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DOC-4296 added aggregation query examples (#3967)
Co-authored-by: M Sazzadul Hoque <[email protected]>
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// EXAMPLE: query_agg | ||
// REMOVE_START | ||
package io.redis.examples; | ||
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import org.junit.Assert; | ||
import org.junit.Test; | ||
// REMOVE_END | ||
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// HIDE_START | ||
import java.util.List; | ||
import java.util.ArrayList; | ||
import redis.clients.jedis.UnifiedJedis; | ||
import redis.clients.jedis.json.Path2; | ||
import redis.clients.jedis.search.FTCreateParams; | ||
import redis.clients.jedis.search.IndexDataType; | ||
import redis.clients.jedis.search.schemafields.*; | ||
import redis.clients.jedis.search.aggr.*; | ||
import redis.clients.jedis.exceptions.JedisDataException; | ||
// HIDE_END | ||
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// HIDE_START | ||
public class QueryAggExample { | ||
@Test | ||
public void run() { | ||
UnifiedJedis jedis = new UnifiedJedis("redis://localhost:6379"); | ||
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//REMOVE_START | ||
// Clear any keys here before using them in tests. | ||
try { jedis.ftDropIndex("idx:bicycle"); } catch (JedisDataException j) {} | ||
//REMOVE_END | ||
// HIDE_END | ||
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SchemaField[] schema = { | ||
TextField.of("$.brand").as("brand"), | ||
TextField.of("$.model").as("model"), | ||
TextField.of("$.description").as("description"), | ||
NumericField.of("$.price").as("price"), | ||
TagField.of("$.condition").as("condition") | ||
}; | ||
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jedis.ftCreate("idx:bicycle", | ||
FTCreateParams.createParams() | ||
.on(IndexDataType.JSON) | ||
.addPrefix("bicycle:"), | ||
schema | ||
); | ||
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String[] bicycleJsons = new String[] { | ||
" {" | ||
+ " \"pickup_zone\": \"POLYGON((-74.0610 40.7578, -73.9510 40.7578, -73.9510 40.6678, " | ||
+ "-74.0610 40.6678, -74.0610 40.7578))\"," | ||
+ " \"store_location\": \"-74.0060,40.7128\"," | ||
+ " \"brand\": \"Velorim\"," | ||
+ " \"model\": \"Jigger\"," | ||
+ " \"price\": 270," | ||
+ " \"description\": \"Small and powerful, the Jigger is the best ride for the smallest of tikes! " | ||
+ "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.\"," | ||
+ " \"condition\": \"new\"" | ||
+ " }", | ||
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" {" | ||
+ " \"pickup_zone\": \"POLYGON((-118.2887 34.0972, -118.1987 34.0972, -118.1987 33.9872, " | ||
+ "-118.2887 33.9872, -118.2887 34.0972))\"," | ||
+ " \"store_location\": \"-118.2437,34.0522\"," | ||
+ " \"brand\": \"Bicyk\"," | ||
+ " \"model\": \"Hillcraft\"," | ||
+ " \"price\": 1200," | ||
+ " \"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!\"," | ||
+ " \"condition\": \"used\"" | ||
+ " }", | ||
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" {" | ||
+ " \"pickup_zone\": \"POLYGON((-87.6848 41.9331, -87.5748 41.9331, -87.5748 41.8231, " | ||
+ "-87.6848 41.8231, -87.6848 41.9331))\"," | ||
+ " \"store_location\": \"-87.6298,41.8781\"," | ||
+ " \"brand\": \"Nord\"," | ||
+ " \"model\": \"Chook air 5\"," | ||
+ " \"price\": 815," | ||
+ " \"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.\"," | ||
+ " \"condition\": \"used\"" | ||
+ " }", | ||
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" {" | ||
+ " \"pickup_zone\": \"POLYGON((-80.2433 25.8067, -80.1333 25.8067, -80.1333 25.6967, " | ||
+ "-80.2433 25.6967, -80.2433 25.8067))\"," | ||
+ " \"store_location\": \"-80.1918,25.7617\"," | ||
+ " \"brand\": \"Eva\"," | ||
+ " \"model\": \"Eva 291\"," | ||
+ " \"price\": 3400," | ||
+ " \"description\": \"The sister company to Nord, Eva launched in 2005 as the first " | ||
+ "and only women-dedicated bicycle brand. 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’s 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!\"," | ||
+ " \"condition\": \"used\"" | ||
+ " }", | ||
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" {" | ||
+ " \"pickup_zone\": \"POLYGON((-122.4644 37.8199, -122.3544 37.8199, -122.3544 37.7099, " | ||
+ "-122.4644 37.7099, -122.4644 37.8199))\"," | ||
+ " \"store_location\": \"-122.4194,37.7749\"," | ||
+ " \"brand\": \"Noka Bikes\"," | ||
+ " \"model\": \"Kahuna\"," | ||
+ " \"price\": 3200," | ||
+ " \"description\": \"Whether you want to try your hand at XC racing or are looking " | ||
+ "for a lively trail bike that's just as inspiring on the climbs as it is over rougher " | ||
+ "ground, the Wilder is one heck of a bike built specifically for short women. Both the " | ||
+ "frames and components have been tweaked to include a women’s saddle, different bars " | ||
+ "and unique colourway.\"," | ||
+ " \"condition\": \"used\"" | ||
+ " }", | ||
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" {" | ||
+ " \"pickup_zone\": \"POLYGON((-0.1778 51.5524, 0.0822 51.5524, 0.0822 51.4024, " | ||
+ "-0.1778 51.4024, -0.1778 51.5524))\"," | ||
+ " \"store_location\": \"-0.1278,51.5074\"," | ||
+ " \"brand\": \"Breakout\"," | ||
+ " \"model\": \"XBN 2.1 Alloy\"," | ||
+ " \"price\": 810," | ||
+ " \"description\": \"The XBN 2.1 Alloy is our entry-level road bike – but that’s " | ||
+ "not to say that it’s a basic machine. With an internal weld aluminium frame, a full " | ||
+ "carbon fork, and the slick-shifting Claris gears from Shimano’s, this is a bike which " | ||
+ "doesn’t break the bank and delivers craved performance.\"," | ||
+ " \"condition\": \"new\"" | ||
+ " }", | ||
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" {" | ||
+ " \"pickup_zone\": \"POLYGON((2.1767 48.9016, 2.5267 48.9016, 2.5267 48.5516, " | ||
+ "2.1767 48.5516, 2.1767 48.9016))\"," | ||
+ " \"store_location\": \"2.3522,48.8566\"," | ||
+ " \"brand\": \"ScramBikes\"," | ||
+ " \"model\": \"WattBike\"," | ||
+ " \"price\": 2300," | ||
+ " \"description\": \"The WattBike is the best e-bike for people who still " | ||
+ "feel young at heart. 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’s 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.\"," | ||
+ " \"condition\": \"new\"" | ||
+ " }", | ||
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" {" | ||
+ " \"pickup_zone\": \"POLYGON((13.3260 52.5700, 13.6550 52.5700, 13.6550 52.2700, " | ||
+ "13.3260 52.2700, 13.3260 52.5700))\"," | ||
+ " \"store_location\": \"13.4050,52.5200\"," | ||
+ " \"brand\": \"Peaknetic\"," | ||
+ " \"model\": \"Secto\"," | ||
+ " \"price\": 430," | ||
+ " \"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. 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.\"," | ||
+ " \"condition\": \"new\"" | ||
+ " }", | ||
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" {" | ||
+ " \"pickup_zone\": \"POLYGON((1.9450 41.4301, 2.4018 41.4301, 2.4018 41.1987, " | ||
+ "1.9450 41.1987, 1.9450 41.4301))\"," | ||
+ " \"store_location\": \"2.1734, 41.3851\"," | ||
+ " \"brand\": \"nHill\"," | ||
+ " \"model\": \"Summit\"," | ||
+ " \"price\": 1200," | ||
+ " \"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’re just after a stable, comfortable " | ||
+ "ride for the bike path, the Summit gives a good value for money.\"," | ||
+ " \"condition\": \"new\"" | ||
+ " }", | ||
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" {" | ||
+ " \"pickup_zone\": \"POLYGON((12.4464 42.1028, 12.5464 42.1028, " | ||
+ "12.5464 41.7028, 12.4464 41.7028, 12.4464 42.1028))\"," | ||
+ " \"store_location\": \"12.4964,41.9028\"," | ||
+ " \"model\": \"ThrillCycle\"," | ||
+ " \"brand\": \"BikeShind\"," | ||
+ " \"price\": 815," | ||
+ " \"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.\"," | ||
+ " \"condition\": \"refurbished\"" | ||
+ " }" | ||
}; | ||
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for (int i = 0; i < bicycleJsons.length; i++) { | ||
jedis.jsonSet("bicycle:" + i, new Path2("$"), bicycleJsons[i]); | ||
} | ||
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// STEP_START agg1 | ||
AggregationResult res1 = jedis.ftAggregate("idx:bicycle", | ||
new AggregationBuilder("@condition:{new}") | ||
.load("__key", "price") | ||
.apply("@price - (@price * 0.1)", "discounted") | ||
); | ||
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List<Row> rows1 = res1.getRows(); | ||
System.out.println(rows1.size()); // >>> 5 | ||
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for (int i = 0; i < rows1.size(); i++) { | ||
System.out.println(rows1.get(i)); | ||
} | ||
// >>> {__key=bicycle:0, discounted=243, price=270} | ||
// >>> {__key=bicycle:5, discounted=729, price=810} | ||
// >>> {__key=bicycle:6, discounted=2070, price=2300} | ||
// >>> {__key=bicycle:7, discounted=387, price=430} | ||
// >>> {__key=bicycle:8, discounted=1080, price=1200} | ||
// STEP_END | ||
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// Tests for 'agg1' step. | ||
// REMOVE_START | ||
Assert.assertEquals(5, rows1.size()); | ||
Assert.assertEquals("{__key=bicycle:0, discounted=243, price=270}", rows1.get(0).toString()); | ||
Assert.assertEquals("{__key=bicycle:5, discounted=729, price=810}", rows1.get(1).toString()); | ||
Assert.assertEquals("{__key=bicycle:6, discounted=2070, price=2300}", rows1.get(2).toString()); | ||
Assert.assertEquals("{__key=bicycle:7, discounted=387, price=430}", rows1.get(3).toString()); | ||
Assert.assertEquals("{__key=bicycle:8, discounted=1080, price=1200}", rows1.get(4).toString()); | ||
// REMOVE_END | ||
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// STEP_START agg2 | ||
AggregationResult res2 = jedis.ftAggregate("idx:bicycle", | ||
new AggregationBuilder("*") | ||
.load("price") | ||
.apply("@price<1000", "price_category") | ||
.groupBy("@condition", | ||
Reducers.sum("@price_category").as("num_affordable")) | ||
); | ||
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List<Row> rows2 = res2.getRows(); | ||
System.out.println(rows2.size()); // >>> 3 | ||
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for (int i = 0; i < rows2.size(); i++) { | ||
System.out.println(rows2.get(i)); | ||
} | ||
// >>> {condition=refurbished, num_affordable=1} | ||
// >>> {condition=used, num_affordable=1} | ||
// >>> {condition=new, num_affordable=3} | ||
// STEP_END | ||
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// Tests for 'agg2' step. | ||
// REMOVE_START | ||
Assert.assertEquals(3, rows2.size()); | ||
Assert.assertEquals("{condition=refurbished, num_affordable=1}", rows2.get(0).toString()); | ||
Assert.assertEquals("{condition=used, num_affordable=1}", rows2.get(1).toString()); | ||
Assert.assertEquals("{condition=new, num_affordable=3}", rows2.get(2).toString()); | ||
// REMOVE_END | ||
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// STEP_START agg3 | ||
AggregationResult res3 = jedis.ftAggregate("idx:bicycle", | ||
new AggregationBuilder("*") | ||
.apply("'bicycle'", "type") | ||
.groupBy("@type", Reducers.count().as("num_total")) | ||
); | ||
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List<Row> rows3 = res3.getRows(); | ||
System.out.println(rows3.size()); // >>> 1 | ||
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for (int i = 0; i < rows3.size(); i++) { | ||
System.out.println(rows3.get(i)); | ||
} | ||
// >>> {type=bicycle, num_total=10} | ||
// STEP_END | ||
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// Tests for 'agg3' step. | ||
// REMOVE_START | ||
Assert.assertEquals(1, rows3.size()); | ||
Assert.assertEquals("{type=bicycle, num_total=10}", rows3.get(0).toString()); | ||
// REMOVE_END | ||
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// STEP_START agg4 | ||
AggregationResult res4 = jedis.ftAggregate("idx:bicycle", | ||
new AggregationBuilder("*") | ||
.load("__key") | ||
.groupBy("@condition", | ||
Reducers.to_list("__key").as("bicycles")) | ||
); | ||
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List<Row> rows4 = res4.getRows(); | ||
System.out.println(rows4.size()); // >>> 3 | ||
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for (int i = 0; i < rows4.size(); i++) { | ||
System.out.println(rows4.get(i)); | ||
} | ||
// >>> {condition=refurbished, bicycles=[bicycle:9]} | ||
// >>> {condition=used, bicycles=[bicycle:3, bicycle:4, bicycle:1, bicycle:2]} | ||
// >>> {condition=new, bicycles=[bicycle:7, bicycle:0, bicycle:5, bicycle:6, bicycle:8]} | ||
// STEP_END | ||
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// Tests for 'agg4' step. | ||
// REMOVE_START | ||
Assert.assertEquals(3, rows4.size()); | ||
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Row test4Row = rows4.get(0); | ||
Assert.assertEquals("refurbished", test4Row.getString("condition")); | ||
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ArrayList<String> test4Bikes = (ArrayList<String>) test4Row.get("bicycles"); | ||
Assert.assertEquals(1, test4Bikes.size()); | ||
Assert.assertTrue(test4Bikes.contains("bicycle:9")); | ||
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test4Row = rows4.get(1); | ||
Assert.assertEquals("used", test4Row.getString("condition")); | ||
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test4Bikes = (ArrayList<String>) test4Row.get("bicycles"); | ||
Assert.assertEquals(4, test4Bikes.size()); | ||
Assert.assertTrue(test4Bikes.contains("bicycle:1")); | ||
Assert.assertTrue(test4Bikes.contains("bicycle:2")); | ||
Assert.assertTrue(test4Bikes.contains("bicycle:3")); | ||
Assert.assertTrue(test4Bikes.contains("bicycle:4")); | ||
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test4Row = rows4.get(2); | ||
Assert.assertEquals("new", test4Row.getString("condition")); | ||
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test4Bikes = (ArrayList<String>) test4Row.get("bicycles"); | ||
Assert.assertEquals(5, test4Bikes.size()); | ||
Assert.assertTrue(test4Bikes.contains("bicycle:0")); | ||
Assert.assertTrue(test4Bikes.contains("bicycle:5")); | ||
Assert.assertTrue(test4Bikes.contains("bicycle:6")); | ||
Assert.assertTrue(test4Bikes.contains("bicycle:7")); | ||
Assert.assertTrue(test4Bikes.contains("bicycle:8")); | ||
// REMOVE_END | ||
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// HIDE_START | ||
jedis.close(); | ||
} | ||
} | ||
// HIDE_END | ||
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