io.cdap.directives.parser.ParseAvroFile 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.parser;
import com.google.gson.Gson;
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.TokenType;
import io.cdap.wrangler.api.parser.UsageDefinition;
import org.apache.avro.Schema;
import org.apache.avro.file.DataFileReader;
import org.apache.avro.file.SeekableByteArrayInput;
import org.apache.avro.generic.GenericDatumReader;
import org.apache.avro.generic.GenericRecord;
import org.apache.avro.util.Utf8;
import java.io.IOException;
import java.util.ArrayList;
import java.util.List;
import java.util.Map;
/**
* A step to parse AVRO File.
*/
@Plugin(type = Directive.TYPE)
@Name("parse-as-avro-file")
@Categories(categories = { "parser", "avro"})
@Description("parse-as-avro-file .")
public class ParseAvroFile implements Directive, Lineage {
public static final String NAME = "parse-as-avro-file";
private String column;
private Gson gson;
@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();
gson = new Gson();
}
@Override
public void destroy() {
// no-op
}
@Override
public List execute(List rows, final ExecutorContext context) throws DirectiveExecutionException {
List results = new ArrayList<>();
for (Row row : rows) {
int idx = row.find(column);
if (idx != -1) {
Object object = row.getValue(idx);
if (object instanceof byte[]) {
DataFileReader reader = null;
try {
reader =
new DataFileReader<>(new SeekableByteArrayInput((byte[]) object), new GenericDatumReader<>());
while (reader.hasNext()) {
Row newRow = new Row();
add(reader.next(), newRow, null);
results.add(newRow);
}
} catch (IOException e) {
throw new DirectiveExecutionException(NAME, "Failed to parse Avro data file. " + e.getMessage(), e);
} finally {
if (reader != null) {
try {
reader.close();
} catch (IOException e) {
// Nothing can be done.
}
}
}
} else {
throw new DirectiveExecutionException(
NAME, String.format("Column '%s' is of invalid type. It should be of type 'byte array'.", column));
}
}
}
return results;
}
@Override
public Mutation lineage() {
return Mutation.builder()
.readable("Parsed column '%s' as a Avro file", column)
.all(Many.columns(column))
.build();
}
/**
* Flattens the {@link GenericRecord}.
*
* @param genericRecord to be flattened.
* @param row to be flattened into
* @param name of the field to be flattened.
*/
private void add(GenericRecord genericRecord, Row row, String name) {
List fields = genericRecord.getSchema().getFields();
String colname;
for (Schema.Field field : fields) {
Object v = genericRecord.get(field.name());
if (name != null) {
colname = String.format("%s_%s", name, field.name());
} else {
colname = field.name();
}
if (v instanceof GenericRecord) {
add((GenericRecord) v, row, colname);
} else if (v instanceof Map || v instanceof List) {
row.add(colname, gson.toJson(v));
} else if (v instanceof Utf8) {
row.add(colname, v.toString());
} else {
row.add(colname, genericRecord.get(field.name()));
}
}
}
}