007447311654686928, -0.025272667407989502, -0.018068840727210045, 0.04966430738568306, -0.005093737039715052, 0.0714421272277832, 0.05822918191552162, -0.04918225482106209, -0.03959174081683159, -0.0444076843559742, -0.05827545374631882, 0.002822481794282794, 0.10191022604703903, 0.0758720338344574, -0.013169093988835812, -0.12389588356018066, 0.00004185879879514687, -0.004942903760820627, 0.0054290806874632835, -0.002005157060921192, 0.017842251807451248, -0.07795773446559906, 0.12609265744686127, 0.015397503040730953, -0.07920987159013748, -0.06219116225838661, 0.018062317743897438, 0.01708262972533703, -0.0467103011906147, -0.0222731102257967, 0.030889276415109634, -0.12362468242645264, 0.030252641066908836, 0.12619911134243011, 0.05297687277197838, -0.05905282497406006, 0.00044052506564185023, 0.03387283533811569, 0.0005049623432569206, 0.11555565893650055, -0.017287801951169968, -0.06853249669075012, -0.026086140424013138, -0.033106882125139236, -0.061545480042696, -0.03679010272026062, 0.040142081677913666, 0.045407261699438095, 0.03055298700928688, -0.009508936665952206, -0.01065406110137701, -0.04798166826367378, -0.026597056537866592, -0.05169916898012161, 0.013731725513935089, 0.06893304735422134, -0.007634959649294615, 0.0023887299466878176, 0.002192156622186303, 0.0019659684039652348, 0.04173200950026512, 0.015577824786305428, 0.033626411110162735, 0.019854877144098282, -1.591187270832961e-8, 0.0082797696813941, 0.053819313645362854, -0.04405272752046585, -0.001609634724445641, -0.027799835428595543, -0.05584322661161423, -0.053420282900333405, 0.030252819880843163, 0.058500032871961594, 0.04822934418916702, 0.05338044837117195, 0.049398135393857956, 0.10141182690858841, 0.009943531826138496, 0.018266618251800537, 0.0019932729192078114, 0.03814907371997833, 0.09880122542381287, -0.01604943908751011, 0.0037959900218993425, 0.04487485811114311, 0.019351523369550705, -0.011365141719579697, 0.022335076704621315, 0.03149593994021416, -0.02783278562128544, -0.06984730809926987, -0.07011651992797852, 0.03432229161262512, 0.00007333100802497938, 0.04100913181900978, 0.07423259317874908, 0.030323341488838196, -0.04863908886909485, 0.05612184852361679, 0.006293061655014753, -0.12822642922401428, 0.015131622552871704, 0.052704181522130966, -0.059367381036281586, 0.02154228463768959, -0.028998946771025658, 0.020838545635342598, -0.0027341307140886784, -0.06431449204683304, -0.04161455109715462, 0.031826797872781754, 0.04527342692017555, -0.031868062913417816, -0.0060237497091293335, -0.051676537841558456, 0.014574969187378883, 0.04470844566822052, 0.006309406831860542, 0.07947362959384918, -0.01605699397623539, 0.0589464008808136, 0.054612550884485245, -0.03254062309861183, 0.03357728198170662, 0.052944667637348175, -0.009778291918337345, 0.0006944375927560031, 0.009491273202002048 ]
p
Demetrios:
[ "blog", "blog/vector-image-search-rag" ]
11,378
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(40)
[ -0.03716099634766579, -0.09088372439146042, 0.02624371089041233, 0.018902355805039406, 0.0950327217578888, 0.0013519099447876215, 0.0035917642526328564, -0.047519274055957794, -0.10423990339040756, -0.08788210153579712, -0.0630762055516243, -0.06633345037698746, -0.08238494396209717, -0.008813182823359966, -0.009828092530369759, 0.0021402821876108646, 0.04960136488080025, -0.014782809652388096, -0.027272440493106842, 0.1263066679239273, 0.042912404984235764, 0.01342405378818512, 0.03304529935121536, 0.02465176023542881, -0.014127494767308235, -0.0016926354728639126, -0.00853729248046875, 0.00824006274342537, -0.13030581176280975, -0.023994963616132736, -0.0005055289948359132, -0.017493659630417824, 0.0016195790376514196, 0.005183669272810221, 0.0090654157102108, -0.019692637026309967, -0.05473494157195091, 0.027080340310931206, 0.08535423129796982, 0.04972179979085922, -0.0043573868460953236, 0.019666267558932304, -0.005081293173134327, 0.011427062563598156, 0.006409250199794769, -0.04569278284907341, -0.060472771525382996, 0.030261216685175896, -0.042401984333992004, -0.0008058276725932956, -0.07467947155237198, -0.015375603921711445, -0.04776519164443016, 0.026475444436073303, 0.09923535585403442, 0.11221680790185928, 0.10788776725530624, 0.04314018040895462, 0.028013985604047775, -0.04810676723718643, -0.027278367429971695, -0.0251082181930542, -0.07539445161819458, 0.03350557014346123, 0.017031028866767883, -0.03730874881148338, -0.05401315167546272, -0.010793324559926987, 0.03520731255412102, 0.06964771449565887, 0.019979771226644516, 0.08791624754667282, 0.026224451139569283, 0.02620098739862442, -0.03538352623581886, -0.005016559734940529, -0.07512327283620834, -0.00565908569842577, 0.04402827471494675, 0.04385931417346001, 0.016156058758497238, -0.05445965379476547, -0.0034448725637048483, 0.03430695831775665, -0.04996447265148163, -0.03795860335230827, 0.01018038671463728, -0.008994721807539463, 0.08110588788986206, -0.019781462848186493, -0.07486455142498016, 0.014227895997464657, 0.08404938131570816, -0.02374107576906681, 0.01980673521757126, -0.008178948424756527, -0.03309863805770874, 0.07607154548168182, -0.016526129096746445, 0.04495122283697128, 0.06590022891759872, 0.016210801899433136, 0.027930332347750664, 0.0812712088227272, -0.0461571142077446, -0.0702807828783989, -0.005679273046553135, 0.05404507368803024, -0.05491643026471138, -0.05918144807219505, 0.054249830543994904, -0.0045189689844846725, -0.052238740026950836, -0.03484915941953659, 0.044914260506629944, 0.000975955103058368, 0.03320932388305664, 0.03766319900751114, 0.06391928344964981, 0.07274483144283295, -0.026677655056118965, -0.08243411779403687, -0.027874231338500977, 0.08080179244279861, -0.15880198776721954, -0.03198397532105446, 0.03139537200331688, -5.3110296791249785e-33, 0.009162871167063713, -0.05158957839012146, -0.023151177912950516, -0.03384285420179367, 0.031061265617609024, 0.03355737030506134, -0.07014691084623337, 0.009156620129942894, 0.03164220228791237, 0.13971643149852753, 0.05177296698093414, 0.007694845553487539, -0.05684278905391693, -0.004071950912475586, 0.1945447474718094, -0.039888594299554825, 0.006863101851195097, 0.02812601812183857, 0.009860701858997345, 0.04269788786768913, 0.08632460236549377, -0.05743410438299179, -0.05281224474310875, -0.0882200300693512, 0.05313583090901375, 0.034899137914180756, -0.005307673942297697, -0.015263405628502369, 0.00006429415225284174, 0.018961191177368164, 0.017824720591306686, 0.015164866112172604, -0.05124708265066147, -0.02028401382267475, 0.0546773299574852, 0.015041069127619267, -0.07197733968496323, -0.005321288015693426, -0.03545210510492325, 0.009295410476624966, 0.0031968585681170225, 0.09211824834346771, 0.01282158587127924, 0.06131283938884735, -0.04078948497772217, 0.0074141789227724075, 0.045971788465976715, -0.07718643546104431, -0.013109027408063412, 0.028415784239768982, -0.02238672412931919, 0.07083911448717117, 0.023341460153460503, -0.06879301369190216, -0.045639000833034515, -0.1072932630777359, 0.04062143340706825, 0.015939457342028618, 0.036056388169527054, 0.03331564739346504, 0.029025165364146233, -0.0072148446924984455, -0.060093995183706284, -0.026911532506346703, -0.08583925664424896, -0.016896385699510574, -0.06062681972980499, 0.05967685580253601, -0.0024233434814959764, 0.0562906414270401, -0.011769093573093414, -0.04105569049715996, 0.009165353141725063, -0.08589975535869598, 0.09090612828731537, 0.07895594090223312, -0.07933831959962845, 0.06325660645961761, 0.007960803806781769, -0.05435529351234436, 0.03986917436122894, 0.08130660653114319, -0.03142962232232094, -0.009537726640701294, 0.044306688010692596, -0.062020160257816315, 0.03189459443092346, -0.007030913140624762, -0.045358892530202866, 0.004110485315322876, -0.0226329006254673, 0.047485772520303726, -0.037625156342983246, 0.015287308022379875, -0.0786934569478035, 5.5087544410890106e-33, -0.04949294403195381, 0.02098294347524643, 0.06252554059028625, -0.01386324968189001, 0.07800154387950897, 0.043504804372787476, 0.06570308655500412, 0.042577020823955536, 0.016347529366612434, 0.06495004892349243, -0.009474719874560833, 0.018506349995732307, -0.014308455400168896, -0.0032604746520519257, 0.03765464574098587, -0.040500275790691376, 0.039643172174692154, 0.055022239685058594, -0.03080909512937069, -0.047892358154058456, -0.11521010845899582, 0.00824559573084116, -0.10039151459932327, 0.03456221893429756, -0.0442713238298893, 0.03382759913802147, -0.01601758971810341, 0.0003251697344239801, -0.03479393199086189, -0.03613639622926712, -0.01981283351778984, -0.06371580809354782, -0.06190651282668114, -0.03215382620692253, -0.028078369796276093, 0.022352781146764755, -0.04775727167725563, 0.02920679561793804, -0.06882602721452713, -0.009731258265674114, -0.04582412168383598, -0.038530685007572174, -0.03651593253016472, 0.04298991337418556, 0.04535358399152756, 0.005346508231014013, 0.10741781443357468, 0.15639029443264008, 0.054769374430179596, 0.03427698090672493, 0.026746585965156555, 0.03733313828706741, 0.057259537279605865, -0.05806668847799301, -0.05142850801348686, -0.027704456821084023, -0.0230848491191864, 0.05518068000674248, 0.00401371018961072, -0.02826443500816822, 0.01372432615607977, 0.06067313998937607, -0.05545691028237343, 0.011991502717137337, 0.07512298971414566, -0.04586992412805557, 0.007384500931948423, 0.08172696828842163, -0.03260061889886856, 0.04527391493320465, -0.1205555871129036, -0.010337942279875278, -0.036261316388845444, 0.03157171607017517, -0.01605791039764881, -0.06655026972293854, -0.0763465091586113, -0.04522648826241493, -0.011223292909562588, -0.07782131433486938, 0.03808464854955673, -0.06490302085876465, -0.046395376324653625, -0.00449458509683609, 0.031131120398640633, -0.020905811339616776, -0.10163967311382294, -0.002824795665219426, 0.008731761947274208, -0.002410575281828642, 0.04903518408536911, -0.06732570379972458, 0.10031105577945709, 0.020833369344472885, -0.004181032069027424, -2.8087265846465925e-8, 0.043147165328264236, -0.011907724663615227, 0.07277168333530426, 0.0015805268194526434, 0.010448099114000797, 0.05875406786799431, -0.00906369648873806, 0.05988859012722969, 0.02253522351384163, -0.03332087770104408, 0.05891716480255127, 0.006822763476520777, -0.056489985436201096, 0.032339952886104584, 0.0023300405591726303, -0.007643900811672211, -0.005254051648080349, 0.037845294922590256, -0.008763597346842289, 0.021359959617257118, -0.029857389628887177, 0.027702350169420242, -0.04690179601311684, 0.051148392260074615, -0.000632530078291893, -0.049603886902332306, 0.056936535984277725, 0.09793426841497421, 0.0793914943933487, -0.09960991889238358, 0.0683089941740036, 0.065636545419693, 0.015518452040851116, 0.06730473786592484, 0.021923480555415154, -0.049386605620384216, -0.0740356594324112, 0.05025465041399002, 0.023296626284718513, -0.03944218158721924, 0.03995911404490471, 0.03554829582571983, 0.11166399717330933, 0.10664451122283936, 0.04068516939878464, -0.07233212143182755, -0.024370066821575165, -0.05800793692469597, 0.020952850580215454, 0.003292432054877281, -0.012705831788480282, 0.005091050639748573, -0.001977337524294853, 0.00031520071206614375, 0.06580530852079391, 0.008007226511836052, 0.02161276899278164, 0.010174216702580452, -0.030259978026151657, 0.04416615888476372, 0.12189839780330658, 0.029545197263360023, -0.0048050954937934875, 0.011846623383462429 ]
p
Yeah, I don’t want to get you off track.
[ "blog", "blog/vector-image-search-rag" ]
11,379
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(40)
[ -0.03341212123632431, -0.02858959138393402, -0.018611319363117218, 0.0030684159137308598, -0.019255412742495537, -0.003393017454072833, 0.016081741079688072, -0.04078027978539467, -0.07267525792121887, -0.02404664270579815, 0.03500507026910782, 0.003578663570806384, 0.0019078879849985242, 0.07827659696340561, 0.05176539346575737, -0.08395463228225708, 0.07373461872339249, 0.05951990559697151, 0.027232922613620758, 0.029472889378666878, -0.037462178617715836, -0.015872016549110413, 0.039253558963537216, 0.0879913866519928, -0.040408264845609665, 0.000985263497568667, -0.04013129696249962, 0.04701268672943115, -0.030382337048649788, -0.03153664618730545, -0.040337856858968735, 0.004807775374501944, -0.09199608117341995, -0.057985570281744, 0.005297197960317135, -0.003701763693243265, 0.028151389211416245, 0.041783008724451065, -0.012101374566555023, 0.0012577432207763195, -0.03722770884633064, 0.06328778713941574, 0.05383231118321419, 0.04536360129714012, -0.022380352020263672, -0.06739264726638794, -0.011769892647862434, 0.01315071526914835, 0.020867643877863884, 0.024438677355647087, -0.005959840025752783, -0.049247656017541885, 0.037128645926713943, -0.05240250378847122, 0.053303733468055725, -0.09454815089702606, -0.025212569162249565, 0.022827131673693657, 0.03266501799225807, 0.03718598186969757, -0.07019022107124329, 0.0011279358295723796, -0.06242619454860687, 0.03277379646897316, -0.008667484857141972, 0.06944863498210907, 0.020284833386540413, 0.14257091283798218, -0.03378460183739662, -0.03589647635817528, 0.013725703582167625, 0.0008545537129975855, -0.026366623118519783, 0.07323119044303894, 0.003191035008057952, -0.002355605363845825, 0.008597258478403091, -0.034616392105817795, -0.0056250435300171375, 0.03579290956258774, -0.024493670091032982, -0.03886234760284424, -0.044021282345056534, -0.0159598458558321, 0.030414976179599762, 0.0016846455400809646, 0.0595620796084404, -0.05531540885567665, 0.005474473349750042, 0.005132920574396849, -0.1305226981639862, -0.058780234307050705, 0.0704883560538292, 0.015920493751764297, -0.030596591532230377, 0.012529813684523106, -0.048043325543403625, -0.08139657229185104, -0.07867631316184998, 0.038979411125183105, -0.013788366690278053, 0.0028034092392772436, -0.013240314088761806, -0.028528597205877304, 0.08154177665710449, -0.04521729052066803, 0.039352793246507645, -0.036145273596048355, -0.037196170538663864, 0.011647588573396206, -0.06276226043701172, -0.01800963096320629, 0.03678371012210846, 0.009270441718399525, -0.045380849391222, -0.045344721525907516, -0.022963067516684532, 0.0017414347967132926, -0.06262263655662537, 0.06705059111118317, 0.05818970128893852, 0.03635299578309059, -0.10791296511888504, -0.04308926686644554, 0.022461751475930214, 0.027204323559999466, -0.0025607626885175705, -3.539060842020661e-33, 0.04957440122961998, -0.013851441442966461, 0.09885545819997787, -0.02025591768324375, 0.16176074743270874, -0.05611357465386391, -0.08213654160499573, 0.0016938603948801756, 0.012960407882928848, 0.014290896244347095, -0.022861842066049576, -0.00142583844717592, -0.07093538343906403, -0.044864196330308914, 0.05993461608886719, -0.02247042953968048, -0.01314954087138176, 0.0428692102432251, 0.035676222294569016, -0.015531842596828938, -0.042783379554748535, -0.023470966145396233, 0.01862664334475994, 0.0387139618396759, 0.09137164056301117, 0.01140651199966669, -0.005075189284980297, -0.042072538286447525, 0.13343247771263123, 0.014142069965600967, -0.029558992013335228, 0.05252128466963768, -0.002339401515200734, 0.0029148641042411327, -0.0024286576081067324, 0.02398320659995079, -0.020469408482313156, -0.020970964804291725, -0.002717074938118458, 0.10440768301486969, -0.045812565833330154, -0.024430345743894577, -0.018175164237618446, -0.07709531486034393, -0.0638098493218422, -0.013762679882347584, -0.04187669977545738, 0.022673483937978745, -0.08459295332431793, -0.0018978305160999298, 0.05169336497783661, 0.0137376943603158, 0.038356855511665344, -0.11460693180561066, -0.12969975173473358, -0.05253205820918083, 0.03989687189459801, -0.03149866685271263, 0.032136742025613785, -0.0168051328510046, -0.034072257578372955, 0.06944752484560013, 0.03071555681526661, -0.03911927342414856, -0.11566783487796783, -0.08255458623170853, -0.0011461786925792694, -0.034514859318733215, -0.08166320621967316, -0.008026564493775368, 0.0019008595263585448, -0.021429896354675293, 0.04433388262987137, 0.017277749255299568, -0.0864655002951622, 0.02533745765686035, 0.014267794787883759, -0.038555484265089035, 0.009793540462851524, -0.05899050459265709, 0.05746913328766823, -0.03589063882827759, 0.055062077939510345, 0.0032222529407590628, 0.019184648990631104, -0.012301966547966003, -0.01195183303207159, -0.018709799274802208, -0.0961368978023529, 0.015219209715723991, 0.01892191916704178, -0.01673700101673603, -0.03161657229065895, -0.02982328273355961, -0.019917793571949005, -7.280766349041026e-34, -0.02289537899196148, -0.11554756760597229, -0.0011876332573592663, 0.18600982427597046, 0.10100376605987549, -0.007214786019176245, 0.07206392288208008, 0.004909863229840994, -0.01959681138396263, 0.005818105302751064, -0.0011136734392493963, -0.10166992247104645, 0.07011637091636658, 0.04121610149741173, 0.04829864576458931, 0.047080736607313156, 0.014333991333842278, 0.01292357686907053, 0.015345519408583641, 0.055350568145513535, -0.031186219304800034, 0.01704981178045273, -0.023486653342843056, 0.033918384462594986, 0.02706676721572876, 0.0952664464712143, -0.015521467663347721, -0.06523353606462479, -0.14251498878002167, 0.03961597755551338, -0.029106460511684418, -0.05146114155650139, -0.029900437220931053, -0.0017193512758240104, -0.07119222730398178, 0.012304945848882198, 0.002081356942653656, -0.015326755121350288, -0.07341502606868744, -0.017199084162712097, 0.016717202961444855, -0.05198150500655174, -0.04426189512014389, 0.08822636306285858, 0.025262048467993736, -0.021213823929429054, -0.06386610120534897, 0.04409310594201088, 0.030722184106707573, 0.013093621470034122, -0.06521030515432358, 0.07405515015125275, -0.008136508986353874, 0.020040079951286316, -0.03773920610547066, 0.003694273065775633, 0.025051124393939972, -0.056164078414440155, 0.0075251199305057526, 0.014841324649751186, -0.008402934297919273, -0.06411787122488022, 0.033731672912836075, -0.05074877664446831, -0.020070569589734077, -0.08108525723218918, 0.022554660215973854, -0.02867654524743557, 0.001404935959726572, 0.08211077004671097, 0.09637311846017838, -0.015498701483011246, 0.015637176111340523, 0.035251911729574203, 0.024930203333497047, 0.023046135902404785, 0.07754861563444138, -0.024619685485959053, -0.034022409468889236, -0.07401473075151443, -0.05630093812942505, -0.12384684383869171, -0.007998853921890259, 0.16333654522895813, 0.1345934122800827, -0.02405247651040554, -0.04564385861158371, 0.018771253526210785, -0.022705459967255592, 0.037727613002061844, 0.022397663444280624, -0.015736909583210945, 0.040608786046504974, -0.05791657790541649, 0.003399584209546447, -3.135842518986465e-8, -0.0425720177590847, 0.048522502183914185, -0.03907953202724457, 0.01633119024336338, 0.0012823835713788867, -0.029124079272150993, 0.06162480264902115, -0.010059717111289501, -0.041473452001810074, 0.07106009870767593, -0.04044853150844574, 0.07382900267839432, 0.06532326340675354, 0.00904279574751854, -0.00502733001485467, -0.0417502336204052, -0.002532681217417121, -0.07597234100103378, -0.061598826199769974, -0.0027491014916449785, -0.05194858834147453, 0.10193607211112976, 0.06251496076583862, 0.017715031281113625, -0.009366019628942013, -0.03606930375099182, 0.044989895075559616, 0.006649951916188002, 0.14278820157051086, 0.0169054102152586, 0.04955846816301346, 0.04026244953274727, 0.03090919926762581, 0.0007752771489322186, 0.10491068661212921, 0.00820205919444561, -0.019403353333473206, -0.06310495734214783, -0.010574094951152802, -0.11687146127223969, -0.05926040932536125, 0.03172989934682846, -0.03208031877875328, 0.11013080924749374, 0.03720301389694214, -0.009726174175739288, 0.029035469517111778, -0.029386863112449646, 0.027392223477363586, 0.007149906363338232, 0.08761841058731079, 0.07672111690044403, -0.01485698577016592, -0.008899816311895847, 0.059139952063560486, -0.010765894316136837, 0.042997706681489944, 0.07036816328763962, -0.06952876597642899, 0.04544609412550926, 0.03949423506855965, -0.07329094409942627, 0.04371269419789314, 0.052384912967681885 ]
p
That’s something that came to mind if.
[ "blog", "blog/vector-image-search-rag" ]
11,380
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(41)
[ -0.10510893911123276, 0.07039113342761993, -0.018698815256357193, -0.056203048676252365, -0.1056479886174202, 0.02403787150979042, 0.09773488342761993, 0.06037271395325661, 0.06397601962089539, 0.0005112885846756399, 0.07959459722042084, -0.08667410165071487, -0.037009794265031815, -0.03995553031563759, -0.10891783982515335, -0.025151705369353294, -0.01773284375667572, 0.004745901096612215, -0.041231829673051834, -0.06299643963575363, -0.06432630121707916, 0.032766591757535934, -0.021953558549284935, -0.04654613509774208, -0.07245110720396042, -0.020435554906725883, -0.023590687662363052, 0.012213294394314289, 0.0029709471855312586, -0.12191911786794662, 0.08134818822145462, 0.0050417534075677395, 0.0014074533246457577, 0.01537741906940937, 0.005009044427424669, -0.026141876354813576, 0.00924942921847105, -0.06260466575622559, 0.021459901705384254, 0.05732777342200279, -0.059561364352703094, 0.027791708707809448, -0.0991545021533966, -0.004497902002185583, 0.04721449688076973, 0.027799248695373535, -0.040735483169555664, 0.059666965156793594, -0.08761546015739441, -0.018974559381604195, -0.0507596917450428, -0.09825877100229263, -0.012400959618389606, 0.006886686664074659, 0.0008225115016102791, 0.0649341344833374, -0.0035585579462349415, -0.06412279605865479, -0.010954136028885841, -0.031895969063043594, 0.042416442185640335, -0.029634317383170128, -0.08746998757123947, 0.06489629298448563, -0.05226265266537666, 0.033696845173835754, 0.08228420466184616, -0.06574555486440659, -0.03464112803339958, 0.05150991678237915, 0.038734931498765945, -0.09170626848936081, -0.010830458253622055, -0.002325373934581876, -0.005837845616042614, 0.014484760351479053, -0.03384246677160263, -0.06068416312336922, 0.02545558661222458, -0.06703418493270874, 0.039095379412174225, -0.027679093182086945, -0.026664847508072853, -0.012928559444844723, 0.029296832159161568, -0.06707927584648132, -0.0005003309343010187, -0.006187170743942261, 0.045398373156785965, 0.0025880129542201757, -0.1045948714017868, 0.011181074194610119, -0.01695801317691803, 0.05779054015874863, 0.003189328359439969, -0.007901526987552643, 0.055226463824510574, 0.06580863147974014, -0.12805503606796265, 0.11105051636695862, -0.005685062613338232, 0.07049944251775742, 0.006385905668139458, 0.007982766255736351, -0.05606233328580856, -0.0072035654447972775, 0.060918837785720825, -0.08955750614404678, 0.03405483067035675, 0.05858329311013222, -0.10246012359857559, -0.03120705857872963, -0.008435257710516453, -0.11506020277738571, 0.046175483614206314, 0.0058007086627185345, -0.01028070691972971, -0.07164578884840012, 0.00002954891351691913, -0.02639266848564148, 0.021853063255548477, 0.001242555328644812, -0.11838671565055847, 0.05375019088387489, 0.03206609934568405, -0.003484465414658189, 0.0030625304207205772, -2.053118800488192e-33, -0.08782285451889038, 0.01895723305642605, -0.003770922077819705, 0.036677006632089615, 0.06062035635113716, 0.0010502365184947848, -0.06179770454764366, 0.014291591010987759, -0.0320805199444294, 0.016446569934487343, -0.02756471559405327, 0.0338105708360672, -0.0612112395465374, -0.0862906277179718, 0.05940893292427063, 0.04323219880461693, 0.03481370955705643, -0.03194960206747055, 0.0676688402891159, -0.010935824364423752, -0.06025325879454613, 0.01284825336188078, 0.06050654128193855, 0.06328567862510681, 0.012810255400836468, -0.0006681493832729757, 0.06403263658285141, -0.09227994829416275, -0.06959066540002823, 0.01866486854851246, 0.08700487017631531, 0.01429053582251072, 0.014556584879755974, 0.002794713480398059, -0.019571520388126373, -0.07645229995250702, -0.0037621811497956514, 0.049273308366537094, -0.04677453264594078, 0.061531126499176025, 0.014081819914281368, -0.0007785022025927901, -0.03778137266635895, -0.05891895294189453, 0.04934423044323921, -0.010630623437464237, -0.016385147348046303, 0.03690953925251961, 0.06102384626865387, 0.03447481244802475, 0.012354688718914986, -0.013502929359674454, -0.03318420797586441, 0.07305603474378586, 0.013698086142539978, 0.0463358499109745, -0.09250089526176453, 0.055701982229948044, 0.023273764178156853, -0.11439786106348038, 0.0742776021361351, -0.03068559244275093, 0.030689096078276634, -0.061660733073949814, -0.050322555005550385, -0.003538584802299738, -0.004674197174608707, 0.10947345942258835, 0.08355344086885452, 0.0003413496888242662, -0.06481467187404633, -0.03687870502471924, 0.023383857682347298, 0.05130315199494362, -0.07496234774589539, 0.029551591724157333, -0.01595528982579708, 0.01747642643749714, -0.016861161217093468, -0.02225627563893795, -0.01985454000532627, -0.0018020696006715298, 0.04980602487921715, -0.028462618589401245, 0.046372633427381516, -0.012175841256976128, -0.010908426716923714, 0.029818246141076088, 0.05056441202759743, 0.03224954381585121, 0.0061804866418242455, 0.0951685830950737, 0.058641865849494934, -0.049140527844429016, -0.014052554033696651, 1.115642494746736e-33, 0.06740117818117142, -0.018282005563378334, -0.08719644695520401, 0.043082840740680695, 0.03532925248146057, 0.0585513561964035, -0.05324981361627579, 0.0707688108086586, -0.01973075047135353, -0.04027664288878441, -0.01844179444015026, -0.01229721400886774, 0.09886118024587631, -0.0785093680024147, 0.07632629573345184, 0.08719980716705322, 0.03190511465072632, -0.026565328240394592, 0.021093707531690598, 0.025493554770946503, -0.04078951105475426, -0.02318744733929634, -0.03278035670518875, 0.03794354572892189, -0.03996537625789642, 0.07869381457567215, 0.035115715116262436, 0.09063909202814102, 0.0084749860689044, 0.015638047829270363, 0.04333064332604408, 0.021778875961899757, 0.03853142261505127, 0.010861258022487164, -0.04908144474029541, 0.07809057086706161, 0.08483729511499405, 0.11525088548660278, -0.0437156967818737, 0.04839849844574928, 0.036665644496679306, 0.03307563439011574, 0.006069204304367304, 0.053167883306741714, 0.011876555159687996, 0.02254786528646946, -0.02237127535045147, -0.11672782152891159, -0.09300515055656433, -0.044634342193603516, 0.0957835391163826, 0.008619168773293495, -0.06813977658748627, -0.037147700786590576, 0.04129864647984505, 0.10530298948287964, -0.020439982414245605, -0.0666164979338646, -0.027948202565312386, -0.07042305916547775, 0.05790030211210251, 0.03435031324625015, -0.02585621178150177, -0.009241604246199131, 0.04471879452466965, -0.04390207305550575, -0.0795263797044754, 0.04890534654259682, 0.04145907983183861, 0.04111270233988762, 0.05666216090321541, -0.004148951731622219, -0.11703059077262878, -0.0024487837217748165, -0.05741720646619797, -0.01260493416339159, 0.035805944353342056, 0.00878123939037323, -0.014200734905898571, 0.030197374522686005, -0.1666218787431717, 0.03212133049964905, -0.030169552192091942, -0.0013911183923482895, 0.005799727514386177, 0.05539107322692871, 0.003209540620446205, -0.03411221131682396, 0.05093507096171379, -0.006743219215422869, 0.030907148495316505, 0.09253852069377899, -0.022874748334288597, -0.009434741921722889, 0.025838106870651245, -1.605019583905687e-8, 0.06277961283922195, -0.029276495799422264, 0.020581301301717758, 0.06081514433026314, 0.05736846476793289, -0.09485029429197311, 0.011492044664919376, -0.027148613706231117, -0.06981070339679718, 0.06707499921321869, 0.042913150042295456, 0.006824324373155832, -0.0063677518628537655, 0.08095255494117737, 0.023644516244530678, 0.06986509263515472, -0.026630213484168053, 0.060778822749853134, -0.015034354291856289, -0.11050371080636978, -0.05616017431020737, 0.0336686410009861, -0.027720117941498756, -0.03268062695860863, -0.04137709364295006, -0.0020971016492694616, -0.02049768902361393, -0.009556465782225132, -0.026670608669519424, -0.0176338329911232, -0.014006897807121277, 0.0319368876516819, 0.0885550007224083, -0.07789967954158783, -0.009800394997000694, 0.03049883060157299, 0.048592839390039444, -0.010776061564683914, -0.03452195227146149, -0.012733482755720615, 0.02519846148788929, 0.07023893296718597, 0.09614246338605881, 0.0005272452253848314, -0.016089394688606262, 0.00797617994248867, 0.06185244396328926, -0.004348307382315397, 0.02049398422241211, 0.057046521455049515, -0.017961615696549416, -0.041594747453927994, 0.014255145564675331, 0.02523615211248398, 0.0384676493704319, 0.05621611326932907, 0.023666903376579285, -0.005580738186836243, -0.012496821582317352, -0.02212204970419407, 0.05418973043560982, -0.02218795195221901, -0.008519705384969711, -0.015451899729669094 ]
p
Noe Acache:
[ "blog", "blog/vector-image-search-rag" ]
11,381
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(41)
[ -0.06015882268548012, -0.03685897961258888, -0.05689217150211334, 0.03018764592707157, -0.029352674260735512, -0.07944341748952866, -0.02142646722495556, -0.02677254192531109, 0.007453788537532091, -0.05400174856185913, 0.0551675446331501, 0.06505689769983292, 0.04003042355179787, -0.003139176405966282, -0.025637036189436913, -0.04291451722383499, 0.016645420342683792, -0.0364057794213295, 0.01259465329349041, 0.06009839475154877, 0.002792054321616888, 0.07451523095369339, -0.008536224253475666, 0.03324216231703758, -0.02891518920660019, -0.0026231303345412016, -0.010841631330549717, 0.024243507534265518, 0.032868996262550354, -0.08280473202466965, 0.07703503221273422, 0.015082906000316143, -0.09488216787576675, -0.005646935198456049, -0.005639324430376291, 0.07035035640001297, -0.010901705361902714, 0.0525355339050293, -0.047841839492321014, -0.05935140326619148, -0.030646584928035736, -0.007933951914310455, 0.022611303254961967, -0.0676683783531189, -0.041139066219329834, -0.0403381884098053, -0.08983484655618668, -0.02193474769592285, 0.06853689253330231, 0.02845722995698452, -0.03255888819694519, -0.09983580559492111, -0.015317346900701523, 0.005186179652810097, 0.07820838689804077, 0.022062771022319794, 0.02003813162446022, 0.031877484172582626, 0.041231296956539154, 0.07036705315113068, 0.01462333370000124, 0.07576727122068405, -0.09868854284286499, 0.09346402436494827, 0.01517679262906313, -0.009749043732881546, 0.007532927207648754, -0.12136536091566086, -0.06680727750062943, -0.021770650520920753, 0.019537869840860367, -0.014192105270922184, -0.008686878718435764, 0.03133257105946541, 0.039190005511045456, -0.017686808481812477, -0.0266069658100605, 0.08566106110811234, -0.031733397394418716, -0.004032145254313946, 0.01722940430045128, -0.024521231651306152, 0.010349197313189507, -0.009390372782945633, 0.06069355085492134, 0.058892764151096344, 0.05447367578744888, -0.04115665704011917, 0.10498809069395065, 0.02182653918862343, -0.019871003925800323, 0.027502603828907013, -0.004133804235607386, -0.004901799373328686, -0.029002806171774864, -0.11387426406145096, 0.0055660102516412735, 0.06298595666885376, -0.07848828285932541, 0.04876546189188957, -0.062103141099214554, -0.04804479330778122, -0.06028033792972565, -0.06984711438417435, 0.021119866520166397, -0.0056184567511081696, -0.06344850361347198, -0.034799668937921524, -0.05652488395571709, -0.021622681990265846, -0.05264521390199661, -0.017220323905348778, 0.018964849412441254, 0.03669404610991478, 0.021980948746204376, -0.04328758269548416, -0.065744549036026, 0.015833888202905655, 0.0038785135839134455, 0.030123328790068626, 0.07484906911849976, -0.011924821883440018, -0.1073794737458229, -0.02476244792342186, 0.028628792613744736, 0.044743746519088745, 0.06110689789056778, -8.365618605977896e-33, 0.03439678996801376, -0.039342716336250305, 0.014496833086013794, -0.02380828559398651, -0.022026149556040764, 0.03521024435758591, -0.008707881905138493, 0.04466710239648819, 0.012814339250326157, -0.005194671917706728, -0.06263131648302078, 0.007969873026013374, -0.10306912660598755, 0.03086579032242298, 0.066897913813591, -0.0548715703189373, -0.014853897504508495, 0.09417730569839478, -0.08479480445384979, -0.0325046181678772, 0.013002571649849415, 0.020444057881832123, -0.06235171854496002, 0.05997418984770775, 0.10115612298250198, 0.10910822451114655, 0.04839153587818146, 0.04173024743795395, 0.021155327558517456, 0.05145513266324997, -0.035112667828798294, 0.07213043421506882, 0.028795327991247177, 0.037541694939136505, -0.03697299584746361, 0.06542988866567612, 0.004889792762696743, -0.04324466735124588, -0.04894314333796501, -0.010071423836052418, 0.007909499108791351, 0.00096111063612625, -0.02514401450753212, -0.07780752331018448, -0.019523799419403076, -0.045244231820106506, -0.07114250212907791, 0.021821090951561928, 0.010027457028627396, 0.029456358402967453, 0.02811015211045742, 0.06281916052103043, 0.11626525223255157, 0.011746322736144066, -0.03302424028515816, 0.030354999005794525, 0.008486649952828884, 0.027670975774526596, 0.07492654770612717, 0.05552813038229942, -0.013582182116806507, 0.10667703300714493, -0.03400900587439537, 0.05797993019223213, 0.086957186460495, 0.011132689192891121, 0.06293234974145889, 0.007545873988419771, 0.03470534831285477, 0.022492073476314545, -0.08189278095960617, -0.04801599681377411, -0.0574866347014904, -0.013417739421129227, -0.0452171266078949, -0.06530739367008209, 0.0029303254559636116, 0.0319126732647419, 0.0147559167817235, -0.08756603300571442, -0.10148771852254868, -0.009633095003664494, 0.004283735994249582, -0.05616433545947075, -0.022488607093691826, -0.005520206410437822, 0.06073310226202011, -0.009038420394062996, 0.04906965419650078, -0.05668819695711136, -0.0466768853366375, -0.025604814291000366, -0.05581871420145035, 0.029503360390663147, 0.005430927500128746, 5.8073410264574106e-33, -0.08230818808078766, -0.0846252292394638, 0.06096452474594116, 0.15442566573619843, -0.030913157388567924, 0.02284102886915207, -0.050234973430633545, -0.0723579004406929, -0.06750128418207169, 0.05635576322674751, 0.024636009708046913, -0.0004665185115300119, -0.010690913535654545, 0.012981384992599487, 0.16072066128253937, 0.031230226159095764, -0.03398121893405914, -0.04254823178052902, -0.0604870580136776, -0.003571723122149706, -0.007914470508694649, 0.015569597482681274, 0.023353494703769684, -0.019151704385876656, -0.027569089084863663, -0.023440923541784286, 0.02645036391913891, 0.013763558119535446, -0.0034533748403191566, -0.01409104373306036, 0.03140736743807793, -0.08720339089632034, -0.04347652569413185, -0.010033689439296722, -0.03923363611102104, -0.040797360241413116, 0.05320323631167412, 0.02934763953089714, -0.0112762451171875, -0.05483214184641838, 0.023024970665574074, -0.030643802136182785, -0.09546399116516113, 0.09699101001024246, -0.05727869272232056, 0.010413049720227718, 0.011547986418008804, 0.016048436984419823, 0.028696803376078606, 0.087776780128479, 0.030975179746747017, 0.009497962892055511, 0.05836515873670578, -0.0722210705280304, -0.04083706811070442, 0.05822790786623955, 0.039035238325595856, -0.08836594969034195, -0.07755840569734573, -0.0029919762164354324, 0.04450071603059769, -0.05118345096707344, 0.034477200359106064, 0.04070042073726654, 0.07931488752365112, 0.00790236797183752, 0.07595361024141312, -0.014326213859021664, -0.051731616258621216, 0.05466169863939285, 0.1348341852426529, 0.02819092757999897, 0.10365238040685654, -0.06954944878816605, 0.05750720202922821, -0.07093307375907898, 0.013333916664123535, -0.0755099430680275, -0.07003618031740189, -0.09389719367027283, 0.06339266151189804, -0.059069108217954636, 0.06356202811002731, 0.0432429276406765, -0.06766632944345474, 0.06717675179243088, -0.01700965128839016, 0.06493832170963287, -0.018738193437457085, 0.016275672242045403, -0.05956314504146576, -0.0028557514306157827, -0.011971769854426384, 0.020037811249494553, -0.014226740226149559, -2.5722544094719524e-8, 0.013975185342133045, 0.020069081336259842, 0.10472950339317322, -0.017425943166017532, -0.010305472649633884, 0.045960959047079086, -0.03210931271314621, 0.093558669090271, -0.054567307233810425, 0.05838420242071152, 0.038250964134931564, -0.05981156975030899, 0.014276832342147827, 0.08993382006883621, -0.02996770292520523, -0.01313010323792696, -0.007792073767632246, -0.008501187898218632, -0.03678496927022934, -0.010980122722685337, 0.011700940318405628, 0.01040730345994234, 0.0654882863163948, -0.013165371492505074, -0.04754313826560974, -0.04116976261138916, -0.12223870307207108, 0.05021244287490845, 0.03493281081318855, 0.0027989863883703947, 0.0024983074981719255, 0.0517403744161129, 0.015778878703713417, -0.012160305865108967, 0.07374247163534164, -0.00692760618403554, -0.04616918787360191, 0.09530409425497055, -0.004748373292386532, 0.09201669692993164, 0.021033501252532005, -0.005507077556103468, 0.009425199590623379, 0.06131943687796593, 0.014103984460234642, 0.027129510417580605, -0.023444440215826035, -0.10932788997888565, 0.0019583029206842184, -0.006367748603224754, -0.016268575564026833, 0.05770248919725418, -0.019582804292440414, 0.004139788914471865, 0.06116336211562157, -0.0056913504377007484, 0.03946341201663017, -0.07997750490903854, 0.01228040736168623, 0.032086022198200226, 0.011168019846081734, -0.04005967453122139, 0.1413780152797699, 0.058288510888814926 ]
p
You’Re talking about the same tool.
[ "blog", "blog/vector-image-search-rag" ]
11,382
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(41)
[ -0.0002910888288170099, -0.06295842677354813, 0.0089867003262043, -0.004407656379044056, 0.006680104415863752, -0.02786928042769432, -0.07486855983734131, -0.059496574103832245, 0.011791166849434376, -0.01161716878414154, 0.04351308196783066, 0.08422517031431198, 0.022668402642011642, 0.09143083542585373, -0.025355441495776176, 0.02633967436850071, 0.03450462222099304, 0.0531252920627594, -0.02522675134241581, -0.0017224476905539632, -0.06014733016490936, -0.013491244986653328, 0.09133321791887283, -0.08553813397884369, 0.07480507344007492, -0.02734946832060814, -0.05396200343966484, 0.06489672511816025, 0.0797322690486908, -0.08464059233665466, 0.08216230571269989, 0.016615627333521843, -0.09372174739837646, 0.01192337367683649, -0.012489259243011475, 0.04192640632390976, 0.02774708718061447, -0.004245709627866745, -0.07741418480873108, -0.024365026503801346, 0.027458714321255684, 0.050475332885980606, -0.011021033860743046, 0.06940541416406631, -0.007293823175132275, -0.04001510515809059, -0.044440191239118576, -0.04523610696196556, 0.01305470336228609, 0.027106134220957756, -0.04861469939351082, -0.04876067116856575, -0.023812688887119293, 0.015740063041448593, -0.0475161112844944, -0.006571055855602026, -0.027417415753006935, -0.024119511246681213, 0.03573927283287048, -0.00747890118509531, 0.04056066274642944, -0.0008455263450741768, 0.050370920449495316, 0.07414945214986801, 0.005804924760013819, -0.01300233043730259, 0.00822768546640873, 0.0847383588552475, -0.0504935160279274, 0.03599030151963234, 0.041855622082948685, 0.0248103104531765, -0.0769498199224472, 0.02516716904938221, 0.016652561724185944, 0.03759859874844551, -0.00838769506663084, -0.07133904099464417, 0.0838857963681221, -0.1311759352684021, 0.007270356640219688, -0.03174793720245361, -0.0003562238998711109, 0.03701787069439888, 0.05931964889168739, 0.04488029330968857, 0.02297263592481613, -0.10464788228273392, -0.1031394973397255, -0.01876230724155903, -0.02507125958800316, -0.07561779767274857, 0.029330849647521973, 0.037304166704416275, -0.03671654313802719, -0.06526965647935867, 0.002458501374348998, 0.018860893324017525, -0.04699491709470749, 0.06051185727119446, -0.089140385389328, 0.026275116950273514, 0.07024601846933365, -0.026346012949943542, 0.03878641128540039, -0.05754246562719345, 0.07039592415094376, 0.019060982391238213, -0.06049320474267006, -0.05182226374745369, -0.033648841083049774, -0.02627519518136978, -0.031440556049346924, 0.039093125611543655, -0.032220304012298584, 0.0005958734545856714, 0.07858894765377045, 0.012058480642735958, 0.016825877130031586, 0.09610601514577866, 0.014131600968539715, 0.03364350274205208, -0.07155358791351318, 0.029438210651278496, 0.04709821566939354, -0.023993145674467087, 0.00323290447704494, -2.3882217505229017e-33, 0.04966183751821518, -0.056011881679296494, 0.0029206222388893366, 0.03234655782580376, 0.1268509328365326, -0.04970667138695717, -0.08612632751464844, 0.09396647661924362, -0.07655438035726547, -0.027747867628932, -0.034771934151649475, 0.0069906278513371944, -0.022153908386826515, 0.09882082045078278, 0.04962267726659775, -0.025891926139593124, -0.010163160040974617, 0.08744452893733978, -0.0028903759084641933, -0.03194731846451759, -0.06451921910047531, 0.053970541805028915, -0.011654466390609741, -0.06808613240718842, -0.04510309174656868, 0.06703628599643707, 0.042501941323280334, -0.09035370498895645, -0.02781054750084877, 0.01786283776164055, -0.07211410999298096, 0.0008482632110826671, 0.0404803566634655, -0.004758965689688921, 0.019531602039933205, 0.0076779648661613464, -0.04446214437484741, -0.05094645172357559, -0.033466875553131104, 0.03354133293032646, -0.060963377356529236, -0.05626824125647545, 0.0014267900260165334, -0.02116248942911625, -0.04793790355324745, 0.01607622019946575, 0.06008050590753555, 0.03543994203209877, -0.02123088389635086, 0.011590464040637016, 0.03098602406680584, 0.06448779255151749, -0.009733770973980427, -0.06071450188755989, -0.027000978589057922, -0.045890457928180695, 0.0017981819109991193, 0.0027550430968403816, 0.018879486247897148, -0.011857332661747932, -0.03193618729710579, 0.02948058396577835, -0.02438165992498398, -0.054457783699035645, -0.06656329333782196, -0.00907478854060173, 0.026120880618691444, -0.006684343330562115, 0.035831667482852936, 0.03269168362021446, -0.08846092969179153, 0.07652769982814789, -0.025541888549923897, 0.011574783362448215, -0.10528375208377838, -0.0003315364883746952, -0.06101209297776222, -0.08759929239749908, -0.005736457649618387, 0.002118093194440007, -0.01136058196425438, -0.11733733862638474, 0.006499770097434521, -0.024725260213017464, -0.0030266963876783848, -0.11006247252225876, 0.08461745828390121, -0.11357393115758896, -0.022031886503100395, 0.007011283654719591, -0.002236509695649147, -0.017332321032881737, 0.0056031569838523865, -0.0384681411087513, -0.006477341987192631, 1.8146879548521303e-33, -0.012210259214043617, 0.009706403128802776, -0.07963888347148895, 0.0706232339143753, 0.023591112345457077, 0.018851233646273613, 0.060262784361839294, 0.08688943833112717, -0.020098982378840446, 0.05076862871646881, 0.015461493283510208, -0.00014302502677310258, -0.010736188851296902, 0.011819478124380112, 0.04693892225623131, -0.01509764138609171, 0.023840393871068954, 0.04952114820480347, -0.004377525765448809, 0.04483240097761154, -0.01825164258480072, 0.024325624108314514, 0.02065485529601574, 0.08406361192464828, 0.11940401047468185, 0.1297910362482071, 0.02803473360836506, 0.030375927686691284, -0.02282782830297947, -0.029385434463620186, 0.02926749922335148, -0.04302683845162392, -0.07610786706209183, -0.06579335778951645, -0.042146582156419754, 0.010774236172437668, 0.058757759630680084, 0.02282695285975933, -0.03331778571009636, -0.06639686226844788, 0.04667225852608681, 0.030900200828909874, -0.09704328328371048, 0.13296566903591156, 0.02089337632060051, -0.03951396048069, 0.0014741913182660937, 0.002821207046508789, 0.037901025265455246, 0.012411590665578842, -0.042661819607019424, -0.05260669067502022, 0.0031080134212970734, -0.08097964525222778, -0.009033766575157642, -0.034421633929014206, -0.01467067003250122, -0.03564197197556496, 0.02337229624390602, 0.018726659938693047, -0.031599532812833786, -0.06809626519680023, 0.0001717460690997541, -0.11279956251382828, 0.06917152553796768, -0.08885572105646133, -0.00621297862380743, 0.07084912061691284, -0.06007201597094536, 0.05515899881720543, 0.05711660534143448, 0.0235284436494112, 0.024608096107840538, -0.02407786063849926, 0.07711555063724518, 0.0024000920820981264, 0.10871610790491104, 0.01007921528071165, 0.05683375895023346, -0.017055628821253777, -0.016595007851719856, -0.07046157866716385, 0.055568717420101166, 0.06685572117567062, 0.14827623963356018, 0.01269099023193121, 0.006914723664522171, -0.02478591725230217, -0.023298785090446472, 0.013641765341162682, -0.024072881788015366, 0.05671631544828415, -0.01066499948501587, 0.11966752260923386, 0.0349310040473938, -1.5827835042614424e-8, -0.07756660133600235, 0.02507968060672283, 0.04938381537795067, -0.0008354993187822402, -0.05384837090969086, -0.062157269567251205, 0.051824864000082016, -0.026434337720274925, -0.0624130517244339, -0.030533885583281517, -0.015322797000408173, 0.0024519707076251507, -0.022308189421892166, 0.04149173945188522, 0.06093993037939072, -0.0017568119801580906, -0.025475619360804558, 0.08770827203989029, -0.04291143640875816, 0.039986900985240936, -0.07399410754442215, 0.05512700229883194, 0.04024520143866539, 0.05020679906010628, -0.0767095610499382, -0.024655986577272415, -0.1226787120103836, 0.026103155687451363, 0.07653984427452087, 0.007594152353703976, 0.009805496782064438, 0.0894809141755104, -0.025218801572918892, -0.00042703826329670846, -0.02054453082382679, 0.06114260479807854, -0.010127280838787556, -0.04153473302721977, -0.04094105586409569, -0.06058158725500107, 0.019294872879981995, -0.02134208381175995, -0.009096572175621986, -0.031305406242609024, 0.0763896107673645, 0.05000017210841179, 0.1268705576658249, 0.004078181926161051, 0.016444006934762, -0.0023707780055701733, 0.08189551532268524, -0.022506875917315483, 0.01404290460050106, -0.005567584652453661, 0.10676742345094681, -0.027659308165311813, 0.04368849843740463, 0.026463493704795837, -0.01349085196852684, 0.0760478675365448, -0.06532067805528641, -0.03221521154046059, 0.08034621179103851, 0.06771989911794662 ]
p
Turns out embedding.
[ "blog", "blog/vector-image-search-rag" ]
11,383
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(41)
[ 0.012290826998651028, -0.004121202044188976, 0.005830589681863785, 0.017879894003272057, 0.09198930114507675, 0.03406166657805443, -0.09707880765199661, 0.004804168827831745, 0.07909835129976273, -0.010788106359541416, 0.03449992090463638, 0.11333625018596649, 0.016785405576229095, 0.0073019894771277905, -0.07714507728815079, 0.017590122297406197, 0.001674237078987062, 0.03897267207503319, -0.08898241072893143, 0.031811393797397614, 0.004377203993499279, -0.09543899446725845, -0.009671095758676529, -0.05148540064692497, 0.037354640662670135, -0.057744529098272324, -0.0010445131920278072, 0.052261851727962494, 0.07287687063217163, -0.025696102529764175, 0.0779091939330101, 0.07611312717199326, -0.00015333724149968475, 0.055620960891246796, -0.041271355003118515, 0.0376494862139225, -0.03709181398153305, 0.03330928087234497, -0.11481209099292755, -0.05509297549724579, 0.0210884977132082, 0.09967165440320969, -0.0015699970535933971, 0.08514172583818436, 0.008349970914423466, 0.004184388089925051, -0.055235356092453, -0.06498079746961594, -0.0016054430743679404, -0.046183228492736816, 0.000022643331249128096, 0.04352137818932533, -0.10594674944877625, 0.0432695671916008, -0.044171497225761414, -0.06540792435407639, -0.06089762598276138, -0.03389997035264969, -0.02488451823592186, 0.012720352038741112, 0.040441662073135376, -0.02434566244482994, 0.04111200571060181, 0.007318110670894384, 0.08168429881334305, -0.025569669902324677, -0.06537503004074097, 0.008018065243959427, -0.08065440505743027, 0.04097327962517738, -0.03649768605828285, -0.009902128018438816, -0.043592873960733414, 0.03515483811497688, 0.0588875450193882, -0.034026551991701126, -0.021565349772572517, 0.02687825821340084, 0.05503067374229431, 0.07895320653915405, 0.029241763055324554, 0.04968695342540741, -0.012762508355081081, -0.003568078624084592, -0.007500091567635536, 0.035763807594776154, 0.008686855435371399, -0.10261908173561096, -0.0724051222205162, -0.022453682497143745, 0.046226609498262405, -0.07329920679330826, 0.0033482746221125126, 0.08365955203771591, -0.03727227449417114, -0.10207688063383102, -0.04359874501824379, 0.044323548674583435, 0.006715419236570597, 0.005728921387344599, 0.020572220906615257, -0.027025513350963593, 0.050008099526166916, 0.08335968852043152, -0.013162714429199696, -0.10801723599433899, 0.06327641010284424, 0.039719175547361374, -0.060746751725673676, -0.08082184940576553, -0.000421227072365582, -0.036700136959552765, 0.030556978657841682, 0.0701218992471695, -0.04199383407831192, -0.009539568796753883, -0.012391631491482258, 0.00476356316357851, 0.044430941343307495, -0.0080722039565444, 0.022123675793409348, 0.054509107023477554, 0.013883898966014385, -0.0014555489178746939, -0.023289768025279045, -0.009797129780054092, -0.020382581278681755, 3.8806122050890964e-35, 0.01820855773985386, 0.00957929901778698, -0.04274958372116089, 0.017004942521452904, 0.08801508694887161, 0.012915453873574734, -0.062535859644413, 0.10543376952409744, 0.041331563144922256, 0.04197143390774727, -0.02995382808148861, 0.007317621726542711, 0.06148918718099594, 0.14236243069171906, 0.05964590609073639, -0.01962091587483883, -0.017805058509111404, 0.13327468931674957, 0.004410813096910715, -0.026306329295039177, -0.01562423724681139, -0.04367852956056595, 0.04263025522232056, -0.04205489158630371, -0.07242965698242188, 0.007919461466372013, 0.00270330929197371, -0.02843308076262474, -0.07404844462871552, 0.00036232592537999153, -0.0905478447675705, -0.021551650017499924, 0.006139447446912527, -0.0484529510140419, 0.07607738673686981, 0.053494181483983994, 0.00649082800373435, -0.030370358377695084, -0.04404957965016365, -0.03325844183564186, -0.06177656725049019, -0.018026024103164673, -0.014547105878591537, -0.04082706198096275, -0.061400406062603, -0.015863921493291855, 0.10239046066999435, -0.04291955381631851, -0.11150585860013962, 0.02019023895263672, 0.08390410989522934, 0.05276339501142502, -0.017110180109739304, -0.03566677123308182, 0.02167907916009426, -0.07837135344743729, 0.03476903587579727, -0.04357680305838585, 0.07864931225776672, 0.040412113070487976, -0.11047203838825226, -0.04994205757975578, -0.017793972045183182, 0.06987312436103821, -0.018088165670633316, -0.021854344755411148, 0.04521520808339119, 0.0005392463644966483, 0.016994772478938103, 0.03639831393957138, -0.028665872290730476, 0.05250249430537224, -0.008878973312675953, -0.026167117059230804, -0.04036630317568779, -0.021695032715797424, 0.010947207920253277, -0.06327039748430252, 0.0008122656727209687, 0.07071802765130997, -0.08355593681335449, -0.04493110626935959, 0.03220360726118088, -0.0858435109257698, -0.0586882121860981, -0.17646737396717072, 0.08076903969049454, -0.04626665636897087, 0.059153586626052856, -0.09713137894868851, -0.0015365586150437593, -0.011396151036024094, -0.05529903620481491, -0.024714894592761993, 0.03276938199996948, -4.3602515527780145e-34, -0.03158068656921387, -0.03159239515662193, -0.10213105380535126, -0.009404958225786686, -0.03300747275352478, 0.06589480489492416, 0.0028461115434765816, 0.07536712288856506, -0.0661957710981369, -0.03504199907183647, 0.00869404524564743, 0.0021608995739370584, -0.009413687512278557, 0.000005478591447172221, 0.03114846907556057, 0.032904669642448425, -0.08256436139345169, -0.04574663192033768, -0.06759083271026611, -0.008998914621770382, 0.02665894664824009, 0.02913486398756504, 0.018428662791848183, 0.03618887811899185, 0.06000335142016411, 0.05035790055990219, -0.02804754674434662, 0.005482264328747988, 0.025178827345371246, 0.07834480702877045, 0.021292485296726227, -0.11796309053897858, -0.10887553542852402, -0.007708535064011812, -0.01732945255935192, -0.03980250284075737, 0.07438762485980988, 0.051260098814964294, -0.01957923173904419, -0.11372039467096329, -0.02779036946594715, 0.023130573332309723, -0.09973730891942978, 0.0053983768448233604, -0.021921822801232338, 0.006571914069354534, 0.031857289373874664, -0.009315823204815388, 0.09330365061759949, 0.03263171762228012, -0.013930831104516983, 0.004438150208443403, 0.1009712815284729, -0.008701645769178867, -0.001945877680554986, -0.019711444154381752, -0.039554789662361145, 0.018499331548810005, 0.05999622866511345, 0.0021981343161314726, 0.057614490389823914, -0.08448047935962677, -0.004579999018460512, -0.08723189681768417, 0.023066958412528038, -0.015495434403419495, 0.01922171376645565, 0.05708896368741989, -0.06016143038868904, 0.047492485493421555, 0.022116754204034805, 0.036197394132614136, 0.00024088540521916002, -0.04124867543578148, -0.0483163483440876, 0.0037860949523746967, 0.09388583153486252, -0.018101416528224945, 0.04010859876871109, -0.05052049830555916, 0.012271357700228691, -0.06673895567655563, 0.03302658349275589, 0.017229987308382988, 0.07183226943016052, 0.02108876220881939, -0.016777269542217255, 0.03739394620060921, -0.01822706311941147, 0.05005580931901932, 0.02477828972041607, 0.042093802243471146, 0.017953496426343918, 0.09739188849925995, 0.033732131123542786, -2.1880097733628645e-8, -0.07016125321388245, 0.004090036731213331, 0.025947466492652893, -0.012331348843872547, -0.06641004234552383, -0.10755252838134766, 0.059357043355703354, 0.10306472331285477, 0.01102046761661768, -0.01176442950963974, 0.06685943156480789, -0.07035478204488754, -0.10582176595926285, 0.0773470476269722, 0.09166363626718521, -0.015332786366343498, -0.050067510455846786, -0.03636499494314194, -0.004834621679037809, 0.021907318383455276, -0.08119302242994308, 0.039722949266433716, 0.0224789846688509, -0.030283238738775253, -0.0070517887361347675, -0.020307181403040886, 0.03224669396877289, 0.06559362262487411, 0.06576076149940491, -0.08162921667098999, 0.0031856847926974297, 0.023567629978060722, -0.006826231721788645, 0.01515783742070198, -0.010566724464297295, 0.07748806476593018, -0.029500821605324745, 0.012677181512117386, -0.00897124968469143, -0.05102293938398361, -0.06417319178581238, 0.0005609305226244032, 0.04110758379101753, -0.0027648061513900757, 0.09969311952590942, 0.04214882105588913, 0.06446199864149094, -0.011941948905587196, -0.009703799150884151, 0.05744793638586998, 0.03284810855984688, 0.012075099162757397, -0.015206809155642986, -0.005739699117839336, 0.039521217346191406, 0.0015603164210915565, 0.026847660541534424, 0.030051501467823982, 0.05687275156378746, 0.005000781733542681, -0.0575757697224617, -0.0029296190477907658, 0.01497040968388319, -0.018826209008693695 ]
p
So basically you have an embedding of like 1000 dimensions and it just reduces it to free dimensions.
[ "blog", "blog/vector-image-search-rag" ]
11,384
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(41)
[ -0.00651520537212491, -0.05963365361094475, -0.04223015904426575, -0.08242442458868027, 0.07771948724985123, 0.019075635820627213, -0.11730264872312546, 0.0026745994109660387, 0.13740822672843933, -0.019761471077799797, 0.04231151193380356, 0.10115276277065277, -0.02649111859500408, 0.00691375182941556, -0.05770757049322128, -0.04967350512742996, 0.0327165424823761, -0.006195547059178352, -0.06919874995946884, 0.0045735822059214115, 0.05792137235403061, -0.059448741376399994, -0.026290588080883026, -0.09883514046669006, 0.02944495901465416, 0.006896944250911474, -0.06700752675533295, 0.05650614947080612, 0.03793029487133026, -0.026827657595276833, 0.044583868235349655, -0.015045630745589733, -0.0020781036000698805, 0.01210633385926485, -0.11360359191894531, 0.004987957887351513, 0.04954070970416069, 0.00035374730941839516, -0.08339027315378189, -0.06045949459075928, -0.0064333658665418625, 0.0821191594004631, 0.017515039071440697, 0.08134443312883377, -0.028570443391799927, 0.019575271755456924, -0.09393835812807083, -0.04398120939731598, 0.053558673709630966, -0.004103501792997122, -0.06009350344538689, -0.04723794758319855, -0.07617539167404175, 0.003217254066839814, 0.0033295031171292067, 0.028348980471491814, -0.001236421405337751, -0.036982160061597824, 0.012093361467123032, 0.010405423119664192, 0.073053278028965, -0.005851603578776121, 0.024845948442816734, 0.04908685386180878, 0.08506055176258087, -0.09747665375471115, -0.006550376769155264, 0.040125489234924316, -0.04873322695493698, -0.03265848755836487, -0.01913929171860218, 0.01577444188296795, -0.06812485307455063, -0.030189869925379753, 0.022121483460068703, -0.00458096619695425, -0.01877366006374359, -0.05182623118162155, 0.0016376541461795568, -0.031717877835035324, -0.008993212133646011, 0.07034016400575638, 0.015328134410083294, 0.05368359014391899, 0.061892248690128326, 0.045512791723012924, 0.0027494379319250584, -0.09224051237106323, -0.10279501974582672, -0.023367803543806076, 0.05210636928677559, -0.07160520553588867, -0.08022935688495636, 0.050885096192359924, -0.041030269116163254, -0.10048621892929077, -0.01660158857703209, 0.029597407206892967, 0.06518429517745972, 0.0067651402205228806, 0.02996273711323738, -0.08152924478054047, 0.08572512865066528, 0.04100985452532768, 0.009555433876812458, -0.1286785900592804, 0.050301238894462585, -0.009429536759853363, 0.016707902774214745, -0.05306197330355644, -0.041612450033426285, -0.03734239935874939, -0.0016994117759168148, 0.06346172094345093, -0.012110679410398006, -0.033829957246780396, 0.010217966511845589, 0.05630330741405487, 0.08009645342826843, -0.00899339560419321, -0.017712675034999847, 0.010466281324625015, 0.010106021538376808, 0.006886636838316917, 0.04984473064541817, -0.05919931083917618, -0.02197415754199028, 3.3650497959567973e-34, 0.023445025086402893, -0.015569492243230343, -0.0212395042181015, 0.04664541035890579, 0.06806983053684235, 0.013919000513851643, -0.09544575959444046, 0.07570759952068329, -0.023544687777757645, 0.024421971291303635, -0.029593205079436302, 0.032158758491277695, 0.057832956314086914, 0.11323472112417221, 0.007644339464604855, 0.004077806603163481, -0.037633344531059265, 0.03802467882633209, -0.06831728667020798, -0.0025621033273637295, -0.016682825982570648, -0.09575331211090088, 0.023491663858294487, -0.05348217114806175, -0.05665935203433037, 0.08508727699518204, 0.024420039728283882, -0.047336775809526443, -0.009542499668896198, 0.005184578243643045, -0.04895399510860443, 0.001669621211476624, -0.016004269942641258, -0.03219297528266907, 0.06622326374053955, 0.057178158313035965, -0.021365627646446228, -0.1047973707318306, -0.03168465569615364, -0.013141242787241936, 0.005755213554948568, -0.025270698592066765, -0.04428345337510109, -0.04481121897697449, -0.00042683069477789104, 0.01028256956487894, 0.05082029849290848, -0.03250660002231598, -0.05226504057645798, 0.0384959876537323, 0.10557934641838074, 0.03445067256689072, -0.04974067583680153, -0.039267148822546005, 0.07663629949092865, -0.03320440649986267, -0.004581015557050705, -0.050858546048402786, 0.05869192257523537, 0.029670435935258865, -0.11136706918478012, -0.022824034094810486, 0.04350152611732483, 0.021892840042710304, -0.013429699465632439, 0.07245766371488571, -0.003988145850598812, 0.05921321362257004, 0.05856708809733391, 0.05902478098869324, -0.07207304984331131, 0.013364888727664948, 0.01587642729282379, -0.032930243760347366, -0.05398295074701309, -0.025597164407372475, -0.07459144294261932, -0.031999338418245316, 0.06942366808652878, 0.04509204253554344, -0.06605011224746704, -0.07715695351362228, -0.060299161821603775, -0.03546331822872162, -0.11880529671907425, -0.11606116592884064, 0.05481564626097679, -0.05390273779630661, -0.016930842772126198, -0.00894691701978445, 0.00041455490281805396, -0.0018802551785483956, -0.038880396634340286, -0.020801831036806107, 0.011941175907850266, -1.6551979833585162e-33, -0.033659741282463074, -0.041977062821388245, -0.03967516869306564, -0.0032122398260980844, -0.019373541697859764, 0.012604045681655407, 0.043626461178064346, 0.016277886927127838, -0.038531187921762466, 0.0733375996351242, 0.012040721252560616, 0.02566353976726532, 0.024282164871692657, 0.0081146489828825, 0.029050474986433983, 0.038283221423625946, -0.0063932668417692184, -0.02439718507230282, -0.026480186730623245, -0.021641045808792114, 0.05551676079630852, -0.0028430577367544174, 0.020778225734829903, 0.045462533831596375, 0.050674524158239365, 0.07849904149770737, -0.03220772743225098, -0.08409927785396576, 0.006828023120760918, 0.009936954826116562, 0.02947797067463398, -0.11714328080415726, -0.08601482212543488, -0.07465359568595886, -0.01441234815865755, 0.026761110872030258, 0.03394903242588043, -0.020411904901266098, -0.03956378623843193, -0.07824160903692245, -0.013506150804460049, 0.07340589910745621, -0.03907905891537666, 0.030147425830364227, -0.02851065993309021, 0.068087138235569, 0.014689185656607151, 0.020467698574066162, 0.004802994430065155, 0.011294486932456493, -0.005286321043968201, 0.02101597934961319, 0.07015744596719742, -0.06768425554037094, 0.002291113371029496, -0.04017167538404465, -0.0558200478553772, 0.05727865546941757, 0.06208759918808937, 0.06630179286003113, 0.09170228242874146, -0.06799814850091934, -0.035097263753414154, 0.006465781945735216, 0.02895752526819706, 0.02646210603415966, 0.027271872386336327, 0.09785162657499313, -0.03457750380039215, 0.06465616077184677, 0.04672534763813019, 0.0534539520740509, 0.023704972118139267, 0.0021943049505352974, -0.01598895527422428, -0.004143706522881985, 0.11240415275096893, -0.010929455980658531, 0.02833438105881214, -0.005449859891086817, -0.03477994352579117, -0.03526116535067558, 0.05601055920124054, 0.04016312211751938, 0.04758107662200928, 0.018681328743696213, -0.016411682590842247, 0.03662620857357979, 0.028416752815246582, -0.030391661450266838, 0.030903471633791924, 0.03314025327563286, -0.053378596901893616, 0.06695865094661713, 0.044630952179431915, -2.546582678064624e-8, -0.05480269342660904, 0.008810237050056458, 0.09283345192670822, -0.10280404984951019, -0.10586583614349365, -0.03665987774729729, 0.07287149131298065, 0.07520794123411179, -0.028240669518709183, -0.00034746190067380667, 0.0488460399210453, -0.047831498086452484, -0.11854344606399536, 0.05767016485333443, 0.1479608714580536, 0.032494209706783295, -0.07542559504508972, -0.06897702068090439, 0.02057398110628128, 0.07151657342910767, -0.06523799896240234, 0.03717179596424103, 0.03241562843322754, 0.005847088526934385, -0.06519072502851486, 0.06376741081476212, -0.004110278561711311, 0.06666606664657593, 0.03151588886976242, -0.06381155550479889, 0.041774433106184006, 0.033866412937641144, 0.022700661793351173, 0.023533325642347336, -0.03454477712512016, 0.11002660542726517, -0.08120261132717133, 0.02196645177900791, -0.013047488406300545, -0.036712292581796646, -0.02279811166226864, -0.0341707207262516, 0.03594880923628807, 0.018932979553937912, 0.10284412652254105, 0.08049394190311432, 0.09102252125740051, -0.005580306053161621, -0.09220859408378601, 0.02875441126525402, -0.02539137750864029, -0.019379639998078346, 0.021671736612915993, 0.007202958222478628, 0.026922548189759254, -0.007186468690633774, 0.020682327449321747, -0.06338868290185928, 0.029291054233908653, 0.01912800781428814, -0.039720796048641205, 0.03390656039118767, 0.008603549562394619, 0.004799672868102789 ]
p
And so you can visualize it in a 3d space and you can see how close your embeddings are from each other.
[ "blog", "blog/vector-image-search-rag" ]
11,385
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(42)
[ -0.09869501739740372, 0.06445261836051941, -0.0700313150882721, -0.021951276808977127, -0.025799725204706192, -0.04739833623170853, 0.1027933657169342, 0.09392203390598297, 0.09250365197658539, 0.0175621435046196, -0.001431716256774962, -0.06628168374300003, 0.00997555535286665, 0.04084043577313423, -0.023436948657035828, 0.02193133346736431, -0.08380930870771408, 0.010890294797718525, 0.008056210353970528, 0.03600181266665459, -0.07469882816076279, -0.04406357184052467, -0.05317161977291107, 0.053817734122276306, 0.028376733884215355, 0.0441967211663723, 0.04563260078430176, 0.0783819630742073, -0.05284513533115387, -0.12470140308141708, -0.013663770630955696, 0.053681109100580215, 0.006437600590288639, -0.025773905217647552, -0.05461622774600983, 0.02577187493443489, 0.037272293120622635, -0.06510455161333084, -0.01074416097253561, 0.01698511280119419, -0.039764516055583954, -0.05816584825515747, -0.02496187388896942, 0.08176800608634949, -0.055112071335315704, 0.020101023837924004, -0.049150921404361725, 0.0759289339184761, 0.04562726244330406, 0.02599106729030609, -0.010781076736748219, -0.010713095776736736, 0.018745381385087967, 0.07102734595537186, 0.0301591195166111, 0.06500247120857239, 0.011868458241224289, 0.06955843418836594, -0.0031935235019773245, -0.023440580815076828, 0.01802426017820835, -0.006550197023898363, -0.11181875318288803, 0.06289980560541153, -0.12136226892471313, 0.07479490339756012, -0.016750579699873924, 0.10715030878782272, -0.11238621920347214, 0.05682803690433502, 0.06656726449728012, 0.01926642470061779, 0.02973317727446556, -0.03360893949866295, -0.02554907277226448, 0.060154352337121964, 0.018376193940639496, -0.04604634270071983, 0.020263930782675743, -0.12687644362449646, 0.002458849921822548, -0.03579200059175491, -0.03206489980220795, 0.03367315232753754, 0.023283345624804497, 0.05621597543358803, 0.0014669898664578795, -0.013457235880196095, 0.03449198603630066, 0.02068439871072769, -0.059169452637434006, -0.0028591579757630825, 0.04693371057510376, -0.04356779158115387, -0.005430850200355053, 0.03288966417312622, 0.039160143584012985, -0.012247654609382153, -0.05817965045571327, 0.09600836783647537, 0.07269304245710373, 0.014088505879044533, -0.0026913629844784737, 0.05103950574994087, -0.02591816522181034, 0.03281301259994507, 0.012838955968618393, -0.0027253921143710613, 0.04642999544739723, -0.004236888140439987, -0.11008544266223907, -0.03991355374455452, -0.014665079303085804, 0.06358248740434647, -0.058387454599142075, 0.0261994618922472, 0.040949027985334396, -0.0007408967358060181, 0.0015834076330065727, -0.1477653533220291, 0.052422262728214264, -0.010157499462366104, -0.010255670174956322, -0.10429255664348602, -0.019700849428772926, 0.01017587911337614, 0.03032734803855419, -2.469148659105262e-33, 0.04332903400063515, -0.0014220488956198096, 0.003109969198703766, 0.07754788547754288, -0.04434176906943321, -0.011516893282532692, -0.07696138322353363, 0.018074242398142815, -0.12933316826820374, 0.05766649171710014, -0.11362898349761963, -0.004035167396068573, -0.04915134236216545, 0.06196114420890808, 0.059740256518125534, 0.001251240842975676, 0.0682704895734787, -0.02649570070207119, -0.05915464460849762, 0.01046012993901968, -0.06209607422351837, 0.054173536598682404, 0.004129149951040745, -0.04346412047743797, -0.015585025772452354, 0.029828710481524467, 0.037983238697052, -0.03967173770070076, -0.05615121126174927, 0.03715750202536583, -0.031192203983664513, 0.022007521241903305, -0.04122935235500336, 0.032883912324905396, -0.03813037648797035, 0.07928156107664108, -0.0098976856097579, -0.03919278457760811, 0.01701829582452774, -0.07046516984701157, 0.04310959577560425, -0.015674889087677002, -0.03931455314159393, -0.05465143918991089, 0.032776400446891785, 0.015812816098332405, 0.09699387103319168, -0.010807611979544163, 0.0424911230802536, 0.02183443494141102, -0.056417517364025116, 0.002320091938599944, -0.014405675232410431, -0.020415449514985085, 0.04643961414694786, -0.0003100441535934806, -0.05521947517991066, 0.003807120956480503, 0.02748117968440056, -0.0008295975276269019, 0.09412902593612671, -0.03346388041973114, 0.030267048627138138, -0.05754387006163597, -0.010203806683421135, 0.02648661471903324, -0.08983998000621796, 0.03774019330739975, 0.06628251820802689, -0.058238133788108826, -0.016386479139328003, -0.03445636108517647, 0.023623831570148468, 0.07921960949897766, 0.00024155549181159586, 0.03765605017542839, 0.03864917531609535, 0.07694759964942932, 0.044542133808135986, 0.0000860311629367061, -0.013908579014241695, -0.044860370457172394, -0.018490679562091827, -0.023750776425004005, 0.06265094876289368, 0.11122915893793106, 0.04140381142497063, -0.012242548167705536, -0.053887881338596344, 0.05046786367893219, -0.12348563969135284, -0.01198814157396555, -0.005988596938550472, -0.10063864290714264, -0.08008942008018494, 1.1758635295168426e-33, -0.07119251042604446, 0.004404006060212851, -0.0287241842597723, -0.041186973452568054, -0.018925584852695465, -0.028237096965312958, 0.011980891227722168, 0.11584872752428055, -0.0438716821372509, -0.04069336876273155, -0.039646048098802567, 0.017816197127103806, 0.05841432884335518, -0.07456950843334198, -0.0427648089826107, 0.04096408560872078, 0.014821847900748253, -0.15885894000530243, 0.04295935481786728, -0.0333525650203228, -0.004574186634272337, 0.05085420981049538, -0.012918512336909771, -0.020511161535978317, -0.03264577314257622, 0.01787138730287552, 0.05980182811617851, 0.07179588079452515, -0.04101962596178055, -0.009527124464511871, -0.020912181586027145, -0.007447311654686928, -0.025272667407989502, -0.018068840727210045, 0.04966430738568306, -0.005093737039715052, 0.0714421272277832, 0.05822918191552162, -0.04918225482106209, -0.03959174081683159, -0.0444076843559742, -0.05827545374631882, 0.002822481794282794, 0.10191022604703903, 0.0758720338344574, -0.013169093988835812, -0.12389588356018066, 0.00004185879879514687, -0.004942903760820627, 0.0054290806874632835, -0.002005157060921192, 0.017842251807451248, -0.07795773446559906, 0.12609265744686127, 0.015397503040730953, -0.07920987159013748, -0.06219116225838661, 0.018062317743897438, 0.01708262972533703, -0.0467103011906147, -0.0222731102257967, 0.030889276415109634, -0.12362468242645264, 0.030252641066908836, 0.12619911134243011, 0.05297687277197838, -0.05905282497406006, 0.00044052506564185023, 0.03387283533811569, 0.0005049623432569206, 0.11555565893650055, -0.017287801951169968, -0.06853249669075012, -0.026086140424013138, -0.033106882125139236, -0.061545480042696, -0.03679010272026062, 0.040142081677913666, 0.045407261699438095, 0.03055298700928688, -0.009508936665952206, -0.01065406110137701, -0.04798166826367378, -0.026597056537866592, -0.05169916898012161, 0.013731725513935089, 0.06893304735422134, -0.007634959649294615, 0.0023887299466878176, 0.002192156622186303, 0.0019659684039652348, 0.04173200950026512, 0.015577824786305428, 0.033626411110162735, 0.019854877144098282, -1.591187270832961e-8, 0.0082797696813941, 0.053819313645362854, -0.04405272752046585, -0.001609634724445641, -0.027799835428595543, -0.05584322661161423, -0.053420282900333405, 0.030252819880843163, 0.058500032871961594, 0.04822934418916702, 0.05338044837117195, 0.049398135393857956, 0.10141182690858841, 0.009943531826138496, 0.018266618251800537, 0.0019932729192078114, 0.03814907371997833, 0.09880122542381287, -0.01604943908751011, 0.0037959900218993425, 0.04487485811114311, 0.019351523369550705, -0.011365141719579697, 0.022335076704621315, 0.03149593994021416, -0.02783278562128544, -0.06984730809926987, -0.07011651992797852, 0.03432229161262512, 0.00007333100802497938, 0.04100913181900978, 0.07423259317874908, 0.030323341488838196, -0.04863908886909485, 0.05612184852361679, 0.006293061655014753, -0.12822642922401428, 0.015131622552871704, 0.052704181522130966, -0.059367381036281586, 0.02154228463768959, -0.028998946771025658, 0.020838545635342598, -0.0027341307140886784, -0.06431449204683304, -0.04161455109715462, 0.031826797872781754, 0.04527342692017555, -0.031868062913417816, -0.0060237497091293335, -0.051676537841558456, 0.014574969187378883, 0.04470844566822052, 0.006309406831860542, 0.07947362959384918, -0.01605699397623539, 0.0589464008808136, 0.054612550884485245, -0.03254062309861183, 0.03357728198170662, 0.052944667637348175, -0.009778291918337345, 0.0006944375927560031, 0.009491273202002048 ]
p
Demetrios:
[ "blog", "blog/vector-image-search-rag" ]
11,386
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(42)
[ -0.04571972414851189, 0.009757214225828648, 0.052435729652643204, -0.014073073863983154, 0.08837925642728806, 0.02537810243666172, -0.04294484853744507, -0.08404989540576935, 0.08352246880531311, -0.07966221868991852, -0.00976135116070509, 0.01963515765964985, -0.02590383030474186, 0.05579497665166855, 0.049302347004413605, 0.005458700004965067, 0.09903337806463242, -0.06539637595415115, 0.005471359007060528, 0.0735078901052475, 0.0029823952354490757, 0.0019682073034346104, -0.0016869150567799807, 0.0029107879381626844, 0.09031163156032562, -0.018262391909956932, -0.0024484742898494005, 0.00443975580856204, 0.010295617394149303, -0.030071470886468887, 0.008477273397147655, 0.08563023805618286, 0.0006292062462307513, 0.03586265444755554, -0.10961921513080597, 0.05716259777545929, -0.07707531750202179, 0.09807803481817245, -0.06112467497587204, -0.02869846485555172, 0.009027848951518536, 0.025984397158026695, -0.014253536239266396, 0.11619260162115097, -0.055567193776369095, -0.031840980052948, 0.006498920265585184, 0.00004880693813902326, 0.0038159831892699003, -0.06974561512470245, 0.035841718316078186, 0.007070541847497225, -0.053113218396902084, 0.02433221973478794, 0.0689159631729126, 0.07010635733604431, -0.08399761468172073, -0.008864161558449268, 0.037923213094472885, 0.051805850118398666, -0.008118846453726292, -0.07195831835269928, -0.02920437790453434, 0.05273151025176048, 0.06712058931589127, 0.018880439922213554, 0.04094232618808746, 0.0177195705473423, -0.04951019212603569, 0.10814715921878815, 0.008087447844445705, 0.013785917311906815, 0.07491005212068558, -0.026699839159846306, 0.03609190881252289, -0.03102574311196804, -0.015486675314605236, 0.02773076668381691, 0.060651376843452454, 0.03638911619782448, 0.006137346848845482, -0.03616951406002045, -0.012505635619163513, 0.06704318523406982, 0.08120792359113693, 0.0006847497425042093, 0.013418899849057198, -0.04527217522263527, 0.09316852688789368, 0.048148225992918015, -0.06199498474597931, -0.003719012252986431, 0.13253994286060333, 0.03207917883992195, -0.04639730229973793, -0.03980056941509247, 0.0456722229719162, 0.03845752403140068, -0.036302369087934494, -0.019143380224704742, 0.024382123723626137, 0.05151522159576416, 0.000359849858796224, 0.10527970641851425, -0.05736925080418587, -0.025986570864915848, 0.017824530601501465, -0.05825066566467285, -0.03495602309703827, -0.08404267579317093, -0.03575079143047333, -0.030135132372379303, -0.015390138141810894, 0.01921425200998783, 0.003679199842736125, 0.11131500452756882, -0.06914486736059189, 0.029387056827545166, -0.031580448150634766, -0.004906123504042625, 0.03091716766357422, 0.019373217597603798, 0.04391096159815788, 0.10568782687187195, 0.05791540443897247, -0.03843321651220322, 0.022878635674715042, -5.966592225661014e-33, 0.06392098218202591, -0.009093041531741619, -0.00803352240473032, -0.029613522812724113, -0.0030020028352737427, -0.03856399655342102, -0.085471011698246, -0.021239375695586205, 0.06699163466691971, -0.010185284540057182, 0.0023028389550745487, -0.1314454823732376, -0.09044709801673889, 0.11324162036180496, 0.03956053406000137, 0.04574077948927879, -0.12275046855211258, 0.05915471166372299, 0.021430427208542824, -0.020706547424197197, 0.029197825118899345, 0.007923636585474014, -0.01147154625505209, -0.08899594843387604, -0.030291013419628143, 0.01335989497601986, 0.09351017326116562, 0.04087009280920029, 0.05913461744785309, 0.002402832731604576, -0.0012318049557507038, 0.03271077200770378, 0.00632897112518549, -0.06170206144452095, 0.043696366250514984, 0.045240867882966995, 0.03458669036626816, -0.05254487693309784, 0.008505769073963165, -0.0179652851074934, 0.0038402481004595757, 0.03718669340014458, -0.0279869195073843, 0.04587717354297638, 0.00788136851042509, 0.023626625537872314, 0.023121414706110954, -0.015157121233642101, -0.10014069080352783, -0.04890406131744385, 0.009838760830461979, 0.008133567869663239, 0.005660302005708218, 0.02361489087343216, 0.004519580863416195, -0.05630674958229065, 0.028734460473060608, -0.045153986662626266, -0.021494228392839432, 0.02118992805480957, -0.010467519983649254, 0.011236055754125118, 0.02845420315861702, 0.011185351759195328, -0.08237475156784058, -0.03495503216981888, -0.03181149810552597, 0.025283077731728554, -0.07236520946025848, 0.008368272334337234, -0.0015623632352799177, 0.029589107260107994, -0.026487980037927628, -0.00496392697095871, -0.013746175915002823, -0.0032590492628514767, 0.005114489234983921, -0.026263989508152008, 0.06358036398887634, 0.0029480531811714172, 0.07769265025854111, -0.01997913233935833, 0.01792301796376705, -0.03169312700629234, 0.06131388619542122, 0.028651611879467964, 0.16198945045471191, 0.012724077329039574, -0.10017238557338715, -0.08734816312789917, -0.05491418391466141, 0.03226688876748085, -0.03324923291802406, -0.01643906906247139, -0.047818224877119064, 3.494968048921317e-33, -0.11291135847568512, -0.09078734368085861, 0.01804964803159237, 0.027453333139419556, -0.0120675228536129, 0.025807516649365425, 0.013196081854403019, -0.016296718269586563, -0.04371541365981102, 0.08192334324121475, 0.014476640149950981, -0.05068233981728554, -0.0933956652879715, 0.06202532351016998, 0.04749858006834984, 0.08159039914608002, -0.02980964258313179, -0.05024125427007675, 0.004188626538962126, -0.045500487089157104, 0.0771547481417656, 0.09576528519392014, -0.03204788267612457, 0.06005743518471718, -0.09122603386640549, 0.011886242777109146, -0.07215902209281921, 0.006065916270017624, -0.07775522023439407, 0.03577246144413948, 0.00294844014570117, -0.05551695451140404, -0.055297479033470154, -0.012613051570951939, -0.053727488964796066, -0.032669827342033386, -0.03169824555516243, 0.04466919228434563, -0.06823384761810303, -0.015287398360669613, -0.014059764333069324, -0.11232883483171463, -0.042555201798677444, 0.13132701814174652, -0.09241220355033875, -0.0069767204113304615, 0.06232377141714096, -0.022700635716319084, -0.0609317272901535, 0.008065804839134216, -0.08430909365415573, -0.054863132536411285, 0.07622191309928894, 0.042356714606285095, -0.02772187627851963, -0.03782901167869568, -0.0266678836196661, -0.026665272191166878, -0.016258878633379936, 0.027947142720222473, 0.0244161244481802, -0.05081849917769432, 0.00138477876316756, -0.005043749697506428, -0.05124710872769356, 0.019597945734858513, 0.005082264542579651, 0.01384330727159977, 0.0320635624229908, -0.04764040559530258, -0.02367778867483139, -0.1133880764245987, -0.02912483550608158, 0.02372610569000244, -0.07372774183750153, 0.007178103551268578, -0.0023291660472750664, -0.05088707432150841, -0.014956980012357235, -0.08705995231866837, 0.00459176953881979, -0.04740189388394356, -0.04125693440437317, 0.09412229806184769, 0.028794648125767708, -0.021424563601613045, -0.0666082575917244, -0.07389990240335464, 0.017273137345910072, 0.020980196073651314, -0.008330480195581913, -0.06203160807490349, 0.016289841383695602, 0.04816368594765663, -0.019930269569158554, -2.0882382045783743e-8, 0.012357820756733418, 0.05454613268375397, -0.013712904416024685, -0.02270391769707203, 0.0361500009894371, 0.060378991067409515, 0.020167162641882896, 0.016224579885601997, 0.058098673820495605, 0.04265940561890602, 0.07922419905662537, -0.09644051641225815, 0.023930232971906662, -0.05680079013109207, 0.05607413500547409, 0.08328660577535629, -0.05895999073982239, -0.010453651659190655, -0.015404431149363518, 0.08094608783721924, -0.01345235388725996, 0.10658960044384003, -0.014179871417582035, -0.04603835940361023, -0.011636453680694103, 0.013423371128737926, 0.019927268847823143, -0.05231268331408501, 0.08719231188297272, 0.025491412729024887, 0.05088125914335251, -0.07788979262113571, 0.03823805972933769, 0.009964024648070335, -0.013943027704954147, 0.0284488033503294, -0.04640057682991028, 0.012566428631544113, -0.016034578904509544, -0.08520524203777313, -0.021147750318050385, -0.05612591281533241, 0.07293842732906342, 0.0724412202835083, 0.05625695735216141, 0.05267002061009407, -0.01845574378967285, -0.050421152263879776, -0.04467341676354408, 0.0015652572037652135, 0.06611578166484833, -0.045692794024944305, -0.0002016473445110023, 0.023381449282169342, 0.10252297669649124, -0.040452226996421814, 0.05262337252497673, 0.03542163595557213, 0.035787902772426605, 0.03352730721235275, 0.04404443874955177, -0.0031782083678990602, 0.11635228246450424, 0.00881844013929367 ]
p
Yeah, exactly.
[ "blog", "blog/vector-image-search-rag" ]
11,387
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(43)
[ -0.10510893911123276, 0.07039113342761993, -0.018698815256357193, -0.056203048676252365, -0.1056479886174202, 0.02403787150979042, 0.09773488342761993, 0.06037271395325661, 0.06397601962089539, 0.0005112885846756399, 0.07959459722042084, -0.08667410165071487, -0.037009794265031815, -0.03995553031563759, -0.10891783982515335, -0.025151705369353294, -0.01773284375667572, 0.004745901096612215, -0.041231829673051834, -0.06299643963575363, -0.06432630121707916, 0.032766591757535934, -0.021953558549284935, -0.04654613509774208, -0.07245110720396042, -0.020435554906725883, -0.023590687662363052, 0.012213294394314289, 0.0029709471855312586, -0.12191911786794662, 0.08134818822145462, 0.0050417534075677395, 0.0014074533246457577, 0.01537741906940937, 0.005009044427424669, -0.026141876354813576, 0.00924942921847105, -0.06260466575622559, 0.021459901705384254, 0.05732777342200279, -0.059561364352703094, 0.027791708707809448, -0.0991545021533966, -0.004497902002185583, 0.04721449688076973, 0.027799248695373535, -0.040735483169555664, 0.059666965156793594, -0.08761546015739441, -0.018974559381604195, -0.0507596917450428, -0.09825877100229263, -0.012400959618389606, 0.006886686664074659, 0.0008225115016102791, 0.0649341344833374, -0.0035585579462349415, -0.06412279605865479, -0.010954136028885841, -0.031895969063043594, 0.042416442185640335, -0.029634317383170128, -0.08746998757123947, 0.06489629298448563, -0.05226265266537666, 0.033696845173835754, 0.08228420466184616, -0.06574555486440659, -0.03464112803339958, 0.05150991678237915, 0.038734931498765945, -0.09170626848936081, -0.010830458253622055, -0.002325373934581876, -0.005837845616042614, 0.014484760351479053, -0.03384246677160263, -0.06068416312336922, 0.02545558661222458, -0.06703418493270874, 0.039095379412174225, -0.027679093182086945, -0.026664847508072853, -0.012928559444844723, 0.029296832159161568, -0.06707927584648132, -0.0005003309343010187, -0.006187170743942261, 0.045398373156785965, 0.0025880129542201757, -0.1045948714017868, 0.011181074194610119, -0.01695801317691803, 0.05779054015874863, 0.003189328359439969, -0.007901526987552643, 0.055226463824510574, 0.06580863147974014, -0.12805503606796265, 0.11105051636695862, -0.005685062613338232, 0.07049944251775742, 0.006385905668139458, 0.007982766255736351, -0.05606233328580856, -0.0072035654447972775, 0.060918837785720825, -0.08955750614404678, 0.03405483067035675, 0.05858329311013222, -0.10246012359857559, -0.03120705857872963, -0.008435257710516453, -0.11506020277738571, 0.046175483614206314, 0.0058007086627185345, -0.01028070691972971, -0.07164578884840012, 0.00002954891351691913, -0.02639266848564148, 0.021853063255548477, 0.001242555328644812, -0.11838671565055847, 0.05375019088387489, 0.03206609934568405, -0.003484465414658189, 0.0030625304207205772, -2.053118800488192e-33, -0.08782285451889038, 0.01895723305642605, -0.003770922077819705, 0.036677006632089615, 0.06062035635113716, 0.0010502365184947848, -0.06179770454764366, 0.014291591010987759, -0.0320805199444294, 0.016446569934487343, -0.02756471559405327, 0.0338105708360672, -0.0612112395465374, -0.0862906277179718, 0.05940893292427063, 0.04323219880461693, 0.03481370955705643, -0.03194960206747055, 0.0676688402891159, -0.010935824364423752, -0.06025325879454613, 0.01284825336188078, 0.06050654128193855, 0.06328567862510681, 0.012810255400836468, -0.0006681493832729757, 0.06403263658285141, -0.09227994829416275, -0.06959066540002823, 0.01866486854851246, 0.08700487017631531, 0.01429053582251072, 0.014556584879755974, 0.002794713480398059, -0.019571520388126373, -0.07645229995250702, -0.0037621811497956514, 0.049273308366537094, -0.04677453264594078, 0.061531126499176025, 0.014081819914281368, -0.0007785022025927901, -0.03778137266635895, -0.05891895294189453, 0.04934423044323921, -0.010630623437464237, -0.016385147348046303, 0.03690953925251961, 0.06102384626865387, 0.03447481244802475, 0.012354688718914986, -0.013502929359674454, -0.03318420797586441, 0.07305603474378586, 0.013698086142539978, 0.0463358499109745, -0.09250089526176453, 0.055701982229948044, 0.023273764178156853, -0.11439786106348038, 0.0742776021361351, -0.03068559244275093, 0.030689096078276634, -0.061660733073949814, -0.050322555005550385, -0.003538584802299738, -0.004674197174608707, 0.10947345942258835, 0.08355344086885452, 0.0003413496888242662, -0.06481467187404633, -0.03687870502471924, 0.023383857682347298, 0.05130315199494362, -0.07496234774589539, 0.029551591724157333, -0.01595528982579708, 0.01747642643749714, -0.016861161217093468, -0.02225627563893795, -0.01985454000532627, -0.0018020696006715298, 0.04980602487921715, -0.028462618589401245, 0.046372633427381516, -0.012175841256976128, -0.010908426716923714, 0.029818246141076088, 0.05056441202759743, 0.03224954381585121, 0.0061804866418242455, 0.0951685830950737, 0.058641865849494934, -0.049140527844429016, -0.014052554033696651, 1.115642494746736e-33, 0.06740117818117142, -0.018282005563378334, -0.08719644695520401, 0.043082840740680695, 0.03532925248146057, 0.0585513561964035, -0.05324981361627579, 0.0707688108086586, -0.01973075047135353, -0.04027664288878441, -0.01844179444015026, -0.01229721400886774, 0.09886118024587631, -0.0785093680024147, 0.07632629573345184, 0.08719980716705322, 0.03190511465072632, -0.026565328240394592, 0.021093707531690598, 0.025493554770946503, -0.04078951105475426, -0.02318744733929634, -0.03278035670518875, 0.03794354572892189, -0.03996537625789642, 0.07869381457567215, 0.035115715116262436, 0.09063909202814102, 0.0084749860689044, 0.015638047829270363, 0.04333064332604408, 0.021778875961899757, 0.03853142261505127, 0.010861258022487164, -0.04908144474029541, 0.07809057086706161, 0.08483729511499405, 0.11525088548660278, -0.0437156967818737, 0.04839849844574928, 0.036665644496679306, 0.03307563439011574, 0.006069204304367304, 0.053167883306741714, 0.011876555159687996, 0.02254786528646946, -0.02237127535045147, -0.11672782152891159, -0.09300515055656433, -0.044634342193603516, 0.0957835391163826, 0.008619168773293495, -0.06813977658748627, -0.037147700786590576, 0.04129864647984505, 0.10530298948287964, -0.020439982414245605, -0.0666164979338646, -0.027948202565312386, -0.07042305916547775, 0.05790030211210251, 0.03435031324625015, -0.02585621178150177, -0.009241604246199131, 0.04471879452466965, -0.04390207305550575, -0.0795263797044754, 0.04890534654259682, 0.04145907983183861, 0.04111270233988762, 0.05666216090321541, -0.004148951731622219, -0.11703059077262878, -0.0024487837217748165, -0.05741720646619797, -0.01260493416339159, 0.035805944353342056, 0.00878123939037323, -0.014200734905898571, 0.030197374522686005, -0.1666218787431717, 0.03212133049964905, -0.030169552192091942, -0.0013911183923482895, 0.005799727514386177, 0.05539107322692871, 0.003209540620446205, -0.03411221131682396, 0.05093507096171379, -0.006743219215422869, 0.030907148495316505, 0.09253852069377899, -0.022874748334288597, -0.009434741921722889, 0.025838106870651245, -1.605019583905687e-8, 0.06277961283922195, -0.029276495799422264, 0.020581301301717758, 0.06081514433026314, 0.05736846476793289, -0.09485029429197311, 0.011492044664919376, -0.027148613706231117, -0.06981070339679718, 0.06707499921321869, 0.042913150042295456, 0.006824324373155832, -0.0063677518628537655, 0.08095255494117737, 0.023644516244530678, 0.06986509263515472, -0.026630213484168053, 0.060778822749853134, -0.015034354291856289, -0.11050371080636978, -0.05616017431020737, 0.0336686410009861, -0.027720117941498756, -0.03268062695860863, -0.04137709364295006, -0.0020971016492694616, -0.02049768902361393, -0.009556465782225132, -0.026670608669519424, -0.0176338329911232, -0.014006897807121277, 0.0319368876516819, 0.0885550007224083, -0.07789967954158783, -0.009800394997000694, 0.03049883060157299, 0.048592839390039444, -0.010776061564683914, -0.03452195227146149, -0.012733482755720615, 0.02519846148788929, 0.07023893296718597, 0.09614246338605881, 0.0005272452253848314, -0.016089394688606262, 0.00797617994248867, 0.06185244396328926, -0.004348307382315397, 0.02049398422241211, 0.057046521455049515, -0.017961615696549416, -0.041594747453927994, 0.014255145564675331, 0.02523615211248398, 0.0384676493704319, 0.05621611326932907, 0.023666903376579285, -0.005580738186836243, -0.012496821582317352, -0.02212204970419407, 0.05418973043560982, -0.02218795195221901, -0.008519705384969711, -0.015451899729669094 ]
p
Noe Acache:
[ "blog", "blog/vector-image-search-rag" ]
11,388
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(43)
[ 0.025617307052016258, -0.01075731124728918, -0.036735668778419495, -0.0645505040884018, 0.03302597999572754, -0.02212131954729557, -0.04095170274376869, -0.016843512654304504, -0.01004965603351593, -0.04514547064900398, 0.026273373514413834, 0.06986304372549057, -0.008166669867932796, 0.043838903307914734, -0.08456837385892868, -0.08509368449449539, 0.04073881357908249, 0.05134618282318115, -0.005936886183917522, -0.041463930159807205, 0.0965045765042305, -0.0238322876393795, 0.02375219017267227, -0.03215242177248001, 0.009256206452846527, 0.025111859664320946, 0.010551415383815765, 0.04450586065649986, 0.04799492657184601, 0.010583332739770412, -0.0489291287958622, 0.03215360641479492, -0.003891009371727705, 0.03576071560382843, -0.13723459839820862, 0.031894758343696594, 0.0807512104511261, 0.12132059782743454, -0.03524050489068031, 0.006313044112175703, -0.054270073771476746, 0.0072119575925171375, 0.023714568465948105, 0.0057965596206486225, 0.06564880162477493, 0.03277915343642235, -0.04519130289554596, -0.13672322034835815, 0.0004888417897745967, -0.00700410595163703, -0.06652133166790009, -0.11138997972011566, 0.007050738204270601, -0.00398228457197547, 0.010629934258759022, 0.0588487945497036, 0.005643738899379969, -0.03728734701871872, 0.00425251480191946, 0.05502009391784668, -0.03386475145816803, -0.0031669435556977987, -0.01754475198686123, 0.01826355792582035, 0.05545070394873619, -0.04647408425807953, 0.03864504024386406, 0.04573237895965576, 0.06113851070404053, -0.055464547127485275, -0.017612546682357788, 0.009571071714162827, -0.0006310067255981266, 0.0023763200733810663, 0.004958496429026127, 0.021025698632001877, -0.024849364534020424, 0.02373398281633854, 0.008344337344169617, -0.03706701844930649, 0.019064174965023994, 0.040370915085077286, 0.06141767278313637, 0.01174275204539299, 0.07394307106733322, 0.10508367419242859, -0.024646257981657982, -0.050724469125270844, -0.004499656148254871, 0.039595827460289, -0.010445771738886833, -0.0037333129439502954, -0.04658778756856918, 0.0178231094032526, -0.040530115365982056, -0.0017565012676641345, 0.010778105817735195, 0.014786815270781517, -0.031983669847249985, -0.01632118783891201, 0.008755968883633614, -0.11217512935400009, 0.050154998898506165, 0.029288463294506073, -0.02281481772661209, -0.06531516462564468, 0.0656268373131752, -0.036813799291849136, 0.018934931606054306, -0.06364136934280396, -0.0013229476753622293, 0.059690769761800766, -0.06131603568792343, -0.02668048068881035, 0.030073175206780434, 0.08935603499412537, -0.08683113008737564, 0.01376846432685852, 0.0423816479742527, 0.09276620298624039, -0.006888131145387888, -0.027206365019083023, -0.02398666925728321, 0.017008302733302116, 0.03429527208209038, -0.16220565140247345, -0.04679805785417557, -1.8317355616749305e-33, 0.05988621339201927, 0.013613143004477024, 0.056282225996255875, 0.018056310713291168, 0.029347307980060577, -0.050576549023389816, -0.035276610404253006, -0.024749552831053734, 0.09254225343465805, 0.04820607230067253, 0.03202085196971893, 0.05048517882823944, 0.02706887014210224, 0.09904361516237259, 0.08675220608711243, 0.017366083338856697, 0.004142681136727333, 0.12321361154317856, -0.07154977321624756, -0.01658816821873188, 0.01706317812204361, -0.0796988233923912, 0.017511112615466118, -0.039635077118873596, 0.024630267173051834, 0.09994622319936752, -0.0024644893128424883, 0.06986995041370392, 0.05207299068570137, 0.017992526292800903, -0.04486110433936119, 0.02579513192176819, -0.04919504374265671, -0.05014703795313835, 0.039730504155159, 0.03830985352396965, 0.01101105660200119, -0.04489064961671829, 0.014602207578718662, -0.0032590143382549286, -0.014400022104382515, 0.009228315204381943, 0.05353846028447151, 0.0070616877637803555, 0.04723146930336952, 0.026136284694075584, 0.022337935864925385, -0.07712551951408386, -0.11783747375011444, 0.03534633666276932, -0.005220380611717701, 0.0009086568607017398, 0.06405408680438995, -0.08882534503936768, 0.041114769876003265, 0.1171237975358963, 0.0675351545214653, 0.041361674666404724, -0.025243252515792847, -0.016688572242856026, -0.08438646793365479, 0.028616180643439293, 0.01801275834441185, 0.09153434634208679, -0.06508897989988327, 0.029906170442700386, -0.055790528655052185, -0.015382354147732258, 0.02614731155335903, 0.014859529212117195, -0.08784215152263641, -0.030979478731751442, 0.016501883044838905, -0.07848580926656723, 0.03385329991579056, -0.04256564751267433, 0.02470889873802662, 0.0226221214979887, 0.028425604104995728, -0.0027368918526917696, 0.004134501330554485, -0.11439293622970581, 0.011457192711532116, -0.10269328206777573, -0.026387466117739677, -0.052476897835731506, 0.07536274194717407, -0.09619633108377457, 0.008664603345096111, 0.0026036223862320185, -0.11575452238321304, -0.008113429881632328, -0.10805219411849976, -0.033893875777721405, -0.004258995410054922, 7.247410778481482e-34, -0.06608528643846512, 0.0523252971470356, -0.02445896342396736, 0.04796924814581871, -0.008101298473775387, 0.031992338597774506, 0.10053568333387375, 0.04691079258918762, -0.05554075166583061, 0.06352322548627853, 0.021016862243413925, 0.002454761415719986, -0.10991986840963364, -0.011804596520960331, 0.008301821537315845, 0.002713691210374236, -0.07836239039897919, -0.002053845440968871, -0.08583547919988632, -0.02440742962062359, 0.014674571342766285, 0.07589427381753922, -0.037972863763570786, -0.021584630012512207, -0.0018555652350187302, 0.033992789685726166, -0.08601603657007217, -0.04343397542834282, -0.006190137006342411, 0.03309560567140579, -0.006219425238668919, -0.06918004155158997, -0.09912083297967911, -0.06241171061992645, -0.04758872091770172, 0.01247472781687975, 0.05632556602358818, -0.03716128319501877, -0.0054816389456391335, 0.06947853416204453, 0.0514054000377655, -0.015116709284484386, -0.022032154724001884, -0.010305151343345642, -0.07056183367967606, 0.004543348681181669, 0.09027756750583649, 0.02916659414768219, 0.020885471254587173, 0.02775726467370987, -0.01936952956020832, -0.029367977753281593, 0.06184990704059601, -0.09746750444173813, -0.006753215566277504, -0.05533634126186371, -0.018700992688536644, 0.00329653755761683, -0.019552579149603844, -0.029692675918340683, 0.011256822384893894, -0.030434949323534966, -0.07097917795181274, 0.0023396406322717667, -0.0625707358121872, -0.033485736697912216, -0.014525356702506542, 0.07388870418071747, -0.016565287485718727, 0.012684793211519718, 0.09143911302089691, 0.03475169837474823, -0.012211000546813011, 0.0228399857878685, -0.09417381882667542, -0.00040599386557005346, 0.06294334679841995, 0.02749483846127987, -0.07068589329719543, 0.014795920811593533, 0.047999560832977295, -0.0786011666059494, 0.022003768011927605, 0.08457855880260468, 0.04951460659503937, 0.09550455212593079, -0.04345898702740669, 0.014150295406579971, 0.01430329866707325, -0.02059369534254074, -0.024155689403414726, 0.008157910779118538, -0.015423373319208622, 0.12907183170318604, -0.024072464555501938, -2.4910702833835785e-8, -0.06968832015991211, 0.03139694035053253, 0.061289362609386444, -0.007445592433214188, -0.042349230498075485, 0.052110929042100906, 0.06503964960575104, 0.04785103350877762, -0.009489192627370358, 0.038544267416000366, -0.010120661929249763, -0.04438892379403114, -0.06669437140226364, -0.008786741644144058, 0.04534948244690895, 0.04389287903904915, 0.048654135316610336, -0.014995086938142776, -0.020575903356075287, 0.0686296746134758, 0.017896538600325584, -0.0021641806233674288, -0.01762695424258709, 0.054957449436187744, -0.04890529066324234, -0.00452365493401885, -0.04412476345896721, 0.1280016154050827, -0.019346162676811218, -0.022888431325554848, 0.026655491441488266, 0.018998581916093826, 0.08214565366506577, 0.03851073607802391, 0.09104245156049728, 0.05347416549921036, 0.003485088935121894, -0.012369327247142792, -0.03832365199923515, 0.019301949068903923, -0.10114148259162903, -0.011075664311647415, 0.08248250186443329, 0.0542377233505249, 0.057035379111766815, 0.10454260557889938, -0.029618214815855026, -0.06501080840826035, -0.08764546364545822, 0.003787901485338807, -0.05821356177330017, -0.002459474839270115, 0.030779482796788216, 0.012216832488775253, 0.0461391881108284, 0.04957778751850128, 0.01721014827489853, -0.0809805765748024, -0.032721180468797684, 0.10287367552518845, -0.05880211666226387, 0.019030649214982986, 0.00971936620771885, 0.020769141614437103 ]
p
But it’s really for visualization purposes, not really for training purposes.
[ "blog", "blog/vector-image-search-rag" ]
11,389
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(44)
[ -0.09869501739740372, 0.06445261836051941, -0.0700313150882721, -0.021951276808977127, -0.025799725204706192, -0.04739833623170853, 0.1027933657169342, 0.09392203390598297, 0.09250365197658539, 0.0175621435046196, -0.001431716256774962, -0.06628168374300003, 0.00997555535286665, 0.04084043577313423, -0.023436948657035828, 0.02193133346736431, -0.08380930870771408, 0.010890294797718525, 0.008056210353970528, 0.03600181266665459, -0.07469882816076279, -0.04406357184052467, -0.05317161977291107, 0.053817734122276306, 0.028376733884215355, 0.0441967211663723, 0.04563260078430176, 0.0783819630742073, -0.05284513533115387, -0.12470140308141708, -0.013663770630955696, 0.053681109100580215, 0.006437600590288639, -0.025773905217647552, -0.05461622774600983, 0.02577187493443489, 0.037272293120622635, -0.06510455161333084, -0.01074416097253561, 0.01698511280119419, -0.039764516055583954, -0.05816584825515747, -0.02496187388896942, 0.08176800608634949, -0.055112071335315704, 0.020101023837924004, -0.049150921404361725, 0.0759289339184761, 0.04562726244330406, 0.02599106729030609, -0.010781076736748219, -0.010713095776736736, 0.018745381385087967, 0.07102734595537186, 0.0301591195166111, 0.06500247120857239, 0.011868458241224289, 0.06955843418836594, -0.0031935235019773245, -0.023440580815076828, 0.01802426017820835, -0.006550197023898363, -0.11181875318288803, 0.06289980560541153, -0.12136226892471313, 0.07479490339756012, -0.016750579699873924, 0.10715030878782272, -0.11238621920347214, 0.05682803690433502, 0.06656726449728012, 0.01926642470061779, 0.02973317727446556, -0.03360893949866295, -0.02554907277226448, 0.060154352337121964, 0.018376193940639496, -0.04604634270071983, 0.020263930782675743, -0.12687644362449646, 0.002458849921822548, -0.03579200059175491, -0.03206489980220795, 0.03367315232753754, 0.023283345624804497, 0.05621597543358803, 0.0014669898664578795, -0.013457235880196095, 0.03449198603630066, 0.02068439871072769, -0.059169452637434006, -0.0028591579757630825, 0.04693371057510376, -0.04356779158115387, -0.005430850200355053, 0.03288966417312622, 0.039160143584012985, -0.012247654609382153, -0.05817965045571327, 0.09600836783647537, 0.07269304245710373, 0.014088505879044533, -0.0026913629844784737, 0.05103950574994087, -0.02591816522181034, 0.03281301259994507, 0.012838955968618393, -0.0027253921143710613, 0.04642999544739723, -0.004236888140439987, -0.11008544266223907, -0.03991355374455452, -0.014665079303085804, 0.06358248740434647, -0.058387454599142075, 0.0261994618922472, 0.040949027985334396, -0.0007408967358060181, 0.0015834076330065727, -0.1477653533220291, 0.052422262728214264, -0.010157499462366104, -0.010255670174956322, -0.10429255664348602, -0.019700849428772926, 0.01017587911337614, 0.03032734803855419, -2.469148659105262e-33, 0.04332903400063515, -0.0014220488956198096, 0.003109969198703766, 0.07754788547754288, -0.04434176906943321, -0.011516893282532692, -0.07696138322353363, 0.018074242398142815, -0.12933316826820374, 0.05766649171710014, -0.11362898349761963, -0.004035167396068573, -0.04915134236216545, 0.06196114420890808, 0.059740256518125534, 0.001251240842975676, 0.0682704895734787, -0.02649570070207119, -0.05915464460849762, 0.01046012993901968, -0.06209607422351837, 0.054173536598682404, 0.004129149951040745, -0.04346412047743797, -0.015585025772452354, 0.029828710481524467, 0.037983238697052, -0.03967173770070076, -0.05615121126174927, 0.03715750202536583, -0.031192203983664513, 0.022007521241903305, -0.04122935235500336, 0.032883912324905396, -0.03813037648797035, 0.07928156107664108, -0.0098976856097579, -0.03919278457760811, 0.01701829582452774, -0.07046516984701157, 0.04310959577560425, -0.015674889087677002, -0.03931455314159393, -0.05465143918991089, 0.032776400446891785, 0.015812816098332405, 0.09699387103319168, -0.010807611979544163, 0.0424911230802536, 0.02183443494141102, -0.056417517364025116, 0.002320091938599944, -0.014405675232410431, -0.020415449514985085, 0.04643961414694786, -0.0003100441535934806, -0.05521947517991066, 0.003807120956480503, 0.02748117968440056, -0.0008295975276269019, 0.09412902593612671, -0.03346388041973114, 0.030267048627138138, -0.05754387006163597, -0.010203806683421135, 0.02648661471903324, -0.08983998000621796, 0.03774019330739975, 0.06628251820802689, -0.058238133788108826, -0.016386479139328003, -0.03445636108517647, 0.023623831570148468, 0.07921960949897766, 0.00024155549181159586, 0.03765605017542839, 0.03864917531609535, 0.07694759964942932, 0.044542133808135986, 0.0000860311629367061, -0.013908579014241695, -0.044860370457172394, -0.018490679562091827, -0.023750776425004005, 0.06265094876289368, 0.11122915893793106, 0.04140381142497063, -0.012242548167705536, -0.053887881338596344, 0.05046786367893219, -0.12348563969135284, -0.01198814157396555, -0.005988596938550472, -0.10063864290714264, -0.08008942008018494, 1.1758635295168426e-33, -0.07119251042604446, 0.004404006060212851, -0.0287241842597723, -0.041186973452568054, -0.018925584852695465, -0.028237096965312958, 0.011980891227722168, 0.11584872752428055, -0.0438716821372509, -0.04069336876273155, -0.039646048098802567, 0.017816197127103806, 0.05841432884335518, -0.07456950843334198, -0.0427648089826107, 0.04096408560872078, 0.014821847900748253, -0.15885894000530243, 0.04295935481786728, -0.0333525650203228, -0.004574186634272337, 0.05085420981049538, -0.012918512336909771, -0.020511161535978317, -0.03264577314257622, 0.01787138730287552, 0.05980182811617851, 0.07179588079452515, -0.04101962596178055, -0.009527124464511871, -0.020912181586027145, -0.007447311654686928, -0.025272667407989502, -0.018068840727210045, 0.04966430738568306, -0.005093737039715052, 0.0714421272277832, 0.05822918191552162, -0.04918225482106209, -0.03959174081683159, -0.0444076843559742, -0.05827545374631882, 0.002822481794282794, 0.10191022604703903, 0.0758720338344574, -0.013169093988835812, -0.12389588356018066, 0.00004185879879514687, -0.004942903760820627, 0.0054290806874632835, -0.002005157060921192, 0.017842251807451248, -0.07795773446559906, 0.12609265744686127, 0.015397503040730953, -0.07920987159013748, -0.06219116225838661, 0.018062317743897438, 0.01708262972533703, -0.0467103011906147, -0.0222731102257967, 0.030889276415109634, -0.12362468242645264, 0.030252641066908836, 0.12619911134243011, 0.05297687277197838, -0.05905282497406006, 0.00044052506564185023, 0.03387283533811569, 0.0005049623432569206, 0.11555565893650055, -0.017287801951169968, -0.06853249669075012, -0.026086140424013138, -0.033106882125139236, -0.061545480042696, -0.03679010272026062, 0.040142081677913666, 0.045407261699438095, 0.03055298700928688, -0.009508936665952206, -0.01065406110137701, -0.04798166826367378, -0.026597056537866592, -0.05169916898012161, 0.013731725513935089, 0.06893304735422134, -0.007634959649294615, 0.0023887299466878176, 0.002192156622186303, 0.0019659684039652348, 0.04173200950026512, 0.015577824786305428, 0.033626411110162735, 0.019854877144098282, -1.591187270832961e-8, 0.0082797696813941, 0.053819313645362854, -0.04405272752046585, -0.001609634724445641, -0.027799835428595543, -0.05584322661161423, -0.053420282900333405, 0.030252819880843163, 0.058500032871961594, 0.04822934418916702, 0.05338044837117195, 0.049398135393857956, 0.10141182690858841, 0.009943531826138496, 0.018266618251800537, 0.0019932729192078114, 0.03814907371997833, 0.09880122542381287, -0.01604943908751011, 0.0037959900218993425, 0.04487485811114311, 0.019351523369550705, -0.011365141719579697, 0.022335076704621315, 0.03149593994021416, -0.02783278562128544, -0.06984730809926987, -0.07011651992797852, 0.03432229161262512, 0.00007333100802497938, 0.04100913181900978, 0.07423259317874908, 0.030323341488838196, -0.04863908886909485, 0.05612184852361679, 0.006293061655014753, -0.12822642922401428, 0.015131622552871704, 0.052704181522130966, -0.059367381036281586, 0.02154228463768959, -0.028998946771025658, 0.020838545635342598, -0.0027341307140886784, -0.06431449204683304, -0.04161455109715462, 0.031826797872781754, 0.04527342692017555, -0.031868062913417816, -0.0060237497091293335, -0.051676537841558456, 0.014574969187378883, 0.04470844566822052, 0.006309406831860542, 0.07947362959384918, -0.01605699397623539, 0.0589464008808136, 0.054612550884485245, -0.03254062309861183, 0.03357728198170662, 0.052944667637348175, -0.009778291918337345, 0.0006944375927560031, 0.009491273202002048 ]
p
Demetrios:
[ "blog", "blog/vector-image-search-rag" ]
11,390
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(44)
[ -0.06455425173044205, -0.0014968406176194549, -0.012079497799277306, -0.03922943398356438, 0.025540117174386978, 0.04611654207110405, 0.01907314360141754, 0.017882267013192177, 0.0295856986194849, -0.07636015117168427, -0.04764817655086517, -0.04592437297105789, -0.004006378818303347, 0.06660070270299911, 0.012720666825771332, 0.045616138726472855, 0.049658626317977905, -0.13098976016044617, -0.007212282158434391, 0.06870780140161514, 0.029754016548395157, 0.05774877220392227, 0.019553061574697495, 0.03527073934674263, 0.07684321701526642, -0.056091174483299255, -0.06308221071958542, 0.049102623015642166, -0.0024626462254673243, 0.007421466987580061, -0.09222311526536942, 0.08770087361335754, -0.017089297994971275, 0.13644731044769287, -0.02421020343899727, 0.008691958151757717, 0.03378185257315636, 0.09425559639930725, -0.026645319536328316, -0.00886602234095335, 0.060510534793138504, -0.03694382309913635, -0.10130207240581512, 0.08244182914495468, -0.03435162827372551, -0.06043819710612297, -0.061369676142930984, -0.05682471767067909, 0.03807532414793968, 0.04776095226407051, 0.01582167111337185, 0.026178020983934402, -0.03207254782319069, -0.002217907691374421, 0.04350563883781433, 0.04540828615427017, -0.05608579143881798, -0.07614462077617645, 0.13098470866680145, 0.03678532689809799, -0.008379461243748665, 0.006499322131276131, -0.03044421784579754, 0.05500013753771782, 0.029070179909467697, -0.01030344795435667, -0.03284101188182831, -0.06315622478723526, -0.05549190565943718, 0.027275865897536278, 0.043608855456113815, -0.02647193893790245, 0.0706845074892044, -0.026400277391076088, 0.04654845595359802, 0.03209361806511879, -0.059038419276475906, -0.001623644377104938, 0.07418568432331085, -0.022534243762493134, 0.07008830457925797, -0.00023641718144062907, -0.0646558627486229, -0.04642525687813759, 0.03306739032268524, -0.024533711373806, -0.021153965964913368, 0.02190418727695942, 0.024845443665981293, 0.0506102554500103, 0.04420704022049904, 0.013054831884801388, 0.044078800827264786, 0.07288350909948349, 0.003907403908669949, -0.10648532956838608, -0.011423787102103233, 0.14310654997825623, -0.05967474728822708, -0.023448359221220016, 0.04463278874754906, -0.0020960525143891573, -0.0292787104845047, 0.06523822993040085, -0.08524877578020096, -0.01580062508583069, -0.026622027158737183, 0.036792512983083725, -0.03268244490027428, -0.006695141084492207, -0.04384830221533775, -0.0467899926006794, -0.01373983547091484, 0.035561300814151764, -0.07191028445959091, 0.03832647204399109, -0.01372448168694973, 0.0471683032810688, 0.06296132504940033, 0.04581207409501076, 0.03980666771531105, -0.043625302612781525, -0.020430002361536026, 0.06575527787208557, -0.01952519081532955, 0.027727549895644188, 0.08048020303249359, -1.0716503533511812e-33, 0.02163718082010746, -0.056388646364212036, -0.0383932888507843, 0.0026480581145733595, 0.04467814788222313, 0.007424564100801945, -0.06978501379489899, -0.02262616530060768, -0.058385610580444336, -0.02067621424794197, 0.09850757569074631, -0.04760401323437691, -0.020442819222807884, 0.031011542305350304, 0.07640653848648071, 0.0890759751200676, 0.0210069939494133, 0.07292100042104721, 0.025385448709130287, 0.037254635244607925, 0.0362696573138237, -0.016888782382011414, -0.01361243985593319, -0.13141831755638123, -0.0447184219956398, -0.01085684634745121, 0.09628302603960037, -0.03364534303545952, 0.05805572122335434, 0.05236530676484108, -0.09624037146568298, 0.09863891452550888, -0.08007193356752396, 0.02301514707505703, 0.07080239057540894, 0.07136384397745132, 0.010911012068390846, -0.008084874600172043, -0.04908212274312973, 0.07738783955574036, 0.03698992356657982, -0.00922447070479393, -0.0444725900888443, 0.08175409585237503, -0.04384545236825943, 0.02251521125435829, 0.04942057654261589, 0.03262609988451004, -0.06903403252363205, -0.010361870750784874, -0.08084087818861008, 0.0493583008646965, 0.005583604797720909, 0.02558012679219246, -0.021966874599456787, -0.037470608949661255, 0.020103981718420982, 0.0297707486897707, 0.025871919468045235, 0.005063519813120365, -0.030257385224103928, -0.000817056919913739, -0.004647512454539537, -0.01425758097320795, -0.04877059534192085, 0.06724940240383148, -0.026732971891760826, -0.021168364211916924, -0.030095331370830536, -0.01234414428472519, -0.033849045634269714, 0.006602001842111349, -0.03905449062585831, -0.001955960178747773, 0.03415104001760483, -0.05871892347931862, -0.0524321123957634, -0.05129854753613472, 0.0752573236823082, 0.022363990545272827, 0.07436604797840118, -0.03933945298194885, -0.016224369406700134, 0.005269098095595837, -0.009321345947682858, 0.015393421053886414, 0.059544164687395096, -0.009961013682186604, 0.04129509627819061, -0.018070338293910027, -0.09767699986696243, 0.04983313009142876, 0.005635496694594622, 0.0009020034340210259, -0.07069887220859528, -2.0533294711163784e-33, -0.09657783806324005, -0.02541523426771164, -0.048817746341228485, -0.023527557030320168, 0.0011153130326420069, 0.009555434808135033, 0.042739346623420715, 0.04459935054183006, 0.0170174278318882, 0.04756642505526543, -0.0598098449409008, -0.04696604609489441, -0.09617593884468079, -0.01897663250565529, 0.0788503885269165, 0.01134650781750679, -0.01413930207490921, -0.09396573156118393, 0.0018406618619337678, -0.01488855853676796, -0.041209857910871506, 0.09676122665405273, -0.033036522567272186, 0.04624941945075989, 0.007694059517234564, -0.02529805898666382, -0.09052630513906479, 0.0042846533469855785, 0.03335763141512871, -0.03957356885075569, -0.016067378222942352, -0.0775415301322937, -0.11405553668737411, -0.039636000990867615, -0.020638566464185715, -0.06864171475172043, -0.03342542424798012, -0.07381904125213623, -0.0518360510468483, -0.027319036424160004, -0.028988242149353027, -0.0713137537240982, -0.0628490298986435, 0.1430738866329193, -0.048785462975502014, -0.015678202733397484, 0.07119981944561005, -0.024795912206172943, 0.007798466831445694, 0.024270201101899147, -0.021834827959537506, -0.0500529408454895, 0.01202466432005167, -0.003991686273366213, -0.07567724585533142, -0.0850616917014122, 0.045963190495967865, 0.030484000220894814, -0.03688770532608032, 0.006859336514025927, 0.047842349857091904, -0.04074135050177574, 0.017367271706461906, -0.003053845139220357, 0.08978740870952606, -0.05272836238145828, -0.03259306401014328, 0.007528331596404314, 0.04031721502542496, -0.022549442946910858, 0.029281150549650192, -0.04768035560846329, -0.011520108208060265, 0.03863227367401123, 0.016498206183314323, 0.05103728920221329, -0.017169760540127754, 0.025311646983027458, -0.02436082810163498, -0.06402014195919037, -0.02984067052602768, -0.08557169139385223, 0.004650347400456667, 0.10424982756376266, -0.005578588228672743, -0.09376215189695358, -0.10370288789272308, -0.03668631985783577, -0.023357147350907326, 0.013246548362076283, -0.020309949293732643, -0.05324957147240639, 0.005471734330058098, 0.042046237736940384, -0.02463318221271038, -2.6450569734493e-8, 0.010314321145415306, 0.02916046418249607, 0.04509787634015083, -0.039721909910440445, 0.014158549718558788, 0.12291085720062256, 0.007174675818532705, -0.002342256950214505, 0.001341911149211228, 0.03921685740351677, 0.06602539867162704, -0.00710257375612855, -0.05056614428758621, -0.06345782428979874, 0.10738611966371536, -0.016222091391682625, -0.045056991279125214, -0.07529203593730927, -0.0632043406367302, -0.01961698941886425, -0.044763848185539246, 0.05791023373603821, 0.0065139709040522575, -0.0392598919570446, -0.0152718061581254, 0.034293051809072495, -0.0002644031192176044, -0.015801871195435524, 0.013265787623822689, -0.0027088921051472425, 0.09683530777692795, -0.006939997896552086, 0.06012555584311485, -0.0373399443924427, 0.01478218287229538, 0.03926839306950569, -0.021994922310113907, 0.010829919949173927, 0.05133316293358803, -0.04428898170590401, -0.08560743182897568, -0.05974028259515762, 0.10071118921041489, 0.10552461445331573, 0.05179768055677414, 0.01455285307019949, -0.004188813269138336, -0.09166115522384644, -0.07917468994855881, 0.02369845099747181, 0.06328435987234116, -0.0038950685411691666, 0.01425076276063919, -0.06010713428258896, 0.09093814343214035, -0.029114561155438423, 0.031171029433608055, 0.042414482682943344, 0.037022292613983154, -0.006273324601352215, 0.06459885090589523, -0.02897525392472744, 0.12748174369335175, 0.02875939942896366 ]
p
Yeah, okay, I see.
[ "blog", "blog/vector-image-search-rag" ]
11,391
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(45)
[ -0.10510893911123276, 0.07039113342761993, -0.018698815256357193, -0.056203048676252365, -0.1056479886174202, 0.02403787150979042, 0.09773488342761993, 0.06037271395325661, 0.06397601962089539, 0.0005112885846756399, 0.07959459722042084, -0.08667410165071487, -0.037009794265031815, -0.03995553031563759, -0.10891783982515335, -0.025151705369353294, -0.01773284375667572, 0.004745901096612215, -0.041231829673051834, -0.06299643963575363, -0.06432630121707916, 0.032766591757535934, -0.021953558549284935, -0.04654613509774208, -0.07245110720396042, -0.020435554906725883, -0.023590687662363052, 0.012213294394314289, 0.0029709471855312586, -0.12191911786794662, 0.08134818822145462, 0.0050417534075677395, 0.0014074533246457577, 0.01537741906940937, 0.005009044427424669, -0.026141876354813576, 0.00924942921847105, -0.06260466575622559, 0.021459901705384254, 0.05732777342200279, -0.059561364352703094, 0.027791708707809448, -0.0991545021533966, -0.004497902002185583, 0.04721449688076973, 0.027799248695373535, -0.040735483169555664, 0.059666965156793594, -0.08761546015739441, -0.018974559381604195, -0.0507596917450428, -0.09825877100229263, -0.012400959618389606, 0.006886686664074659, 0.0008225115016102791, 0.0649341344833374, -0.0035585579462349415, -0.06412279605865479, -0.010954136028885841, -0.031895969063043594, 0.042416442185640335, -0.029634317383170128, -0.08746998757123947, 0.06489629298448563, -0.05226265266537666, 0.033696845173835754, 0.08228420466184616, -0.06574555486440659, -0.03464112803339958, 0.05150991678237915, 0.038734931498765945, -0.09170626848936081, -0.010830458253622055, -0.002325373934581876, -0.005837845616042614, 0.014484760351479053, -0.03384246677160263, -0.06068416312336922, 0.02545558661222458, -0.06703418493270874, 0.039095379412174225, -0.027679093182086945, -0.026664847508072853, -0.012928559444844723, 0.029296832159161568, -0.06707927584648132, -0.0005003309343010187, -0.006187170743942261, 0.045398373156785965, 0.0025880129542201757, -0.1045948714017868, 0.011181074194610119, -0.01695801317691803, 0.05779054015874863, 0.003189328359439969, -0.007901526987552643, 0.055226463824510574, 0.06580863147974014, -0.12805503606796265, 0.11105051636695862, -0.005685062613338232, 0.07049944251775742, 0.006385905668139458, 0.007982766255736351, -0.05606233328580856, -0.0072035654447972775, 0.060918837785720825, -0.08955750614404678, 0.03405483067035675, 0.05858329311013222, -0.10246012359857559, -0.03120705857872963, -0.008435257710516453, -0.11506020277738571, 0.046175483614206314, 0.0058007086627185345, -0.01028070691972971, -0.07164578884840012, 0.00002954891351691913, -0.02639266848564148, 0.021853063255548477, 0.001242555328644812, -0.11838671565055847, 0.05375019088387489, 0.03206609934568405, -0.003484465414658189, 0.0030625304207205772, -2.053118800488192e-33, -0.08782285451889038, 0.01895723305642605, -0.003770922077819705, 0.036677006632089615, 0.06062035635113716, 0.0010502365184947848, -0.06179770454764366, 0.014291591010987759, -0.0320805199444294, 0.016446569934487343, -0.02756471559405327, 0.0338105708360672, -0.0612112395465374, -0.0862906277179718, 0.05940893292427063, 0.04323219880461693, 0.03481370955705643, -0.03194960206747055, 0.0676688402891159, -0.010935824364423752, -0.06025325879454613, 0.01284825336188078, 0.06050654128193855, 0.06328567862510681, 0.012810255400836468, -0.0006681493832729757, 0.06403263658285141, -0.09227994829416275, -0.06959066540002823, 0.01866486854851246, 0.08700487017631531, 0.01429053582251072, 0.014556584879755974, 0.002794713480398059, -0.019571520388126373, -0.07645229995250702, -0.0037621811497956514, 0.049273308366537094, -0.04677453264594078, 0.061531126499176025, 0.014081819914281368, -0.0007785022025927901, -0.03778137266635895, -0.05891895294189453, 0.04934423044323921, -0.010630623437464237, -0.016385147348046303, 0.03690953925251961, 0.06102384626865387, 0.03447481244802475, 0.012354688718914986, -0.013502929359674454, -0.03318420797586441, 0.07305603474378586, 0.013698086142539978, 0.0463358499109745, -0.09250089526176453, 0.055701982229948044, 0.023273764178156853, -0.11439786106348038, 0.0742776021361351, -0.03068559244275093, 0.030689096078276634, -0.061660733073949814, -0.050322555005550385, -0.003538584802299738, -0.004674197174608707, 0.10947345942258835, 0.08355344086885452, 0.0003413496888242662, -0.06481467187404633, -0.03687870502471924, 0.023383857682347298, 0.05130315199494362, -0.07496234774589539, 0.029551591724157333, -0.01595528982579708, 0.01747642643749714, -0.016861161217093468, -0.02225627563893795, -0.01985454000532627, -0.0018020696006715298, 0.04980602487921715, -0.028462618589401245, 0.046372633427381516, -0.012175841256976128, -0.010908426716923714, 0.029818246141076088, 0.05056441202759743, 0.03224954381585121, 0.0061804866418242455, 0.0951685830950737, 0.058641865849494934, -0.049140527844429016, -0.014052554033696651, 1.115642494746736e-33, 0.06740117818117142, -0.018282005563378334, -0.08719644695520401, 0.043082840740680695, 0.03532925248146057, 0.0585513561964035, -0.05324981361627579, 0.0707688108086586, -0.01973075047135353, -0.04027664288878441, -0.01844179444015026, -0.01229721400886774, 0.09886118024587631, -0.0785093680024147, 0.07632629573345184, 0.08719980716705322, 0.03190511465072632, -0.026565328240394592, 0.021093707531690598, 0.025493554770946503, -0.04078951105475426, -0.02318744733929634, -0.03278035670518875, 0.03794354572892189, -0.03996537625789642, 0.07869381457567215, 0.035115715116262436, 0.09063909202814102, 0.0084749860689044, 0.015638047829270363, 0.04333064332604408, 0.021778875961899757, 0.03853142261505127, 0.010861258022487164, -0.04908144474029541, 0.07809057086706161, 0.08483729511499405, 0.11525088548660278, -0.0437156967818737, 0.04839849844574928, 0.036665644496679306, 0.03307563439011574, 0.006069204304367304, 0.053167883306741714, 0.011876555159687996, 0.02254786528646946, -0.02237127535045147, -0.11672782152891159, -0.09300515055656433, -0.044634342193603516, 0.0957835391163826, 0.008619168773293495, -0.06813977658748627, -0.037147700786590576, 0.04129864647984505, 0.10530298948287964, -0.020439982414245605, -0.0666164979338646, -0.027948202565312386, -0.07042305916547775, 0.05790030211210251, 0.03435031324625015, -0.02585621178150177, -0.009241604246199131, 0.04471879452466965, -0.04390207305550575, -0.0795263797044754, 0.04890534654259682, 0.04145907983183861, 0.04111270233988762, 0.05666216090321541, -0.004148951731622219, -0.11703059077262878, -0.0024487837217748165, -0.05741720646619797, -0.01260493416339159, 0.035805944353342056, 0.00878123939037323, -0.014200734905898571, 0.030197374522686005, -0.1666218787431717, 0.03212133049964905, -0.030169552192091942, -0.0013911183923482895, 0.005799727514386177, 0.05539107322692871, 0.003209540620446205, -0.03411221131682396, 0.05093507096171379, -0.006743219215422869, 0.030907148495316505, 0.09253852069377899, -0.022874748334288597, -0.009434741921722889, 0.025838106870651245, -1.605019583905687e-8, 0.06277961283922195, -0.029276495799422264, 0.020581301301717758, 0.06081514433026314, 0.05736846476793289, -0.09485029429197311, 0.011492044664919376, -0.027148613706231117, -0.06981070339679718, 0.06707499921321869, 0.042913150042295456, 0.006824324373155832, -0.0063677518628537655, 0.08095255494117737, 0.023644516244530678, 0.06986509263515472, -0.026630213484168053, 0.060778822749853134, -0.015034354291856289, -0.11050371080636978, -0.05616017431020737, 0.0336686410009861, -0.027720117941498756, -0.03268062695860863, -0.04137709364295006, -0.0020971016492694616, -0.02049768902361393, -0.009556465782225132, -0.026670608669519424, -0.0176338329911232, -0.014006897807121277, 0.0319368876516819, 0.0885550007224083, -0.07789967954158783, -0.009800394997000694, 0.03049883060157299, 0.048592839390039444, -0.010776061564683914, -0.03452195227146149, -0.012733482755720615, 0.02519846148788929, 0.07023893296718597, 0.09614246338605881, 0.0005272452253848314, -0.016089394688606262, 0.00797617994248867, 0.06185244396328926, -0.004348307382315397, 0.02049398422241211, 0.057046521455049515, -0.017961615696549416, -0.041594747453927994, 0.014255145564675331, 0.02523615211248398, 0.0384676493704319, 0.05621611326932907, 0.023666903376579285, -0.005580738186836243, -0.012496821582317352, -0.02212204970419407, 0.05418973043560982, -0.02218795195221901, -0.008519705384969711, -0.015451899729669094 ]
p
Noe Acache:
[ "blog", "blog/vector-image-search-rag" ]
11,392
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(45)
[ -0.020377419888973236, 0.022066444158554077, 0.019838878884911537, 0.007621316239237785, 0.03630894050002098, -0.07576674968004227, 0.07243575155735016, -0.03243222460150719, 0.03438711538910866, -0.10042425990104675, -0.033971380442380905, 0.07395906001329422, -0.038314249366521835, -0.014001749455928802, 0.07471062988042831, -0.026940327137708664, 0.007088079582899809, -0.0257711298763752, 0.0020169231574982405, 0.11813093721866608, 0.00041978590888902545, 0.026621606200933456, -0.034457072615623474, 0.057858217507600784, 0.011355465278029442, -0.012144839391112328, -0.004737157374620438, 0.05145690590143204, 0.10356644541025162, 0.03292153403162956, 0.049470096826553345, 0.07240412384271622, -0.008112662471830845, 0.0532328225672245, -0.0654614120721817, 0.01220107451081276, 0.019841250032186508, 0.05362518131732941, -0.021827317774295807, -0.04834158346056938, -0.001817522686906159, -0.00989152304828167, 0.012146894820034504, 0.04254414886236191, -0.0233025960624218, -0.08659867942333221, 0.024624090641736984, -0.0003945272765122354, 0.08421482890844345, -0.02448117360472679, -0.02514498494565487, 0.02507852204144001, 0.012444491498172283, 0.039399828761816025, 0.03116978146135807, -0.006165958009660244, -0.08216862380504608, 0.05735241249203682, 0.06253480166196823, -0.010961798019707203, 0.031210558488965034, 0.01696055382490158, 0.016434168443083763, 0.10913442820310593, -0.029260272160172462, -0.02519979514181614, -0.0840611606836319, 0.04403291642665863, -0.0777556523680687, 0.061666835099458694, -0.00232331408187747, 0.04970044270157814, 0.06564692407846451, 0.0051292371936142445, 0.03230416402220726, -0.06462834030389786, 0.031967371702194214, -0.03222058340907097, 0.014019599184393883, 0.048643968999385834, -0.04139157757163048, -0.05981149896979332, 0.008320395834743977, -0.0267636701464653, 0.039610330015420914, -0.04376477375626564, -0.021447475999593735, -0.01297313254326582, 0.08151792734861374, 0.04322328045964241, -0.00892553012818098, -0.03667527437210083, 0.037263207137584686, -0.002407967811450362, -0.01614568382501602, -0.03608633950352669, -0.01490254607051611, 0.02282889187335968, -0.07320162653923035, 0.08771465718746185, -0.09539137035608292, 0.1160118505358696, -0.006575587671250105, 0.04135265573859215, -0.007361420430243015, -0.0011358126066625118, -0.0465879961848259, 0.029899900779128075, -0.06601113080978394, -0.07209136337041855, -0.12050055712461472, 0.07338462024927139, -0.06800352782011032, 0.12777818739414215, 0.038433752954006195, 0.05290805548429489, 0.01401007454842329, -0.015739668160676956, 0.027867881581187248, 0.04745044931769371, 0.02718467079102993, 0.02472023479640484, -0.007873164489865303, 0.04249205440282822, 0.01158064417541027, -0.07390638440847397, 0.05419640988111496, -5.6942015319006886e-33, 0.061098627746105194, -0.03423092141747475, 0.05535924807190895, 0.03748157620429993, -0.004920954816043377, -0.01108534261584282, -0.004712365567684174, 0.014946224167943, 0.025018470361828804, 0.03926805034279823, 0.043501369655132294, -0.06158457323908806, -0.08902940154075623, -0.05699421092867851, 0.06144975498318672, 0.003942147362977266, -0.15564170479774475, 0.09093055129051208, -0.029742510989308357, -0.022129228338599205, 0.03701974079012871, 0.12398173660039902, -0.01957089640200138, 0.13906346261501312, 0.06087591499090195, 0.023973248898983, -0.0033909345511347055, -0.03428894653916359, -0.027675313875079155, 0.05170349031686783, -0.09697993099689484, 0.07357993721961975, 0.011668408289551735, -0.012228189036250114, -0.02241971343755722, -0.06112603843212128, 0.06645486503839493, -0.030173759907484055, -0.04776587709784508, -0.033157289028167725, 0.06007981300354004, -0.04232550412416458, -0.0013861081097275019, -0.0010760355507954955, 0.04095282405614853, -0.018396707251667976, -0.03546135127544403, -0.08102021366357803, -0.10360747575759888, -0.029841244220733643, -0.015039047226309776, 0.06935213506221771, 0.025933127850294113, 0.0030899548437446356, -0.033447351306676865, -0.055787477642297745, -0.035252150148153305, -0.05597344785928726, 0.022424202412366867, 0.06526535004377365, 0.06488516181707382, 0.09349294751882553, -0.0819949135184288, -0.07269750535488129, -0.09164432436227798, 0.06767162680625916, 0.02223828248679638, 0.07018031179904938, -0.045149486511945724, -0.017187917605042458, 0.027391206473112106, -0.022525444626808167, -0.08459826558828354, 0.048452652990818024, -0.03984015807509422, 0.027536539360880852, 0.041750218719244, 0.04436418414115906, -0.0143746268004179, -0.012152616865932941, 0.011853058822453022, 0.006192218977957964, -0.05334557592868805, -0.03746794909238815, -0.05107739195227623, 0.03421488031744957, 0.00700086634606123, 0.03395052254199982, 0.037965159863233566, -0.1267545223236084, -0.00033562444150447845, 0.04854772239923477, 0.0403505377471447, -0.0621793158352375, -0.0543084442615509, 4.4003958787200456e-33, -0.04624018445611, -0.0124052744358778, 0.0024093419779092073, 0.08333121240139008, 0.08929063379764557, 0.031781405210494995, 0.049439914524555206, 0.00195904728025198, -0.10568571835756302, 0.01650628075003624, 0.015077801421284676, -0.013409108854830265, -0.021762410178780556, 0.01951931230723858, 0.09822656214237213, -0.05334893614053726, 0.04456893354654312, 0.016510391607880592, -0.012258884496986866, 0.03684384003281593, 0.002201237017288804, 0.061462171375751495, -0.1138850748538971, -0.00540890172123909, -0.027496371418237686, -0.08099902421236038, 0.04379534348845482, -0.043254487216472626, -0.03562665358185768, -0.0652415007352829, 0.060809098184108734, 0.025902705267071724, -0.09335672855377197, -0.03144257888197899, -0.00949213095009327, 0.024482842534780502, 0.07798346877098083, -0.007253231946378946, -0.011205887421965599, -0.04203471168875694, 0.05309241637587547, -0.1408313512802124, -0.09924883395433426, 0.0588209331035614, -0.0015851055504754186, -0.03721996024250984, 0.03719905763864517, 0.06717828661203384, 0.015821879729628563, 0.040771618485450745, -0.05836453661322594, -0.010255170986056328, 0.0430774986743927, 0.00783970020711422, -0.059966079890728, -0.014403022825717926, 0.03816046938300133, -0.060624510049819946, -0.0752280056476593, -0.009716497734189034, -0.012649462558329105, 0.008200326934456825, 0.02599501796066761, -0.008270327001810074, 0.0025295275263488293, 0.03040914610028267, -0.0588587261736393, -0.052278127521276474, 0.05017178878188133, 0.016819264739751816, 0.04973128065466881, -0.06471479684114456, 0.01247292011976242, 0.03983383625745773, 0.012632261961698532, -0.03868252411484718, -0.007116913795471191, 0.02844114415347576, 0.008532858453691006, -0.0547979474067688, -0.05027877166867256, -0.043883174657821655, -0.060843002051115036, 0.05712225288152695, 0.008326930925250053, 0.013746382668614388, -0.009719159454107285, -0.005550028290599585, 0.03493130952119827, -0.05816709250211716, -0.11119640618562698, -0.11284950375556946, -0.052074216306209564, -0.013112516142427921, 0.01599358208477497, -2.282487798765942e-8, -0.02563692256808281, -0.0020591833163052797, 0.08578214794397354, -0.011120335198938847, 0.009117324836552143, -0.01022152230143547, -0.002784564159810543, 0.033418796956539154, -0.008607253432273865, 0.06165272742509842, 0.02497701719403267, 0.015546915121376514, -0.12110424041748047, -0.01290627010166645, -0.0257400069385767, 0.021000731736421585, 0.04787880927324295, -0.07099567353725433, 0.02125743217766285, 0.0878496840596199, -0.006827367935329676, 0.015938466414809227, 0.06361836940050125, 0.04102488234639168, 0.01429204922169447, -0.015200665220618248, 0.012776657938957214, 0.06001092121005058, 0.025697095319628716, 0.01871238462626934, 0.021355900913476944, 0.06267019361257553, -0.12528207898139954, 0.0391845628619194, -0.037477973848581314, -0.06932341307401657, 0.02366664633154869, -0.025095190852880478, -0.0002855811908375472, -0.001521495170891285, 0.035894718021154404, -0.022756123915314674, 0.043057505041360855, 0.04354899376630783, 0.031510621309280396, 0.0492803193628788, -0.052731312811374664, -0.11694173514842987, 0.022655295208096504, 0.03396415710449219, -0.07918595522642136, 0.06773487478494644, 0.011207652278244495, 0.06552078574895859, 0.13578565418720245, 0.008943346329033375, 0.01695709303021431, -0.000812735001090914, -0.0008502420969307423, -0.0022794874384999275, 0.030141368508338928, -0.04759116843342781, 0.01730792038142681, 0.0700550302863121 ]
p
Talking about the same thing.
[ "blog", "blog/vector-image-search-rag" ]
11,393
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(46)
[ -0.09869501739740372, 0.06445261836051941, -0.0700313150882721, -0.021951276808977127, -0.025799725204706192, -0.04739833623170853, 0.1027933657169342, 0.09392203390598297, 0.09250365197658539, 0.0175621435046196, -0.001431716256774962, -0.06628168374300003, 0.00997555535286665, 0.04084043577313423, -0.023436948657035828, 0.02193133346736431, -0.08380930870771408, 0.010890294797718525, 0.008056210353970528, 0.03600181266665459, -0.07469882816076279, -0.04406357184052467, -0.05317161977291107, 0.053817734122276306, 0.028376733884215355, 0.0441967211663723, 0.04563260078430176, 0.0783819630742073, -0.05284513533115387, -0.12470140308141708, -0.013663770630955696, 0.053681109100580215, 0.006437600590288639, -0.025773905217647552, -0.05461622774600983, 0.02577187493443489, 0.037272293120622635, -0.06510455161333084, -0.01074416097253561, 0.01698511280119419, -0.039764516055583954, -0.05816584825515747, -0.02496187388896942, 0.08176800608634949, -0.055112071335315704, 0.020101023837924004, -0.049150921404361725, 0.0759289339184761, 0.04562726244330406, 0.02599106729030609, -0.010781076736748219, -0.010713095776736736, 0.018745381385087967, 0.07102734595537186, 0.0301591195166111, 0.06500247120857239, 0.011868458241224289, 0.06955843418836594, -0.0031935235019773245, -0.023440580815076828, 0.01802426017820835, -0.006550197023898363, -0.11181875318288803, 0.06289980560541153, -0.12136226892471313, 0.07479490339756012, -0.016750579699873924, 0.10715030878782272, -0.11238621920347214, 0.05682803690433502, 0.06656726449728012, 0.01926642470061779, 0.02973317727446556, -0.03360893949866295, -0.02554907277226448, 0.060154352337121964, 0.018376193940639496, -0.04604634270071983, 0.020263930782675743, -0.12687644362449646, 0.002458849921822548, -0.03579200059175491, -0.03206489980220795, 0.03367315232753754, 0.023283345624804497, 0.05621597543358803, 0.0014669898664578795, -0.013457235880196095, 0.03449198603630066, 0.02068439871072769, -0.059169452637434006, -0.0028591579757630825, 0.04693371057510376, -0.04356779158115387, -0.005430850200355053, 0.03288966417312622, 0.039160143584012985, -0.012247654609382153, -0.05817965045571327, 0.09600836783647537, 0.07269304245710373, 0.014088505879044533, -0.0026913629844784737, 0.05103950574994087, -0.02591816522181034, 0.03281301259994507, 0.012838955968618393, -0.0027253921143710613, 0.04642999544739723, -0.004236888140439987, -0.11008544266223907, -0.03991355374455452, -0.014665079303085804, 0.06358248740434647, -0.058387454599142075, 0.0261994618922472, 0.040949027985334396, -0.0007408967358060181, 0.0015834076330065727, -0.1477653533220291, 0.052422262728214264, -0.010157499462366104, -0.010255670174956322, -0.10429255664348602, -0.019700849428772926, 0.01017587911337614, 0.03032734803855419, -2.469148659105262e-33, 0.04332903400063515, -0.0014220488956198096, 0.003109969198703766, 0.07754788547754288, -0.04434176906943321, -0.011516893282532692, -0.07696138322353363, 0.018074242398142815, -0.12933316826820374, 0.05766649171710014, -0.11362898349761963, -0.004035167396068573, -0.04915134236216545, 0.06196114420890808, 0.059740256518125534, 0.001251240842975676, 0.0682704895734787, -0.02649570070207119, -0.05915464460849762, 0.01046012993901968, -0.06209607422351837, 0.054173536598682404, 0.004129149951040745, -0.04346412047743797, -0.015585025772452354, 0.029828710481524467, 0.037983238697052, -0.03967173770070076, -0.05615121126174927, 0.03715750202536583, -0.031192203983664513, 0.022007521241903305, -0.04122935235500336, 0.032883912324905396, -0.03813037648797035, 0.07928156107664108, -0.0098976856097579, -0.03919278457760811, 0.01701829582452774, -0.07046516984701157, 0.04310959577560425, -0.015674889087677002, -0.03931455314159393, -0.05465143918991089, 0.032776400446891785, 0.015812816098332405, 0.09699387103319168, -0.010807611979544163, 0.0424911230802536, 0.02183443494141102, -0.056417517364025116, 0.002320091938599944, -0.014405675232410431, -0.020415449514985085, 0.04643961414694786, -0.0003100441535934806, -0.05521947517991066, 0.003807120956480503, 0.02748117968440056, -0.0008295975276269019, 0.09412902593612671, -0.03346388041973114, 0.030267048627138138, -0.05754387006163597, -0.010203806683421135, 0.02648661471903324, -0.08983998000621796, 0.03774019330739975, 0.06628251820802689, -0.058238133788108826, -0.016386479139328003, -0.03445636108517647, 0.023623831570148468, 0.07921960949897766, 0.00024155549181159586, 0.03765605017542839, 0.03864917531609535, 0.07694759964942932, 0.044542133808135986, 0.0000860311629367061, -0.013908579014241695, -0.044860370457172394, -0.018490679562091827, -0.023750776425004005, 0.06265094876289368, 0.11122915893793106, 0.04140381142497063, -0.012242548167705536, -0.053887881338596344, 0.05046786367893219, -0.12348563969135284, -0.01198814157396555, -0.005988596938550472, -0.10063864290714264, -0.08008942008018494, 1.1758635295168426e-33, -0.07119251042604446, 0.004404006060212851, -0.0287241842597723, -0.041186973452568054, -0.018925584852695465, -0.028237096965312958, 0.011980891227722168, 0.11584872752428055, -0.0438716821372509, -0.04069336876273155, -0.039646048098802567, 0.017816197127103806, 0.05841432884335518, -0.07456950843334198, -0.0427648089826107, 0.04096408560872078, 0.014821847900748253, -0.15885894000530243, 0.04295935481786728, -0.0333525650203228, -0.004574186634272337, 0.05085420981049538, -0.012918512336909771, -0.020511161535978317, -0.03264577314257622, 0.01787138730287552, 0.05980182811617851, 0.07179588079452515, -0.04101962596178055, -0.009527124464511871, -0.020912181586027145, -0.007447311654686928, -0.025272667407989502, -0.018068840727210045, 0.04966430738568306, -0.005093737039715052, 0.0714421272277832, 0.05822918191552162, -0.04918225482106209, -0.03959174081683159, -0.0444076843559742, -0.05827545374631882, 0.002822481794282794, 0.10191022604703903, 0.0758720338344574, -0.013169093988835812, -0.12389588356018066, 0.00004185879879514687, -0.004942903760820627, 0.0054290806874632835, -0.002005157060921192, 0.017842251807451248, -0.07795773446559906, 0.12609265744686127, 0.015397503040730953, -0.07920987159013748, -0.06219116225838661, 0.018062317743897438, 0.01708262972533703, -0.0467103011906147, -0.0222731102257967, 0.030889276415109634, -0.12362468242645264, 0.030252641066908836, 0.12619911134243011, 0.05297687277197838, -0.05905282497406006, 0.00044052506564185023, 0.03387283533811569, 0.0005049623432569206, 0.11555565893650055, -0.017287801951169968, -0.06853249669075012, -0.026086140424013138, -0.033106882125139236, -0.061545480042696, -0.03679010272026062, 0.040142081677913666, 0.045407261699438095, 0.03055298700928688, -0.009508936665952206, -0.01065406110137701, -0.04798166826367378, -0.026597056537866592, -0.05169916898012161, 0.013731725513935089, 0.06893304735422134, -0.007634959649294615, 0.0023887299466878176, 0.002192156622186303, 0.0019659684039652348, 0.04173200950026512, 0.015577824786305428, 0.033626411110162735, 0.019854877144098282, -1.591187270832961e-8, 0.0082797696813941, 0.053819313645362854, -0.04405272752046585, -0.001609634724445641, -0.027799835428595543, -0.05584322661161423, -0.053420282900333405, 0.030252819880843163, 0.058500032871961594, 0.04822934418916702, 0.05338044837117195, 0.049398135393857956, 0.10141182690858841, 0.009943531826138496, 0.018266618251800537, 0.0019932729192078114, 0.03814907371997833, 0.09880122542381287, -0.01604943908751011, 0.0037959900218993425, 0.04487485811114311, 0.019351523369550705, -0.011365141719579697, 0.022335076704621315, 0.03149593994021416, -0.02783278562128544, -0.06984730809926987, -0.07011651992797852, 0.03432229161262512, 0.00007333100802497938, 0.04100913181900978, 0.07423259317874908, 0.030323341488838196, -0.04863908886909485, 0.05612184852361679, 0.006293061655014753, -0.12822642922401428, 0.015131622552871704, 0.052704181522130966, -0.059367381036281586, 0.02154228463768959, -0.028998946771025658, 0.020838545635342598, -0.0027341307140886784, -0.06431449204683304, -0.04161455109715462, 0.031826797872781754, 0.04527342692017555, -0.031868062913417816, -0.0060237497091293335, -0.051676537841558456, 0.014574969187378883, 0.04470844566822052, 0.006309406831860542, 0.07947362959384918, -0.01605699397623539, 0.0589464008808136, 0.054612550884485245, -0.03254062309861183, 0.03357728198170662, 0.052944667637348175, -0.009778291918337345, 0.0006944375927560031, 0.009491273202002048 ]
p
Demetrios:
[ "blog", "blog/vector-image-search-rag" ]
11,394
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(46)
[ -0.058226075023412704, -0.0021701776422560215, 0.03258612006902695, 0.005671254824846983, -0.041008882224559784, 0.03307710960507393, 0.07795106619596481, 0.012599918060004711, -0.09175576269626617, -0.08306462317705154, 0.007492146920412779, 0.03124852664768696, 0.04510897770524025, 0.020382415503263474, 0.059329863637685776, -0.006883939728140831, 0.03817291185259819, -0.02313154749572277, -0.007115702144801617, 0.07164742797613144, -0.04943198710680008, 0.0164791289716959, -0.009123938158154488, 0.02069700136780739, 0.017470188438892365, 0.003309772815555334, -0.02741137519478798, -0.029049813747406006, 0.05933990702033043, -0.0761498212814331, 0.0669674500823021, 0.06966046243906021, 0.018128760159015656, 0.03990742936730385, 0.035915303975343704, 0.002068727044388652, -0.06355106830596924, 0.046971969306468964, -0.08842041343450546, 0.00611000694334507, -0.020982185378670692, 0.03894547373056412, 0.0642838329076767, 0.017409777268767357, -0.10529063642024994, -0.039109475910663605, -0.0874449759721756, -0.04743809252977371, -0.031466804444789886, -0.0602526031434536, 0.03235664218664169, -0.03758108988404274, 0.000640874495729804, -0.027880143374204636, 0.013522525317966938, 0.02785884216427803, 0.012557689100503922, -0.048442527651786804, 0.0456695593893528, 0.037318117916584015, 0.0007906778482720256, 0.03231385350227356, -0.061100445687770844, 0.05115920677781105, 0.032939404249191284, 0.030994415283203125, -0.026269318535923958, 0.07630953192710876, -0.0433037243783474, -0.009744687005877495, 0.06793864816427231, 0.004628038965165615, -0.027165519073605537, -0.013788703829050064, 0.005875067785382271, 0.03832051903009415, -0.01910601742565632, 0.03829579800367355, -0.0035513078328222036, 0.01523271668702364, 0.028513696044683456, 0.0062443227507174015, -0.002332175150513649, -0.04553167521953583, -0.0036796401254832745, -0.020332638174295425, -0.01672598347067833, -0.03412424027919769, 0.0933280661702156, 0.012838507071137428, -0.1204545870423317, -0.05266047269105911, 0.12825024127960205, 0.07012630254030228, -0.07303335517644882, -0.02424982190132141, -0.048015180975198746, 0.03233470767736435, 0.001163763809017837, 0.023347033187747, -0.05905379354953766, 0.005094446707516909, -0.038952529430389404, 0.021115118637681007, 0.009882882237434387, -0.07118718326091766, -0.06632985174655914, -0.04148188978433609, -0.030333437025547028, 0.035121750086545944, -0.046042442321777344, 0.004853276070207357, -0.04122760519385338, 0.04112151637673378, -0.010269181802868843, 0.08402560651302338, -0.056952834129333496, -0.014888781122863293, 0.005581961944699287, 0.058191269636154175, 0.10685645043849945, 0.009256880730390549, -0.005895981099456549, 0.0017986184684559703, -0.024272620677947998, -0.01745239645242691, 0.016183076426386833, -5.758123445330466e-33, 0.09809674322605133, -0.01307600550353527, 0.024448644369840622, 0.007377584930509329, 0.10302451252937317, -0.052406277507543564, -0.023461822420358658, -0.04866742342710495, 0.0012308277655392885, 0.04842565208673477, -0.0213765911757946, -0.1301269829273224, 0.00500020757317543, -0.003557841293513775, 0.033489059656858444, -0.060194458812475204, -0.04849788174033165, 0.09790485352277756, -0.07353279739618301, -0.023498622700572014, -0.04472493380308151, -0.0034359623678028584, 0.02590681053698063, -0.020206360146403313, 0.0710839182138443, 0.04683196544647217, 0.02343345247209072, -0.008243304677307606, 0.06616786867380142, 0.0577009916305542, 0.044464584439992905, 0.0849299356341362, -0.00583570497110486, 0.03824641928076744, -0.011684156954288483, 0.054323527961969376, 0.08264470845460892, 0.06983520090579987, -0.02254563570022583, 0.06527860462665558, -0.039551567286252975, -0.04129321128129959, -0.0006943032494746149, -0.014007994905114174, -0.08911775052547455, 0.002780931070446968, -0.004849539138376713, 0.000248466880293563, -0.041782643646001816, 0.07388472557067871, -0.021681569516658783, 0.012559243477880955, 0.003176438855007291, -0.07320725917816162, -0.00488703791052103, -0.01798221655189991, -0.0052631390281021595, -0.05480024591088295, 0.017597602680325508, -0.015905752778053284, 0.025167128071188927, 0.1035061851143837, 0.03422600403428078, -0.017375638708472252, -0.0010976252378895879, -0.04845729470252991, -0.013712432235479355, -0.09235858172178268, -0.0057285260409116745, -0.0034890477545559406, -0.01772916130721569, 0.012379249557852745, -0.07713678479194641, -0.012227406725287437, -0.03463708981871605, 0.01744077168405056, -0.007130545098334551, 0.09358984977006912, 0.011709238402545452, -0.03801238164305687, 0.05426851287484169, -0.028726615011692047, 0.08291801810264587, 0.043666575103998184, 0.010709513910114765, 0.01985340379178524, 0.08042074739933014, 0.026864618062973022, -0.0005294095608405769, -0.07406354695558548, -0.028879929333925247, 0.051993731409311295, 0.020924342796206474, -0.028618158772587776, -0.060034945607185364, 2.4869902756278443e-33, -0.04927685856819153, -0.0957915261387825, 0.03982255980372429, 0.09562017023563385, 0.07046698778867722, 0.03558560460805893, 0.06348732858896255, 0.03908442705869675, -0.029267607256770134, 0.07843290269374847, -0.008960389532148838, -0.04614793136715889, -0.0437617190182209, 0.04089655354619026, 0.040033649653196335, 0.001048673060722649, -0.04974530264735222, -0.07831188291311264, 0.05575508251786232, 0.013346921652555466, 0.0007840192993171513, -0.019143370911478996, -0.05457670986652374, 0.004686521366238594, -0.03818219155073166, 0.02630874700844288, 0.012444318272173405, 0.036047112196683884, -0.07217997312545776, 0.055113572627305984, 0.007688524667173624, -0.08728443086147308, -0.01653151772916317, 0.037704598158597946, -0.05322219803929329, 0.04696683585643768, -0.06039446219801903, 0.0033582847099751234, -0.03663698956370354, -0.050186313688755035, 0.06306412816047668, -0.10470499098300934, -0.1460971087217331, 0.09856762737035751, -0.05413540452718735, -0.05226540192961693, 0.0530841089785099, 0.03470022603869438, -0.07356971502304077, -0.009423640556633472, 0.020930014550685883, 0.002266800496727228, -0.04840930923819542, -0.010668352246284485, -0.0855528861284256, 0.021442733705043793, 0.02650766633450985, -0.06028374284505844, -0.05791139230132103, 0.02701970748603344, 0.12930828332901, -0.053129587322473526, 0.10394316911697388, -0.11628907173871994, 0.06213831529021263, -0.06459356099367142, 0.026291225105524063, -0.08436451852321625, 0.005396724212914705, 0.09321897476911545, 0.08210568130016327, -0.01713695377111435, 0.03576185181736946, -0.014574522152543068, 0.009940206073224545, -0.0540575310587883, -0.0034515983425080776, -0.03260481357574463, -0.065163254737854, -0.11959762871265411, -0.016683129593729973, -0.12721076607704163, -0.013622762635350227, 0.1322534829378128, 0.033906448632478714, -0.10917481034994125, -0.08195356279611588, -0.006910155061632395, 0.020585190504789352, 0.006520649418234825, -0.034533239901065826, -0.004989928565919399, 0.047636814415454865, -0.08597083389759064, 0.00047879197518341243, -4.2306695036131714e-8, 0.0035121331457048655, -0.019082626327872276, 0.04394097998738289, 0.0042006936855614185, 0.008556361310184002, 0.04868514835834503, 0.009433425962924957, -0.003921275492757559, -0.007469394709914923, 0.03880453482270241, 0.011313045397400856, -0.04100264236330986, 0.06903231143951416, -0.05624294653534889, -0.06570348888635635, 0.01957079954445362, 0.0027731736190617085, -0.004001398105174303, -0.08494327962398529, 0.0224586371332407, -0.016898944973945618, 0.050866130739450455, 0.04694690927863121, 0.06398142874240875, -0.05498015508055687, -0.02263588085770607, -0.009356600232422352, -0.044363971799612045, 0.08392773568630219, -0.046233318746089935, -0.02178247459232807, 0.07058795541524887, 0.023064402863383293, 0.04031912982463837, 0.023870017379522324, 0.039199016988277435, 0.009961141273379326, -0.017974961549043655, -0.010887373238801956, 0.04420280456542969, -0.04140621796250343, -0.09726443886756897, 0.06700358539819717, 0.16380241513252258, 0.042228929698467255, 0.05693947896361351, -0.06558365374803543, -0.05168658867478371, 0.04589950665831566, -0.0820077508687973, 0.06304389238357544, 0.014591852203011513, -0.08176742494106293, -0.06013929843902588, 0.05772320181131363, -0.00957606453448534, 0.07158217579126358, 0.05612006410956383, -0.005483192391693592, -0.003982678521424532, 0.0640590637922287, -0.02914351597428322, 0.049532562494277954, 0.06356693059206009 ]
p
Yeah, I think that sounds like what I’m talking about.
[ "blog", "blog/vector-image-search-rag" ]
11,395
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(46)
[ -0.06654223799705505, -0.06472136080265045, -0.055619820952415466, 0.04918452352285385, 0.04147392138838768, 0.05280754715204239, 0.000037615009205183014, -0.0011021303944289684, -0.030888520181179047, -0.028334561735391617, 0.07096001505851746, 0.041377123445272446, 0.010413138195872307, 0.028862500563263893, 0.07067486643791199, -0.013862676918506622, 0.036247625946998596, -0.1319359689950943, 0.07603691518306732, 0.05274416506290436, 0.01951776258647442, -0.09272076189517975, 0.02759692445397377, 0.0036746349651366472, 0.029460173100233078, 0.016385020688176155, -0.030181920155882835, 0.012262841686606407, 0.020212983712553978, -0.06416590511798859, -0.02393314614892006, 0.029986681416630745, -0.05473875254392624, -0.020956577733159065, -0.02448844537138939, 0.03747442737221718, 0.05994580313563347, 0.04810408130288124, -0.016580695286393166, -0.036774978041648865, -0.006205057259649038, -0.006735627539455891, -0.013250702060759068, 0.013927829451858997, -0.03514649346470833, -0.02069169282913208, -0.040144674479961395, 0.030812233686447144, 0.013700446113944054, -0.018827037885785103, -0.012476294301450253, -0.07244544476270676, -0.01522728893905878, 0.02578720450401306, -0.003579351818189025, 0.05257639288902283, -0.10317382961511612, 0.012279020622372627, 0.08649779111146927, 0.00756254093721509, -0.04023303464055061, -0.029606284573674202, -0.06811776012182236, 0.03664621710777283, 0.05801911652088165, -0.01707884483039379, -0.011063061654567719, 0.004265459720045328, -0.06879956275224686, -0.08776474744081497, -0.04427337646484375, 0.05302577465772629, 0.005077160894870758, 0.008122531697154045, 0.02793130837380886, 0.018919670954346657, 0.01179544348269701, 0.007344732526689768, -0.05186924710869789, -0.09011232852935791, 0.0614829957485199, 0.06554469466209412, -0.07047902792692184, 0.0062684486620128155, 0.03030608780682087, -0.008924787864089012, -0.05151054635643959, 0.002162753604352474, -0.0007809567032381892, -0.005184789188206196, 0.0709695965051651, 0.09219728410243988, 0.04816966876387596, 0.011722920462489128, -0.0054441187530756, -0.01938735507428646, -0.00113334646448493, 0.059705451130867004, -0.05946354195475578, 0.00453139515593648, -0.07619832456111908, 0.01198561117053032, -0.10082891583442688, 0.03461473807692528, 0.01191555056720972, -0.0041328356601297855, 0.03515003249049187, -0.050331708043813705, -0.02005639672279358, -0.038730185478925705, 0.027023492380976677, 0.00029196508694440126, 0.08274708688259125, 0.04857100546360016, -0.0018610634142532945, 0.09632185846567154, 0.0012662399094551802, 0.07665283977985382, 0.034599900245666504, 0.016200456768274307, -0.0012147285742685199, 0.012208257801830769, -0.013662174344062805, -0.022892436012625694, -0.07731997966766357, -0.043488260358572006, -0.06461555510759354, -4.162821858263138e-33, 0.08519188314676285, -0.034861866384744644, 0.019904186949133873, -0.031939905136823654, 0.014648007228970528, -0.013085928745567799, -0.010839901864528656, 0.023998450487852097, -0.03713134676218033, 0.004039830062538385, 0.024267476052045822, 0.0240289606153965, -0.011100562289357185, -0.023261481896042824, 0.012070387601852417, -0.08094850182533264, -0.029357092455029488, 0.03689140826463699, -0.03014276549220085, 0.03195490688085556, 0.09034686535596848, 0.08753374218940735, -0.011514569632709026, -0.006526004057377577, 0.1509644091129303, -0.03057563677430153, 0.038220152258872986, 0.0022319576237350702, -0.0694962814450264, 0.05419979616999626, -0.04819656163454056, 0.012673451565206051, 0.039515987038612366, 0.08460245281457901, -0.009352346882224083, 0.1332997977733612, -0.06617730855941772, -0.11853933334350586, -0.07421483844518661, -0.036583203822374344, -0.027019018307328224, 0.047397464513778687, -0.006022330839186907, -0.012462029233574867, -0.006741615012288094, -0.08805832266807556, -0.025437962263822556, -0.0020763827487826347, 0.13723823428153992, -0.029445329681038857, -0.032833877950906754, 0.059230778366327286, -0.07254906743764877, 0.00987712200731039, 0.06201048567891121, -0.011240802705287933, 0.03366171568632126, -0.03114498034119606, 0.06053229421377182, 0.0754602774977684, 0.044158536940813065, 0.06252215802669525, 0.019111011177301407, -0.08107742667198181, -0.07897542417049408, 0.13313840329647064, 0.02095956541597843, -0.09027723968029022, -0.05588354915380478, -0.023498637601733208, -0.025226479396224022, 0.03873909264802933, 0.08119796216487885, 0.04329189285635948, 0.026312466710805893, -0.03928617760539055, -0.09877845644950867, -0.052379950881004333, -0.02117791585624218, 0.03577001392841339, -0.086848683655262, 0.025306763127446175, -0.03633660450577736, 0.00962569285184145, -0.09101521968841553, -0.005971771664917469, 0.0612700991332531, -0.08328646421432495, -0.01068758312612772, 0.037098146975040436, -0.055599573999643326, -0.003102640388533473, 0.029360495507717133, -0.06828085333108902, -0.04019160941243172, -3.084202155026275e-34, -0.1307200938463211, 0.0389549620449543, 0.039342887699604034, 0.11945204436779022, 0.023906972259283066, -0.01718432456254959, -0.01462703850120306, 0.027356725186109543, -0.051841672509908676, 0.035428375005722046, -0.0016134984325617552, -0.01182381808757782, -0.12476266920566559, -0.004839899484068155, 0.03954163193702698, -0.0496586449444294, 0.06475573778152466, -0.10017535835504532, 0.06429639458656311, -0.01320396177470684, 0.01042675320059061, 0.13385771214962006, -0.026443351060152054, 0.041951511055231094, -0.02447040192782879, 0.05010640621185303, -0.02943117544054985, 0.0514090321958065, -0.12110944837331772, 0.04008373245596886, 0.021669656038284302, -0.008195636793971062, -0.013882335275411606, 0.012525079771876335, -0.04336505010724068, 0.0737135037779808, -0.02824309840798378, 0.0057267965748906136, -0.056597061455249786, -0.008389920927584171, 0.09973303228616714, 0.007014065515249968, 0.020595069974660873, 0.059268079698085785, 0.009086054749786854, -0.022453399375081062, 0.00046055001439526677, 0.039946552366018295, -0.006786228157579899, -0.010549432598054409, -0.00303662964142859, -0.05705564469099045, -0.006896825972944498, -0.006550287827849388, 0.00008284444629680365, -0.052261047065258026, 0.05864837393164635, -0.057271137833595276, -0.052653033286333084, 0.011068515479564667, 0.03990710526704788, 0.00867835059762001, -0.03779032826423645, 0.026114506646990776, 0.017177028581500053, -0.03413224592804909, -0.03006265126168728, 0.07243109494447708, 0.025599462911486626, 0.013981156051158905, -0.018500257283449173, -0.05391456186771393, 0.0043607354164123535, -0.06400201469659805, 0.002053832169622183, 0.0016508660046383739, 0.010210403241217136, -0.08369475603103638, 0.014006616547703743, -0.0682966411113739, -0.04630490019917488, -0.07870034873485565, -0.07809446007013321, 0.08173814415931702, -0.01347663439810276, 0.08355777710676193, 0.011885374784469604, -0.013328224420547485, -0.0059299045242369175, 0.06200883910059929, -0.06731808930635452, 0.02334250696003437, 0.01192121859639883, -0.06460122764110565, 0.015925446525216103, -2.7587303108589367e-8, 0.028383752331137657, -0.023295806720852852, 0.04735928028821945, -0.002674906747415662, 0.042874522507190704, 0.013607101514935493, -0.03184134140610695, 0.03545811027288437, -0.0649276152253151, 0.11911570280790329, 0.026974940672516823, 0.07289916276931763, -0.09395979344844818, -0.041979964822530746, 0.10534730553627014, 0.018106576055288315, 0.0150600615888834, 0.04614625871181488, -0.026165422052145004, 0.02058376930654049, -0.010296802967786789, 0.01859072595834732, 0.05316338315606117, -0.043788179755210876, -0.06972113996744156, 0.020027723163366318, -0.04760104417800903, -0.02270963415503502, 0.07930321246385574, 0.05314828082919121, -0.03075072169303894, -0.019369767978787422, -0.005660507827997208, -0.06375790387392044, 0.09524258971214294, -0.04368259012699127, -0.0037490506656467915, -0.04419917240738869, 0.05007888749241829, 0.0668862909078598, 0.028399117290973663, -0.13066937029361725, -0.040982265025377274, 0.05871303379535675, -0.015100596472620964, -0.009977399371564388, -0.013841690495610237, -0.11454599350690842, 0.04219534993171692, -0.020144587382674217, 0.019738715142011642, 0.0011929410975426435, 0.0800306499004364, -0.03189665451645851, 0.07406556606292725, 0.010459297336637974, -0.070070281624794, -0.02422320656478405, 0.02157864160835743, 0.023336755111813545, 0.050779327750205994, -0.08853881806135178, 0.07279467582702637, 0.09981472045183182 ]
p
So good to know on both of these.
[ "blog", "blog/vector-image-search-rag" ]
11,396
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(46)
[ 0.023023979738354683, 0.013589730486273766, 0.03804963454604149, 0.048837631940841675, 0.1368190199136734, -0.060698315501213074, 0.13759617507457733, -0.010832296684384346, -0.013754702173173428, -0.006761336699128151, -0.03602958843111992, -0.03087576851248741, 0.007959596812725067, 0.016332212835550308, 0.005738586187362671, -0.0545380674302578, 0.012452850118279457, 0.009514302015304565, 0.030023371800780296, 0.04838044196367264, -0.04315217211842537, 0.10214467346668243, 0.04497711360454559, -0.043861024081707, -0.04621357098221779, -0.050588738173246384, 0.09172406792640686, 0.020372632890939713, -0.06912292540073395, 0.05010387673974037, 0.010411282069981098, -0.04717148095369339, 0.0073425015434622765, 0.07886677980422974, -0.0633210837841034, -0.03414372354745865, -0.062303416430950165, 0.011732833459973335, 0.03494182974100113, 0.01303317304700613, 0.023765981197357178, -0.05420537665486336, 0.03312759846448898, -0.02083788998425007, 0.01878398284316063, 0.03884723782539368, -0.03609973192214966, 0.005838255397975445, 0.08015508949756622, 0.016273286193609238, -0.012046977877616882, -0.057883214205503464, -0.011426115408539772, 0.03977193310856819, -0.007271093782037497, 0.011890317313373089, 0.04152585193514824, 0.08244062215089798, 0.09012050181627274, -0.01200579572468996, -0.04214192181825638, -0.08988217264413834, -0.07896706461906433, 0.04601661115884781, -0.011551827192306519, 0.059671930968761444, -0.010128110647201538, 0.004459585528820753, -0.0012508748332038522, 0.041387900710105896, 0.0856032520532608, 0.11382932960987091, 0.03988175466656685, 0.04192518815398216, -0.03496298938989639, -0.09066396206617355, 0.03570862486958504, 0.033276159316301346, 0.05173848941922188, 0.06875178217887878, -0.012307324446737766, -0.1309966892004013, -0.025863226503133774, -0.009268970228731632, -0.03748375549912453, -0.036304373294115067, 0.05290141701698303, -0.05620335042476654, 0.02550366148352623, 0.005422788206487894, -0.02350645884871483, -0.0841883197426796, 0.05938131362199783, -0.041581787168979645, 0.041553232818841934, -0.0773766040802002, -0.00482496852055192, -0.007713894825428724, -0.14498302340507507, 0.02706635370850563, 0.04763871431350708, -0.01523033156991005, 0.00678838137537241, -0.0721237063407898, 0.024909431114792824, 0.04863090440630913, 0.012812081724405289, 0.04148266837000847, -0.041469331830739975, -0.014698472805321217, -0.008938303217291832, -0.026142515242099762, -0.013726931996643543, 0.05689191818237305, 0.02581099607050419, -0.02007487788796425, -0.0020579558331519365, 0.01270688883960247, 0.04201015830039978, -0.0641593188047409, 0.05440380796790123, -0.029399795457720757, -0.15888169407844543, 0.038259509950876236, -0.09331157058477402, -0.12802249193191528, -0.025210827589035034, -8.07490268997222e-33, -0.049099043011665344, 0.05700511485338211, 0.09572555869817734, -0.016948672011494637, 0.0013188871089369059, -0.021414250135421753, -0.038307953625917435, 0.03236396983265877, -0.02594985067844391, 0.11005062609910965, 0.07471346110105515, -0.036455560475587845, -0.04281110689043999, 0.11449850350618362, 0.04008853808045387, -0.034755609929561615, 0.02511455863714218, 0.02041168138384819, -0.018698550760746002, 0.049011342227458954, -0.04817827045917511, -0.09022118896245956, -0.008968982845544815, -0.03258056938648224, -0.04596303030848503, 0.07697701454162598, 0.0381474569439888, 0.0403500497341156, -0.02536907233297825, -0.01886339671909809, 0.02918548695743084, 0.02321697026491165, -0.0171040166169405, -0.04708998277783394, 0.000607733556535095, -0.06988402456045151, 0.001248148619197309, -0.044106803834438324, -0.08119164407253265, 0.004089056979864836, -0.0743408128619194, 0.025059474632143974, 0.0064401146955788136, -0.004259929526597261, 0.07539483159780502, 0.04846884682774544, -0.007605378050357103, -0.00503684813156724, -0.04622906818985939, 0.005519813392311335, 0.03818657994270325, 0.05823972076177597, 0.07052411884069443, 0.0803755521774292, 0.0006410949281416833, 0.00998372957110405, -0.05370717495679855, 0.011198161169886589, 0.07893531769514084, -0.021200213581323624, 0.008940492756664753, 0.04740622639656067, -0.052592407912015915, -0.0053353095427155495, -0.028804419562220573, 0.02920451946556568, -0.035478733479976654, 0.09753885865211487, 0.16130150854587555, 0.07793192565441132, 0.006198192480951548, -0.07362756133079529, 0.05933156609535217, -0.07300425320863724, 0.10048429667949677, -0.021562187001109123, 0.05372953042387962, 0.007329225540161133, 0.08008094131946564, 0.04176352173089981, 0.0033079234417527914, 0.01554684154689312, -0.034324489533901215, -0.005464205518364906, -0.12975645065307617, -0.03609057888388634, 0.0015741079114377499, -0.08208825439214706, -0.04681113734841347, -0.005887405015528202, -0.0955953449010849, -0.0425988994538784, -0.025938421487808228, 0.03219004347920418, -0.036665529012680054, 5.413122832861833e-33, -0.03847718611359596, -0.00406163465231657, 0.06616388261318207, 0.050097450613975525, -0.028134016320109367, -0.06164022162556648, -0.007156401872634888, -0.017479678615927696, 0.008748983033001423, 0.07314091920852661, 0.03229421749711037, -0.017898228019475937, -0.043052077293395996, 0.03789002448320389, 0.07197443395853043, 0.045720335096120834, 0.04364117234945297, -0.01370308455079794, -0.023147953674197197, -0.025179315358400345, -0.007692667655646801, 0.03314974531531334, 0.034877147525548935, 0.08751219511032104, 0.10108208656311035, 0.04357950761914253, 0.06712836772203445, -0.033281270414590836, 0.001425827736966312, 0.032004982233047485, 0.01734677515923977, -0.08321741223335266, -0.09027767181396484, -0.07115067541599274, -0.03338088467717171, -0.00252963206730783, 0.026989944279193878, -0.017266549170017242, 0.0029861091170459986, -0.08508899807929993, -0.013657030649483204, -0.04036734998226166, -0.0033176864963024855, 0.0481194406747818, 0.013145830482244492, -0.058150824159383774, 0.07357984781265259, 0.08167215436697006, 0.007945145480334759, 0.12295310199260712, -0.06644267588853836, -0.06980390101671219, -0.0006542120827361941, -0.042710840702056885, -0.02256075106561184, -0.04297542944550514, 0.012514968402683735, -0.02514483407139778, -0.036512915045022964, -0.034265272319316864, -0.050812363624572754, 0.014650601893663406, -0.04631008580327034, -0.05116759613156319, 0.04895685240626335, -0.010558633133769035, -0.04758749157190323, -0.02524876408278942, 0.08997410535812378, 0.052602265030145645, -0.1059759110212326, 0.04323730617761612, -0.04984961450099945, 0.011200537905097008, -0.019568897783756256, -0.047678954899311066, 0.07879923284053802, 0.01737120747566223, 0.03701483830809593, 0.017560388892889023, -0.032118059694767, -0.08296588063240051, -0.03455495461821556, 0.044154342263936996, 0.038907602429389954, -0.0017788066761568189, 0.0297783724963665, 0.0032950779423117638, -0.0010221948614344, -0.0030592037364840508, -0.049431029707193375, -0.044188372790813446, -0.04420533403754234, -0.028165176510810852, -0.043439481407403946, -2.4649198238080317e-8, 0.0015409499173983932, -0.009551667608320713, 0.0763283371925354, 0.03974713385105133, 0.013605923391878605, 0.05049474164843559, -0.025736944749951363, -0.013749704696238041, -0.033350396901369095, -0.05914382264018059, 0.07756293565034866, 0.08964380621910095, 0.04469776153564453, 0.005708235781639814, 0.051385119557380676, 0.059479955583810806, -0.07880116254091263, -0.02050149254500866, -0.075742207467556, 0.07154687494039536, 0.006300767883658409, -0.005321844480931759, -0.061050672084093094, 0.06838062405586243, -0.02625630609691143, 0.021201256662607193, 0.02336968667805195, 0.03736882284283638, 0.02274584025144577, 0.04824418947100639, 0.07876890152692795, -0.0011204155161976814, -0.06544896215200424, -0.005809103604406118, -0.05982545018196106, -0.030594728887081146, 0.014318933710455894, 0.03582890331745148, 0.013192473910748959, -0.006027489900588989, -0.012905299663543701, 0.04937685653567314, -0.03285171836614609, 0.03133337199687958, -0.026887519285082817, -0.00550932576879859, 0.0581548772752285, -0.040970977395772934, -0.04989391565322876, -0.020700011402368546, 0.005217110738158226, 0.06513594090938568, 0.08167919516563416, 0.02900189533829689, 0.05019281804561615, -0.017704855650663376, -0.05092728137969971, -0.026141658425331116, 0.04519757628440857, -0.0033012598287314177, 0.12477944046258926, -0.051476091146469116, 0.04636336490511894, -0.063706174492836 ]
p
And you’re shooting me straight on it.
[ "blog", "blog/vector-image-search-rag" ]
11,397
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(46)
[ -0.050084859132766724, 0.042465534061193466, 0.024534493684768677, 0.04059426113963127, 0.06414153426885605, 0.03864223137497902, -0.013934982940554619, 0.0028616408817470074, 0.016937285661697388, -0.07609635591506958, 0.0381317138671875, 0.04094880446791649, 0.054317884147167206, 0.07589510828256607, 0.08593101054430008, -0.012015772983431816, 0.011740876361727715, 0.0805007666349411, -0.019854523241519928, 0.002748033031821251, -0.026687253266572952, -0.001362806186079979, 0.09668022394180298, -0.09442168474197388, -0.003941256087273359, 0.018940923735499382, -0.044118840247392654, 0.11873424053192139, 0.03467574715614319, 0.0038723619654774666, -0.014884117059409618, -0.03933877497911453, -0.005993415601551533, 0.07201574742794037, 0.0010105364490300417, 0.045478612184524536, -0.050878189504146576, 0.10283193737268448, -0.05508676916360855, 0.03292292356491089, -0.008143925108015537, -0.023155028000473976, -0.013398928567767143, 0.01280077826231718, 0.033115822821855545, -0.04418791085481644, -0.06676571816205978, -0.059153974056243896, 0.032387420535087585, 0.02780987322330475, -0.02091386541724205, -0.08218270540237427, -0.06145920604467392, 0.03771031275391579, 0.018470779061317444, 0.06549398601055145, 0.011512301862239838, 0.002703367965295911, -0.01566486991941929, 0.06645505130290985, 0.03478279709815979, 0.03174569830298424, 0.03116830624639988, 0.08008086681365967, 0.09661092609167099, -0.020705407485365868, -0.06576763838529587, 0.014517420902848244, -0.07066803425550461, -0.036701105535030365, 0.007271713111549616, -0.0700993537902832, 0.029283544048666954, -0.05085739493370056, -0.012139075435698032, 0.0034448106307536364, -0.04504471272230148, 0.012367378920316696, 0.01150269340723753, -0.014635288156569004, 0.05223369225859642, -0.012820017524063587, 0.03359513357281685, -0.06244240328669548, 0.08139139413833618, -0.02091897651553154, -0.01666126400232315, -0.014056093990802765, -0.04413505643606186, 0.005583879072219133, -0.04031505435705185, -0.06957220286130905, 0.11986629664897919, -0.00541213434189558, -0.0301616620272398, 0.018678683787584305, -0.006339958868920803, -0.022235071286559105, -0.034103184938430786, -0.012818582355976105, -0.008487136103212833, -0.027811149135231972, -0.005987994372844696, -0.021292669698596, 0.07138016819953918, -0.05132770165801048, 0.008288973942399025, -0.001599141745828092, 0.005098563153296709, -0.055152758955955505, -0.042959026992321014, -0.03561614081263542, -0.003999532200396061, -0.06772715598344803, -0.0013363620964810252, -0.08637585490942001, 0.06263536214828491, -0.009615271352231503, 0.005242038983851671, -0.06578211486339569, -0.04822133481502533, 0.01757904328405857, 0.010238822549581528, -0.006547900848090649, 0.03269275277853012, -0.07464905083179474, -0.0006827664328739047, -1.4122652698652936e-33, 0.03461124747991562, -0.047270357608795166, 0.029025014489889145, -0.019219892099499702, 0.03091246448457241, 0.03293640539050102, -0.08600642532110214, 0.006919370964169502, -0.03217005357146263, -0.1398000717163086, 0.00993521697819233, -0.059420399367809296, 0.031954023987054825, 0.1501559615135193, -0.0202458668500185, 0.005070137791335583, -0.04371926933526993, 0.010123555548489094, 0.07429366558790207, -0.02840718813240528, -0.057607464492321014, -0.0872359350323677, -0.040231235325336456, -0.06622465699911118, -0.015243821777403355, 0.018412575125694275, 0.08941712230443954, -0.10169343650341034, 0.07221654802560806, -0.03619451820850372, -0.13133472204208374, -0.0338171124458313, -0.0006751270848326385, -0.019988754764199257, 0.06352736055850983, 0.02820594236254692, 0.030228272080421448, 0.03224264085292816, -0.034474462270736694, 0.03871922940015793, 0.02825777977705002, -0.021863052621483803, 0.02032582461833954, -0.05657895281910896, -0.02630486525595188, 0.014761734753847122, 0.07440973073244095, -0.035410717129707336, -0.07791265845298767, -0.05935965105891228, 0.04093440622091293, 0.012503160163760185, -0.05522303283214569, -0.03518495708703995, 0.08885414898395538, -0.060269176959991455, -0.025277720764279366, -0.03699858859181404, 0.058384817093610764, 0.013045285828411579, 0.002554012695327401, 0.03451314941048622, 0.03667357191443443, 0.05088986083865166, -0.028094546869397163, 0.021149570122361183, 0.02072419412434101, -0.05777576565742493, 0.007634179666638374, 0.012603278271853924, 0.010719484649598598, -0.010599835775792599, -0.045043110847473145, -0.04014638811349869, -0.06390470266342163, 0.012467759661376476, -0.0708550214767456, 0.019063090905547142, 0.04428712651133537, 0.05083127319812775, -0.03265973553061485, -0.09407246112823486, 0.013169297948479652, 0.0008905910071916878, -0.04895594343543053, -0.006605197209864855, 0.06513947993516922, -0.0938992127776146, 0.05497413128614426, -0.055344391614198685, 0.0009776626247912645, 0.024333709850907326, -0.0968652293086052, 0.0191983412951231, 0.06807246804237366, 1.7370804632372745e-34, 0.03972257301211357, 0.01358335092663765, -0.048690468072891235, 0.022065700963139534, 0.010975661687552929, 0.10373367369174957, 0.11701963096857071, 0.007696630898863077, 0.02871289663016796, -0.01855754852294922, -0.017756406217813492, 0.02251286990940571, -0.035939771682024, -0.095501609146595, -0.07400619238615036, -0.020869091153144836, -0.063234344124794, 0.07359147816896439, -0.02749808132648468, 0.034226760268211365, -0.010205636732280254, -0.028703393414616585, 0.02444980852305889, 0.006157761439681053, 0.06406506896018982, 0.10330072045326233, 0.0248534195125103, 0.05825931206345558, -0.0670507550239563, -0.04400494694709778, 0.019855139777064323, -0.04979817941784859, -0.011638631112873554, -0.008962868712842464, 0.05002494528889656, 0.03687763586640358, 0.03944554552435875, -0.026818731799721718, -0.02410418726503849, 0.04026363417506218, 0.15002593398094177, -0.031950388103723526, -0.02194266766309738, 0.0881909430027008, -0.03677066043019295, -0.025578223168849945, -0.05212786793708801, -0.07045577466487885, 0.060721758753061295, 0.0602928064763546, -0.08050944656133652, -0.09811776131391525, -0.02182893455028534, 0.028217468410730362, -0.07808134704828262, 0.010270454920828342, -0.03672889620065689, 0.08233106881380081, 0.08435428142547607, 0.020956091582775116, 0.0641670972108841, -0.0517498254776001, 0.048853643238544464, -0.15459495782852173, 0.09336195886135101, 0.008512659929692745, -0.028898414224386215, -0.03742529824376106, -0.073219895362854, 0.048194654285907745, 0.024339333176612854, -0.009277049452066422, 0.032877955585718155, 0.014139699749648571, 0.08418677747249603, 0.04303786903619766, 0.07993366569280624, 0.0010444679064676166, -0.04911166429519653, -0.07215192914009094, 0.028803041204810143, -0.0534546859562397, -0.027616770938038826, 0.09787432849407196, 0.06428955495357513, 0.014199506491422653, -0.1005350798368454, 0.001499043544754386, -0.0072042373940348625, -0.05036250129342079, -0.022901305928826332, 0.031605686992406845, 0.01395748183131218, 0.038830261677503586, 0.0508175790309906, -2.3658330405851302e-8, -0.03647441789507866, -0.030526509508490562, 0.04334539175033569, 0.008744149468839169, -0.004462616518139839, -0.022893864661455154, 0.00837467797100544, -0.1172497421503067, 0.010119945742189884, -0.04200868308544159, 0.03059888258576393, -0.052164800465106964, 0.009349223226308823, -0.028464997187256813, -0.026116149500012398, -0.015872832387685776, 0.033651068806648254, -0.026794981211423874, 0.05241689458489418, -0.04480992257595062, -0.02077791839838028, 0.04030156880617142, -0.04308738932013512, 0.02194090187549591, -0.056387171149253845, 0.08630333095788956, -0.03264375776052475, 0.04977269098162651, -0.046419017016887665, -0.07082754373550415, 0.058990128338336945, 0.02278193086385727, 0.018488992005586624, 0.050408028066158295, 0.0018934871768578887, -0.0709332674741745, -0.0036274909507483244, -0.06130276992917061, -0.03236641734838486, -0.07308607548475266, 0.02198951132595539, -0.012111211195588112, 0.004713630303740501, -0.012575344182550907, 0.1280723363161087, 0.02149367332458496, 0.08924850076436996, -0.12179885804653168, -0.026540007442235947, -0.008069559931755066, 0.016796313226222992, -0.06572768092155457, 0.07592803984880447, 0.04536383971571922, 0.03359169512987137, -0.06000946834683418, 0.12093919515609741, 0.04744350537657738, -0.03231991454958916, 0.08681182563304901, 0.014889738522469997, -0.0255805142223835, 0.055012233555316925, -0.005019957199692726 ]
p
Mike is asking a question in here, like text embedding, would that allow you to include an image with alternate text?
[ "blog", "blog/vector-image-search-rag" ]
11,398
[ "Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/vector-image-search-rag/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(47)
[ -0.10510893911123276, 0.07039113342761993, -0.018698815256357193, -0.056203048676252365, -0.1056479886174202, 0.02403787150979042, 0.09773488342761993, 0.06037271395325661, 0.06397601962089539, 0.0005112885846756399, 0.07959459722042084, -0.08667410165071487, -0.037009794265031815, -0.03995553031563759, -0.10891783982515335, -0.025151705369353294, -0.01773284375667572, 0.004745901096612215, -0.041231829673051834, -0.06299643963575363, -0.06432630121707916, 0.032766591757535934, -0.021953558549284935, -0.04654613509774208, -0.07245110720396042, -0.020435554906725883, -0.023590687662363052, 0.012213294394314289, 0.0029709471855312586, -0.12191911786794662, 0.08134818822145462, 0.0050417534075677395, 0.0014074533246457577, 0.01537741906940937, 0.005009044427424669, -0.026141876354813576, 0.00924942921847105, -0.06260466575622559, 0.021459901705384254, 0.05732777342200279, -0.059561364352703094, 0.027791708707809448, -0.0991545021533966, -0.004497902002185583, 0.04721449688076973, 0.027799248695373535, -0.040735483169555664, 0.059666965156793594, -0.08761546015739441, -0.018974559381604195, -0.0507596917450428, -0.09825877100229263, -0.012400959618389606, 0.006886686664074659, 0.0008225115016102791, 0.0649341344833374, -0.0035585579462349415, -0.06412279605865479, -0.010954136028885841, -0.031895969063043594, 0.042416442185640335, -0.029634317383170128, -0.08746998757123947, 0.06489629298448563, -0.05226265266537666, 0.033696845173835754, 0.08228420466184616, -0.06574555486440659, -0.03464112803339958, 0.05150991678237915, 0.038734931498765945, -0.09170626848936081, -0.010830458253622055, -0.002325373934581876, -0.005837845616042614, 0.014484760351479053, -0.03384246677160263, -0.06068416312336922, 0.02545558661222458, -0.06703418493270874, 0.039095379412174225, -0.027679093182086945, -0.026664847508072853, -0.012928559444844723, 0.029296832159161568, -0.06707927584648132, -0.0005003309343010187, -0.006187170743942261, 0.045398373156785965, 0.0025880129542201757, -0.1045948714017868, 0.011181074194610119, -0.01695801317691803, 0.05779054015874863, 0.003189328359439969, -0.007901526987552643, 0.055226463824510574, 0.06580863147974014, -0.12805503606796265, 0.11105051636695862, -0.005685062613338232, 0.07049944251775742, 0.006385905668139458, 0.007982766255736351, -0.05606233328580856, -0.0072035654447972775, 0.060918837785720825, -0.08955750614404678, 0.03405483067035675, 0.05858329311013222, -0.10246012359857559, -0.03120705857872963, -0.008435257710516453, -0.11506020277738571, 0.046175483614206314, 0.0058007086627185345, -0.01028070691972971, -0.07164578884840012, 0.00002954891351691913, -0.02639266848564148, 0.021853063255548477, 0.001242555328644812, -0.11838671565055847, 0.05375019088387489, 0.03206609934568405, -0.003484465414658189, 0.0030625304207205772, -2.053118800488192e-33, -0.08782285451889038, 0.01895723305642605, -0.003770922077819705, 0.036677006632089615, 0.06062035635113716, 0.0010502365184947848, -0.06179770454764366, 0.014291591010987759, -0.0320805199444294, 0.016446569934487343, -0.02756471559405327, 0.0338105708360672, -0.0612112395465374, -0.0862906277179718, 0.05940893292427063, 0.04323219880461693, 0.03481370955705643, -0.03194960206747055, 0.0676688402891159, -0.010935824364423752, -0.06025325879454613, 0.01284825336188078, 0.06050654128193855, 0.06328567862510681, 0.012810255400836468, -0.0006681493832729757, 0.06403263658285141, -0.09227994829416275, -0.06959066540002823, 0.01866486854851246, 0.08700487017631531, 0.01429053582251072, 0.014556584879755974, 0.002794713480398059, -0.019571520388126373, -0.07645229995250702, -0.0037621811497956514, 0.049273308366537094, -0.04677453264594078, 0.061531126499176025, 0.014081819914281368, -0.0007785022025927901, -0.03778137266635895, -0.05891895294189453, 0.04934423044323921, -0.010630623437464237, -0.016385147348046303, 0.03690953925251961, 0.06102384626865387, 0.03447481244802475, 0.012354688718914986, -0.013502929359674454, -0.03318420797586441, 0.07305603474378586, 0.013698086142539978, 0.0463358499109745, -0.09250089526176453, 0.055701982229948044, 0.023273764178156853, -0.11439786106348038, 0.0742776021361351, -0.03068559244275093, 0.030689096078276634, -0.061660733073949814, -0.050322555005550385, -0.003538584802299738, -0.004674197174608707, 0.10947345942258835, 0.08355344086885452, 0.0003413496888242662, -0.06481467187404633, -0.03687870502471924, 0.023383857682347298, 0.05130315199494362, -0.07496234774589539, 0.029551591724157333, -0.01595528982579708, 0.01747642643749714, -0.016861161217093468, -0.02225627563893795, -0.01985454000532627, -0.0018020696006715298, 0.04980602487921715, -0.028462618589401245, 0.046372633427381516, -0.012175841256976128, -0.010908426716923714, 0.029818246141076088, 0.05056441202759743, 0.03224954381585121, 0.0061804866418242455, 0.0951685830950737, 0.058641865849494934, -0.049140527844429016, -0.014052554033696651, 1.115642494746736e-33, 0.06740117818117142, -0.018282005563378334, -0.08719644695520401, 0.043082840740680695, 0.03532925248146057, 0.0585513561964035, -0.05324981361627579, 0.0707688108086586, -0.01973075047135353, -0.04027664288878441, -0.01844179444015026, -0.01229721400886774, 0.09886118024587631, -0.0785093680024147, 0.07632629573345184, 0.08719980716705322, 0.03190511465072632, -0.026565328240394592, 0.021093707531690598, 0.025493554770946503, -0.04078951105475426, -0.02318744733929634, -0.03278035670518875, 0.03794354572892189, -0.03996537625789642, 0.07869381457567215, 0.035115715116262436, 0.09063909202814102, 0.0084749860689044, 0.015638047829270363, 0.04333064332604408, 0.021778875961899757, 0.03853142261505127, 0.010861258022487164, -0.04908144474029541, 0.07809057086706161, 0.08483729511499405, 0.11525088548660278, -0.0437156967818737, 0.04839849844574928, 0.036665644496679306, 0.03307563439011574, 0.006069204304367304, 0.053167883306741714, 0.011876555159687996, 0.02254786528646946, -0.02237127535045147, -0.11672782152891159, -0.09300515055656433, -0.044634342193603516, 0.0957835391163826, 0.008619168773293495, -0.06813977658748627, -0.037147700786590576, 0.04129864647984505, 0.10530298948287964, -0.020439982414245605, -0.0666164979338646, -0.027948202565312386, -0.07042305916547775, 0.05790030211210251, 0.03435031324625015, -0.02585621178150177, -0.009241604246199131, 0.04471879452466965, -0.04390207305550575, -0.0795263797044754, 0.04890534654259682, 0.04145907983183861, 0.04111270233988762, 0.05666216090321541, -0.004148951731622219, -0.11703059077262878, -0.0024487837217748165, -0.05741720646619797, -0.01260493416339159, 0.035805944353342056, 0.00878123939037323, -0.014200734905898571, 0.030197374522686005, -0.1666218787431717, 0.03212133049964905, -0.030169552192091942, -0.0013911183923482895, 0.005799727514386177, 0.05539107322692871, 0.003209540620446205, -0.03411221131682396, 0.05093507096171379, -0.006743219215422869, 0.030907148495316505, 0.09253852069377899, -0.022874748334288597, -0.009434741921722889, 0.025838106870651245, -1.605019583905687e-8, 0.06277961283922195, -0.029276495799422264, 0.020581301301717758, 0.06081514433026314, 0.05736846476793289, -0.09485029429197311, 0.011492044664919376, -0.027148613706231117, -0.06981070339679718, 0.06707499921321869, 0.042913150042295456, 0.006824324373155832, -0.0063677518628537655, 0.08095255494117737, 0.023644516244530678, 0.06986509263515472, -0.026630213484168053, 0.060778822749853134, -0.015034354291856289, -0.11050371080636978, -0.05616017431020737, 0.0336686410009861, -0.027720117941498756, -0.03268062695860863, -0.04137709364295006, -0.0020971016492694616, -0.02049768902361393, -0.009556465782225132, -0.026670608669519424, -0.0176338329911232, -0.014006897807121277, 0.0319368876516819, 0.0885550007224083, -0.07789967954158783, -0.009800394997000694, 0.03049883060157299, 0.048592839390039444, -0.010776061564683914, -0.03452195227146149, -0.012733482755720615, 0.02519846148788929, 0.07023893296718597, 0.09614246338605881, 0.0005272452253848314, -0.016089394688606262, 0.00797617994248867, 0.06185244396328926, -0.004348307382315397, 0.02049398422241211, 0.057046521455049515, -0.017961615696549416, -0.041594747453927994, 0.014255145564675331, 0.02523615211248398, 0.0384676493704319, 0.05621611326932907, 0.023666903376579285, -0.005580738186836243, -0.012496821582317352, -0.02212204970419407, 0.05418973043560982, -0.02218795195221901, -0.008519705384969711, -0.015451899729669094 ]
p
Noe Acache:
[ "blog", "blog/vector-image-search-rag" ]
11,399