io.cdap.directives.transformation.FillNullOrEmpty 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.Text;
import io.cdap.wrangler.api.parser.TokenType;
import io.cdap.wrangler.api.parser.UsageDefinition;
import org.json.JSONObject;
import java.util.List;
/**
* A directive to fill null or empty column values with a fixed value.
*/
@Plugin(type = Directive.TYPE)
@Name(FillNullOrEmpty.NAME)
@Categories(categories = { "transform"})
@Description("Fills a value of a column with a fixed value if it is either null or empty.")
public class FillNullOrEmpty implements Directive, Lineage {
public static final String NAME = "fill-null-or-empty";
private String column;
private String value;
@Override
public UsageDefinition define() {
UsageDefinition.Builder builder = UsageDefinition.builder(NAME);
builder.define("column", TokenType.COLUMN_NAME);
builder.define("value", TokenType.TEXT);
return builder.build();
}
@Override
public void initialize(Arguments args) throws DirectiveParseException {
this.column = ((ColumnName) args.value("column")).value();
this.value = ((Text) args.value("value")).value();
if (value != null && value.isEmpty()) {
throw new DirectiveParseException(NAME, "Fixed value cannot be an empty string");
}
}
@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) {
row.add(column, value);
continue;
}
Object object = row.getValue(idx);
if (object == null) {
row.setValue(idx, value);
} else {
if (object instanceof String) {
if (((String) object).isEmpty()) {
row.setValue(idx, value);
}
} else if (object instanceof JSONObject) {
if (JSONObject.NULL.equals(object)) {
row.setValue(idx, value);
}
}
}
}
return rows;
}
@Override
public Mutation lineage() {
return Mutation.builder()
.readable("Filled column '%s' values that were null or empty with value %s", column, value)
.relation(column, column)
.build();
}
}