在使用AvroParquetOutputFormat输出Parquet文件时,如果数组中包含空元素,则会引发'Unable to Write Arrays with Null Elements”错误。为解决此问题,可以使用以下方法:
在写入Parquet文件之前,将数组中的空元素转换为特殊值。例如,将null值替换为'N/A”字符串。
定义自定义Parquet写入器,并重写其writeArray方法以处理空元素。以下是一个示例代码:
public class CustomParquetWriter extends ParquetWriter {
public CustomParquetWriter(Configuration conf, Path file) throws IOException {
super(file, new GroupWriteSupport(), CompressionCodecName.SNAPPY, DEFAULT_BLOCK_SIZE, DEFAULT_PAGE_SIZE, false, false, ParquetProperties.WriterVersion.PARQUET_1_0, conf);
}
@Override
public void write(Group group) throws IOException {
Group newGroup = handleNulls(group);
super.write(newGroup);
}
private Group handleNulls(Group group) {
MessageType schema = group.getType();
GroupBuilder builder = new SimpleGroupBuilder(schema);
for (int i = 0; i < schema.getFieldCount(); i++) {
String fieldName = schema.getFields().get(i).getName();
Type fieldType = schema.getFields().get(i).getType();
if (fieldType.isPrimitive()) {
builder.add(fieldName, group.getValueToString(i, 0));
} else {
List groups = new ArrayList<>();
List subGroups = group.getGroup(i, 0);
for (Group subGroup : subGroups) {
groups.add(handleNulls(subGroup));
}
builder.addGroup(fieldName, groups);
}
}
return builder.build();
}
@Override
public void writeArray(String fieldName, List data) throws IOException {
List newData = new ArrayList<>();
for (Group group : data) {
Group newGroup = handleNulls(group);
newData.add(newGroup);
}
super.writeArray(fieldName, newData);
}
}
在定义的CustomParquetWriter中,handleNulls方法用于递归处理空值。在writeArray方法中,先将数组中的数据逐个处理后再写入Parquet文件。
最后,使用自定义Parquet写入器输出Parquet文件:
Configuration conf = new Configuration();
Path outputPath = new Path("output.parquet");
CustomParquetWriter writer = new CustomParquetWriter(conf, outputPath);
writer.write(groups);
writer.close();