• Stars
    star
    3,224
  • Rank 13,315 (Top 0.3 %)
  • Language
    Java
  • License
    Apache License 2.0
  • Created almost 5 years ago
  • Updated 15 days ago

Reviews

There are no reviews yet. Be the first to send feedback to the community and the maintainers!

Repository Details

Apache Linkis builds a computation middleware layer to facilitate connection, governance and orchestration between the upper applications and the underlying data engines.

Apache Linkis

Linkis builds a computation middleware layer to facilitate connection, governance and orchestration between the upper applications and the underlying data engines.

https://linkis.apache.org/

EN docs 简体中文文档

github forks github stars github contributors



English | 中文

Introduction

Linkis builds a layer of computation middleware between upper applications and underlying engines. By using standard interfaces such as REST/WS/JDBC provided by Linkis, the upper applications can easily access the underlying engines such as MySQL/Spark/Hive/Presto/Flink, etc., and achieve the intercommunication of user resources like unified variables, scripts, UDFs, functions and resource files at the same time.

As a computation middleware, Linkis provides powerful connectivity, reuse, orchestration, expansion, and governance capabilities. By decoupling the application layer and the engine layer, it simplifies the complex network call relationship, and thus reduces the overall complexity and saves the development and maintenance costs as well.

Since the first release of Linkis in 2019, it has accumulated more than 700 trial companies and 1000+ sandbox trial users, which involving diverse industries, from finance, banking, tele-communication, to manufactory, internet companies and so on. Lots of companies have already used Linkis as a unified entrance for the underlying computation and storage engines of the big data platform.

linkis-intro-01

linkis-intro-03

Features

  • Support for diverse underlying computation storage engines : Spark, Hive, Python, Shell, Flink, JDBC, Pipeline, Sqoop, OpenLooKeng, Presto, ElasticSearch, Trino, SeaTunnel, etc.;

  • Support for diverse language : SparkSQL, HiveSQL, Python, Shell, Pyspark, Scala, JSON and Java;

  • Powerful computing governance capability : It can provide task routing, load balancing, multi-tenant, traffic control, resource control and other capabilities based on multi-level labels;

  • Support full stack computation/storage engine : The ability to receive, execute and manage tasks and requests for various compute and storage engines, including offline batch tasks, interactive query tasks, real-time streaming tasks and data lake tasks;

  • Unified context service : supports cross-user, system and computing engine to associate and manage user and system resource files (JAR, ZIP, Properties, etc.), result sets, parameter variables, functions, UDFs, etc., one setting, automatic reference everywhere;

  • Unified materials : provides system and user level material management, can share and flow, share materials across users, across systems;

  • Unified data source management : provides the ability to add, delete, check and change information of Hive, ElasticSearch, Mysql, Kafka, MongoDB and other data sources, version control, connection test, and query metadata information of corresponding data sources;

  • Error code capability : provides error codes and solutions for common errors of tasks, which is convenient for users to locate problems by themselves;

Engine Type

Engine name Support underlying component version
(default dependency version)
Linkis Version Requirements Included in Release Package By Default Description
Spark Apache >= 2.0.0,
CDH >= 5.4.0,
(default Apache Spark 3.2.1)
>=1.0.3 Yes Spark EngineConn, supports SQL , Scala, Pyspark and R code
Hive Apache >= 1.0.0,
CDH >= 5.4.0,
(default Apache Hive 3.1.3)
>=1.0.3 Yes Hive EngineConn, supports HiveQL code
Python Python >= 2.6,
(default Python2*)
>=1.0.3 Yes Python EngineConn, supports python code
Shell Bash >= 2.0 >=1.0.3 Yes Shell EngineConn, supports Bash shell code
JDBC MySQL >= 5.0, Hive >=1.2.1,
(default Hive-jdbc 2.3.4)
>=1.0.3 No JDBC EngineConn, already supports ClickHouse, DB2, DM, Greenplum, kingbase, MySQL, Oracle, PostgreSQL and SQLServer, can be extended quickly Support other DB, such as SQLite
Flink Flink >= 1.12.2,
(default Apache Flink 1.12.2)
>=1.0.2 No Flink EngineConn, supports FlinkSQL code, also supports starting a new Yarn in the form of Flink Jar Application
Pipeline - >=1.0.2 No Pipeline EngineConn, supports file import and export
openLooKeng openLooKeng >= 1.5.0,
(default openLookEng 1.5.0)
>=1.1.1 No openLooKeng EngineConn, supports querying data virtualization engine with Sql openLooKeng
Sqoop Sqoop >= 1.4.6,
(default Apache Sqoop 1.4.6)
>=1.1.2 No Sqoop EngineConn, support data migration tool Sqoop engine
Presto Presto >= 0.180 >=1.2.0 No Presto EngineConn, supports Presto SQL code
ElasticSearch ElasticSearch >=6.0 >=1.2.0 No ElasticSearch EngineConn, supports SQL and DSL code
Trino Trino >=371 >=1.3.1 No Trino EngineConn, supports Trino SQL code
Seatunnel Seatunnel >=2.1.2 >=1.3.1 No Seatunnel EngineConn, supportt Seatunnel SQL code

Download

Please go to the Linkis Releases Page to download a compiled distribution or a source code package of Linkis.

Compile and Deploy

For more detailed guidance see:

Note: If you want use `-Dlinkis.build.web=true` to build  linkis-web image, you need to compile linkis-web first.

## compile backend
### Mac OS/Linux

# 1. When compiling for the first time, execute the following command first
./mvnw -N install

# 2. make the linkis distribution package
# - Option 1: make the linkis distribution package only
./mvnw clean install -Dmaven.javadoc.skip=true -Dmaven.test.skip=true

# - Option 2: make the linkis distribution package and docker image
#   - Option 2.1: image without mysql jdbc jars
./mvnw clean install -Pdocker -Dmaven.javadoc.skip=true -Dmaven.test.skip=true
#   - Option 2.2: image with mysql jdbc jars
./mvnw clean install -Pdocker -Dmaven.javadoc.skip=true -Dmaven.test.skip=true -Dlinkis.build.with.jdbc=true

# - Option 3: linkis distribution package and docker image (included web)
./mvnw clean install -Pdocker -Dmaven.javadoc.skip=true -Dmaven.test.skip=true -Dlinkis.build.web=true

# - Option 4: linkis distribution package and docker image (included web and ldh (hadoop all in one for test))
./mvnw clean install -Pdocker -Dmaven.javadoc.skip=true -Dmaven.test.skip=true -Dlinkis.build.web=true -Dlinkis.build.ldh=true -Dlinkis.build.with.jdbc=true

### Windows
mvnw.cmd -N install
mvnw.cmd clean install -Dmaven.javadoc.skip=true -Dmaven.test.skip=true

## compile web
cd linkis/linkis-web
npm install
npm run build

Bundled with MySQL JDBC Driver

Due to the MySQL licensing restrictions, the MySQL Java Database Connectivity (JDBC) driver is not bundled with the official released linkis image by default. However, at current stage, linkis still relies on this library to work properly. To solve this problem, we provide a script which can help to creating a custom image with mysql jdbc from the official linkis image by yourself, the image created by this tool will be tagged as linkis:with-jdbc by default.

$> LINKIS_IMAGE=linkis:1.3.1 
$> ./linkis-dist/docker/scripts/make-linkis-image-with-mysql-jdbc.sh

Please refer to Quick Deployment to do the deployment.

Examples and Guidance

Documentation & Vedio

Architecture

Linkis services could be divided into three categories: computation governance services, public enhancement services and microservice governance services

  • The computation governance services, support the 3 major stages of processing a task/request: submission -> preparation -> execution
  • The public enhancement services, including the material library service, context service, and data source service
  • The microservice governance services, including Spring Cloud Gateway, Eureka and Open Feign

Below is the Linkis architecture diagram. You can find more detailed architecture docs in Linkis-Doc/Architecture. architecture

Contributing

Contributions are always welcomed, we need more contributors to build Linkis together. either code, or doc, or other supports that could help the community.
For code and documentation contributions, please follow the contribution guide.

Contact Us

  • Any questions or suggestions please kindly submit an issue.
  • By mail [email protected]
  • You can scan the QR code below to join our WeChat group to get more immediate response

Who is Using Linkis

We opened an issue [Who is Using Linkis] for users to feedback and record who is using Linkis.
Since the first release of Linkis in 2019, it has accumulated more than 700 trial companies and 1000+ sandbox trial users, which involving diverse industries, from finance, banking, tele-communication, to manufactory, internet companies and so on.

More Repositories

1

echarts

Apache ECharts is a powerful, interactive charting and data visualization library for browser
TypeScript
56,321
star
2

superset

Apache Superset is a Data Visualization and Data Exploration Platform
TypeScript
55,051
star
3

dubbo

The java implementation of Apache Dubbo. An RPC and microservice framework.
Java
39,899
star
4

spark

Apache Spark - A unified analytics engine for large-scale data processing
Scala
36,719
star
5

airflow

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows
Python
33,999
star
6

kafka

Mirror of Apache Kafka
Java
27,068
star
7

incubator-seata

🔥 Seata is an easy-to-use, high-performance, open source distributed transaction solution.
Java
24,602
star
8

skywalking

APM, Application Performance Monitoring System
Java
22,610
star
9

flink

Apache Flink
Java
22,197
star
10

mxnet

Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler; for Python, R, Julia, Scala, Go, Javascript and more
C++
20,572
star
11

shardingsphere

Distributed SQL transaction & query engine for data sharding, scaling, encryption, and more - on any database.
Java
19,287
star
12

rocketmq

Apache RocketMQ is a cloud native messaging and streaming platform, making it simple to build event-driven applications.
Java
18,578
star
13

brpc

brpc is an Industrial-grade RPC framework using C++ Language, which is often used in high performance system such as Search, Storage, Machine learning, Advertisement, Recommendation etc. "brpc" means "better RPC".
C++
14,261
star
14

incubator-weex

Apache Weex (Incubating)
C++
13,884
star
15

hadoop

Apache Hadoop
Java
13,855
star
16

arrow

Apache Arrow is a multi-language toolbox for accelerated data interchange and in-memory processing
C++
13,226
star
17

pulsar

Apache Pulsar - distributed pub-sub messaging system
Java
13,062
star
18

druid

Apache Druid: a high performance real-time analytics database.
Java
12,843
star
19

predictionio

PredictionIO, a machine learning server for developers and ML engineers.
Scala
12,556
star
20

zookeeper

Apache ZooKeeper
Java
11,532
star
21

doris

Apache Doris is an easy-to-use, high performance and unified analytics database.
Java
11,180
star
22

apisix

The Cloud-Native API Gateway
Lua
11,031
star
23

incubator-answer

A Q&A platform software for teams at any scales. Whether it's a community forum, help center, or knowledge management platform, you can always count on Apache Answer.
Go
10,948
star
24

thrift

Apache Thrift
C++
9,900
star
25

dolphinscheduler

Apache DolphinScheduler is the modern data workflow orchestration platform with powerful user interface, dedicated to solving complex task dependencies in the data pipeline and providing various types of jobs available `out of the box`
Java
9,619
star
26

cassandra

Mirror of Apache Cassandra
Java
8,187
star
27

shardingsphere-elasticjob

Distributed scheduled job
Java
7,965
star
28

tvm

Open deep learning compiler stack for cpu, gpu and specialized accelerators
Python
7,828
star
29

shenyu

Apache ShenYu is a Java native API Gateway for service proxy, protocol conversion and API governance.
Java
7,541
star
30

beam

Apache Beam is a unified programming model for Batch and Streaming data processing.
Java
7,410
star
31

jmeter

Apache JMeter open-source load testing tool for analyzing and measuring the performance of a variety of services
Java
7,335
star
32

tomcat

Apache Tomcat
Java
6,926
star
33

storm

Apache Storm
Java
6,480
star
34

zeppelin

Web-based notebook that enables data-driven, interactive data analytics and collaborative documents with SQL, Scala and more.
Java
6,162
star
35

openwhisk

Apache OpenWhisk is an open source serverless cloud platform
Scala
6,130
star
36

couchdb

Seamless multi-master syncing database with an intuitive HTTP/JSON API, designed for reliability
Erlang
5,810
star
37

incubator-kie-drools

Drools is a rule engine, DMN engine and complex event processing (CEP) engine for Java.
Java
5,542
star
38

iceberg

Apache Iceberg
Java
5,504
star
39

dubbo-spring-boot-project

Spring Boot Project for Apache Dubbo
Java
5,355
star
40

mesos

Apache Mesos
Java
5,111
star
41

hive

Apache Hive
Java
5,053
star
42

camel

Apache Camel is an open source integration framework that empowers you to quickly and easily integrate various systems consuming or producing data.
Java
5,042
star
43

groovy

Apache Groovy: A powerful multi-faceted programming language for the JVM platform
Java
4,977
star
44

hbase

Apache HBase
Java
4,971
star
45

incubator-weex-ui

🏄 A rich interaction, lightweight, high performance UI library based on Weex.
Vue
4,788
star
46

pinot

Apache Pinot - A realtime distributed OLAP datastore
Java
4,766
star
47

ignite

Apache Ignite
Java
4,548
star
48

rocketmq-externals

Mirror of Apache RocketMQ (Incubating)
Java
4,474
star
49

seatunnel

SeaTunnel is a distributed, high-performance data integration platform for the synchronization and transformation of massive data (offline & real-time).
Java
4,459
star
50

incubator-pagespeed-ngx

Automatic PageSpeed optimization module for Nginx
C++
4,381
star
51

lucene-solr

Apache Lucene and Solr open-source search software
4,349
star
52

dubbo-go

Go Implementation For Apache Dubbo
Go
4,315
star
53

shiro

Apache Shiro
Java
4,164
star
54

calcite

Apache Calcite
Java
4,028
star
55

nifi

Apache NiFi
Java
4,006
star
56

maven

Apache Maven core
Java
3,836
star
57

hudi

Upserts, Deletes And Incremental Processing on Big Data.
Java
3,804
star
58

dubbo-admin

The ops and reference implementation for Apache Dubbo
Java
3,707
star
59

incubator-heron

Apache Heron (Incubating) is a realtime, distributed, fault-tolerant stream processing engine from Twitter
Java
3,646
star
60

cordova-android

Apache Cordova Android
JavaScript
3,539
star
61

kylin

Apache Kylin
Java
3,526
star
62

httpd

Mirror of Apache HTTP Server. Issues: http://issues.apache.org
C
3,376
star
63

incubator-kie-optaplanner

AI constraint solver in Java to optimize the vehicle routing problem, employee rostering, task assignment, maintenance scheduling, conference scheduling and other planning problems.
Java
3,152
star
64

logging-log4j2

Apache Log4j 2 is a versatile, feature-rich, efficient logging API and backend for Java.
Java
3,151
star
65

iotdb

Apache IoTDB
Java
3,000
star
66

arrow-datafusion

Apache Arrow DataFusion SQL Query Engine
Rust
2,998
star
67

curator

Apache Curator
Java
2,997
star
68

singa

a distributed deep learning platform
C++
2,968
star
69

incubator-streampark

StreamPark, Make stream processing easier! easy-to-use streaming application development framework and operation platform
Scala
2,820
star
70

nutch

Apache Nutch is an extensible and scalable web crawler
Java
2,653
star
71

guacamole-server

Mirror of Apache Guacamole Server
C
2,601
star
72

avro

Apache Avro is a data serialization system.
Java
2,571
star
73

incubator-fury

A blazingly fast multi-language serialization framework powered by JIT and zero-copy.
Java
2,570
star
74

commons-lang

Apache Commons Lang
Java
2,539
star
75

netbeans

Apache NetBeans
Java
2,532
star
76

flume

Mirror of Apache Flume
Java
2,458
star
77

incubator-devlake

Apache DevLake is an open-source dev data platform to ingest, analyze, and visualize the fragmented data from DevOps tools, extracting insights for engineering excellence, developer experience, and community growth.
Go
2,424
star
78

geode

Apache Geode
Java
2,244
star
79

incubator-seata-samples

seata-samples
Java
2,196
star
80

maven-mvnd

Apache Maven Daemon
Java
2,191
star
81

activemq

Mirror of Apache ActiveMQ
Java
2,184
star
82

gobblin

A distributed data integration framework that simplifies common aspects of big data integration such as data ingestion, replication, organization and lifecycle management for both streaming and batch data ecosystems.
Java
2,183
star
83

incubator-hugegraph

A graph database that supports more than 100+ billion data, high performance and scalability (Include OLTP Engine & REST-API & Backends)
Java
2,156
star
84

parquet-mr

Apache Parquet
Java
2,153
star
85

incubator-kvrocks

Kvrocks is a distributed key value NoSQL database that uses RocksDB as storage engine and is compatible with Redis protocol.
C++
2,147
star
86

pdfbox

Mirror of Apache PDFBox
Java
2,131
star
87

cordova-ios

Apache Cordova iOS
JavaScript
2,130
star
88

mahout

Mirror of Apache Mahout
Java
2,095
star
89

lucenenet

Apache Lucene.NET
C#
2,031
star
90

ambari

Apache Ambari simplifies provisioning, managing, and monitoring of Apache Hadoop clusters.
Java
1,990
star
91

libcloud

Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to manage different cloud resources through a unified and easy to use API.
Python
1,956
star
92

incubator-pegasus

Apache Pegasus - A horizontally scalable, strongly consistent and high-performance key-value store
C++
1,943
star
93

tika

The Apache Tika toolkit detects and extracts metadata and text from over a thousand different file types (such as PPT, XLS, and PDF).
Java
1,860
star
94

drill

Apache Drill is a distributed MPP query layer for self describing data
Java
1,841
star
95

dubbo-samples

samples for Apache Dubbo
Java
1,839
star
96

servicecomb-java-chassis

ServiceComb Java Chassis is a Software Development Kit (SDK) for rapid development of microservices in Java, providing service registration, service discovery, dynamic routing, and service management features
Java
1,829
star
97

tinkerpop

Apache TinkerPop - a graph computing framework
Java
1,825
star
98

bookkeeper

Apache BookKeeper - a scalable, fault tolerant and low latency storage service optimized for append-only workloads
Java
1,785
star
99

rocketmq-spring

Apache RocketMQ Spring Integration
Java
1,775
star
100

kudu

Mirror of Apache Kudu
C++
1,743
star