Releases: byzer-org/byzer-lang
Byzer-lang v2.3.3
Byzer-lang 2.3.3 发布声明
发布时间 2022-09-08
很高兴地宣布，今天我们正式发布了 Byzer（Byzer-lang） 2.3.3 版本，提供了更加灵活且稳定的 Byzer 引擎。
优化改进
- [byzer-lang/issues/1816] SQL JDBC ET 能力的增强
- [byzer-lang/issues/1806] 支持自定义执行 API 返回报错的静态替换模板，来给用户提供自定义错误消息的功能
- [byzer-lang/issues/1804] CSV 数据源支持 SkipFirstNLines 的能力
- [byzer-extension/issues/45] Excel 数据源支持指定 sheet 进行加载，且支持 SkipFirstNLines 的能力
- [byzer-lang/issues/1793] 支持 Runscript 回调 API 中添加 header
- [byzer-lang/issues/1812] 增强 Byzer 文件系统操作 !fs 命令的能力
- [byzer-extension/issues/49] Data Summary ET 实现重构，修复若干问题并提升性能
缺陷修复
- [byzer-lang/issues/1820] 修复 Byzer All in one 版本在无 java 环境下启动失败，没有使用到默认的 jdk 的问题
- [byzer-lang/pull/1833] 修复 CSV 数据源 encoding 参数
安全修复
- [byzer-lang/issues/1797] Byzer Engine Web Console 前端漏洞修复
下载使用
下载 Byzer-lang 2.3.3 安装包，请点击下方链接获取：
https://download.byzer.org/byzer/2.3.3/
安装部署指南请查看手册： Byzer引擎部署指引
反馈
如果您遇到疑问或者问题，请到 byzer-lang 项目的 Issue 里留言，
或通过邮件联系 PMC Member：[email protected]
欢迎大家积极反馈使用体验与遇到的问题，共同参与社区建设。
致谢
感谢在 Byzer-lang 2.3.3 版本中做出贡献社区小伙伴们（排名不分先后）：WilliamZhu，hellozepp，jiachuan.zhu，Zhengshuai PENG，ckeys，Lindsaylin, fishcus, Admond Guo, wangcheng15, wuzhim
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Byzer-lang 2.3.3 Release Note
Release Date: 2022-09-08
We are pleased to announce that today we officially released the Byzer（Byzer-lang） 2.3.3 version, which provides a more flexible and stable Byzer engine.
Enhancement
- [byzer-lang/issues/1816] Enhance SQL JDBC ET capability.
- [byzer-lang/issues/1806] Support the custom execution API to return a static replacement template for error messages, allowing users to customize error messages.
- [byzer-lang/issues/1804] Support SkipFirstNLines for CSV data source.
- [byzer-extension/issues/45] Support loading of specified sheets and SkipFirstNLines for Excel data source.
- [byzer-lang/issues/1793] Support adding headers to the Runscript callback API
- [byzer-lang/issues/1812] Enhance Byzer file system capability of !fs command
- [byzer-extension/issues/49] Enhance Data Summary ET, fix several problems and improve performance.
Bugfix
- [byzer-lang/issues/1820] Fix the startup failure of Byzer All in One version that the default jdk is not used.
- [byzer-lang/pull/1833] Fix encoding parameters for the CSV data source.
- [byzer-lang/issues/1797] Fix the front-end vulnerabilities of Byzer Engine Web Console.
Downloads
To download the Byzer binary installation package, click the link below:
https://download.byzer.org/byzer/2.3.3/
Feedback
If you meet any problem, please submit an issue in project Byzer-lang
Or contact PMC Member：[email protected]
Welcome data developers to join and build community ecology.
Acknowledgments
Thanks to those who contributed code to Byzer-lang 2.3.3 (the following ranks are in no particular order): WilliamZhu，hellozepp，jiachuan.zhu，Zhengshuai PENG，ckeys，Lindsaylin, fishcus, Admond Guo, wangcheng15, wuzhim
Byzer-lang v2.3.2
Byzer-lang 2.3.2 发布声明
发布时间 2022-07-27
很高兴地宣布，今天我们正式发布了 Byzer（Byzer-lang） 2.3.2 版本，提供了更加灵活且稳定的 Byzer 引擎。
主要内容更新
在本次的版本中，我们对 Data Summary ET 进行了一些修复与能力扩充：
- 在计算 Quantile 数值的时候，支持对空值的过滤
- DataSummary ET 中唯一值（distinct count）比例的计算使用 approx_count_distinct 时会存在一定的误差。因此增加 approx 去计算唯一值，设置 approx 计算开关，即支持精确计算（大数据量会有数据瓶颈）。
- 更改 String 数据长度
- 增加非数据类型的列的 mode 值计算
- 优化了算子的聚合值的类型，对于 count 类的算子返回 int 类型
- 修复均值（Mean Values）的返回结果，需要根据 round_at 进行小数位数的保留
- 百分比展示默认保留两位小数 "xx.yy%"，计算时需要保留 round_at + 2 位。
- 重新实现 Quantile 计算，支持精准计算 Quantile 值（Hint：使用的时候注意数据性能瓶颈的问题）
详情见 byzer-extension/issues/31
优化改进
- [byzer-lang/issues/1796]（https://github.com/byzer-org/byzer-lang/issues/1793）
支持 runscript callbackHeader
缺陷修复
- byzer-lang/issues/1796
升级 Byzer All in One 2.3.1 产品包中 OpenJDK 的版本，当前版本 JDK 会导致写文件失败 - [byzer-lang/issues/1649]（https://github.com/byzer-org/byzer-lang/issues/1649）
为 ModelExplain 添加 pathPrefix，使其可以精确定位多组算法模型
下载使用
下载 Byzer-lang 2.3.2 安装包，请点击下方链接获取：
https://download.byzer.org/byzer/2.3.2/
安装部署指南请查看手册： Byzer引擎部署指引
反馈
如果您遇到疑问或者问题，请到 byzer-lang 项目的 Issue 里留言，
或通过邮件联系 PMC Member：[email protected]
欢迎大家积极反馈使用体验与遇到的问题，共同参与社区建设。
致谢
感谢在 Byzer-lang 2.3.2 版本中做出贡献社区小伙伴们（排名不分先后）：WilliamZhu，hellozepp，jiachuan.zhu，Zhengshuai PENG，ckeys，Lindsaylin
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Byzer-lang 2.3.2 Release Note
Release Date: 2022-07—27
We are pleased to announce that today we officially released the Byzer（Byzer-lang） 2.3.2 version, which provides a more flexible and stable Byzer engine.
Major Changes
In this version, we have made some fixes and expanded the capabilities for Data Summary ET:
- Support filtering null values when calculating Quantile values
- When the proportion of unique value (distinct count) in DataSummary ET is calculated using approx_count_distinct, there is a certain error. Therefore, set the approx calculation switch to support the precise calculation (There may exist data bottleneck for large data).
- Change the String data length
- Add the mode value calculation for columns.
- Optimize the type of aggregate value of the operator, returning int for the operator of "count".
- To restore the return result of "Mean Values", the number of decimal places should be reserved according to round_at
- By default, two decimals "xx.yy %" are reserved for percentage display. Round_at + 2 decimals are reserved for calculation.
- Optimize Quantile calculations to support precise computation of Quantile values (Hint: be aware of data performance bottlenecks when used)
For more details please refer： [byzer - the extension/issues / 31] (byzer-org/byzer-extension#31)
Enhancement
- [byzer-lang/issues/1796]（https://github.com/byzer-org/byzer-lang/issues/1793）
Support runscript callbackHeader.
Bugfix - byzer-lang/issues/1796
Upgrade the OpenJDK version in Byzer All in One 2.3.1 product package . The current JDK version may cause file writing failure. - [byzer-lang/issues/1649]（https://github.com/byzer-org/byzer-lang/issues/1649）
Add pathPrefix for modelExplain
Downloads
To download the Byzer binary installation package, click the link below:
https://download.byzer.org/byzer/2.3.2/
Feedback
If you meet any problem, please submit an issue in project Byzer-lang
Or contact PMC Member：[email protected]
Welcome data developers to join and build community ecology.
Acknowledgments
Thanks to those who contributed code to Byzer-lang 2.3.1 (the following ranks are in no particular order): WilliamZhu，hellozepp，jiachuan.zhu，Zhengshuai PENG，ckeys，Lindsaylin
What's Changed
- change byzer package naming by @hellozepp in #1732
- MLSQLRest returns more informative response for different types of errors by @chncaesar in #1739
- change the log file naming by @hellozepp in #1748
- Optimize byzer script by @AdmondGuo in #1745
- fix script & assembly by @AdmondGuo in #1753
- Update LexerUtils.scala by @kaliGo-Li in #1727
- Support ut and it test script1 by @hellozepp in #1755
- Bump logback-core from 1.1.8 to 1.2.9 by @dependabot in #1743
- Add multi file upload support by @anan0120 in #1736
- fix the error of byzer log path by @hellozepp in #1763
- shell script improvement by @ZhengshuaiPENG in #1761
- remove mlsql-version-info.properties by @hellozepp in #1764
- Example prop by @AdmondGuo in #1762
- Mirror Fix about assembly by @AdmondGuo in #1766
- renaming mlsql web console to byzer web console by @ZhengshuaiPENG in #1767
- [Enhancement] Include plugin jars in driver and executor classspath by @chncaesar in #1769
- [BugFix] Fix pagination bug by @chncaesar in #1776
- Upgrade MLSQLRest test case by @chncaesar in #1777
- Adds an options to automatically clean MLSQLRest temp data by @chncaesar in #1778
- refine readme by @ZhengshuaiPENG in #1785
- Load/Train/Run 语法中的 where 条件参数默认被开启了 evaluateDynamicExpression 导致错误 by @allwefantasy in #1760
- Support runscript callbackHeader by @hellozepp in #1787
- Revert "Support runscript callbackHeader" by @allwefantasy in #1789
- Add pathPrefix for modelExplain by @chncaesar in #1794
New Contributors
- @dependabot made their first contribution in #1743
Full Changelog: v2.2.2...v2.3.2
Contributors
Assets 10
Byzer-lang v2.3.1
Byzer-lang 2.3.1 发布声明
发布时间 2022-07-06
很高兴今天我们发布了 Byzer（Byzer-lang） 2.3.1 版本，提供了更加灵活且稳定的 Byzer 引擎。
主要内容更新
- 在该版本中集成了由社区贡献者 Github Id：ZhemingX 主要贡献的可交互式的 Byzer-Shell ，Byzer Shell 可以允许用户在不同的操作系统中，安装 Byzer 引擎后，通过
$BYZER_HOME/bin/byzer-shell命令直接启动一个可交互式的 Shell 命令行程序，方便用户体验和使用 Byzer 引擎，或做一些即时的运算。
优化改进
- byzer-lang/issues/1779 增加参数支持自动清理 REST API 数据源 Load 语句缓存的临时数据
- byzer-lang/issues/1777 更新了更多 REST API 数据源的测试 Case
- byzer-extension/issues/17 DataSummary ET 算子支持更多的统计计算
缺陷修复
- byzer-extension/issues/15 修复 mlsql_plugin_tool 构建 mlsql-mllib 插件的问题
下载使用
下载 Byzer-lang 2.3.1 安装包，请点击下方链接获取：
https://download.byzer.org/byzer/2.3.1/
安装部署指南请查看手册： Byzer引擎部署指引
反馈
如果您遇到疑问或者问题，请到 byzer-lang 项目的 Issue 里留言，
或通过邮件联系 PMC Member：[email protected]
欢迎大家积极反馈使用体验与遇到的问题，共同参与社区建设。
致谢
感谢在 Byzer-lang 2.3.1 版本中做出贡献社区小伙伴们（排名不分先后）：ZhemingX，kaliGo-Li，WilliamZhu，hellozepp，jiachuan.zhu，Zhengshuai PENG，ckeys
Byzer-lang 2.3.1 Release Note
Release Date: 2022-07-06
We are pleased to announce that today we officially released the Byzer-lang 2.3.1 version, which provides a more flexible and stable Byzer engine.
Major Changes
- The interactive Byzer-Shell contributed by Github Id: ZhemingX is introduced in this release , Byzer Shell allows users to directly start an interactive shell command line process through the
$BYZER_HOME/bin/byzer-shellcommand after installing Byzer engine in different operating systems, which is convenient for users to try Byzer engine.
Enhancement
- byzer-lang/issues/1779 Add options in REST API Load clause to auto clean up the cache data
- byzer-lang/issues/1777 Add more test cases for rest api datasources
- byzer-extension/issues/17 DataSummary ET supports more statistics calculation
Bugfix
- byzer-extension/issues/15 Fix the problem that fails to build mlsql-mllib by mlsql_plugin_tool
Downloads
To download the Byzer binary installation package, click the link below:
https://download.byzer.org/byzer/2.3.1/
Feedback
If you meet any problem, please submit an issue in project Byzer-lang
Or contact PMC Member：[email protected]
Welcome data developers to join and build community ecology.
Acknowledgments
Thanks to those who contributed code to Byzer-lang 2.3.0 (the following ranks are in no particular order): ZhemingX，kaliGo-Li，WilliamZhu，hellozepp，jiachuan.zhu，Zhengshuai PENG，ckeys
Byzer-lang v2.3.0.1 Hotfix
发布时间 2022-05-01
今天我们发布了 Byzer（Byzer-lang） 2.3.0.1 Hotfix 版本，在 Byzer 2.3.0 的基础上修复了一个 Rest API 数据源翻页获取数据错误的问题。
缺陷修复
- byzer-lang/issues/1775 修复了请求 REST 数据源翻页数据获取错误的问题
下载使用
下载 Byzer-lang 2.3.0.1 安装包，请点击下方链接获取：
https://download.byzer.org/byzer/2.3.0.1/
安装部署指南请查看手册： Byzer引擎部署指引
反馈
如果您遇到疑问或者问题，请到 byzer-lang 项目的 Issue 里留言，
或通过邮件联系 PMC Member：[email protected]
欢迎大家积极反馈使用体验与遇到的问题，共同参与社区建设。
致谢
感谢在 Byzer-lang 2.3.0.1 Hotfix 版本中做出贡献社区小伙伴们（排名不分先后）：jiachuan.zhu
Release Date: 2022-05-01
We are pleased to announce that today we officially released the Byzer-lang 2.3.0.1 Hotfix version on top of Byzer 2.3.0, which provides a more flexible and stable Byzer engine.
Bugfix
- byzer-lang/issues/1775 Fix the problem about the data error when requesting REST API data source by paging
Downloads
To download the Byzer binary installation package, click the link below:
https://download.byzer.org/byzer/2.3.0.1/
Feedback
If you meet any problem, please submit an issue in project Byzer-lang
Or contact PMC Member：[email protected]
Welcome data developers to join and build community ecology.
Acknowledgments
Thanks to those who contributed code to Byzer-lang 2.3.0.1 Hotfix (the following ranks are in no particular order): jiachuan.zhu
Byzer-lang v2.3.0
发布时间 2022-04-29
很高兴今天我们发布了 Byzer（Byzer-lang） 2.3.0 版本，提供了更加灵活且稳定的 Byzer 引擎。
主要内容更新
-
在该版本中，我们优化了产品的安装部署流程，将配置文件和可执行脚本分离，并在可执行脚本中引入了环境检查，并优化了终端的信息显示。用户可通过调整
${BYZER_HOME/conf目录下的配置文件, 然后执行${BYZER_HOME/bin/byzer.sh start | stop | restart}就可以对 Byzer 引擎进行启动，停止以及重启等操作，在易用性和可维护性上得到了巨大的提升。设计详情请参考 BIP 3: Optimize Byzer lang script -
在
2.3.0版本中，我们优化了 Byzer 引擎的打包逻辑并修复了部分 bug（源代码可参见 byzer-org/byzer-build），统一了各产品包的项目结构以及使用方式，同时优化了官方下载站点的文件目录结构，将项目中历史遗留的 naming 问题做了统一，期望能够给社区用户带来更好的体验。
该变更可能会影响使用旧版本的用户，相关变更如下：
| 变更说明 | Before 2.3.0 | 2.3.0 |
|---|---|---|
| byzer 镜像内目录改名 | /home/deploy/mlsql |
/home/deploy/byzer-lang |
| byzer 镜像中主程序 jar 路径变更 | /home/deploy/mlsql/libs |
/home/deploy/byzer-lang/main |
| 主程序 jar 名称变更 | streamingpro-mlsql-spark_3.0_2.12-2.2.2.jar |
byzer-lang-3.1.1-2.12-2.3.0.jar |
| 默认删除 Spark velocity jar | spark velocity jar 可能会造成 json path 的读取问题 | 在 all-in-one 以及镜像中将该 jar 文件进行了删除 |
-
在
2.3.0版本的开发过程中，我们对官方手册 做了大量的修订和内容增补，涵盖了部署安装，REST 数据源等重点章节，期望能够给用户更多的帮助。 -
在
2.3.0版本的开发过程中，我们优化了 Byzer 引擎的 CICD 流程，增强了 Byzer 引擎的自动化测试能力，提高了代码的覆盖率，自动化测试环境覆盖了 Byzer 引擎支持的多种环境，设计详情可以参考 BIP 1: Support Integration testing using docker
优化改进
- byzer-lang/issues/1737 REST 数据源上传功能增加配置目录支持
- byzer-lang/issues/1771 动态安装插件支持设置代理
- byzer-lang/issues/1772 支持 Oracle upsert 语义，设计详情见 BIP 2: Support upserting oracle table
缺陷修复
- byzer-lang/issues/1670 修复了 REST 数据源请求中 limit 参数执行和预期不一致的问题
- byzer-lang/issues/1738 修复了 REST 数据源请求当请求失败应该返回状态码的问题
- byzer-build/issues/51 默认在产品包以及镜像中删除了 velocity jar
- byzer-build/issues/32 修复了 Byzer Build 项目中命名不明确的问题
下载使用
下载 Byzer-lang 2.3.0 安装包，请点击下方链接获取：
https://download.byzer.org/byzer/2.3.0/
安装部署指南请查看手册： Byzer引擎部署指引
反馈
如果您遇到疑问或者问题，请到 byzer-lang 项目的 Issue 里留言，
或通过邮件联系 PMC Member：[email protected]
欢迎大家积极反馈使用体验与遇到的问题，共同参与社区建设。
致谢
感谢在 Byzer-lang 2.3.0 版本中做出贡献社区小伙伴们（排名不分先后）：anan0120，kaliGo-Li，AdmondGuo，WilliamZhu，hellozepp，jiachuan.zhu，Zhengshuai PENG，Yifan Chen，Qi Lin，ckeys
Release Date: 2022-04-29
We are pleased to announce that today we officially released the Byzer-lang 2.3.0 version, which provides a more flexible and stable Byzer engine.
Major Changes
-
In this version, we have optimized the installation and deployment process of Byzer engine, separated configuration files from executable scripts, introduced environment checks, and optimized the display of terminal information. User can change the configuration by modifying the property files in
${BYZER_HOME/conf, and can start, stop, restart the Byzer engine by executing${BYZER_HOME/bin/byzer.sh start | stop | restart}. This change brings a huge improvement in ease of use and maintainability. Details please refer to the BIP 3: Optimize Byzer lang script -
In the
2.3.0version, we optimized the packaging logic of the Byzer engine and fixed some bugs (see byzer-org/byzer-build), unifies the project structure and usage of each product offer, and optimizes the file directory structure of the official download site, Fix the naming problem left over in the project, hoping to bring a better experience to community users.
This may introduce the break changes， details as following：
| Change | Before 2.3.0 | 2.3.0 |
|---|---|---|
| byzer folder name change in image | /home/deploy/mlsql |
/home/deploy/byzer-lang |
| byzer main jar path change in image | /home/deploy/mlsql/libs |
/home/deploy/byzer-lang/main |
| main jar name change | streamingpro-mlsql-spark_3.0_2.12-2.2.2.jar |
byzer-lang-3.1.1-2.12-2.3.0.jar |
| Remove Spark velocity jar | spark velocity jar in conflict with json path parsing | Remove this jar file in all-in-one package and images |
-
During the development of the
2.3.0version, we made a lot of revisions and additions to the official manual, hoping to give users more help. -
During the development of the
2.3.0version, we optimized the CICD process of the Byzer engine, enhanced the automated testing capabilities, and improved the code coverage. Details please refer to BIP 1: Support Integration testing using docker
Enhancement
- byzer-lang/issues/1737 Add path configuration on REST data source
- byzer-lang/issues/1771 Support set proxy when install plugins online
- byzer-lang/issues/1772 Support Oracle upsert details please refer to BIP 2: Support upserting oracle table
Bugfix
- byzer-lang/issues/1670 Fix the problem of rest api request where the param limit is executed more times than expected
- byzer-lang/issues/1738 Rest ET should return status code if http request failed
- byzer-build/issues/51 Delete spark velocity jar by default
- byzer-build/issues/32 Fix the naming problems in Byzer Build project
Downloads
To download the Byzer binary installation package, click the link below:
https://download.byzer.org/byzer/2.3.0/
Feedback
If you meet any problem, please submit an issue in project Byzer-lang
Or contact PMC Member：[email protected]
Welcome data developers to join and build community ecology.
Acknowledgments
Thanks to those who contributed code to Byzer-lang 2.3.0 (the following ranks are in no particular order): anan0120, kaliGo-Li, AdmondGuo, WilliamZhu, hellozepp, jiachuan.zhu, Zhengshuai PENG, Yifan Chen, Qi Lin, ckeys
Byzer-lang v2.2.2
Byzer-lang 2.2.2 Release Notes
Release Date: 2022-03-30
We are pleased to announce that today we officially released the Byzer-lang 2.2.2 version, which provides a more flexible and stable Byzer engine.
Update as follows
Enhancement
- byzer-lang/issues/1706 [Feature] Byzer supports AES encryption when using sensitive strings in Byzer script.
- byzer-lang/issues/1718 [Feature] JDBC upsert mode supports Oralce.
- byzer-lang/issues/1730 [Enhancement] Optimize Rest data source paging strategy to support multiple page-turning options.
Bugfix
- byzer-lang/issues/1699 [Bug] Fix a Java UDF compilation error that caused the Job in Byzer Notebook to fail to terminate correctly.
- byzer-lang/issues/1708 [Bug] Fix the error of rest_request UDF "No content to map to Obeject due to end of input".
- byzer-lang/pull/1721 [Bug] Fix the NoSuchElementException error when syntax hint is not matched.
Downloads
To download the Byzer binary installation package, click the link below:
- Byzer All In One edition currently provides adaptation for Mac/Linux/Windows (The Windows version currently does not support Byzer-python)
- Byzer server versions are compatible with Spark 2.4.3 and Spark 3.1.1 respectively
- Byzer VSCode Extension Version (Desktop Version)
Feedback
If you meet any problem, please submit an issue in project Byzer-lang
Or contact PMC Member：[email protected]
Welcome data developers to join and build community ecology.
Acknowledgments
Thanks to those who contributed code to Byzer-lang 2.2.2 (the following ranks are in no particular order): kaliGo-Li，WilliamZhu，hellozepp，jiachuan.zhu
Byzer-lang v2.2.1
Byzer-lang 2.2.1 Release Note
Release Date: 2022-01-17
We are pleased to announce that today we officially released the Byzer-lang 2.2.1 version.
Update on v2.2.1
Bug Fix
- #1660 Fix the error using SendMessage ET
- #1654 Fix the problem of python daemon surge
- #1650 Fix the issue that across-cell variables cannot be recognized
- #1644 Fix PSExecutor fails to parse new option in Spark
- #1642 Fix !show et; error in distribute mode
- #1640 Enahnce SQLDiscretizer example
- #1636 CustomFS should honor saveMode config
Downloads
Byzer-lang binary
Download the package below：
- Spark 2.4.3 version：byzer-lang_2.4-2.2.1.tar.gz
- Spark 3.1.1 version：byzer-lang_3.0-2.2.1.tar.gz
Byzer-lang Vscode extension
Feedback
If you meet any problem, please submit an issue in project Byzer-lang
Or contact PMC Member: [email protected]
Welcome data developers to join and build community ecology.
Acknowledgments
Thanks to those who contributed code to Byze-lang 2.2.1 (the following ranks are in no particular order): AdmondGuo，Andie Huang，PENG Zhengshuai，Wenzheng Liu，WilliamZhu，anan0120，hellozepp，jiachuan.zhu，teeyog
Byzer V2.2.0
Release Notes
First of all, I am happy to tell you that MLSQL will be officially renamed Byzer on 2021.12.21.
After more than two months of hard work by the team, today we released the Byzer 2.2.0 version, which provides a more flexible and stable Byzer engine.
Compared with the MLSQL 2.1.0 version, the main updates are as follows:
- Improved and expanded ET plug-in introspection mechanism
- A desktop version of Windows is provided
- Added storage plugins (cloud storage such as Amazon S3, Azure Blob, etc.)
- More complete Byzer language code prompt
- Provides a fully functional algorithm and feature engineering components
- Easy-to-use and complete console interactive product Byzer Notebook
v1.2.0 Release
More detail please check this address: https://github.com/allwefantasy/streamingpro/blob/master/RELEASES.md
v1.1.7.1 Release
More details please check MLSQL v1.1.7.1 Bug Release and MLSQL v1.1.7 Release
- download link
- used in docker:
docker run -p 9003:9003 techmlsql/mlsql:spark_2.4-1.1.7.1then vist http://127.0.0.1:9003