From e1167bd7afde7406c8c07453ea8faae3a6fedce4 Mon Sep 17 00:00:00 2001 From: "David W. Dougherty" Date: Wed, 18 Sep 2024 08:43:19 -0700 Subject: [PATCH 1/3] DOC-4198: add TCEs to the vector query page --- doctests/data/query_vector.json | 3952 +++++++++++++++++++++++++++++++ doctests/query-vector.js | 111 + 2 files changed, 4063 insertions(+) create mode 100644 doctests/data/query_vector.json create mode 100644 doctests/query-vector.js diff --git a/doctests/data/query_vector.json b/doctests/data/query_vector.json new file mode 100644 index 00000000000..625479e111b --- /dev/null +++ b/doctests/data/query_vector.json @@ -0,0 +1,3952 @@ +[ + { + "brand": "Velorim", + "condition": "new", + "description": "Small and powerful, the Jigger is the best ride for the smallest of tikes! This is the tiniest kids\u2019 pedal bike on the market available without a coaster brake, the Jigger is the vehicle of choice for the rare tenacious little rider raring to go.", + "description_embeddings": [ + -0.026918452233076096, + 0.07200391590595245, + 0.019199736416339874, + -0.024749649688601494, + -0.09264523535966873, + 0.017702950164675713, + 0.11252444237470627, + 0.09377790987491608, + 0.005099582951515913, + 0.07054618746042252, + 0.0025260779075324535, + -0.04007257893681526, + 0.013598357327282429, + 0.03940897434949875, + -0.0069704861380159855, + 0.057934146374464035, + 0.15386416018009186, + 0.04337097704410553, + 0.07119690626859665, + -0.048173222690820694, + -0.09069827198982239, + -0.016886970028281212, + -0.04425429925322533, + -0.019464140757918358, + -0.027470778673887253, + 0.005336642265319824, + -0.09170512855052948, + 0.03556380048394203, + 0.023559197783470154, + -0.03628315031528473, + -0.04448218643665314, + 0.011364061385393143, + 0.009603296406567097, 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Especially on an incline! They may be at the age when a 27.5\" wheel bike is just too clumsy coming off a 24\" bike. The Hillcraft 26 is just the solution they need!", + "description_embeddings": [ + -0.004883771762251854, + 0.08099519461393356, + -0.022444017231464386, + 0.05437565594911575, + -0.07422323524951935, + 0.0066548739559948444, + -0.06268022209405899, + 0.042389899492263794, + -0.03745086118578911, + 0.058961447328329086, + 0.025613723322749138, + -0.04209878668189049, + 0.06861244142055511, + 0.01983577199280262, + 0.026353053748607635, + 0.045618414878845215, + 0.040685027837753296, + 0.09574265778064728, + 0.005801026243716478, + -0.027659950777888298, + -0.0223013274371624, + 0.040641166269779205, + 0.06608107686042786, + 0.0691058486700058, + -0.03629102557897568, + 0.035505786538124084, + -0.09211395680904388, + -0.011358118616044521, + -0.025078972801566124, + -0.017709167674183846, + 0.07587391883134842, + 0.08128049969673157, + 0.060521550476551056, + -0.0845090001821518, + -0.03779749944806099, + 0.030346086248755455, + 0.017926080152392387, + 0.003489845432341099, + 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Designed by women for women, allEva bikes are optimized for the feminine physique using analytics from a body metrics database. If you like 29ers, try the Eva 291. It\u2019s a brand new bike for 2022.. This full-suspension, cross-country ride has been designed for velocity. The 291 has 100mm of front and rear travel, a superlight aluminum frame and fast-rolling 29-inch wheels. Yippee!", + "description_embeddings": [ + 0.035103436559438705, + 0.02666405402123928, + -0.06364161521196365, + 0.02551678754389286, + -0.005281867925077677, + -0.04041111096739769, + -0.020820949226617813, + -0.03485208749771118, + -0.07683732360601425, + 0.021527189761400223, + 0.007516156416386366, + -0.0034474905114620924, + 0.030465560033917427, + -0.06572654843330383, + -0.020914506167173386, + 0.032637566328048706, + 0.0815017819404602, + -0.022764643654227257, + 0.07385077327489853, + 0.058004263788461685, + -0.03062591142952442, + -0.03927106410264969, + 0.01410673838108778, + 0.05480317771434784, + -0.05647570267319679, + -0.008725483901798725, + -0.05373937636613846, + 0.03546926751732826, + -0.026455262675881386, + -0.09718386828899384, + -0.040623344480991364, + 0.03622450679540634, + 0.08971034735441208, + -0.038574062287807465, + -0.05105822533369064, + 0.021020587533712387, + 0.003312851767987013, + -0.008969941176474094, + -0.0568903312087059, + 0.033502694219350815, 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Both the frames and components have been tweaked to include a women\u2019s saddle, different bars and unique colourway.", + "description_embeddings": [ + 0.07420087605714798, + -0.01575474441051483, + 0.010670951567590237, + 0.07449527084827423, + 0.0060751838609576225, + 0.03211340680718422, + -0.008086569607257843, + 0.025549469515681267, + -0.07154879719018936, + 0.014914358966052532, + -0.030715830624103546, + -0.0064881909638643265, + -0.0071744490414857864, + -0.0495535172522068, + 0.03856685757637024, + 0.056132566183805466, + 0.10794447362422943, + -0.010181701742112637, + 0.0811777114868164, + 0.10135157406330109, + -0.0769873708486557, + -0.019640743732452393, + -0.028702793642878532, + 0.07654724270105362, + -0.07045057415962219, + -0.10104052722454071, + -0.004679638426750898, + -0.0027665267698466778, + 0.030919065698981285, + -0.05461210012435913, + -0.020669877529144287, + 0.031864751130342484, + 0.0835040882229805, + -0.05930671840906143, + -0.006361816544085741, + 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It has a Bafang 1000W mid-drive system and a 48V 17.5AH Samsung Lithium-Ion battery, allowing you to ride for more than 60 miles on one charge. It\u2019s great for tackling hilly terrain or if you just fancy a more leisurely ride. With three working modes, you can choose between E-bike, assisted bicycle, and normal bike modes.", + "description_embeddings": [ + -0.006927311420440674, + 0.15900678932666779, + -0.005495064426213503, + 0.06652409583330154, + 0.027506737038493156, + 0.03928178921341896, + 0.0212758406996727, + 0.08142763376235962, + -0.004556896630674601, + 0.04261007905006409, + 0.0852041020989418, + -0.048658017069101334, + 0.04896014556288719, + 0.008289206773042679, + 0.09533551335334778, + 0.042673129588365555, + 0.11990982294082642, + -0.09381455183029175, + -0.001154645229689777, + -0.009989846497774124, + 0.042972203344106674, + 0.055328626185655594, + 0.044754382222890854, + 0.01764347031712532, + 0.04503790661692619, + -0.003830699948593974, + -0.03431522846221924, + 0.03080279380083084, + -0.07722456008195877, + -0.09261710941791534, + 0.04810558632016182, + 0.04917953535914421, + 0.027227703481912613, + -0.04199009761214256, + -0.11837311834096909, + 0.028090154752135277, + 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From the ergonomic grips to the lumbar-supporting seat position, the Roll Low-Entry offers incredible comfort. The rear-inclined seat tube facilitates stability by allowing you to put a foot on the ground to balance at a stop, and the low step-over frame makes it accessible for all ability and mobility levels. The saddle is very soft, with a wide back to support your hip joints and a cutout in the center to redistribute that pressure. Rim brakes deliver satisfactory braking control, and the wide tires provide a smooth, stable ride on paved roads and gravel. Rack and fender mounts facilitate setting up the Roll Low-Entry as your preferred commuter, and the BMX-like handlebar offers space for mounting a flashlight, bell, or phone holder.", + "description_embeddings": [ + 0.0022135202307254076, + 0.0681997612118721, + 0.0064607178792357445, + 0.007070810534060001, + -0.054231829941272736, + 0.008059866726398468, + 0.040072083473205566, + 0.0956423208117485, + 0.049143481999635696, + 0.0379914790391922, + -0.020757146179676056, + 0.06460786610841751, + 0.07982552796602249, + -0.0321788415312767, + -0.006194670218974352, + 0.0375053696334362, + 0.1270381063222885, + -0.02341461181640625, + -0.007247396744787693, + 0.0682845488190651, + -0.026470346376299858, + 0.005658577661961317, + 0.04653697833418846, + 0.03987714648246765, + -0.12344618886709213, + 0.03188862279057503, + -0.02708076685667038, + 0.06964577734470367, + 0.02201199159026146, + -0.02890665829181671, + -0.040280576795339584, + 0.06318672746419907, + 0.07309666275978088, + 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The fork with 100mm of travel absorbs rough terrain. Fat Kenda Booster tires give you grip in corners and on wet trails. The Shimano Tourney drivetrain offered enough gears for finding a comfortable pace to ride uphill, and the Tektro hydraulic disc brakes break smoothly. Whether you want an affordable bike that you can take to work, but also take trail in mountains on the weekends or you\u2019re just after a stable, comfortable ride for the bike path, the Summit gives a good value for money.", + "description_embeddings": [ + -0.024333441630005836, + 0.029308300465345383, + -0.012847754172980785, + -0.013123984448611736, + -0.039905961602926254, + -0.04596070945262909, + -0.01287133153527975, + 0.03984961286187172, + -0.043438445776700974, + 0.012349214404821396, + -0.021342391148209572, + -0.027458613738417625, + -0.004793129395693541, + 0.016479987651109695, + 0.02052542380988598, + -0.009542089886963367, + 0.10066469013690948, + 0.017397526651620865, + 0.07893014699220657, + -0.0765308141708374, + -0.007650941610336304, + 9.538845188217238e-05, + 0.03314477205276489, + 0.026631362736225128, + -0.01621824875473976, + 0.03593063727021217, + -0.014871303923428059, + 0.05259871482849121, + 0.027785824611783028, + -0.044416770339012146, + 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offers a smooth ride. A 9-speed drivetrain has enough gears for coasting in the city, but we wouldn\u2019t suggest taking it to the mountains. Fenders protect you from mud, and a rear basket lets you transport groceries, flowers and books. The ThrillCycle comes with a limited lifetime warranty, so this little guy will last you long past graduation.", + "description_embeddings": [ + -0.005154624115675688, + 0.10099548101425171, + 0.04890008643269539, + 0.0625317171216011, + -0.0363173745572567, + 0.025850096717476845, + 0.032137978821992874, + -0.03442877531051636, + -0.10096120089292526, + -0.007441149093210697, + 0.002616145182400942, + 0.002316742204129696, + 0.042584337294101715, + 0.026208963245153427, + 0.018415318801999092, + 0.050033390522003174, + 0.14831797778606415, + -0.006160213612020016, + 0.05086936056613922, + 0.0131875304505229, + -0.05973455682396889, + 0.045886117964982986, + -0.025052331387996674, + 0.04576171189546585, + -0.006168896332383156, + 0.03315199911594391, + -0.07763667404651642, + 0.05837876722216606, + -0.03229084238409996, + -0.021293187513947487, + -0.008595496416091919, + 0.06880632787942886, + -0.04528025537729263, + -0.020664094015955925, + -0.029125794768333435, + 0.0445701889693737, 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-0.05025117099285126, + -0.10305225104093552, + -0.07187453657388687, + 0.00836241990327835, + 0.049537766724824905, + 0.007570290472358465, + -0.08729138970375061, + -0.020592620596289635, + 0.04918212443590164, + 0.054685790091753006, + 0.04091939702630043, + -0.05420788377523422, + -0.04473182559013367, + -0.11178043484687805, + 0.09808126091957092, + -0.015394269488751888, + -0.0039725536480546, + 0.03283742815256119, + -0.05677533522248268 + ], + "model": "ThrillCycle", + "pickup_zone": "POLYGON((12.4464 42.1028, 12.5464 42.1028, 12.5464 41.7028, 12.4464 41.7028, 12.4464 42.1028))", + "price": 815, + "store_location": "12.4964,41.9028" + } +] \ No newline at end of file diff --git a/doctests/query-vector.js b/doctests/query-vector.js new file mode 100644 index 00000000000..7f54fbcf766 --- /dev/null +++ b/doctests/query-vector.js @@ -0,0 +1,111 @@ +// EXAMPLE: query_vector +// HIDE_START +import assert from 'assert'; +import fs from 'fs'; +import { createClient } from 'redis'; +import { SchemaFieldTypes, VectorAlgorithms } from '@redis/search'; +import { pipeline } from '@xenova/transformers'; + +const float32Buffer = (arr) => { + const floatArray = new Float32Array(arr); + const float32Buffer = Buffer.from(floatArray.buffer); + return float32Buffer; +}; + +async function embedText(sentence) { + let modelName = 'Xenova/all-MiniLM-L6-v2'; + let pipe = await pipeline('feature-extraction', modelName); + + let vectorOutput = await pipe(sentence, { + pooling: 'mean', + normalize: true, + }); + + const embedding = Object.values(vectorOutput?.data); + + return embedding; +} + +let query = "Bike for small kids"; +let vector_query = float32Buffer(await embedText("That is a very happy person")); + +const client = createClient(); +await client.connect(); + +// create index +await client.ft.create('idx:bicycle', { + '$.description': { + type: SchemaFieldTypes.TEXT, + sortable: false + }, + '$.description_embeddings': { + type: SchemaFieldTypes.VECTOR, + TYPE: 'FLOAT32', + ALGORITHM: VectorAlgorithms.FLAT, + DIM: 384, + DISTANCE_METRIC: 'COSINE', + AS: 'vector', + } +}, { + ON: 'JSON', + PREFIX: 'bicycle:' +}); + +// load data +const bicycles = JSON.parse(fs.readFileSync('data/query_vector.json', 'utf8')); + +await Promise.all( + bicycles.map((bicycle, bid) => { + return client.json.set(`bicycle:${bid}`, '$', bicycle); + }) +); +// HIDE_END + +// STEP_START vector1 +let res = await client.ft.search('idx:bicycle', + '*=>[KNN 3 @vector $query_vector AS score]', { + PARAMS: { query_vector: vector_query }, + RETURN: ['description'], + DIALECT: 2 + } +); +console.log(res.total); // >>> 3 +console.log(res); // >>> +//{ +// total: 3, +// documents: [ +// { id: 'bicycle:0', value: [Object: null prototype] {} }, +// { id: 'bicycle:2', value: [Object: null prototype] {} }, +// { id: 'bicycle:9', value: [Object: null prototype] {} } +// ] +//} +// REMOVE_START +assert.strictEqual(res.total, 3); +// REMOVE_END +// STEP_END + +// STEP_START vector2 +res = await client.ft.search('idx:bicycle', + '@vector:[VECTOR_RANGE 0.9 $query_vector]=>{$YIELD_DISTANCE_AS: vector_dist}', { + PARAMS: { query_vector: vector_query }, + SORTBY: 'vector_dist', + RETURN: ['vector_dist', 'description'], + DIALECT: 2 + } +); +console.log(res.total); // >>> 1 +console.log(res); // >>> +//{ +// total: 1, +// documents: [ { id: 'bicycle:0', value: [Object: null prototype] } ] +//} +// REMOVE_START +assert.strictEqual(res.total, 1); +// REMOVE_END +// STEP_END + +// REMOVE_START +// destroy index and data +await client.ft.dropIndex('idx:bicycle', { DD: true }); +await client.disconnect(); +// REMOVE_END From a4a9941f6553327d75fb9416848f084a620e9be7 Mon Sep 17 00:00:00 2001 From: "David W. Dougherty" Date: Fri, 20 Sep 2024 07:50:11 -0700 Subject: [PATCH 2/3] Preemptive modifications from previous reviews --- doctests/query-vector.js | 36 ++++++++++++++++++------------------ 1 file changed, 18 insertions(+), 18 deletions(-) diff --git a/doctests/query-vector.js b/doctests/query-vector.js index 7f54fbcf766..0a3998dd0dc 100644 --- a/doctests/query-vector.js +++ b/doctests/query-vector.js @@ -1,16 +1,16 @@ // EXAMPLE: query_vector // HIDE_START -import assert from 'assert'; -import fs from 'fs'; +import assert from 'node:assert'; +import fs from 'node:fs'; import { createClient } from 'redis'; import { SchemaFieldTypes, VectorAlgorithms } from '@redis/search'; import { pipeline } from '@xenova/transformers'; -const float32Buffer = (arr) => { +function float32Buffer(arr) { const floatArray = new Float32Array(arr); const float32Buffer = Buffer.from(floatArray.buffer); return float32Buffer; -}; +} async function embedText(sentence) { let modelName = 'Xenova/all-MiniLM-L6-v2'; @@ -26,17 +26,17 @@ async function embedText(sentence) { return embedding; } -let query = "Bike for small kids"; -let vector_query = float32Buffer(await embedText("That is a very happy person")); +let query = 'Bike for small kids'; +let vector_query = float32Buffer(await embedText('That is a very happy person')); const client = createClient(); -await client.connect(); +await client.connect().catch(console.error); // create index await client.ft.create('idx:bicycle', { '$.description': { type: SchemaFieldTypes.TEXT, - sortable: false + AS: 'description' }, '$.description_embeddings': { type: SchemaFieldTypes.VECTOR, @@ -44,10 +44,10 @@ await client.ft.create('idx:bicycle', { ALGORITHM: VectorAlgorithms.FLAT, DIM: 384, DISTANCE_METRIC: 'COSINE', - AS: 'vector', + AS: 'vector' } }, { - ON: 'JSON', + ON: 'JSON', PREFIX: 'bicycle:' }); @@ -62,15 +62,15 @@ await Promise.all( // HIDE_END // STEP_START vector1 -let res = await client.ft.search('idx:bicycle', +const res1 = await client.ft.search('idx:bicycle', '*=>[KNN 3 @vector $query_vector AS score]', { PARAMS: { query_vector: vector_query }, RETURN: ['description'], DIALECT: 2 } ); -console.log(res.total); // >>> 3 -console.log(res); // >>> +console.log(res1.total); // >>> 3 +console.log(res1); // >>> //{ // total: 3, // documents: [ @@ -80,12 +80,12 @@ console.log(res); // >>> // ] //} // REMOVE_START -assert.strictEqual(res.total, 3); +assert.strictEqual(res1.total, 3); // REMOVE_END // STEP_END // STEP_START vector2 -res = await client.ft.search('idx:bicycle', +const res2 = await client.ft.search('idx:bicycle', '@vector:[VECTOR_RANGE 0.9 $query_vector]=>{$YIELD_DISTANCE_AS: vector_dist}', { PARAMS: { query_vector: vector_query }, SORTBY: 'vector_dist', @@ -93,14 +93,14 @@ res = await client.ft.search('idx:bicycle', DIALECT: 2 } ); -console.log(res.total); // >>> 1 -console.log(res); // >>> +console.log(res2.total); // >>> 1 +console.log(res2); // >>> //{ // total: 1, // documents: [ { id: 'bicycle:0', value: [Object: null prototype] } ] //} // REMOVE_START -assert.strictEqual(res.total, 1); +assert.strictEqual(res2.total, 1); // REMOVE_END // STEP_END From 128d80812dea5c709296486c49117b05de4b97d5 Mon Sep 17 00:00:00 2001 From: "David W. Dougherty" Date: Mon, 30 Sep 2024 06:37:42 -0700 Subject: [PATCH 3/3] Update package.json --- doctests/package.json | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/doctests/package.json b/doctests/package.json index 76db8b3d8c7..7acf7fdb1ab 100644 --- a/doctests/package.json +++ b/doctests/package.json @@ -6,7 +6,8 @@ "private": true, "type": "module", "dependencies": { - "redis": "../" + "redis": "../", + "@xenova/transformers": "^2.17.2" } }