io.cdap.directives.transformation.ExtractRegexGroups Maven / Gradle / Ivy
/*
* Copyright © 2017-2019 Cask Data, Inc.
*
* 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
*
* http://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.
*/
package io.cdap.directives.transformation;
import io.cdap.cdap.api.annotation.Description;
import io.cdap.cdap.api.annotation.Name;
import io.cdap.cdap.api.annotation.Plugin;
import io.cdap.wrangler.api.Arguments;
import io.cdap.wrangler.api.Directive;
import io.cdap.wrangler.api.DirectiveExecutionException;
import io.cdap.wrangler.api.DirectiveParseException;
import io.cdap.wrangler.api.ExecutorContext;
import io.cdap.wrangler.api.Row;
import io.cdap.wrangler.api.annotations.Categories;
import io.cdap.wrangler.api.lineage.Lineage;
import io.cdap.wrangler.api.lineage.Many;
import io.cdap.wrangler.api.lineage.Mutation;
import io.cdap.wrangler.api.parser.ColumnName;
import io.cdap.wrangler.api.parser.Text;
import io.cdap.wrangler.api.parser.TokenType;
import io.cdap.wrangler.api.parser.UsageDefinition;
import java.util.List;
import java.util.regex.Matcher;
import java.util.regex.Pattern;
/**
* A directive extracts regex groups into separate columns.
*/
@Plugin(type = Directive.TYPE)
@Name(ExtractRegexGroups.NAME)
@Categories(categories = { "transform"})
@Description("Extracts data from a regex group into its own column.")
public class ExtractRegexGroups implements Directive, Lineage {
public static final String NAME = "extract-regex-groups";
private String column;
private String regex;
private Pattern pattern;
@Override
public UsageDefinition define() {
UsageDefinition.Builder builder = UsageDefinition.builder(NAME);
builder.define("column", TokenType.COLUMN_NAME);
builder.define("regex", TokenType.TEXT);
return builder.build();
}
@Override
public void initialize(Arguments args) throws DirectiveParseException {
this.column = ((ColumnName) args.value("column")).value();
this.regex = ((Text) args.value("regex")).value();
pattern = Pattern.compile(regex);
}
@Override
public void destroy() {
// no-op
}
@Override
public List execute(List rows, ExecutorContext context)
throws DirectiveExecutionException {
for (Row row : rows) {
int idx = row.find(column);
if (idx != -1) {
Object value = row.getValue(idx);
if (value != null && value instanceof String) {
Matcher matcher = pattern.matcher((String) value);
int count = 1;
while (matcher.find()) {
for (int i = 1; i <= matcher.groupCount(); i++) {
row.add(String.format("%s_%d_%d", column, count, i), matcher.group(i));
}
count++;
}
}
}
}
return rows;
}
@Override
public Mutation lineage() {
return Mutation.builder()
.readable("Split column '%s' based on expression '%s' ", column, regex)
.all(Many.of(column), Many.of(column))
.build();
}
}