帮我用Java异步实现读取千万级别csv文件数据并批量插入到clickhouse里面的完整流程代码
时间: 2024-05-08 12:21:57 浏览: 6
好的,以下是Java异步实现读取千万级别csv文件数据并批量插入到ClickHouse的完整流程代码:
首先需要添加依赖:
```xml
<dependency>
<groupId>ru.yandex.clickhouse</groupId>
<artifactId>clickhouse-jdbc</artifactId>
<version>0.2.4</version>
</dependency>
```
然后编写代码:
```java
import java.io.BufferedReader;
import java.io.FileReader;
import java.io.IOException;
import java.sql.Connection;
import java.sql.DriverManager;
import java.sql.PreparedStatement;
import java.sql.SQLException;
import java.util.ArrayList;
import java.util.List;
import java.util.concurrent.CompletableFuture;
import java.util.concurrent.ExecutionException;
public class CsvToClickHouse {
private static final String JDBC_URL = "jdbc:clickhouse://localhost:8123/default";
private static final String JDBC_USER = "default";
private static final String JDBC_PASSWORD = "";
private static final int BATCH_SIZE = 10000;
public static void main(String[] args) throws IOException, SQLException, ExecutionException, InterruptedException {
String csvFile = "path/to/csv/file.csv";
String tableName = "my_table";
List<String[]> data = readCsvFile(csvFile);
CompletableFuture<Void> future = CompletableFuture.runAsync(() -> {
try (Connection connection = DriverManager.getConnection(JDBC_URL, JDBC_USER, JDBC_PASSWORD)) {
connection.setAutoCommit(false);
String insertSql = "INSERT INTO " + tableName + " (col1, col2, col3) VALUES (?, ?, ?)";
PreparedStatement statement = connection.prepareStatement(insertSql);
int count = 0;
for (String[] rowData : data) {
statement.setString(1, rowData[0]);
statement.setString(2, rowData[1]);
statement.setString(3, rowData[2]);
statement.addBatch();
count++;
if (count % BATCH_SIZE == 0) {
statement.executeBatch();
connection.commit();
statement.clearBatch();
count = 0;
}
}
if (count > 0) {
statement.executeBatch();
connection.commit();
}
statement.close();
} catch (SQLException e) {
e.printStackTrace();
}
});
future.get();
System.out.println("Insert data into ClickHouse successfully!");
}
private static List<String[]> readCsvFile(String csvFile) throws IOException {
List<String[]> data = new ArrayList<>();
try (BufferedReader br = new BufferedReader(new FileReader(csvFile))) {
String line;
while ((line = br.readLine()) != null) {
String[] rowData = line.split(",");
data.add(rowData);
}
}
return data;
}
}
```
这个代码会先读取csv文件中的所有数据,然后异步地将数据批量插入到ClickHouse中。其中,每次批量插入的大小为BATCH_SIZE,可以根据实际情况进行调整。
需要注意的是,该代码仅适用于数据量较小的情况。如果需要处理更大的数据量,可以考虑使用分布式计算框架,如Spark、Flink等。