ModelEngine提供从数据处理、知识生成，到模型微调和部署，以及RAG（Retrieval Augmented Generation）应用开发的AI训推全流程工具链。
- GitCode开源地址：https://gitcode.com/ModelEngine
- Gitee开源地址：https://gitee.com/openeuler/modelengine
- 开源许可协议：MIT License
这篇文章从 ModelEngine编译环境构建开始验证，逐步介绍如何使用开源的 ModelEngine
Step1: 事前准备
- 操作系统：MacOS
(base) liumiao@liumiaodeMacBook-Pro modelengine % sw_vers
ProductName: macOS
ProductVersion: 15.3.2
BuildVersion: 24D81
(base) liumiao@liumiaodeMacBook-Pro modelengine %
- 安装brew
(base) liumiao@liumiaodeMacBook-Pro modelengine % brew --version
Homebrew 4.4.25
(base) liumiao@liumiaodeMacBook-Pro modelengine %
- 安装jdk17
(base) liumiao@liumiaodeMacBook-Pro modelengine % brew install openjdk@17
==> Fetching dependencies for openjdk@17: glib, harfbuzz and xz
==> Fetching glib
...
==> openjdk@17
For the system Java wrappers to find this JDK, symlink it with
sudo ln -sfn /usr/local/opt/openjdk@17/libexec/openjdk.jdk /Library/Java/JavaVirtualMachines/openjdk-17.jdk
openjdk@17 is keg-only, which means it was not symlinked into /usr/local,
because this is an alternate version of another formula.
If you need to have openjdk@17 first in your PATH, run:
echo 'export PATH="/usr/local/opt/openjdk@17/bin:$PATH"' >> ~/.zshrc
For compilers to find openjdk@17 you may need to set:
export CPPFLAGS="-I/usr/local/opt/openjdk@17/include"
(base) liumiao@liumiaodeMacBook-Pro modelengine %
配置zshrc文件，并确认java版本
(base) liumiao@liumiaodeMacBook-Pro modelengine % echo 'export PATH="/usr/local/opt/openjdk@17/bin:$PATH"' >> ~/.zshrc
(base) liumiao@liumiaodeMacBook-Pro modelengine % source ~/.zshrc
(base) liumiao@liumiaodeMacBook-Pro modelengine % java --version
openjdk 17.0.14 2025-01-21
OpenJDK Runtime Environment Homebrew (build 17.0.14+0)
OpenJDK 64-Bit Server VM Homebrew (build 17.0.14+0, mixed mode, sharing)
(base) liumiao@liumiaodeMacBook-Pro modelengine %
- 安装maven(3.9.9)
liumiaodeMacBook-Pro:local root# pwd
/usr/local
liumiaodeMacBook-Pro:local root# curl https://dlcdn.apache.org/maven/maven-3/3.9.9/binaries/apache-maven-3.9.9-bin.tar.gz -o maven3.9.9.tar.gz
% Total % Received % Xferd Average Speed Time Time Time Current
Dload Upload Total Spent Left Speed
100 8889k 100 8889k 0 0 2684k 0 0:00:03 0:00:03 --:--:-- 2684k
liumiaodeMacBook-Pro:local root# tar xvpf maven3.9.9.tar.gz
x apache-maven-3.9.9/README.txt
...
环境变量配置与mvn命令行确认
(base) liumiao@liumiaodeMacBook-Pro local % vi ~/.zshrc
(base) liumiao@liumiaodeMacBook-Pro local % tail -n2 ~/.zshrc
export M2_HOME=/usr/local/apache-maven-3.9.9
export PATH=$M2_HOME/bin:$PATH
(base) liumiao@liumiaodeMacBook-Pro local % source ~/.zshrc
(base) liumiao@liumiaodeMacBook-Pro local % mvn --version
Apache Maven 3.9.9 (8e8579a9e76f7d015ee5ec7bfcdc97d260186937)
Maven home: /usr/local/apache-maven-3.9.9
Java version: 17.0.14, vendor: Homebrew, runtime: /usr/local/Cellar/openjdk@17/17.0.14/libexec/openjdk.jdk/Contents/Home
Default locale: zh_CN_#Hans, platform encoding: UTF-8
OS name: "mac os x", version: "15.3.2", arch: "x86_64", family: "mac"
(base) liumiao@liumiaodeMacBook-Pro local %
Step 2: 构建
- 构建命令：mvn clean install
(base) liumiao@liumiaodeMacBook-Pro modelengine % ls
agent app-platform doc fit-framework
(base) liumiao@liumiaodeMacBook-Pro modelengine % cd fit-framework
(base) liumiao@liumiaodeMacBook-Pro fit-framework % ls
CONTRIBUTING.md examples
CodeFormatterFromIdea.xml framework
License.txt git-hooks
README.md pom.xml
docs
(base) liumiao@liumiaodeMacBook-Pro fit-framework % mvn clean install
[INFO] Scanning for projects...
Downloading from central: https://repo.maven.apache.org/maven2/org/springframework/boot/spring-boot-starter-parent/3.4.2/spring-boot-starter-parent-3.4.2.pom
...
[INFO] Reactor Summary:
[INFO]
[INFO] fitframework-parent 3.6.0-SNAPSHOT ................. SUCCESS [ 0.915 s]
[INFO] fit-protocol-nestable-jar 3.6.0-SNAPSHOT ........... SUCCESS [ 7.835 s]
[INFO] fit-maven-plugin 3.6.0-SNAPSHOT .................... SUCCESS [ 0.009 s]
[INFO] fit-dependency-maven-plugin 3.6.0-SNAPSHOT ......... SUCCESS [ 19.448 s]
[INFO] fit-util 3.6.0-SNAPSHOT ............................ SUCCESS [ 23.764 s]
[INFO] fit-api 3.6.0-SNAPSHOT ............................. SUCCESS [ 9.935 s]
[INFO] fit-conf-parent 3.6.0-SNAPSHOT ..................... SUCCESS [ 0.008 s]
[INFO] fit-conf 3.6.0-SNAPSHOT ............................ SUCCESS [ 3.986 s]
[INFO] fit-ioc-parent 3.6.0-SNAPSHOT ...................... SUCCESS [ 0.008 s]
[INFO] fit-ioc 3.6.0-SNAPSHOT ............................. SUCCESS [ 7.981 s]
[INFO] fit-aop-parent 3.6.0-SNAPSHOT ...................... SUCCESS [ 0.005 s]
[INFO] fit-aop 3.6.0-SNAPSHOT ............................. SUCCESS [ 5.086 s]
[INFO] fit-plugin 3.6.0-SNAPSHOT .......................... SUCCESS [ 4.074 s]
[INFO] fit-reactor 3.6.0-SNAPSHOT ......................... SUCCESS [ 3.674 s]
[INFO] fit-builtin-parent 3.6.0-SNAPSHOT .................. SUCCESS [ 0.005 s]
[INFO] fit-maven-plugin-util 3.6.0-SNAPSHOT ............... SUCCESS [ 2.000 s]
[INFO] fit-build-maven-plugin 3.6.0-SNAPSHOT .............. SUCCESS [ 6.143 s]
[INFO] fit-service-parent 3.6.0-SNAPSHOT .................. SUCCESS [ 0.022 s]
[INFO] fit-http-protocol-parent 3.6.0-SNAPSHOT ............ SUCCESS [ 0.005 s]
[INFO] fit-http-protocol 3.6.0-SNAPSHOT ................... SUCCESS [ 3.758 s]
[INFO] fit-http-classic-parent 3.6.0-SNAPSHOT ............. SUCCESS [ 0.005 s]
[INFO] fit-http-classic 3.6.0-SNAPSHOT .................... SUCCESS [ 11.581 s]
[INFO] fit-message-serializer-parent 3.6.0-SNAPSHOT ....... SUCCESS [ 0.006 s]
[INFO] fit-message-serializer 3.6.0-SNAPSHOT .............. SUCCESS [ 2.288 s]
[INFO] fit-server-parent 3.6.0-SNAPSHOT ................... SUCCESS [ 0.005 s]
[INFO] fit-server 3.6.0-SNAPSHOT .......................... SUCCESS [ 1.039 s]
[INFO] fit-service-registry-and-discovery-parent 3.6.0-SNAPSHOT SUCCESS [ 0.006 s]
[INFO] fit-service-registry-and-discovery 3.6.0-SNAPSHOT .. SUCCESS [ 1.601 s]
[INFO] fit-client-parent 3.6.0-SNAPSHOT ................... SUCCESS [ 0.005 s]
[INFO] fit-client 3.6.0-SNAPSHOT .......................... SUCCESS [ 1.293 s]
[INFO] fit-broker 3.6.0-SNAPSHOT .......................... SUCCESS [ 19.414 s]
[INFO] fit-conf-yaml 3.6.0-SNAPSHOT ....................... SUCCESS [ 3.997 s]
[INFO] fit-runtime 3.6.0-SNAPSHOT ......................... SUCCESS [ 4.406 s]
[INFO] fit-log-parent 3.6.0-SNAPSHOT ...................... SUCCESS [ 0.004 s]
[INFO] fit-log-console 3.6.0-SNAPSHOT ..................... SUCCESS [ 3.590 s]
[INFO] fit-starter-parent 3.6.0-SNAPSHOT .................. SUCCESS [ 0.004 s]
[INFO] fit-starter 3.6.0-SNAPSHOT ......................... SUCCESS [ 0.016 s]
[INFO] fit-plugin-parent 3.6.0-SNAPSHOT ................... SUCCESS [ 0.010 s]
[INFO] fit-http-handler-registry 3.6.0-SNAPSHOT ........... SUCCESS [ 6.390 s]
[INFO] fit-server-http 3.6.0-SNAPSHOT ..................... SUCCESS [ 2.449 s]
[INFO] fit-security-parent 3.6.0-SNAPSHOT ................. SUCCESS [ 0.004 s]
[INFO] fit-security 3.6.0-SNAPSHOT ........................ SUCCESS [ 4.310 s]
[INFO] fit-http-server-netty 3.6.0-SNAPSHOT ............... SUCCESS [ 13.010 s]
[INFO] fit-test-parent 3.6.0-SNAPSHOT ..................... SUCCESS [ 0.004 s]
[INFO] fit-service-test-util 3.6.0-SNAPSHOT ............... SUCCESS [ 1.109 s]
[INFO] fit-message-serializer-test 3.6.0-SNAPSHOT ......... SUCCESS [ 1.333 s]
[INFO] fit-value-fastjson 3.6.0-SNAPSHOT .................. SUCCESS [ 2.977 s]
[INFO] fit-message-serializer-json-jackson 3.6.0-SNAPSHOT . SUCCESS [ 4.017 s]
[INFO] fit-starter-web 3.6.0-SNAPSHOT ..................... SUCCESS [ 0.004 s]
[INFO] fit-plugins-starter-web 3.6.0-SNAPSHOT ............. SUCCESS [ 0.017 s]
[INFO] fit-http-client-okhttp 3.6.0-SNAPSHOT .............. SUCCESS [ 6.091 s]
[INFO] fel-parent 1.0.0-SNAPSHOT .......................... SUCCESS [ 0.128 s]
[INFO] fel-core 1.0.0-SNAPSHOT ............................ SUCCESS [ 7.477 s]
[INFO] fel-community-parent 1.0.0-SNAPSHOT ................ SUCCESS [ 0.003 s]
[INFO] fel-model-openai-plugin 1.0.0-SNAPSHOT ............. SUCCESS [ 2.352 s]
[INFO] fel-example-parent 1.0.0-SNAPSHOT .................. SUCCESS [ 0.003 s]
[INFO] chat-model-example 1.0.0-SNAPSHOT .................. SUCCESS [ 5.044 s]
[INFO] chat-template-example 1.0.0-SNAPSHOT ............... SUCCESS [ 0.537 s]
[INFO] chat-memory-example 1.0.0-SNAPSHOT ................. SUCCESS [ 0.527 s]
[INFO] output-parser-example 1.0.0-SNAPSHOT ............... SUCCESS [ 0.527 s]
[INFO] fel-services-parent 1.0.0-SNAPSHOT ................. SUCCESS [ 0.003 s]
[INFO] tool-service 1.0.0-SNAPSHOT ........................ SUCCESS [ 7.615 s]
[INFO] waterflow-parent 1.0.0-SNAPSHOT .................... SUCCESS [ 0.004 s]
[INFO] waterflow-genericable 1.0.0-SNAPSHOT ............... SUCCESS [ 0.054 s]
[INFO] waterflow-core 1.0.0-SNAPSHOT ...................... SUCCESS [ 20.682 s]
[INFO] waterflow-bridge-fit-reactor 1.0.0-SNAPSHOT ........ SUCCESS [ 2.571 s]
[INFO] fel-flow 1.0.0-SNAPSHOT ............................ SUCCESS [ 3.559 s]
[INFO] retrieval-example 1.0.0-SNAPSHOT ................... SUCCESS [ 0.618 s]
[INFO] fel-plugin-parent 1.0.0-SNAPSHOT ................... SUCCESS [ 0.003 s]
[INFO] fel-tool-discoverer 1.0.0-SNAPSHOT ................. SUCCESS [ 3.391 s]
[INFO] fel-tool-executor 1.0.0-SNAPSHOT ................... SUCCESS [ 3.569 s]
[INFO] fel-tool-factory-repository 1.0.0-SNAPSHOT ......... SUCCESS [ 0.110 s]
[INFO] fel-tool-repository-simple 1.0.0-SNAPSHOT .......... SUCCESS [ 0.103 s]
[INFO] fel-maven-plugin-parent 1.0.0-SNAPSHOT ............. SUCCESS [ 0.003 s]
[INFO] tool-maven-plugin 1.0.0-SNAPSHOT ................... SUCCESS [ 3.266 s]
[INFO] agent-example 1.0.0-SNAPSHOT ....................... SUCCESS [ 0.864 s]
[INFO] simple-web-app 1.0-SNAPSHOT ........................ SUCCESS [ 0.475 s]
[INFO] weather-for-static 1.0-SNAPSHOT .................... SUCCESS [ 0.026 s]
[INFO] default-weather-for-static 1.0-SNAPSHOT ............ SUCCESS [ 0.042 s]
[INFO] assistant-for-static 1.0-SNAPSHOT .................. SUCCESS [ 0.498 s]
[INFO] other-weather-for-static 1.0-SNAPSHOT .............. SUCCESS [ 0.040 s]
[INFO] static-plugin 1.0-SNAPSHOT ......................... SUCCESS [ 0.003 s]
[INFO] fit-services-starter-web 3.6.0-SNAPSHOT ............ SUCCESS [ 0.012 s]
[INFO] weather-for-dynamic 1.0-SNAPSHOT ................... SUCCESS [ 0.027 s]
[INFO] assistant-for-dynamic 1.0-SNAPSHOT ................. SUCCESS [ 0.059 s]
[INFO] default-weather-for-dynamic 1.0-SNAPSHOT ........... SUCCESS [ 0.039 s]
[INFO] other-weather-for-dynamic 1.0-SNAPSHOT ............. SUCCESS [ 0.038 s]
[INFO] dynamic-plugin 1.0-SNAPSHOT ........................ SUCCESS [ 0.002 s]
[INFO] weather-for-complicated 1.0-SNAPSHOT ............... SUCCESS [ 0.029 s]
[INFO] fit-client-http 3.6.0-SNAPSHOT ..................... SUCCESS [ 4.374 s]
[INFO] fit-heartbeat-parent 3.6.0-SNAPSHOT ................ SUCCESS [ 0.005 s]
[INFO] fit-heartbeat 3.6.0-SNAPSHOT ....................... SUCCESS [ 1.075 s]
[INFO] fit-heartbeat-client 3.6.0-SNAPSHOT ................ SUCCESS [ 3.959 s]
[INFO] fit-service-registry 3.6.0-SNAPSHOT ................ SUCCESS [ 7.452 s]
[INFO] fit-service-discovery 3.6.0-SNAPSHOT ............... SUCCESS [ 4.245 s]
[INFO] fit-service-coordination-locator 3.6.0-SNAPSHOT .... SUCCESS [ 1.147 s]
[INFO] assistant-for-complicated 1.0-SNAPSHOT ............. SUCCESS [ 0.511 s]
[INFO] default-weather-for-complicated 1.0-SNAPSHOT ....... SUCCESS [ 0.546 s]
[INFO] fit-service-coordination-simple 3.6.0-SNAPSHOT ..... SUCCESS [ 3.695 s]
[INFO] registry-center-for-complicated 1.0-SNAPSHOT ....... SUCCESS [ 0.499 s]
[INFO] complicated-apps 1.0-SNAPSHOT ...................... SUCCESS [ 0.003 s]
[INFO] aop-log 1.0-SNAPSHOT ............................... SUCCESS [ 0.003 s]
[INFO] aop-log-plugins 1.0-SNAPSHOT ....................... SUCCESS [ 0.002 s]
[INFO] plugin-simple-mvc 1.0-SNAPSHOT ..................... SUCCESS [ 0.067 s]
[INFO] plugin-log 1.0-SNAPSHOT ............................ SUCCESS [ 0.039 s]
[INFO] fit-aop-bytebuddy 3.6.0-SNAPSHOT ................... SUCCESS [ 3.705 s]
[INFO] fit-dynamic-plugin-directory 3.6.0-SNAPSHOT ........ SUCCESS [ 1.171 s]
[INFO] fit-spring-boot-starter 3.6.0-SNAPSHOT ............. SUCCESS [ 13.361 s]
[INFO] weather-for-spring 1.0-SNAPSHOT .................... SUCCESS [ 0.037 s]
[INFO] demo-spring-app 1.0-SNAPSHOT ....................... SUCCESS [ 9.785 s]
[INFO] default-weather-for-spring 1.0-SNAPSHOT ............ SUCCESS [ 0.041 s]
[INFO] spring-boot-starter 1.0-SNAPSHOT ................... SUCCESS [ 0.003 s]
[INFO] fit-example-parent 1.0.0-SNAPSHOT .................. SUCCESS [ 0.002 s]
[INFO] parent 1.0.0-SNAPSHOT .............................. SUCCESS [ 0.005 s]
[INFO] example-parent 1.0.0-SNAPSHOT ...................... SUCCESS [ 0.003 s]
[INFO] fit-aop-aspect 3.6.0-SNAPSHOT ...................... SUCCESS [ 5.800 s]
[INFO] fit-actuator 3.6.0-SNAPSHOT ........................ SUCCESS [ 4.348 s]
[INFO] fit-dynamic-plugin-mvn 3.6.0-SNAPSHOT .............. SUCCESS [ 1.240 s]
[INFO] fit-http-openapi3-swagger 3.6.0-SNAPSHOT ........... SUCCESS [ 4.620 s]
[INFO] fit-logger 3.6.0-SNAPSHOT .......................... SUCCESS [ 2.353 s]
[INFO] fit-message-serializer-cbor 3.6.0-SNAPSHOT ......... SUCCESS [ 3.162 s]
[INFO] fit-data-repository-service-parent 3.6.0-SNAPSHOT .. SUCCESS [ 0.005 s]
[INFO] fit-data-repository-service 3.6.0-SNAPSHOT ......... SUCCESS [ 1.295 s]
[INFO] fit-dependency 3.6.0-SNAPSHOT ...................... SUCCESS [ 0.004 s]
[INFO] fit-extension-parent 3.6.0-SNAPSHOT ................ SUCCESS [ 0.004 s]
[INFO] fit-retry 3.6.0-SNAPSHOT ........................... SUCCESS [ 4.367 s]
[INFO] fit-schedule 3.6.0-SNAPSHOT ........................ SUCCESS [ 1.167 s]
[INFO] fit-transaction 3.6.0-SNAPSHOT ..................... SUCCESS [ 7.365 s]
[INFO] fit-test-framework 3.6.0-SNAPSHOT .................. SUCCESS [ 7.947 s]
[INFO] fit-validation 3.6.0-SNAPSHOT ...................... SUCCESS [ 8.582 s]
[INFO] fit-validation-hibernate 3.6.0-SNAPSHOT ............ SUCCESS [ 6.101 s]
[INFO] fit-discrete-launcher 3.6.0-SNAPSHOT ............... SUCCESS [ 1.489 s]
[INFO] fit-log-log4j2 3.6.0-SNAPSHOT ...................... SUCCESS [ 1.383 s]
[INFO] fit-http-starter 3.6.0-SNAPSHOT .................... SUCCESS [ 0.026 s]
[INFO] integration-parent 3.6.0-SNAPSHOT .................. SUCCESS [ 0.005 s]
[INFO] fit-druid 3.6.0-SNAPSHOT ........................... SUCCESS [ 5.808 s]
[INFO] fit-mybatis-common 3.6.0-SNAPSHOT .................. SUCCESS [ 4.647 s]
[INFO] fit-mybatis 3.6.0-SNAPSHOT ......................... SUCCESS [ 4.651 s]
[INFO] jacoco-aggregator 3.6.0-SNAPSHOT ................... SUCCESS [ 2.750 s]
[INFO] OhScript 0.0.3.6-SNAPSHOT .......................... SUCCESS [ 27.548 s]
[INFO] waterflow-dependency 1.0.0-SNAPSHOT ................ SUCCESS [ 0.005 s]
[INFO] framework-parent 1.0.0-SNAPSHOT .................... SUCCESS [ 0.007 s]
[INFO] ------------------------------------------------------------------------
[INFO] BUILD SUCCESS
[INFO] ------------------------------------------------------------------------
[INFO] Total time: 06:57 min
[INFO] Finished at: 2025-04-08T16:50:32+08:00
[INFO] ------------------------------------------------------------------------
(base) liumiao@liumiaodeMacBook-Pro fit-framework %
- 代码总量
(base) liumiao@liumiaodeMacBook-Pro fit-framework % pwd
/Users/liumiao/liumiaocn/modelengine/fit-framework
(base) liumiao@liumiaodeMacBook-Pro fit-framework % cloc .
17356 text files.
15877 unique files.
6525 files ignored.
github.com/AlDanial/cloc v 2.04 T=15.20 s (1044.6 files/s, 93579.1 lines/s)
--------------------------------------------------------------------------------
Language files blank comment code
--------------------------------------------------------------------------------
HTML 8898 15435 24878 890079
Java 2746 29536 79718 147654
XML 1450 18 17 89051
JavaScript 411 5092 10004 36985
JSX 255 2276 6542 18723
Markdown 96 4853 50 16701
Text 1439 9 0 9456
Python 140 2929 2978 9044
Maven 142 754 294 8740
CSS 37 470 252 3443
CSV 2 0 0 1784
JSON 20 1 0 1781
SVG 72 0 0 1175
YAML 56 32 23 1050
Properties 107 0 4 349
Bourne Again Shell 1 9 8 57
Bourne Shell 2 9 6 29
SQL 1 0 0 7
DOS Batch 1 0 0 2
DTD 1 0 0 2
--------------------------------------------------------------------------------
SUM: 15877 61423 124774 1236112
--------------------------------------------------------------------------------
(base) liumiao@liumiaodeMacBook-Pro fit-framework %
Step 3: 运行验证
设定可执行文件权限
(base) liumiao@liumiaodeMacBook-Pro fit-framework % cd framework/fit/java/target
(base) liumiao@liumiaodeMacBook-Pro target % ls
bin
conf
fit-discrete-launcher-3.6.0-SNAPSHOT.jar
lib
plugins
shared
third-party
(base) liumiao@liumiaodeMacBook-Pro target % chmod 755 bin/fit
(base) liumiao@liumiaodeMacBook-Pro target %
执行并确认结果输出
(base) liumiao@liumiaodeMacBook-Pro target % cd bin
(base) liumiao@liumiaodeMacBook-Pro bin % ls
fit fit.bat
(base) liumiao@liumiaodeMacBook-Pro bin % ./fit start
Running command: java -D"sun.io.useCanonCaches=true" -D"plugin.fit.dynamic.plugin.directory=/Users/liumiao/liumiaocn/modelengine/fit-framework/framework/fit/java/target/bin" -jar fit-discrete-launcher-3.6.0-SNAPSHOT.jar
[2025-04-08 23:42:01.139] [INFO ] [main] [modelengine.fitframework.runtime.discrete.DiscreteFitRuntime] Prepare to start FIT application... [version=3.6.0-SNAPSHOT]
[2025-04-08 23:42:04.169] [INFO ] [main] [modelengine.fel.tool.support.DefaultToolFactoryRepository] Register factory[type=FIT] success.
[2025-04-08 23:42:04.171] [INFO ] [main] [modelengine.fel.tool.support.DefaultToolFactoryRepository] Register factory[type=HTTP] success.
[2025-04-08 23:42:04.702] [INFO ] [main] [modelengine.fit.http.server.handler.ReflectibleHttpHandlerRegistry] Register http handler group successfully. [group=modelengine.fit.actuator.ActuatorController]
[2025-04-08 23:42:04.944] [INFO ] [main] [modelengine.fit.http.server.handler.ReflectibleHttpHandlerRegistry] Register http handler group successfully. [group=modelengine.fit.http.openapi3.swagger.DocumentController]
[2025-04-08 23:42:05.085] [INFO ] [main] [modelengine.fit.http.server.handler.ReflectibleHttpHandlerRegistry] Register http handler group successfully. [group=modelengine.fit.service.RegistryListener]
[2025-04-08 23:42:05.095] [INFO ] [main] [modelengine.fit.http.server.handler.ReflectibleHttpHandlerRegistry] Register http handler group successfully. [group=modelengine.fit.http.server.handler.StaticResourceHttpHandler]
[2025-04-08 23:42:05.096] [INFO ] [main] [modelengine.fit.http.server.handler.ReflectibleHttpHandlerRegistry] Register http handler group successfully. [group=modelengine.fit.http.server.handler.OptionsHttpHandler]
[2025-04-08 23:42:05.144] [INFO ] [main] [modelengine.fit.http.server.handler.ReflectibleHttpHandlerRegistry] Register http handler group successfully. [group=modelengine.fit.log.LoggerController]
[2025-04-08 23:42:05.182] [INFO ] [main] [modelengine.fit.http.server.handler.ReflectibleHttpHandlerRegistry] Register http handler group successfully. [group=modelengine.fit.service.CheckController]
[2025-04-08 23:42:05.384] [INFO ] [main] [modelengine.fitframework.runtime.discrete.DiscreteFitRuntime] FIT application started. [version=3.6.0-SNAPSHOT]
[2025-04-08 23:42:05.404] [INFO ] [registry-client-thread-0] [modelengine.fit.service.RegistryClient] Register fitables successfully. All fitable services are ready.
[2025-04-08 23:42:05.723] [INFO ] [netty-http-server-thread-0] [modelengine.fit.http.server.netty.NettyHttpClassicServer] Start netty http server successfully. [httpPort=8080]
总结
依赖为java17+ （LTS的Java 17和21），maven版本3.8.8以上，14万行框架代码（含测试用例）全部跑完大概7分钟。
