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Posted to commits@samza.apache.org by ja...@apache.org on 2018/11/27 12:24:18 UTC
svn commit: r1847532 [2/5] - in /samza/site: archive/ blog/ case-studies/
community/ contribute/ learn/documentation/latest/
learn/documentation/latest/api/ learn/documentation/latest/architecture/
learn/documentation/latest/comparisons/ learn/document...
Modified: samza/site/contribute/contributors-corner.html
URL: http://svn.apache.org/viewvc/samza/site/contribute/contributors-corner.html?rev=1847532&r1=1847531&r2=1847532&view=diff
==============================================================================
--- samza/site/contribute/contributors-corner.html (original)
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Modified: samza/site/contribute/enhancement-proposal.html
URL: http://svn.apache.org/viewvc/samza/site/contribute/enhancement-proposal.html?rev=1847532&r1=1847531&r2=1847532&view=diff
==============================================================================
--- samza/site/contribute/enhancement-proposal.html (original)
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Modified: samza/site/contribute/tests.html
URL: http://svn.apache.org/viewvc/samza/site/contribute/tests.html?rev=1847532&r1=1847531&r2=1847532&view=diff
==============================================================================
--- samza/site/contribute/tests.html (original)
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Modified: samza/site/learn/documentation/latest/api/high-level-api.html
URL: http://svn.apache.org/viewvc/samza/site/learn/documentation/latest/api/high-level-api.html?rev=1847532&r1=1847531&r2=1847532&view=diff
==============================================================================
--- samza/site/learn/documentation/latest/api/high-level-api.html (original)
+++ samza/site/learn/documentation/latest/api/high-level-api.html Tue Nov 27 12:24:17 2018
@@ -225,146 +225,29 @@
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Modified: samza/site/learn/documentation/latest/api/low-level-api.html
URL: http://svn.apache.org/viewvc/samza/site/learn/documentation/latest/api/low-level-api.html?rev=1847532&r1=1847531&r2=1847532&view=diff
==============================================================================
--- samza/site/learn/documentation/latest/api/low-level-api.html (original)
+++ samza/site/learn/documentation/latest/api/low-level-api.html Tue Nov 27 12:24:17 2018
@@ -225,146 +225,29 @@
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Modified: samza/site/learn/documentation/latest/api/programming-model.html
URL: http://svn.apache.org/viewvc/samza/site/learn/documentation/latest/api/programming-model.html?rev=1847532&r1=1847531&r2=1847532&view=diff
==============================================================================
--- samza/site/learn/documentation/latest/api/programming-model.html (original)
+++ samza/site/learn/documentation/latest/api/programming-model.html Tue Nov 27 12:24:17 2018
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Modified: samza/site/learn/documentation/latest/api/samza-sql.html
URL: http://svn.apache.org/viewvc/samza/site/learn/documentation/latest/api/samza-sql.html?rev=1847532&r1=1847531&r2=1847532&view=diff
==============================================================================
--- samza/site/learn/documentation/latest/api/samza-sql.html (original)
+++ samza/site/learn/documentation/latest/api/samza-sql.html Tue Nov 27 12:24:17 2018
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+ <li class="hide"><a href="/learn/documentation/1.0/api/samza-sql">1.0</a></li>
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Modified: samza/site/learn/documentation/latest/api/table-api.html
URL: http://svn.apache.org/viewvc/samza/site/learn/documentation/latest/api/table-api.html?rev=1847532&r1=1847531&r2=1847532&view=diff
==============================================================================
--- samza/site/learn/documentation/latest/api/table-api.html (original)
+++ samza/site/learn/documentation/latest/api/table-api.html Tue Nov 27 12:24:17 2018
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Modified: samza/site/learn/documentation/latest/architecture/architecture-overview.html
URL: http://svn.apache.org/viewvc/samza/site/learn/documentation/latest/architecture/architecture-overview.html?rev=1847532&r1=1847531&r2=1847532&view=diff
==============================================================================
--- samza/site/learn/documentation/latest/architecture/architecture-overview.html (original)
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<p>Each application also has a coordinator which manages the assignment of tasks across the individual containers. The coordinator monitors the liveness of individual containers and redistributes the tasks among the remaining ones during a failure. <br/><br/>
The coordinator itself is pluggable, enabling Samza to support multiple deployment options. You can use Samza as a light-weight embedded library that easily integrates with a larger application. Alternately, you can deploy and run it as a managed framework using a cluster-manager like YARN. It is worth noting that Samza is the only system that offers first-class support for both these deployment options. Some systems like Kafka-streams only support the embedded library model while others like Flink, Spark streaming etc., only offer the framework model for stream-processing.</p>
-<h2 id="threading-model-and-ordering">Threading model and ordering</h2>
+<h3 id="threading-model-and-ordering">Threading model and ordering</h3>
<p>Samza offers a flexible threading model to run each task. When running your applications, you can control the number of workers needed to process your data. You can also configure the number of threads each worker uses to run its assigned tasks. Each thread can run one or more tasks. Tasks donât share any state - hence, you donât have to worry about coordination across these threads. </p>
@@ -738,7 +625,7 @@ The coordinator itself is pluggable, ena
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By default, all messages delivered to a task are processed by the same thread. This guarantees in-order processing of messages within a partition. However, some applications donât care about in-order processing of messages. For such use-cases, Samza also supports processing messages out-of-order within a single partition. This typically offers higher throughput by allowing for multiple concurrent messages in each partition.</p>
-<h2 id="incremental-checkpointing">Incremental checkpointing</h2>
+<h3 id="incremental-checkpointing">Incremental checkpointing</h3>
<p><img src="/img/latest/learn/documentation/architecture/incremental-checkpointing.png" alt="diagram-large"></p>
@@ -746,7 +633,7 @@ By default, all messages delivered to a
<p>Samzaâs checkpointing mechanism ensures each task also stores the contents of its state-store consistently with its last processed offsets. Checkpoints are flushed incrementally ie., the state-store only flushes the delta since the previous checkpoint instead of flushing its entire state.</p>
-<h2 id="state-management">State management</h2>
+<h3 id="state-management">State management</h3>
<p>Samza offers scalable, high-performance storage to enable you to build stateful stream-processing applications. This is implemented by associating each Samza task with its own instance of a local database (aka. a state-store). The state-store associated with a particular task only stores data corresponding to the partitions processed by that task. This is important: when you scale out your job by giving it more computing resources, Samza transparently migrates the tasks from one machine to another. By giving each task its own state, tasks can be relocated without affecting your overall application.
<img src="/img/latest/learn/documentation/architecture/state-store.png" alt="diagram-large"></p>
@@ -757,12 +644,12 @@ By default, all messages delivered to a
- Each job has its own store, to avoid the isolation issues in a shared remote database (if you make an expensive query, it affects only the current task, nobody else). <br/>
- Different storage engines can be plugged in - for example, a remote data-store that enables richer query capabilities <br/></p>
-<h2 id="fault-tolerance-of-state">Fault tolerance of state</h2>
+<h3 id="fault-tolerance-of-state">Fault tolerance of state</h3>
<p>Distributed stream processing systems need recover quickly from failures to resume their processing. While having a durable local store offers great performance, we should still guarantee fault-tolerance. For this purpose, Samza replicates every change to the local store into a separate stream (aka. called a changelog for the store). This allows you to later recover the data in the store by reading the contents of the changelog from the beginning. A log-compacted Kafka topic is typically used as a changelog since Kafka automatically retains the most recent value for each key.
<img src="/img/latest/learn/documentation/architecture/fault-tolerance.png" alt="diagram-large"></p>
-<h2 id="host-affinity">Host affinity</h2>
+<h3 id="host-affinity">Host affinity</h3>
<p>If your application has several terabytes of state, then bootstrapping it every time by reading the changelog will stall progress. So, itâs critical to be able to recover state swiftly during failures. For this purpose, Samza takes data-locality into account when scheduling tasks on hosts. This is implemented by persisting metadata about the host each task is currently running on. </p>
Modified: samza/site/learn/documentation/latest/architecture/kinesis.html
URL: http://svn.apache.org/viewvc/samza/site/learn/documentation/latest/architecture/kinesis.html?rev=1847532&r1=1847531&r2=1847532&view=diff
==============================================================================
--- samza/site/learn/documentation/latest/architecture/kinesis.html (original)
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Modified: samza/site/learn/documentation/latest/comparisons/introduction.html
URL: http://svn.apache.org/viewvc/samza/site/learn/documentation/latest/comparisons/introduction.html?rev=1847532&r1=1847531&r2=1847532&view=diff
==============================================================================
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Modified: samza/site/learn/documentation/latest/comparisons/mupd8.html
URL: http://svn.apache.org/viewvc/samza/site/learn/documentation/latest/comparisons/mupd8.html?rev=1847532&r1=1847531&r2=1847532&view=diff
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Modified: samza/site/learn/documentation/latest/comparisons/spark-streaming.html
URL: http://svn.apache.org/viewvc/samza/site/learn/documentation/latest/comparisons/spark-streaming.html?rev=1847532&r1=1847531&r2=1847532&view=diff
==============================================================================
--- samza/site/learn/documentation/latest/comparisons/spark-streaming.html (original)
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Modified: samza/site/learn/documentation/latest/comparisons/storm.html
URL: http://svn.apache.org/viewvc/samza/site/learn/documentation/latest/comparisons/storm.html?rev=1847532&r1=1847531&r2=1847532&view=diff
==============================================================================
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Modified: samza/site/learn/documentation/latest/connectors/eventhubs.html
URL: http://svn.apache.org/viewvc/samza/site/learn/documentation/latest/connectors/eventhubs.html?rev=1847532&r1=1847531&r2=1847532&view=diff
==============================================================================
--- samza/site/learn/documentation/latest/connectors/eventhubs.html (original)
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limitations under the License.
-->
-<h2 id="eventhubs-i-o-quickstart">EventHubs I/O: QuickStart</h2>
+<h3 id="eventhubs-i-o-quickstart">EventHubs I/O: QuickStart</h3>
<p>The Samza EventHubs connector provides access to <a href="https://docs.microsoft.com/en-us/azure/event-hubs/event-hubs-features">Azure EventHubs</a>, Microsoftâs data streaming service on Azure. An eventhub is similar to a Kafka topic and can have multiple partitions with producers and consumers. Each message produced or consumed from an event hub is an instance of <a href="https://docs.microsoft.com/en-us/java/api/com.microsoft.azure.eventhubs._event_data">EventData</a>. </p>
@@ -740,9 +627,9 @@ Hence, you should also provide your SAS
<p>Each event produced and consumed from an EventHubs stream is an instance of <a href="https://docs.microsoft.com/en-us/java/api/com.microsoft.azure.eventhubs._event_data">EventData</a>, which wraps a byte-array payload. When producing to EventHubs, Samza serializes your object into an <code>EventData</code> payload before sending it over the wire. Likewise, when consuming messages from EventHubs, messages are de-serialized into typed objects using the provided Serde. </p>
-<h2 id="configuration">Configuration</h2>
+<h3 id="configuration">Configuration</h3>
-<h3 id="producer-partitioning">Producer partitioning</h3>
+<h4 id="producer-partitioning">Producer partitioning</h4>
<p>You can use <code>#withPartitioningMethod</code> to control how outgoing messages are partitioned. The following partitioning schemes are supported:</p>
@@ -755,7 +642,7 @@ Hence, you should also provide your SAS
<figure class="highlight"><pre><code class="language-java" data-lang="java"><span></span><span class="n">EventHubsSystemDescriptor</span> <span class="n">systemDescriptor</span> <span class="o">=</span> <span class="k">new</span> <span class="n">EventHubsSystemDescriptor</span><span class="o">(</span><span class="s">"eventhubs"</span><span class="o">)</span>
<span class="o">.</span><span class="na">withPartitioningMethod</span><span class="o">(</span><span class="n">PartitioningMethod</span><span class="o">.</span><span class="na">EVENT_HUB_HASHING</span><span class="o">);</span></code></pre></figure>
-<h3 id="consumer-groups">Consumer groups</h3>
+<h4 id="consumer-groups">Consumer groups</h4>
<p>Event Hubs supports the notion of <a href="https://docs.microsoft.com/en-us/azure/event-hubs/event-hubs-features#consumer-groups">consumer groups</a> which enable multiple applications to have their own view of the event stream. Each partition is exclusively consumed by one consumer in the group. Each event hub stream has a pre-defined consumer group named $Default. You can define your own consumer group for your job using <code>withConsumerGroup</code>.</p>
@@ -764,7 +651,7 @@ Hence, you should also provide your SAS
<span class="n">systemDescriptor</span><span class="o">.</span><span class="na">getInputDescriptor</span><span class="o">(</span><span class="n">INPUT_STREAM_ID</span><span class="o">,</span> <span class="n">EVENTHUBS_NAMESPACE</span><span class="o">,</span> <span class="n">EVENTHUBS_INPUT_ENTITY</span><span class="o">,</span> <span class="n">serde</span><span class="o">)</span>
<span class="o">.</span><span class="na">withConsumerGroup</span><span class="o">(</span><span class="s">"my-group"</span><span class="o">);</span></code></pre></figure>
-<h3 id="consumer-buffer-size">Consumer buffer size</h3>
+<h4 id="consumer-buffer-size">Consumer buffer size</h4>
<p>When the consumer reads a message from EventHubs, it appends them to a shared producer-consumer queue corresponding to its partition. This config determines the per-partition queue size. Setting a higher value for this config typically achieves a higher throughput at the expense of increased on-heap memory.</p>
Modified: samza/site/learn/documentation/latest/connectors/hdfs.html
URL: http://svn.apache.org/viewvc/samza/site/learn/documentation/latest/connectors/hdfs.html?rev=1847532&r1=1847531&r2=1847532&view=diff
==============================================================================
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-->
-<h2 id="overview">Overview</h2>
+<h3 id="overview">Overview</h3>
<p>The HDFS connector allows your Samza jobs to read data stored in HDFS files. Likewise, you can write processed results to HDFS.
To interact with HDFS, Samza requires your job to run on the same YARN cluster.</p>
-<h2 id="consuming-from-hdfs">Consuming from HDFS</h2>
+<h3 id="consuming-from-hdfs">Consuming from HDFS</h3>
-<h3 id="input-partitioning">Input Partitioning</h3>
+<h4 id="input-partitioning">Input Partitioning</h4>
<p>Partitioning works at the level of individual directories and files. Each directory is treated as its own stream and each of its files is treated as a <em>partition</em>. For example, Samza creates 5 partitions when it’s reading from a directory containing 5 files. There is no way to parallelize the consumption when reading from a single file - you can only have one container to process the file.</p>
-<h3 id="input-event-format">Input Event format</h3>
+<h4 id="input-event-format">Input Event format</h4>
<p>Samza supports avro natively, and it’s easy to extend to other serialization formats. Each avro record read from HDFS is wrapped into a message-envelope. The <a href="../api/javadocs/org/apache/samza/system/IncomingMessageEnvelope.html">envelope</a> contains these 3 fields:</p>
@@ -719,11 +606,11 @@ To interact with HDFS, Samza requires yo
<p>To support non-avro input formats, you can implement the <a href="https://github.com/apache/samza/blob/master/samza-hdfs/src/main/java/org/apache/samza/system/hdfs/reader/SingleFileHdfsReader.java">SingleFileHdfsReader</a> interface.</p>
-<h3 id="endofstream">EndOfStream</h3>
+<h4 id="endofstream">EndOfStream</h4>
<p>While streaming sources like Kafka are unbounded, files on HDFS have finite data and have a notion of EOF. When reading from HDFS, your Samza job automatically exits after consuming all the data. You can implement <a href="../api/javadocs/org/apache/samza/task/EndOfStreamListenerTask.html">EndOfStreamListenerTask</a> to get a callback once EOF has been reached. </p>
-<h3 id="defining-streams">Defining streams</h3>
+<h4 id="defining-streams">Defining streams</h4>
<p>Samza uses the notion of a <em>system</em> to describe any I/O source it interacts with. To consume from HDFS, you should create a new system that points to - <code>HdfsSystemFactory</code>. You can then associate multiple streams with this <em>system</em>. Each stream should have a <em>physical name</em>, which should be set to the name of the directory on HDFS.</p>
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<figure class="highlight"><pre><code class="language-jproperties" data-lang="jproperties"><span></span><span class="na">systems.hdfs.partitioner.defaultPartitioner.whitelist</span><span class="o">=</span><span class="s">.*avro</span>
<span class="na">systems.hdfs.partitioner.defaultPartitioner.blacklist</span><span class="o">=</span><span class="s">somefile.avro</span></code></pre></figure>
-<h2 id="producing-to-hdfs">Producing to HDFS</h2>
+<h3 id="producing-to-hdfs">Producing to HDFS</h3>
<h4 id="output-format">Output format</h4>
@@ -769,7 +656,7 @@ To interact with HDFS, Samza requires yo
<figure class="highlight"><pre><code class="language-jproperties" data-lang="jproperties"><span></span><span class="na">systems.hdfs.producer.hdfs.write.batch.size.bytes</span><span class="o">=</span><span class="s">134217728</span>
<span class="na">systems.hdfs.producer.hdfs.write.batch.size.records</span><span class="o">=</span><span class="s">10000</span></code></pre></figure>
-<h2 id="security">Security</h2>
+<h3 id="security">Security</h3>
<p>You can access Kerberos-enabled HDFS clusters by providing your principal and the path to your key-tab file. Samza takes care of automatically creating and renewing your Kerberos tokens periodically. </p>
Modified: samza/site/learn/documentation/latest/connectors/kafka.html
URL: http://svn.apache.org/viewvc/samza/site/learn/documentation/latest/connectors/kafka.html?rev=1847532&r1=1847531&r2=1847532&view=diff
==============================================================================
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Modified: samza/site/learn/documentation/latest/connectors/kinesis.html
URL: http://svn.apache.org/viewvc/samza/site/learn/documentation/latest/connectors/kinesis.html?rev=1847532&r1=1847531&r2=1847532&view=diff
==============================================================================
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-<h2 id="kinesis-i-o-quickstart">Kinesis I/O: Quickstart</h2>
+<h3 id="kinesis-i-o-quickstart">Kinesis I/O: Quickstart</h3>
<p>The Samza Kinesis connector allows you to interact with <a href="https://aws.amazon.com/kinesis/data-streams">Amazon Kinesis Data Streams</a>,
Amazonâs data streaming service. The <code>hello-samza</code> project includes an example of processing Kinesis streams using Samza. Here is the complete <a href="https://github.com/apache/samza-hello-samza/blob/master/src/main/java/samza/examples/kinesis/KinesisHelloSamza.java">source code</a> and <a href="https://github.com/apache/samza-hello-samza/blob/master/src/main/config/kinesis-hello-samza.properties">configs</a>.
@@ -709,9 +596,9 @@ Each message consumed from the stream is
Samzaâs <a href="https://github.com/apache/samza/blob/master/samza-aws/src/main/java/org/apache/samza/system/kinesis/consumer/KinesisSystemConsumer.java">KinesisSystemConsumer</a>
wraps the Record into a <a href="https://github.com/apache/samza/blob/master/samza-aws/src/main/java/org/apache/samza/system/kinesis/consumer/KinesisIncomingMessageEnvelope.java">KinesisIncomingMessageEnvelope</a>.</p>
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<p>Here is the required configuration for consuming messages from Kinesis. </p>
Modified: samza/site/learn/documentation/latest/connectors/overview.html
URL: http://svn.apache.org/viewvc/samza/site/learn/documentation/latest/connectors/overview.html?rev=1847532&r1=1847531&r2=1847532&view=diff
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Modified: samza/site/learn/documentation/latest/container/checkpointing.html
URL: http://svn.apache.org/viewvc/samza/site/learn/documentation/latest/container/checkpointing.html?rev=1847532&r1=1847531&r2=1847532&view=diff
==============================================================================
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Modified: samza/site/learn/documentation/latest/container/coordinator-stream.html
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Modified: samza/site/learn/documentation/latest/container/event-loop.html
URL: http://svn.apache.org/viewvc/samza/site/learn/documentation/latest/container/event-loop.html?rev=1847532&r1=1847531&r2=1847532&view=diff
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Modified: samza/site/learn/documentation/latest/container/jmx.html
URL: http://svn.apache.org/viewvc/samza/site/learn/documentation/latest/container/jmx.html?rev=1847532&r1=1847531&r2=1847532&view=diff
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