diff options
Diffstat (limited to 'docs')
| -rw-r--r-- | docs/bagel-programming-guide.md | 2 | ||||
| -rw-r--r-- | docs/configuration.md | 6 | ||||
| -rw-r--r-- | docs/css/bootstrap.min.css | 2 | ||||
| -rw-r--r-- | docs/index.md | 16 | ||||
| -rw-r--r-- | docs/python-programming-guide.md | 36 | ||||
| -rw-r--r-- | docs/spark-standalone.md | 4 |
6 files changed, 41 insertions, 25 deletions
diff --git a/docs/bagel-programming-guide.md b/docs/bagel-programming-guide.md index 583684913d..140190a38c 100644 --- a/docs/bagel-programming-guide.md +++ b/docs/bagel-programming-guide.md @@ -3,7 +3,7 @@ layout: global title: Bagel Programming Guide --- -**Bagel** is a Spark implementation of Google's [Pregel](http://portal.acm.org/citation.cfm?id=1807184) graph processing framework. Bagel currently supports basic graph computation, combiners, and aggregators. +Bagel is a Spark implementation of Google's [Pregel](http://portal.acm.org/citation.cfm?id=1807184) graph processing framework. Bagel currently supports basic graph computation, combiners, and aggregators. In the Pregel programming model, jobs run as a sequence of iterations called _supersteps_. In each superstep, each vertex in the graph runs a user-specified function that can update state associated with the vertex and send messages to other vertices for use in the *next* iteration. diff --git a/docs/configuration.md b/docs/configuration.md index 58e9434bdc..310e78a9eb 100644 --- a/docs/configuration.md +++ b/docs/configuration.md @@ -147,7 +147,7 @@ Apart from these, the following properties are also available, and may be useful </tr> <tr> <td>spark.io.compression.codec</td> - <td>org.apache.spark.io.<br />SnappyCompressionCodec</td> + <td>org.apache.spark.io.<br />LZFCompressionCodec</td> <td> The compression codec class to use for various compressions. By default, Spark provides two codecs: <code>org.apache.spark.io.LZFCompressionCodec</code> and <code>org.apache.spark.io.SnappyCompressionCodec</code>. @@ -315,7 +315,7 @@ Apart from these, the following properties are also available, and may be useful # Environment Variables Certain Spark settings can also be configured through environment variables, which are read from the `conf/spark-env.sh` -script in the directory where Spark is installed. These variables are meant to be for machine-specific settings, such +script in the directory where Spark is installed (or `conf/spark-env.cmd` on Windows). These variables are meant to be for machine-specific settings, such as library search paths. While Java system properties can also be set here, for application settings, we recommend setting these properties within the application instead of in `spark-env.sh` so that different applications can use different settings. @@ -325,6 +325,8 @@ Note that `conf/spark-env.sh` does not exist by default when Spark is installed. The following variables can be set in `spark-env.sh`: +* `JAVA_HOME`, the location where Java is installed (if it's not on your default `PATH`) +* `PYSPARK_PYTHON`, the Python binary to use for PySpark * `SPARK_LOCAL_IP`, to configure which IP address of the machine to bind to. * `SPARK_LIBRARY_PATH`, to add search directories for native libraries. * `SPARK_CLASSPATH`, to add elements to Spark's classpath that you want to be present for _all_ applications. diff --git a/docs/css/bootstrap.min.css b/docs/css/bootstrap.min.css index 3444ed79e2..ccb529eaba 100644 --- a/docs/css/bootstrap.min.css +++ b/docs/css/bootstrap.min.css @@ -6,4 +6,4 @@ * http://www.apache.org/licenses/LICENSE-2.0 * * Designed and built with all the love in the world @twitter by @mdo and @fat. - 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3cf9cc1c64..7d73929940 100644 --- a/docs/index.md +++ b/docs/index.md @@ -5,12 +5,14 @@ title: Spark Overview Apache Spark is a fast and general-purpose cluster computing system. It provides high-level APIs in [Scala](scala-programming-guide.html), [Java](java-programming-guide.html), and [Python](python-programming-guide.html) that make parallel jobs easy to write, and an optimized engine that supports general computation graphs. -Spark can run on the Apache Mesos cluster manager, Hadoop YARN, Amazon EC2, or without an independent resource manager ("standalone mode"). +It also supports a rich set of higher-level tools including [Shark](http://shark.cs.berkeley.edu) (Hive on Spark), [MLlib](mllib-guide.html) for machine learning, [Bagel](bagel-programming-guide.html) for graph processing, and [Spark Streaming](streaming-programming-guide.html). # Downloading Get Spark by visiting the [downloads page](http://spark.incubator.apache.org/downloads.html) of the Apache Spark site. This documentation is for Spark version {{site.SPARK_VERSION}}. +Spark runs on both Windows and UNIX-like systems (e.g. Linux, Mac OS). All you need to run it is to have `java` to installed on your system `PATH`, or the `JAVA_HOME` environment variable pointing to a Java installation. + # Building Spark uses [Simple Build Tool](http://www.scala-sbt.org), which is bundled with it. To compile the code, go into the top-level Spark directory and run @@ -35,6 +37,15 @@ or `local` to run locally with one thread, or `local[N]` to run locally with N t Finally, Spark can be used interactively through modified versions of the Scala shell (`./spark-shell`) or Python interpreter (`./pyspark`). These are a great way to learn Spark. +# Running on a Cluster + +Spark supports several options for deployment: + +* [Amazon EC2](ec2-scripts.html): our scripts let you launch a cluster in about 5 minutes +* [Standalone Deploy Mode](spark-standalone.html): simplest way to deploy Spark on a private cluster +* [Apache Mesos](running-on-mesos.html) +* [Hadoop YARN](running-on-yarn.html) + # A Note About Hadoop Versions Spark uses the Hadoop-client library to talk to HDFS and other Hadoop-supported @@ -50,6 +61,8 @@ In addition, if you wish to run Spark on [YARN](running-on-yarn.md), set SPARK_HADOOP_VERSION=2.0.5-alpha SPARK_YARN=true sbt/sbt assembly +(Note that on Windows, you need to set the environment variables on separate lines, e.g., `set SPARK_HADOOP_VERSION=1.2.1`.) + # Where to Go from Here **Programming guides:** @@ -90,6 +103,7 @@ In addition, if you wish to run Spark on [YARN](running-on-yarn.md), set **External resources:** * [Spark Homepage](http://spark.incubator.apache.org) +* [Shark](http://shark.cs.berkeley.edu): Apache Hive over Spark * [Mailing Lists](http://spark.incubator.apache.org/mailing-lists.html): ask questions about Spark here * [AMP Camps](http://ampcamp.berkeley.edu/): a series of training camps at UC Berkeley that featured talks and exercises about Spark, Shark, Mesos, and more. [Videos](http://ampcamp.berkeley.edu/agenda-2012), diff --git a/docs/python-programming-guide.md b/docs/python-programming-guide.md index 8a539fe774..8c33a953a4 100644 --- a/docs/python-programming-guide.md +++ b/docs/python-programming-guide.md @@ -4,7 +4,7 @@ title: Python Programming Guide --- -The Spark Python API (PySpark) exposes most of the Spark features available in the Scala version to Python. +The Spark Python API (PySpark) exposes the Spark programming model to Python. To learn the basics of Spark, we recommend reading through the [Scala programming guide](scala-programming-guide.html) first; it should be easy to follow even if you don't know Scala. @@ -15,12 +15,8 @@ This guide will show how to use the Spark features described there in Python. There are a few key differences between the Python and Scala APIs: -* Python is dynamically typed, so RDDs can hold objects of different types. -* PySpark does not currently support the following Spark features: - - `lookup` - - `sort` - - `persist` at storage levels other than `MEMORY_ONLY` - - Execution on Windows -- this is slated for a future release +* Python is dynamically typed, so RDDs can hold objects of multiple types. +* PySpark does not yet support a few API calls, such as `lookup`, `sort`, and `persist` at custom storage levels. See the [API docs](api/pyspark/index.html) for details. In PySpark, RDDs support the same methods as their Scala counterparts but take Python functions and return Python collection types. Short functions can be passed to RDD methods using Python's [`lambda`](http://www.diveintopython.net/power_of_introspection/lambda_functions.html) syntax: @@ -30,7 +26,7 @@ logData = sc.textFile(logFile).cache() errors = logData.filter(lambda line: "ERROR" in line) {% endhighlight %} -You can also pass functions that are defined using the `def` keyword; this is useful for more complicated functions that cannot be expressed using `lambda`: +You can also pass functions that are defined with the `def` keyword; this is useful for longer functions that can't be expressed using `lambda`: {% highlight python %} def is_error(line): @@ -38,7 +34,7 @@ def is_error(line): errors = logData.filter(is_error) {% endhighlight %} -Functions can access objects in enclosing scopes, although modifications to those objects within RDD methods will not be propagated to other tasks: +Functions can access objects in enclosing scopes, although modifications to those objects within RDD methods will not be propagated back: {% highlight python %} error_keywords = ["Exception", "Error"] @@ -51,17 +47,20 @@ PySpark will automatically ship these functions to workers, along with any objec Instances of classes will be serialized and shipped to workers by PySpark, but classes themselves cannot be automatically distributed to workers. The [Standalone Use](#standalone-use) section describes how to ship code dependencies to workers. +In addition, PySpark fully supports interactive use---simply run `./pyspark` to launch an interactive shell. + # Installing and Configuring PySpark PySpark requires Python 2.6 or higher. -PySpark jobs are executed using a standard cPython interpreter in order to support Python modules that use C extensions. +PySpark jobs are executed using a standard CPython interpreter in order to support Python modules that use C extensions. We have not tested PySpark with Python 3 or with alternative Python interpreters, such as [PyPy](http://pypy.org/) or [Jython](http://www.jython.org/). -By default, PySpark's scripts will run programs using `python`; an alternate Python executable may be specified by setting the `PYSPARK_PYTHON` environment variable in `conf/spark-env.sh`. + +By default, PySpark requires `python` to be available on the system `PATH` and use it to run programs; an alternate Python executable may be specified by setting the `PYSPARK_PYTHON` environment variable in `conf/spark-env.sh` (or `.cmd` on Windows). All of PySpark's library dependencies, including [Py4J](http://py4j.sourceforge.net/), are bundled with PySpark and automatically imported. -Standalone PySpark jobs should be run using the `pyspark` script, which automatically configures the Java and Python environment using the settings in `conf/spark-env.sh`. +Standalone PySpark jobs should be run using the `pyspark` script, which automatically configures the Java and Python environment using the settings in `conf/spark-env.sh` or `.cmd`. The script automatically adds the `pyspark` package to the `PYTHONPATH`. @@ -101,7 +100,7 @@ $ MASTER=local[4] ./pyspark ## IPython It is also possible to launch PySpark in [IPython](http://ipython.org), the enhanced Python interpreter. -To do this, simply set the `IPYTHON` variable to `1` when running `pyspark`: +To do this, set the `IPYTHON` variable to `1` when running `pyspark`: {% highlight bash %} $ IPYTHON=1 ./pyspark @@ -132,15 +131,16 @@ sc = SparkContext("local", "Job Name", pyFiles=['MyFile.py', 'lib.zip', 'app.egg Files listed here will be added to the `PYTHONPATH` and shipped to remote worker machines. Code dependencies can be added to an existing SparkContext using its `addPyFile()` method. +# API Docs + +[API documentation](api/pyspark/index.html) for PySpark is available as Epydoc. +Many of the methods also contain [doctests](http://docs.python.org/2/library/doctest.html) that provide additional usage examples. # Where to Go from Here -PySpark includes several sample programs in the [`python/examples` folder](https://github.com/apache/incubator-spark/tree/master/python/examples). -You can run them by passing the files to the `pyspark` script; e.g.: +PySpark also includes several sample programs in the [`python/examples` folder](https://github.com/apache/incubator-spark/tree/master/python/examples). +You can run them by passing the files to `pyspark`; e.g.: ./pyspark python/examples/wordcount.py Each program prints usage help when run without arguments. - -We currently provide [API documentation](api/pyspark/index.html) for the Python API as Epydoc. -Many of the RDD method descriptions contain [doctests](http://docs.python.org/2/library/doctest.html) that provide additional usage examples. diff --git a/docs/spark-standalone.md b/docs/spark-standalone.md index 9ab6ba0830..994a96f2c9 100644 --- a/docs/spark-standalone.md +++ b/docs/spark-standalone.md @@ -9,7 +9,7 @@ In addition to running on the Mesos or YARN cluster managers, Spark also provide You can start a standalone master server by executing: - ./spark-class spark.deploy.master.Master + ./spark-class org.apache.spark.deploy.master.Master Once started, the master will print out a `spark://HOST:PORT` URL for itself, which you can use to connect workers to it, or pass as the "master" argument to `SparkContext`. You can also find this URL on @@ -17,7 +17,7 @@ the master's web UI, which is [http://localhost:8080](http://localhost:8080) by Similarly, you can start one or more workers and connect them to the master via: - ./spark-class spark.deploy.worker.Worker spark://IP:PORT + ./spark-class org.apache.spark.deploy.worker.Worker spark://IP:PORT Once you have started a worker, look at the master's web UI ([http://localhost:8080](http://localhost:8080) by default). You should see the new node listed there, along with its number of CPUs and memory (minus one gigabyte left for the OS). |