我正在使用 pyspark 框架更新 mysql 数据库,并在 AWS Glue 服务上运行.
I am working on updating a mysql database using pyspark framework, and running on AWS Glue services.
我有一个如下的数据框:
I have a dataframe as follows:
df2= sqlContext.createDataFrame([("xxx1","81A01","TERR NAME 55","NY"),("xxx2","81A01","TERR NAME 55","NY"),("x103","81A01","TERR NAME 01","NJ")], ["zip_code","territory_code","territory_name","state"])
# Print out information about this data
df2.show()
+--------+--------------+--------------+-----+
|zip_code|territory_code|territory_name|state|
+--------+--------------+--------------+-----+
| xxx1| 81A01| TERR NAME 55| NY|
| xxx2| 81A01| TERR NAME 55| NY|
| x103| 81A01| TERR NAME 01| NJ|
+---------------------------------------------
我有一个主键 ZIP_CODE,我需要确保没有重复键或主键异常,因此我使用 INSERT INTO .... ON DUPLICATE KEYS.
I have a primary key ZIP_CODE, and I need to ensure, there is no duplicate keys, or primary key exceptions, and hence am using INSERT INTO .... ON DUPLICATE KEYS.
而且由于我有不止一行要插入/更新,所以我在 python 中使用了数组来循环记录,并对数据库执行 INSERT.代码如下:
And since I have more than one rows to insert/update, I have used for array in python to loop through the records, and perform INSERT into database. The code is as follows:
sarry = df2.collect()
for r in sarry:
db = MySQLdb.connect("xxxx.rds.amazonaws.com", "username", "password",
"databasename")
cursor = db.cursor()
insertQry=INSERT INTO ZIP_TERR(zip_code, territory_code, territory_name,
state) VALUES(r.zip_code, r.territory_code, r.territory_name, r.state) ON
DUPLICATE KEY UPDATE territory_name = VALUES(territory_name), state =
VALUES(state);"
n=cursor.execute(insertQry)
db.commit()
db.close()
在运行上述插入查询函数时,我收到以下错误消息,无法获得有关错误的任何线索.请帮忙.
When running the above insert query function, I am getting the following error message, couldn't get any clue on the error. Please help.
Traceback (most recent call last):
File "/tmp/zeppelin_pyspark-2291407229037300959.py", line 367, in <module>
raise Exception(traceback.format_exc())
Exception: Traceback (most recent call last):
File "/tmp/zeppelin_pyspark-2291407229037300959.py", line 360, in <module>
exec(code, _zcUserQueryNameSpace)
File "<stdin>", line 8, in <module>
File "/usr/local/lib/python2.7/site-packages/pymysql/cursors.py", line 170, in execute
result = self._query(query)
File "/usr/local/lib/python2.7/site-packages/pymysql/cursors.py", line 328, in _query
conn.query(q)
File "/usr/local/lib/python2.7/site-packages/pymysql/connections.py", line 893, in query
self._affected_rows = self._read_query_result(unbuffered=unbuffered)
File "/usr/local/lib/python2.7/site-packages/pymysql/connections.py", line 1103, in _read_query_result
result.read()
File "/usr/local/lib/python2.7/site-packages/pymysql/connections.py", line 1396, in read
first_packet = self.connection._read_packet()
File "/usr/local/lib/python2.7/site-packages/pymysql/connections.py", line 1059, in _read_packet
packet.check_error()
File "/usr/local/lib/python2.7/site-packages/pymysql/connections.py", line 384, in check_error
err.raise_mysql_exception(self._data)
File "/usr/local/lib/python2.7/site-packages/pymysql/err.py", line 109, in raise_mysql_exception
raise errorclass(errno, errval)
InternalError: (1054, u"Unknown column 'r.zip_code' in 'field list'")
如果我只是尝试打印一行的值,则会按如下方式打印值:
If i simply try to print the values for one row, am getting the values printed as follows:
print('zip_code_new: ', r.zip_code, r.territory_code, r.territory_name, r.state)
zip_code_new: xxx1 81A01 TERR NAME 55 NY
谢谢.我正在研究 AWS Glue/Pyspark,所以我需要使用原生 Python 库.
Thanks. I am working on AWS Glue/Pyspark, so I need to use native python libraries.
以下插入查询有效,带有 for 循环.
The following insert query works, with a for loop.
insertQry="INSERT INTO ZIP_TERR(zip_code, territory_code, territory_name, state) VALUES(%s, %s, %s, %s) ON DUPLICATE KEY UPDATE territory_name = %s, state = %s;
n=cursor.execute(insertQry, (r.zip_code, r.territory_code, r.territory_name, r.state, r.territory_name, r.state))
print (" CURSOR status :", n)
结果输出:
CURSOR status : 2
谢谢.希望对大家有所参考.
Thanks. Hope this will be of reference to others.
这篇关于使用 INSERT INTO table ON DUPLICATE KEY 时出错,使用 for 循环数组的文章就介绍到这了,希望我们推荐的答案对大家有所帮助,也希望大家多多支持html5模板网!
如何有效地使用窗口函数根据 N 个先前值来决定How to use windowing functions efficiently to decide next N number of rows based on N number of previous values(如何有效地使用窗口函数根据
在“GROUP BY"中重用选择表达式的结果;条款reuse the result of a select expression in the quot;GROUP BYquot; clause?(在“GROUP BY中重用选择表达式的结果;条款?)
Pyspark DataFrameWriter jdbc 函数的 ignore 选项是忽略整Does ignore option of Pyspark DataFrameWriter jdbc function ignore entire transaction or just offending rows?(Pyspark DataFrameWriter jdbc 函数的 ig
使用 INSERT INTO table ON DUPLICATE KEY 时出错,使用 Error while using INSERT INTO table ON DUPLICATE KEY, using a for loop array(使用 INSERT INTO table ON DUPLICATE KEY 时出错,使用 for 循环数组
pyspark mysql jdbc load 调用 o23.load 时发生错误 没有合pyspark mysql jdbc load An error occurred while calling o23.load No suitable driver(pyspark mysql jdbc load 调用 o23.load 时发生错误 没有合适的
如何将 Apache Spark 与 MySQL 集成以将数据库表作为How to integrate Apache Spark with MySQL for reading database tables as a spark dataframe?(如何将 Apache Spark 与 MySQL 集成以将数据库表作为