How to Access Hive via Python?

2019-01-10 00:40发布

https://cwiki.apache.org/confluence/display/Hive/HiveClient#HiveClient-Python appears to be outdated.

When I add this to /etc/profile:

export PYTHONPATH=$PYTHONPATH:/usr/lib/hive/lib/py

I can then do the imports as listed in the link, with the exception of from hive import ThriftHive which actually need to be:

from hive_service import ThriftHive

Next the port in the example was 10000, which when I tried caused the program to hang. The default Hive Thrift port is 9083, which stopped the hanging.

So I set it up like so:

from thrift import Thrift
from thrift.transport import TSocket
from thrift.transport import TTransport
from thrift.protocol import TBinaryProtocol
try:
    transport = TSocket.TSocket('<node-with-metastore>', 9083)
    transport = TTransport.TBufferedTransport(transport)
    protocol = TBinaryProtocol.TBinaryProtocol(transport)
    client = ThriftHive.Client(protocol)
    transport.open()
    client.execute("CREATE TABLE test(c1 int)")

    transport.close()
except Thrift.TException, tx:
    print '%s' % (tx.message)

I received the following error:

Traceback (most recent call last):
File "<stdin>", line 1, in <module>
File "/usr/lib/hive/lib/py/hive_service/ThriftHive.py", line 68, in execute
self.recv_execute()
File "/usr/lib/hive/lib/py/hive_service/ThriftHive.py", line 84, in recv_execute
raise x
thrift.Thrift.TApplicationException: Invalid method name: 'execute'

But inspecting the ThriftHive.py file reveals the method execute within the Client class.

How may I use Python to access Hive?

14条回答
Luminary・发光体
2楼-- · 2019-01-10 01:26

Below python program should work to access hive tables from python:

    import commands

    cmd = "hive -S -e 'SELECT * FROM db_name.table_name LIMIT 1;' "

    status, output = commands.getstatusoutput(cmd)

    if status == 0:
       print output
    else:
       print "error"
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仙女界的扛把子
3楼-- · 2019-01-10 01:30

I assert that you are using HiveServer2, which is the reason that makes the code doesn't work.

You may use pyhs2 to access your Hive correctly and the example code like that:

import pyhs2

with pyhs2.connect(host='localhost',
               port=10000,
               authMechanism="PLAIN",
               user='root',
               password='test',
               database='default') as conn:
    with conn.cursor() as cur:
        #Show databases
        print cur.getDatabases()

        #Execute query
        cur.execute("select * from table")

        #Return column info from query
        print cur.getSchema()

        #Fetch table results
        for i in cur.fetch():
            print i

Attention that you may install python-devel.x86_64 cyrus-sasl-devel.x86_64 before installing pyhs2 with pip.

Wish this can help you.

Reference: https://cwiki.apache.org/confluence/display/Hive/Setting+Up+HiveServer2#SettingUpHiveServer2-PythonClientDriver

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