spark-3.3.3-bin-hadoop3.tgz

spark Hadoop

Spark 3.3.3是Apache Spark的一个重要版本，它是一个快速、通用且可扩展的大数据处理框架。这个版本特别针对Hadoop 3.x进行了优化，使得它能够充分利用Hadoop生态系统中的新特性和性能改进。在本文中，我们将深入探讨Spark 3.3.3与Hadoop 3.x的集成，以及它们在大数据处理领域的关键知识点。 Spark的核心特性包括其内存计算能力，这极大地提高了数据处理速度。Spark的RDD（弹性分布式数据集）是其基础抽象，它提供了一种高效的、容错的数据存储和计算模型。在Spark 3.3.3中，对RDD的优化和性能提升使得大规模数据处理更加高效。 Spark SQL是Spark处理结构化数据的重要组件，它允许用户使用SQL查询语言进行数据处理，并与多种数据源如Hive、Parquet、JSON等无缝集成。在Spark 3.3.3中，SQL性能得到了显著提升，查询计划优化器也更加智能，能生成更高效的执行计划。再者，Spark Streaming提供了实时数据处理能力，它可以处理来自各种数据源的连续数据流。在Spark 3.3.3中，对DStream（离散化流）的处理更加强大，支持更多的窗口操作和复杂的流处理逻辑，增强了系统的可靠性和容错性。此外，MLlib是Spark的机器学习库，包含多种机器学习算法，如分类、回归、聚类和协同过滤等。在Spark 3.3.3中，MLlib进一步完善了模型解释性，优化了算法性能，并增加了对最新机器学习研究的支持。与Hadoop 3.x的集成是Spark 3.3.3的一大亮点。Hadoop 3.x引入了YARN（Yet Another Resource Negotiator）资源调度器的增强，提供了更细粒度的资源管理，提升了集群的利用率。Spark可以直接在YARN上运行，利用其资源管理功能。同时，Hadoop 3.x的HDFS（Hadoop Distributed File System）增强了存储能力，如支持大文件块和多命名空间，这对大数据处理的性能和灵活性都有积极影响。在Spark 3.3.3中，对Hadoop 3.x的支持还包括与HDFS的兼容性增强，如支持HDFS的Erasure Coding，这是一种提高数据冗余和恢复效率的方法。另外，Spark还能够利用Hadoop 3.x的MapReduce改进，如更高效的 Shuffle 操作，从而提升整体处理性能。总结来说，Spark 3.3.3与Hadoop 3.x的结合提供了强大的大数据处理平台，涵盖了数据处理、实时流处理、机器学习和存储管理等多个方面。这个版本的优化和新特性使得开发者能够更高效地处理大规模数据，同时享受到Hadoop 3.x带来的集群管理和存储性能提升。对于需要处理海量数据的企业和研究机构而言，Spark 3.3.3是一个理想的工具选择。

文件下载

资源详情

[{"title":"（ 1457 个子文件 285.56MB ） spark-3.3.3-bin-hadoop3.tgz","children":[{"title":"__init__,py 784B ","children":null,"spread":false},{"title":"__init__,py 784B ","children":null,"spread":false},{"title":"_common_metadata 210B ","children":null,"spread":false},{"title":"_metadata 743B ","children":null,"spread":false},{"title":"_SUCCESS 0B ","children":null,"spread":false},{"title":"_SUCCESS 0B ","children":null,"spread":false},{"title":"AnIndex 42.50KB ","children":null,"spread":false},{"title":"users.avro 334B ","children":null,"spread":false},{"title":"full_user.avsc 240B ","children":null,"spread":false},{"title":"user.avsc 185B ","children":null,"spread":false},{"title":"make2.bat 1.62KB ","children":null,"spread":false},{"title":"make.bat 1.01KB ","children":null,"spread":false},{"title":"beeline 1.06KB ","children":null,"spread":false},{"title":"setup.cfg 854B ","children":null,"spread":false},{"title":"spark-class2.cmd 2.75KB ","children":null,"spread":false},{"title":"find-spark-home.cmd 2.62KB ","children":null,"spread":false},{"title":"load-spark-env.cmd 2.28KB ","children":null,"spread":false},{"title":"spark-shell2.cmd 1.78KB ","children":null,"spread":false},{"title":"pyspark2.cmd 1.51KB ","children":null,"spread":false},{"title":"run-example.cmd 1.19KB ","children":null,"spread":false},{"title":"spark-class.cmd 1.15KB ","children":null,"spread":false},{"title":"spark-submit.cmd 1.15KB ","children":null,"spread":false},{"title":"spark-shell.cmd 1.15KB ","children":null,"spread":false},{"title":"spark-sql.cmd 1.15KB ","children":null,"spread":false},{"title":"pyspark.cmd 1.14KB ","children":null,"spread":false},{"title":"sparkR.cmd 1.14KB ","children":null,"spread":false},{"title":"spark-submit2.cmd 1.13KB ","children":null,"spread":false},{"title":"spark-sql2.cmd 1.09KB ","children":null,"spread":false},{"title":"sparkR2.cmd 1.07KB ","children":null,"spread":false},{"title":"beeline.cmd 1.04KB ","children":null,"spread":false},{"title":"spark-defaults.conf 1.01KB ","children":null,"spread":false},{"title":".coveragerc 872B ","children":null,"spread":false},{"title":".part-r-00000-829af031-b970-49d6-ad39-30460a0be2c8.orc.crc 12B ","children":null,"spread":false},{"title":".part-r-00007.gz.parquet.crc 12B ","children":null,"spread":false},{"title":".part-r-00000-829af031-b970-49d6-ad39-30460a0be2c8.orc.crc 12B ","children":null,"spread":false},{"title":".part-r-00004.gz.parquet.crc 12B ","children":null,"spread":false},{"title":".part-r-00002.gz.parquet.crc 12B ","children":null,"spread":false},{"title":".part-r-00005.gz.parquet.crc 12B ","children":null,"spread":false},{"title":".part-r-00008.gz.parquet.crc 12B ","children":null,"spread":false},{"title":"pyspark.css 2.44KB ","children":null,"spread":false},{"title":"R.css 1.80KB ","children":null,"spread":false},{"title":"ages_newlines.csv 87B ","children":null,"spread":false},{"title":"people.csv 49B ","children":null,"spread":false},{"title":"ages.csv 26B ","children":null,"spread":false},{"title":"lpsa.data 10.15KB ","children":null,"spread":false},{"title":"test.data 128B ","children":null,"spread":false},{"title":"DESCRIPTION 1.40KB ","children":null,"spread":false},{"title":"Dockerfile 2.36KB ","children":null,"spread":false},{"title":"Dockerfile 1.33KB ","children":null,"spread":false},{"title":"Dockerfile 1.24KB ","children":null,"spread":false},{"title":"find-spark-home 1.89KB ","children":null,"spread":false},{"title":".gitignore 49B ","children":null,"spread":false},{"title":"sparkr-vignettes.html 157.98KB ","children":null,"spread":false},{"title":"00Index.html 133.87KB ","children":null,"spread":false},{"title":"LICENSE-javassist.html 25.09KB ","children":null,"spread":false},{"title":"index.html 1.40KB ","children":null,"spread":false},{"title":"MANIFEST.in 1.16KB ","children":null,"spread":false},{"title":"INDEX 16.17KB ","children":null,"spread":false},{"title":"mypy.ini 3.10KB ","children":null,"spread":false},{"title":"quickstart_ps.ipynb 4.08MB ","children":null,"spread":false},{"title":"quickstart_df.ipynb 31.12KB ","children":null,"spread":false},{"title":"rocksdbjni-6.20.3.jar 34.41MB ","children":null,"spread":false},{"title":"hadoop-client-runtime-3.3.2.jar 29.09MB ","children":null,"spread":false},{"title":"hadoop-client-api-3.3.2.jar 18.56MB ","children":null,"spread":false},{"title":"breeze_2.12-1.2.jar 13.31MB ","children":null,"spread":false},{"title":"spark-catalyst_2.12-3.3.3.jar 11.96MB ","children":null,"spread":false},{"title":"spark-3.3.3-yarn-shuffle.jar 10.79MB ","children":null,"spread":false},{"title":"spark-core_2.12-3.3.3.jar 10.50MB ","children":null,"spread":false},{"title":"scala-compiler-2.12.15.jar 10.47MB ","children":null,"spread":false},{"title":"hive-exec-2.3.9-core.jar 10.34MB ","children":null,"spread":false},{"title":"spark-sql_2.12-3.3.3.jar 8.48MB ","children":null,"spread":false},{"title":"hive-metastore-2.3.9.jar 7.82MB ","children":null,"spread":false},{"title":"mesos-1.4.3-shaded-protobuf.jar 7.01MB ","children":null,"spread":false},{"title":"spire_2.12-0.17.0.jar 6.91MB ","children":null,"spread":false},{"title":"spark-mllib_2.12-3.3.3.jar 5.85MB ","children":null,"spread":false},{"title":"zstd-jni-1.5.2-1.jar 5.61MB ","children":null,"spread":false},{"title":"scala-library-2.12.15.jar 5.19MB ","children":null,"spread":false},{"title":"kubernetes-model-core-5.12.2.jar 4.00MB ","children":null,"spread":false},{"title":"scala-reflect-2.12.15.jar 3.51MB ","children":null,"spread":false},{"title":"hadoop-shaded-guava-1.1.1.jar 3.21MB ","children":null,"spread":false},{"title":"cats-kernel_2.12-2.1.1.jar 3.19MB ","children":null,"spread":false},{"title":"derby-10.14.2.0.jar 3.08MB ","children":null,"spread":false},{"title":"shapeless_2.12-2.3.7.jar 3.05MB ","children":null,"spread":false},{"title":"curator-client-2.13.0.jar 2.31MB ","children":null,"spread":false},{"title":"spark-network-common_2.12-3.3.3.jar 2.30MB ","children":null,"spread":false},{"title":"commons-math3-3.6.1.jar 2.11MB ","children":null,"spread":false},{"title":"guava-14.0.1.jar 2.09MB ","children":null,"spread":false},{"title":"datanucleus-core-4.1.17.jar 1.92MB ","children":null,"spread":false},{"title":"parquet-column-1.12.2.jar 1.90MB ","children":null,"spread":false},{"title":"snappy-java-1.1.8.4.jar 1.88MB ","children":null,"spread":false},{"title":"datanucleus-rdbms-4.1.19.jar 1.82MB ","children":null,"spread":false},{"title":"parquet-jackson-1.12.2.jar 1.79MB ","children":null,"spread":false},{"title":"arrow-vector-7.0.0.jar 1.77MB ","children":null,"spread":false},{"title":"log4j-core-2.17.2.jar 1.73MB ","children":null,"spread":false},{"title":"hive-service-rpc-3.1.2.jar 1.60MB ","children":null,"spread":false},{"title":"spark-examples_2.12-3.3.3.jar 1.49MB ","children":null,"spread":false},{"title":"jackson-databind-2.13.4.2.jar 1.46MB ","children":null,"spread":false},{"title":"ivy-2.5.1.jar 1.33MB ","children":null,"spread":false},{"title":"tink-1.6.1.jar 1.26MB ","children":null,"spread":false},{"title":"zookeeper-3.6.2.jar 1.19MB ","children":null,"spread":false},{"title":"......","children":null,"spread":false},{"title":"文件过多，未全部展示","children":null,"spread":false}],"spread":true}]

评论信息

其他资源

免责申明

【只为小站】的资源来自网友分享，仅供学习研究，请务必在下载后24小时内给予删除，不得用于其他任何用途，否则后果自负。基于互联网的特殊性，【只为小站】无法对用户传输的作品、信息、内容的权属或合法性、合规性、真实性、科学性、完整权、有效性等进行实质审查；无论【只为小站】经营者是否已进行审查，用户均应自行承担因其传输的作品、信息、内容而可能或已经产生的侵权或权属纠纷等法律责任。
本站所有资源不代表本站的观点或立场，基于网友分享，根据中国法律《信息网络传播权保护条例》第二十二条之规定，若资源存在侵权或相关问题请联系本站客服人员，zhiweidada#qq.com，请把#换成@，本站将给予最大的支持与配合，做到及时反馈和处理。关于更多版权及免责申明参见版权及免责申明

spark-3.3.3-bin-hadoop3.tgz

文件下载

资源详情

评论信息

其他资源

免责申明

个人信息

相关资源标签

热门下载

最新下载