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<h1>Source code for pyspark.streaming.kinesis</h1><div class="highlight"><pre>
<span class="c">#</span>
<span class="c"># Licensed to the Apache Software Foundation (ASF) under one or more</span>
<span class="c"># contributor license agreements. See the NOTICE file distributed with</span>
<span class="c"># this work for additional information regarding copyright ownership.</span>
<span class="c"># The ASF licenses this file to You under the Apache License, Version 2.0</span>
<span class="c"># (the "License"); you may not use this file except in compliance with</span>
<span class="c"># the License. You may obtain a copy of the License at</span>
<span class="c">#</span>
<span class="c"># http://www.apache.org/licenses/LICENSE-2.0</span>
<span class="c">#</span>
<span class="c"># Unless required by applicable law or agreed to in writing, software</span>
<span class="c"># distributed under the License is distributed on an "AS IS" BASIS,</span>
<span class="c"># WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span>
<span class="c"># See the License for the specific language governing permissions and</span>
<span class="c"># limitations under the License.</span>
<span class="c">#</span>
<span class="kn">from</span> <span class="nn">py4j.java_gateway</span> <span class="kn">import</span> <span class="n">Py4JJavaError</span>
<span class="kn">from</span> <span class="nn">pyspark.serializers</span> <span class="kn">import</span> <span class="n">PairDeserializer</span><span class="p">,</span> <span class="n">NoOpSerializer</span>
<span class="kn">from</span> <span class="nn">pyspark.storagelevel</span> <span class="kn">import</span> <span class="n">StorageLevel</span>
<span class="kn">from</span> <span class="nn">pyspark.streaming</span> <span class="kn">import</span> <span class="n">DStream</span>
<span class="n">__all__</span> <span class="o">=</span> <span class="p">[</span><span class="s">'KinesisUtils'</span><span class="p">,</span> <span class="s">'InitialPositionInStream'</span><span class="p">,</span> <span class="s">'utf8_decoder'</span><span class="p">]</span>
<div class="viewcode-block" id="utf8_decoder"><a class="viewcode-back" href="../../../pyspark.streaming.html#pyspark.streaming.kinesis.utf8_decoder">[docs]</a><span class="k">def</span> <span class="nf">utf8_decoder</span><span class="p">(</span><span class="n">s</span><span class="p">):</span>
<span class="sd">""" Decode the unicode as UTF-8 """</span>
<span class="k">if</span> <span class="n">s</span> <span class="ow">is</span> <span class="bp">None</span><span class="p">:</span>
<span class="k">return</span> <span class="bp">None</span>
<span class="k">return</span> <span class="n">s</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s">'utf-8'</span><span class="p">)</span>
</div>
<div class="viewcode-block" id="KinesisUtils"><a class="viewcode-back" href="../../../pyspark.streaming.html#pyspark.streaming.kinesis.KinesisUtils">[docs]</a><span class="k">class</span> <span class="nc">KinesisUtils</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
<span class="nd">@staticmethod</span>
<div class="viewcode-block" id="KinesisUtils.createStream"><a class="viewcode-back" href="../../../pyspark.streaming.html#pyspark.streaming.kinesis.KinesisUtils.createStream">[docs]</a> <span class="k">def</span> <span class="nf">createStream</span><span class="p">(</span><span class="n">ssc</span><span class="p">,</span> <span class="n">kinesisAppName</span><span class="p">,</span> <span class="n">streamName</span><span class="p">,</span> <span class="n">endpointUrl</span><span class="p">,</span> <span class="n">regionName</span><span class="p">,</span>
<span class="n">initialPositionInStream</span><span class="p">,</span> <span class="n">checkpointInterval</span><span class="p">,</span>
<span class="n">storageLevel</span><span class="o">=</span><span class="n">StorageLevel</span><span class="o">.</span><span class="n">MEMORY_AND_DISK_2</span><span class="p">,</span>
<span class="n">awsAccessKeyId</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">awsSecretKey</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">decoder</span><span class="o">=</span><span class="n">utf8_decoder</span><span class="p">):</span>
<span class="sd">"""</span>
<span class="sd"> Create an input stream that pulls messages from a Kinesis stream. This uses the</span>
<span class="sd"> Kinesis Client Library (KCL) to pull messages from Kinesis.</span>
<span class="sd"> Note: The given AWS credentials will get saved in DStream checkpoints if checkpointing is</span>
<span class="sd"> enabled. Make sure that your checkpoint directory is secure.</span>
<span class="sd"> :param ssc: StreamingContext object</span>
<span class="sd"> :param kinesisAppName: Kinesis application name used by the Kinesis Client Library (KCL) to</span>
<span class="sd"> update DynamoDB</span>
<span class="sd"> :param streamName: Kinesis stream name</span>
<span class="sd"> :param endpointUrl: Url of Kinesis service (e.g., https://kinesis.us-east-1.amazonaws.com)</span>
<span class="sd"> :param regionName: Name of region used by the Kinesis Client Library (KCL) to update</span>
<span class="sd"> DynamoDB (lease coordination and checkpointing) and CloudWatch (metrics)</span>
<span class="sd"> :param initialPositionInStream: In the absence of Kinesis checkpoint info, this is the</span>
<span class="sd"> worker's initial starting position in the stream. The</span>
<span class="sd"> values are either the beginning of the stream per Kinesis'</span>
<span class="sd"> limit of 24 hours (InitialPositionInStream.TRIM_HORIZON) or</span>
<span class="sd"> the tip of the stream (InitialPositionInStream.LATEST).</span>
<span class="sd"> :param checkpointInterval: Checkpoint interval for Kinesis checkpointing. See the Kinesis</span>
<span class="sd"> Spark Streaming documentation for more details on the different</span>
<span class="sd"> types of checkpoints.</span>
<span class="sd"> :param storageLevel: Storage level to use for storing the received objects (default is</span>
<span class="sd"> StorageLevel.MEMORY_AND_DISK_2)</span>
<span class="sd"> :param awsAccessKeyId: AWS AccessKeyId (default is None. If None, will use</span>
<span class="sd"> DefaultAWSCredentialsProviderChain)</span>
<span class="sd"> :param awsSecretKey: AWS SecretKey (default is None. If None, will use</span>
<span class="sd"> DefaultAWSCredentialsProviderChain)</span>
<span class="sd"> :param decoder: A function used to decode value (default is utf8_decoder)</span>
<span class="sd"> :return: A DStream object</span>
<span class="sd"> """</span>
<span class="n">jlevel</span> <span class="o">=</span> <span class="n">ssc</span><span class="o">.</span><span class="n">_sc</span><span class="o">.</span><span class="n">_getJavaStorageLevel</span><span class="p">(</span><span class="n">storageLevel</span><span class="p">)</span>
<span class="n">jduration</span> <span class="o">=</span> <span class="n">ssc</span><span class="o">.</span><span class="n">_jduration</span><span class="p">(</span><span class="n">checkpointInterval</span><span class="p">)</span>
<span class="k">try</span><span class="p">:</span>
<span class="c"># Use KinesisUtilsPythonHelper to access Scala's KinesisUtils</span>
<span class="n">helperClass</span> <span class="o">=</span> <span class="n">ssc</span><span class="o">.</span><span class="n">_jvm</span><span class="o">.</span><span class="n">java</span><span class="o">.</span><span class="n">lang</span><span class="o">.</span><span class="n">Thread</span><span class="o">.</span><span class="n">currentThread</span><span class="p">()</span><span class="o">.</span><span class="n">getContextClassLoader</span><span class="p">()</span>\
<span class="o">.</span><span class="n">loadClass</span><span class="p">(</span><span class="s">"org.apache.spark.streaming.kinesis.KinesisUtilsPythonHelper"</span><span class="p">)</span>
<span class="n">helper</span> <span class="o">=</span> <span class="n">helperClass</span><span class="o">.</span><span class="n">newInstance</span><span class="p">()</span>
<span class="n">jstream</span> <span class="o">=</span> <span class="n">helper</span><span class="o">.</span><span class="n">createStream</span><span class="p">(</span><span class="n">ssc</span><span class="o">.</span><span class="n">_jssc</span><span class="p">,</span> <span class="n">kinesisAppName</span><span class="p">,</span> <span class="n">streamName</span><span class="p">,</span> <span class="n">endpointUrl</span><span class="p">,</span>
<span class="n">regionName</span><span class="p">,</span> <span class="n">initialPositionInStream</span><span class="p">,</span> <span class="n">jduration</span><span class="p">,</span> <span class="n">jlevel</span><span class="p">,</span>
<span class="n">awsAccessKeyId</span><span class="p">,</span> <span class="n">awsSecretKey</span><span class="p">)</span>
<span class="k">except</span> <span class="n">Py4JJavaError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
<span class="k">if</span> <span class="s">'ClassNotFoundException'</span> <span class="ow">in</span> <span class="nb">str</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">java_exception</span><span class="p">):</span>
<span class="n">KinesisUtils</span><span class="o">.</span><span class="n">_printErrorMsg</span><span class="p">(</span><span class="n">ssc</span><span class="o">.</span><span class="n">sparkContext</span><span class="p">)</span>
<span class="k">raise</span> <span class="n">e</span>
<span class="n">stream</span> <span class="o">=</span> <span class="n">DStream</span><span class="p">(</span><span class="n">jstream</span><span class="p">,</span> <span class="n">ssc</span><span class="p">,</span> <span class="n">NoOpSerializer</span><span class="p">())</span>
<span class="k">return</span> <span class="n">stream</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">v</span><span class="p">:</span> <span class="n">decoder</span><span class="p">(</span><span class="n">v</span><span class="p">))</span>
</div>
<span class="nd">@staticmethod</span>
<span class="k">def</span> <span class="nf">_printErrorMsg</span><span class="p">(</span><span class="n">sc</span><span class="p">):</span>
<span class="k">print</span><span class="p">(</span><span class="s">"""</span>
<span class="s">________________________________________________________________________________________________</span>
<span class="s"> Spark Streaming's Kinesis libraries not found in class path. Try one of the following.</span>
<span class="s"> 1. Include the Kinesis library and its dependencies with in the</span>
<span class="s"> spark-submit command as</span>
<span class="s"> $ bin/spark-submit --packages org.apache.spark:spark-streaming-kinesis-asl:</span><span class="si">%s</span><span class="s"> ...</span>
<span class="s"> 2. Download the JAR of the artifact from Maven Central http://search.maven.org/,</span>
<span class="s"> Group Id = org.apache.spark, Artifact Id = spark-streaming-kinesis-asl-assembly, Version = </span><span class="si">%s</span><span class="s">.</span>
<span class="s"> Then, include the jar in the spark-submit command as</span>
<span class="s"> $ bin/spark-submit --jars <spark-streaming-kinesis-asl-assembly.jar> ...</span>
<span class="s">________________________________________________________________________________________________</span>
<span class="s">"""</span> <span class="o">%</span> <span class="p">(</span><span class="n">sc</span><span class="o">.</span><span class="n">version</span><span class="p">,</span> <span class="n">sc</span><span class="o">.</span><span class="n">version</span><span class="p">))</span>
</div>
<div class="viewcode-block" id="InitialPositionInStream"><a class="viewcode-back" href="../../../pyspark.streaming.html#pyspark.streaming.kinesis.InitialPositionInStream">[docs]</a><span class="k">class</span> <span class="nc">InitialPositionInStream</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
<span class="n">LATEST</span><span class="p">,</span> <span class="n">TRIM_HORIZON</span> <span class="o">=</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span></div>
</pre></div>
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