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  1. PySpark Overview — PySpark 4.0.1 documentation - Apache Spark

    Spark Connect is a client-server architecture within Apache Spark that enables remote connectivity to Spark clusters from any application. PySpark provides the client for the Spark …

  2. Examples - Apache Spark

    Spark allows you to perform DataFrame operations with programmatic APIs, write SQL, perform streaming analyses, and do machine learning. Spark saves you from learning multiple …

  3. pyspark.sql.DataFrame.where — PySpark 4.0.1 documentation

    pyspark.pandas.Series.pandas_on_spark.transform_batch pyspark.pandas.DataFrame.pandas_on_spark.apply_batch …

  4. Configuration - Spark 4.0.1 Documentation

    Spark provides three locations to configure the system: Spark properties control most application parameters and can be set by using a SparkConf object, or through Java system properties. …

  5. Spark Release 4.0.0 - Apache Spark

    Apache Spark 4.0.0 marks a significant milestone as the inaugural release in the 4.x series, embodying the collective effort of the vibrant open-source community.

  6. Spark Streaming - Spark 4.0.1 Documentation - Apache Spark

    Spark Streaming is an extension of the core Spark API that enables scalable, high-throughput, fault-tolerant stream processing of live data streams. Data can be ingested from many sources …

  7. Structured Streaming Programming Guide - Spark 4.0.1 …

    Structured Streaming is a scalable and fault-tolerant stream processing engine built on the Spark SQL engine. You can express your streaming computation the same way you would express a …

  8. RDD Programming Guide - Spark 4.0.1 Documentation

    Spark supports two types of shared variables: broadcast variables, which can be used to cache a value in memory on all nodes, and accumulators, which are variables that are only “added” to, …

  9. Spark Release 3.5.4 - Apache Spark

    While being a maintenance release we did still upgrade some dependencies in this release they are: [SPARK-50150]: Upgrade Jetty to 9.4.56.v20240826 [SPARK-50316]: Upgrade ORC to …

  10. Spark Release 3.5.6 - Apache Spark

    Spark Release 3.5.6 Spark 3.5.6 is the sixth maintenance release containing security and correctness fixes. This release is based on the branch-3.5 maintenance branch of Spark. We …