diff --git a/doctests/data/query_vector.json b/doctests/data/query_vector.json index 0d128bbedb..625479e111 100644 --- a/doctests/data/query_vector.json +++ b/doctests/data/query_vector.json @@ -1,123 +1,3952 @@ [ { - "model": "Jigger", "brand": "Velorim", + "condition": "new", + "description": "Small and powerful, the Jigger is the best ride for the smallest of tikes! 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This is the tiniest kids’ 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. We say rare because this smokin’ little bike is not ideal for a nervous first-time rider, but it’s a true giddy up for a true speedster. The Jigger is a 12 inch lightweight kids bicycle and it will meet your little one’s need for speed. It’s a single speed bike that makes learning to pump pedals simple and intuitive. It even has a handle in the bottom of the saddle so you can easily help your child during training! The Jigger is among the most lightweight children’s bikes on the planet. It is designed so that 2-3 year-olds fit comfortably in a molded ride position that allows for efficient riding, balanced handling and agility. The Jigger’s frame design and gears work together so your buddingbiker can stand up out of the seat, stop rapidly, rip over trails and pump tracks. The Jigger’s is amazing on dirt or pavement. Your tike will speed down the bike path in no time. The Jigger will ship with a coaster brake. A freewheel kit is provided at no cost. " + "store_location": "-74.0060,40.7128" }, { - "model": "Hillcraft", "brand": "Bicyk", + "condition": "used", + "description": "Kids want to ride with as little weight as possible. 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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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! Imagine 120mm travel. Boost front/rear. You have NOTHING to tweak because it is easy to assemble right out of the box. The Hillcraft 26 is an efficient trail trekking machine. Up or down does not matter - dominate the trails going both down and up with this amazing bike. The name Monarch comes from Monarch trail in Colorado where we love to ride. It’s a highly technical, steep and rocky trail but the rip on the waydown is so fulfilling. Don’t ride the trail on a hardtail! It is so much more fun on the full suspension Hillcraft! Hit your local trail with the Hillcraft Monarch 26 to get to where you want to go. " + "store_location": "-118.2437,34.0522" }, { - "model": "Chook air 5", "brand": "Nord", + "condition": "used", + "description": "The Chook Air 5 gives kids aged six years and older a durable and uberlight mountain bike for their first experience on tracks and easy cruising through forests and fields. The lower top tube makes it easy to mount and dismount in any situation, giving your kids greater safety on the trails.", + "description_embeddings": [ + -0.0018494834657758474, + 0.057690851390361786, + 0.038153987377882004, + 0.06570218503475189, + 0.028856752440333366, + -0.062333013862371445, + -0.014953209087252617, + 0.046022992581129074, + -0.08184631168842316, + 0.03648914024233818, + 0.03869181126356125, + 0.010564669035375118, + -0.020310621708631516, + -0.04062078520655632, + -0.0125962495803833, + 0.14169928431510925, + 0.03418859466910362, + -0.06641822308301926, + 0.005633663386106491, + -0.09943458437919617, + 0.023237863555550575, + -0.04369724169373512, + 0.016574522480368614, + 0.07258585095405579, + 0.018674470484256744, + -0.05764088034629822, + -0.0795072391629219, + 0.04034125804901123, + -0.036483921110630035, + -0.033106740564107895, + 0.02980787307024002, + -0.0028512384742498398, + 0.00786224752664566, + -0.03016488254070282, + -0.12349128723144531, + 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Both the frames and components have been tweaked to include a women’s saddle, different bars and unique colourway." + "store_location": "-122.4194,37.7749" }, { - "model": "XBN 2.1 Alloy", "brand": "Breakout", + "condition": "new", + "description": "The XBN 2.1 Alloy is our entry-level road bike \u2013 but that\u2019s not to say that it\u2019s a basic machine. 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It has a Bafang 500 watt geared hub motor that can reach 20 miles per hour on both steep inclines and city streets. The lithium-ion battery, which gets nearly 40 miles per charge, has a lightweight form factor, making it easier for seniors to use. It comes fully assembled (no convoluted instructions!) and includes a sturdy helmet at no cost. The Plush saddle softens over time with use. The included Seatpost, however, is easily adjustable and adds to this bike’s fantastic rating for seniors, as do the hydraulic disc brakes from Tektro. " + "store_location": "2.3522,48.8566" }, { - "model": "Soothe Electric bike", "brand": "Peaknetic", - "price": 1950, - "type": "eBikes", - "specs": { - "material": "alloy", - "weight": "14.7" - }, - "description": "The Soothe is an everyday electric bike, from the makers of Exercycle bikes, that conveys style while you get around the city. The Soothe lives up to its name by keeping your posture upright and relaxed for the ride ahead, keeping those aches and pains from riding at bay. It includes a low-step frame , our memory foam seat, bump-resistant shocks and conveniently placed thumb throttle. " - }, - { + "condition": "new", + "description": "If you struggle with stiff fingers or a kinked neck or back after a few minutes on the road, this lightweight, aluminum bike alleviates those issues and allows you to enjoy the ride. 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. 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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." + "store_location": "13.4050,52.5200" }, { - "model": "Summit", "brand": "nHill", + "condition": "new", + "description": "This budget mountain bike from nHill performs well both on bike paths and on the trail. 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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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 riding on the weekends or you’re just after a stable, comfortable ride for the bike path, the Summit gives a good value for money." + "store_location": "2.1734, 41.3851" }, { - "model": "ThrillCycle", "brand": "BikeShind", + "condition": "refurbished", + "description": "An artsy, retro-inspired bicycle that\u2019s as functional as it is pretty: The ThrillCycle steel frame 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. 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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, - "type": "Commuter Bikes", - "specs": { - "material": "alloy", - "weight": "12.7" - }, - "description": "An artsy, retro-inspired bicycle that’s as functional as it is pretty: The ThrillCycle steel frame offers a smooth ride. A 9-speed drivetrain has enough gears for coasting in the city, but we wouldn’t 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." + "store_location": "12.4964,41.9028" } ] \ No newline at end of file diff --git a/doctests/package.json b/doctests/package.json index 76db8b3d8c..7acf7fdb1a 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" } } diff --git a/doctests/query-combined.js b/doctests/query-combined.js new file mode 100644 index 0000000000..efa8e955f6 --- /dev/null +++ b/doctests/query-combined.js @@ -0,0 +1,192 @@ +// EXAMPLE: query_combined +// HIDE_START +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'; + +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'; + let pipe = await pipeline('feature-extraction', modelName); + + let vectorOutput = await pipe(sentence, { + pooling: 'mean', + normalize: true, + }); + + if (vectorOutput == null) { + throw new Error('vectorOutput is undefined'); + } + + 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().catch(console.error); + +// create index +await client.ft.create('idx:bicycle', { + '$.description': { + type: SchemaFieldTypes.TEXT, + AS: 'description' + }, + '$.condition': { + type: SchemaFieldTypes.TAG, + AS: 'condition' + }, + '$.price': { + type: SchemaFieldTypes.NUMERIC, + AS: 'price' + }, + '$.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 combined1 +const res1 = await client.ft.search('idx:bicycle', '@price:[500 1000] @condition:{new}'); +console.log(res1.total); // >>> 1 +console.log(res1); // >>> +//{ +// total: 1, +// documents: [ { id: 'bicycle:5', value: [Object: null prototype] } ] +//} +// REMOVE_START +assert.strictEqual(res1.total, 1); +// REMOVE_END +// STEP_END + +// STEP_START combined2 +const res2 = await client.ft.search('idx:bicycle', 'kids @price:[500 1000] @condition:{used}'); +console.log(res2.total); // >>> 1 +console.log(res2); // >>> +// { +// total: 1, +// documents: [ { id: 'bicycle:2', value: [Object: null prototype] } ] +// } +// REMOVE_START +assert.strictEqual(res2.total, 1); +// REMOVE_END +// STEP_END + +// STEP_START combined3 +const res3 = await client.ft.search('idx:bicycle', '(kids | small) @condition:{used}'); +console.log(res3.total); // >>> 2 +console.log(res3); // >>> +//{ +// total: 2, +// documents: [ +// { id: 'bicycle:2', value: [Object: null prototype] }, +// { id: 'bicycle:1', value: [Object: null prototype] } +// ] +//} +// REMOVE_START +assert.strictEqual(res3.total, 2); +// REMOVE_END +// STEP_END + +// STEP_START combined4 +const res4 = await client.ft.search('idx:bicycle', '@description:(kids | small) @condition:{used}'); +console.log(res4.total); // >>> 2 +console.log(res4); // >>> +//{ +// total: 2, +// documents: [ +// { id: 'bicycle:2', value: [Object: null prototype] }, +// { id: 'bicycle:1', value: [Object: null prototype] } +// ] +//} +// REMOVE_START +assert.strictEqual(res4.total, 2); +// REMOVE_END +// STEP_END + +// STEP_START combined5 +const res5 = await client.ft.search('idx:bicycle', '@description:(kids | small) @condition:{new | used}'); +console.log(res5.total); // >>> 3 +console.log(res5); // >>> +//{ +// total: 3, +// documents: [ +// { id: 'bicycle:1', value: [Object: null prototype] }, +// { id: 'bicycle:0', value: [Object: null prototype] }, +// { id: 'bicycle:2', value: [Object: null prototype] } +// ] +//} +// REMOVE_START +assert.strictEqual(res5.total, 3); +// REMOVE_END +// STEP_END + +// STEP_START combined6 +const res6 = await client.ft.search('idx:bicycle', '@price:[500 1000] -@condition:{new}'); +console.log(res6.total); // >>> 2 +console.log(res6); // >>> +//{ +// total: 2, +// documents: [ +// { id: 'bicycle:2', value: [Object: null prototype] }, +// { id: 'bicycle:9', value: [Object: null prototype] } +// ] +//} +// REMOVE_START +assert.strictEqual(res6.total, 2); +// REMOVE_END +// STEP_END + +// STEP_START combined7 +const res7 = await client.ft.search('idx:bicycle', + '(@price:[500 1000] -@condition:{new})=>[KNN 3 @vector $query_vector]', { + PARAMS: { query_vector: vector_query }, + DIALECT: 2 + } +); +console.log(res7.total); // >>> 2 +console.log(res7); // >>> +//{ +// total: 2, +// documents: [ +// { id: 'bicycle:2', value: [Object: null prototype] }, +// { id: 'bicycle:9', value: [Object: null prototype] } +// ] +//} +// REMOVE_START +assert.strictEqual(res7.total, 2); +// REMOVE_END +// STEP_END + +// REMOVE_START +// destroy index and data +await client.ft.dropIndex('idx:bicycle', { DD: true }); +await client.disconnect(); +// REMOVE_END