ショコラ
ElasticSearch を使ってみる。
【ドッカーネットワーク作成】
説明：ユーザー定義ネットワークを作成します (同じネットワークに接続されている他のサービス (例: Kibana) に接続する場合に便利です):
docker network create somenetwork
【コンテナ起動】
docker run -d –name elasticsearch –net somenetwork -p 9200:9200 -p 9300:9300\
-e “discovery.type=single-node” elasticsearch:8.16.1
※ xpack.security.enabled=false”があるとhttpで接続できます。
docker run -d –name elasticsearch –net somenetwork -p 9200:9200 -p 9300:9300\
-e “discovery.type=single-node” -e “xpack.security.enabled=false” elasticsearch:8.16.1
もっさん先輩
ネットワークを作成してコンテナを起動する。
docker network create somenetworkdocker run -d --name elasticsearch --net somenetwork -p 9200:9200 -p 9300:9300\
-e "discovery.type=single-node" -e "xpack.security.enabled=false" elasticsearch:8.16.1検索をしてみる。エラーになった。
curl -X GET 'localhost:9200/categories?pretty'$ curl -X GET 'localhost:9200/categories?pretty'
curl: (56) Recv failure: 接続が相手からリセットされましたカテゴリーを作ってみる。
curl -X PUT 'localhost:9200/categories?pretty'$ curl -X PUT 'localhost:9200/categories?pretty'
{
"acknowledged" : true,
"shards_acknowledged" : true,
"index" : "categories"
}検索をしてみる。
curl -X GET 'localhost:9200/categories?pretty'$ curl -X GET 'localhost:9200/categories?pretty'
{
"categories" : {
"aliases" : { },
"mappings" : { },
"settings" : {
"index" : {
"routing" : {
"allocation" : {
"include" : {
"_tier_preference" : "data_content"
}
}
},
"number_of_shards" : "1",
"provided_name" : "categories",
"creation_date" : "1735803653945",
"number_of_replicas" : "1",
"uuid" : "6srdtTtHR26MWJH3wm0l2g",
"version" : {
"created" : "8518000"
}
}
}
}
}よし、いけそう。
256次元のインデックスを作成してみます。
curl -X PUT 'localhost:9200/categories2?pretty' -H 'Content-Type:application/json' -d '{
"mappings": {
"properties": {
"my_vector": {
"type": "dense_vector",
"dims": 256 // ベクトルの次元数（例: 256次元）
},
"name": {
"type": "text"
}
}
}
}'$ curl -X PUT 'localhost:9200/categories2?pretty' -H 'Content-Type:application/json' -d '{
"mappings": {
"properties": {
"my_vector": {
"type": "dense_vector",
"dims": 256 // ベクトルの次元数（例: 256次元）
},
"name": {
"type": "text"
}
}
}
}'
{
"acknowledged" : true,
"shards_acknowledged" : true,
"index" : "categories2"
}データの投入します。
curl -X POST 'localhost:9200/categories2/_doc/1?pretty' -H 'Content-Type:application/json' -d '{
"my_vector":[-0.09343869984149933,0.022960364818572998,0.031146233901381493,0.09823042899370193,0.08385524153709412,-0.053906943649053574,-0.0015286111738532782,-0.029548989608883858,-0.022561052814126015,0.042726244777441025,0.011480182409286499,-0.0966331884264946,0.07626833766698837,0.01836829073727131,0.08744903653860092,0.013876046054065228,-0.013277079910039902,0.019965535029768944,0.030547266826033592,0.09383801370859146,0.008685007691383362,0.005914789624512196,0.08385524153709412,-0.029149679467082024,-0.049913834780454636,-0.12218906730413437,0.019965535029768944,-0.04033038020133972,-0.002358428668230772,-0.0682821273803711,0.02815140224993229,-0.005041297525167465,0.060295913368463516,-0.019466396421194077,0.004342503845691681,0.060295913368463516,0.0035937961656600237,-0.03833382576704025,-0.02186225913465023,0.06069522351026535,0.0778655856847763,-0.04911521449685097,-0.005141125060617924,0.10861250758171082,0.14295321702957153,0.041528310626745224,0.01896725781261921,0.06069522351026535,0.10461939871311188,0.05989660322666168,0.021762432530522346,0.036137618124485016,-0.06269177794456482,0.11739733815193176,0.014774494804441929,0.0742717832326889,-0.022860536351799965,0.08824766427278519,-0.05430625379085541,-0.09982766956090927,-0.05869866907596588,0.015972428023815155,0.0022211656905710697,0.021762432530522346,0.09343869984149933,0.021063638851046562,-0.016172083094716072,0.06628557294607162,-0.04691900685429573,-0.07826489210128784,-0.0754697173833847,-0.009982767514884472,-0.011430268175899982,-0.0011542574502527714,-0.031146233901381493,-0.040929343551397324,-0.03254381939768791,0.05630280449986458,0.01337690744549036,-0.005191038828343153,-0.02615484967827797,-0.023160019889473915,-0.0966331884264946,-0.015073978342115879,0.10861250758171082,-0.051111768931150436,0.1413559764623642,0.05670211836695671,0.05790004879236221,-0.036337271332740784,0.02675381489098072,0.060295913368463516,0.06788281351327896,0.014475012198090553,-0.0022211656905710697,0.010481905192136765,-0.051910389214754105,-0.08744903653860092,-0.06588625907897949,-0.006438884884119034,0.1437518447637558,0.04192762076854706,0.10541801899671555,-0.10621663928031921,0.08505317568778992,0.10302215814590454,-0.05869866907596588,0.09982766956090927,-0.026554159820079803,-0.07906351238489151,-0.02186225913465023,0.03533899411559105,-0.08944559097290039,-0.08864697068929672,-0.001759462640620768,-0.029548989608883858,0.153335303068161,-0.012678113766014576,-0.009683283977210522,-0.006339056883007288,0.021363122388720512,-0.1285780370235443,-0.06508763879537582,-0.07107730209827423,0.024258123710751534,-0.10461939871311188,-0.042726244777441025,0.0495145246386528,-0.014475012198090553,-0.018767602741718292,0.025555884465575218,0.07267454266548157,0.02186225913465023,-0.019965535029768944,0.04112900048494339,-0.08066076040267944,-0.1189945861697197,0.023160019889473915,0.04033038020133972,-0.07107730209827423,0.041528310626745224,0.047318316996097565,0.03474003076553345,0.06468833237886429,0.0247572623193264,-0.10102560371160507,-0.028351059183478355,-0.03374175354838371,-0.003219442442059517,0.05630280449986458,0.02875036932528019,0.0966331884264946,0.010781388729810715,0.013277079910039902,-0.07107730209827423,-0.044722795486450195,-0.009833025746047497,-0.005515479017049074,-0.002620476298034191,-0.03673658147454262,0.055104874074459076,0.0008859705994836986,0.006588626187294722,0.024557607248425484,0.02735278196632862,0.009283972904086113,0.04372451826930046,0.1309739053249359,-0.039531756192445755,0.05630280449986458,-0.02126329392194748,0.05151107907295227,0.02735278196632862,0.17889118194580078,0.017370015382766724,0.011480182409286499,0.017170358449220657,0.005839918740093708,0.04252658784389496,-0.00848535168915987,-0.1002269834280014,0.03314278647303581,0.021363122388720512,-0.011580009944736958,0.04372451826930046,0.030547266826033592,-0.09184145927429199,-0.11020974814891815,0.07387247681617737,0.10541801899671555,0.07387247681617737,0.022660881280899048,-0.051910389214754105,-0.08625110983848572,-0.011679837480187416,0.05989660322666168,-0.003394140861928463,0.027552437037229538,0.022061916068196297,-0.04352486506104469,0.023359674960374832,-0.11020974814891815,0.07586903125047684,0.0030322654638439417,0.012977597303688526,-0.010182422585785389,-0.005590349435806274,0.049913834780454636,-0.05470556393265724,0.08385524153709412,-0.019166912883520126,0.12937666475772858,0.03394140675663948,0.04312555491924286,-0.07946282625198364,-0.017769325524568558,0.025955194607377052,0.06388971209526062,0.08704973012208939,0.028351059183478355,0.055104874074459076,0.08425455540418625,0.04751797020435333,-0.09264007955789566,0.07586903125047684,0.03873313590884209,0.09463663399219513,0.13736286759376526,0.05430625379085541,0.10142491012811661,-0.05869866907596588,0.07986214011907578,-0.07906351238489151,0.06189315393567085,-0.08225800096988678,0.018867429345846176,0.060295913368463516,-0.041528310626745224,0.013975873589515686,-0.09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"name": "ゴルフ"
}'curl -X POST 'localhost:9200/categories2/_doc/2?pretty' -H 'Content-Type:application/json' -d '{
"my_vector":[-0.07613293826580048,0.00701224384829402,0.09737001359462738,0.0054595330730080605,0.1739036589860916,-0.027447925880551338,-0.013423438183963299,-0.10338050872087479,-0.14745748043060303,-0.05108920484781265,-0.07252664119005203,0.06731754541397095,0.0789378359913826,-0.06972174346446991,0.06090634688735008,0.034860871732234955,0.05810144916176796,0.001264708349481225,0.05730004981160164,0.0617077462375164,-0.034259822219610214,0.011419940739870071,-0.0067618065513670444,-0.04808395728468895,-0.03325807303190231,-0.01903323456645012,0.046080462634563446,-0.06731754541397095,0.004633089993149042,0.011470028199255466,-0.045880112797021866,0.023541104048490524,0.0597042478621006,0.025143902748823166,-0.01081889122724533,0.0404706671833992,0.16669106483459473,0.074930839240551,0.035662271082401276,-0.01893305964767933,-0.035662271082401276,-0.09737001359462738,-0.0034810781944543123,0.00691206892952323,-0.0006010495126247406,0.07132454216480255,0.1234154924750328,0.05689935013651848,0.07853713631629944,-0.053693752735853195,0.0577007494866848,0.05169025436043739,-0.0016528860433027148,-0.011670378036797047,-0.023440930992364883,0.023541104048490524,0.011019241064786911,0.0040320404805243015,0.02804897539317608,-0.06731754541397095,-0.16428686678409576,0.05890284851193428,-0.0829448327422142,-0.10177771002054214,-0.06010494753718376,-0.044878363609313965,-0.06010494753718376,-0.01993480883538723,-0.023941803723573685,-0.017430435866117477,-0.06811894476413727,0.01983463391661644,0.044076964259147644,0.11460009962320328,0.03305772319436073,-0.0044577838853001595,0.08655112981796265,0.05128955468535423,0.04207346588373184,-0.04307521507143974,-0.045880112797021866,0.05649865046143532,0.010368104092776775,-0.1578756719827652,0.045880112797021866,-0.07813643664121628,-0.08935602754354477,0.06090634688735008,-0.1154014989733696,-0.09176022559404373,-0.010267929174005985,0.12421689182519913,-0.08735252916812897,0.044076964259147644,0.07573223859071732,0.0049837022088468075,-0.06050564721226692,0.06932104378938675,0.012622038833796978,-0.12581969797611237,-0.04928605630993843,0.031054222956299782,0.03966926783323288,0.013323263265192509,0.12581969797611237,0.02925107441842556,0.04788360744714737,0.06731754541397095,-0.0414724163711071,0.0298521239310503,0.007813643664121628,0.04027031734585762,-0.03666402027010918,-0.13944348692893982,-0.05108920484781265,-0.01883288472890854,0.017831135541200638,0.000525918323546648,0.0005165269249118865,-0.0769343376159668,-0.0308538731187582,-0.10738750547170639,-0.08534903079271317,-0.044878363609313965,0.09135952591896057,-0.005008745938539505,-0.034059472382068634,-0.09015742689371109,0.03305772319436073,0.0869518294930458,0.10338050872087479,0.08815392851829529,0.008314518257975578,-9.39139790716581e-5,-0.08735252916812897,-0.0869518294930458,0.016428686678409576,0.12982669472694397,-0.03205597400665283,-0.09456511586904526,0.06050564721226692,0.10738750547170639,0.09296232461929321,0.027447925880551338,0.02103673294186592,-0.04748290777206421,0.04067101702094078,0.14345048367977142,0.05850214883685112,0.04828430712223053,-0.03325807303190231,-0.05068850517272949,0.053693752735853195,0.09376372396945953,0.011269678361713886,-0.031054222956299782,0.03826681897044182,-0.03826681897044182,0.034059472382068634,-0.09536651521921158,0.10498330742120743,0.001101924106478691,-0.018031485378742218,0.11460009962320328,-0.07252664119005203,-0.052892353385686874,-0.011219590902328491,0.03666402027010918,-0.07773573696613312,-0.10418190807104111,0.0789378359913826,0.012521863915026188,-0.011119415983557701,-0.01472571212798357,-0.05930354818701744,0.05810144916176796,0.024342503398656845,0.04968675598502159,0.03966926783323288,0.017029736191034317,0.007913818582892418,0.0007638336974196136,-0.06451264768838882,-0.03005247376859188,0.03806646913290024,-0.07973923534154892,-0.02965177409350872,-0.053293053060770035,-0.045479413121938705,-0.0192335844039917,0.08134203404188156,-0.024943552911281586,0.06090634688735008,-0.021838132292032242,0.05088885501027107,0.0028299414552748203,-0.006661631632596254,-0.0597042478621006,0.012471776455640793,-0.03766576945781708,-0.03025282360613346,0.015727462247014046,-0.02163778245449066,-0.008464780636131763,-0.08775322884321213,0.10818890482187271,-0.0617077462375164,-0.008815392851829529,-0.011520115658640862,0.04828430712223053,0.026446176692843437,-0.03305772319436073,-0.04307521507143974,-0.08174273371696472,-0.03986961767077446,-0.04748290777206421,0.06531404703855515,0.013423438183963299,-0.10257910937070847,0.03225632384419441,-0.0577007494866848,-0.08214343339204788,0.01422483753412962,0.03986961767077446,-0.02905072458088398,0.07853713631629944,-0.08013993501663208,0.05810144916176796,0.0657147467136383,0.05048815533518791,-0.022339006885886192,-0.0298521239310503,0.002216370077803731,0.017831135541200638,-0.02844967506825924,-0.013323263265192509,-0.054895851761102676,-0.03225632384419441,0.01382413785904646,-0.09176022559404373,0.00731276860460639,-0.035261571407318115,-0.034860871732234955,0.07533153891563416,0.024442678317427635,-0.01412466261535883,-0.08855462819337845,0.12501829862594604,0.0617077462375164,-0.13944348692893982,0.027247576043009758,0.05529655143618584,-0.03986961767077446,0.12421689182519913,-0.01983463391661644,-0.0008577476837672293],
"name": "旅行"
}'大量にデータの投入します。
curl -X POST 'localhost:9200/categories2/_doc/0?pretty' -H 'Content-Type:application/json' -d '{
"name": "ネットワークオーディオプレイヤー",
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}'
curl -X POST 'localhost:9200/categories2/_doc/1?pretty' -H 'Content-Type:application/json' -d '{
"name": "スーツ・フォーマル・ドレス",
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}'
curl -X POST 'localhost:9200/categories2/_doc/2?pretty' -H 'Content-Type:application/json' -d '{
"name": "キッチンタイマー",
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}'
curl -X POST 'localhost:9200/categories2/_doc/3?pretty' -H 'Content-Type:application/json' -d '{
"name": "UVカットフィルター",
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}'
curl -X POST 'localhost:9200/categories2/_doc/4?pretty' -H 'Content-Type:application/json' -d '{
"name": "機動戦士ガンダム アーセナルベース",
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}'
curl -X POST 'localhost:9200/categories2/_doc/5?pretty' -H 'Content-Type:application/json' -d '{
"name": "外付けSSD",
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}'
curl -X POST 'localhost:9200/categories2/_doc/6?pretty' -H 'Content-Type:application/json' -d '{
"name": "入浴用品",
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}'
curl -X POST 'localhost:9200/categories2/_doc/7?pretty' -H 'Content-Type:application/json' -d '{
"name": "望遠鏡・光学機器",
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}'
curl -X POST 'localhost:9200/categories2/_doc/8?pretty' -H 'Content-Type:application/json' -d '{
"name": "ボール",
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}'
curl -X POST 'localhost:9200/categories2/_doc/9?pretty' -H 'Content-Type:application/json' -d '{
"name": "ジョーゼット",
"my_vector":[-0.026377741247415543,0.061587847769260406,-0.039865002036094666,-0.09309791028499603,-0.0336584746837616,-0.08450425416231155,-0.01730666309595108,-0.024945465847849846,-0.0429682657122612,0.02566160261631012,-0.011458204127848148,0.1823764145374298,-0.09548503160476685,0.0056992629542946815,-0.1317693442106247,0.0697040781378746,-0.005221837665885687,-0.03222619742155075,0.04368440434336662,0.07400090247392654,-0.022080913186073303,0.06827180087566376,0.015874387696385384,0.008892043493688107,-0.07304605096578598,0.006594435311853886,0.0030585050117224455,-0.02112606354057789,0.12174341827630997,-0.03628431260585785,-0.06349755078554153,0.08402682840824127,-0.04511667788028717,-0.010264640673995018,-0.06015557050704956,0.08116228133440018,0.0389101505279541,-0.02542288973927498,-0.024468040093779564,-0.013308226130902767,0.12317569553852081,0.0006676492630504072,-0.0036851256154477596,0.0725686252117157,-0.02184220217168331,0.07734287530183792,-0.03795529901981354,0.03843272477388382,0.08545910567045212,-0.014740502461791039,0.1260402500629425,-0.04583281651139259,0.00865333154797554,-0.01480017974972725,-0.017784086987376213,0.15277604758739471,0.052516769617795944,0.0522780567407608,0.006206527352333069,-0.09596245735883713,0.0013502180809155107,0.05848458409309387,0.023274477571249008,0.02387125790119171,0.10837551206350327,-0.11219491809606552,-0.06827180087566376,0.10312383621931076,-0.06540724635124207,-0.06206527352333069,-0.07638802379369736,-0.035329461097717285,-0.0697040781378746,-0.04463925212621689,0.009846894070506096,0.0052516767755150795,0.006833147723227739,-0.013546939007937908,-0.020648637786507607,0.0673169493675232,0.026616452261805534,0.003341976087540388,0.044161826372146606,-0.0021334937773644924,0.05156191810965538,-0.08641395717859268,0.0644523948431015,0.07065892219543457,0.026616452261805534,-0.025303533300757408,0.003938757814466953,0.022080913186073303,-0.1207885667681694,-0.061110422015190125,-0.029242292046546936,-0.00641540065407753,-0.0012607008684426546,-0.048458654433488846,-0.0563361681997776,-0.0563361681997776,0.07304605096578598,0.09023335576057434,0.026377741247415543,-0.0034464129712432623,0.10312383621931076,0.09739473462104797,0.0006378102116286755,-0.0551426075398922,0.015098570846021175,0.0014621146256104112,0.04320697858929634,-0.07018149644136429,0.003998435568064451,-0.05729101970791817,-0.04081985354423523,-0.0806848555803299,-0.006833147723227739,-0.018380869179964066,0.039865002036094666,-0.10360126197338104,-0.05180063098669052,-0.0911882072687149,-0.08211712539196014,0.06540724635124207,0.06588467210531235,-0.16518910229206085,0.030793923884630203,-0.03413590043783188,0.0348520390689373,-0.06015557050704956,-0.02160348929464817,-0.029003579169511795,-0.042013414204120636,0.0806848555803299,0.0261390283703804,0.06683952361345291,-0.035090748220682144,0.11219491809606552,-0.005609745625406504,0.03174877539277077,0.001007068669423461,-0.03700045123696327,0.04105856269598007,-0.1986088752746582,0.07018149644136429,0.039387576282024384,-0.10073670744895935,-0.04869736731052399,-0.006803308613598347,0.035090748220682144,-0.052516769617795944,-0.021961558610200882,0.0018425628077238798,-0.04774251580238342,-0.06349755078554153,0.029242292046546936,0.07686544954776764,0.01480017974972725,0.04941350594162941,-0.19478946924209595,0.0673169493675232,0.0016933673759922385,0.04034242779016495,-0.0045056999661028385,0.04320697858929634,0.0023871257435530424,0.00641540065407753,0.05347161740064621,-0.0042073093354702,-0.007937193848192692,-0.03222619742155075,-0.05347161740064621,-0.01897764950990677,-0.005132320336997509,-0.13558875024318695,-0.002282689092680812,0.03389718756079674,-0.061110422015190125,0.08975593000650406,0.05371033027768135,0.060871709138154984,-0.11887886375188828,-0.09691730886697769,-0.10551096498966217,0.007698480971157551,0.054426468908786774,-0.16041485965251923,0.050607066601514816,0.005520228296518326,0.04941350594162941,0.025303533300757408,-0.06254269927740097,0.05800715833902359,-0.039626289159059525,0.03461332619190216,0.046548955142498016,-0.06254269927740097,-0.0725686252117157,-0.027332590892910957,-0.013606617227196693,-0.02339383400976658,-0.017784086987376213,0.029122935608029366,-0.016113098710775375,0.08020742982625961,-0.08354940265417099,-0.035329461097717285,0.011398525908589363,0.015993742272257805,0.057052306830883026,0.009727537631988525,-0.03867143765091896,0.05991685763001442,0.044161826372146606,0.05132320523262024,-0.08545910567045212,0.008892043493688107,-0.05418775603175163,-0.0038044818211346865,0.0389101505279541,0.0673169493675232,0.13081449270248413,-0.0042968266643583775,0.061587847769260406,0.0911882072687149,-0.03700045123696327,0.061110422015190125,0.007549285423010588,0.018022799864411354,0.11792401969432831,-0.0024020452983677387,-0.08163970708847046,0.022438982501626015,0.02387125790119171,0.08832365274429321,0.037477876991033554,0.010085606947541237,-0.06922665238380432,0.010324318893253803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}'検索します。キーワードは「オーディオプレーヤー」
curl -X GET 'localhost:9200/categories2/_knn_search?pretty' -H 'Content-Type:application/json' -d '{
"knn": {
"field": "my_vector",
"num_candidates": 100,
"k": 3,
"query_vector":[-0.035606756806373596,-0.04464130476117134,0.026837928220629692,-0.013551824726164341,0.11585481464862823,-0.024446429684758186,-0.024977874010801315,-0.12754659354686737,0.0759965106844902,-0.03427814692258835,-0.1344553530216217,0.013751116581261158,0.011226756498217583,-0.042515527456998825,-0.013020380400121212,0.006709482055157423,-0.06271040439605713,-0.01899912767112255,0.16049611568450928,-0.0040854765102267265,-0.07333929091691971,0.011891062371432781,0.017139073461294174,-0.015744032338261604,-0.010230299085378647,-0.06217896193265915,-0.035606756806373596,-0.07971661537885666,0.036669645458459854,-0.06616479158401489,0.027103649452328682,0.04490702599287033,0.011160326190292835,-0.052612967789173126,0.10894604027271271,0.15093012154102325,0.03932686522603035,0.02564217895269394,0.03095662035048008,-0.010562451556324959,0.024446429684758186,0.059521742165088654,-0.003022588323801756,0.0101638687774539,-0.04437558352947235,-0.01753765530884266,-0.01614261418581009,0.11000893265008926,-0.010097438469529152,-0.06722767651081085,-0.008702397346496582,0.04278125241398811,0.04650136083364487,0.11266615241765976,-0.012953950092196465,0.07333929091691971,-0.06138179451227188,0.0039194002747535706,0.09300272166728973,-0.14880435168743134,-0.04357841610908508,-0.05792740732431412,-0.013020380400121212,0.021124903112649918,-0.01547831017524004,-0.03985830768942833,-0.0406554751098156,0.06616479158401489,0.009300271980464458,-0.01620904542505741,0.08715683221817017,0.003720108885318041,0.02006201446056366,-0.05128435790538788,-0.14242702722549438,0.005879100412130356,0.03959258645772934,0.11904348433017731,-0.04596991464495659,0.0406554751098156,-2.7117142963106744e-5,0.03268381208181381,-0.021656347438693047,0.03069089725613594,0.047829970717430115,0.0019597001373767853,0.029760871082544327,0.09565994143486023,0.14030124247074127,0.054473020136356354,0.042249806225299835,0.14348991215229034,0.005181580316275358,0.01003100723028183,0.026306483894586563,0.019929153844714165,0.01282108947634697,-0.09991149604320526,-0.036403920501470566,-0.027103649452328682,0.006709482055157423,0.08290528506040573,0.09991149604320526,-0.0379982553422451,0.03534103184938431,0.012754658237099648,0.031089480966329575,0.042515527456998825,0.048095691949129105,0.024313567206263542,0.04915858060121536,0.08928260952234268,-0.12276358902454376,-0.09193982928991318,0.11054037511348724,-0.03201950713992119,0.07174495607614517,0.05181580036878586,0.0786537304520607,-0.0860939472913742,-0.0022752450313419104,-0.11744914948940277,-0.0887511670589447,-0.041452642530202866,0.013153241947293282,-0.011758200824260712,-0.003404563758522272,-0.06217896193265915,-0.01926484890282154,-0.013219672255218029,-0.16581057012081146,0.0044176289811730385,0.10894604027271271,-0.03427814692258835,-0.04357841610908508,0.07227639853954315,-0.0022420298773795366,0.04543847218155861,0.036935366690158844,0.019131988286972046,0.008204168640077114,0.0006269379518926144,-0.018069099634885788,0.12063781172037125,0.06563334912061691,-0.12223214656114578,-0.05128435790538788,0.0017853201134130359,0.14561568200588226,0.006244468502700329,-0.0016524590319022536,0.03852969780564308,-0.007672724314033985,-0.036935366690158844,-0.07121351361274719,0.06271040439605713,0.08077950775623322,0.06217896193265915,-0.00032592471688985825,-0.04703280329704285,0.027767954394221306,0.0018600544426590204,0.025509316474199295,0.04278125241398811,0.035606756806373596,-0.11107181757688522,-0.09512849897146225,0.11904348433017731,-0.03932686522603035,-0.015146156772971153,-0.03852969780564308,-0.059256017208099365,-0.014614713378250599,-0.05128435790538788,0.005281225778162479,0.03321525827050209,0.0940656065940857,0.04676708206534386,-0.03534103184938431,-0.05500446632504463,0.03148806467652321,-0.04623563587665558,-0.05022146925330162,-0.10575737804174423,0.04942430183291435,-0.1015058234333992,-0.08768828213214874,-0.032816674560308456,0.031355202198028564,-0.06483618170022964,0.019929153844714165,-0.08290528506040573,-0.017936239019036293,0.07705939561128616,-0.0887511670589447,-0.07174495607614517,-0.0635075718164444,0.03480958938598633,-0.04357841610908508,-0.0914083868265152,0.017936239019036293,-0.1243579238653183,-0.01228964515030384,-0.0759965106844902,-0.002374890958890319,0.0015195979503914714,-0.07918517291545868,0.003089018864557147,-0.019663432613015175,-0.015146156772971153,-0.07705939561128616,0.01089460402727127,0.05101863294839859,-0.005978746339678764,0.023782124742865562,0.0008760524215176702,0.03321525827050209,0.05792740732431412,0.04729852452874184,-0.03427814692258835,0.004650135990232229,0.042249806225299835,0.0057130241766572,-0.0228520967066288,0.026306483894586563,0.017670515924692154,0.048361413180828094,0.052878689020872116,0.10363160073757172,0.047564249485731125,-0.04437558352947235,0.0813109502196312,-0.11107181757688522,0.03095662035048008,0.07280784100294113,-0.053410131484270096,0.058724574744701385,-0.04995574802160263,0.0117582008242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}
}'検索します。キーワードは「服」
curl -X GET 'localhost:9200/categories2/_knn_search?pretty' -H 'Content-Type:application/json' -d '{
"knn": {
"field": "my_vector",
"num_candidates": 100,
"k": 3,
"query_vector":[-0.06285550445318222,-0.010010321624577045,-0.040274083614349365,0.08380734175443649,0.08520413190126419,0.052612386643886566,-0.013967890292406082,-4.3649655708577484e-5,0.0015859375707805157,-0.040274083614349365,0.03515252470970154,-0.019555047154426575,0.0030409260652959347,-0.00401576841250062,-0.044930048286914825,0.0754266083240509,0.028517775237560272,0.01676146872341633,0.15178440511226654,0.11360550671815872,0.06425229460000992,0.1853073388338089,0.013153096660971642,0.008380734361708164,-0.05843234062194824,0.11313991248607635,0.045628439635038376,-0.011174311861395836,0.05237958952784538,0.06704587489366531,0.04679243266582489,0.02688818797469139,0.043998852372169495,0.05913073569536209,0.09870642423629761,-0.012163704261183739,0.05796674266457558,-0.05005160719156265,-0.09265366941690445,0.06611467897891998,0.044697247445583344,0.0370149090886116,-0.009661124087870121,0.021068233996629715,0.10801835358142853,0.03142775222659111,0.0047141630202531815,0.03911009430885315,0.05424197390675545,0.02071903645992279,-0.0021533831022679806,0.09125687927007675,-0.017925459891557693,-0.00515065947547555,-0.007449541240930557,-0.09218807518482208,-0.0796169713139534,0.027470184490084648,0.030496560037136078,0.06518349051475525,-0.02362901344895363,0.07077064365148544,0.009602924808859825,0.03678211197257042,0.038644496351480484,-0.02607339434325695,-0.06983944773674011,-0.04772362485527992,-0.024211009964346886,0.015597477555274963,-0.1028967946767807,-0.0038120700046420097,0.05237958952784538,0.06611467897891998,-0.025607798248529434,0.04725802689790726,0.032591745257377625,0.06518349051475525,-0.06611467897891998,0.06145871803164482,0.03445412963628769,-0.01990424282848835,-0.0037247706204652786,0.0013822391629219055,0.0810137614607811,0.027004588395357132,0.07775458693504333,0.10941514372825623,0.00442316522821784,-0.02688818797469139,0.05540596321225166,-0.002444380894303322,-0.08054816722869873,0.018041858449578285,0.02840137667953968,-0.07915137708187103,-0.005296158604323864,-0.02688818797469139,-0.010825115256011486,-0.06704587489366531,-0.08380734175443649,0.06332109868526459,0.07775458693504333,-0.04772362485527992,0.07356422394514084,0.026422591879963875,0.015713876113295555,0.00710034416988492,0.09963762015104294,-0.04353325814008713,-0.037946101278066635,-0.0019205849384889007,0.0023425316903740168,-0.09591284394264221,0.04423165321350098,-0.025724198669195175,0.017110666260123253,0.06285550445318222,0.05447477102279663,-0.036316514015197754,-0.023279817774891853,-0.07868578284978867,0.011290711350739002,0.03748050704598427,0.06704587489366531,-0.031194955110549927,-0.007973337545990944,-0.09405045956373215,-0.054940368980169296,-0.008613532409071922,0.012629300355911255,0.16854587197303772,0.06937385350465775,-0.03538532182574272,0.030263762921094894,0.11639908701181412,-0.09917201846837997,-0.10056880861520767,0.03748050704598427,0.012105504982173443,-0.007915137335658073,0.025840597227215767,0.051681194454431534,-0.034919723868370056,0.012105504982173443,0.0048305620439350605,0.04376605525612831,-0.09963762015104294,-0.03142775222659111,0.04818922281265259,-0.10894954204559326,0.07449541240930557,0.0022697821259498596,-0.029332568868994713,-0.03375573456287384,-0.030496560037136078,0.062389910221099854,0.022348623722791672,0.027470184490084648,0.06983944773674011,0.05284518375992775,4.137623909628019e-5,0.015248280018568039,0.03654931113123894,-0.04423165321350098,-0.01070871576666832,0.029681766405701637,0.046326834708452225,-0.057268351316452026,-0.09405045956373215,-0.020951835438609123,0.024793004617094994,-0.007391341961920261,0.001891485182568431,0.013735092245042324,0.06797706335783005,-0.08986009657382965,0.01757626235485077,0.0020369840785861015,0.0010330418590456247,0.1056903675198555,0.05889793857932091,-0.1042935773730278,-0.037946101278066635,-0.06704587489366531,-0.0020515338983386755,-0.021184634417295456,-0.0011276161530986428,0.06564908474683762,-0.0033755735494196415,0.02828497812151909,-0.03771330416202545,0.025142202153801918,0.020486239343881607,-0.060993120074272156,0.043998852372169495,0.02141743153333664,-0.026422591879963875,0.02304701879620552,0.02083543688058853,-0.05913073569536209,-0.014433486387133598,-0.017110666260123253,-0.023163417354226112,0.00515065947547555,-0.02979816496372223,0.009719323366880417,0.014317087829113007,-0.00055289565352723,-0.05680275335907936,0.04353325814008713,0.037247706204652786,0.06937385350465775,0.022814219817519188,0.00710034416988492,-0.003899369388818741,0.13129816949367523,-0.040972478687763214,-0.01501548197120428,-0.058665137737989426,-0.054940368980169296,0.018856652081012726,0.008613532409071922,0.040972478687763214,-0.0021824827417731285,0.11733027547597885,-0.0064019495621323586,0.010475917719304562,-0.02909977175295353,0.017809059470891953,0.007129443809390068,0.06658027321100235,-0.06797706335783005,0.0535435788333416,-0.05913073569536209,0.014666284434497356,-0.07449541240930557,-0.034221332520246506,0.009777523577213287,-0.05424197390675545,-0.004132167436182499,-0.11546789109706879,-0.07077064365148544,-0.009020929224789143,0.006925745401531458,-0.015713876113295555,0.029332568868994713,-0.029681766405701637,0.0014695384306833148,-0.521467924118042,0.02071903645992279,-0.012571101076900959,-0.04306766018271446,0.019322248175740242,0.07123623788356781,0.005528956651687622]
}
}'検索します。キーワードは「キッチンタイマー」
curl -X GET 'localhost:9200/categories2/_knn_search?pretty' -H 'Content-Type:application/json' -d '{
"knn": {
"field": "my_vector",
"num_candidates": 100,
"k": 3,
"query_vector":[-0.13178442418575287,0.17141883075237274,-0.014986761845648289,0.01659690961241722,-0.09066371619701385,0.03294610604643822,0.1803365796804428,-0.009289314970374107,-0.027496373280882835,-0.08917742967605591,-0.02130349725484848,-0.059451617300510406,0.048799868673086166,0.04260699450969696,0.0931408703327179,0.027000943198800087,0.016101479530334473,-0.05846075713634491,-0.007772060576826334,-0.0026474548503756523,-0.06886479258537292,-0.019197918474674225,0.006316734477877617,-0.15952850878238678,-0.06391049176454544,-0.10106775164604187,-0.08521398901939392,-0.06440591812133789,-0.05846075713634491,-0.08521398901939392,0.04211156442761421,0.023285217583179474,-0.04557957500219345,0.00829845480620861,0.07035107910633087,0.036414116621017456,0.041616134345531464,0.04780900850892067,0.01833091489970684,-0.07530537992715836,0.022046642377972603,0.06440591812133789,-0.0032822247594594955,-0.007090844213962555,-0.057717613875865936,-0.07381909340620041,-0.04260699450969696,0.07926882803440094,0.011642608791589737,0.1084992066025734,0.12435296922922134,-0.1075083464384079,-0.11791237443685532,0.024028362706303596,-0.09413173049688339,0.05251559615135193,-0.11692151427268982,0.10156317800283432,0.03740497678518295,0.016720768064260483,0.08125054836273193,0.06985565274953842,0.048799868673086166,-0.03963441401720047,0.03666182979941368,-0.004520799964666367,-0.14763818681240082,0.03666182979941368,0.04557957500219345,0.1075083464384079,0.017340054735541344,-0.006038054823875427,0.11543522775173187,0.0921500101685524,-0.02539079450070858,-0.00133146857842803,0.009289314970374107,-0.026257798075675964,-0.03666182979941368,0.017340054735541344,-0.05003844574093819,-0.04657043516635895,-0.04136841744184494,-0.02650551311671734,0.06985565274953842,-0.04954301565885544,0.08125054836273193,0.035175539553165436,0.044093284755945206,-0.038148120045661926,0.016225337982177734,0.027000943198800087,0.02477150782942772,0.012571539729833603,0.014553260989487171,-0.14466559886932373,-0.028858806937932968,-0.03765268996357918,-0.021427353844046593,-0.10949006676673889,0.003886030288413167,-0.010342104360461235,0.023285217583179474,0.05177244916558266,0.03468010947108269,0.0388912670314312,-0.007369523402303457,0.06936021894216537,-0.05672675371170044,-0.01065174862742424,0.07035107910633087,0.04731357842683792,-0.012199967168271542,-0.042854707688093185,0.01009438931941986,-0.07183737307786942,0.015729907900094986,0.07728710025548935,-0.02130349725484848,0.04483642801642418,-0.001888827420771122,-0.028239518404006958,0.03368924930691719,0.009413172490894794,0.11791237443685532,-0.019941063597798347,0.044588714838027954,-0.0901682898402214,-0.05449731647968292,-0.03294610604643822,-0.02724865823984146,-0.08967285603284836,0.03368924930691719,0.008112668991088867,-0.08521398901939392,-0.08917742967605591,0.005511660594493151,0.10255403816699982,-0.08174597471952438,-0.006750235799700022,0.10503119230270386,0.12980270385742188,-0.0194456335157156,-0.04359785467386246,0.0787733942270279,0.10701291263103485,0.02601008303463459,0.06539677828550339,-0.07629624009132385,0.0029106521978974342,0.03443239629268646,0.07629624009132385,0.10899463295936584,0.031088242307305336,-0.007276630494743586,0.05623132362961769,0.03121209889650345,0.0787733942270279,0.0931408703327179,-0.032698389142751694,0.0016798179131001234,0.0013933973386883736,0.06490135192871094,-0.02254207246005535,0.09066371619701385,-0.07728710025548935,0.10453576594591141,0.02947809360921383,-0.0388912670314312,-0.018207058310508728,-0.038148120045661926,-0.07381909340620041,-0.03195524588227272,-0.03245067596435547,-0.019321775063872337,-0.0032977070659399033,-0.018702488392591476,-0.007555309683084488,0.052267882972955704,0.03591868653893471,-0.031088242307305336,-0.02774408832192421,-0.07233279943466187,-0.026133941486477852,-0.09958145767450333,0.032202959060668945,0.06391049176454544,0.027991803362965584,0.07233279943466187,-0.11345350742340088,-0.01709233969449997,0.017959343269467354,0.0007276630494743586,0.004087298642843962,-0.09809517115354538,0.020312637090682983,0.009475101716816425,-0.002941616578027606,-0.06391049176454544,-0.04533185809850693,-0.044588714838027954,0.041616134345531464,-0.028115661814808846,0.04260699450969696,-0.04235927760601044,-0.032698389142751694,-0.019693348556756973,-0.0604424774646759,0.021055782213807106,0.007431452162563801,-0.023780647665262222,0.032202959060668945,0.06787393242120743,-0.017463913187384605,0.048799868673086166,-0.02836337685585022,0.12782098352909088,0.001617889036424458,0.06886479258537292,-0.030592812225222588,-0.051029305905103683,0.05846075713634491,1.0341620509279892e-5,-0.05003844574093819,0.06638763844966888,0.04904758557677269,-0.06836935877799988,0.17042797803878784,0.1565559208393097,0.05722218379378319,0.021055782213807106,0.06787393242120743,-0.1248483955860138,-0.054001886397600174,0.009598959237337112,0.007090844213962555,0.046322718262672424,-0.06490135192871094,0.010465961880981922,-0.09363629668951035,-0.012014181353151798,-0.021675068885087967,-0.004892372526228428,0.03319381922483444,0.05573589354753494,0.054745033383369446,0.05251559615135193,-0.010156318545341492,-0.012014181353151798,-0.1545742005109787,-0.12138038873672485,-0.11147178709506989,0.00916545744985342,0.015172548592090607,0.036414116621017456,0.013438543304800987]
}
}'検索します。キーワードは「ゴルフ」
curl -X GET 'localhost:9200/categories2/_knn_search?pretty' -H 'Content-Type:application/json' -d '{
"knn": {
"field": "my_vector",
"num_candidates": 100,
"k": 3,
"query_vector":[-0.09343869984149933,0.022960364818572998,0.031146233901381493,0.09823042899370193,0.08385524153709412,-0.053906943649053574,-0.0015286111738532782,-0.029548989608883858,-0.022561052814126015,0.042726244777441025,0.011480182409286499,-0.0966331884264946,0.07626833766698837,0.01836829073727131,0.08744903653860092,0.013876046054065228,-0.013277079910039902,0.019965535029768944,0.030547266826033592,0.09383801370859146,0.008685007691383362,0.005914789624512196,0.08385524153709412,-0.029149679467082024,-0.049913834780454636,-0.12218906730413437,0.019965535029768944,-0.04033038020133972,-0.002358428668230772,-0.0682821273803711,0.02815140224993229,-0.005041297525167465,0.060295913368463516,-0.019466396421194077,0.004342503845691681,0.060295913368463516,0.0035937961656600237,-0.03833382576704025,-0.02186225913465023,0.06069522351026535,0.0778655856847763,-0.04911521449685097,-0.005141125060617924,0.10861250758171082,0.14295321702957153,0.041528310626745224,0.01896725781261921,0.06069522351026535,0.10461939871311188,0.05989660322666168,0.021762432530522346,0.036137618124485016,-0.06269177794456482,0.11739733815193176,0.014774494804441929,0.0742717832326889,-0.022860536351799965,0.08824766427278519,-0.05430625379085541,-0.09982766956090927,-0.05869866907596588,0.015972428023815155,0.0022211656905710697,0.021762432530522346,0.09343869984149933,0.021063638851046562,-0.016172083094716072,0.06628557294607162,-0.04691900685429573,-0.07826489210128784,-0.0754697173833847,-0.009982767514884472,-0.011430268175899982,-0.0011542574502527714,-0.031146233901381493,-0.040929343551397324,-0.03254381939768791,0.05630280449986458,0.01337690744549036,-0.005191038828343153,-0.02615484967827797,-0.023160019889473915,-0.0966331884264946,-0.015073978342115879,0.10861250758171082,-0.051111768931150436,0.1413559764623642,0.05670211836695671,0.05790004879236221,-0.036337271332740784,0.02675381489098072,0.060295913368463516,0.06788281351327896,0.014475012198090553,-0.0022211656905710697,0.010481905192136765,-0.051910389214754105,-0.08744903653860092,-0.06588625907897949,-0.006438884884119034,0.1437518447637558,0.04192762076854706,0.10541801899671555,-0.10621663928031921,0.08505317568778992,0.10302215814590454,-0.05869866907596588,0.09982766956090927,-0.026554159820079803,-0.07906351238489151,-0.02186225913465023,0.03533899411559105,-0.08944559097290039,-0.08864697068929672,-0.001759462640620768,-0.029548989608883858,0.153335303068161,-0.012678113766014576,-0.009683283977210522,-0.006339056883007288,0.021363122388720512,-0.1285780370235443,-0.06508763879537582,-0.07107730209827423,0.024258123710751534,-0.10461939871311188,-0.042726244777441025,0.0495145246386528,-0.014475012198090553,-0.018767602741718292,0.025555884465575218,0.07267454266548157,0.02186225913465023,-0.019965535029768944,0.04112900048494339,-0.08066076040267944,-0.1189945861697197,0.023160019889473915,0.04033038020133972,-0.07107730209827423,0.041528310626745224,0.047318316996097565,0.03474003076553345,0.06468833237886429,0.0247572623193264,-0.10102560371160507,-0.028351059183478355,-0.03374175354838371,-0.003219442442059517,0.05630280449986458,0.02875036932528019,0.0966331884264946,0.010781388729810715,0.013277079910039902,-0.07107730209827423,-0.044722795486450195,-0.009833025746047497,-0.005515479017049074,-0.002620476298034191,-0.03673658147454262,0.055104874074459076,0.0008859705994836986,0.006588626187294722,0.024557607248425484,0.02735278196632862,0.009283972904086113,0.04372451826930046,0.1309739053249359,-0.039531756192445755,0.05630280449986458,-0.02126329392194748,0.05151107907295227,0.02735278196632862,0.17889118194580078,0.017370015382766724,0.011480182409286499,0.017170358449220657,0.005839918740093708,0.04252658784389496,-0.00848535168915987,-0.1002269834280014,0.03314278647303581,0.021363122388720512,-0.011580009944736958,0.04372451826930046,0.030547266826033592,-0.09184145927429199,-0.11020974814891815,0.07387247681617737,0.10541801899671555,0.07387247681617737,0.022660881280899048,-0.051910389214754105,-0.08625110983848572,-0.011679837480187416,0.05989660322666168,-0.003394140861928463,0.027552437037229538,0.022061916068196297,-0.04352486506104469,0.023359674960374832,-0.11020974814891815,0.07586903125047684,0.0030322654638439417,0.012977597303688526,-0.010182422585785389,-0.005590349435806274,0.049913834780454636,-0.05470556393265724,0.08385524153709412,-0.019166912883520126,0.12937666475772858,0.03394140675663948,0.04312555491924286,-0.07946282625198364,-0.017769325524568558,0.025955194607377052,0.06388971209526062,0.08704973012208939,0.028351059183478355,0.055104874074459076,0.08425455540418625,0.04751797020435333,-0.09264007955789566,0.07586903125047684,0.03873313590884209,0.09463663399219513,0.13736286759376526,0.05430625379085541,0.10142491012811661,-0.05869866907596588,0.07986214011907578,-0.07906351238489151,0.06189315393567085,-0.08225800096988678,0.018867429345846176,0.060295913368463516,-0.041528310626745224,0.013975873589515686,-0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}
}'検索します。キーワードは「ラケット」
curl -X GET 'localhost:9200/categories2/_knn_search?pretty' -H 'Content-Type:application/json' -d '{
"knn": {
"field": "my_vector",
"num_candidates": 100,
"k": 3,
"query_vector":[-0.10686872154474258,-0.012236876413226128,0.062408071011304855,0.1023818701505661,0.040789589285850525,-0.02121058665215969,0.006883243098855019,-0.08606602996587753,-0.057105425745248795,-0.01101318933069706,0.015500043518841267,0.08484234660863876,0.06281596422195435,0.05751332268118858,-0.0872897207736969,-0.05996069684624672,-0.09707922488451004,-0.016111887991428375,0.07831601053476334,-0.03875010833144188,-0.020598743110895157,0.013970434665679932,0.10034239292144775,-0.0033906346652656794,0.020700717344880104,-0.027532972395420074,0.014378330670297146,0.0022051872219890356,0.1174740195274353,0.021516507491469383,-0.0379343181848526,0.0033396475482732058,0.01855926401913166,0.033243514597415924,0.008412852883338928,0.16152676939964294,0.049559351056814194,-0.09789501130580902,-0.04201327636837959,-0.028960607945919037,0.03222377598285675,0.0265132337808609,-0.0063733733259141445,0.12400034815073013,0.03303956612944603,0.030388243496418,0.04140143468976021,0.030592191964387894,-0.014378330670297146,0.13786880671977997,0.05996069684624672,0.07872390747070312,-0.05628963187336922,0.1060529351234436,0.10850030928850174,0.13868460059165955,-0.05873700976371765,0.07097388803958893,0.0012937948340550065,-0.05017119646072388,-0.06322386115789413,0.1329740583896637,-0.04364486038684845,0.08892130106687546,0.012083915993571281,-0.05955279991030693,-0.03956590220332146,-0.04772381857037544,0.018457289785146713,0.011268123984336853,-0.01254279911518097,0.09218446910381317,-0.052210673689842224,-0.004639816004782915,-0.0493554025888443,-0.01815136708319187,0.03854616358876228,0.051802776753902435,0.008769761770963669,0.08484234660863876,0.03365141153335571,-0.05628963187336922,-0.0066792950965464115,0.003518101992085576,-0.06567123532295227,-0.020598743110895157,0.05017119646072388,0.0987108051776886,0.049559351056814194,0.018865184858441353,0.0987108051776886,-0.01927308179438114,-0.049559351056814194,0.05628963187336922,0.03875010833144188,0.09218446910381317,-0.01743754930794239,-0.18436893820762634,-0.06118438392877579,-0.016927680000662804,0.014276356436312199,-0.007750021759420633,0.022230325266718864,-0.005073205102235079,0.014480303972959518,0.07423705607652664,-0.08198707550764084,-0.02916455641388893,0.05914490297436714,0.03630273416638374,-0.07097388803958893,0.07423705607652664,0.05017119646072388,0.016519783064723015,0.07790811359882355,0.04466459900140762,0.04772381857037544,0.026717180386185646,-0.027125077322125435,-0.020394794642925262,0.04507249593734741,0.01325661689043045,0.08076338469982147,0.1370530128479004,0.06771072000265121,0.02121058665215969,0.08688182383775711,-0.05506594479084015,-0.14194777607917786,0.10931609570980072,-0.11421085149049759,0.03303956612944603,-0.04140143468976021,0.026105336844921112,0.03181587904691696,0.07750021666288376,0.02049676887691021,0.012338850647211075,0.07097388803958893,-0.05751332268118858,0.08932919800281525,0.05465804785490036,0.007699035108089447,0.01743754930794239,0.05628963187336922,-0.013766486197710037,-0.07097388803958893,-0.04201327636837959,-0.11665822565555573,0.045684341341257095,-0.023352039977908134,0.04364486038684845,-0.021414535120129585,-0.0019502522191032767,-0.08565814048051834,0.030184296891093254,-0.09381605684757233,0.018865184858441353,-0.005379126872867346,-0.0056340619921684265,0.12400034815073013,0.00039833583286963403,0.08484234660863876,-0.057921215891838074,0.05996069684624672,-0.16152676939964294,0.10197397321462631,-0.05465804785490036,-0.09993449598550797,-0.13868460059165955,0.09136868268251419,0.01325661689043045,-0.014378330670297146,-0.01672373153269291,-0.09218446910381317,-0.048335663974285126,-0.007444099988788366,-0.014480303972959518,0.16152676939964294,-0.056697528809309006,-0.04670407995581627,0.08932919800281525,-0.0493554025888443,-0.09055288881063461,0.06281596422195435,-0.06730282306671143,-0.033243514597415924,0.032835617661476135,0.045684341341257095,-0.05628963187336922,0.06893440335988998,0.016111887991428375,-0.007240151986479759,-0.043440911918878555,-0.03222377598285675,-0.03711852803826332,-0.0011854474432766438,-0.09707922488451004,-0.016927680000662804,0.040789589285850525,-0.05873700976371765,-0.03630273416638374,-0.004410374443978071,0.06730282306671143,0.06648702919483185,0.07505284249782562,0.056697528809309006,-0.07260546833276749,0.10686872154474258,0.026717180386185646,0.021516507491469383,0.007648047991096973,0.09789501130580902,0.02426980622112751,0.022842170670628548,0.0038495175540447235,0.09789501130580902,-0.006194918882101774,0.015703991055488586,-0.12073718756437302,-0.02233229950070381,0.04690802842378616,-0.045684341341257095,0.035894837230443954,0.015805965289473534,0.020598743110895157,0.03303956612944603,0.0758686363697052,0.03528299555182457,0.10850030928850174,-0.048335663974285126,-0.01702965423464775,-0.025289544835686684,0.00586350355297327,3.445605034357868e-5,0.128895103931427,0.002587589668110013,-0.052210673689842224,0.012389837764203548,0.0246777012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}
}'検索します。キーワードは「お風呂用品」
curl -X GET 'localhost:9200/categories2/_knn_search?pretty' -H 'Content-Type:application/json' -d '{
"knn": {
"field": "my_vector",
"num_candidates": 100,
"k": 3,
"query_vector":[-0.1096469983458519,0.045117903500795364,-0.0038363332860171795,-0.04905260354280472,0.006426678039133549,0.02032928727567196,0.0928589403629303,0.09180968999862671,-0.11279475688934326,-0.005115111358463764,-0.030034882947802544,0.008853076957166195,-0.040920890867710114,-0.047741036862134933,-0.02701827883720398,0.09600669890642166,-0.008525185286998749,0.04879029095172882,0.06426677852869034,0.01311566960066557,0.05823357403278351,0.02282126434147358,-0.019935818389058113,-0.03029719740152359,-0.08184178173542023,-0.07816939055919647,0.08918655663728714,-0.08341565728187561,-0.0676768571138382,-0.07239849865436554,0.09338356554508209,-0.017968466505408287,0.09338356554508209,-0.03173992037773132,0.03292033076286316,0.07921864092350006,-0.014951863326132298,-0.05482349917292595,0.018755408003926277,0.0035740199964493513,-0.050101857632398605,0.0083940289914608,-0.001942758564837277,-0.0001250087225344032,-0.03462536633014679,0.022165481001138687,0.008721920661628246,0.09862983226776123,0.0008279266185127199,-0.09443282335996628,0.027542905882000923,0.0057708946987986565,-0.06400446593761444,0.04905260354280472,-0.14899401366710663,0.007803823333233595,-0.06531603634357452,-0.06688991189002991,0.08131714910268784,-0.03856007009744644,-0.1510925143957138,0.019804660230875015,0.03803544119000435,0.04538021609187126,0.10859774053096771,-0.05954514071345329,-0.023083578795194626,-0.03173992037773132,-0.014951863326132298,0.029903726652264595,0.001352553372271359,-0.010820426978170872,0.11279475688934326,-0.09338356554508209,-0.08131714910268784,-0.058495886623859406,-0.03462536633014679,0.06977536529302597,-0.07344774901866913,0.00793498009443283,-0.07292312383651733,-0.034100741147994995,-0.039084695279598236,-0.036723874509334564,0.07869401574134827,0.022952422499656677,0.08551416546106339,0.047741036862134933,-0.00508232181891799,0.014427236281335354,0.15319101512432098,0.013902610167860985,-0.02452630177140236,-0.036723874509334564,0.025444399565458298,0.10492535680532455,-0.11489326506853104,0.013837031088769436,-0.017968466505408287,-0.0676768571138382,0.0755462571978569,0.006557834800332785,0.13273057341575623,-0.022558951750397682,-0.017312683165073395,-0.01632900908589363,0.034887682646512985,-0.04538021609187126,0.07134924083948135,-0.013640296645462513,0.03292033076286316,0.0253132414072752,-0.00964001752436161,-0.04380633682012558,0.006688991561532021,-0.036723874509334564,0.08498954027891159,-0.05193805322051048,0.07764476537704468,0.09600669890642166,-0.06243058666586876,-0.027542905882000923,-0.07292312383651733,-0.033444955945014954,0.0422324575483799,-0.025575555860996246,0.032395705580711365,-0.03803544119000435,-0.06138133257627487,0.0016886424273252487,-0.019935818389058113,0.12276266515254974,0.04695409536361694,0.03646156191825867,-0.10230222344398499,0.01849309355020523,0.006623412948101759,-0.020460445433855057,0.003721571294590831,-0.06820148229598999,-0.08184178173542023,0.021509697660803795,-0.05718431994318962,-0.06820148229598999,-0.0015410911291837692,0.055348124355077744,0.012394308112561703,-0.08656341582536697,0.2276880294084549,0.07712014019489288,-0.0928589403629303,0.09705595672130585,-0.013246825896203518,0.04485559090971947,-0.02623133920133114,-0.036723874509334564,-0.016656899824738503,0.09653133153915405,0.035936933010816574,0.033182643353939056,0.047741036862134933,0.00184439099393785,-0.08131714910268784,-0.045904844999313354,-0.13325519859790802,-0.001213199459016323,-0.02032928727567196,0.04354402422904968,-0.06925073266029358,0.10754849016666412,0.03960932046175003,0.006688991561532021,0.07292312383651733,0.024919772520661354,0.050888799130916595,0.07816939055919647,0.007213618140667677,-0.10335147380828857,0.07974327355623245,-0.06479141116142273,-0.01298451330512762,0.1521417647600174,-0.0844649150967598,-0.030952980741858482,-0.019148876890540123,0.004787219222635031,-0.0503641702234745,0.13115669786930084,0.07502163201570511,-0.04564252868294716,0.029641414061188698,0.0072791967540979385,0.03173992037773132,-0.06452909111976624,0.01586996018886566,-0.0034428632352501154,0.09128505736589432,-0.08866192400455475,-0.017968466505408287,-0.06505372375249863,-0.0755462571978569,-0.0338384285569191,0.021509697660803795,0.050888799130916595,-0.11541789025068283,0.1012529656291008,-0.0590205118060112,0.013312404975295067,0.04879029095172882,0.03029719740152359,-0.08708804845809937,0.061905961483716965,0.030690666288137436,0.05744663253426552,-0.13063207268714905,0.0419701412320137,0.06872610747814178,0.042494770139455795,0.07764476537704468,-0.013705874793231487,-0.015410911291837692,-3.3045340387616307e-5,-0.03213338926434517,0.006262732204049826,0.04616715759038925,-0.02439514547586441,-0.037510816007852554,0.021378541365265846,0.01567322574555874,0.0923343151807785,0.06374215334653854,0.027149435132741928,-0.038297753781080246,0.1426984816789627,0.04905260354280472,-0.019804660230875015,0.04275708273053169,-0.059282828122377396,0.009443282149732113,-0.08813729882240295,0.07816939055919647,0.004524906165897846,0.02780522033572197,0.09023580700159073,-0.0001526745909359306,-0.03292033076286316,-0.1253858059644699,-0.04406864941120148,0.011869681067764759,-0.12853355705738068,-0.048265665769577026,0.022296639159321785,-0.08026789873838425,0.04485559090971947,0.07974327355623245,0.012787777930498123]}
}'検索します。キーワードは「外付けHDD」
curl -X GET 'localhost:9200/categories2/_knn_search?pretty' -H 'Content-Type:application/json' -d '{
"knn": {
"field": "my_vector",
"num_candidates": 100,
"k": 3,
"query_vector":[-0.11056534200906754,-0.021272988989949226,0.02154398337006569,-0.00955252069979906,-0.0015328068984672427,0.04092001914978027,0.042003992944955826,0.03875206783413887,-0.04525591433048248,-0.00029851627186872065,-0.047965846955776215,0.0704583078622818,-0.037397101521492004,-0.03983604535460472,-0.011042985133826733,0.013752919621765614,0.01991802267730236,0.019376033917069435,0.1680159717798233,-0.07967209070920944,0.0807560607790947,0.017885571345686913,0.07858811318874359,-0.1078554093837738,-0.02073100209236145,0.029944781213998795,0.0682903602719307,0.013752919621765614,0.07750413566827774,-0.1327868103981018,0.08346599340438843,0.06259949505329132,0.06693539023399353,-0.13007687032222748,-0.04064902290701866,0.04850783571600914,0.004437518306076527,0.039294056594371796,-0.059347573667764664,0.017072590067982674,-0.0033704815432429314,0.016191860660910606,-0.00287930597551167,0.07750413566827774,0.03604213520884514,0.06287048757076263,-0.03983604535460472,0.01883404701948166,0.03821008279919624,0.09809964150190353,0.09593169391155243,-0.024389414116740227,-0.008570169098675251,0.050675783306360245,-0.019376033917069435,0.11544322967529297,-0.02262795716524124,0.01910504139959812,-0.00199857703410089,0.03319670259952545,-0.19186338782310486,-0.062057510018348694,-0.0829240083694458,0.05013379827141762,0.08996984362602234,0.08238202333450317,-0.03129974752664566,0.11110733449459076,-0.1615121215581894,0.028860807418823242,-0.017479080706834793,0.0019308286719024181,0.0005462212720885873,0.00021700651268474758,-0.09701567143201828,-0.002625249559059739,0.03983604535460472,-0.03129974752664566,0.015107886865735054,-0.010771991685032845,0.014430403709411621,0.02073100209236145,0.033061206340789795,0.0004403644416015595,-0.02344093658030033,-0.1636800765991211,0.11056534200906754,-0.15175636112689972,0.011855965480208397,-0.05311472341418266,0.05880558863282204,0.06070254370570183,0.06314148753881454,-0.08888586610555649,-0.00799430813640356,0.00731682451441884,0.05311472341418266,-0.06178651750087738,-0.027099348604679108,0.005826360080391169,0.05636664852499962,0.06070254370570183,0.023305440321564674,-0.043629951775074005,0.1078554093837738,-0.06856135278940201,-0.03048676811158657,0.049862802028656006,0.010500998236238956,0.09484772384166718,-0.018698550760746002,0.10839739441871643,-0.06720639020204544,-0.11652719974517822,-0.04092001914978027,-0.08346599340438843,0.0642254576086998,0.03766809403896332,0.07100029289722443,-0.013549674302339554,0.013752919621765614,-0.07750413566827774,-0.062057510018348694,0.033467695116996765,-0.024931401014328003,-0.018698550760746002,0.03089325875043869,-0.03956504911184311,-0.08400798588991165,0.042003992944955826,0.05555366724729538,-0.009891262277960777,0.037397101521492004,-0.042816970497369766,-0.06368347257375717,-0.027234846726059914,0.08725990355014801,0.014023913070559502,0.07154228538274765,-0.059347573667764664,0.016191860660910606,-0.07587818056344986,-0.11490124464035034,0.09213779121637344,-0.0850919559597969,-0.0029301170725375414,-0.036584120243787766,0.07533618807792664,0.03292571008205414,0.1327868103981018,-0.024524910375475883,0.04688187316060066,-0.009823514148592949,0.1056874617934227,-0.02818332426249981,-0.03400968387722969,-0.007824936881661415,-0.031841736286878586,0.05853459611535072,0.06991632282733917,0.011652720160782337,0.002388130174949765,0.02940279431641102,-0.07913009822368622,-0.062057510018348694,-0.0014650585362687707,0.03902306407690048,0.01802106760442257,-0.1349547654390335,-0.02113749273121357,0.00034085899824276567,0.05230174586176872,0.15284033119678497,-0.027641335502266884,0.05230174586176872,-0.06287048757076263,-0.10243554413318634,-0.05094677582383156,-0.02235696278512478,-0.04850783571600914,-0.011449474841356277,-0.05880558863282204,-0.042003992944955826,-0.08021407574415207,0.03712610900402069,-0.015378881245851517,-0.10135156661272049,-0.01802106760442257,-0.047965846955776215,0.0023542558774352074,-0.060431547462940216,0.001151722390204668,-0.029673786833882332,-0.09809964150190353,0.0013634359929710627,0.08021407574415207,0.10677143931388855,-0.04417194053530693,-0.057721614837646484,-0.002489752834662795,-0.0476948544383049,-0.11002335697412491,0.03983604535460472,-0.06178651750087738,-0.01131397858262062,-0.10839739441871643,-0.0014650585362687707,-0.07154228538274765,0.1078554093837738,-0.09213779121637344,0.0075878179632127285,0.04959180951118469,-0.02303444780409336,-0.0022865075152367353,0.037397101521492004,0.06070254370570183,0.02547338791191578,-0.0807560607790947,-0.023982923477888107,0.024389414116740227,0.013549674302339554,-0.024524910375475883,-0.054198697209358215,0.05555366724729538,-0.06259949505329132,0.0031164251267910004,-0.03956504911184311,0.05446969345211983,0.022763453423976898,0.10243554413318634,-0.07642016559839249,0.09484772384166718,-0.11490124464035034,-0.03631312772631645,-0.0539277046918869,-0.041732996702194214,-0.01991802267730236,-0.07858811318874359,0.018292060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}
}'検索します。キーワードは「顕微鏡」
curl -X GET 'localhost:9200/categories2/_knn_search?pretty' -H 'Content-Type:application/json' -d '{
"knn": {
"field": "my_vector",
"num_candidates": 100,
"k": 3,
"query_vector":[0.05946441367268562,0.08472362905740738,0.06130623072385788,-0.033942077308893204,0.015129219740629196,0.0399937629699707,0.007400162052363157,0.053412724286317825,-0.0018007060280069709,0.013155843131244183,-0.031968697905540466,0.06183246523141861,-0.029337530955672264,-0.015655454248189926,-0.09103843569755554,-0.08051376044750214,-0.010327337309718132,0.06577921658754349,0.09156467020511627,0.06841038912534714,-0.010722012259066105,-0.021049348637461662,0.030784673988819122,0.034731425344944,-0.046308569610118866,-0.0203915573656559,0.04446674883365631,-0.01841817982494831,0.08314493298530579,0.1441880464553833,0.06472674757242203,0.049729086458683014,0.03131090849637985,-0.07209402322769165,0.05472830682992935,0.05551765859127045,-0.01197181735187769,0.000339174090186134,-0.07314649224281311,-0.050781555473804474,-0.02815350517630577,0.06683168560266495,-0.002631168579682708,0.036047011613845825,0.09366960823535919,0.03065311536192894,-0.036047011613845825,0.07893505692481995,0.02552233636379242,-0.11787635833024979,0.053938958793878555,0.000678348180372268,-0.10208934545516968,0.06893661618232727,-0.07051531970500946,0.024206751957535744,-0.061569347977638245,0.07419895380735397,-0.06998908519744873,0.03920441493391991,-0.05893817916512489,0.03920441493391991,0.030784673988819122,0.03117934800684452,0.033942077308893204,-0.013155843131244183,-0.05499142408370972,-0.02657480351626873,-0.03867818042635918,0.04288804903626442,0.03223181515932083,-0.027232596650719643,0.0460454523563385,0.00019939325284212828,-0.06604233384132385,-0.08367116749286652,0.15892258286476135,0.03815194591879845,-0.010656232945621014,0.023285843431949615,-0.022233374416828156,-0.03867818042635918,0.19681142270565033,0.05420207604765892,0.06893661618232727,-0.010458895936608315,-0.01558967400342226,-0.052360255271196365,-0.042098697274923325,-0.08103999495506287,0.02407519333064556,0.052097138017416,-0.0763038918375969,0.053412724286317825,0.061043113470077515,-0.03841506317257881,-0.08103999495506287,0.061043113470077515,0.005097889341413975,-0.030521556735038757,0.010524674318730831,-0.03736259415745735,0.07262025773525238,-0.0868285670876503,0.034468308091163635,-0.013616298325359821,0.04815038666129112,-0.044203635305166245,0.0203915573656559,-0.03788882866501808,0.08524986356496811,0.02197025902569294,-0.0203915573656559,0.02354895882308483,-0.008485519327223301,-0.017497271299362183,0.02802194654941559,-0.06788415461778641,0.017365712672472,-0.045782335102558136,0.014142531901597977,-0.0399937629699707,-0.12313869595527649,0.1494503766298294,0.007071265950798988,-0.03223181515932083,-0.06367427855730057,-0.0799875259399414,-0.10787791758775711,0.05551765859127045,-0.036573246121406555,-0.031837139278650284,0.05104467272758484,0.032889608293771744,0.02354895882308483,0.0025489446707069874,-0.005459675099700689,-0.033942077308893204,0.02144402451813221,-0.07577765733003616,0.08735480159521103,-0.034468308091163635,-0.005196558311581612,-0.03815194591879845,0.01999688148498535,-0.08472362905740738,0.04841350391507149,0.02552233636379242,0.04788726940751076,0.07525142282247543,0.0036343017127364874,-0.12261246144771576,0.025127660483121872,0.017628829926252365,-0.08103999495506287,-0.16207998991012573,-0.06788415461778641,-0.050255320966243744,-0.0026640582364052534,0.06367427855730057,-0.08261869847774506,0.0022036037407815456,0.02749571204185486,-0.018549738451838493,-0.02249649167060852,0.07683012634515762,0.10472051054239273,-0.028285063803195953,0.04025688022375107,-0.0747251883149147,0.09261713922023773,-0.06998908519744873,-0.06998908519744873,0.08735480159521103,-0.13418960571289062,0.01019577868282795,-0.04920285567641258,-0.10156311094760895,0.04893973842263222,-0.11945505440235138,0.1162976548075676,-0.05262337252497673,-0.0799875259399414,-0.11682388931512833,0.05630701035261154,0.08261869847774506,-0.11892882734537125,0.003009399166330695,0.08524986356496811,0.01881285570561886,0.03420519456267357,0.03328428417444229,0.04999220371246338,0.027364153414964676,0.04446674883365631,-0.01203759666532278,0.05604389309883118,-0.016510583460330963,-0.09366960823535919,0.010524674318730831,-0.12103375792503357,-0.06498986482620239,0.0004727881168946624,0.08261869847774506,-0.10208934545516968,-0.012958506122231483,-0.028416622430086136,-0.028416622430086136,-0.03275804966688156,0.03973064571619034,-0.02854817919433117,-0.02749571204185486,-0.04288804903626442,-0.031837139278650284,-0.11261402070522308,-0.03683635964989662,0.0815662294626236,0.012958506122231483,0.051834024488925934,0.1441880464553833,-0.12892726063728333,0.033021166920661926,0.1441880464553833,-0.07367271929979324,0.011050908826291561,0.04157246649265289,0.07262025773525238,0.04999220371246338,-0.04867662116885185,-0.004637434612959623,-0.06998908519744873,-0.07104155421257019,-0.04788726940751076,0.019207531586289406,-0.1110353171825409,0.04025688022375107,-0.044203635305166245,-0.0747251883149147,0.011379804462194443,-0.10787791758775711,-0.03012688085436821,-0.029337530955672264,0.04157246649265289,0.03867818042635918,-0.08472362905740738,0.10366804897785187,-0.025390777736902237,0.029863763600587845,0.05893817916512489,-0.10051064193248749,-0.07262025773525238,-0.03223181515932083,-0.10208934545516968,-0.08261869847774506,0.0030751784797757864,0.017234154045581818]
}
}'以上