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Apache Lens 统一数据分析接口

Lens 提供了一个统一数据分析接口。通过提供一个跨多个数据存储的单一视图来实现数据分析任务切分,同时优化了执行的环境。无缝的集成 Hadoop 实现类似传统数据仓库的功能。


Apache Lens 2.4.0-beta 发布,此版本更新内容如下:

子任务

  • [LENS-113] - Document how to document a feature in contributor guide

  • [LENS-399] - TestRewriting test is failing with powermock incompatibility with jdk8

  • [LENS-607] - Test Failures on java8

  • [LENS-724] - Bump version in master to 2.4

  • [LENS-732] - exclude patchprocess directory from licence check.

  • [LENS-748] - Change version number to 2.4.0-beta-SNAPSHOT in master

  • [LENS-790] - UI Module failing if maven version is < 3.1

  • [LENS-802] - Merge master with current-release-line for 2.4

  • [LENS-803] - Bump version in master to 2.5

  • [LENS-804] - Verify Lens 2.4 issues

  • [LENS-805] - Update 2.4 release documentation

  • [LENS-806] - Update gpg keys in dist repo

Bug 修复

  • [LENS-224] - FinishedLensQuery is not storing selectedDriver

  • [LENS-446] - server params should not be passed to session and drivers

  • [LENS-576] - Cannot retrieve query results on lens server restart

  • [LENS-734] - Query output files should have the query name

  • [LENS-745] - Drop partition is assigning latest=null if latest partition is being dropped

  • [LENS-756] - Example query on customer_city_name failing

  • [LENS-762] - Partition Created for querystats is not honouring "lens.server.statistics.warehouse.dir"

  • [LENS-765] - null Error Message on Lens Server logs

  • [LENS-774] - Unable to override "lens.server.session.expiry.service.interval.secs" because of spelling mistake

  • [LENS-775] - NPE on closing HadoopFileFormatter

  • [LENS-777] - Query remains in queue even when driver is free

  • [LENS-792] - StatusPoller logs are useless

  • [LENS-795] - Look ahead is failing with partition not found if any process time partitions are absent

  • [LENS-816] - ThreadSafeEstimatedQueryCollection is ignoring driver argument in getQueries and getQueryCount

  • [LENS-826] - lens.client.query.poll.interval needs doc update

  • [LENS-847] - Columnar JDBC Rewriter in incorrectly pushing filter against wrong alias when fact columns map to a single dimension

  • [LENS-852] - lens-ship-jars in current-release-line branch should have parent version 2.4.0-beta-SNAPSHOT instead of 2.5.0-beta-SNAPSHOT

改进

  • [LENS-341] - Lens is not building against on JAVA-8

  • [LENS-392] - Look ahead timerange should not look for all finer granularity partitions to be present

  • [LENS-533] - Critical metrics for lens

  • [LENS-559] - Add inline values to be specified for XDimAttribute in xsd

  • [LENS-629] - A new, improved web client.

  • [LENS-693] - Queries get purged to DB as soon as they finish

  • [LENS-710] - Allow column name mapping for few/all columns in underlying storage tables

  • [LENS-716] - Support for !=, in and not in predicates in elastic search driver

  • [LENS-731] - Enhance cube.xsd to accept Hierarchical dimattribute and inline dimattribute

  • [LENS-737] - Throw single error out with LensMultiException

  • [LENS-739] - Generate udf jar for lens-regression

  • [LENS-753] - Queue number for queries

  • [LENS-755] - rename LogicalTableCrudCommand to ConceptualTableCrudCommand and PhysicalTableCrudCommand to LogicalTableCrudCommand

  • [LENS-757] - Examples should continue to run in case submission failures

  • [LENS-772] - Both time and size based rolling for logs

  • [LENS-782] - UI support for the saved, parametrized query feature.

  • [LENS-796] - Slow response times for /metastore/nativetables API

  • [LENS-797] - Improve CLI documentation to mention the helpful role of pressing tab while writing commands

  • [LENS-831] - Create a single jar for shipping with hive queries

新特性

  • [LENS-742] - Saved query and parameterization

  • [LENS-752] - Support flattening of columns selected through bridge-tables(many-to-many relationships)

任务

  • [LENS-108] - Improve developer documentation

  • [LENS-187] - Move cube specific error message codes from InMobi's Hive code to Lens

  • [LENS-758] - Remove feather logo from the repository, use already existing image to display on website

  • [LENS-784] - setup build job with java8 on jenkins

  • [LENS-801] - Release Lens 2.4.0-beta

更多内容请看发行说明

Lens 提供了一个统一数据分析接口。通过提供一个跨多个数据存储的单一视图来实现数据分析任务切分,同时优化了执行的环境。无缝的集成 Hadoop 实现类似传统数据仓库的功能。

该项目主要特性:

  • 简单元数据层为数据存储提供抽象视图层

  • 单一的共享模式服务器,基于 Hive 元存储。模式通过数据管道 HCatalog 和分析应用进行共享:

    • OLAP Cube QL 类似 SQL 的高级语言用来查询和描述存放在不同数据立方体 (Cubes) 中的数据集

    • JDBC 驱动和 Java 客户端库来处理查询

    • Lens 应用服务器 - 这是一个 REST 服务器允许用户查询数据,更改数据模型,调度查询和查询的配额限制

    • 基于驱动的架构 允许在报表系统中进行嵌入,例如 Hive、列数据存储、Redshift 等

    • 基于成本算法的引擎选择 - 该算法可优化资源的使用,通过对查询的复杂度自动选择最佳执行引擎

Apache Lens 的架构如下:



历史版本 :
Apache Lens 2.4.0-beta 发布
Apache Lens 2.2.0-beta-incubating 发布
Apache Lens 2.1.0 Beta Incubating 发布
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