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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. 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 …

  3. Spark Release 3.5.5 - Apache Spark

    Dependency changes While being a maintenance release we did still upgrade some dependencies in this release they are: [SPARK-50886]: Upgrade Avro to 1.11.4 You can …

  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. 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 …

  6. Getting Started — PySpark 4.0.1 documentation - Apache Spark

    There are more guides shared with other languages such as Quick Start in Programming Guides at the Spark documentation. There are live notebooks where you can try PySpark out without …

  7. 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 …

  8. Structured Streaming Programming Guide - Spark 4.0.1 …

    Types of time windows Spark supports three types of time windows: tumbling (fixed), sliding and session. Tumbling windows are a series of fixed-sized, non-overlapping and contiguous time …

  9. 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 …

  10. Pandas API on Spark — PySpark 4.0.1 documentation

    Specify the index column in conversion from Spark DataFrame to pandas-on-Spark DataFrame Use distributed or distributed-sequence default index Handling index misalignment with …