io.cdap.directives.transformation.MaskShuffle 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.Mutation;
import io.cdap.wrangler.api.parser.ColumnName;
import io.cdap.wrangler.api.parser.TokenType;
import io.cdap.wrangler.api.parser.UsageDefinition;
import java.util.ArrayList;
import java.util.List;
import java.util.Random;
/**
* A Wrangler plugin that applies shuffling masking on the column.
*
*
* Fixed length shuffle masking performs obfuscation by using random character
* substitution method. The data is randomly shuffled in the column.
*
*
*
* Executor step = new MaskNumber(lineno, line, "150 Mars Avenue, Marcity, Mares", 2);
*
*
*
*/
@Plugin(type = Directive.TYPE)
@Name(MaskShuffle.NAME)
@Categories(categories = { "transform"})
@Description("Masks a column value by shuffling characters while maintaining the same length.")
public class MaskShuffle implements Directive, Lineage {
public static final String NAME = "mask-shuffle";
// Column on which to apply mask.
private String column;
@Override
public UsageDefinition define() {
UsageDefinition.Builder builder = UsageDefinition.builder(NAME);
builder.define("column", TokenType.COLUMN_NAME);
return builder.build();
}
@Override
public void initialize(Arguments args) throws DirectiveParseException {
this.column = ((ColumnName) args.value("column")).value();
}
@Override
public void destroy() {
// no-op
}
@Override
public List execute(List rows, ExecutorContext context) throws DirectiveExecutionException {
List results = new ArrayList<>();
for (Row row : rows) {
Row masked = new Row(row);
int idx = row.find(column);
if (idx != -1) {
masked.setValue(idx, maskShuffle((String) row.getValue(idx), 0));
} else {
throw new DirectiveExecutionException(NAME, String.format("Column '%s' does not exist.", column));
}
results.add(masked);
}
return results;
}
@Override
public Mutation lineage() {
return Mutation.builder()
.readable("Masked column '%s' by shuffling the values", column)
.relation(column, column)
.build();
}
private String maskShuffle(String str, int seed) {
final String cons = "bcdfghjklmnpqrstvwxz";
final String vowel = "aeiouy";
final String digit = "0123456789";
Random r = new Random(seed);
char data[] = str.toCharArray();
for (int n = 0; n < data.length; ++n) {
char ln = Character.toLowerCase(data[n]);
if (cons.indexOf(ln) >= 0) {
data[n] = randomChar(r, cons, ln != data[n]);
} else if (vowel.indexOf(ln) >= 0) {
data[n] = randomChar(r, vowel, ln != data[n]);
} else if (digit.indexOf(ln) >= 0) {
data[n] = randomChar(r, digit, ln != data[n]);
}
}
return new String(data);
}
private char randomChar(Random r, String cs, boolean uppercase) {
char c = cs.charAt(r.nextInt(cs.length()));
return uppercase ? Character.toUpperCase(c) : c;
}
}