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JDBC批量插入数据优化,使用addBatch和executeBatch

时间:2019-04-28 09:46:17      阅读:168      评论:0      收藏:0      [点我收藏+]

标签:异常   jdbc   sed   占位符   red   test   ack   ant   nta   

>>.在之前的玩转JDBC打造数据库操作万能工具类JDBCUtil,加入了高效的数据库连接池,利用了参数绑定有效防止SQL注入
中其实忽略了一点,那就是SQL的批量插入的问题,如果来个for循环,执行上万次,肯定会很慢,那么,如何去优化呢?

 

https://www.awaimai.com/841.html


一.用 preparedStatement.addBatch()配合preparedStatement.executeBatch()去批量插入

 1 /**
 2   * 执行数据库插入操作 4   * @param datas     插入数据表中key为列名和value为列对应的值的Map对象的List集合
 5   * @param tableName 要插入的数据库的表名
 6   * @return 影响的行数
 7   * @throws SQLException SQL异常
 8   */
 9   public static int insertAll(String tableName, List<Map<String, Object>> datas) throws SQLException {
10       /**影响的行数**/
11       int affectRowCount = -1;
12       Connection connection = null;
13       PreparedStatement preparedStatement = null;
14       try {
15           /**从数据库连接池中获取数据库连接**/
16           connection = DBConnectionPool.getInstance().getConnection();
19           Map<String, Object> valueMap = datas.get(0);
20           /**获取数据库插入的Map的键值对的值**/
21           Set<String> keySet = valueMap.keySet();
22           Iterator<String> iterator = keySet.iterator();
23           /**要插入的字段sql,其实就是用key拼起来的**/
24           StringBuilder columnSql = new StringBuilder();
25           /**要插入的字段值,其实就是?**/
26           StringBuilder unknownMarkSql = new StringBuilder();
27           Object[] keys = new Object[valueMap.size()];
28           int i = 0;
29           while (iterator.hasNext()) {
30               String key = iterator.next();
31               keys[i] = key;
32               columnSql.append(i == 0 ? "" : ",");
33               columnSql.append(key);
34 
35               unknownMarkSql.append(i == 0 ? "" : ",");
36               unknownMarkSql.append("?");
37               i++;
38           }
39           /**开始拼插入的sql语句**/
40           StringBuilder sql = new StringBuilder();
41           sql.append("INSERT INTO ");
42           sql.append(tableName);
43           sql.append(" (");
44           sql.append(columnSql);
45           sql.append(" )  VALUES (");
46           sql.append(unknownMarkSql);
47           sql.append(" )");
48 
49           /**执行SQL预编译**/
50           preparedStatement = connection.prepareStatement(sql.toString());
51           /**设置不自动提交,以便于在出现异常的时候数据库回滚**/
52           connection.setAutoCommit(false);
53           System.out.println(sql.toString());
54           for (int j = 0; j < datas.size(); j++) {
55              for (int k = 0; k < keys.length; k++) {
56                  preparedStatement.setObject(k + 1, datas.get(j).get(keys[k]));
57              }
58              preparedStatement.addBatch();
59           }
60           int[] arr = preparedStatement.executeBatch();
61           connection.commit();
62           affectRowCount = arr.length;
63           System.out.println("成功了插入了" + affectRowCount + "行");
64           System.out.println();
65       } catch (Exception e) {
66             if (connection != null) {
67                 connection.rollback();
68             }
69             e.printStackTrace();
70             throw e;
71       } finally {
72             if (preparedStatement != null) {
73                 preparedStatement.close();
74             }
75             if (connection != null) {
76                 connection.close();
77             }
78       }
79         return affectRowCount;
80    }

二.实验论证
1.普通的插入方法一次性插入10000条数据所消耗的时间

 1 private static void testAll1() {
 2    long start = System.currentTimeMillis();
 3    try {
 4         for (int i = 0; i < 10000; i++) {
 5           Map<String, Object> map = new HashMap<>();
 6            map.put("emp_id", 1013);
 7            map.put("name", "JDBCUtil测试");
 8            map.put("job", "developer");
 9            map.put("salary", 10000);
10            map.put("hire_date", new java.sql.Date(System.currentTimeMillis()));
11            DBUtil.insert("emp_test3", map);
12         }
13         System.out.println("共耗时" + (System.currentTimeMillis() - start));
14    } catch (SQLException e) {
15         e.printStackTrace();
16    }
17 }

    打印结果  共耗时44110

2.优化后的方法一次性插入10000条数据所消耗的时间

 1 private static void testAll2() {
 2    List<Map<String, Object>> datas = new ArrayList<>();
 3    for (int i = 0; i < 10000; i++) {
 4       Map<String, Object> map = new HashMap<>();
 5       map.put("emp_id", 1013);
 6       map.put("name", "JDBCUtil测试");
 7       map.put("job", "developer");
 8       map.put("salary", 10000);
 9       map.put("hire_date", new java.sql.Date(System.currentTimeMillis()));
10       datas.add(map);
11   }
12   try {
13         long start = System.currentTimeMillis();
14         DBUtil.insertAll("emp_test3", datas);
15         System.out.println("共耗时" + (System.currentTimeMillis() - start));
16   } catch (SQLException e) {
17         e.printStackTrace();
18   }
19 }

    打印结果 共耗时649

3.DBUtil的完整代码

  1 import com.sun.istack.internal.Nullable;
  2 import java.sql.*;
  3 import java.util.*;
  4 import java.util.regex.Pattern;
  5 
  6 /**
  7  * 数据库JDBC连接工具类
  8  */
  9 public class DBUtil {
 10 
 11     /**
 12      * 执行数据库插入操作
 13      *
 14      * @param valueMap  插入数据表中key为列名和value为列对应的值的Map对象
 15      * @param tableName 要插入的数据库的表名
 16      * @return 影响的行数
 17      * @throws SQLException SQL异常
 18      */
 19     public static int insert(String tableName, Map<String, Object> valueMap) throws SQLException {
 20 
 21         /**获取数据库插入的Map的键值对的值**/
 22         Set<String> keySet = valueMap.keySet();
 23         Iterator<String> iterator = keySet.iterator();
 24         /**要插入的字段sql,其实就是用key拼起来的**/
 25         StringBuilder columnSql = new StringBuilder();
 26         /**要插入的字段值,其实就是?**/
 27         StringBuilder unknownMarkSql = new StringBuilder();
 28         Object[] bindArgs = new Object[valueMap.size()];
 29         int i = 0;
 30         while (iterator.hasNext()) {
 31             String key = iterator.next();
 32             columnSql.append(i == 0 ? "" : ",");
 33             columnSql.append(key);
 34 
 35             unknownMarkSql.append(i == 0 ? "" : ",");
 36             unknownMarkSql.append("?");
 37             bindArgs[i] = valueMap.get(key);
 38             i++;
 39         }
 40         /**开始拼插入的sql语句**/
 41         StringBuilder sql = new StringBuilder();
 42         sql.append("INSERT INTO ");
 43         sql.append(tableName);
 44         sql.append(" (");
 45         sql.append(columnSql);
 46         sql.append(" )  VALUES (");
 47         sql.append(unknownMarkSql);
 48         sql.append(" )");
 49         return executeUpdate(sql.toString(), bindArgs);
 50     }
 51 
 52     /**
 53      * 执行数据库插入操作
 54      *
 55      * @param datas     插入数据表中key为列名和value为列对应的值的Map对象的List集合
 56      * @param tableName 要插入的数据库的表名
 57      * @return 影响的行数
 58      * @throws SQLException SQL异常
 59      */
 60     public static int insertAll(String tableName, List<Map<String, Object>> datas) throws SQLException {
 61         /**影响的行数**/
 62         int affectRowCount = -1;
 63         Connection connection = null;
 64         PreparedStatement preparedStatement = null;
 65         try {
 66             /**从数据库连接池中获取数据库连接**/
 67             connection = DBConnectionPool.getInstance().getConnection();
 68 
 69 
 70             Map<String, Object> valueMap = datas.get(0);
 71             /**获取数据库插入的Map的键值对的值**/
 72             Set<String> keySet = valueMap.keySet();
 73             Iterator<String> iterator = keySet.iterator();
 74             /**要插入的字段sql,其实就是用key拼起来的**/
 75             StringBuilder columnSql = new StringBuilder();
 76             /**要插入的字段值,其实就是?**/
 77             StringBuilder unknownMarkSql = new StringBuilder();
 78             Object[] keys = new Object[valueMap.size()];
 79             int i = 0;
 80             while (iterator.hasNext()) {
 81                 String key = iterator.next();
 82                 keys[i] = key;
 83                 columnSql.append(i == 0 ? "" : ",");
 84                 columnSql.append(key);
 85 
 86                 unknownMarkSql.append(i == 0 ? "" : ",");
 87                 unknownMarkSql.append("?");
 88                 i++;
 89             }
 90             /**开始拼插入的sql语句**/
 91             StringBuilder sql = new StringBuilder();
 92             sql.append("INSERT INTO ");
 93             sql.append(tableName);
 94             sql.append(" (");
 95             sql.append(columnSql);
 96             sql.append(" )  VALUES (");
 97             sql.append(unknownMarkSql);
 98             sql.append(" )");
 99 
100             /**执行SQL预编译**/
101             preparedStatement = connection.prepareStatement(sql.toString());
102             /**设置不自动提交,以便于在出现异常的时候数据库回滚**/
103             connection.setAutoCommit(false);
104             System.out.println(sql.toString());
105             for (int j = 0; j < datas.size(); j++) {
106                 for (int k = 0; k < keys.length; k++) {
107                     preparedStatement.setObject(k + 1, datas.get(j).get(keys[k]));
108                 }
109                 preparedStatement.addBatch();
110             }
111             int[] arr = preparedStatement.executeBatch();
112             connection.commit();
113             affectRowCount = arr.length;
114             System.out.println("成功了插入了" + affectRowCount + "行");
115             System.out.println();
116         } catch (Exception e) {
117             if (connection != null) {
118                 connection.rollback();
119             }
120             e.printStackTrace();
121             throw e;
122         } finally {
123             if (preparedStatement != null) {
124                 preparedStatement.close();
125             }
126             if (connection != null) {
127                 connection.close();
128             }
129         }
130         return affectRowCount;
131     }
132 
133     /**
134      * 执行更新操作
135      *
136      * @param tableName 表名
137      * @param valueMap  要更改的值
138      * @param whereMap  条件
139      * @return 影响的行数
140      * @throws SQLException SQL异常
141      */
142     public static int update(String tableName, Map<String, Object> valueMap, Map<String, Object> whereMap) throws SQLException {
143         /**获取数据库插入的Map的键值对的值**/
144         Set<String> keySet = valueMap.keySet();
145         Iterator<String> iterator = keySet.iterator();
146         /**开始拼插入的sql语句**/
147         StringBuilder sql = new StringBuilder();
148         sql.append("UPDATE ");
149         sql.append(tableName);
150         sql.append(" SET ");
151 
152         /**要更改的的字段sql,其实就是用key拼起来的**/
153         StringBuilder columnSql = new StringBuilder();
154         int i = 0;
155         List<Object> objects = new ArrayList<>();
156         while (iterator.hasNext()) {
157             String key = iterator.next();
158             columnSql.append(i == 0 ? "" : ",");
159             columnSql.append(key + " = ? ");
160             objects.add(valueMap.get(key));
161             i++;
162         }
163         sql.append(columnSql);
164 
165         /**更新的条件:要更改的的字段sql,其实就是用key拼起来的**/
166         StringBuilder whereSql = new StringBuilder();
167         int j = 0;
168         if (whereMap != null && whereMap.size() > 0) {
169             whereSql.append(" WHERE ");
170             iterator = whereMap.keySet().iterator();
171             while (iterator.hasNext()) {
172                 String key = iterator.next();
173                 whereSql.append(j == 0 ? "" : " AND ");
174                 whereSql.append(key + " = ? ");
175                 objects.add(whereMap.get(key));
176                 j++;
177             }
178             sql.append(whereSql);
179         }
180         return executeUpdate(sql.toString(), objects.toArray());
181     }
182 
183     /**
184      * 执行删除操作
185      *
186      * @param tableName 要删除的表名
187      * @param whereMap  删除的条件
188      * @return 影响的行数
189      * @throws SQLException SQL执行异常
190      */
191     public static int delete(String tableName, Map<String, Object> whereMap) throws SQLException {
192         /**准备删除的sql语句**/
193         StringBuilder sql = new StringBuilder();
194         sql.append("DELETE FROM ");
195         sql.append(tableName);
196 
197         /**更新的条件:要更改的的字段sql,其实就是用key拼起来的**/
198         StringBuilder whereSql = new StringBuilder();
199         Object[] bindArgs = null;
200         if (whereMap != null && whereMap.size() > 0) {
201             bindArgs = new Object[whereMap.size()];
202             whereSql.append(" WHERE ");
203             /**获取数据库插入的Map的键值对的值**/
204             Set<String> keySet = whereMap.keySet();
205             Iterator<String> iterator = keySet.iterator();
206             int i = 0;
207             while (iterator.hasNext()) {
208                 String key = iterator.next();
209                 whereSql.append(i == 0 ? "" : " AND ");
210                 whereSql.append(key + " = ? ");
211                 bindArgs[i] = whereMap.get(key);
212                 i++;
213             }
214             sql.append(whereSql);
215         }
216         return executeUpdate(sql.toString(), bindArgs);
217     }
218 
219     /**
220      * 可以执行新增,修改,删除
221      *
222      * @param sql      sql语句
223      * @param bindArgs 绑定参数
224      * @return 影响的行数
225      * @throws SQLException SQL异常
226      */
227     public static int executeUpdate(String sql, Object[] bindArgs) throws SQLException {
228         /**影响的行数**/
229         int affectRowCount = -1;
230         Connection connection = null;
231         PreparedStatement preparedStatement = null;
232         try {
233             /**从数据库连接池中获取数据库连接**/
234             connection = DBConnectionPool.getInstance().getConnection();
235             /**执行SQL预编译**/
236             preparedStatement = connection.prepareStatement(sql.toString());
237             /**设置不自动提交,以便于在出现异常的时候数据库回滚**/
238             connection.setAutoCommit(false);
239             System.out.println(getExecSQL(sql, bindArgs));
240             if (bindArgs != null) {
241                 /**绑定参数设置sql占位符中的值**/
242                 for (int i = 0; i < bindArgs.length; i++) {
243                     preparedStatement.setObject(i + 1, bindArgs[i]);
244                 }
245             }
246             /**执行sql**/
247             affectRowCount = preparedStatement.executeUpdate();
248             connection.commit();
249             String operate;
250             if (sql.toUpperCase().indexOf("DELETE FROM") != -1) {
251                 operate = "删除";
252             } else if (sql.toUpperCase().indexOf("INSERT INTO") != -1) {
253                 operate = "新增";
254             } else {
255                 operate = "修改";
256             }
257             System.out.println("成功" + operate + "了" + affectRowCount + "行");
258             System.out.println();
259         } catch (Exception e) {
260             if (connection != null) {
261                 connection.rollback();
262             }
263             e.printStackTrace();
264             throw e;
265         } finally {
266             if (preparedStatement != null) {
267                 preparedStatement.close();
268             }
269             if (connection != null) {
270                 connection.close();
271             }
272         }
273         return affectRowCount;
274     }
275 
276     /**
277      * 通过sql查询数据,
278      * 慎用,会有sql注入问题
279      *
280      * @param sql
281      * @return 查询的数据集合
282      * @throws SQLException
283      */
284     public static List<Map<String, Object>> query(String sql) throws SQLException {
285         return executeQuery(sql, null);
286     }
287 
288     /**
289      * 执行sql通过 Map<String, Object>限定查询条件查询
290      *
291      * @param tableName 表名
292      * @param whereMap  where条件
293      * @return List<Map<String, Object>>
294      * @throws SQLException
295      */
296     public static List<Map<String, Object>> query(String tableName,
297                                                   Map<String, Object> whereMap) throws Exception {
298         String whereClause = "";
299         Object[] whereArgs = null;
300         if (whereMap != null && whereMap.size() > 0) {
301             Iterator<String> iterator = whereMap.keySet().iterator();
302             whereArgs = new Object[whereMap.size()];
303             int i = 0;
304             while (iterator.hasNext()) {
305                 String key = iterator.next();
306                 whereClause += (i == 0 ? "" : " AND ");
307                 whereClause += (key + " = ? ");
308                 whereArgs[i] = whereMap.get(key);
309                 i++;
310             }
311         }
312         return query(tableName, false, null, whereClause, whereArgs, null, null, null, null);
313     }
314 
315     /**
316      * 执行sql条件参数绑定形式的查询
317      *
318      * @param tableName   表名
319      * @param whereClause where条件的sql
320      * @param whereArgs   where条件中占位符中的值
321      * @return List<Map<String, Object>>
322      * @throws SQLException
323      */
324     public static List<Map<String, Object>> query(String tableName,
325                                                   String whereClause,
326                                                   String[] whereArgs) throws SQLException {
327         return query(tableName, false, null, whereClause, whereArgs, null, null, null, null);
328     }
329 
330     /**
331      * 执行全部结构的sql查询
332      *
333      * @param tableName     表名
334      * @param distinct      去重
335      * @param columns       要查询的列名
336      * @param selection     where条件
337      * @param selectionArgs where条件中占位符中的值
338      * @param groupBy       分组
339      * @param having        筛选
340      * @param orderBy       排序
341      * @param limit         分页
342      * @return List<Map<String, Object>>
343      * @throws SQLException
344      */
345     public static List<Map<String, Object>> query(String tableName,
346                                                   boolean distinct,
347                                                   String[] columns,
348                                                   String selection,
349                                                   Object[] selectionArgs,
350                                                   String groupBy,
351                                                   String having,
352                                                   String orderBy,
353                                                   String limit) throws SQLException {
354         String sql = buildQueryString(distinct, tableName, columns, selection, groupBy, having, orderBy, limit);
355         return executeQuery(sql, selectionArgs);
356 
357     }
358 
359     /**
360      * 执行查询
361      *
362      * @param sql      要执行的sql语句
363      * @param bindArgs 绑定的参数
364      * @return List<Map<String, Object>>结果集对象
365      * @throws SQLException SQL执行异常
366      */
367     public static List<Map<String, Object>> executeQuery(String sql, Object[] bindArgs) throws SQLException {
368         List<Map<String, Object>> datas = new ArrayList<>();
369         Connection connection = null;
370         PreparedStatement preparedStatement = null;
371         ResultSet resultSet = null;
372 
373         try {
374             /**获取数据库连接池中的连接**/
375             connection = DBConnectionPool.getInstance().getConnection();
376             preparedStatement = connection.prepareStatement(sql);
377             if (bindArgs != null) {
378                 /**设置sql占位符中的值**/
379                 for (int i = 0; i < bindArgs.length; i++) {
380                     preparedStatement.setObject(i + 1, bindArgs[i]);
381                 }
382             }
383             System.out.println(getExecSQL(sql, bindArgs));
384             /**执行sql语句,获取结果集**/
385             resultSet = preparedStatement.executeQuery();
386             getDatas(resultSet);
387             System.out.println();
388         } catch (Exception e) {
389             e.printStackTrace();
390             throw e;
391         } finally {
392             if (resultSet != null) {
393                 resultSet.close();
394             }
395             if (preparedStatement != null) {
396                 preparedStatement.close();
397             }
398             if (connection != null) {
399                 connection.close();
400             }
401         }
402         return datas;
403     }
404 
405 
406     /**
407      * 将结果集对象封装成List<Map<String, Object>> 对象
408      *
409      * @param resultSet 结果多想
410      * @return 结果的封装
411      * @throws SQLException
412      */
413     private static List<Map<String, Object>> getDatas(ResultSet resultSet) throws SQLException {
414         List<Map<String, Object>> datas = new ArrayList<>();
415         /**获取结果集的数据结构对象**/
416         ResultSetMetaData metaData = resultSet.getMetaData();
417         while (resultSet.next()) {
418             Map<String, Object> rowMap = new HashMap<>();
419             for (int i = 1; i <= metaData.getColumnCount(); i++) {
420                 rowMap.put(metaData.getColumnName(i), resultSet.getObject(i));
421             }
422             datas.add(rowMap);
423         }
424         System.out.println("成功查询到了" + datas.size() + "行数据");
425         for (int i = 0; i < datas.size(); i++) {
426             Map<String, Object> map = datas.get(i);
427             System.out.println("第" + (i + 1) + "行:" + map);
428         }
429         return datas;
430     }
431 
432 
433     /**
434      * Build an SQL query string from the given clauses.
435      *
436      * @param distinct true if you want each row to be unique, false otherwise.
437      * @param tables   The table names to compile the query against.
438      * @param columns  A list of which columns to return. Passing null will
439      *                 return all columns, which is discouraged to prevent reading
440      *                 data from storage that isn‘t going to be used.
441      * @param where    A filter declaring which rows to return, formatted as an SQL
442      *                 WHERE clause (excluding the WHERE itself). Passing null will
443      *                 return all rows for the given URL.
444      * @param groupBy  A filter declaring how to group rows, formatted as an SQL
445      *                 GROUP BY clause (excluding the GROUP BY itself). Passing null
446      *                 will cause the rows to not be grouped.
447      * @param having   A filter declare which row groups to include in the cursor,
448      *                 if row grouping is being used, formatted as an SQL HAVING
449      *                 clause (excluding the HAVING itself). Passing null will cause
450      *                 all row groups to be included, and is required when row
451      *                 grouping is not being used.
452      * @param orderBy  How to order the rows, formatted as an SQL ORDER BY clause
453      *                 (excluding the ORDER BY itself). Passing null will use the
454      *                 default sort order, which may be unordered.
455      * @param limit    Limits the number of rows returned by the query,
456      *                 formatted as LIMIT clause. Passing null denotes no LIMIT clause.
457      * @return the SQL query string
458      */
459     private static String buildQueryString(
460             boolean distinct, String tables, String[] columns, String where,
461             String groupBy, String having, String orderBy, String limit) {
462         if (isEmpty(groupBy) && !isEmpty(having)) {
463             throw new IllegalArgumentException(
464                     "HAVING clauses are only permitted when using a groupBy clause");
465         }
466         if (!isEmpty(limit) && !sLimitPattern.matcher(limit).matches()) {
467             throw new IllegalArgumentException("invalid LIMIT clauses:" + limit);
468         }
469 
470         StringBuilder query = new StringBuilder(120);
471 
472         query.append("SELECT ");
473         if (distinct) {
474             query.append("DISTINCT ");
475         }
476         if (columns != null && columns.length != 0) {
477             appendColumns(query, columns);
478         } else {
479             query.append(" * ");
480         }
481         query.append("FROM ");
482         query.append(tables);
483         appendClause(query, " WHERE ", where);
484         appendClause(query, " GROUP BY ", groupBy);
485         appendClause(query, " HAVING ", having);
486         appendClause(query, " ORDER BY ", orderBy);
487         appendClause(query, " LIMIT ", limit);
488         return query.toString();
489     }
490 
491     /**
492      * Add the names that are non-null in columns to s, separating
493      * them with commas.
494      */
495     private static void appendColumns(StringBuilder s, String[] columns) {
496         int n = columns.length;
497 
498         for (int i = 0; i < n; i++) {
499             String column = columns[i];
500 
501             if (column != null) {
502                 if (i > 0) {
503                     s.append(", ");
504                 }
505                 s.append(column);
506             }
507         }
508         s.append(‘ ‘);
509     }
510 
511     /**
512      * addClause
513      *
514      * @param s      the add StringBuilder
515      * @param name   clauseName
516      * @param clause clauseSelection
517      */
518     private static void appendClause(StringBuilder s, String name, String clause) {
519         if (!isEmpty(clause)) {
520             s.append(name);
521             s.append(clause);
522         }
523     }
524 
525     /**
526      * Returns true if the string is null or 0-length.
527      *
528      * @param str the string to be examined
529      * @return true if str is null or zero length
530      */
531     private static boolean isEmpty(@Nullable CharSequence str) {
532         if (str == null || str.length() == 0)
533             return true;
534         else
535             return false;
536     }
537 
538     /**
539      * the pattern of limit
540      */
541     private static final Pattern sLimitPattern =
542             Pattern.compile("\\s*\\d+\\s*(,\\s*\\d+\\s*)?");
543 
544     /**
545      * After the execution of the complete SQL statement, not necessarily the actual implementation of the SQL statement
546      *
547      * @param sql      SQL statement
548      * @param bindArgs Binding parameters
549      * @return Replace? SQL statement executed after the
550      */
551     private static String getExecSQL(String sql, Object[] bindArgs) {
552         StringBuilder sb = new StringBuilder(sql);
553         if (bindArgs != null && bindArgs.length > 0) {
554             int index = 0;
555             for (int i = 0; i < bindArgs.length; i++) {
556                 index = sb.indexOf("?", index);
557                 sb.replace(index, index + 1, String.valueOf(bindArgs[i]));
558             }
559         }
560         return sb.toString();
561     }
562 }

原文:https://blog.csdn.net/linglongxin24/article/details/53769957

JDBC批量插入数据优化,使用addBatch和executeBatch

标签:异常   jdbc   sed   占位符   red   test   ack   ant   nta   

原文地址:https://www.cnblogs.com/But-you/p/10781702.html

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