【发布时间】:2015-03-24 04:48:36
【问题描述】:
我正在尝试读取超过 17 000 个文件(每个文件包含 100 到 23 000 行)并将数据解析到 mysql 数据库中。问题是它这样做太慢了,我不知道瓶颈在哪里。
private void readFile() {
PreparedStatement prepStatement = null;
String queryInsItem = "INSERT IGNORE INTO item VALUES(?)";
String queryInsUser = "INSERT IGNORE INTO user VALUES(?)";
String queryInsRating = "INSERT IGNORE INTO rating VALUES(?,?,?,?)";
try {
int x = 1;
int itemID = 0;
int userID = 0;
int rating = 0;
java.util.Date date = null;
java.sql.Date sqlDate = null;
DateFormat dateFormat = new SimpleDateFormat("yyyy-MM-dd", Locale.ENGLISH);
String line = null;
conn.setAutoCommit(false);
System.out.println("Loading...");
File dir = new File("src/bigdata/training_set/");
File[] directoryListing = dir.listFiles();
if (directoryListing != null) {
for (File itemFile : directoryListing) {
in = new BufferedReader(new FileReader(itemFile));
line = in.readLine();
itemID = Integer.parseInt(line.substring(0, line.length()-1));
userID = 0;
rating = 0;
date = null;
sqlDate = null;
// Add to item table
prepStatement = conn.prepareStatement(queryInsItem);
prepStatement.setInt(1, itemID);
prepStatement.executeUpdate();
conn.commit();
prepStatement.close();
while ((line = in.readLine()) != null) {
// Splits the line to corresponding variables
userID = Integer.parseInt(line.substring(0, line.indexOf(",")));
rating = Integer.parseInt(line.substring(line.indexOf(",")+1, line.lastIndexOf(",")));
date= dateFormat.parse(line.substring(line.lastIndexOf(",")+1, line.length()));
sqlDate = new java.sql.Date(date.getTime());
// Add to user table
prepStatement = conn.prepareStatement(queryInsUser);
prepStatement.setInt(1, userID);
prepStatement.executeUpdate();
conn.commit();
prepStatement.close();
// Add to rating table
prepStatement = conn.prepareStatement(queryInsRating);
prepStatement.setInt(1, userID);
prepStatement.setInt(2, itemID);
prepStatement.setInt(3, rating);
prepStatement.setDate(4, sqlDate);
prepStatement.executeUpdate();
conn.commit();
prepStatement.close();
}
in.close();
System.out.println("File " + x++ +" done.");
}
}
} catch (IOException | ParseException | SQLException e) {e.printStackTrace();}
System.out.println("Done.");
}
我尝试先str.split 行,然后将其更改为indexOf/lastIndexOf,但正如19486077 中提到的那样,没有明显的改进。同一线程中的其他人提到使用线程,但在我的情况下这是正确的方法吗?
这是原始数据的 sn-p:
5317:
2354291,3,2005-07-05
185150,2,2005-07-05
868399,3,2005-07-05
上面的意思是:
[item_id]:
[user_id],[rating],[date]
[user_id],[rating],[date]
[user_id],[rating],[date]
【问题讨论】:
-
MySQL 原生支持将文本文件加载到数据库表中,并且通常比使用插入语句编写代码要快得多:dev.mysql.com/doc/refman/5.1/en/load-data.html 也许您更适合将文件转换为格式可以通过 LOAD DATA INFILE 加载到 MySQL 中。根据我的经验,它更快。
标签: java mysql performance readfile text-parsing