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/* | ||
* SPDX-License-Identifier: Apache-2.0 | ||
* | ||
* Licensed under the Apache License, Version 2.0 (the "License"); | ||
* you may not use this file except in compliance with the License. | ||
* You may obtain a copy of the License at | ||
* | ||
* https://www.apache.org/licenses/LICENSE-2.0 | ||
* | ||
* Unless required by applicable law or agreed to in writing, software | ||
* distributed under the License is distributed on an "AS IS" BASIS, | ||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
* See the License for the specific language governing permissions and | ||
* limitations under the License. | ||
*/ | ||
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apply plugin: 'groovy' | ||
apply plugin: 'application' | ||
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ext.appName = 'WhiskeyFlink' | ||
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application { | ||
mainClass = appName | ||
} | ||
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tasks.named('run').configure { | ||
description = "Run $appName as a JVM application/Groovy script" | ||
} | ||
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dependencies { | ||
implementation "org.apache.groovy:groovy:$groovy4Version" | ||
// implementation project(':ChartUtil') | ||
implementation("org.apache.flink:statefun-flink-core:$flinkStatefunVersion") { | ||
exclude(group: 'org.apache.flink', module: 'flink-streaming-java_2.12') | ||
exclude(group: 'org.apache.flink', module: 'flink-metrics-dropwizard') | ||
} | ||
implementation "org.apache.flink:flink-ml-uber-1.17:$flinkMlVersion" | ||
// implementation "org.apache.flink:flink-csv:$flinkVersion" | ||
implementation "org.apache.flink:flink-table-runtime:$flinkVersion" | ||
implementation "org.apache.flink:flink-connector-files:$flinkVersion" | ||
runtimeOnly "org.apache.flink:flink-table-api-java-bridge:$flinkVersion" | ||
runtimeOnly "org.apache.flink:flink-table-planner-loader:$flinkVersion" | ||
runtimeOnly "org.apache.flink:flink-clients:$flinkVersion" | ||
runtimeOnly "org.slf4j:slf4j-simple:$slf4jVersion" | ||
// implementation "org.apache.commons:commons-csv:$commonsCsvVersion" | ||
} | ||
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tasks.register('versionInfo') { | ||
doLast { | ||
File javaHome = new File(System.getProperty('java.home')) | ||
logger.lifecycle "Using Java from $javaHome (version ${System.getProperty('java.version')})" | ||
} | ||
} | ||
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run.dependsOn versionInfo |
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69
subprojects/WhiskeyFlink/src/main/groovy/WhiskeyFlink.groovy
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/* | ||
* SPDX-License-Identifier: Apache-2.0 | ||
* | ||
* Licensed under the Apache License, Version 2.0 (the "License"); | ||
* you may not use this file except in compliance with the License. | ||
* You may obtain a copy of the License at | ||
* | ||
* https://www.apache.org/licenses/LICENSE-2.0 | ||
* | ||
* Unless required by applicable law or agreed to in writing, software | ||
* distributed under the License is distributed on an "AS IS" BASIS, | ||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
* See the License for the specific language governing permissions and | ||
* limitations under the License. | ||
*/ | ||
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import groovy.transform.CompileStatic | ||
import org.apache.flink.api.common.eventtime.WatermarkStrategy | ||
import org.apache.flink.api.common.functions.FlatMapFunction | ||
import org.apache.flink.connector.file.src.FileSource | ||
import org.apache.flink.connector.file.src.reader.TextLineInputFormat | ||
import org.apache.flink.core.fs.Path | ||
import org.apache.flink.ml.clustering.kmeans.KMeans | ||
import org.apache.flink.ml.clustering.kmeans.KMeansModelData | ||
import org.apache.flink.ml.linalg.DenseVector | ||
import org.apache.flink.ml.linalg.Vectors | ||
import org.apache.flink.streaming.api.environment.StreamExecutionEnvironment | ||
import org.apache.flink.table.api.bridge.java.StreamTableEnvironment | ||
import org.apache.flink.types.Row | ||
import org.apache.flink.util.CloseableIterator | ||
import org.apache.flink.util.Collector | ||
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@CompileStatic | ||
class WhiskeyFlink { | ||
static FlatMapFunction<String, DenseVector> splitAndChop = (String s, Collector out) -> | ||
out.collect(Vectors.dense(s.split(',')[2..-1] as double[])) | ||
static headerSkipped = false | ||
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static void main(args) { | ||
var file = WhiskeyFlink.classLoader.getResource('whiskey.csv').file | ||
var eEnv = StreamExecutionEnvironment.executionEnvironment | ||
var tEnv = StreamTableEnvironment.create(eEnv) | ||
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var source = FileSource.forRecordStreamFormat(new TextLineInputFormat(), new Path(file)).build() | ||
var stream = eEnv | ||
.fromSource(source, WatermarkStrategy.noWatermarks(), "csvfile") | ||
.filter(s -> { var saved = headerSkipped; headerSkipped = true; saved }) | ||
.flatMap(splitAndChop) | ||
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var inputTable = tEnv.fromDataStream(stream).limit(1, 86).as("features") | ||
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var kmeans = new KMeans(k: 3, seed: 1L) | ||
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var kmeansModel = kmeans.fit(inputTable) | ||
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var outputTable = kmeansModel.transform(inputTable)[0] | ||
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var clusters = [:].withDefault{ [] } | ||
outputTable.execute().collect().each { row -> | ||
var features = (DenseVector) row.getField(kmeans.featuresCol) | ||
int clusterId = (Integer) row.getField(kmeans.predictionCol) | ||
clusters[clusterId] << features | ||
} | ||
clusters.each { k, v -> | ||
println "Cluster ID: $k" | ||
println "Features list:\n${v.join('\n')}" | ||
} | ||
} | ||
} |
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RowID,Distillery,Body,Sweetness,Smoky,Medicinal,Tobacco,Honey,Spicy,Winey,Nutty,Malty,Fruity,Floral | ||
01,Aberfeldy,2,2,2,0,0,2,1,2,2,2,2,2 | ||
02,Aberlour,3,3,1,0,0,4,3,2,2,3,3,2 | ||
03,AnCnoc,1,3,2,0,0,2,0,0,2,2,3,2 | ||
04,Ardbeg,4,1,4,4,0,0,2,0,1,2,1,0 | ||
05,Ardmore,2,2,2,0,0,1,1,1,2,3,1,1 | ||
06,ArranIsleOf,2,3,1,1,0,1,1,1,0,1,1,2 | ||
07,Auchentoshan,0,2,0,0,0,1,1,0,2,2,3,3 | ||
08,Auchroisk,2,3,1,0,0,2,1,2,2,2,2,1 | ||
09,Aultmore,2,2,1,0,0,1,0,0,2,2,2,2 | ||
10,Balblair,2,3,2,1,0,0,2,0,2,1,2,1 | ||
11,Balmenach,4,3,2,0,0,2,1,3,3,0,1,2 | ||
12,Belvenie,3,2,1,0,0,3,2,1,0,2,2,2 | ||
13,BenNevis,4,2,2,0,0,2,2,0,2,2,2,2 | ||
14,Benriach,2,2,1,0,0,2,2,0,0,2,3,2 | ||
15,Benrinnes,3,2,2,0,0,3,1,1,2,3,2,2 | ||
16,Benromach,2,2,2,0,0,2,2,1,2,2,2,2 | ||
17,Bladnoch,1,2,1,0,0,0,1,1,0,2,2,3 | ||
18,BlairAthol,2,2,2,0,0,1,2,2,2,2,2,2 | ||
19,Bowmore,2,2,3,1,0,2,2,1,1,1,1,2 | ||
20,Bruichladdich,1,1,2,2,0,2,2,1,2,2,2,2 | ||
21,Bunnahabhain,1,2,1,1,0,1,1,1,1,2,2,3 | ||
22,Caol Ila,3,1,4,2,1,0,2,0,2,1,1,1 | ||
23,Cardhu,1,3,1,0,0,1,1,0,2,2,2,2 | ||
24,Clynelish,3,2,3,3,1,0,2,0,1,1,2,0 | ||
25,Craigallechie,2,2,2,0,1,2,2,1,2,2,1,4 | ||
26,Craigganmore,2,3,2,1,0,0,1,0,2,2,2,2 | ||
27,Dailuaine,4,2,2,0,0,1,2,2,2,2,2,1 | ||
28,Dalmore,3,2,2,1,0,1,2,2,1,2,3,1 | ||
29,Dalwhinnie,2,2,2,0,0,2,1,0,1,2,2,2 | ||
30,Deanston,2,2,1,0,0,2,1,1,1,3,2,1 | ||
31,Dufftown,2,3,1,1,0,0,0,0,1,2,2,2 | ||
32,Edradour,2,3,1,0,0,2,1,1,4,2,2,2 | ||
33,GlenDeveronMacduff,2,3,1,1,1,1,1,2,0,2,0,1 | ||
34,GlenElgin,2,3,1,0,0,2,1,1,1,1,2,3 | ||
35,GlenGarioch,2,1,3,0,0,0,3,1,0,2,2,2 | ||
36,GlenGrant,1,2,0,0,0,1,0,1,2,1,2,1 | ||
37,GlenKeith,2,3,1,0,0,1,2,1,2,1,2,1 | ||
38,GlenMoray,1,2,1,0,0,1,2,1,2,2,2,4 | ||
39,GlenOrd,3,2,1,0,0,1,2,1,1,2,2,2 | ||
40,GlenScotia,2,2,2,2,0,1,0,1,2,2,1,1 | ||
41,GlenSpey,1,3,1,0,0,0,1,1,1,2,0,2 | ||
42,Glenallachie,1,3,1,0,0,1,1,0,1,2,2,2 | ||
43,Glendronach,4,2,2,0,0,2,1,4,2,2,2,0 | ||
44,Glendullan,3,2,1,0,0,2,1,2,1,2,3,2 | ||
45,Glenfarclas,2,4,1,0,0,1,2,3,2,3,2,2 | ||
46,Glenfiddich,1,3,1,0,0,0,0,0,0,2,2,2 | ||
47,Glengoyne,1,2,0,0,0,1,1,1,2,2,3,2 | ||
48,Glenkinchie,1,2,1,0,0,1,2,0,0,2,2,2 | ||
49,Glenlivet,2,3,1,0,0,2,2,2,1,2,2,3 | ||
50,Glenlossie,1,2,1,0,0,1,2,0,1,2,2,2 | ||
51,Glenmorangie,2,2,1,1,0,1,2,0,2,1,2,2 | ||
52,Glenrothes,2,3,1,0,0,1,1,2,1,2,2,0 | ||
53,Glenturret,2,3,1,0,0,2,2,2,2,2,1,2 | ||
54,Highland Park,2,2,3,1,0,2,1,1,1,2,1,1 | ||
55,Inchgower,1,3,1,1,0,2,2,0,1,2,1,2 | ||
56,Isle of Jura,2,1,2,2,0,1,1,0,2,1,1,1 | ||
57,Knochando,2,3,1,0,0,2,2,1,2,1,2,2 | ||
58,Lagavulin,4,1,4,4,1,0,1,2,1,1,1,0 | ||
59,Laphroig,4,2,4,4,1,0,0,1,1,1,0,0 | ||
60,Linkwood,2,3,1,0,0,1,1,2,0,1,3,2 | ||
61,Loch Lomond,1,1,1,1,0,1,1,0,1,2,1,2 | ||
62,Longmorn,3,2,1,0,0,1,1,1,3,3,2,3 | ||
63,Macallan,4,3,1,0,0,2,1,4,2,2,3,1 | ||
64,Mannochmore,2,1,1,0,0,1,1,1,2,1,2,2 | ||
65,Miltonduff,2,4,1,0,0,1,0,0,2,1,1,2 | ||
66,Mortlach,3,2,2,0,0,2,3,3,2,1,2,2 | ||
67,Oban,2,2,2,2,0,0,2,0,2,2,2,0 | ||
68,OldFettercairn,1,2,2,0,1,2,2,1,2,3,1,1 | ||
69,OldPulteney,2,1,2,2,1,0,1,1,2,2,2,2 | ||
70,RoyalBrackla,2,3,2,1,1,1,2,1,0,2,3,2 | ||
71,RoyalLochnagar,3,2,2,0,0,2,2,2,2,2,3,1 | ||
72,Scapa,2,2,1,1,0,2,1,1,2,2,2,2 | ||
73,Speyburn,2,4,1,0,0,2,1,0,0,2,1,2 | ||
74,Speyside,2,2,1,0,0,1,0,1,2,2,2,2 | ||
75,Springbank,2,2,2,2,0,2,2,1,2,1,0,1 | ||
76,Strathisla,2,2,1,0,0,2,2,2,3,3,3,2 | ||
77,Strathmill,2,3,1,0,0,0,2,0,2,1,3,2 | ||
78,Talisker,4,2,3,3,0,1,3,0,1,2,2,0 | ||
79,Tamdhu,1,2,1,0,0,2,0,1,1,2,2,2 | ||
80,Tamnavulin,1,3,2,0,0,0,2,0,2,1,2,3 | ||
81,Teaninich,2,2,2,1,0,0,2,0,0,0,2,2 | ||
82,Tobermory,1,1,1,0,0,1,0,0,1,2,2,2 | ||
83,Tomatin,2,3,2,0,0,2,2,1,1,2,0,1 | ||
84,Tomintoul,0,3,1,0,0,2,2,1,1,2,1,2 | ||
85,Tomore,2,2,1,0,0,1,0,1,2,1,0,0 | ||
86,Tullibardine,2,3,0,0,1,0,2,1,1,2,2,1 |
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source: https://www.niss.org/sites/default/files/ScotchWhisky01.txt |