Snakebite is a python package that provides:
Since the ‘normal’ Hadoop HDFS client (hadoop fs) is written in Java and has a lot of dependencies on Hadoop jars, startup times are quite high (> 3 secs). This isn’t ideal for integrating Hadoop commands in python projects.
At Spotify we use the luigi job scheduler that relies on doing a lot of existence checks and moving data around in HDFS. And since calling hadoop from python is expensive, we decided to write a pure python HDFS client that only relies on protobuf. The current snakebite.client library uses protobuf messages and implements the Hadoop RPC protocol for talking to the NameNode.
During development, we needed to verify snakebite.client behavior against the real client and for that we implemented a minicluster that wraps a Hadoop Java mini cluster. Obviously this minicluster can be used in different projects, so we made it a part of snakebite.
all methods that read data from a data node are able to check the CRC during transfer, but this is disabled by default because of performance reasons. This is the opposite behaviour from the stock Hadoop client.
snakebite.client hasn’t been tested in the wild a lot! USE AT YOUR OWN RISK!
Tests can be run with nosetests. Currently, only integration tests are provided and use minicluster.py to spawn an HDFS minicluster.
When running the tests, make sure that the HADOOP_HOME environment variable is set. The minicluster uses the hadoop-mapreduce-client-jobclient.<version>-tests.jar and assumes this is located in HADOOP_HOME. The job client test jar can also be specified by using the HADOOP_JOBCLIENT_JAR environment variable.
Also, make sure the JAVA_HOME environment variable is set.
Different Hadoop distributions use different protocol versions. Snakebite 1.3.x and the tests default to version 7 (CDH 4.1.3). Snakebite 2.x ONLY supports Hadoop > 2.2.0 (protocol version >9, e.g. HDP2.0/CDH5)! I If you want to test with different protocol versions, set the HADOOP_PROTOCOL_VER environment variable to the apropriate version number.
A hadoop installation is only required for testing.
Only supports Auth method SIMPLE. We might want to have SASL or KERBEROS as well
More tests. Currently only integration tests with a minicluster are available.
Return correct exit codes from cli client.
Imrove speed of CRC verification.
Copyright (c) 2013 Spotify AB
Licensed under the Apache License, Version 2.0 (the “License”); you may not use this file except in compliance with the License. You may obtain a copy of the License at
Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an “AS IS” BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.
Code in channel, logger and service was borrowed from https://code.google.com/p/protobuf-socket-rpc/ and carries it’s respective license.