使用java语言将execl文件转换为parquet文件简单示例
时间: 2023-03-31 14:00:55 浏览: 248
您好,我可以回答这个问题。您可以使用Apache POI和Apache Parquet库来实现这个转换。首先,您需要使用POI库读取Excel文件中的数据,然后将数据转换为Parquet格式并写入Parquet文件。具体实现可以参考以下代码示例:
```java
import java.io.File;
import java.io.IOException;
import java.util.ArrayList;
import java.util.List;
import org.apache.poi.ss.usermodel.Cell;
import org.apache.poi.ss.usermodel.Row;
import org.apache.poi.ss.usermodel.Sheet;
import org.apache.poi.ss.usermodel.WorkbookFactory;
import org.apache.parquet.hadoop.ParquetWriter;
import org.apache.parquet.hadoop.metadata.CompressionCodecName;
import org.apache.parquet.schema.MessageType;
import org.apache.parquet.schema.MessageTypeParser;
import org.apache.parquet.schema.Types;
import org.apache.parquet.schema.Types.MessageTypeBuilder;
import org.apache.parquet.schema.Types.PrimitiveTypeBuilder;
public class ExcelToParquetConverter {
public static void main(String[] args) throws IOException {
// 读取Excel文件
Sheet sheet = WorkbookFactory.create(new File("input.xlsx")).getSheetAt();
// 构建Parquet文件的Schema
MessageType schema = buildSchema(sheet);
// 创建Parquet文件的Writer
ParquetWriter<Row> writer = createWriter(schema, "output.parquet");
// 将Excel文件中的数据转换为Parquet格式并写入Parquet文件
for (Row row : sheet) {
List<Object> values = new ArrayList<>();
for (Cell cell : row) {
values.add(getCellValue(cell));
}
writer.write(new org.apache.parquet.hadoop.example.GroupWriteSupport().toGroup(schema, values));
}
// 关闭Parquet文件的Writer
writer.close();
}
private static MessageType buildSchema(Sheet sheet) {
MessageTypeBuilder builder = Types.buildMessage();
builder.setName(sheet.getSheetName());
for (int i = ; i < sheet.getRow().getLastCellNum(); i++) {
String columnName = sheet.getRow().getCell(i).getStringCellValue();
PrimitiveTypeBuilder columnBuilder = builder.primitive(columnName, Types.PrimitiveType.PrimitiveTypeName.BINARY);
columnBuilder.optional(1);
}
return builder.named(sheet.getSheetName());
}
private static ParquetWriter<Row> createWriter(MessageType schema, String outputPath) throws IOException {
return org.apache.parquet.hadoop.ParquetWriter.builder(new org.apache.parquet.hadoop.Path(outputPath))
.withWriteMode(org.apache.parquet.hadoop.ParquetFileWriter.Mode.OVERWRITE)
.withCompressionCodec(CompressionCodecName.SNAPPY)
.withRowGroupSize(ParquetWriter.DEFAULT_BLOCK_SIZE)
.withPageSize(ParquetWriter.DEFAULT_PAGE_SIZE)
.withSchema(schema)
.build();
}
private static Object getCellValue(Cell cell) {
switch (cell.getCellType()) {
case STRING:
return cell.getStringCellValue();
case NUMERIC:
return cell.getNumericCellValue();
case BOOLEAN:
return cell.getBooleanCellValue();
case FORMULA:
return cell.getCellFormula();
default:
return null;
}
}
}
```
希望这个示例对您有所帮助。
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