是否有可能使用ScyllaDB为python添加数据更有效?

时间:2018-06-06 11:34:47

标签: python python-3.x cassandra nosql scylla

我尝试将ScyllaDB与python一起使用但是速度很慢。当我运行底部显示的实例代码时,我得到:

26:23:109998
26:23:112695

我关心最佳性能,不幸的是,这次向数据库添加数据肯定太长了。有没有办法加快这个过程?

        print(datetime.now().strftime("%M:%S:%f"))
        session.execute(
            """
            INSERT INTO log (id, date, message)
            VALUES (now(), %s, %s)
            """,
            (date, message)
        )
        print(datetime.now().strftime("%M:%S:%f"))

更新

在本主题中,我建议根据官方文档使用预准备语句和批处理来提高向ScyllaDB添加数据的性能。我的代码目前看起来如下所示,但效率没有显着变化。还有其他想法吗?

print("time 0: " + str(datetime.now()))
query = "INSERT INTO message (id, message) VALUES (uuid(), ?)"
prepared = session.prepare(query)

for key in range(100):

    print(key)

    try:

        batch = BatchStatement(consistency_level=ConsistencyLevel.QUORUM)
        for key in range(100):

            batch.add(prepared, ("example message",))

        session.execute(batch)

    except Exception as e:
        print("An error occured : " + str(e))
        pass

print("time 1: " + str(datetime.now()))

运行此源代码后,结果如下所示:

test 0: 2018-06-19 11:10:13.990691
0
1
...
41
cAn error occured : Error from server: code=1100 [Coordinator node timed out waiting for replica nodes' responses] message="Operation timed out for messages.message - received only 1 responses from 2 CL=QUORUM." info={'write_type': 'BATCH', 'required_responses': 2, 'consistency': 'QUORUM', 'received_responses': 1}
42
...
52                                                                                                                                                                             An error occured : errors={'....0.3': 'Client request timeout. See Session.execute[_async](timeout)'}, last_host=.....0.3
53
An error occured : Error from server: code=1100 [Coordinator node timed out waiting for replica nodes' responses] message="Operation timed out for messages.message - received only 1 responses from 2 CL=QUORUM." info={'write_type': 'BATCH', 'required_responses': 2, 'consistency': 'QUORUM', 'received_responses': 1}
54
...
59
An error occured : Error from server: code=1100 [Coordinator node timed out waiting for replica nodes' responses] message="Operation timed out for messages.message - received only 1 responses from 2 CL=QUORUM." info={'write_type': 'BATCH', 'required_responses': 2, 'consistency': 'QUORUM', 'received_responses': 1}
60
61
62
...
69
70
71
An error occured : errors={'.....0.2': 'Client request timeout. See Session.execute[_async](timeout)'}, last_host=.....0.2
72
An error occured : errors={'....0.1': 'Client request timeout. See Session.execute[_async](timeout)'}, last_host=....0.1
73
74
...
98
99
test 1: 2018-06-19 11:11:03.494957

2 个答案:

答案 0 :(得分:3)

有几个因素会限制您的表现。从Scylla服务器配置开始。例如,如果您创建的集群具有非常小的慢速网络实例。继续使用客户端硬件和实例本身的工作负载,同时考虑每个主机的连接数,每个连接的线程数以及来自驱动器/连接器端的其他可调参数。最后,使用更有效的方法使用预准备语句将信息写入Scylla。

了解更多有关您正在使用的环境以及工作量的目的以推荐更具体的行动方式将会很有帮助。

答案 1 :(得分:3)

从使用预准备语句开始,然后并行执行多个语句。