feat(ai-web): 增加本地配置文件

以后有需要再拆分

bin/build-forest.js

@@ -0,0 +1,13 @@
+import {cd, path} from 'zx'
+import {trim} from "licia";
+import {run_deploy_batch, run_deploy_root} from "./library.js";
+
+// 切换目录
+cd(trim(path.dirname(import.meta.dirname)))
+// 执行流程
+try {
+    await run_deploy_root()
+    await run_deploy_batch(['service-common', 'service-dependencies', 'service-configuration', 'service-forest'])
+} catch (e) {
+    console.error(e)
+}

bin/generate

@@ -4,7 +4,7 @@ jars_path=/data/datalake/jars
 jdk_path=/opt/jdk1.8.0_162/bin/java
 
 arguments=$@
-# 手动上传jar包则注释掉这行，更显神通吧反正是
+# 手动上传jar包则注释掉这行，各显神通吧反正是
 curl http://AxhEbscwsJDbYMH2:cYxg3b4PtWoVD5SjFayWxtnSVsjzRsg4@132.126.207.124:36800/file/download/service-cli-runner-1.0.0-SNAPSHOT.jar -o ${jars_path}/service-cli-runner.jar
 ${jdk_path} -jar ${jars_path}/service-cli-runner.jar \
   --spring.profiles.active=b12 \

bin/library.js

@@ -7,12 +7,18 @@ if (isEqual(os.platform(), 'win32')) {
     usePowerShell()
 }
 
-const maven_setting = '/Users/lanyuanxiaoyao/.m2/settings-nas.xml'
+const maven_setting = path.join(os.homedir(), '.m2', 'settings-nas.xml')
 
 const upload_url = 'http://132.126.207.124:36800'
 const upload_username = 'AxhEbscwsJDbYMH2'
 const upload_password = 'cYxg3b4PtWoVD5SjFayWxtnSVsjzRsg4'
 
+/**
+ * 时间戳转自然语言
+ *
+ * @param timestamp 时间戳
+ * @returns {string} 自然语言描述的时间
+ */
 const millisecondToString = (timestamp) => {
     const totalSeconds = Math.floor(parseFloat(timestamp) / 1000)
     if (isNaN(totalSeconds) || totalSeconds < 0) {
@@ -71,11 +77,12 @@ export const run_package_batch = async (projects) => {
     }
 }
 
-const upload = async (file_path) => {
+export const upload = async (file_path) => {
     let start = new Date().getTime()
+    let basename = path.basename(file_path)
     let response = await spinner(
         `Uploading project ${file_path}`,
-        () => fetch(`${upload_url}/file/upload/${path.basename(file_path)}`, {
+        () => fetch(`${upload_url}/file/upload/${basename}`, {
             method: 'POST',
             headers: {
                 'Content-Type': 'application/octet-stream',
@@ -90,8 +97,9 @@ const upload = async (file_path) => {
         throw response
     }
     console.log(`✅  Finished upload ${file_path} (${millisecondToString((new Date().getTime()) - start)})`)
-    console.log(`📘 Uploaded ${fileSize(fs.statSync(file_path).size)}`)
-    console.log(`📘 MD5 ${md5file.sync(file_path)}`)
+    console.log(`📘  Uploaded ${fileSize(fs.statSync(file_path).size)}`)
+    console.log(`📘  MD5 ${md5file.sync(file_path)}`)
+    console.log(`📘  Download curl http://AxhEbscwsJDbYMH2:cYxg3b4PtWoVD5SjFayWxtnSVsjzRsg4@132.126.207.124:36800/file/download/${basename} -o ${basename}`)
     fs.rmSync(file_path)
 }
 

bin/library.sh

@@ -1,42 +0,0 @@
-#!/bin/bash
-
-maven_setting=/Users/lanyuanxiaoyao/.m2/settings-nas.xml
-
-build_profile=b2b12
-
-upload_username=AxhEbscwsJDbYMH2
-upload_password=cYxg3b4PtWoVD5SjFayWxtnSVsjzRsg4
-upload_url=http://$upload_username:$upload_password@132.126.207.124:36800
-
-root_path=$(dirname $(cd $(dirname $0);pwd))
-
-function upload() {
-  source_file_path=$(realpath $1)
-  file_name=$(basename $source_file_path)
-  echo "↪ Source md5: $(md5sum $source_file_path | awk '{print $1}')"
-  echo "↪ Uploading $source_file_path"
-  curl $upload_url/file/upload/$file_name -T $source_file_path
-  echo "↪ Upload ytp success"
-  echo "↪ Download: curl $upload_url/file/download/$file_name -o $file_name"
-  echo "↪ Delete source"
-  rm $source_file_path
-}
-
-function joining {
-  local d=${1-} f=${2-}
-  if shift 2; then
-    printf %s "$f" "${@/#/$d}"
-  fi
-}
-
-function deploy_root() {
-    mvn deploy -N -D skipTests -s $maven_setting
-}
-
-function deploy() {
-  mvn -pl $(joining , $@) clean deploy -D skipTests -s $maven_setting
-}
-
-function package() {
-  mvn -pl $(joining , $@) clean package -D skipTests -P $build_profile -s $maven_setting
-}

bin/test.js

@@ -1,6 +0,0 @@
-import {fs} from 'zx'
-
-let stats = fs.statSync('/Users/lanyuanxiaoyao/Project/IdeaProjects/hudi-service/service-api');
-console.log(stats.ctime)
-console.log(stats.atime)
-console.log(stats.mtime)

pom.xml

@@ -417,6 +417,16 @@
                     <artifactId>maven-shade-plugin</artifactId>
                     <version>3.3.0</version>
                 </plugin>
+                <plugin>
+                    <groupId>org.apache.maven.plugins</groupId>
+                    <artifactId>maven-jar-plugin</artifactId>
+                    <version>3.4.2</version>
+                </plugin>
+                <plugin>
+                    <groupId>org.apache.maven.plugins</groupId>
+                    <artifactId>maven-invoker-plugin</artifactId>
+                    <version>3.9.0</version>
+                </plugin>
                 <plugin>
                     <groupId>org.springframework.boot</groupId>
                     <artifactId>spring-boot-maven-plugin</artifactId>

service-ai/bin/build-ai-core.js

@@ -1,14 +1,12 @@
 import {cd, path} from 'zx'
 import {trim} from "licia";
-import {run_deploy, run_package, run_upload_normal} from '../../bin/library.js'
+import {run_deploy} from '../../bin/library.js'
 
 // 切换目录
 cd(trim(path.dirname(import.meta.dirname)))
 // 执行流程
 try {
   await run_deploy('service-ai-core')
-  await run_package('service-ai-chat')
-  await run_upload_normal('service-ai-chat')
 } catch (e) {
   console.error(e)
 }

service-ai/bin/build-ai-knowledge.js

@@ -1,14 +0,0 @@
-import {cd, path} from 'zx'
-import {trim} from "licia";
-import {run_deploy, run_package, run_upload_normal} from '../../bin/library.js'
-
-// 切换目录
-cd(trim(path.dirname(import.meta.dirname)))
-// 执行流程
-try {
-  await run_deploy('service-ai-core')
-  await run_package('service-ai-knowledge')
-  await run_upload_normal('service-ai-knowledge')
-} catch (e) {
-  console.error(e)
-}

service-ai/bin/build-ai-web.js

@@ -0,0 +1,21 @@
+import {
+  cd,
+  path,
+} from 'zx'
+import {trim} from "licia";
+import {
+  run_deploy,
+  run_package,
+  run_upload_normal,
+} from '../../bin/library.js'
+
+// 切换目录
+cd(trim(path.dirname(import.meta.dirname)))
+// 执行流程
+try {
+  await run_deploy('service-ai-core')
+  await run_package('service-ai-web')
+  await run_upload_normal('service-ai-web')
+} catch (e) {
+  console.error(e)
+}

service-ai/database/service_ai_feedback.sql

@@ -0,0 +1,18 @@
+CREATE TABLE `service_ai_feedback`
+(
+    `id`            bigint   NOT NULL,
+    `created_time`  datetime(6) DEFAULT NULL,
+    `modified_time` datetime(6) DEFAULT NULL,
+    `analysis`      longtext,
+    `conclusion`    longtext,
+    `source`        longtext NOT NULL,
+    `status`        tinyint  NOT NULL,
+    PRIMARY KEY (`id`)
+) DEFAULT CHARSET = utf8mb4;
+
+CREATE TABLE `service_ai_feedback_pictures`
+(
+    `feedback_id` bigint NOT NULL,
+    `pictures_id` bigint NOT NULL,
+    PRIMARY KEY (`feedback_id`, `pictures_id`)
+) DEFAULT CHARSET = utf8mb4;

service-ai/database/service_ai_file.sql

@@ -1,11 +1,12 @@
 CREATE TABLE `service_ai_file`
 (
-    `id`           bigint   NOT NULL,
-    `filename`     varchar(500)      DEFAULT NULL,
-    `size`         bigint            DEFAULT NULL,
-    `md5`          varchar(100)      DEFAULT NULL,
-    `path`         varchar(500)      DEFAULT NULL,
-    `type`         varchar(50)       DEFAULT NULL,
-    `created_time` datetime NOT NULL DEFAULT CURRENT_TIMESTAMP,
+    `id`            bigint NOT NULL,
+    `created_time`  datetime(6)  DEFAULT NULL,
+    `modified_time` datetime(6)  DEFAULT NULL,
+    `filename`      varchar(255) DEFAULT NULL,
+    `md5`           varchar(255) DEFAULT NULL,
+    `path`          varchar(255) DEFAULT NULL,
+    `size`          bigint       DEFAULT NULL,
+    `type`          varchar(255) DEFAULT NULL,
     PRIMARY KEY (`id`)
-) DEFAULT CHARSET = utf8mb4;
+) DEFAULT CHARSET = utf8mb4;

service-ai/database/service_ai_group.sql

@@ -1,9 +1,10 @@
 CREATE TABLE `service_ai_group`
 (
     `id`            bigint       NOT NULL,
+    `created_time`  datetime(6) DEFAULT NULL,
+    `modified_time` datetime(6) DEFAULT NULL,
+    `name`          varchar(255) NOT NULL,
+    `status`        tinyint      NOT NULL,
     `knowledge_id`  bigint       NOT NULL,
-    `name`          varchar(100) NOT NULL,
-    `status`        varchar(10)  NOT NULL DEFAULT 'RUNNING',
-    `created_time`  datetime     NOT NULL DEFAULT CURRENT_TIMESTAMP,
-    `modified_time` datetime     NOT NULL DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP
-) DEFAULT CHARSET = utf8mb4;
+    PRIMARY KEY (`id`)
+) DEFAULT CHARSET=utf8mb4;

service-ai/database/service_ai_knowledge.sql

@@ -1,10 +1,11 @@
 CREATE TABLE `service_ai_knowledge`
 (
     `id`               bigint       NOT NULL,
-    `vector_source_id` varchar(100) NOT NULL,
-    `name`             varchar(100) NOT NULL,
-    `strategy`         varchar(10)  NOT NULL,
-    `created_time`     datetime     NOT NULL DEFAULT CURRENT_TIMESTAMP,
-    `modified_time`    datetime     NOT NULL DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP,
+    `created_time`     datetime(6) DEFAULT NULL,
+    `modified_time`    datetime(6) DEFAULT NULL,
+    `description`      longtext     NOT NULL,
+    `name`             varchar(255) NOT NULL,
+    `strategy`         tinyint      NOT NULL,
+    `vector_source_id` bigint       NOT NULL,
     PRIMARY KEY (`id`)
-) DEFAULT CHARSET = utf8mb4;
+) DEFAULT CHARSET = utf8mb4;

service-ai/pom.xml

@@ -11,8 +11,8 @@
     <description>Hudi AI服务集合</description>
     <modules>
         <module>service-ai-core</module>
-        <module>service-ai-chat</module>
-        <module>service-ai-knowledge</module>
+        <module>service-ai-web</module>
+        <module>service-ai-cli</module>
     </modules>
 
     <properties>
@@ -25,11 +25,25 @@
         <spring-boot.version>3.4.3</spring-boot.version>
         <spring-cloud.version>2024.0.1</spring-cloud.version>
         <spring-ai.version>1.0.0</spring-ai.version>
+        <solon-ai.version>3.3.1</solon-ai.version>
         <eclipse-collections.version>11.1.0</eclipse-collections.version>
         <curator.version>5.1.0</curator.version>
         <hutool.version>5.8.27</hutool.version>
+        <mapstruct.version>1.6.3</mapstruct.version>
     </properties>
 
+    <dependencies>
+        <dependency>
+            <groupId>org.mapstruct</groupId>
+            <artifactId>mapstruct</artifactId>
+        </dependency>
+        <dependency>
+            <groupId>org.projectlombok</groupId>
+            <artifactId>lombok</artifactId>
+            <optional>true</optional>
+        </dependency>
+    </dependencies>
+
     <dependencyManagement>
         <dependencies>
             <!-- 当前项目依赖 -->
@@ -96,6 +110,11 @@
                 <artifactId>jasypt-spring-boot-starter</artifactId>
                 <version>3.0.5</version>
             </dependency>
+            <dependency>
+                <groupId>com.blinkfox</groupId>
+                <artifactId>fenix-spring-boot-starter</artifactId>
+                <version>3.0.0</version>
+            </dependency>
 
             <!-- 日志相关 -->
             <dependency>
@@ -136,12 +155,37 @@
                 <artifactId>liteflow-spring-boot-starter</artifactId>
                 <version>2.13.2</version>
             </dependency>
+            <dependency>
+                <groupId>com.yomahub</groupId>
+                <artifactId>liteflow-el-builder</artifactId>
+                <version>2.13.2</version>
+            </dependency>
+            <dependency>
+                <groupId>org.noear</groupId>
+                <artifactId>solon-ai</artifactId>
+                <version>${solon-ai.version}</version>
+            </dependency>
+            <dependency>
+                <groupId>org.noear</groupId>
+                <artifactId>solon-ai-dialect-openai</artifactId>
+                <version>${solon-ai.version}</version>
+            </dependency>
+            <dependency>
+                <groupId>org.mapstruct</groupId>
+                <artifactId>mapstruct</artifactId>
+                <version>${mapstruct.version}</version>
+            </dependency>
         </dependencies>
     </dependencyManagement>
 
     <build>
         <pluginManagement>
             <plugins>
+                <plugin>
+                    <groupId>org.apache.maven.plugins</groupId>
+                    <artifactId>maven-compiler-plugin</artifactId>
+                    <version>3.14.0</version>
+                </plugin>
                 <plugin>
                     <groupId>org.apache.maven.plugins</groupId>
                     <artifactId>maven-source-plugin</artifactId>
@@ -150,7 +194,7 @@
                 <plugin>
                     <groupId>org.apache.maven.plugins</groupId>
                     <artifactId>maven-shade-plugin</artifactId>
-                    <version>3.3.0</version>
+                    <version>3.6.0</version>
                 </plugin>
                 <plugin>
                     <groupId>org.springframework.boot</groupId>

service-ai/service-ai-chat/src/main/java/com/lanyuanxiaoyao/service/ai/chat/AiChatApplication.java

@@ -1,23 +0,0 @@
-package com.lanyuanxiaoyao.service.ai.chat;
-
-import com.ulisesbocchio.jasyptspringboot.annotation.EnableEncryptableProperties;
-import org.springframework.boot.SpringApplication;
-import org.springframework.boot.autoconfigure.SpringBootApplication;
-import org.springframework.boot.context.properties.EnableConfigurationProperties;
-import org.springframework.cloud.client.discovery.EnableDiscoveryClient;
-import org.springframework.retry.annotation.EnableRetry;
-
-/**
- * @author lanyuanxiaoyao
- * @version 20250514
- */
-@SpringBootApplication(scanBasePackages = "com.lanyuanxiaoyao.service")
-@EnableDiscoveryClient
-@EnableConfigurationProperties
-@EnableEncryptableProperties
-@EnableRetry
-public class AiChatApplication {
-  public static void main(String[] args) {
-    SpringApplication.run(AiChatApplication.class, args);
-  }
-}

service-ai/service-ai-chat/src/main/java/com/lanyuanxiaoyao/service/ai/chat/controller/ChatController.java

@@ -1,87 +0,0 @@
-package com.lanyuanxiaoyao.service.ai.chat.controller;
-
-import cn.hutool.core.util.StrUtil;
-import com.lanyuanxiaoyao.service.ai.chat.entity.MessageVO;
-import com.lanyuanxiaoyao.service.ai.chat.tools.DatetimeTools;
-import java.io.IOException;
-import org.eclipse.collections.api.list.ImmutableList;
-import org.slf4j.Logger;
-import org.slf4j.LoggerFactory;
-import org.springframework.ai.chat.client.ChatClient;
-import org.springframework.ai.chat.messages.AssistantMessage;
-import org.springframework.ai.chat.messages.Message;
-import org.springframework.ai.chat.messages.UserMessage;
-import org.springframework.stereotype.Controller;
-import org.springframework.web.bind.annotation.PostMapping;
-import org.springframework.web.bind.annotation.RequestBody;
-import org.springframework.web.bind.annotation.RequestMapping;
-import org.springframework.web.bind.annotation.ResponseBody;
-import org.springframework.web.servlet.mvc.method.annotation.SseEmitter;
-
-/**
- * 聊天
- *
- * @author lanyuanxiaoyao
- * @version 20250514
- */
-@Controller
-@RequestMapping("chat")
-public class ChatController {
-  private static final Logger logger = LoggerFactory.getLogger(ChatController.class);
-
-  private final ChatClient chatClient;
-
-  public ChatController(ChatClient.Builder builder) {
-    this.chatClient = builder.build();
-  }
-
-  private ChatClient.ChatClientRequestSpec buildRequest(ImmutableList<MessageVO> messages) {
-    return chatClient.prompt()
-        .system("""
-            你是一名专业的AI运维助手，负责“Hudi数据同步服务平台”的运维工作；
-            你将会友好地帮助用户解答关于该平台运维工作的问题，你会尽可能通过各种方式获取知识和数据来解答；
-            对于无法通过已有知识回答的问题，你会提示用户你无法解答该问题，而不是虚构不存在的数据或答案；
-            对于与该平台无关的问题，你会委婉地拒绝用户，并提示无法回答；
-            你将始终在中文语境下进行对话。
-            """)
-        .tools(new DatetimeTools())
-        .messages(
-            messages
-                .collect(message -> StrUtil.equals(message.getRole(), "assistant")
-                    ? new AssistantMessage(message.getContent())
-                    : new UserMessage(message.getContent()))
-                .collect(message -> (Message) message)
-                .toList()
-        );
-  }
-
-  @PostMapping("sync")
-  @ResponseBody
-  public String chatSync(@RequestBody ImmutableList<MessageVO> messages) {
-    String content = buildRequest(messages)
-        .call()
-        .content();
-    return StrUtil.trimToEmpty(content);
-  }
-
-  @PostMapping("async")
-  public SseEmitter chatAsync(@RequestBody ImmutableList<MessageVO> messages) {
-    SseEmitter emitter = new SseEmitter();
-    buildRequest(messages)
-        .stream()
-        .content()
-        .subscribe(
-            content -> {
-              try {
-                emitter.send(content);
-              } catch (IOException e) {
-                emitter.completeWithError(e);
-                throw new RuntimeException(e);
-              }
-            },
-            emitter::completeWithError,
-            emitter::complete
-        );
-    return emitter;
-  }
-}

service-ai/service-ai-chat/src/main/java/com/lanyuanxiaoyao/service/ai/chat/entity/MessageVO.java

@@ -1,34 +0,0 @@
-package com.lanyuanxiaoyao.service.ai.chat.entity;
-
-/**
- * @author lanyuanxiaoyao
- * @version 20250516
- */
-public class MessageVO {
-  private String role;
-  private String content;
-
-  public String getRole() {
-    return role;
-  }
-
-  public void setRole(String role) {
-    this.role = role;
-  }
-
-  public String getContent() {
-    return content;
-  }
-
-  public void setContent(String content) {
-    this.content = content;
-  }
-
-  @Override
-  public String toString() {
-    return "MessageVO{" +
-           "role='" + role + '\'' +
-           ", content='" + content + '\'' +
-           '}';
-  }
-}

service-ai/service-ai-chat/src/main/java/com/lanyuanxiaoyao/service/ai/chat/tools/DatetimeTools.java

@@ -1,18 +0,0 @@
-package com.lanyuanxiaoyao.service.ai.chat.tools;
-
-import java.time.LocalDateTime;
-import java.time.format.DateTimeFormatter;
-import org.springframework.ai.tool.annotation.Tool;
-
-/**
- * @author lanyuanxiaoyao
- * @version 20250516
- */
-public class DatetimeTools {
-  private final static DateTimeFormatter formatter = DateTimeFormatter.ofPattern("yyyy-MM-dd HH:mm:ss");
-
-  @Tool(description = "获取当前日期和时间")
-  public String getCurrentDateTime() {
-    return LocalDateTime.now().format(formatter);
-  }
-}

service-ai/service-ai-chat/src/main/resources/application.yml

@@ -1,15 +0,0 @@
-spring:
-  application:
-    name: service-ai-chat
-  profiles:
-    include: random-port,common,discovery,metrics,forest
-  ai:
-    openai:
-      base-url: http://132.121.206.65:10086
-      api-key: ENC(K+Hff9QGC+fcyi510VIDd9CaeK/IN5WBJ9rlkUsHEdDgIidW+stHHJlsK0lLPUXXREha+ToQZqqDXJrqSE+GUKCXklFhelD8bRHFXBIeP/ZzT2cxhzgKUXgjw3S0Qw2R)
-      chat:
-        options:
-          model: 'Qwen3-1.7-vllm'
-  mvc:
-    async:
-      request-timeout: 300000

service-ai/service-ai-chat/src/main/resources/logback-spring.xml

@@ -1,34 +0,0 @@
-<configuration>
-    <conversionRule conversionWord="clr" converterClass="org.springframework.boot.logging.logback.ColorConverter" />
-    <conversionRule conversionWord="wex" converterClass="org.springframework.boot.logging.logback.WhitespaceThrowableProxyConverter" />
-    <conversionRule conversionWord="wEx" converterClass="org.springframework.boot.logging.logback.ExtendedWhitespaceThrowableProxyConverter" />
-
-    <springProperty scope="context" name="LOKI_PUSH_URL" source="loki.url"/>
-    <springProperty scope="context" name="LOGGING_PARENT" source="logging.parent"/>
-    <springProperty scope="context" name="APP_NAME" source="spring.application.name"/>
-
-    <appender name="Console" class="ch.qos.logback.core.ConsoleAppender">
-        <encoder>
-            <pattern>%d{yyyy-MM-dd HH:mm:ss.SSS} %clr(%5p) %clr([${HOSTNAME}]){yellow} %clr([%t]){magenta} %clr(%logger{40}){cyan} #@# %m%n%wEx</pattern>
-        </encoder>
-    </appender>
-
-    <appender name="RollingFile" class="ch.qos.logback.core.rolling.RollingFileAppender">
-        <file>${LOGGING_PARENT:-.}/${APP_NAME:-run}.log</file>
-        <rollingPolicy class="ch.qos.logback.core.rolling.TimeBasedRollingPolicy">
-            <fileNamePattern>${LOGGING_PARENT:-.}/archive/${APP_NAME:-run}-%d{yyyy-MM-dd}.gz</fileNamePattern>
-            <MaxHistory>7</MaxHistory>
-        </rollingPolicy>
-        <encoder>
-            <pattern>%d{yyyy-MM-dd HH:mm:ss.SSS} %p [${HOSTNAME}] [%t] %logger #@# %m%n%wEx</pattern>
-        </encoder>
-    </appender>
-
-    <logger name="com.zaxxer.hikari" level="ERROR"/>
-    <logger name="com.netflix.discovery.shared.resolver.aws.ConfigClusterResolver" level="WARN"/>
-
-    <root level="INFO">
-        <appender-ref ref="Console"/>
-        <appender-ref ref="RollingFile"/>
-    </root>
-</configuration>

service-ai/service-ai-chat/src/test/java/com/lanyuanxiaoyao/service/ai/chat/TestChat.java

@@ -1,37 +0,0 @@
-package com.lanyuanxiaoyao.service.ai.chat;
-
-import org.springframework.ai.chat.client.ChatClient;
-import org.springframework.ai.openai.OpenAiChatModel;
-import org.springframework.ai.openai.OpenAiChatOptions;
-import org.springframework.ai.openai.api.OpenAiApi;
-import reactor.core.Disposable;
-
-/**
- * @author lanyuanxiaoyao
- * @version 20250514
- */
-public class TestChat {
-  public static void main(String[] args) {
-    ChatClient client = ChatClient.builder(
-            OpenAiChatModel.builder()
-                .openAiApi(
-                    OpenAiApi.builder()
-                        .baseUrl("http://132.121.206.65:10086")
-                        .apiKey("*XMySqV%>hR&v>>g*NwCs3tpQ5FVMFEF2VHVTj<MYQd$&@$sY7CgqNyea4giJi4")
-                        .build()
-                )
-                .defaultOptions(
-                    OpenAiChatOptions.builder()
-                        .model("Qwen3-1.7")
-                        .build()
-                )
-                .build()
-        )
-        .build();
-    String content = client.prompt()
-        .user("你好")
-        .call()
-        .content();
-    System.out.println(content);
-  }
-}

service-ai/service-ai-cli/pom.xml

@@ -9,16 +9,20 @@
         <version>1.0.0-SNAPSHOT</version>
     </parent>
 
-    <artifactId>service-ai-chat</artifactId>
+    <artifactId>service-ai-cli</artifactId>
 
     <dependencies>
         <dependency>
-            <groupId>com.lanyuanxiaoyao</groupId>
-            <artifactId>service-ai-core</artifactId>
+            <groupId>org.springframework.boot</groupId>
+            <artifactId>spring-boot-starter</artifactId>
         </dependency>
         <dependency>
-            <groupId>org.springframework.ai</groupId>
-            <artifactId>spring-ai-starter-model-openai</artifactId>
+            <groupId>cn.hutool</groupId>
+            <artifactId>hutool-all</artifactId>
+        </dependency>
+        <dependency>
+            <groupId>org.freemarker</groupId>
+            <artifactId>freemarker</artifactId>
         </dependency>
     </dependencies>
 
@@ -38,4 +42,5 @@
             </plugin>
         </plugins>
     </build>
+
 </project>

service-ai/service-ai-cli/src/main/java/com/lanyuanxiaoyao/service/ai/cli/Generator.java

@@ -0,0 +1,22 @@
+package com.lanyuanxiaoyao.service.ai.cli;
+
+import org.springframework.boot.ApplicationArguments;
+import org.springframework.boot.ApplicationRunner;
+import org.springframework.boot.SpringApplication;
+import org.springframework.boot.autoconfigure.SpringBootApplication;
+
+/**
+ * @author lanyuanxiaoyao
+ * @version 20250612
+ */
+@SpringBootApplication
+public class Generator implements ApplicationRunner {
+  public static void main(String[] args) {
+    SpringApplication.run(Generator.class, args);
+  }
+
+  @Override
+  public void run(ApplicationArguments args) throws Exception {
+    new LlamaSwapTool().generate();
+  }
+}

service-ai/service-ai-cli/src/main/java/com/lanyuanxiaoyao/service/ai/cli/GeneratorTool.java

@@ -0,0 +1,26 @@
+package com.lanyuanxiaoyao.service.ai.cli;
+
+import cn.hutool.core.io.FileUtil;
+import cn.hutool.extra.template.Template;
+import cn.hutool.extra.template.TemplateConfig;
+import cn.hutool.extra.template.TemplateEngine;
+import cn.hutool.extra.template.TemplateUtil;
+import java.nio.charset.StandardCharsets;
+import java.util.Map;
+
+/**
+ * @author lanyuanxiaoyao
+ * @version 20250612
+ */
+public abstract class GeneratorTool {
+  private final TemplateEngine engine = TemplateUtil.createEngine(new TemplateConfig("template", TemplateConfig.ResourceMode.CLASSPATH));
+
+  protected void generateTemplate(String templatePath, Map<?, ?> data, String targetScriptPath) {
+    Template template = engine.getTemplate(templatePath);
+    String script = template.render(data);
+    FileUtil.del(targetScriptPath);
+    FileUtil.writeString(script, targetScriptPath, StandardCharsets.UTF_8);
+  }
+
+  public abstract void generate() throws Exception;
+}

service-ai/service-ai-cli/src/main/java/com/lanyuanxiaoyao/service/ai/cli/LlamaSwapTool.java

@@ -0,0 +1,244 @@
+package com.lanyuanxiaoyao.service.ai.cli;
+
+import cn.hutool.core.collection.ListUtil;
+import cn.hutool.core.util.StrUtil;
+import java.util.List;
+import java.util.Map;
+
+/**
+ * @author lanyuanxiaoyao
+ * @version 20250612
+ */
+public class LlamaSwapTool extends GeneratorTool {
+  private static final String API_KEY = "*XMySqV%>hR&v>>g*NwCs3tpQ5FVMFEF2VHVTj<MYQd$&@$sY7CgqNyea4giJi4";
+
+  public static String displayName(String name) {
+    return name.replaceAll("\\s+", "_")
+        .replaceAll("\\.", "_")
+        .toLowerCase();
+  }
+
+  @Override
+  public void generate() {
+    generateTemplate(
+        "llama-swap.ftl",
+        Map.of(
+            "models", List.of(
+                llamaCppEmbeddingCmd("BGE/bge-m3-q4km", "bge-m3-Q4_K_M.gguf", 20),
+                vllmEmbeddingCmd("BGE/bge-m3", "bge-m3", 5),
+                llamaCppRerankerCmd("BGE/beg-reranker-v2-q4km", "bge-reranker-v2-m3-Q4_K_M.gguf", 20),
+                vllmRerankerCmd("BGE/beg-reranker-v2", "bge-reranker-v2-m3", 5),
+
+                vllmCmd("Qwen3/qwen3-0.6b", "Qwen3-0.6B", 5, true),
+                vllmCmd("Qwen3/qwen3-1.7b", "Qwen3-1.7B", 5, true),
+                vllmCmd("Qwen3/qwen3-4b", "Qwen3-4B", 8, true),
+                llamaCppCmd("Qwen3/qwen3-4b-q4km", "Qwen3-4B-Q4_K_M.gguf", 35),
+                llamaCppCmd("Qwen3/qwen3-8b-q4km", "Qwen3-8B-Q4_K_M.gguf", 35),
+
+                vllmEmbeddingCmd("Qwen3/qwen3-embedding-0.6b", "Qwen3-Embedding-0.6B", 5),
+                vllmEmbeddingCmd("Qwen3/qwen3-embedding-4b", "Qwen3-Embedding-4B", 8),
+                llamaCppEmbeddingCmd("Qwen3/qwen3-embedding-4b-q4km", "Qwen3-Embedding-4B-Q4_K_M.gguf", 35),
+                llamaCppEmbeddingCmd("Qwen3/qwen3-embedding-8b-q4km", "Qwen3-Embedding-8B-Q4_K_M.gguf", 35),
+
+                // 0.9.1 vllm还未支持
+                // vllmRerankerCmd("Qwen3/qwen3-reranker-0.6b", "Qwen3-Reranker-0.6B", 5),
+                // vllmRerankerCmd("Qwen3/qwen3-reranker-4b", "Qwen3-Reranker-4B", 8),
+
+                llamaCppVisualCmd("Qwen2.5/qwen2.5-vl-7b", "Qwen2.5-VL-7B-Instruct-BF16.gguf", 35),
+                llamaCppVisualCmd("Qwen2.5/qwen2.5-vl-7b-q4km", "Qwen2.5-VL-7B-Instruct-Q4_K_M.gguf", 35),
+                vllmCmd("Qwen2.5/qwen2.5-vl-3b-instruct", "Qwen2.5-VL-3B-Instruct", 8, false),
+                vllmCmd("Qwen2.5/qwen2.5-vl-7b-instruct", "Qwen2.5-VL-7B-Instruct", 8, false),
+
+                llamaCppVisualCmd("MiniCPM/minicpm-o-2.6-7.6b-q4km", "MiniCPM-o-2_6-7.6B-Q4_K_M.gguf", 35),
+                vllmCmd("MiniCPM/minicpm-o-2.6-7.6b", "MiniCPM-o-2_6", 10, false)
+            )
+        ),
+        "config.yaml"
+    );
+  }
+
+  private DockerCmd llamaCppCmd(String name, String model, Integer thread) {
+    return llamaCppCmd(name, model, thread, false, false, false);
+  }
+
+  private DockerCmd llamaCppEmbeddingCmd(String name, String model, Integer thread) {
+    return llamaCppCmd(name, model, thread, true, false, false);
+  }
+
+  private DockerCmd llamaCppRerankerCmd(String name, String model, Integer thread) {
+    return llamaCppCmd(name, model, thread, false, true, false);
+  }
+
+  private DockerCmd llamaCppVisualCmd(String name, String model, Integer thread) {
+    return llamaCppCmd(name, model, thread, false, false, true);
+  }
+
+  private DockerCmd llamaCppCmd(String name, String model, Integer thread, Boolean isEmbedding, Boolean isReranker, Boolean isVisual) {
+    List<String> arguments = ListUtil.list(
+        false,
+        StrUtil.format("-m /models/{}", model),
+        "--port ${PORT}",
+        StrUtil.format("--api-key {}", API_KEY),
+        "-c 0",
+        "-b 4096",
+        StrUtil.format("-t {}", thread),
+        "-np 5",
+        "--log-disable",
+        "--no-webui"
+    );
+    if (isEmbedding) {
+      arguments.add("--embedding");
+      arguments.add("-ub 8192");
+      arguments.add("--pooling mean");
+    } else if (isReranker) {
+      arguments.add("--reranking");
+    } else if (isVisual) {
+      arguments.add(StrUtil.format("--mmproj /models/{}.mmproj", model));
+    } else {
+      arguments.add("--jinja");
+    }
+    return new DockerCmd(
+        "ghcr.io/ggml-org/llama.cpp:server",
+        name,
+        model,
+        StrUtil.format("http://llamacpp-{}:${PORT}", displayName(model)),
+        List.of(StrUtil.format("--name llamacpp-{}", displayName(model))),
+        arguments
+    );
+  }
+
+  private DockerCmd vllmCmd(String name, String model, Integer cache, Boolean isReasonable) {
+    return vllmCmd(name, model, cache, false, false, isReasonable);
+  }
+
+  private DockerCmd vllmEmbeddingCmd(String name, String model, Integer cache) {
+    return vllmCmd(name, model, cache, true, false, false);
+  }
+
+  private DockerCmd vllmRerankerCmd(String name, String model, Integer cache) {
+    return vllmCmd(name, model, cache, false, true, false);
+  }
+
+  private DockerCmd vllmVisualCmd(String name, String model, Integer cache, Boolean isReasonable) {
+    return vllmCmd(name, model, cache, false, false, isReasonable);
+  }
+
+  private DockerCmd vllmCmd(String name, String model, Integer cache, Boolean isEmbedding, Boolean isReranker, Boolean isReasonable) {
+    List<String> arguments = ListUtil.list(
+        false,
+        StrUtil.format("--model /models/{}", model),
+        StrUtil.format("--served-model-name {}", name),
+        "--port ${PORT}",
+        StrUtil.format("--api-key {}", API_KEY),
+        "--disable-log-requests",
+        "--uvicorn-log-level error",
+        "--trust-remote-code"
+    );
+    if (isEmbedding) {
+      arguments.add("--task embedding");
+    } else if (isReranker) {
+      arguments.add("--task score");
+    } else if (isReasonable) {
+      arguments.add("--enable-auto-tool-choice");
+      arguments.add("--tool-call-parser hermes");
+      arguments.add("--enable-reasoning");
+      arguments.add("--reasoning-parser deepseek_r1");
+    }
+    return new DockerCmd(
+        "vllm-server-cpu:0.8.5.post1",
+        name,
+        model,
+        StrUtil.format("http://vllm-{}:${PORT}", displayName(model)),
+        List.of(
+            StrUtil.format("--name vllm-{}", displayName(model)),
+            "--privileged=true",
+            "--shm-size=4g",
+            StrUtil.format("-e VLLM_CPU_KVCACHE_SPACE={}", cache)
+        ),
+        arguments
+    );
+  }
+
+  public static class DockerCmd {
+    private String image;
+    private String name;
+    private String model;
+    private String proxy;
+    private List<String> options = ListUtil.list(
+        false,
+        "--rm",
+        "--network llama",
+        "-v /data/models:/models"
+    );
+    private List<String> arguments = ListUtil.list(false);
+
+    public DockerCmd(String image, String name, String model, String proxy, List<String> options, List<String> arguments) {
+      this.image = image;
+      this.name = name;
+      this.model = model;
+      this.proxy = proxy;
+      this.options.addAll(options);
+      this.arguments.addAll(arguments);
+    }
+
+    public String getImage() {
+      return image;
+    }
+
+    public void setImage(String image) {
+      this.image = image;
+    }
+
+    public String getName() {
+      return name;
+    }
+
+    public void setName(String name) {
+      this.name = name;
+    }
+
+    public String getModel() {
+      return model;
+    }
+
+    public void setModel(String model) {
+      this.model = model;
+    }
+
+    public String getProxy() {
+      return proxy;
+    }
+
+    public void setProxy(String proxy) {
+      this.proxy = proxy;
+    }
+
+    public List<String> getOptions() {
+      return options;
+    }
+
+    public void setOptions(List<String> options) {
+      this.options = options;
+    }
+
+    public List<String> getArguments() {
+      return arguments;
+    }
+
+    public void setArguments(List<String> arguments) {
+      this.arguments = arguments;
+    }
+
+    @Override
+    public String toString() {
+      return "DockerCmd{" +
+             "image='" + image + '\'' +
+             ", name='" + name + '\'' +
+             ", model='" + model + '\'' +
+             ", proxy='" + proxy + '\'' +
+             ", options=" + options +
+             ", arguments=" + arguments +
+             '}';
+    }
+  }
+}

service-ai/service-ai-cli/src/main/resources/template/llama-swap.ftl

@@ -0,0 +1,25 @@
+healthCheckTimeout: 600
+logLevel: warn
+models:
+<#list models as model>
+  "${model.name}":
+    proxy: ${model.proxy}
+    ttl: 86400
+    cmd: |
+      docker run
+      <#list model.options as option>
+      ${option}
+      </#list>
+      ${model.image}
+      <#list model.arguments as arg>
+      ${arg}
+      </#list>
+</#list>
+groups:
+  "persistent":
+    swap: false
+    exclusive: false
+    members:
+      <#list models as model>
+      - "${model.name}"
+      </#list>

service-ai/service-ai-core/src/main/java/com/lanyuanxiaoyao/service/ai/core/configuration/WebClientConfiguration.java

@@ -17,22 +17,30 @@ import org.springframework.web.reactive.function.client.WebClient;
  */
 @Configuration
 public class WebClientConfiguration {
-  private HttpClient httpClient() {
-    return HttpClient.newBuilder()
-        .version(HttpClient.Version.HTTP_1_1)
-        .build();
-  }
-
   @Bean
   @Primary
   public RestClient.Builder restClientBuilder() {
-    return RestClient.builder()
-        .requestFactory(new JdkClientHttpRequestFactory(httpClient()));
+    return generateRestClientBuilder();
   }
 
   @Bean
   @Primary
   public WebClient.Builder webClientBuilder() {
+    return generateWebClientBuilder();
+  }
+
+  private static HttpClient httpClient() {
+    return HttpClient.newBuilder()
+        .version(HttpClient.Version.HTTP_1_1)
+        .build();
+  }
+
+  public static RestClient.Builder generateRestClientBuilder() {
+    return RestClient.builder()
+        .requestFactory(new JdkClientHttpRequestFactory(httpClient()));
+  }
+
+  public static WebClient.Builder generateWebClientBuilder() {
     return WebClient.builder()
         .clientConnector(new JdkClientHttpConnector(httpClient()));
   }

service-ai/service-ai-core/src/main/java/com/lanyuanxiaoyao/service/configuration/SecurityConfig.java

@@ -1,9 +1,8 @@
 package com.lanyuanxiaoyao.service.configuration;
 
-import org.slf4j.Logger;
-import org.slf4j.LoggerFactory;
 import org.springframework.context.annotation.Bean;
 import org.springframework.context.annotation.Configuration;
+import org.springframework.http.HttpMethod;
 import org.springframework.security.config.Customizer;
 import org.springframework.security.config.annotation.web.builders.HttpSecurity;
 import org.springframework.security.config.annotation.web.configuration.EnableWebSecurity;
@@ -12,6 +11,9 @@ import org.springframework.security.core.userdetails.User;
 import org.springframework.security.core.userdetails.UserDetails;
 import org.springframework.security.provisioning.InMemoryUserDetailsManager;
 import org.springframework.security.web.SecurityFilterChain;
+import org.springframework.web.cors.CorsConfiguration;
+import org.springframework.web.cors.UrlBasedCorsConfigurationSource;
+import org.springframework.web.filter.CorsFilter;
 
 /**
  * @author lanyuanxiaoyao
@@ -20,13 +22,31 @@ import org.springframework.security.web.SecurityFilterChain;
 @Configuration
 @EnableWebSecurity
 public class SecurityConfig {
-  private static final Logger logger = LoggerFactory.getLogger(SecurityConfig.class);
+  @Bean
+  public CorsFilter corsFilter() {
+    CorsConfiguration configuration = new CorsConfiguration();
+    configuration.setAllowCredentials(true);
+    configuration.addAllowedOriginPattern("*");
+    configuration.addAllowedHeader("*");
+    configuration.addAllowedMethod("*");
+    configuration.setMaxAge(7200L);
+    configuration.setAllowPrivateNetwork(true);
+    UrlBasedCorsConfigurationSource source = new UrlBasedCorsConfigurationSource();
+    source.registerCorsConfiguration("/**", configuration);
+    return new CorsFilter(source);
+  }
 
   @Bean
   public SecurityFilterChain securityFilterChain(HttpSecurity http) throws Exception {
-    return http.authorizeHttpRequests(registry -> registry.anyRequest().authenticated())
+    return http.authorizeHttpRequests(
+            registry -> registry
+                .requestMatchers(HttpMethod.OPTIONS, "/**")
+                .permitAll()
+                .anyRequest()
+                .authenticated()
+        )
         .httpBasic(Customizer.withDefaults())
-        .cors(AbstractHttpConfigurer::disable)
+        .cors(Customizer.withDefaults())
         .csrf(AbstractHttpConfigurer::disable)
         .formLogin(AbstractHttpConfigurer::disable)
         .build();

service-ai/service-ai-knowledge/pom.xml

@@ -1,75 +0,0 @@
-<?xml version="1.0" encoding="UTF-8"?>
-<project xmlns="http://maven.apache.org/POM/4.0.0"
-         xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
-         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
-    <modelVersion>4.0.0</modelVersion>
-    <parent>
-        <groupId>com.lanyuanxiaoyao</groupId>
-        <artifactId>service-ai</artifactId>
-        <version>1.0.0-SNAPSHOT</version>
-    </parent>
-
-    <artifactId>service-ai-knowledge</artifactId>
-
-    <dependencies>
-        <dependency>
-            <groupId>com.lanyuanxiaoyao</groupId>
-            <artifactId>service-ai-core</artifactId>
-            <exclusions>
-                <exclusion>
-                    <groupId>com.google.protobuf</groupId>
-                    <artifactId>protobuf-java</artifactId>
-                </exclusion>
-            </exclusions>
-        </dependency>
-        <dependency>
-            <groupId>org.springframework.ai</groupId>
-            <artifactId>spring-ai-starter-model-openai</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>org.springframework.ai</groupId>
-            <artifactId>spring-ai-starter-vector-store-qdrant</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>org.springframework.ai</groupId>
-            <artifactId>spring-ai-markdown-document-reader</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>org.springframework.boot</groupId>
-            <artifactId>spring-boot-starter-jdbc</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>com.mysql</groupId>
-            <artifactId>mysql-connector-j</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>com.yomahub</groupId>
-            <artifactId>liteflow-spring-boot-starter</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>org.springframework.ai</groupId>
-            <artifactId>spring-ai-tika-document-reader</artifactId>
-        </dependency>
-        <dependency>
-            <groupId>org.springframework.ai</groupId>
-            <artifactId>spring-ai-pdf-document-reader</artifactId>
-        </dependency>
-    </dependencies>
-
-    <build>
-        <plugins>
-            <plugin>
-                <groupId>org.springframework.boot</groupId>
-                <artifactId>spring-boot-maven-plugin</artifactId>
-                <executions>
-                    <execution>
-                        <phase>package</phase>
-                        <goals>
-                            <goal>repackage</goal>
-                        </goals>
-                    </execution>
-                </executions>
-            </plugin>
-        </plugins>
-    </build>
-</project>

service-ai/service-ai-knowledge/src/main/java/com/lanyuanxiaoyao/service/ai/knowledge/configuration/KnowledgeConfiguration.java

@@ -1,39 +0,0 @@
-package com.lanyuanxiaoyao.service.ai.knowledge.configuration;
-
-import org.springframework.boot.context.properties.ConfigurationProperties;
-import org.springframework.context.annotation.Configuration;
-
-/**
- * @author lanyuanxiaoyao
- * @version 20250527
- */
-@Configuration
-@ConfigurationProperties(prefix = "knowledge")
-public class KnowledgeConfiguration {
-  private String downloadPrefix;
-  private String uploadPath;
-
-  public String getDownloadPrefix() {
-    return downloadPrefix;
-  }
-
-  public void setDownloadPrefix(String downloadPrefix) {
-    this.downloadPrefix = downloadPrefix;
-  }
-
-  public String getUploadPath() {
-    return uploadPath;
-  }
-
-  public void setUploadPath(String uploadPath) {
-    this.uploadPath = uploadPath;
-  }
-
-  @Override
-  public String toString() {
-    return "KnowledgeConfiguration{" +
-           "downloadPrefix='" + downloadPrefix + '\'' +
-           ", uploadPath='" + uploadPath + '\'' +
-           '}';
-  }
-}

service-ai/service-ai-knowledge/src/main/java/com/lanyuanxiaoyao/service/ai/knowledge/controller/GroupController.java

@@ -1,38 +0,0 @@
-package com.lanyuanxiaoyao.service.ai.knowledge.controller;
-
-import com.lanyuanxiaoyao.service.ai.core.entity.amis.AmisResponse;
-import com.lanyuanxiaoyao.service.ai.knowledge.service.GroupService;
-import java.util.concurrent.ExecutionException;
-import org.slf4j.Logger;
-import org.slf4j.LoggerFactory;
-import org.springframework.web.bind.annotation.GetMapping;
-import org.springframework.web.bind.annotation.RequestMapping;
-import org.springframework.web.bind.annotation.RequestParam;
-import org.springframework.web.bind.annotation.RestController;
-
-/**
- * @author lanyuanxiaoyao
- * @version 20250528
- */
-@RestController
-@RequestMapping("group")
-public class GroupController {
-  private static final Logger logger = LoggerFactory.getLogger(GroupController.class);
-
-  private final GroupService groupService;
-
-  public GroupController(GroupService groupService) {
-    this.groupService = groupService;
-  }
-
-  @GetMapping("list")
-  public AmisResponse<?> list(@RequestParam("knowledge_id") Long knowledgeId) {
-    return AmisResponse.responseCrudData(groupService.list(knowledgeId));
-  }
-
-  @GetMapping("delete")
-  public AmisResponse<?> delete(@RequestParam("id") Long id) throws ExecutionException, InterruptedException {
-    groupService.remove(id);
-    return AmisResponse.responseSuccess();
-  }
-}

service-ai/service-ai-knowledge/src/main/java/com/lanyuanxiaoyao/service/ai/knowledge/controller/KnowledgeController.java

@@ -1,108 +0,0 @@
-package com.lanyuanxiaoyao.service.ai.knowledge.controller;
-
-import cn.hutool.core.util.StrUtil;
-import com.lanyuanxiaoyao.service.ai.core.entity.amis.AmisMapResponse;
-import com.lanyuanxiaoyao.service.ai.core.entity.amis.AmisResponse;
-import com.lanyuanxiaoyao.service.ai.knowledge.entity.vo.SegmentVO;
-import com.lanyuanxiaoyao.service.ai.knowledge.service.EmbeddingService;
-import com.lanyuanxiaoyao.service.ai.knowledge.service.KnowledgeService;
-import java.util.concurrent.ExecutionException;
-import org.eclipse.collections.api.factory.Lists;
-import org.slf4j.Logger;
-import org.slf4j.LoggerFactory;
-import org.springframework.web.bind.annotation.GetMapping;
-import org.springframework.web.bind.annotation.PostMapping;
-import org.springframework.web.bind.annotation.RequestMapping;
-import org.springframework.web.bind.annotation.RequestParam;
-import org.springframework.web.bind.annotation.RestController;
-
-/**
- * @author lanyuanxiaoyao
- * @version 20250515
- */
-@RestController
-@RequestMapping("knowledge")
-public class KnowledgeController {
-  private static final Logger logger = LoggerFactory.getLogger(KnowledgeController.class);
-
-  private final KnowledgeService knowledgeService;
-  private final EmbeddingService embeddingService;
-
-  public KnowledgeController(KnowledgeService knowledgeService, EmbeddingService embeddingService) {
-    this.knowledgeService = knowledgeService;
-    this.embeddingService = embeddingService;
-  }
-
-  @PostMapping("add")
-  public void add(
-      @RequestParam("name") String name,
-      @RequestParam("strategy") String strategy
-  ) throws ExecutionException, InterruptedException {
-    knowledgeService.add(name, strategy);
-  }
-
-  @GetMapping("name")
-  public AmisMapResponse name(@RequestParam("id") Long id) {
-    return AmisResponse.responseMapData()
-        .setData("name", knowledgeService.getName(id));
-  }
-
-  @GetMapping("list")
-  public AmisResponse<?> list() {
-    return AmisResponse.responseCrudData(knowledgeService.list());
-  }
-
-  @GetMapping("delete")
-  public void delete(@RequestParam("id") Long id) throws ExecutionException, InterruptedException {
-    knowledgeService.remove(id);
-  }
-
-  @PostMapping("preview_text")
-  public AmisResponse<?> previewText(
-      @RequestParam(value = "mode", defaultValue = "NORMAL") String mode,
-      @RequestParam(value = "type", defaultValue = "text") String type,
-      @RequestParam(value = "content", required = false) String content,
-      @RequestParam(value = "files", required = false) String files
-  ) {
-    if (StrUtil.equals("text", type)) {
-      return AmisResponse.responseCrudData(
-          embeddingService.preview(mode, content)
-              .collect(doc -> {
-                SegmentVO vo = new SegmentVO();
-                vo.setId(doc.getId());
-                vo.setText(doc.getText());
-                return vo;
-              })
-      );
-    } else if (StrUtil.equals("file", type)) {
-      return AmisResponse.responseCrudData(
-          embeddingService.preview(mode, Lists.immutable.of(files.split(",")))
-              .collect(doc -> {
-                SegmentVO vo = new SegmentVO();
-                vo.setId(doc.getId());
-                vo.setText(doc.getText());
-                return vo;
-              })
-      );
-    } else {
-      throw new IllegalArgumentException("Unsupported type: " + type);
-    }
-  }
-
-  @PostMapping("submit_text")
-  public void submitText(
-      @RequestParam(value = "id") Long id,
-      @RequestParam(value = "mode", defaultValue = "NORMAL") String mode,
-      @RequestParam(value = "type", defaultValue = "text") String type,
-      @RequestParam(value = "content", required = false) String content,
-      @RequestParam(value = "files", required = false) String files
-  ) {
-    if (StrUtil.equals("text", type)) {
-      embeddingService.submit(id, mode, content);
-    } else if (StrUtil.equals("file", type)) {
-      embeddingService.submit(id, mode, Lists.immutable.of(files.split(",")));
-    } else {
-      throw new IllegalArgumentException("Unsupported type: " + type);
-    }
-  }
-}

service-ai/service-ai-knowledge/src/main/java/com/lanyuanxiaoyao/service/ai/knowledge/entity/EmbeddingContext.java

@@ -1,202 +0,0 @@
-package com.lanyuanxiaoyao.service.ai.knowledge.entity;
-
-import java.util.List;
-import java.util.Map;
-import org.eclipse.collections.api.factory.Lists;
-import org.eclipse.collections.api.factory.Maps;
-import org.springframework.ai.document.Document;
-
-/**
- * @author lanyuanxiaoyao
- * @version 20250523
- */
-public class EmbeddingContext {
-  private Long vectorSourceId;
-  private Long groupId;
-  private Config config;
-  private String content;
-  private String file;
-  private String fileFormat;
-  private List<Document> documents = Lists.mutable.empty();
-  private Map<String, Object> metadata = Maps.mutable.empty();
-
-  private EmbeddingContext(Builder builder) {
-    setVectorSourceId(builder.vectorSourceId);
-    setGroupId(builder.groupId);
-    setConfig(builder.config);
-    setContent(builder.content);
-    setFile(builder.file);
-    setFileFormat(builder.fileFormat);
-  }
-
-  public static Builder builder() {
-    return new Builder();
-  }
-
-  public Long getGroupId() {
-    return groupId;
-  }
-
-  public void setGroupId(Long groupId) {
-    this.groupId = groupId;
-  }
-
-  public Long getVectorSourceId() {
-    return vectorSourceId;
-  }
-
-  public void setVectorSourceId(Long vectorSourceId) {
-    this.vectorSourceId = vectorSourceId;
-  }
-
-  public Config getConfig() {
-    return config;
-  }
-
-  public void setConfig(Config config) {
-    this.config = config;
-  }
-
-  public String getContent() {
-    return content;
-  }
-
-  public void setContent(String content) {
-    this.content = content;
-  }
-
-  public String getFile() {
-    return file;
-  }
-
-  public void setFile(String file) {
-    this.file = file;
-  }
-
-  public String getFileFormat() {
-    return fileFormat;
-  }
-
-  public void setFileFormat(String fileFormat) {
-    this.fileFormat = fileFormat;
-  }
-
-  public List<Document> getDocuments() {
-    return documents;
-  }
-
-  public void setDocuments(List<Document> documents) {
-    this.documents = documents;
-  }
-
-  public Map<String, Object> getMetadata() {
-    return metadata;
-  }
-
-  public void setMetadata(Map<String, Object> metadata) {
-    this.metadata = metadata;
-  }
-
-  @Override
-  public String toString() {
-    return "EmbeddingContext{" +
-           "vectorSourceId=" + vectorSourceId +
-           ", groupId=" + groupId +
-           ", config=" + config +
-           ", content='" + content + '\'' +
-           ", file='" + file + '\'' +
-           ", fileFormat='" + fileFormat + '\'' +
-           ", documents=" + documents +
-           ", metadata=" + metadata +
-           '}';
-  }
-
-  public static final class Config {
-    private SplitStrategy splitStrategy = SplitStrategy.NORMAL;
-
-    private Config(Builder builder) {setSplitStrategy(builder.splitStrategy);}
-
-    public static Builder builder() {
-      return new Builder();
-    }
-
-    public SplitStrategy getSplitStrategy() {
-      return splitStrategy;
-    }
-
-    public void setSplitStrategy(SplitStrategy splitStrategy) {
-      this.splitStrategy = splitStrategy;
-    }
-
-    @Override
-    public String toString() {
-      return "Config{" +
-             "splitStrategy=" + splitStrategy +
-             '}';
-    }
-
-    public enum SplitStrategy {
-      NORMAL, LLM, QA
-    }
-
-    public static final class Builder {
-      private SplitStrategy splitStrategy;
-
-      private Builder() {}
-
-      public Builder splitStrategy(SplitStrategy val) {
-        splitStrategy = val;
-        return this;
-      }
-
-      public Config build() {
-        return new Config(this);
-      }
-    }
-  }
-
-  public static final class Builder {
-    private Long vectorSourceId;
-    private Long groupId;
-    private Config config;
-    private String content;
-    private String file;
-    private String fileFormat;
-
-    private Builder() {}
-
-    public Builder vectorSourceId(Long val) {
-      vectorSourceId = val;
-      return this;
-    }
-
-    public Builder groupId(Long val) {
-      groupId = val;
-      return this;
-    }
-
-    public Builder config(Config val) {
-      config = val;
-      return this;
-    }
-
-    public Builder content(String val) {
-      content = val;
-      return this;
-    }
-
-    public Builder file(String val) {
-      file = val;
-      return this;
-    }
-
-    public Builder fileFormat(String val) {
-      fileFormat = val;
-      return this;
-    }
-
-    public EmbeddingContext build() {
-      return new EmbeddingContext(this);
-    }
-  }
-}

service-ai/service-ai-knowledge/src/main/java/com/lanyuanxiaoyao/service/ai/knowledge/entity/Group.java

@@ -1,64 +0,0 @@
-package com.lanyuanxiaoyao.service.ai.knowledge.entity;
-
-/**
- * @author lanyuanxiaoyao
- * @version 20250527
- */
-public class Group {
-  private String id;
-  private String name;
-  private String status;
-  private Long createdTime;
-  private Long modifiedTime;
-
-  public String getId() {
-    return id;
-  }
-
-  public void setId(String id) {
-    this.id = id;
-  }
-
-  public String getName() {
-    return name;
-  }
-
-  public void setName(String name) {
-    this.name = name;
-  }
-
-  public String getStatus() {
-    return status;
-  }
-
-  public void setStatus(String status) {
-    this.status = status;
-  }
-
-  public Long getCreatedTime() {
-    return createdTime;
-  }
-
-  public void setCreatedTime(Long createdTime) {
-    this.createdTime = createdTime;
-  }
-
-  public Long getModifiedTime() {
-    return modifiedTime;
-  }
-
-  public void setModifiedTime(Long modifiedTime) {
-    this.modifiedTime = modifiedTime;
-  }
-
-  @Override
-  public String toString() {
-    return "GroupVO{" +
-           "id='" + id + '\'' +
-           ", name='" + name + '\'' +
-           ", status='" + status + '\'' +
-           ", createdTime=" + createdTime +
-           ", modifiedTime=" + modifiedTime +
-           '}';
-  }
-}

service-ai/service-ai-knowledge/src/main/java/com/lanyuanxiaoyao/service/ai/knowledge/entity/Knowledge.java

@@ -1,74 +0,0 @@
-package com.lanyuanxiaoyao.service.ai.knowledge.entity;
-
-/**
- * @author lanyuanxiaoyao
- * @version 20250522
- */
-public class Knowledge {
-  private Long id;
-  private Long vectorSourceId;
-  private String name;
-  private String strategy;
-  private Long createdTime;
-  private Long modifiedTime;
-
-  public Long getId() {
-    return id;
-  }
-
-  public void setId(Long id) {
-    this.id = id;
-  }
-
-  public Long getVectorSourceId() {
-    return vectorSourceId;
-  }
-
-  public void setVectorSourceId(Long vectorSourceId) {
-    this.vectorSourceId = vectorSourceId;
-  }
-
-  public String getName() {
-    return name;
-  }
-
-  public void setName(String name) {
-    this.name = name;
-  }
-
-  public String getStrategy() {
-    return strategy;
-  }
-
-  public void setStrategy(String strategy) {
-    this.strategy = strategy;
-  }
-
-  public Long getCreatedTime() {
-    return createdTime;
-  }
-
-  public void setCreatedTime(Long createdTime) {
-    this.createdTime = createdTime;
-  }
-
-  public Long getModifiedTime() {
-    return modifiedTime;
-  }
-
-  public void setModifiedTime(Long modifiedTime) {
-    this.modifiedTime = modifiedTime;
-  }
-
-  @Override
-  public String toString() {
-    return "Knowledge{" +
-           "id=" + id +
-           ", vectorSourceId=" + vectorSourceId +
-           ", name='" + name + '\'' +
-           ", strategy='" + strategy + '\'' +
-           ", createdTime=" + createdTime +
-           ", modifiedTime=" + modifiedTime +
-           '}';
-  }
-}

service-ai/service-ai-knowledge/src/main/java/com/lanyuanxiaoyao/service/ai/knowledge/entity/vo/DataFileVO.java

@@ -1,74 +0,0 @@
-package com.lanyuanxiaoyao.service.ai.knowledge.entity.vo;
-
-/**
- * @author lanyuanxiaoyao
- * @version 20250527
- */
-public class DataFileVO {
-  private String id;
-  private String filename;
-  private Long size;
-  private String md5;
-  private String path;
-  private String type;
-
-  public String getId() {
-    return id;
-  }
-
-  public void setId(String id) {
-    this.id = id;
-  }
-
-  public String getFilename() {
-    return filename;
-  }
-
-  public void setFilename(String filename) {
-    this.filename = filename;
-  }
-
-  public Long getSize() {
-    return size;
-  }
-
-  public void setSize(Long size) {
-    this.size = size;
-  }
-
-  public String getMd5() {
-    return md5;
-  }
-
-  public void setMd5(String md5) {
-    this.md5 = md5;
-  }
-
-  public String getPath() {
-    return path;
-  }
-
-  public void setPath(String path) {
-    this.path = path;
-  }
-
-  public String getType() {
-    return type;
-  }
-
-  public void setType(String type) {
-    this.type = type;
-  }
-
-  @Override
-  public String toString() {
-    return "DataFile{" +
-           "id='" + id + '\'' +
-           ", filename='" + filename + '\'' +
-           ", size=" + size +
-           ", md5='" + md5 + '\'' +
-           ", path='" + path + '\'' +
-           ", type='" + type + '\'' +
-           '}';
-  }
-}

service-ai/service-ai-knowledge/src/main/java/com/lanyuanxiaoyao/service/ai/knowledge/entity/vo/KnowledgeVO.java

@@ -1,104 +0,0 @@
-package com.lanyuanxiaoyao.service.ai.knowledge.entity.vo;
-
-/**
- * @author lanyuanxiaoyao
- * @version 20250516
- */
-public class KnowledgeVO {
-  private String id;
-  private String name;
-  private String strategy;
-  private Long size;
-  private Long points;
-  private Long segments;
-  private String status;
-  private Long createdTime;
-  private Long modifiedTime;
-
-  public String getId() {
-    return id;
-  }
-
-  public void setId(String id) {
-    this.id = id;
-  }
-
-  public String getName() {
-    return name;
-  }
-
-  public void setName(String name) {
-    this.name = name;
-  }
-
-  public String getStrategy() {
-    return strategy;
-  }
-
-  public void setStrategy(String strategy) {
-    this.strategy = strategy;
-  }
-
-  public Long getSize() {
-    return size;
-  }
-
-  public void setSize(Long size) {
-    this.size = size;
-  }
-
-  public Long getPoints() {
-    return points;
-  }
-
-  public void setPoints(Long points) {
-    this.points = points;
-  }
-
-  public Long getSegments() {
-    return segments;
-  }
-
-  public void setSegments(Long segments) {
-    this.segments = segments;
-  }
-
-  public String getStatus() {
-    return status;
-  }
-
-  public void setStatus(String status) {
-    this.status = status;
-  }
-
-  public Long getCreatedTime() {
-    return createdTime;
-  }
-
-  public void setCreatedTime(Long createdTime) {
-    this.createdTime = createdTime;
-  }
-
-  public Long getModifiedTime() {
-    return modifiedTime;
-  }
-
-  public void setModifiedTime(Long modifiedTime) {
-    this.modifiedTime = modifiedTime;
-  }
-
-  @Override
-  public String toString() {
-    return "KnowledgeVO{" +
-           "id='" + id + '\'' +
-           ", name='" + name + '\'' +
-           ", strategy='" + strategy + '\'' +
-           ", size=" + size +
-           ", points=" + points +
-           ", segments=" + segments +
-           ", status='" + status + '\'' +
-           ", createdTime=" + createdTime +
-           ", modifiedTime=" + modifiedTime +
-           '}';
-  }
-}

service-ai/service-ai-knowledge/src/main/java/com/lanyuanxiaoyao/service/ai/knowledge/entity/vo/SegmentVO.java

@@ -1,34 +0,0 @@
-package com.lanyuanxiaoyao.service.ai.knowledge.entity.vo;
-
-/**
- * @author lanyuanxiaoyao
- * @version 20250516
- */
-public class SegmentVO {
-  private String id;
-  private String text;
-
-  public String getId() {
-    return id;
-  }
-
-  public void setId(String id) {
-    this.id = id;
-  }
-
-  public String getText() {
-    return text;
-  }
-
-  public void setText(String text) {
-    this.text = text;
-  }
-
-  @Override
-  public String toString() {
-    return "PointVO{" +
-           "id='" + id + '\'' +
-           ", text='" + text + '\'' +
-           '}';
-  }
-}

service-ai/service-ai-knowledge/src/main/java/com/lanyuanxiaoyao/service/ai/knowledge/service/DataFileService.java

@@ -1,79 +0,0 @@
-package com.lanyuanxiaoyao.service.ai.knowledge.service;
-
-import club.kingon.sql.builder.SqlBuilder;
-import cn.hutool.core.util.IdUtil;
-import com.lanyuanxiaoyao.service.ai.knowledge.entity.vo.DataFileVO;
-import com.lanyuanxiaoyao.service.common.Constants;
-import org.slf4j.Logger;
-import org.slf4j.LoggerFactory;
-import org.springframework.jdbc.core.JdbcTemplate;
-import org.springframework.stereotype.Service;
-import org.springframework.transaction.annotation.Transactional;
-
-/**
- * @author lanyuanxiaoyao
- * @version 20250527
- */
-@Service
-public class DataFileService {
-  private static final Logger log = LoggerFactory.getLogger(DataFileService.class);
-  private static final String DATA_FILE_TABLE_NAME = Constants.DATABASE_NAME + ".service_ai_file";
-
-  private final JdbcTemplate template;
-
-  public DataFileService(JdbcTemplate template) {
-    this.template = template;
-  }
-
-  public DataFileVO downloadFile(Long id) {
-    return template.queryForObject(
-        SqlBuilder.select("id", "filename", "size", "md5", "path", "type")
-            .from(DATA_FILE_TABLE_NAME)
-            .whereEq("id", "?")
-            .precompileSql(),
-        (rs, row) -> {
-          DataFileVO vo = new DataFileVO();
-          vo.setId(String.valueOf(rs.getLong(1)));
-          vo.setFilename(rs.getString(2));
-          vo.setSize(rs.getLong(3));
-          vo.setMd5(rs.getString(4));
-          vo.setPath(rs.getString(5));
-          vo.setType(rs.getString(6));
-          return vo;
-        },
-        id
-    );
-  }
-
-  @Transactional(rollbackFor = Exception.class)
-  public Long initialDataFile(String filename) {
-    long id = IdUtil.getSnowflakeNextId();
-    template.update(
-        SqlBuilder.insertInto(DATA_FILE_TABLE_NAME, "id", "filename")
-            .values()
-            .addValue("?", "?")
-            .precompileSql(),
-        id,
-        filename
-    );
-    return id;
-  }
-
-  @Transactional(rollbackFor = Exception.class)
-  public void updateDataFile(Long id, String path, Long size, String md5, String type) {
-    template.update(
-        SqlBuilder.update(DATA_FILE_TABLE_NAME)
-            .set("size", "?")
-            .addSet("md5", "?")
-            .addSet("path", "?")
-            .addSet("type", "?")
-            .whereEq("id", "?")
-            .precompileSql(),
-        size,
-        md5,
-        path,
-        type,
-        id
-    );
-  }
-}

service-ai/service-ai-knowledge/src/main/java/com/lanyuanxiaoyao/service/ai/knowledge/service/EmbeddingService.java

@@ -1,107 +0,0 @@
-package com.lanyuanxiaoyao.service.ai.knowledge.service;
-
-import cn.hutool.core.io.FileUtil;
-import cn.hutool.core.lang.Pair;
-import cn.hutool.core.util.IdUtil;
-import cn.hutool.core.util.StrUtil;
-import com.lanyuanxiaoyao.service.ai.knowledge.entity.EmbeddingContext;
-import com.lanyuanxiaoyao.service.ai.knowledge.entity.Knowledge;
-import com.lanyuanxiaoyao.service.ai.knowledge.entity.vo.DataFileVO;
-import com.yomahub.liteflow.core.FlowExecutor;
-import java.nio.charset.StandardCharsets;
-import java.util.List;
-import java.util.concurrent.ExecutorService;
-import java.util.concurrent.Executors;
-import org.eclipse.collections.api.factory.Lists;
-import org.eclipse.collections.api.list.ImmutableList;
-import org.slf4j.Logger;
-import org.slf4j.LoggerFactory;
-import org.springframework.ai.document.Document;
-import org.springframework.stereotype.Service;
-
-/**
- * @author lanyuanxiaoyao
- * @version 20250522
- */
-@Service
-public class EmbeddingService {
-  private static final Logger logger = LoggerFactory.getLogger(EmbeddingService.class);
-
-  private final DataFileService dataFileService;
-  private final FlowExecutor executor;
-  private final KnowledgeService knowledgeService;
-  private final GroupService groupService;
-  private final ExecutorService executors = Executors.newFixedThreadPool(Runtime.getRuntime().availableProcessors());
-
-  @SuppressWarnings("SpringJavaInjectionPointsAutowiringInspection")
-  public EmbeddingService(DataFileService dataFileService, FlowExecutor executor, KnowledgeService knowledgeService, GroupService groupService) {
-    this.dataFileService = dataFileService;
-    this.executor = executor;
-    this.knowledgeService = knowledgeService;
-    this.groupService = groupService;
-  }
-
-  public ImmutableList<Document> preview(String mode, String content) {
-    if (content.length() > 2000) {
-      content = content.substring(0, 2000);
-    }
-    EmbeddingContext context = EmbeddingContext.builder()
-        .content(content)
-        .config(EmbeddingContext.Config.builder()
-            .splitStrategy(EmbeddingContext.Config.SplitStrategy.valueOf(mode))
-            .build())
-        .build();
-    executor.execute2Resp("embedding_preview", null, context);
-    return Lists.immutable.ofAll(context.getDocuments());
-  }
-
-  public ImmutableList<Document> preview(String mode, ImmutableList<String> ids) {
-    DataFileVO vo = dataFileService.downloadFile(Long.parseLong(ids.get(0)));
-    String content = FileUtil.readString(vo.getPath(), StandardCharsets.UTF_8);
-    return preview(mode, content);
-  }
-
-  public void submit(Long id, String mode, String content) {
-    executors.submit(() -> {
-      Knowledge knowledge = knowledgeService.get(id);
-      Long groupId = groupService.add(knowledge.getId(), StrUtil.format("文本-{}", IdUtil.nanoId(10)));
-      EmbeddingContext context = EmbeddingContext.builder()
-          .vectorSourceId(knowledge.getVectorSourceId())
-          .groupId(groupId)
-          .content(content)
-          .config(EmbeddingContext.Config.builder()
-              .splitStrategy(EmbeddingContext.Config.SplitStrategy.valueOf(mode))
-              .build())
-          .build();
-      executor.execute2Resp("embedding_submit", null, context);
-      groupService.finish(groupId);
-    });
-  }
-
-  public void submit(Long id, String mode, ImmutableList<String> ids) {
-    executors.submit(() -> {
-      Knowledge knowledge = knowledgeService.get(id);
-      List<Pair<Long, DataFileVO>> vos = Lists.mutable.empty();
-      for (String fileId : ids) {
-        DataFileVO vo = dataFileService.downloadFile(Long.parseLong(fileId));
-        Long groupId = groupService.add(id, vo.getFilename());
-        vos.add(Pair.of(groupId, vo));
-      }
-      for (Pair<Long, DataFileVO> pair : vos) {
-        Long groupId = pair.getKey();
-        DataFileVO vo = pair.getValue();
-        EmbeddingContext context = EmbeddingContext.builder()
-            .vectorSourceId(knowledge.getVectorSourceId())
-            .groupId(groupId)
-            .file(vo.getPath())
-            .fileFormat(vo.getFilename())
-            .config(EmbeddingContext.Config.builder()
-                .splitStrategy(EmbeddingContext.Config.SplitStrategy.valueOf(mode))
-                .build())
-            .build();
-        executor.execute2Resp("embedding_submit", null, context);
-        groupService.finish(groupId);
-      }
-    });
-  }
-}

service-ai/service-ai-knowledge/src/main/java/com/lanyuanxiaoyao/service/ai/knowledge/service/GroupService.java

@@ -1,136 +0,0 @@
-package com.lanyuanxiaoyao.service.ai.knowledge.service;
-
-import club.kingon.sql.builder.SqlBuilder;
-import club.kingon.sql.builder.entry.Alias;
-import club.kingon.sql.builder.entry.Column;
-import cn.hutool.core.util.IdUtil;
-import com.lanyuanxiaoyao.service.ai.knowledge.entity.Group;
-import com.lanyuanxiaoyao.service.common.Constants;
-import io.qdrant.client.ConditionFactory;
-import io.qdrant.client.QdrantClient;
-import io.qdrant.client.grpc.Points;
-import java.util.concurrent.ExecutionException;
-import java.util.stream.Collectors;
-import org.eclipse.collections.api.factory.Lists;
-import org.eclipse.collections.api.list.ImmutableList;
-import org.slf4j.Logger;
-import org.slf4j.LoggerFactory;
-import org.springframework.ai.vectorstore.VectorStore;
-import org.springframework.jdbc.core.JdbcTemplate;
-import org.springframework.jdbc.core.RowMapper;
-import org.springframework.stereotype.Service;
-import org.springframework.transaction.annotation.Transactional;
-
-/**
- * @author lanyuanxiaoyao
- * @version 20250522
- */
-@Service
-public class GroupService {
-  public static final String GROUP_TABLE_NAME = Constants.DATABASE_NAME + ".service_ai_group";
-  private static final Logger logger = LoggerFactory.getLogger(GroupService.class);
-  private static final RowMapper<Group> groupMapper = (rs, row) -> {
-    Group vo = new Group();
-    vo.setId(String.valueOf(rs.getLong(1)));
-    vo.setName(rs.getString(2));
-    vo.setStatus(rs.getString(3));
-    vo.setCreatedTime(rs.getTimestamp(4).getTime());
-    vo.setModifiedTime(rs.getTimestamp(5).getTime());
-    return vo;
-  };
-
-  private final JdbcTemplate template;
-  private final QdrantClient client;
-
-  public GroupService(JdbcTemplate template, VectorStore vectorStore) {
-    this.template = template;
-    this.client = (QdrantClient) vectorStore.getNativeClient().orElseThrow();
-  }
-
-  public Group get(Long id) {
-    return template.queryForObject(
-        SqlBuilder.select("id", "name", "status", "created_time", "modified_time")
-            .from(GROUP_TABLE_NAME)
-            .whereEq("id", id)
-            .orderByDesc("created_time")
-            .build(),
-        groupMapper
-    );
-  }
-
-  @Transactional(rollbackFor = Exception.class)
-  public Long add(Long knowledgeId, String name) {
-    long id = IdUtil.getSnowflakeNextId();
-    template.update(
-        SqlBuilder.insertInto(GROUP_TABLE_NAME, "id", "knowledge_id", "name", "status")
-            .values()
-            .addValue("?", "?", "?", "?")
-            .precompileSql(),
-        id,
-        knowledgeId,
-        name,
-        "RUNNING"
-    );
-    return id;
-  }
-
-  public ImmutableList<Group> list(Long knowledgeId) {
-    return template.query(
-            SqlBuilder.select("id", "name", "status", "created_time", "modified_time")
-                .from(GROUP_TABLE_NAME)
-                .whereEq("knowledge_id", knowledgeId)
-                .orderByDesc("created_time")
-                .build(),
-            groupMapper
-        )
-        .stream()
-        .collect(Collectors.toCollection(Lists.mutable::empty))
-        .toImmutable();
-  }
-
-  @Transactional(rollbackFor = Exception.class)
-  public void finish(Long groupId) {
-    template.update(
-        SqlBuilder.update(GROUP_TABLE_NAME)
-            .set("status", "FINISHED")
-            .whereEq("id", groupId)
-            .build()
-    );
-  }
-
-  @Transactional(rollbackFor = Exception.class)
-  public void remove(Long groupId) throws ExecutionException, InterruptedException {
-    Long vectorSourceId = template.queryForObject(
-        SqlBuilder.select("k.vector_source_id")
-            .from(Alias.of(GROUP_TABLE_NAME, "g"), Alias.of(KnowledgeService.KNOWLEDGE_TABLE_NAME, "k"))
-            .whereEq("g.knowledge_id", Column.as("k.id"))
-            .andEq("g.id", groupId)
-            .precompileSql(),
-        Long.class,
-        groupId
-    );
-    logger.info("Delete {} {}", vectorSourceId, groupId);
-    client.deleteAsync(
-        String.valueOf(vectorSourceId),
-        Points.Filter.newBuilder()
-            .addMust(ConditionFactory.matchKeyword("vector_source_id", String.valueOf(vectorSourceId)))
-            .addMust(ConditionFactory.matchKeyword("group_id", String.valueOf(groupId)))
-            .build()
-    ).get();
-    template.update(
-        SqlBuilder.delete(GROUP_TABLE_NAME)
-            .whereEq("id", groupId)
-            .build()
-    );
-  }
-
-  @Transactional(rollbackFor = Exception.class)
-  public void removeByKnowledgeId(Long knowledgeId) {
-    template.update(
-        SqlBuilder.delete(GROUP_TABLE_NAME)
-            .whereEq("knowledge_id", "?")
-            .precompileSql(),
-        knowledgeId
-    );
-  }
-}

service-ai/service-ai-knowledge/src/main/java/com/lanyuanxiaoyao/service/ai/knowledge/service/KnowledgeService.java

@@ -1,159 +0,0 @@
-package com.lanyuanxiaoyao.service.ai.knowledge.service;
-
-import club.kingon.sql.builder.SqlBuilder;
-import cn.hutool.core.util.IdUtil;
-import cn.hutool.core.util.ObjectUtil;
-import cn.hutool.core.util.StrUtil;
-import com.lanyuanxiaoyao.service.ai.knowledge.entity.Knowledge;
-import com.lanyuanxiaoyao.service.ai.knowledge.entity.vo.KnowledgeVO;
-import com.lanyuanxiaoyao.service.common.Constants;
-import io.qdrant.client.QdrantClient;
-import io.qdrant.client.grpc.Collections;
-import java.util.concurrent.ExecutionException;
-import java.util.stream.Collectors;
-import org.eclipse.collections.api.factory.Lists;
-import org.eclipse.collections.api.list.ImmutableList;
-import org.slf4j.Logger;
-import org.slf4j.LoggerFactory;
-import org.springframework.ai.embedding.EmbeddingModel;
-import org.springframework.ai.vectorstore.VectorStore;
-import org.springframework.jdbc.core.JdbcTemplate;
-import org.springframework.jdbc.core.RowMapper;
-import org.springframework.stereotype.Service;
-import org.springframework.transaction.annotation.Transactional;
-
-/**
- * @author lanyuanxiaoyao
- * @version 20250522
- */
-@Service
-public class KnowledgeService {
-  public static final String KNOWLEDGE_TABLE_NAME = Constants.DATABASE_NAME + ".service_ai_knowledge";
-  private static final Logger logger = LoggerFactory.getLogger(KnowledgeService.class);
-  private static final RowMapper<Knowledge> knowledgeMapper = (rs, row) -> {
-    Knowledge knowledge = new Knowledge();
-    knowledge.setId(rs.getLong(1));
-    knowledge.setVectorSourceId(rs.getLong(2));
-    knowledge.setName(rs.getString(3));
-    knowledge.setStrategy(rs.getString(4));
-    knowledge.setCreatedTime(rs.getTimestamp(5).getTime());
-    knowledge.setModifiedTime(rs.getTimestamp(6).getTime());
-    return knowledge;
-  };
-  private final JdbcTemplate template;
-  private final EmbeddingModel embeddingModel;
-  private final QdrantClient client;
-  private final GroupService groupService;
-
-  public KnowledgeService(JdbcTemplate template, EmbeddingModel embeddingModel, VectorStore vectorStore, GroupService groupService) {
-    this.template = template;
-    this.embeddingModel = embeddingModel;
-    this.client = (QdrantClient) vectorStore.getNativeClient().orElseThrow();
-    this.groupService = groupService;
-  }
-
-  public Knowledge get(Long id) {
-    return template.queryForObject(
-        SqlBuilder.select("id", "vector_source_id", "name", "strategy", "created_time", "modified_time")
-            .from(KNOWLEDGE_TABLE_NAME)
-            .whereEq("id", "?")
-            .precompileSql(),
-        knowledgeMapper,
-        id
-    );
-  }
-
-  @Transactional(rollbackFor = Exception.class)
-  public void add(String name, String strategy) throws ExecutionException, InterruptedException {
-    Integer count = template.queryForObject(
-        SqlBuilder.select("count(*)")
-            .from(KNOWLEDGE_TABLE_NAME)
-            .whereEq("name", "?")
-            .precompileSql(),
-        Integer.class,
-        name
-    );
-    if (count > 0) {
-      throw new RuntimeException("名称已存在");
-    }
-
-    long id = IdUtil.getSnowflakeNextId();
-    long vectorSourceId = IdUtil.getSnowflakeNextId();
-    template.update(
-        SqlBuilder.insertInto(KNOWLEDGE_TABLE_NAME, "id", "vector_source_id", "name", "strategy")
-            .values()
-            .addValue("?", "?", "?", "?")
-            .precompileSql(),
-        id,
-        vectorSourceId,
-        name,
-        strategy
-    );
-    client.createCollectionAsync(
-        String.valueOf(vectorSourceId),
-        Collections.VectorParams.newBuilder()
-            .setDistance(Collections.Distance.valueOf(strategy))
-            .setSize(embeddingModel.dimensions())
-            .build()
-    ).get();
-  }
-
-  public String getName(Long id) {
-    return template.queryForObject(
-        SqlBuilder.select("name")
-            .from(KNOWLEDGE_TABLE_NAME)
-            .whereEq("id", id)
-            .orderByDesc("created_time")
-            .build(),
-        String.class
-    );
-  }
-
-  public ImmutableList<KnowledgeVO> list() {
-    return template.query(
-            SqlBuilder.select("id", "vector_source_id", "name", "strategy", "created_time", "modified_time")
-                .from(KNOWLEDGE_TABLE_NAME)
-                .orderByDesc("created_time")
-                .build(),
-            knowledgeMapper
-        )
-        .stream()
-        .map(knowledge -> {
-          try {
-            Collections.CollectionInfo info = client.getCollectionInfoAsync(String.valueOf(knowledge.getVectorSourceId())).get();
-            KnowledgeVO vo = new KnowledgeVO();
-            vo.setId(String.valueOf(knowledge.getId()));
-            vo.setName(knowledge.getName());
-            vo.setPoints(info.getPointsCount());
-            vo.setSegments(info.getSegmentsCount());
-            vo.setStatus(info.getStatus().name());
-            Collections.VectorParams vectorParams = info.getConfig().getParams().getVectorsConfig().getParams();
-            vo.setStrategy(vectorParams.getDistance().name());
-            vo.setSize(vectorParams.getSize());
-            vo.setCreatedTime(vo.getCreatedTime());
-            vo.setModifiedTime(vo.getModifiedTime());
-            return vo;
-          } catch (InterruptedException | ExecutionException e) {
-            throw new RuntimeException(e);
-          }
-        })
-        .collect(Collectors.toCollection(Lists.mutable::empty))
-        .toImmutable();
-  }
-
-  @Transactional(rollbackFor = Exception.class)
-  public void remove(Long id) throws ExecutionException, InterruptedException {
-    Knowledge knowledge = get(id);
-    if (ObjectUtil.isNull(knowledge)) {
-      throw new RuntimeException(StrUtil.format("{} 不存在"));
-    }
-    template.update(
-        SqlBuilder.delete(KNOWLEDGE_TABLE_NAME)
-            .whereEq("id", "?")
-            .precompileSql(),
-        knowledge.getId()
-    );
-    groupService.removeByKnowledgeId(knowledge.getId());
-    client.deleteCollectionAsync(String.valueOf(knowledge.getVectorSourceId())).get();
-  }
-}

service-ai/service-ai-knowledge/src/main/resources/application.yml

@@ -1,24 +0,0 @@
-spring:
-  application:
-    name: service-ai-knowledge
-  profiles:
-    include: random-port,common,discovery,metrics,forest
-  ai:
-    openai:
-      base-url: http://132.121.206.65:10086
-      api-key: ENC(K+Hff9QGC+fcyi510VIDd9CaeK/IN5WBJ9rlkUsHEdDgIidW+stHHJlsK0lLPUXXREha+ToQZqqDXJrqSE+GUKCXklFhelD8bRHFXBIeP/ZzT2cxhzgKUXgjw3S0Qw2R)
-      chat:
-        options:
-          model: 'Qwen3-1.7-vllm'
-      embedding:
-        options:
-          model: 'Bge-m3-vllm'
-    vectorstore:
-      qdrant:
-        host: 132.121.206.65
-        port: 29463
-        api-key: ENC(0/0UkIKeAvyV17yNqSU3v04wmm8CdWKe4BYSSJa2FuBtK12TcZRJPdwk+ZpYnpISv+KmVTUrrmFBzAYrDR3ysA==)
-liteflow:
-  rule-source: config/flow.xml
-  print-banner: false
-  check-node-exists: false

service-ai/service-ai-knowledge/src/test/java/com/lanyuanxiaoyao/service/ai/knowledge/TestLlm.java

@@ -1,116 +0,0 @@
-package com.lanyuanxiaoyao.service.ai.knowledge;
-
-import java.net.http.HttpClient;
-import org.slf4j.Logger;
-import org.slf4j.LoggerFactory;
-import org.springframework.ai.chat.client.ChatClient;
-import org.springframework.ai.openai.OpenAiChatModel;
-import org.springframework.ai.openai.OpenAiChatOptions;
-import org.springframework.ai.openai.api.OpenAiApi;
-import org.springframework.http.client.JdkClientHttpRequestFactory;
-import org.springframework.http.client.reactive.JdkClientHttpConnector;
-import org.springframework.web.client.RestClient;
-import org.springframework.web.reactive.function.client.WebClient;
-
-/**
- * @author lanyuanxiaoyao
- * @version 20250526
- */
-public class TestLlm {
-  private static final Logger log = LoggerFactory.getLogger(TestLlm.class);
-
-  public static void main(String[] args) {
-    HttpClient httpClient = HttpClient.newBuilder()
-        .version(HttpClient.Version.HTTP_1_1)
-        .build();
-    ChatClient client = ChatClient.builder(
-            OpenAiChatModel.builder()
-                .openAiApi(
-                    OpenAiApi.builder()
-                        .baseUrl("http://132.121.206.65:10086")
-                        .apiKey("*XMySqV%>hR&v>>g*NwCs3tpQ5FVMFEF2VHVTj<MYQd$&@$sY7CgqNyea4giJi4")
-                        .webClientBuilder(WebClient.builder().clientConnector(new JdkClientHttpConnector(httpClient)))
-                        .restClientBuilder(RestClient.builder().requestFactory(new JdkClientHttpRequestFactory(httpClient)))
-                        .build()
-                )
-                .defaultOptions(
-                    OpenAiChatOptions.builder()
-                        .model("Qwen3-1.7-vllm")
-                        .build()
-                )
-                .build()
-        )
-        .build();
-    String content = client.prompt()
-        .system("""
-            对用户输入的文本，生成多组高质量的问答对。请遵循以下指南：
-            1. 问题部分：
-              为同一个主题创建尽可能多的不同表述的问题，确保问题的多样性。
-              每个问题应考虑用户可能的多种问法，例如：
-              直接询问（如“什么是...？”）
-              请求确认（如“是否可以说...？”）
-              寻求解释（如“请解释一下...的含义。”）
-              假设性问题（如“如果...会怎样？”）
-              例子请求（如“能否举个例子说明...？”）
-              问题应涵盖文本中的关键信息、主要概念和细节，确保不遗漏重要内容。
-            2. 答案部分：
-              提供一个全面、信息丰富的答案，涵盖问题的所有可能角度，确保逻辑连贯。
-              答案应直接基于给定文本，确保准确性和一致性。
-              包含相关的细节，如日期、名称、职位等具体信息，必要时提供背景信息以增强理解。
-            3. 格式：
-              使用"问："标记问题集合的开始，所有问题应在一个段落内，问题之间用空格分隔。
-              使用"答："标记答案的开始，答案应清晰分段，便于阅读。
-              问答对之间用“---”分隔，以提高可读性。
-            4. 内容要求：
-              确保问答对紧密围绕文本主题，避免偏离主题。
-              避免添加文本中未提及的信息，确保信息的真实性。
-              一个问题搭配一个答案，避免一组问答对中同时涉及多个问题。
-              如果文本信息不足以回答某个方面，可以在答案中说明 "根据给定信息无法确定"，并尽量提供相关的上下文。
-            """)
-        .user("""
-            Apache Hudi 是一款开源的数据湖管理框架，专注于高效处理大规模数据集的增量更新和实时操作。以下是其核心要点介绍：
-            核心功能与特性
-            
-            增量数据处理：支持插入（Insert）、更新（Update）、删除（Delete）操作，并通过“Upsert”（插入或更新）机制高效处理变更数据，避免重写整个数据集。
-            
-            事务支持：提供 ACID 事务保证，确保数据一致性和可靠性，支持原子提交和回滚。
-            
-            存储优化：自动合并小文件并维护文件最佳大小，减少存储碎片化问题，提升查询性能。
-            
-            多查询类型：
-            
-            快照查询：获取最新数据状态（对 MoR 表合并基础文件和增量文件）。
-            
-            增量查询：捕获自某次提交后的变更数据流，适用于增量管道。
-            
-            读取优化查询：针对 MoR 表展示最新压缩后的数据。
-            存储模型
-            
-            写入时复制（Copy-on-Write, CoW）：数据以列式格式（如 Parquet）存储，每次更新生成新版本文件，适合读多写少的场景。
-            
-            读取时合并（Merge-on-Read, MoR）：结合列式（Parquet）和行式（Avro）存储，更新写入增量文件后异步合并，适合写频繁的场景。
-            适用场景
-            
-            合规性需求：支持 GDPR、CCPA 等法规要求的数据删除和更新。
-            
-            实时数据流处理：如 IoT 设备数据、CDC（变更数据捕获）系统，实现近实时分析。
-            
-            数据湖管理：优化大规模数据集的存储和查询效率，支持时间旅行查询和历史版本回溯。
-            技术生态与兼容性
-            
-            多引擎支持：与 Spark、Flink、Hive、Presto、Trino 等计算和查询引擎集成。
-            
-            存储格式：基于 Parquet 和 Avro，兼容 Hadoop 生态及云存储（如 Amazon S3）。
-            优势对比
-            
-            相较于同类产品（如 Apache Iceberg、Delta Lake），Hudi 在实时更新和增量处理方面表现突出，尤其适合需要频繁数据变更的场景。其独特的 MoR 模型在写入性能上优于传统批处理方案。
-            
-            总结
-            
-            Apache Hudi 通过灵活的存储模型、高效的事务管理和广泛的生态系统集成，成为构建现代化数据湖的核心工具，适用于金融、物联网、实时分析等对数据新鲜度和操作效率要求高的领域。
-            """)
-        .call()
-        .content();
-    log.info(content);
-  }
-}

service-ai/service-ai-web/pom.xml

@@ -0,0 +1,134 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project xmlns="http://maven.apache.org/POM/4.0.0"
+         xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
+    <modelVersion>4.0.0</modelVersion>
+    <parent>
+        <groupId>com.lanyuanxiaoyao</groupId>
+        <artifactId>service-ai</artifactId>
+        <version>1.0.0-SNAPSHOT</version>
+    </parent>
+
+    <artifactId>service-ai-web</artifactId>
+
+    <dependencies>
+        <dependency>
+            <groupId>com.lanyuanxiaoyao</groupId>
+            <artifactId>service-ai-core</artifactId>
+            <exclusions>
+                <exclusion>
+                    <groupId>com.google.protobuf</groupId>
+                    <artifactId>protobuf-java</artifactId>
+                </exclusion>
+                <exclusion>
+                    <groupId>org.springframework.boot</groupId>
+                    <artifactId>spring-boot-starter-tomcat</artifactId>
+                </exclusion>
+            </exclusions>
+        </dependency>
+        <dependency>
+            <groupId>org.springframework.boot</groupId>
+            <artifactId>spring-boot-starter-jetty</artifactId>
+        </dependency>
+        <dependency>
+            <groupId>org.springframework.ai</groupId>
+            <artifactId>spring-ai-starter-model-openai</artifactId>
+        </dependency>
+        <dependency>
+            <groupId>org.springframework.ai</groupId>
+            <artifactId>spring-ai-starter-model-deepseek</artifactId>
+        </dependency>
+        <dependency>
+            <groupId>org.springframework.ai</groupId>
+            <artifactId>spring-ai-starter-vector-store-qdrant</artifactId>
+        </dependency>
+        <dependency>
+            <groupId>org.springframework.ai</groupId>
+            <artifactId>spring-ai-markdown-document-reader</artifactId>
+        </dependency>
+        <dependency>
+            <groupId>org.springframework.boot</groupId>
+            <artifactId>spring-boot-starter-data-jpa</artifactId>
+        </dependency>
+        <dependency>
+            <groupId>com.blinkfox</groupId>
+            <artifactId>fenix-spring-boot-starter</artifactId>
+        </dependency>
+        <dependency>
+            <groupId>com.mysql</groupId>
+            <artifactId>mysql-connector-j</artifactId>
+        </dependency>
+        <dependency>
+            <groupId>com.yomahub</groupId>
+            <artifactId>liteflow-spring-boot-starter</artifactId>
+        </dependency>
+        <dependency>
+            <groupId>com.yomahub</groupId>
+            <artifactId>liteflow-el-builder</artifactId>
+        </dependency>
+        <dependency>
+            <groupId>org.springframework.ai</groupId>
+            <artifactId>spring-ai-tika-document-reader</artifactId>
+        </dependency>
+        <dependency>
+            <groupId>org.springframework.ai</groupId>
+            <artifactId>spring-ai-pdf-document-reader</artifactId>
+        </dependency>
+        <dependency>
+            <groupId>org.noear</groupId>
+            <artifactId>solon-ai</artifactId>
+        </dependency>
+        <dependency>
+            <groupId>org.noear</groupId>
+            <artifactId>solon-ai-dialect-openai</artifactId>
+        </dependency>
+    </dependencies>
+
+    <build>
+        <plugins>
+            <plugin>
+                <groupId>org.apache.maven.plugins</groupId>
+                <artifactId>maven-compiler-plugin</artifactId>
+                <configuration>
+                    <annotationProcessorPaths>
+                        <path>
+                            <groupId>org.mapstruct</groupId>
+                            <artifactId>mapstruct-processor</artifactId>
+                            <version>${mapstruct.version}</version>
+                        </path>
+                        <path>
+                            <groupId>org.projectlombok</groupId>
+                            <artifactId>lombok</artifactId>
+                        </path>
+                        <path>
+                            <groupId>org.projectlombok</groupId>
+                            <artifactId>lombok-mapstruct-binding</artifactId>
+                            <version>0.2.0</version>
+                        </path>
+                        <path>
+                            <groupId>org.hibernate</groupId>
+                            <artifactId>hibernate-jpamodelgen</artifactId>
+                            <version>6.6.8.Final</version>
+                        </path>
+                    </annotationProcessorPaths>
+                    <compilerArgs>
+                        <arg>-Amapstruct.defaultComponentModel=spring</arg>
+                        <arg>-Amapstruct.defaultInjectionStrategy=constructor</arg>
+                    </compilerArgs>
+                </configuration>
+            </plugin>
+            <plugin>
+                <groupId>org.springframework.boot</groupId>
+                <artifactId>spring-boot-maven-plugin</artifactId>
+                <executions>
+                    <execution>
+                        <phase>package</phase>
+                        <goals>
+                            <goal>repackage</goal>
+                        </goals>
+                    </execution>
+                </executions>
+            </plugin>
+        </plugins>
+    </build>
+</project>

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/WebApplication.java

@@ -1,12 +1,17 @@
-package com.lanyuanxiaoyao.service.ai.knowledge;
+package com.lanyuanxiaoyao.service.ai.web;
 
+import com.blinkfox.fenix.EnableFenix;
 import com.ulisesbocchio.jasyptspringboot.annotation.EnableEncryptableProperties;
+import org.springframework.beans.BeansException;
 import org.springframework.boot.ApplicationArguments;
 import org.springframework.boot.ApplicationRunner;
 import org.springframework.boot.SpringApplication;
 import org.springframework.boot.autoconfigure.SpringBootApplication;
 import org.springframework.boot.context.properties.EnableConfigurationProperties;
 import org.springframework.cloud.client.discovery.EnableDiscoveryClient;
+import org.springframework.context.ApplicationContext;
+import org.springframework.context.ApplicationContextAware;
+import org.springframework.data.jpa.repository.config.EnableJpaAuditing;
 import org.springframework.retry.annotation.EnableRetry;
 import org.springframework.scheduling.annotation.EnableScheduling;
 
@@ -20,12 +25,29 @@ import org.springframework.scheduling.annotation.EnableScheduling;
 @EnableEncryptableProperties
 @EnableRetry
 @EnableScheduling
-public class KnowledgeApplication implements ApplicationRunner {
+@EnableFenix
+@EnableJpaAuditing
+public class WebApplication implements ApplicationRunner, ApplicationContextAware {
+  private static ApplicationContext context;
+
   public static void main(String[] args) {
-    SpringApplication.run(KnowledgeApplication.class, args);
+    SpringApplication.run(WebApplication.class, args);
+  }
+
+  public static <T> T getBean(Class<T> clazz) {
+    return context.getBean(clazz);
+  }
+
+  public static <T> T getBean(String name, Class<T> clazz) {
+    return context.getBean(name, clazz);
   }
 
   @Override
   public void run(ApplicationArguments args) {
   }
+
+  @Override
+  public void setApplicationContext(ApplicationContext context) throws BeansException {
+    WebApplication.context = context;
+  }
 }

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/base/controller/DetailController.java

@@ -0,0 +1,13 @@
+package com.lanyuanxiaoyao.service.ai.web.base.controller;
+
+import com.lanyuanxiaoyao.service.ai.core.entity.amis.AmisResponse;
+
+/**
+ * @author lanyuanxiaoyao
+ * @date 2024-11-28
+ */
+public interface DetailController<DETAIL_ITEM> {
+  String DETAIL = "/detail/{id}";
+
+  AmisResponse<DETAIL_ITEM> detail(Long id) throws Exception;
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/base/controller/ListController.java

@@ -0,0 +1,16 @@
+package com.lanyuanxiaoyao.service.ai.web.base.controller;
+
+import com.lanyuanxiaoyao.service.ai.core.entity.amis.AmisCrudResponse;
+import com.lanyuanxiaoyao.service.ai.web.base.controller.query.Query;
+
+/**
+ * @author lanyuanxiaoyao
+ * @date 2024-11-28
+ */
+public interface ListController {
+  String LIST = "/list";
+
+  AmisCrudResponse list() throws Exception;
+
+  AmisCrudResponse list(Query query) throws Exception;
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/base/controller/RemoveController.java

@@ -0,0 +1,13 @@
+package com.lanyuanxiaoyao.service.ai.web.base.controller;
+
+import com.lanyuanxiaoyao.service.ai.core.entity.amis.AmisResponse;
+
+/**
+ * @author lanyuanxiaoyao
+ * @date 2024-11-28
+ */
+public interface RemoveController {
+  String REMOVE = "/remove/{id}";
+
+  AmisResponse<Object> remove(Long id) throws Exception;
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/base/controller/SaveController.java

@@ -0,0 +1,13 @@
+package com.lanyuanxiaoyao.service.ai.web.base.controller;
+
+import com.lanyuanxiaoyao.service.ai.core.entity.amis.AmisResponse;
+
+/**
+ * @author lanyuanxiaoyao
+ * @date 2024-11-28
+ */
+public interface SaveController<SAVE_ITEM> {
+  String SAVE = "/save";
+
+  AmisResponse<Long> save(SAVE_ITEM item) throws Exception;
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/base/controller/SimpleController.java

@@ -0,0 +1,8 @@
+package com.lanyuanxiaoyao.service.ai.web.base.controller;
+
+/**
+ * @author lanyuanxiaoyao
+ * @date 2024-11-28
+ */
+public interface SimpleController<SAVE_ITEM, LIST_ITEM, DETAIL_ITEM> extends SaveController<SAVE_ITEM>, ListController, DetailController<DETAIL_ITEM>, RemoveController {
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/base/controller/SimpleControllerSupport.java

@@ -0,0 +1,105 @@
+package com.lanyuanxiaoyao.service.ai.web.base.controller;
+
+import cn.hutool.core.util.ObjectUtil;
+import com.lanyuanxiaoyao.service.ai.core.entity.amis.AmisCrudResponse;
+import com.lanyuanxiaoyao.service.ai.core.entity.amis.AmisResponse;
+import com.lanyuanxiaoyao.service.ai.web.base.controller.query.Query;
+import com.lanyuanxiaoyao.service.ai.web.base.entity.SimpleEntity;
+import com.lanyuanxiaoyao.service.ai.web.base.service.SimpleServiceSupport;
+import java.util.List;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.data.domain.Page;
+import org.springframework.web.bind.annotation.GetMapping;
+import org.springframework.web.bind.annotation.PathVariable;
+import org.springframework.web.bind.annotation.PostMapping;
+import org.springframework.web.bind.annotation.RequestBody;
+
+/**
+ * @author lanyuanxiaoyao
+ * @date 2024-11-26
+ */
+@Slf4j
+public abstract class SimpleControllerSupport<ENTITY extends SimpleEntity, SAVE_ITEM, LIST_ITEM, DETAIL_ITEM> implements SimpleController<SAVE_ITEM, LIST_ITEM, DETAIL_ITEM> {
+  protected final SimpleServiceSupport<ENTITY> service;
+
+  public SimpleControllerSupport(SimpleServiceSupport<ENTITY> service) {
+    this.service = service;
+  }
+
+  @PostMapping(SAVE)
+  @Override
+  public AmisResponse<Long> save(@RequestBody SAVE_ITEM item) throws Exception {
+    SaveItemMapper<ENTITY, SAVE_ITEM> mapper = saveItemMapper();
+    return AmisResponse.responseSuccess(service.save(mapper.from(item)));
+  }
+
+  @GetMapping(LIST)
+  @Override
+  public AmisCrudResponse list() throws Exception {
+    ListItemMapper<ENTITY, LIST_ITEM> mapper = listItemMapper();
+    return AmisCrudResponse.responseCrudData(
+        service.list()
+            .collect(entity -> {
+              try {
+                return mapper.from(entity);
+              } catch (Exception e) {
+                throw new RuntimeException(e);
+              }
+            })
+    );
+  }
+
+  @PostMapping(LIST)
+  @Override
+  public AmisCrudResponse list(@RequestBody Query query) throws Exception {
+    if (ObjectUtil.isNull(query)) {
+      return AmisCrudResponse.responseCrudData(List.of(), 0);
+    }
+    ListItemMapper<ENTITY, LIST_ITEM> mapper = listItemMapper();
+    Page<ENTITY> result = service.list(query);
+    return AmisCrudResponse.responseCrudData(
+        result.get()
+            .map(entity -> {
+              try {
+                return mapper.from(entity);
+              } catch (Exception e) {
+                throw new RuntimeException(e);
+              }
+            })
+            .toList(),
+        result.getTotalElements()
+    );
+  }
+
+  @GetMapping(DETAIL)
+  @Override
+  public AmisResponse<DETAIL_ITEM> detail(@PathVariable("id") Long id) throws Exception {
+    DetailItemMapper<ENTITY, DETAIL_ITEM> mapper = detailItemMapper();
+    return AmisResponse.responseSuccess(mapper.from(service.detailOrThrow(id)));
+  }
+
+  @GetMapping(REMOVE)
+  @Override
+  public AmisResponse<Object> remove(@PathVariable("id") Long id) throws Exception {
+    service.remove(id);
+    return AmisResponse.responseSuccess();
+  }
+
+  protected abstract SaveItemMapper<ENTITY, SAVE_ITEM> saveItemMapper();
+
+  protected abstract ListItemMapper<ENTITY, LIST_ITEM> listItemMapper();
+
+  protected abstract DetailItemMapper<ENTITY, DETAIL_ITEM> detailItemMapper();
+
+  public interface SaveItemMapper<ENTITY, SAVE_ITEM> {
+    ENTITY from(SAVE_ITEM item) throws Exception;
+  }
+
+  public interface ListItemMapper<ENTITY, LIST_ITEM> {
+    LIST_ITEM from(ENTITY entity) throws Exception;
+  }
+
+  public interface DetailItemMapper<ENTITY, DETAIL_ITEM> {
+    DETAIL_ITEM from(ENTITY entity) throws Exception;
+  }
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/base/controller/query/Query.java

@@ -0,0 +1,61 @@
+package com.lanyuanxiaoyao.service.ai.web.base.controller.query;
+
+import lombok.Data;
+import org.eclipse.collections.api.list.ImmutableList;
+import org.eclipse.collections.api.map.ImmutableMap;
+
+/**
+ * 统一查询
+ *
+ * @author lanyuanxiaoyao
+ * @date 2024-12-03
+ */
+@Data
+public class Query {
+  private Queryable query;
+  private ImmutableList<Sortable> sort;
+  private Pageable page;
+
+  @Data
+  public static class Queryable {
+    private ImmutableList<String> nullEqual;
+    private ImmutableList<String> notNullEqual;
+    private ImmutableList<String> empty;
+    private ImmutableList<String> notEmpty;
+    private ImmutableMap<String, ?> equal;
+    private ImmutableMap<String, ?> notEqual;
+    private ImmutableMap<String, String> like;
+    private ImmutableMap<String, String> notLike;
+    private ImmutableMap<String, ?> great;
+    private ImmutableMap<String, ?> less;
+    private ImmutableMap<String, ?> greatEqual;
+    private ImmutableMap<String, ?> lessEqual;
+    private ImmutableMap<String, ImmutableList<?>> in;
+    private ImmutableMap<String, ImmutableList<?>> notIn;
+    private ImmutableMap<String, Between> between;
+    private ImmutableMap<String, Between> notBetween;
+
+    @Data
+    public static class Between {
+      private String start;
+      private String end;
+    }
+  }
+
+  @Data
+  public static class Sortable {
+    private String column;
+    private Direction direction;
+
+    public enum Direction {
+      ASC,
+      DESC,
+    }
+  }
+
+  @Data
+  public static class Pageable {
+    private Integer index;
+    private Integer size;
+  }
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/base/entity/IdOnlyEntity.java

@@ -0,0 +1,29 @@
+package com.lanyuanxiaoyao.service.ai.web.base.entity;
+
+import jakarta.persistence.EntityListeners;
+import jakarta.persistence.GeneratedValue;
+import jakarta.persistence.Id;
+import jakarta.persistence.MappedSuperclass;
+import lombok.Getter;
+import lombok.Setter;
+import lombok.ToString;
+import org.hibernate.annotations.GenericGenerator;
+import org.springframework.data.jpa.domain.support.AuditingEntityListener;
+
+/**
+ * 实体类公共字段
+ *
+ * @author lanyuanxiaoyao
+ * @date 2024-11-20
+ */
+@Getter
+@Setter
+@ToString
+@MappedSuperclass
+@EntityListeners(AuditingEntityListener.class)
+public class IdOnlyEntity {
+  @Id
+  @GeneratedValue(generator = "snowflake")
+  @GenericGenerator(name = "snowflake", strategy = "com.lanyuanxiaoyao.service.ai.web.configuration.SnowflakeIdGenerator")
+  private Long id;
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/base/entity/SimpleEntity.java

@@ -0,0 +1,29 @@
+package com.lanyuanxiaoyao.service.ai.web.base.entity;
+
+import jakarta.persistence.EntityListeners;
+import jakarta.persistence.MappedSuperclass;
+import java.time.LocalDateTime;
+import lombok.Getter;
+import lombok.Setter;
+import lombok.ToString;
+import org.springframework.data.annotation.CreatedDate;
+import org.springframework.data.annotation.LastModifiedDate;
+import org.springframework.data.jpa.domain.support.AuditingEntityListener;
+
+/**
+ * 实体类公共字段
+ *
+ * @author lanyuanxiaoyao
+ * @date 2024-11-20
+ */
+@Getter
+@Setter
+@ToString(callSuper = true)
+@MappedSuperclass
+@EntityListeners(AuditingEntityListener.class)
+public class SimpleEntity extends IdOnlyEntity {
+  @CreatedDate
+  private LocalDateTime createdTime;
+  @LastModifiedDate
+  private LocalDateTime modifiedTime;
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/base/entity/SimpleItem.java

@@ -0,0 +1,17 @@
+package com.lanyuanxiaoyao.service.ai.web.base.entity;
+
+import java.time.LocalDateTime;
+import lombok.Data;
+
+/**
+ * 创建对象使用的接收类
+ *
+ * @author lanyuanxiaoyao
+ * @date 2024-11-26
+ */
+@Data
+public class SimpleItem {
+  private Long id;
+  private LocalDateTime createdTime;
+  private LocalDateTime modifiedTime;
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/base/repository/SimpleRepository.java

@@ -0,0 +1,16 @@
+package com.lanyuanxiaoyao.service.ai.web.base.repository;
+
+import com.blinkfox.fenix.jpa.FenixJpaRepository;
+import com.blinkfox.fenix.specification.FenixJpaSpecificationExecutor;
+import org.springframework.data.repository.NoRepositoryBean;
+import org.springframework.data.repository.query.QueryByExampleExecutor;
+
+/**
+ * 整合一下
+ *
+ * @author lanyuanxiaoyao
+ * @date 2024-11-21
+ */
+@NoRepositoryBean
+public interface SimpleRepository<E, ID> extends FenixJpaRepository<E, ID>, FenixJpaSpecificationExecutor<E>, QueryByExampleExecutor<E> {
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/base/service/SimpleService.java

@@ -0,0 +1,34 @@
+package com.lanyuanxiaoyao.service.ai.web.base.service;
+
+import com.lanyuanxiaoyao.service.ai.web.base.controller.query.Query;
+import com.lanyuanxiaoyao.service.ai.web.base.entity.SimpleEntity;
+import java.util.Optional;
+import org.eclipse.collections.api.list.ImmutableList;
+import org.eclipse.collections.api.set.ImmutableSet;
+import org.springframework.data.domain.Page;
+
+/**
+ * @author lanyuanxiaoyao
+ * @date 2024-11-28
+ */
+public interface SimpleService<ENTITY extends SimpleEntity> {
+  Long save(ENTITY entity) throws Exception;
+
+  Long count() throws Exception;
+
+  ImmutableList<ENTITY> list() throws Exception;
+
+  ImmutableList<ENTITY> list(ImmutableSet<Long> ids) throws Exception;
+
+  Page<ENTITY> list(Query query) throws Exception;
+
+  Optional<ENTITY> detailOptional(Long id) throws Exception;
+
+  ENTITY detail(Long id) throws Exception;
+
+  ENTITY detailOrThrow(Long id) throws Exception;
+
+  ENTITY detailOrNull(Long id) throws Exception;
+
+  void remove(Long id) throws Exception;
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/base/service/SimpleServiceSupport.java

@@ -0,0 +1,251 @@
+package com.lanyuanxiaoyao.service.ai.web.base.service;
+
+import cn.hutool.core.bean.BeanUtil;
+import cn.hutool.core.bean.copier.CopyOptions;
+import cn.hutool.core.util.EnumUtil;
+import cn.hutool.core.util.ObjectUtil;
+import cn.hutool.core.util.StrUtil;
+import com.lanyuanxiaoyao.service.ai.web.base.controller.query.Query;
+import com.lanyuanxiaoyao.service.ai.web.base.entity.IdOnlyEntity_;
+import com.lanyuanxiaoyao.service.ai.web.base.entity.SimpleEntity;
+import com.lanyuanxiaoyao.service.ai.web.base.entity.SimpleEntity_;
+import com.lanyuanxiaoyao.service.ai.web.base.repository.SimpleRepository;
+import jakarta.persistence.criteria.CriteriaBuilder;
+import jakarta.persistence.criteria.CriteriaQuery;
+import jakarta.persistence.criteria.Path;
+import jakarta.persistence.criteria.Predicate;
+import jakarta.persistence.criteria.Root;
+import jakarta.transaction.Transactional;
+import java.util.Optional;
+import lombok.extern.slf4j.Slf4j;
+import org.eclipse.collections.api.factory.Lists;
+import org.eclipse.collections.api.list.ImmutableList;
+import org.eclipse.collections.api.list.MutableList;
+import org.eclipse.collections.api.set.ImmutableSet;
+import org.springframework.data.domain.Page;
+import org.springframework.data.domain.PageRequest;
+import org.springframework.data.domain.Sort;
+
+/**
+ * @author lanyuanxiaoyao
+ * @date 2024-11-21
+ */
+@Slf4j
+public abstract class SimpleServiceSupport<ENTITY extends SimpleEntity> implements SimpleService<ENTITY> {
+  private static final Integer DEFAULT_PAGE_INDEX = 1;
+  private static final Integer DEFAULT_PAGE_SIZE = 10;
+  protected final SimpleRepository<ENTITY, Long> repository;
+
+  public SimpleServiceSupport(SimpleRepository<ENTITY, Long> repository) {
+    this.repository = repository;
+  }
+
+  @Transactional(rollbackOn = Throwable.class)
+  @Override
+  public Long save(ENTITY entity) {
+    if (ObjectUtil.isNotNull(entity.getId())) {
+      Long id = entity.getId();
+      ENTITY targetEntity = repository.findById(entity.getId()).orElseThrow(() -> new IdNotFoundException(id));
+      BeanUtil.copyProperties(
+          entity,
+          targetEntity,
+          CopyOptions.create()
+              .setIgnoreProperties(
+                  IdOnlyEntity_.ID,
+                  SimpleEntity_.CREATED_TIME,
+                  SimpleEntity_.MODIFIED_TIME
+              )
+      );
+      entity = targetEntity;
+    }
+    entity = repository.save(entity);
+    return entity.getId();
+  }
+
+  @Override
+  public Long count() {
+    return repository.count(
+        (root, query, builder) ->
+            builder.and(
+                listPredicate(root, query, builder)
+                    .reject(ObjectUtil::isNull)
+                    .toArray(new Predicate[]{})
+            )
+    );
+  }
+
+  @Override
+  public ImmutableList<ENTITY> list() {
+    return Lists.immutable.ofAll(repository.findAll(
+        (root, query, builder) ->
+            builder.and(
+                listPredicate(root, query, builder)
+                    .reject(ObjectUtil::isNull)
+                    .toArray(new Predicate[]{})
+            )
+    ));
+  }
+
+  @Override
+  public ImmutableList<ENTITY> list(ImmutableSet<Long> ids) {
+    return Lists.immutable.ofAll(repository.findAll(
+        (root, query, builder) -> {
+          MutableList<Predicate> predicates = Lists.mutable.ofAll(listPredicate(root, query, builder));
+          predicates.add(builder.in(root.get("id")).value(ids));
+          return builder.and(predicates.reject(ObjectUtil::isNull).toArray(new Predicate[predicates.size()]));
+        }
+    ));
+  }
+
+  private <Y> Path<Y> column(Root<ENTITY> root, String column) {
+    String[] columns = StrUtil.splitToArray(column, "/");
+    Path<Y> path = root.get(columns[0]);
+    for (int i = 1; i < columns.length; i++) {
+      path = path.get(columns[i]);
+    }
+    return path;
+  }
+
+  @SuppressWarnings({"unchecked", "rawtypes"})
+  private <Y> Object value(Path<Y> column, Object value) {
+    Class<?> javaType = column.getJavaType();
+    if (EnumUtil.isEnum(javaType)) {
+      return EnumUtil.fromString((Class<Enum>) javaType, (String) value);
+    }
+    return value;
+  }
+
+  @SuppressWarnings("unchecked")
+  protected ImmutableList<Predicate> queryPredicates(Query.Queryable queryable, Root<ENTITY> root, CriteriaQuery<?> query, CriteriaBuilder builder) {
+    MutableList<Predicate> predicates = Lists.mutable.empty();
+    if (ObjectUtil.isEmpty(queryable)) {
+      return predicates.toImmutable();
+    }
+    if (ObjectUtil.isNotEmpty(queryable.getNullEqual())) {
+      queryable.getNullEqual().forEach(column -> predicates.add(builder.isNull(column(root, column))));
+    }
+    if (ObjectUtil.isNotEmpty(queryable.getNotNullEqual())) {
+      queryable.getNotNullEqual().forEach(column -> predicates.add(builder.isNull(column(root, column))));
+    }
+    if (ObjectUtil.isNotEmpty(queryable.getEmpty())) {
+      queryable.getEmpty().forEach(column -> predicates.add(builder.isEmpty(column(root, column))));
+    }
+    if (ObjectUtil.isNotEmpty(queryable.getNotEmpty())) {
+      queryable.getNotEmpty().forEach(column -> predicates.add(builder.isNotEmpty(column(root, column))));
+    }
+    if (ObjectUtil.isNotEmpty(queryable.getEqual())) {
+      queryable.getEqual().forEachKeyValue((column, value) -> {
+        Path<Object> path = column(root, column);
+        predicates.add(builder.equal(path, value(path, value)));
+      });
+    }
+    if (ObjectUtil.isNotEmpty(queryable.getNotEqual())) {
+      queryable.getEqual().forEachKeyValue((column, value) -> {
+        Path<Object> path = column(root, column);
+        predicates.add(builder.notEqual(path, value(path, value)));
+      });
+    }
+    if (ObjectUtil.isNotEmpty(queryable.getLike())) {
+      queryable.getLike().forEachKeyValue((column, value) -> predicates.add(builder.like(column(root, column), value)));
+    }
+    if (ObjectUtil.isNotEmpty(queryable.getNotLike())) {
+      queryable.getNotLike().forEachKeyValue((column, value) -> predicates.add(builder.notLike(column(root, column), value)));
+    }
+    if (ObjectUtil.isNotEmpty(queryable.getGreat())) {
+      queryable.getGreat().forEachKeyValue((column, value) -> predicates.add(builder.greaterThan(column(root, column), (Comparable<Object>) value)));
+    }
+    if (ObjectUtil.isNotEmpty(queryable.getLess())) {
+      queryable.getLess().forEachKeyValue((column, value) -> predicates.add(builder.lessThan(column(root, column), (Comparable<Object>) value)));
+    }
+    if (ObjectUtil.isNotEmpty(queryable.getGreatEqual())) {
+      queryable.getGreatEqual().forEachKeyValue((column, value) -> predicates.add(builder.greaterThanOrEqualTo(column(root, column), (Comparable<Object>) value)));
+    }
+    if (ObjectUtil.isNotEmpty(queryable.getLessEqual())) {
+      queryable.getLessEqual().forEachKeyValue((column, value) -> predicates.add(builder.lessThanOrEqualTo(column(root, column), (Comparable<Object>) value)));
+    }
+    if (ObjectUtil.isNotEmpty(queryable.getIn())) {
+      queryable.getIn().forEachKeyValue((column, value) -> predicates.add(builder.in(column(root, column)).value(value)));
+    }
+    if (ObjectUtil.isNotEmpty(queryable.getNotIn())) {
+      queryable.getNotIn().forEachKeyValue((column, value) -> predicates.add(builder.in(column(root, column)).value(value).not()));
+    }
+    if (ObjectUtil.isNotEmpty(queryable.getBetween())) {
+      queryable.getBetween().forEachKeyValue((column, value) -> predicates.add(builder.between(column(root, column), value.getStart(), value.getEnd())));
+    }
+    if (ObjectUtil.isNotEmpty(queryable.getNotBetween())) {
+      queryable.getNotBetween().forEachKeyValue((column, value) -> predicates.add(builder.between(column(root, column), value.getStart(), value.getEnd())));
+    }
+    return predicates.toImmutable();
+  }
+
+  protected ImmutableList<Predicate> listPredicate(Root<ENTITY> root, CriteriaQuery<?> query, CriteriaBuilder builder) {
+    return Lists.immutable.empty();
+  }
+
+  @Override
+  public Page<ENTITY> list(Query listQuery) {
+    PageRequest pageRequest = PageRequest.of(DEFAULT_PAGE_INDEX - 1, DEFAULT_PAGE_SIZE, Sort.by(SimpleEntity_.CREATED_TIME).descending());
+    if (ObjectUtil.isNotNull(listQuery.getPage())) {
+      pageRequest = PageRequest.of(
+          ObjectUtil.defaultIfNull(listQuery.getPage().getIndex(), DEFAULT_PAGE_INDEX) - 1,
+          ObjectUtil.defaultIfNull(listQuery.getPage().getSize(), DEFAULT_PAGE_SIZE),
+          Sort.by(SimpleEntity_.CREATED_TIME).descending()
+      );
+    }
+    return repository.findAll(
+        (root, query, builder) -> {
+          MutableList<Predicate> predicates = Lists.mutable.ofAll(listPredicate(root, query, builder));
+          predicates.addAllIterable(queryPredicates(listQuery.getQuery(), root, query, builder));
+          return builder.and(predicates.reject(ObjectUtil::isNull).toArray(new Predicate[predicates.size()]));
+        },
+        pageRequest
+    );
+  }
+
+  @Override
+  public Optional<ENTITY> detailOptional(Long id) {
+    if (ObjectUtil.isNull(id)) {
+      return Optional.empty();
+    }
+    return repository.findOne(
+        (root, query, builder) -> {
+          MutableList<Predicate> predicates = Lists.mutable.ofAll(listPredicate(root, query, builder));
+          predicates.add(builder.equal(root.get(IdOnlyEntity_.id), id));
+          return builder.and(predicates.reject(ObjectUtil::isNull).toArray(new Predicate[predicates.size()]));
+        }
+    );
+  }
+
+  @Override
+  public ENTITY detail(Long id) {
+    return detailOrNull(id);
+  }
+
+  @Override
+  public ENTITY detailOrThrow(Long id) {
+    return detailOptional(id).orElseThrow(() -> new IdNotFoundException(id));
+  }
+
+  @Override
+  public ENTITY detailOrNull(Long id) {
+    return detailOptional(id).orElse(null);
+  }
+
+  @Transactional(rollbackOn = Throwable.class)
+  @Override
+  public void remove(Long id) {
+    if (ObjectUtil.isNotNull(id)) {
+      repository.deleteById(id);
+    }
+  }
+
+  public static final class IdNotFoundException extends RuntimeException {
+    public IdNotFoundException() {
+      super("资源不存在");
+    }
+
+    public IdNotFoundException(Long id) {
+      super(StrUtil.format("ID为{}的资源不存在", id));
+    }
+  }
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/configuration/FileStoreProperties.java

@@ -0,0 +1,17 @@
+package com.lanyuanxiaoyao.service.ai.web.configuration;
+
+import lombok.Data;
+import org.springframework.boot.context.properties.ConfigurationProperties;
+import org.springframework.context.annotation.Configuration;
+
+/**
+ * @author lanyuanxiaoyao
+ * @version 20250527
+ */
+@Data
+@Configuration
+@ConfigurationProperties(prefix = "file-store")
+public class FileStoreProperties {
+  private String downloadPrefix;
+  private String uploadPath;
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/configuration/LlmConfiguration.java

@@ -0,0 +1,111 @@
+package com.lanyuanxiaoyao.service.ai.web.configuration;
+
+import cn.hutool.core.lang.Assert;
+import cn.hutool.core.util.StrUtil;
+import java.time.Duration;
+import lombok.extern.slf4j.Slf4j;
+import org.noear.solon.ai.reranking.RerankingModel;
+import org.springframework.ai.chat.client.ChatClient;
+import org.springframework.ai.deepseek.DeepSeekChatModel;
+import org.springframework.ai.deepseek.DeepSeekChatOptions;
+import org.springframework.ai.deepseek.api.DeepSeekApi;
+import org.springframework.ai.document.MetadataMode;
+import org.springframework.ai.embedding.EmbeddingModel;
+import org.springframework.ai.openai.OpenAiChatModel;
+import org.springframework.ai.openai.OpenAiChatOptions;
+import org.springframework.ai.openai.OpenAiEmbeddingModel;
+import org.springframework.ai.openai.OpenAiEmbeddingOptions;
+import org.springframework.ai.openai.api.OpenAiApi;
+import org.springframework.context.annotation.Bean;
+import org.springframework.context.annotation.Configuration;
+import org.springframework.web.client.RestClient;
+import org.springframework.web.reactive.function.client.WebClient;
+
+@Slf4j
+@Configuration
+public class LlmConfiguration {
+  @Bean("chat")
+  public ChatClient.Builder chatClientBuilder(LlmProperties llmProperties, WebClient.Builder webClientBuilder, RestClient.Builder restClientBuilder) {
+    Assert.notNull(llmProperties.getChat(), "chat properties is null");
+    DeepSeekApi.Builder apiBuilder = DeepSeekApi.builder()
+        .baseUrl(StrUtil.firstNonBlank(llmProperties.getChat().getBaseUrl(), llmProperties.getBaseUrl()))
+        .apiKey(StrUtil.firstNonBlank(llmProperties.getChat().getApiKey(), llmProperties.getApiKey()))
+        .webClientBuilder(webClientBuilder)
+        .restClientBuilder(restClientBuilder);
+    if (StrUtil.isNotBlank(llmProperties.getChat().getEndpoint())) {
+      apiBuilder.completionsPath(llmProperties.getChat().getEndpoint());
+    }
+    return ChatClient.builder(
+        DeepSeekChatModel.builder()
+            .deepSeekApi(apiBuilder.build())
+            .defaultOptions(
+                DeepSeekChatOptions.builder()
+                    .model(llmProperties.getChat().getModel())
+                    .build()
+            )
+            .build()
+    );
+  }
+
+  @Bean("visual")
+  public ChatClient.Builder visualClientBuilder(LlmProperties llmProperties, WebClient.Builder webClientBuilder, RestClient.Builder restClientBuilder) {
+    Assert.notNull(llmProperties.getVisual(), "visual properties is null");
+    OpenAiApi.Builder apiBuilder = OpenAiApi.builder()
+        .baseUrl(StrUtil.firstNonBlank(llmProperties.getVisual().getBaseUrl(), llmProperties.getBaseUrl()))
+        .apiKey(StrUtil.firstNonBlank(llmProperties.getVisual().getApiKey(), llmProperties.getApiKey()))
+        .webClientBuilder(webClientBuilder)
+        .restClientBuilder(restClientBuilder);
+    if (StrUtil.isNotBlank(llmProperties.getVisual().getEndpoint())) {
+      apiBuilder.completionsPath(llmProperties.getVisual().getEndpoint());
+    }
+    return ChatClient.builder(
+        OpenAiChatModel.builder()
+            .openAiApi(apiBuilder.build())
+            .defaultOptions(
+                OpenAiChatOptions.builder()
+                    .model(llmProperties.getVisual().getModel())
+                    .build()
+            )
+            .build()
+    );
+  }
+
+  @Bean
+  public EmbeddingModel embeddingModel(LlmProperties llmProperties, WebClient.Builder webClientBuilder, RestClient.Builder restClientBuilder) {
+    Assert.notNull(llmProperties.getEmbedding(), "embedding properties is null");
+    OpenAiApi.Builder apiBuilder = OpenAiApi.builder()
+        .baseUrl(StrUtil.firstNonBlank(llmProperties.getEmbedding().getBaseUrl(), llmProperties.getBaseUrl()))
+        .apiKey(StrUtil.firstNonBlank(llmProperties.getEmbedding().getApiKey(), llmProperties.getApiKey()))
+        .webClientBuilder(webClientBuilder)
+        .restClientBuilder(restClientBuilder);
+    if (StrUtil.isNotBlank(llmProperties.getEmbedding().getEndpoint())) {
+      apiBuilder.embeddingsPath(llmProperties.getEmbedding().getEndpoint());
+    }
+    return new OpenAiEmbeddingModel(
+        apiBuilder.build(),
+        MetadataMode.EMBED,
+        OpenAiEmbeddingOptions.builder()
+            .model(llmProperties.getEmbedding().getModel())
+            .build()
+    );
+  }
+
+  @Bean
+  public RerankingModel rerankingModel(LlmProperties llmProperties) {
+    Assert.notNull(llmProperties.getReranker(), "reranker properties is null");
+    String url = llmProperties.getBaseUrl();
+    if (StrUtil.isNotBlank(llmProperties.getReranker().getBaseUrl())) {
+      url = llmProperties.getReranker().getBaseUrl();
+    }
+    if (StrUtil.isNotBlank(llmProperties.getReranker().getEndpoint())) {
+      url += llmProperties.getReranker().getEndpoint();
+    } else {
+      url += "/v1/rerank";
+    }
+    return RerankingModel.of(url)
+        .apiKey(StrUtil.firstNonBlank(llmProperties.getReranker().getApiKey(), llmProperties.getApiKey()))
+        .model(llmProperties.getReranker().getModel())
+        .timeout(Duration.ofMinutes(10))
+        .build();
+  }
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/configuration/LlmProperties.java

@@ -0,0 +1,25 @@
+package com.lanyuanxiaoyao.service.ai.web.configuration;
+
+import lombok.Data;
+import org.springframework.boot.context.properties.ConfigurationProperties;
+import org.springframework.context.annotation.Configuration;
+
+@Data
+@Configuration
+@ConfigurationProperties(prefix = "spring.llm")
+public class LlmProperties {
+  private String baseUrl;
+  private String apiKey;
+  private ChatProperties chat;
+  private ChatProperties visual;
+  private ChatProperties embedding;
+  private ChatProperties reranker;
+
+  @Data
+  public static class ChatProperties {
+    private String baseUrl;
+    private String apiKey;
+    private String model;
+    private String endpoint;
+  }
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/configuration/Prompts.java

@@ -0,0 +1,110 @@
+package com.lanyuanxiaoyao.service.ai.web.configuration;
+
+import cn.hutool.core.util.StrUtil;
+
+public interface Prompts {
+  String hudiBase = """
+      Hudi数据同步服务
+      实现从源端数据库（TeleDB、TelePG）到Hudi表的数据实时同步，并通过Hudi-Hive插件将Hudi表封为Hive外表（即目标端），供外部系统进行SQL查询。
+      数据同步任务：基于Flink开发，运行在Hadoop Yarn集群上，该任务常驻运行在集群上，每个任务负责一张或多张表的据同步，同步任务从指定的Pulsar队列中实时读取数据，经过数据转换和业务处理后，写入Hudi表。
+      数据压缩任务：基于Flink开发，运行在Hadoop Yarn集群上，该任务根据指定的调度策略周期性定时启动，每个任务将张指定的Hudi表中的log数据压缩为parquet数据，当压缩完成时，上一次压缩到当前压缩之间被写入的数据才能被外部统查询。
+      服务管理平台：使用Spring Cloud框架开发的微服务集群，用于管理同步任务和压缩任务的运行、停止和状态监控等息，提供友好的前端交互网页。
+      源端（上游）：类似TeleDB、TelePG这些提供原始数据的数据库。
+      目标端（下游）：数据同步到Hudi表后提供给外部系统查询用的Hive表。
+      TeleDB：中国电信自研分布式MySQL集群组件，逻辑上的一张表在物理上被水平分片（Sharding）为多个“set”表存储在个MySQL节点，支持弹性扩容和容灾。
+      TelePG：中国电信自研分布式PostgreSQL集群组件，其架构和功能特性与TeleDB高度相似。
+      逻辑表：一张逻辑表对应一张TeleDB或TelePG上的业务表；逻辑表中包含广东所有地市的业务数据，数据量大的表通常按地市进行分片（分区）。
+      Hudi表：逻辑表数据经同步任务处理后实际存储的位置，根据逻辑表的数据量，数据量大的会根据地市分为A、B表，B也被称为大表，通常包含广深东佛（广州、深圳、东莞、佛山）四个大区的数据，A表包含广东除了广深东佛外的其他市，特大表，如acct_item，会按一个地市对应一个Hudi表；Hudi表统一配置为MOR表，使用Bucket Index索引。
+      Hive表：通过Hudi-Hive插件创建的Hive外表，作为下游系统的唯一查询入口，该表逻辑上对应源端的一张逻辑表，它Hudi服务内部可能存在的多个物理Hudi表（如A表、B表或地市分表）聚合封装成一个逻辑视图，透明地对外提供完整的辑表数据查询。
+      重点表：根据业务系统的要求，对于有的表及时性和数据完整性有更高的要求，这些表被称为重点表，在tb_app_collect_table_info表中的tags字段，包含“FOCUS”字符的是重点表。
+      Flink 任务：即数据同步任务，根据逻辑表的数据量通常有如下规则：
+      大数据量：采用 1逻辑表:1 Flink任务 模式。该Flink任务内聚合处理该逻辑表对应的所有Hudi表（如A表 + B表或多地市表）的同步子任务。
+      小数据量：采用 N逻辑表:1 Flink任务 模式。一个Flink任务内聚合处理多张低数据量逻辑表对应的所有Hudi表同步自务。
+      Pulsar队列（消息队列）：源端TeleDB逻辑表增量日志（包含新增-I、更新-U、删除-D、DDL操作类型）由Canal同步组件实时写入Pulsar队列。TelePG逻辑表增量日志由PGSync组件以相同逻辑同步到对应队列。
+      压缩调度服务：service-scheduler(单实例)：按策略将压缩任务放入预调度队列，定时将预调度任务转移至各集群对应的压缩任务队列；service-launcher(与集群一一对应)：定时轮询对应集群的压缩任务队列，发现任务即调度执行；service-queue：提供队列机制；scheduler与launcher均基于集群资源状态动态调节任务产生与执行速率，利用队列缓冲，避免资源超限。
+      压缩调度：压缩任务耗时长、资源大。为平衡效率与资源，调度服务通常从凌晨2点起，每3小时调度一次全部Hudi表的压缩任务。
+      跨天调度：为确保关键表数据在0点后及时可用（此时Hive最新数据常未达0点），0点至2点间，对重点表进行更高频压缩调度。此高频率调度持续直至目标表被标记为“已跨天”
+      跨天判断：按照先后次序1. 源端同步组件(Canal/PGSync)判断源表数据是否跨天。若跨天，向队列写入跨天消息；2.同步任务接收跨天消息，在tb_app_collect_table_version表插入记录；3.独立程序判断Hudi表数据是否已跨天。若跨天，更新tb_app_collect_table_version对应记录状态。此时逻辑表标记为“已跨天”；一张表必须先接收到跨天标记，然后才能完成跨天。
+      集群：指Hadoop Yarn集群，同步任务仅在b12运行，压缩任务主要在b12运行，部分重点表在b1或a4运行，调度服务根据资源动态在多个集群间分配压缩任务；其中b12集群使用default队列，b1集群使用datalake队列，a4集群使用ten_iap.datalake队列。
+      """;
+
+  String hudiDatabase = """
+      Hudi数据同步服务使用的数据表详情如下
+      hudi_collect_build_b12.tb_app_collect_table_info表：记录同步任务配置信息
+      id：主键
+      alias：表别名，同样可以唯一标识该记录
+      flink_job_id：tb_app_flink_job_config表主键，对应的Flink任务
+      hudi_job_id：hudi：tb_app_hudi_job_config表主键，对应Hudi表的配置
+      sync_yarn_job_id：tb_app_yarn_job_config表主键，同步任务的yarn资源配置
+      compaction_yarn_job_id：tb_app_yarn_job_config表主键，压缩任务的yarn资源配置
+      src_db：源端数据库名称
+      src_type：源端数据库类型，取值有teledb、telepg
+      src_schema：源端数据库schema名称
+      src_table：源端表名
+      src_pulsar_addr：pulsar地址
+      src_topic：pulsar队列名称
+      tgt_hdfs_path：Hudi表对应的hdfs路径
+      status：逻辑删除状态（y为正常，n为删除）
+      filter_field：过滤字段，用于指定源端消息中的某个字段，进行消息过滤，如B表，同步任务会使用CITY_ID字段，并过滤出该字段为广深东佛编码的消息
+      filter_values：过滤值
+      filter_type：过滤类型，INCLUDE表示包含指定过滤值的记录保留，EXCLUDE表示包含指定过滤值的记录丢弃
+      bucket_number：Hudi bucket index的参数值
+      partition_field：Hudi表分区字段，通常使用CITY_ID
+      priority：优先级，整数，数字越大优先级越高，优先级高，该表对应在压缩调度队列中会排在更靠前的位置
+      hive_db：目标端hive库名称
+      hive_table：目标端hive表名
+      tags：标签，使用英文逗号分隔，用于标识表的特殊属性
+      
+      hudi_collect_build_b12.tb_app_collect_table_version表：记录跨天版本
+      flink_job_id：tb_app_flink_job_config表主键，对应的Flink任务
+      alias：表别名 tb_app_collect_table_info表alias字段，对应唯一同步任务
+      version：版本，格式为yyyyMMdd，如2025年6月6日跨天版本，则该值为20250605
+      op_ts：操作时间，接收到跨天标记的时间
+      create_time：记录创建时间
+      update_time：记录创建时间
+      scheduled：是否已跨天，1为已跨天，0为未跨天
+      
+      hudi_collect_build_b12.tb_app_flink_job_config表：Flink 任务配置
+      id：主键
+      name：Flink任务名称
+      status：逻辑删除状态（y为正常，n为删除）
+      application_id：flink任务对应的yarn任务的application id
+      
+      hudi_collect_build_b12.tb_app_hudi_job_config表：Hudi表原生配置
+      id：主键
+      source_tasks：读取Pulsar消息的Flink算子并行度
+      write_tasks：写Hudi表的Flink算子并行度
+      keep_file_version：保留数据文件版本
+      keep_commit_version：保留时间线版本
+      
+      hudi_collect_build_b12.tb_app_hudi_sync_state表：同步、压缩任务运行状态
+      id：主键，由flink_job_id和alias使用短横线连接而成，格式为：flink_job_id-alias
+      message_id：最新消费到的Pulsar消息的message id
+      source_start_time：同步任务启动时间
+      source_receive_time：同步任务最新接收到消息队列消息的时间
+      source_checkpoint_time：同步任务对应Flink任务最近一次执行checkpoint的时间，这个时间每15分钟更新一次，可以用来判断flink任务是否还在运行
+      source_publish_time：同步任务接收到的最新一条消息队列的消息被发布到队列中的时间
+      source_op_time：同步任务接收到的最新一条消息队列的消息在源端产生的时间
+      source_application_id：同步任务对应Flink任务对应的yarn任务的application id
+      source_cluster：同步任务运行的yarn集群
+      compaction_start_time：最近一次压缩任务启动时间
+      compaction_finish_time：最近一次压缩任务完成时间
+      compaction_application_id：压缩任务对应的Flink任务对应的yarn任务的application id
+      compaction_cluster：压缩任务运行所在的yarn集群
+      
+      hudi_collect_build_b12.tb_app_yarn_job_config表：同步、压缩任务对应的yarn任务资源配置
+      id：主键
+      job_manager_memory：Job Manager内存（MB）
+      task_manager_memory：Task Manager内存（MB）
+      """;
+
+  String hudi = StrUtil.format(
+      """
+          {}
+          
+          {}
+          """,
+      hudiBase,
+      hudiDatabase
+  );
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/configuration/SnowflakeIdGenerator.java

@@ -0,0 +1,92 @@
+package com.lanyuanxiaoyao.service.ai.web.configuration;
+
+import java.io.Serializable;
+import java.time.Instant;
+import lombok.extern.slf4j.Slf4j;
+import org.hibernate.engine.spi.SharedSessionContractImplementor;
+import org.hibernate.id.IdentifierGenerator;
+
+/**
+ * 使用雪花算法作为ID生成器
+ *
+ * @author lanyuanxiaoyao
+ * @date 2024-11-14
+ */
+@Slf4j
+public class SnowflakeIdGenerator implements IdentifierGenerator {
+
+  @Override
+  public Serializable generate(SharedSessionContractImplementor session, Object object) {
+    try {
+      return Snowflake.next();
+    } catch (Exception e) {
+      log.error("Generate snowflake id failed", e);
+      throw new RuntimeException(e);
+    }
+  }
+
+  public static class Snowflake {
+    /**
+     * 起始的时间戳
+     */
+    private final static long START_TIMESTAMP = 1;
+
+    /**
+     * 序列号占用的位数
+     */
+    private final static long SEQUENCE_BIT = 11;
+
+    /**
+     * 序列号最大值
+     */
+    private final static long MAX_SEQUENCE_BIT = ~(-1 << SEQUENCE_BIT);
+
+    /**
+     * 时间戳值向左位移
+     */
+    private final static long TIMESTAMP_OFFSET = SEQUENCE_BIT;
+
+    /**
+     * 序列号
+     */
+    private static long sequence = 0;
+    /**
+     * 上一次时间戳
+     */
+    private static long lastTimestamp = -1;
+
+    public static synchronized long next() {
+      long currentTimestamp = nowTimestamp();
+      if (currentTimestamp < lastTimestamp) {
+        throw new RuntimeException("Clock have moved backwards.");
+      }
+
+      if (currentTimestamp == lastTimestamp) {
+        // 相同毫秒内, 序列号自增
+        sequence = (sequence + 1) & MAX_SEQUENCE_BIT;
+        // 同一毫秒的序列数已经达到最大
+        if (sequence == 0) {
+          currentTimestamp = nextTimestamp();
+        }
+      } else {
+        // 不同毫秒内, 序列号置为0
+        sequence = 0;
+      }
+
+      lastTimestamp = currentTimestamp;
+      return (currentTimestamp - START_TIMESTAMP) << TIMESTAMP_OFFSET | sequence;
+    }
+
+    private static long nextTimestamp() {
+      long milli = nowTimestamp();
+      while (milli <= lastTimestamp) {
+        milli = nowTimestamp();
+      }
+      return milli;
+    }
+
+    private static long nowTimestamp() {
+      return Instant.now().toEpochMilli();
+    }
+  }
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/controller/DataFileController.java

@@ -1,4 +1,4 @@
-package com.lanyuanxiaoyao.service.ai.knowledge.controller;
+package com.lanyuanxiaoyao.service.ai.web.controller;
 
 import cn.hutool.core.io.FileUtil;
 import cn.hutool.core.io.IoUtil;
@@ -7,9 +7,9 @@ import cn.hutool.core.util.URLUtil;
 import cn.hutool.crypto.SecureUtil;
 import com.fasterxml.jackson.annotation.JsonProperty;
 import com.lanyuanxiaoyao.service.ai.core.entity.amis.AmisResponse;
-import com.lanyuanxiaoyao.service.ai.knowledge.configuration.KnowledgeConfiguration;
-import com.lanyuanxiaoyao.service.ai.knowledge.entity.vo.DataFileVO;
-import com.lanyuanxiaoyao.service.ai.knowledge.service.DataFileService;
+import com.lanyuanxiaoyao.service.ai.web.configuration.FileStoreProperties;
+import com.lanyuanxiaoyao.service.ai.web.entity.DataFile;
+import com.lanyuanxiaoyao.service.ai.web.service.DataFileService;
 import jakarta.servlet.http.HttpServletResponse;
 import java.io.ByteArrayInputStream;
 import java.io.File;
@@ -17,9 +17,11 @@ import java.io.FileInputStream;
 import java.io.FileOutputStream;
 import java.io.IOException;
 import java.nio.channels.FileChannel;
+import lombok.AllArgsConstructor;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+import lombok.extern.slf4j.Slf4j;
 import org.eclipse.collections.api.list.ImmutableList;
-import org.slf4j.Logger;
-import org.slf4j.LoggerFactory;
 import org.springframework.web.bind.annotation.GetMapping;
 import org.springframework.web.bind.annotation.PathVariable;
 import org.springframework.web.bind.annotation.PostMapping;
@@ -35,22 +37,21 @@ import org.springframework.web.multipart.MultipartFile;
  * @author lanyuanxiaoyao
  * @date 2024-11-21
  */
+@Slf4j
 @RestController
 @RequestMapping("/upload")
 public class DataFileController {
-  private static final Logger log = LoggerFactory.getLogger(DataFileController.class);
-
-  private final KnowledgeConfiguration knowledgeConfiguration;
+  private final FileStoreProperties fileStoreProperties;
   private final DataFileService dataFileService;
   private final String uploadFolderPath;
   private final String cacheFolderPath;
   private final String sliceFolderPath;
 
-  public DataFileController(KnowledgeConfiguration knowledgeConfiguration, DataFileService dataFileService) {
-    this.knowledgeConfiguration = knowledgeConfiguration;
+  public DataFileController(FileStoreProperties fileStoreProperties, DataFileService dataFileService) {
+    this.fileStoreProperties = fileStoreProperties;
     this.dataFileService = dataFileService;
 
-    this.uploadFolderPath = knowledgeConfiguration.getUploadPath();
+    this.uploadFolderPath = fileStoreProperties.getUploadPath();
     this.cacheFolderPath = StrUtil.format("{}/cache", uploadFolderPath);
     this.sliceFolderPath = StrUtil.format("{}/slice", uploadFolderPath);
   }
@@ -59,7 +60,7 @@ public class DataFileController {
   public AmisResponse<FinishResponse> upload(@RequestParam("file") MultipartFile file) throws IOException {
     String filename = file.getOriginalFilename();
     Long id = dataFileService.initialDataFile(filename);
-    String url = StrUtil.format("{}/upload/download/{}", knowledgeConfiguration.getDownloadPrefix(), id);
+    String url = StrUtil.format("{}/upload/download/{}", fileStoreProperties.getDownloadPrefix(), id);
     byte[] bytes = file.getBytes();
     String originMd5 = SecureUtil.md5(new ByteArrayInputStream(bytes));
     File targetFile = new File(StrUtil.format("{}/{}", uploadFolderPath, originMd5));
@@ -79,8 +80,8 @@ public class DataFileController {
   }
 
   @GetMapping("/download/{id}")
-  public void download(@PathVariable Long id, HttpServletResponse response) throws IOException {
-    DataFileVO dataFile = dataFileService.downloadFile(id);
+  public void download(@PathVariable("id") Long id, HttpServletResponse response) throws IOException {
+    DataFile dataFile = dataFileService.downloadFile(id);
     File targetFile = new File(dataFile.getPath());
     response.setHeader("Content-Type", dataFile.getType());
     response.setHeader("Access-Control-Expose-Headers", "Content-Disposition");
@@ -156,7 +157,7 @@ public class DataFileController {
             request.uploadId,
             request.filename,
             request.uploadId.toString(),
-            StrUtil.format("{}/upload/download/{}", knowledgeConfiguration.getDownloadPrefix(), request.uploadId)
+            StrUtil.format("{}/upload/download/{}", fileStoreProperties.getDownloadPrefix(), request.uploadId)
         ));
       } else {
         throw new RuntimeException("合并文件失败");
@@ -169,213 +170,48 @@ public class DataFileController {
     }
   }
 
+  @Data
   public static final class StartRequest {
     private String name;
     private String filename;
-
-    public String getName() {
-      return name;
-    }
-
-    public void setName(String name) {
-      this.name = name;
-    }
-
-    public String getFilename() {
-      return filename;
-    }
-
-    public void setFilename(String filename) {
-      this.filename = filename;
-    }
-
-    @Override
-    public String toString() {
-      return "StartRequest{" +
-             "name='" + name + '\'' +
-             ", filename='" + filename + '\'' +
-             '}';
-    }
   }
 
+  @Data
+  @NoArgsConstructor
+  @AllArgsConstructor
   public static final class StartResponse {
     private String uploadId;
-
-    public StartResponse() {
-    }
-
-    public StartResponse(String uploadId) {
-      this.uploadId = uploadId;
-    }
-
-    public String getUploadId() {
-      return uploadId;
-    }
-
-    public void setUploadId(String uploadId) {
-      this.uploadId = uploadId;
-    }
-
-    @Override
-    public String toString() {
-      return "StartResponse{" +
-             "uploadId='" + uploadId + '\'' +
-             '}';
-    }
   }
 
+  @Data
+  @NoArgsConstructor
+  @AllArgsConstructor
   public static final class SliceResponse {
     @JsonProperty("eTag")
     private String eTag;
-
-    public SliceResponse() {
-    }
-
-    public SliceResponse(String eTag) {
-      this.eTag = eTag;
-    }
-
-    public String geteTag() {
-      return eTag;
-    }
-
-    public void seteTag(String eTag) {
-      this.eTag = eTag;
-    }
-
-    @Override
-    public String toString() {
-      return "SliceResponse{" +
-             "eTag='" + eTag + '\'' +
-             '}';
-    }
   }
 
+  @Data
   public static final class FinishRequest {
     private String filename;
     private Long uploadId;
     private ImmutableList<Part> partList;
 
-    public String getFilename() {
-      return filename;
-    }
-
-    public void setFilename(String filename) {
-      this.filename = filename;
-    }
-
-    public Long getUploadId() {
-      return uploadId;
-    }
-
-    public void setUploadId(Long uploadId) {
-      this.uploadId = uploadId;
-    }
-
-    public ImmutableList<Part> getPartList() {
-      return partList;
-    }
-
-    public void setPartList(ImmutableList<Part> partList) {
-      this.partList = partList;
-    }
-
-    @Override
-    public String toString() {
-      return "FinishRequest{" +
-             "filename='" + filename + '\'' +
-             ", uploadId=" + uploadId +
-             ", partList=" + partList +
-             '}';
-    }
-
+    @Data
     public static final class Part {
       private Integer partNumber;
       @JsonProperty("eTag")
       private String eTag;
-
-      public Integer getPartNumber() {
-        return partNumber;
-      }
-
-      public void setPartNumber(Integer partNumber) {
-        this.partNumber = partNumber;
-      }
-
-      public String geteTag() {
-        return eTag;
-      }
-
-      public void seteTag(String eTag) {
-        this.eTag = eTag;
-      }
-
-      @Override
-      public String toString() {
-        return "Part{" +
-               "partNumber=" + partNumber +
-               ", eTag='" + eTag + '\'' +
-               '}';
-      }
     }
   }
 
+  @Data
+  @NoArgsConstructor
+  @AllArgsConstructor
   public static final class FinishResponse {
     private Long id;
     private String filename;
     private String value;
     private String url;
-
-    public FinishResponse() {
-    }
-
-    public FinishResponse(Long id, String filename, String value, String url) {
-      this.id = id;
-      this.filename = filename;
-      this.value = value;
-      this.url = url;
-    }
-
-    public Long getId() {
-      return id;
-    }
-
-    public void setId(Long id) {
-      this.id = id;
-    }
-
-    public String getFilename() {
-      return filename;
-    }
-
-    public void setFilename(String filename) {
-      this.filename = filename;
-    }
-
-    public String getValue() {
-      return value;
-    }
-
-    public void setValue(String value) {
-      this.value = value;
-    }
-
-    public String getUrl() {
-      return url;
-    }
-
-    public void setUrl(String url) {
-      this.url = url;
-    }
-
-    @Override
-    public String toString() {
-      return "FinishResponse{" +
-             "id=" + id +
-             ", filename='" + filename + '\'' +
-             ", value='" + value + '\'' +
-             ", url='" + url + '\'' +
-             '}';
-    }
   }
 }

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/controller/chat/ChatController.java

@@ -0,0 +1,148 @@
+package com.lanyuanxiaoyao.service.ai.web.controller.chat;
+
+import cn.hutool.core.util.StrUtil;
+import com.lanyuanxiaoyao.service.ai.web.configuration.Prompts;
+import com.lanyuanxiaoyao.service.ai.web.entity.vo.MessageVO;
+import com.lanyuanxiaoyao.service.ai.web.tools.ChartTool;
+import com.lanyuanxiaoyao.service.ai.web.tools.TableTool;
+import com.lanyuanxiaoyao.service.ai.web.tools.YarnTool;
+import com.lanyuanxiaoyao.service.configuration.ExecutorProvider;
+import jakarta.servlet.http.HttpServletResponse;
+import java.io.IOException;
+import java.time.LocalDateTime;
+import java.time.format.DateTimeFormatter;
+import java.util.Optional;
+import java.util.concurrent.TimeoutException;
+import org.eclipse.collections.api.list.ImmutableList;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.springframework.ai.chat.client.ChatClient;
+import org.springframework.ai.chat.messages.AssistantMessage;
+import org.springframework.ai.chat.messages.Message;
+import org.springframework.ai.chat.messages.UserMessage;
+import org.springframework.ai.chat.model.ChatResponse;
+import org.springframework.ai.chat.model.Generation;
+import org.springframework.ai.deepseek.DeepSeekAssistantMessage;
+import org.springframework.beans.factory.annotation.Qualifier;
+import org.springframework.stereotype.Controller;
+import org.springframework.web.bind.annotation.PostMapping;
+import org.springframework.web.bind.annotation.RequestBody;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.ResponseBody;
+import org.springframework.web.servlet.mvc.method.annotation.SseEmitter;
+
+/**
+ * 聊天
+ *
+ * @author lanyuanxiaoyao
+ * @version 20250514
+ */
+@Controller
+@RequestMapping("chat")
+public class ChatController {
+  private static final Logger logger = LoggerFactory.getLogger(ChatController.class);
+  private final static DateTimeFormatter formatter = DateTimeFormatter.ofPattern("yyyy-MM-dd HH:mm:ss");
+  private static final String ROLE_ASSISTANT = "assistant";
+  private static final String ROLE_USER = "user";
+
+  private final ChatClient chatClient;
+
+  public ChatController(@Qualifier("chat") ChatClient.Builder builder) {
+    this.chatClient = builder.build();
+  }
+
+  private ChatClient.ChatClientRequestSpec buildRequest(ImmutableList<MessageVO> messages) {
+    ChatClient.ChatClientRequestSpec spec = chatClient.prompt()
+        .system(
+            StrUtil.format("""
+                    你是一名专业的AI运维助手，专职负责“Hudi数据同步服务”的平台运维工作。你的核心职责是：
+                    1.友好解答：积极、专业地解答用户（通常是平台管理员或用户）关于该平台运维工作的疑问。
+                    2.知识驱动：在解答时，应尽可能通过各种方式（知识库、上下文、外部工具等）全面获取准确知识和数据来支持回答。
+                    3.诚实守界：
+                      对于无法通过已有知识或数据确认的问题，必须明确告知用户你无法解答，切勿捏造信息或提供不确定的答案。
+                      对于与该Hudi数据同步服务平台运维工作无关的问题，需委婉拒绝用户，并明确说明超出你的职责和能力范围。
+                    
+                    对话语言：中文
+                    
+                    {}
+                    
+                    当前时间为：{}
+                    
+                    """,
+                Prompts.hudi,
+                LocalDateTime.now().format(formatter)
+            ))
+        .messages(
+            messages
+                .collect(message -> StrUtil.equals(message.getRole(), ROLE_ASSISTANT)
+                    ? new AssistantMessage(message.getContent())
+                    : new UserMessage(message.getContent()))
+                .collect(message -> (Message) message)
+                .toList()
+        );
+    spec.tools(
+        new TableTool(),
+        new YarnTool(),
+        new ChartTool()
+    );
+    return spec;
+  }
+
+  @PostMapping("sync")
+  @ResponseBody
+  public MessageVO chatSync(
+      @RequestBody ImmutableList<MessageVO> messages
+  ) {
+    ChatResponse response = buildRequest(messages)
+        .call()
+        .chatResponse();
+    return toMessage(response);
+  }
+
+  @PostMapping("async")
+  public SseEmitter chatAsync(
+      @RequestBody ImmutableList<MessageVO> messages,
+      HttpServletResponse httpResponse
+  ) {
+    httpResponse.setHeader("X-Accel-Buffering", "no");
+
+    SseEmitter emitter = new SseEmitter(20 * 60 * 1000L);
+    ExecutorProvider.EXECUTORS.submit(() -> {
+      buildRequest(messages)
+          .stream()
+          .chatResponse()
+          .subscribe(
+              response -> {
+                try {
+                  emitter.send(
+                      SseEmitter.event()
+                          .data(toMessage(response))
+                          .reconnectTime(5 * 1000L)
+                          .build()
+                  );
+                } catch (IOException e) {
+                  emitter.completeWithError(e);
+                }
+              },
+              emitter::completeWithError,
+              emitter::complete
+          );
+    });
+    emitter.onTimeout(() -> emitter.completeWithError(new TimeoutException("SseEmitter Timeout")));
+    return emitter;
+  }
+
+  private MessageVO toMessage(ChatResponse response) {
+    AssistantMessage message = Optional.ofNullable(response)
+        .map(ChatResponse::getResult)
+        .map(Generation::getOutput)
+        .orElseThrow(() -> new RuntimeException("ChatResponse is null"));
+    MessageVO vo = new MessageVO();
+    vo.setRole(ROLE_ASSISTANT);
+    vo.setContent(message.getText());
+    if (message instanceof DeepSeekAssistantMessage deepseekMessage) {
+      vo.setReason(deepseekMessage.getReasoningContent());
+    }
+    return vo;
+  }
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/controller/feedback/FeedbackController.java

@@ -0,0 +1,100 @@
+package com.lanyuanxiaoyao.service.ai.web.controller.feedback;
+
+import com.lanyuanxiaoyao.service.ai.web.base.controller.SimpleControllerSupport;
+import com.lanyuanxiaoyao.service.ai.web.base.entity.IdOnlyEntity;
+import com.lanyuanxiaoyao.service.ai.web.base.entity.SimpleItem;
+import com.lanyuanxiaoyao.service.ai.web.entity.Feedback;
+import com.lanyuanxiaoyao.service.ai.web.service.DataFileService;
+import com.lanyuanxiaoyao.service.ai.web.service.feedback.FeedbackService;
+import lombok.Data;
+import lombok.EqualsAndHashCode;
+import lombok.extern.slf4j.Slf4j;
+import org.eclipse.collections.api.factory.Sets;
+import org.eclipse.collections.api.set.ImmutableSet;
+import org.mapstruct.Mapping;
+import org.mapstruct.factory.Mappers;
+import org.springframework.web.bind.annotation.GetMapping;
+import org.springframework.web.bind.annotation.PathVariable;
+import org.springframework.web.bind.annotation.PostMapping;
+import org.springframework.web.bind.annotation.RequestBody;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.RestController;
+
+@Slf4j
+@RestController
+@RequestMapping("feedback")
+public class FeedbackController extends SimpleControllerSupport<Feedback, FeedbackController.SaveItem, FeedbackController.ListItem, FeedbackController.ListItem> {
+  private final FeedbackService feedbackService;
+  private final DataFileService dataFileService;
+
+  public FeedbackController(FeedbackService feedbackService, DataFileService dataFileService) {
+    super(feedbackService);
+    this.feedbackService = feedbackService;
+    this.dataFileService = dataFileService;
+  }
+
+  @GetMapping("reanalysis/{id}")
+  public void reanalysis(@PathVariable("id") Long id) {
+    feedbackService.reanalysis(id);
+  }
+
+  @PostMapping("conclude")
+  public void conclude(@RequestBody ConcludeItem item) {
+    feedbackService.updateConclusion(item.getId(), item.getConclusion());
+  }
+
+  @Override
+  protected SaveItemMapper<Feedback, SaveItem> saveItemMapper() {
+    return item -> {
+      Feedback feedback = new Feedback();
+      feedback.setSource(item.getSource());
+      feedback.setPictures(dataFileService.downloadFile(item.getPictures()).toSet());
+      return feedback;
+    };
+  }
+
+  @Override
+  protected ListItemMapper<Feedback, ListItem> listItemMapper() {
+    return Mappers.getMapper(ListItem.Mapper.class);
+  }
+
+  @Override
+  protected DetailItemMapper<Feedback, ListItem> detailItemMapper() {
+    ListItemMapper<Feedback, ListItem> mapper = listItemMapper();
+    return mapper::from;
+  }
+
+  @Data
+  public static final class SaveItem {
+    private String source;
+    private ImmutableSet<Long> pictures;
+  }
+
+  @Data
+  public static final class ConcludeItem {
+    private Long id;
+    private String conclusion;
+  }
+
+  @Data
+  @EqualsAndHashCode(callSuper = true)
+  public static class ListItem extends SimpleItem {
+    private String source;
+    private ImmutableSet<Long> pictures;
+    private String analysis;
+    private String conclusion;
+    private Feedback.Status status;
+
+    @org.mapstruct.Mapper(
+        imports = {
+            IdOnlyEntity.class,
+            Sets.class
+        }
+    )
+    public interface Mapper extends ListItemMapper<Feedback, ListItem> {
+      @Mapping(target = "pictures", expression = "java(Sets.immutable.ofAll(feedback.getPictures()).collect(IdOnlyEntity::getId))")
+      @Override
+      ListItem from(Feedback feedback);
+    }
+  }
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/controller/knowledge/GroupController.java

@@ -0,0 +1,67 @@
+package com.lanyuanxiaoyao.service.ai.web.controller.knowledge;
+
+import com.lanyuanxiaoyao.service.ai.web.base.controller.SimpleControllerSupport;
+import com.lanyuanxiaoyao.service.ai.web.base.entity.SimpleItem;
+import com.lanyuanxiaoyao.service.ai.web.entity.Group;
+import com.lanyuanxiaoyao.service.ai.web.service.knowledge.GroupService;
+import com.lanyuanxiaoyao.service.ai.web.service.knowledge.KnowledgeBaseService;
+import lombok.Data;
+import lombok.EqualsAndHashCode;
+import lombok.extern.slf4j.Slf4j;
+import org.mapstruct.factory.Mappers;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.RestController;
+
+/**
+ * @author lanyuanxiaoyao
+ * @version 20250528
+ */
+@Slf4j
+@RestController
+@RequestMapping("knowledge/group")
+public class GroupController extends SimpleControllerSupport<Group, GroupController.SaveItem, GroupController.ListItem, GroupController.ListItem> {
+  private final KnowledgeBaseService knowledgeBaseService;
+
+  public GroupController(GroupService groupService, KnowledgeBaseService knowledgeBaseService) {
+    super(groupService);
+    this.knowledgeBaseService = knowledgeBaseService;
+  }
+
+  @Override
+  protected SaveItemMapper<Group, SaveItem> saveItemMapper() {
+    return item -> {
+      Group group = new Group();
+      group.setName(item.getName());
+      group.setKnowledge(knowledgeBaseService.detailOrThrow(item.getKnowledgeId()));
+      return group;
+    };
+  }
+
+  @Override
+  protected ListItemMapper<Group, ListItem> listItemMapper() {
+    return Mappers.getMapper(ListItem.Mapper.class);
+  }
+
+  @Override
+  protected DetailItemMapper<Group, ListItem> detailItemMapper() {
+    ListItemMapper<Group, ListItem> mapper = listItemMapper();
+    return mapper::from;
+  }
+
+  @Data
+  public static final class SaveItem {
+    private String name;
+    private Long knowledgeId;
+  }
+
+  @Data
+  @EqualsAndHashCode(callSuper = true)
+  public static final class ListItem extends SimpleItem {
+    private String name;
+    private Group.Status status;
+
+    @org.mapstruct.Mapper
+    public interface Mapper extends ListItemMapper<Group, ListItem> {
+    }
+  }
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/controller/knowledge/KnowledgeBaseController.java

@@ -0,0 +1,184 @@
+package com.lanyuanxiaoyao.service.ai.web.controller.knowledge;
+
+import cn.hutool.core.util.StrUtil;
+import com.lanyuanxiaoyao.service.ai.core.entity.amis.AmisMapResponse;
+import com.lanyuanxiaoyao.service.ai.core.entity.amis.AmisResponse;
+import com.lanyuanxiaoyao.service.ai.web.base.controller.SimpleControllerSupport;
+import com.lanyuanxiaoyao.service.ai.web.base.entity.SimpleItem;
+import com.lanyuanxiaoyao.service.ai.web.entity.Knowledge;
+import com.lanyuanxiaoyao.service.ai.web.entity.vo.SegmentVO;
+import com.lanyuanxiaoyao.service.ai.web.service.EmbeddingService;
+import com.lanyuanxiaoyao.service.ai.web.service.knowledge.KnowledgeBaseService;
+import io.qdrant.client.grpc.Collections;
+import java.io.IOException;
+import java.util.concurrent.ExecutionException;
+import lombok.Data;
+import lombok.EqualsAndHashCode;
+import lombok.extern.slf4j.Slf4j;
+import org.eclipse.collections.api.factory.Lists;
+import org.eclipse.collections.api.list.ImmutableList;
+import org.mapstruct.Mapping;
+import org.mapstruct.factory.Mappers;
+import org.springframework.web.bind.annotation.GetMapping;
+import org.springframework.web.bind.annotation.PathVariable;
+import org.springframework.web.bind.annotation.PostMapping;
+import org.springframework.web.bind.annotation.RequestBody;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.RequestParam;
+import org.springframework.web.bind.annotation.RestController;
+
+/**
+ * @author lanyuanxiaoyao
+ * @version 20250515
+ */
+@Slf4j
+@RestController
+@RequestMapping("knowledge")
+public class KnowledgeBaseController extends SimpleControllerSupport<Knowledge, KnowledgeBaseController.SaveItem, KnowledgeBaseController.ListItem, KnowledgeBaseController.ListItem> {
+  private final KnowledgeBaseService knowledgeBaseService;
+  private final EmbeddingService embeddingService;
+
+  public KnowledgeBaseController(KnowledgeBaseService knowledgeBaseService, EmbeddingService embeddingService) {
+    super(knowledgeBaseService);
+    this.knowledgeBaseService = knowledgeBaseService;
+    this.embeddingService = embeddingService;
+  }
+
+  @Override
+  protected SaveItemMapper<Knowledge, SaveItem> saveItemMapper() {
+    return Mappers.getMapper(SaveItem.Mapper.class);
+  }
+
+  @Override
+  protected ListItemMapper<Knowledge, ListItem> listItemMapper() {
+    ListItem.Mapper mapper = Mappers.getMapper(ListItem.Mapper.class);
+    return knowledge -> mapper.from(knowledge, knowledgeBaseService.collectionInfo(knowledge.getVectorSourceId()));
+  }
+
+  @Override
+  protected DetailItemMapper<Knowledge, ListItem> detailItemMapper() {
+    ListItem.Mapper mapper = Mappers.getMapper(ListItem.Mapper.class);
+    return knowledge -> mapper.from(knowledge, knowledgeBaseService.collectionInfo(knowledge.getVectorSourceId()));
+  }
+
+  @GetMapping("{id}/name")
+  public AmisMapResponse name(@PathVariable("id") Long id) {
+    return AmisResponse.responseMapData()
+        .setData("name", knowledgeBaseService.getName(id));
+  }
+
+  @PostMapping("update_description")
+  public void updateDescription(
+      @RequestParam("id") Long id,
+      @RequestParam("description") String description
+  ) throws Exception {
+    knowledgeBaseService.updateDescription(id, description);
+  }
+
+  @PostMapping("preview_text")
+  public AmisResponse<?> previewText(@RequestBody SubmitItem item) {
+    if (StrUtil.equals("text", item.getType())) {
+      return AmisResponse.responseCrudData(
+          embeddingService.preview(item.getMode(), item.getContent())
+              .collect(doc -> {
+                SegmentVO vo = new SegmentVO();
+                vo.setId(doc.getId());
+                vo.setText(doc.getText());
+                return vo;
+              })
+      );
+    } else if (StrUtil.equals("file", item.getType())) {
+      return AmisResponse.responseCrudData(
+          embeddingService.preview(item.getMode(), item.getFiles())
+              .collect(doc -> {
+                SegmentVO vo = new SegmentVO();
+                vo.setId(doc.getId());
+                vo.setText(doc.getText());
+                return vo;
+              })
+      );
+    } else {
+      throw new IllegalArgumentException("Unsupported type: " + item.getType());
+    }
+  }
+
+  @PostMapping("submit_text")
+  public void submitText(@RequestBody SubmitItem item) {
+    if (StrUtil.equals("text", item.getMode())) {
+      embeddingService.submit(item.getId(), item.getMode(), item.getContent());
+    } else if (StrUtil.equals("file", item.getType())) {
+      embeddingService.submit(item.getId(), item.getMode(), item.getFiles());
+    } else {
+      throw new IllegalArgumentException("Unsupported type: " + item.getType());
+    }
+  }
+
+  @PostMapping("submit_text_directly")
+  public void submitDirectly(@RequestBody SubmitDirectlyItem item) {
+    embeddingService.submitDirectly(item.getId(), item.getName(), Lists.immutable.ofAll(StrUtil.split(item.getContent(), item.getSplitKey())));
+  }
+
+  @PostMapping("query")
+  public ImmutableList<String> query(@RequestBody QueryItem item) throws ExecutionException, InterruptedException, IOException {
+    return knowledgeBaseService.query(item.getId(), item.getText(), item.getLimit(), item.getThreshold());
+  }
+
+  @Data
+  public static final class SaveItem {
+    private String name;
+    private String strategy;
+    private String description;
+
+    @org.mapstruct.Mapper
+    public interface Mapper extends SaveItemMapper<Knowledge, SaveItem> {
+    }
+  }
+
+  @Data
+  @EqualsAndHashCode(callSuper = true)
+  public static final class ListItem extends SimpleItem {
+    private Long vectorSourceId;
+    private String name;
+    private String description;
+    private String strategy;
+    private Long size;
+    private Long points;
+    private Long segments;
+    private String status;
+
+    @org.mapstruct.Mapper
+    public interface Mapper extends ListItemMapper<Knowledge, ListItem> {
+      @Mapping(source = "info.config.params.vectorsConfig.params.distance", target = "strategy")
+      @Mapping(source = "info.config.params.vectorsConfig.params.size", target = "size")
+      @Mapping(source = "info.pointsCount", target = "points")
+      @Mapping(source = "info.segmentsCount", target = "segments")
+      @Mapping(source = "info.status", target = "status")
+      ListItem from(Knowledge knowledge, Collections.CollectionInfo info);
+    }
+  }
+
+  @Data
+  public static final class SubmitItem {
+    private Long id;
+    private String mode;
+    private String type;
+    private String content;
+    private ImmutableList<Long> files;
+  }
+
+  @Data
+  public static final class SubmitDirectlyItem {
+    private Long id;
+    private String name;
+    private String splitKey = "\n\n";
+    private String content;
+  }
+
+  @Data
+  public static final class QueryItem {
+    private Long id;
+    private Integer limit = 5;
+    private Double threshold = 0.6;
+    private String text;
+  }
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/controller/knowledge/SegmentController.java

@@ -1,10 +1,9 @@
-package com.lanyuanxiaoyao.service.ai.knowledge.controller;
+package com.lanyuanxiaoyao.service.ai.web.controller.knowledge;
 
 import com.lanyuanxiaoyao.service.ai.core.entity.amis.AmisResponse;
-import com.lanyuanxiaoyao.service.ai.knowledge.service.SegmentService;
+import com.lanyuanxiaoyao.service.ai.web.service.knowledge.SegmentService;
 import java.util.concurrent.ExecutionException;
-import org.slf4j.Logger;
-import org.slf4j.LoggerFactory;
+import lombok.extern.slf4j.Slf4j;
 import org.springframework.web.bind.annotation.GetMapping;
 import org.springframework.web.bind.annotation.RequestMapping;
 import org.springframework.web.bind.annotation.RequestParam;
@@ -14,11 +13,10 @@ import org.springframework.web.bind.annotation.RestController;
  * @author lanyuanxiaoyao
  * @version 20250528
  */
+@Slf4j
 @RestController
-@RequestMapping("segment")
+@RequestMapping("knowledge/segment")
 public class SegmentController {
-  private static final Logger logger = LoggerFactory.getLogger(SegmentController.class);
-
   private final SegmentService segmentService;
 
   public SegmentController(SegmentService segmentService) {

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/controller/task/TaskController.java

@@ -0,0 +1,93 @@
+package com.lanyuanxiaoyao.service.ai.web.controller.task;
+
+import com.fasterxml.jackson.core.JsonProcessingException;
+import com.fasterxml.jackson.databind.ObjectMapper;
+import com.lanyuanxiaoyao.service.ai.web.base.controller.SimpleControllerSupport;
+import com.lanyuanxiaoyao.service.ai.web.base.entity.SimpleItem;
+import com.lanyuanxiaoyao.service.ai.web.entity.FlowTask;
+import com.lanyuanxiaoyao.service.ai.web.entity.FlowTaskTemplate;
+import com.lanyuanxiaoyao.service.ai.web.service.task.FlowTaskService;
+import com.lanyuanxiaoyao.service.ai.web.service.task.FlowTaskTemplateService;
+import lombok.Data;
+import lombok.EqualsAndHashCode;
+import lombok.extern.slf4j.Slf4j;
+import org.mapstruct.Context;
+import org.mapstruct.Mapping;
+import org.mapstruct.factory.Mappers;
+import org.springframework.http.converter.json.Jackson2ObjectMapperBuilder;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.RestController;
+
+@Slf4j
+@RestController
+@RequestMapping("flow_task")
+public class TaskController extends SimpleControllerSupport<FlowTask, TaskController.SaveItem, TaskController.ListItem, TaskController.DetailItem> {
+  private final FlowTaskTemplateService flowTaskTemplateService;
+  private final ObjectMapper mapper;
+
+  public TaskController(FlowTaskService flowTaskService, FlowTaskTemplateService flowTaskTemplateService, Jackson2ObjectMapperBuilder builder) {
+    super(flowTaskService);
+    this.flowTaskTemplateService = flowTaskTemplateService;
+    this.mapper = builder.build();
+  }
+
+  @Override
+  protected SaveItemMapper<FlowTask, SaveItem> saveItemMapper() {
+    return item -> {
+      FlowTask task = new FlowTask();
+      FlowTaskTemplate template = flowTaskTemplateService.detailOrThrow(item.getTemplateId());
+      task.setTemplate(template);
+      task.setInput(mapper.writeValueAsString(item.getInput()));
+      return task;
+    };
+  }
+
+  @Override
+  protected ListItemMapper<FlowTask, ListItem> listItemMapper() {
+    ListItem.Mapper map = Mappers.getMapper(ListItem.Mapper.class);
+    return task -> map.from(task, mapper);
+  }
+
+  @Override
+  protected DetailItemMapper<FlowTask, DetailItem> detailItemMapper() {
+    DetailItem.Mapper map = Mappers.getMapper(DetailItem.Mapper.class);
+    return task -> map.from(task, mapper);
+  }
+
+  @Data
+  public static final class SaveItem {
+    private Long templateId;
+    private Object input;
+  }
+
+  @Data
+  @EqualsAndHashCode(callSuper = true)
+  public static class ListItem extends SimpleItem {
+    private Long templateId;
+    private Object input;
+    private FlowTask.Status status;
+
+    @org.mapstruct.Mapper
+    public static abstract class Mapper {
+      @Mapping(target = "templateId", source = "task.template.id")
+      public abstract ListItem from(FlowTask task, @Context ObjectMapper mapper) throws JsonProcessingException;
+
+      protected Object mapInput(String input, @Context ObjectMapper mapper) throws JsonProcessingException {
+        return mapper.readValue(input, Object.class);
+      }
+    }
+  }
+
+  @Data
+  @EqualsAndHashCode(callSuper = true)
+  public static class DetailItem extends ListItem {
+    private String error;
+    private String result;
+
+    @org.mapstruct.Mapper
+    public static abstract class Mapper extends ListItem.Mapper {
+      @Mapping(target = "templateId", source = "task.template.id")
+      public abstract DetailItem from(FlowTask task, @Context ObjectMapper mapper) throws JsonProcessingException;
+    }
+  }
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/controller/task/TaskTemplateController.java

@@ -0,0 +1,72 @@
+package com.lanyuanxiaoyao.service.ai.web.controller.task;
+
+import com.lanyuanxiaoyao.service.ai.web.base.controller.SimpleControllerSupport;
+import com.lanyuanxiaoyao.service.ai.web.base.entity.SimpleItem;
+import com.lanyuanxiaoyao.service.ai.web.entity.FlowTaskTemplate;
+import com.lanyuanxiaoyao.service.ai.web.service.task.FlowTaskTemplateService;
+import lombok.Data;
+import lombok.EqualsAndHashCode;
+import lombok.extern.slf4j.Slf4j;
+import org.mapstruct.factory.Mappers;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.RestController;
+
+@Slf4j
+@RestController
+@RequestMapping("flow_task/template")
+public class TaskTemplateController extends SimpleControllerSupport<FlowTaskTemplate, TaskTemplateController.SaveItem, TaskTemplateController.ListItem, TaskTemplateController.DetailItem> {
+  public TaskTemplateController(FlowTaskTemplateService flowTaskTemplateService) {
+    super(flowTaskTemplateService);
+  }
+
+  @Override
+  protected SaveItemMapper<FlowTaskTemplate, SaveItem> saveItemMapper() {
+    return Mappers.getMapper(SaveItem.Mapper.class);
+  }
+
+  @Override
+  protected ListItemMapper<FlowTaskTemplate, ListItem> listItemMapper() {
+    return Mappers.getMapper(ListItem.Mapper.class);
+  }
+
+  @Override
+  protected DetailItemMapper<FlowTaskTemplate, DetailItem> detailItemMapper() {
+    return Mappers.getMapper(DetailItem.Mapper.class);
+  }
+
+  @Data
+  public static final class SaveItem {
+    private String name;
+    private String description;
+    private String inputSchema;
+    private String flow;
+
+    @org.mapstruct.Mapper
+    public interface Mapper extends SaveItemMapper<FlowTaskTemplate, SaveItem> {
+    }
+  }
+
+  @Data
+  @EqualsAndHashCode(callSuper = true)
+  public static class ListItem extends SimpleItem {
+    private String name;
+    private String description;
+
+    @org.mapstruct.Mapper
+    public interface Mapper extends ListItemMapper<FlowTaskTemplate, ListItem> {
+    }
+  }
+
+  @Data
+  @EqualsAndHashCode(callSuper = true)
+  public static class DetailItem extends SimpleItem {
+    private String name;
+    private String description;
+    private String inputSchema;
+    private String flow;
+
+    @org.mapstruct.Mapper
+    public interface Mapper extends DetailItemMapper<FlowTaskTemplate, DetailItem> {
+    }
+  }
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/entity/DataFile.java

@@ -0,0 +1,36 @@
+package com.lanyuanxiaoyao.service.ai.web.entity;
+
+import com.lanyuanxiaoyao.service.ai.web.base.entity.SimpleEntity;
+import com.lanyuanxiaoyao.service.common.Constants;
+import jakarta.persistence.Entity;
+import jakarta.persistence.Table;
+import lombok.Getter;
+import lombok.NoArgsConstructor;
+import lombok.Setter;
+import lombok.ToString;
+import org.hibernate.annotations.DynamicUpdate;
+
+/**
+ * 上传文件
+ *
+ * @author lanyuanxiaoyao
+ * @date 2024-11-21
+ */
+@Getter
+@Setter
+@ToString
+@Entity
+@DynamicUpdate
+@Table(catalog = Constants.DATABASE_NAME, name = "service_ai_file")
+@NoArgsConstructor
+public class DataFile extends SimpleEntity {
+  private String filename;
+  private Long size;
+  private String md5;
+  private String path;
+  private String type;
+
+  public DataFile(String filename) {
+    this.filename = filename;
+  }
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/entity/Feedback.java

@@ -0,0 +1,52 @@
+package com.lanyuanxiaoyao.service.ai.web.entity;
+
+import com.lanyuanxiaoyao.service.ai.web.base.entity.SimpleEntity;
+import com.lanyuanxiaoyao.service.common.Constants;
+import jakarta.persistence.Column;
+import jakarta.persistence.ConstraintMode;
+import jakarta.persistence.Entity;
+import jakarta.persistence.EntityListeners;
+import jakarta.persistence.FetchType;
+import jakarta.persistence.ForeignKey;
+import jakarta.persistence.JoinTable;
+import jakarta.persistence.NamedAttributeNode;
+import jakarta.persistence.NamedEntityGraph;
+import jakarta.persistence.OneToMany;
+import jakarta.persistence.Table;
+import java.util.Set;
+import lombok.Getter;
+import lombok.Setter;
+import lombok.ToString;
+import org.hibernate.annotations.DynamicUpdate;
+import org.springframework.data.jpa.domain.support.AuditingEntityListener;
+
+@Getter
+@Setter
+@ToString
+@Entity
+@DynamicUpdate
+@EntityListeners(AuditingEntityListener.class)
+@Table(catalog = Constants.DATABASE_NAME, name = "service_ai_feedback")
+@NamedEntityGraph(name = "feedback.detail", attributeNodes = {
+    @NamedAttributeNode("pictures")
+})
+public class Feedback extends SimpleEntity {
+  @Column(nullable = false, columnDefinition = "longtext")
+  private String source;
+  @OneToMany(fetch = FetchType.EAGER)
+  @JoinTable(catalog = Constants.DATABASE_NAME, foreignKey = @ForeignKey(ConstraintMode.NO_CONSTRAINT), inverseForeignKey = @ForeignKey(ConstraintMode.NO_CONSTRAINT))
+  @ToString.Exclude
+  private Set<DataFile> pictures;
+  @Column(columnDefinition = "longtext")
+  private String analysis;
+  @Column(columnDefinition = "longtext")
+  private String conclusion;
+  @Column(nullable = false)
+  private Status status = Status.ANALYSIS_PROCESSING;
+
+  public enum Status {
+    ANALYSIS_PROCESSING,
+    ANALYSIS_SUCCESS,
+    FINISHED,
+  }
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/entity/FlowTask.java

@@ -0,0 +1,44 @@
+package com.lanyuanxiaoyao.service.ai.web.entity;
+
+import com.lanyuanxiaoyao.service.ai.web.base.entity.SimpleEntity;
+import com.lanyuanxiaoyao.service.common.Constants;
+import jakarta.persistence.Column;
+import jakarta.persistence.ConstraintMode;
+import jakarta.persistence.Entity;
+import jakarta.persistence.EntityListeners;
+import jakarta.persistence.ForeignKey;
+import jakarta.persistence.JoinColumn;
+import jakarta.persistence.ManyToOne;
+import jakarta.persistence.Table;
+import lombok.Getter;
+import lombok.Setter;
+import lombok.ToString;
+import org.hibernate.annotations.DynamicUpdate;
+import org.springframework.data.jpa.domain.support.AuditingEntityListener;
+
+@Getter
+@Setter
+@ToString
+@Entity
+@DynamicUpdate
+@EntityListeners(AuditingEntityListener.class)
+@Table(catalog = Constants.DATABASE_NAME, name = "service_ai_flow_task")
+public class FlowTask extends SimpleEntity {
+  @ManyToOne
+  @JoinColumn(nullable = false, foreignKey = @ForeignKey(ConstraintMode.NO_CONSTRAINT))
+  private FlowTaskTemplate template;
+  @Column(columnDefinition = "longtext")
+  private String input;
+  @Column(nullable = false)
+  private Status status = Status.RUNNING;
+  @Column(columnDefinition = "longtext")
+  private String error;
+  @Column(columnDefinition = "longtext")
+  private String result;
+
+  public enum Status {
+    RUNNING,
+    ERROR,
+    FINISHED,
+  }
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/entity/FlowTaskTemplate.java

@@ -0,0 +1,32 @@
+package com.lanyuanxiaoyao.service.ai.web.entity;
+
+import com.lanyuanxiaoyao.service.ai.web.base.entity.SimpleEntity;
+import com.lanyuanxiaoyao.service.common.Constants;
+import jakarta.persistence.Column;
+import jakarta.persistence.Entity;
+import jakarta.persistence.EntityListeners;
+import jakarta.persistence.Table;
+import lombok.Getter;
+import lombok.Setter;
+import lombok.ToString;
+import org.hibernate.annotations.DynamicUpdate;
+import org.springframework.data.jpa.domain.support.AuditingEntityListener;
+
+@Getter
+@Setter
+@ToString
+@Entity
+@DynamicUpdate
+@EntityListeners(AuditingEntityListener.class)
+@Table(catalog = Constants.DATABASE_NAME, name = "service_ai_flow_task_template")
+public class FlowTaskTemplate extends SimpleEntity {
+  @Column(nullable = false)
+  private String name;
+  private String description;
+  @Column(nullable = false, columnDefinition = "longtext")
+  private String inputSchema;
+  @Column(nullable = false, columnDefinition = "text")
+  private String flow;
+  @Column(columnDefinition = "longtext")
+  private String flowGraph;
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/entity/Group.java

@@ -0,0 +1,46 @@
+package com.lanyuanxiaoyao.service.ai.web.entity;
+
+import com.lanyuanxiaoyao.service.ai.web.base.entity.SimpleEntity;
+import com.lanyuanxiaoyao.service.common.Constants;
+import jakarta.persistence.Column;
+import jakarta.persistence.ConstraintMode;
+import jakarta.persistence.Entity;
+import jakarta.persistence.EntityListeners;
+import jakarta.persistence.FetchType;
+import jakarta.persistence.ForeignKey;
+import jakarta.persistence.JoinColumn;
+import jakarta.persistence.ManyToOne;
+import jakarta.persistence.Table;
+import lombok.Getter;
+import lombok.Setter;
+import lombok.ToString;
+import org.hibernate.annotations.DynamicUpdate;
+import org.springframework.data.jpa.domain.support.AuditingEntityListener;
+
+/**
+ * @author lanyuanxiaoyao
+ * @version 20250527
+ */
+@Getter
+@Setter
+@ToString
+@Entity
+@DynamicUpdate
+@EntityListeners(AuditingEntityListener.class)
+@Table(catalog = Constants.DATABASE_NAME, name = "service_ai_group")
+public class Group extends SimpleEntity {
+  @Column(nullable = false)
+  private String name;
+  @Column(nullable = false)
+  private Status status = Status.RUNNING;
+
+  @ManyToOne(fetch = FetchType.LAZY)
+  @JoinColumn(nullable = false, foreignKey = @ForeignKey(ConstraintMode.NO_CONSTRAINT))
+  @ToString.Exclude
+  private Knowledge knowledge;
+
+  public enum Status {
+    RUNNING,
+    FINISHED,
+  }
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/entity/Knowledge.java

@@ -0,0 +1,48 @@
+package com.lanyuanxiaoyao.service.ai.web.entity;
+
+import com.lanyuanxiaoyao.service.ai.web.base.entity.SimpleEntity;
+import com.lanyuanxiaoyao.service.common.Constants;
+import jakarta.persistence.CascadeType;
+import jakarta.persistence.Column;
+import jakarta.persistence.Entity;
+import jakarta.persistence.EntityListeners;
+import jakarta.persistence.FetchType;
+import jakarta.persistence.OneToMany;
+import jakarta.persistence.Table;
+import java.util.Set;
+import lombok.Getter;
+import lombok.Setter;
+import lombok.ToString;
+import org.hibernate.annotations.DynamicUpdate;
+import org.springframework.data.jpa.domain.support.AuditingEntityListener;
+
+/**
+ * @author lanyuanxiaoyao
+ * @version 20250522
+ */
+@Getter
+@Setter
+@ToString
+@Entity
+@DynamicUpdate
+@EntityListeners(AuditingEntityListener.class)
+@Table(catalog = Constants.DATABASE_NAME, name = "service_ai_knowledge")
+public class Knowledge extends SimpleEntity {
+  @Column(nullable = false)
+  private Long vectorSourceId;
+  @Column(nullable = false)
+  private String name;
+  @Column(nullable = false, columnDefinition = "longtext")
+  private String description;
+  @Column(nullable = false)
+  private Strategy strategy = Strategy.Cosine;
+
+  @OneToMany(fetch = FetchType.LAZY, mappedBy = "knowledge", cascade = CascadeType.ALL)
+  @ToString.Exclude
+  private Set<Group> groups;
+
+  public enum Strategy {
+    Cosine,
+    Euclid,
+  }
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/entity/context/EmbeddingContext.java

@@ -0,0 +1,39 @@
+package com.lanyuanxiaoyao.service.ai.web.entity.context;
+
+import java.util.List;
+import java.util.Map;
+import lombok.Builder;
+import lombok.Data;
+import org.eclipse.collections.api.factory.Lists;
+import org.eclipse.collections.api.factory.Maps;
+import org.springframework.ai.document.Document;
+
+/**
+ * @author lanyuanxiaoyao
+ * @version 20250523
+ */
+@Data
+@Builder
+public class EmbeddingContext {
+  private Long vectorSourceId;
+  private Long groupId;
+  private Config config;
+  private String content;
+  private String file;
+  private String fileFormat;
+  @Builder.Default
+  private List<Document> documents = Lists.mutable.empty();
+  @Builder.Default
+  private Map<String, Object> metadata = Maps.mutable.empty();
+
+  @Data
+  @Builder
+  public static final class Config {
+    @Builder.Default
+    private SplitStrategy splitStrategy = SplitStrategy.NORMAL;
+
+    public enum SplitStrategy {
+      NORMAL, LLM, QA
+    }
+  }
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/entity/context/FeedbackContext.java

@@ -0,0 +1,17 @@
+package com.lanyuanxiaoyao.service.ai.web.entity.context;
+
+import com.lanyuanxiaoyao.service.ai.web.entity.Feedback;
+import java.util.List;
+import lombok.Data;
+import org.eclipse.collections.api.factory.Lists;
+
+/**
+ * @author lanyuanxiaoyao
+ * @version 20250616
+ */
+@Data
+public class FeedbackContext {
+  private Feedback feedback;
+  private String optimizedSource;
+  private List<String> pictureDescriptions = Lists.mutable.empty();
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/entity/vo/MessageVO.java

@@ -0,0 +1,14 @@
+package com.lanyuanxiaoyao.service.ai.web.entity.vo;
+
+import lombok.Data;
+
+/**
+ * @author lanyuanxiaoyao
+ * @version 20250516
+ */
+@Data
+public class MessageVO {
+  private String role;
+  private String content;
+  private String reason;
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/entity/vo/SegmentVO.java

@@ -0,0 +1,13 @@
+package com.lanyuanxiaoyao.service.ai.web.entity.vo;
+
+import lombok.Data;
+
+/**
+ * @author lanyuanxiaoyao
+ * @version 20250516
+ */
+@Data
+public class SegmentVO {
+  private String id;
+  private String text;
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/repository/DataFileRepository.java

@@ -0,0 +1,9 @@
+package com.lanyuanxiaoyao.service.ai.web.repository;
+
+import com.lanyuanxiaoyao.service.ai.web.base.repository.SimpleRepository;
+import com.lanyuanxiaoyao.service.ai.web.entity.DataFile;
+import org.springframework.stereotype.Repository;
+
+@Repository
+public interface DataFileRepository extends SimpleRepository<DataFile, Long> {
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/repository/FeedbackRepository.java

@@ -0,0 +1,26 @@
+package com.lanyuanxiaoyao.service.ai.web.repository;
+
+import com.lanyuanxiaoyao.service.ai.web.base.repository.SimpleRepository;
+import com.lanyuanxiaoyao.service.ai.web.entity.Feedback;
+import java.util.List;
+import java.util.Optional;
+import org.springframework.data.domain.Sort;
+import org.springframework.data.jpa.domain.Specification;
+import org.springframework.data.jpa.repository.EntityGraph;
+import org.springframework.stereotype.Repository;
+
+@SuppressWarnings("NullableProblems")
+@Repository
+public interface FeedbackRepository extends SimpleRepository<Feedback, Long> {
+  @EntityGraph(value = "feedback.detail", type = EntityGraph.EntityGraphType.FETCH)
+  @Override
+  List<Feedback> findAll(Specification<Feedback> specification);
+
+  @EntityGraph(value = "feedback.detail", type = EntityGraph.EntityGraphType.FETCH)
+  @Override
+  List<Feedback> findAll(Specification<Feedback> specification, Sort sort);
+
+  @EntityGraph(value = "feedback.detail", type = EntityGraph.EntityGraphType.FETCH)
+  @Override
+  Optional<Feedback> findOne(Specification<Feedback> specification);
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/repository/FlowTaskRepository.java

@@ -0,0 +1,9 @@
+package com.lanyuanxiaoyao.service.ai.web.repository;
+
+import com.lanyuanxiaoyao.service.ai.web.base.repository.SimpleRepository;
+import com.lanyuanxiaoyao.service.ai.web.entity.FlowTask;
+import org.springframework.stereotype.Repository;
+
+@Repository
+public interface FlowTaskRepository extends SimpleRepository<FlowTask, Long> {
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/repository/FlowTaskTemplateRepository.java

@@ -0,0 +1,9 @@
+package com.lanyuanxiaoyao.service.ai.web.repository;
+
+import com.lanyuanxiaoyao.service.ai.web.base.repository.SimpleRepository;
+import com.lanyuanxiaoyao.service.ai.web.entity.FlowTaskTemplate;
+import org.springframework.stereotype.Repository;
+
+@Repository
+public interface FlowTaskTemplateRepository extends SimpleRepository<FlowTaskTemplate, Long> {
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/repository/GroupRepository.java

@@ -0,0 +1,9 @@
+package com.lanyuanxiaoyao.service.ai.web.repository;
+
+import com.lanyuanxiaoyao.service.ai.web.base.repository.SimpleRepository;
+import com.lanyuanxiaoyao.service.ai.web.entity.Group;
+import org.springframework.stereotype.Repository;
+
+@Repository
+public interface GroupRepository extends SimpleRepository<Group, Long> {
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/repository/KnowledgeRepository.java

@@ -0,0 +1,10 @@
+package com.lanyuanxiaoyao.service.ai.web.repository;
+
+import com.lanyuanxiaoyao.service.ai.web.base.repository.SimpleRepository;
+import com.lanyuanxiaoyao.service.ai.web.entity.Knowledge;
+import org.springframework.stereotype.Repository;
+
+@Repository
+public interface KnowledgeRepository extends SimpleRepository<Knowledge, Long> {
+  Boolean existsKnowledgeByName(String name);
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/service/DataFileService.java

@@ -0,0 +1,48 @@
+package com.lanyuanxiaoyao.service.ai.web.service;
+
+import cn.hutool.core.util.StrUtil;
+import com.lanyuanxiaoyao.service.ai.web.entity.DataFile;
+import com.lanyuanxiaoyao.service.ai.web.repository.DataFileRepository;
+import lombok.extern.slf4j.Slf4j;
+import org.eclipse.collections.api.factory.Sets;
+import org.eclipse.collections.api.set.ImmutableSet;
+import org.springframework.stereotype.Service;
+import org.springframework.transaction.annotation.Transactional;
+
+/**
+ * @author lanyuanxiaoyao
+ * @version 20250527
+ */
+@Slf4j
+@Service
+public class DataFileService {
+  private final DataFileRepository dataFileRepository;
+
+  public DataFileService(DataFileRepository dataFileRepository) {
+    this.dataFileRepository = dataFileRepository;
+  }
+
+  public DataFile downloadFile(Long id) {
+    return dataFileRepository.findById(id).orElseThrow(() -> new RuntimeException(StrUtil.format("Datafile not exists: {}", id)));
+  }
+
+  public ImmutableSet<DataFile> downloadFile(ImmutableSet<Long> ids) {
+    return Sets.immutable.ofAll(dataFileRepository.findAllById(ids));
+  }
+
+  @Transactional(rollbackFor = Exception.class)
+  public Long initialDataFile(String filename) {
+    DataFile dataFile = dataFileRepository.save(new DataFile(filename));
+    return dataFile.getId();
+  }
+
+  @Transactional(rollbackFor = Exception.class)
+  public void updateDataFile(Long id, String path, Long size, String md5, String type) {
+    DataFile dataFile = downloadFile(id);
+    dataFile.setPath(path);
+    dataFile.setSize(size);
+    dataFile.setMd5(md5);
+    dataFile.setType(type);
+    dataFileRepository.save(dataFile);
+  }
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/service/EmbeddingService.java

@@ -0,0 +1,144 @@
+package com.lanyuanxiaoyao.service.ai.web.service;
+
+import cn.hutool.core.io.FileUtil;
+import cn.hutool.core.lang.Pair;
+import cn.hutool.core.util.IdUtil;
+import cn.hutool.core.util.StrUtil;
+import com.lanyuanxiaoyao.service.ai.web.entity.DataFile;
+import com.lanyuanxiaoyao.service.ai.web.entity.Group;
+import com.lanyuanxiaoyao.service.ai.web.entity.Knowledge;
+import com.lanyuanxiaoyao.service.ai.web.entity.context.EmbeddingContext;
+import com.lanyuanxiaoyao.service.ai.web.service.knowledge.GroupService;
+import com.lanyuanxiaoyao.service.ai.web.service.knowledge.KnowledgeBaseService;
+import com.yomahub.liteflow.core.FlowExecutor;
+import java.nio.charset.StandardCharsets;
+import java.util.HashMap;
+import java.util.List;
+import java.util.concurrent.ExecutorService;
+import java.util.concurrent.Executors;
+import org.eclipse.collections.api.factory.Lists;
+import org.eclipse.collections.api.list.ImmutableList;
+import org.springframework.ai.document.Document;
+import org.springframework.stereotype.Service;
+
+/**
+ * @author lanyuanxiaoyao
+ * @version 20250522
+ */
+@Service
+public class EmbeddingService {
+  private final DataFileService dataFileService;
+  private final FlowExecutor executor;
+  private final KnowledgeBaseService knowledgeBaseService;
+  private final GroupService groupService;
+  private final ExecutorService executors = Executors.newFixedThreadPool(Runtime.getRuntime().availableProcessors());
+
+  @SuppressWarnings("SpringJavaInjectionPointsAutowiringInspection")
+  public EmbeddingService(DataFileService dataFileService, FlowExecutor executor, KnowledgeBaseService knowledgeBaseService, GroupService groupService) {
+    this.dataFileService = dataFileService;
+    this.executor = executor;
+    this.knowledgeBaseService = knowledgeBaseService;
+    this.groupService = groupService;
+  }
+
+  public ImmutableList<Document> preview(String mode, String content) {
+    if (content.length() > 2000) {
+      content = content.substring(0, 2000);
+    }
+    EmbeddingContext context = EmbeddingContext.builder()
+        .content(content)
+        .config(EmbeddingContext.Config.builder()
+            .splitStrategy(EmbeddingContext.Config.SplitStrategy.valueOf(mode))
+            .build())
+        .build();
+    executor.execute2Resp("embedding_preview", null, context);
+    return Lists.immutable.ofAll(context.getDocuments());
+  }
+
+  public ImmutableList<Document> preview(String mode, ImmutableList<Long> ids) {
+    DataFile dataFile = dataFileService.downloadFile(ids.get(0));
+    String content = FileUtil.readString(dataFile.getPath(), StandardCharsets.UTF_8);
+    return preview(mode, content);
+  }
+
+  public void submit(Long id, String mode, String content) {
+    executors.submit(() -> {
+      Knowledge knowledge = knowledgeBaseService.detailOrThrow(id);
+      Group group = new Group();
+      group.setName(StrUtil.format("文本-{}", IdUtil.nanoId(10)));
+      group.setKnowledge(knowledge);
+      Long groupId = groupService.save(group);
+      EmbeddingContext context = EmbeddingContext.builder()
+          .vectorSourceId(knowledge.getVectorSourceId())
+          .groupId(groupId)
+          .content(content)
+          .config(EmbeddingContext.Config.builder()
+              .splitStrategy(EmbeddingContext.Config.SplitStrategy.valueOf(mode))
+              .build())
+          .build();
+      executor.execute2Resp("embedding_submit", null, context);
+      groupService.finish(groupId);
+    });
+  }
+
+  public void submit(Long id, String mode, ImmutableList<Long> ids) {
+    executors.submit(() -> {
+      Knowledge knowledge = knowledgeBaseService.detailOrThrow(id);
+      List<Pair<Long, DataFile>> dataFiles = Lists.mutable.empty();
+      for (Long fileId : ids) {
+        DataFile dataFile = dataFileService.downloadFile(fileId);
+        Group group = new Group();
+        group.setName(dataFile.getFilename());
+        group.setKnowledge(knowledge);
+        Long groupId = groupService.save(group);
+        dataFiles.add(Pair.of(groupId, dataFile));
+      }
+      for (Pair<Long, DataFile> pair : dataFiles) {
+        Long groupId = pair.getKey();
+        DataFile dataFile = pair.getValue();
+        EmbeddingContext context = EmbeddingContext.builder()
+            .vectorSourceId(knowledge.getVectorSourceId())
+            .groupId(groupId)
+            .file(dataFile.getPath())
+            .fileFormat(dataFile.getFilename())
+            .config(EmbeddingContext.Config.builder()
+                .splitStrategy(EmbeddingContext.Config.SplitStrategy.valueOf(mode))
+                .build())
+            .build();
+        executor.execute2Resp("embedding_submit", null, context);
+        groupService.finish(groupId);
+      }
+    });
+  }
+
+  public void submitDirectly(Long id, String name, ImmutableList<String> contents) {
+    executors.submit(() -> {
+      Knowledge knowledge = knowledgeBaseService.detailOrThrow(id);
+      String groupName = name;
+      if (StrUtil.isBlank(groupName)) {
+        groupName = StrUtil.format("外部-{}", IdUtil.nanoId(10));
+      }
+      Group group = new Group();
+      group.setName(groupName);
+      group.setKnowledge(knowledge);
+      Long groupId = groupService.save(group);
+      EmbeddingContext context = EmbeddingContext.builder()
+          .vectorSourceId(knowledge.getVectorSourceId())
+          .groupId(groupId)
+          .build();
+      context.setDocuments(
+          contents
+              .collect(StrUtil::trim)
+              .collect(content ->
+                  Document.builder()
+                      .text(content)
+                      .metadata(new HashMap<>())
+                      .build()
+              )
+              .toList()
+      );
+      executor.execute2Resp("embedding_submit_directly", null, context);
+      groupService.finish(groupId);
+    });
+  }
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/service/feedback/FeedbackService.java

@@ -0,0 +1,67 @@
+package com.lanyuanxiaoyao.service.ai.web.service.feedback;
+
+import com.lanyuanxiaoyao.service.ai.web.base.service.SimpleServiceSupport;
+import com.lanyuanxiaoyao.service.ai.web.entity.Feedback;
+import com.lanyuanxiaoyao.service.ai.web.entity.Feedback_;
+import com.lanyuanxiaoyao.service.ai.web.entity.context.FeedbackContext;
+import com.lanyuanxiaoyao.service.ai.web.repository.FeedbackRepository;
+import com.yomahub.liteflow.core.FlowExecutor;
+import java.util.List;
+import java.util.concurrent.TimeUnit;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.scheduling.annotation.Scheduled;
+import org.springframework.stereotype.Service;
+import org.springframework.transaction.annotation.Transactional;
+
+@Slf4j
+@Service
+  public class FeedbackService extends SimpleServiceSupport<Feedback> {
+  private final FlowExecutor executor;
+
+  @SuppressWarnings("SpringJavaInjectionPointsAutowiringInspection")
+  public FeedbackService(FeedbackRepository feedbackRepository, FlowExecutor executor) {
+    super(feedbackRepository);
+    this.executor = executor;
+  }
+
+  @Scheduled(initialDelay = 1, fixedDelay = 1, timeUnit = TimeUnit.MINUTES)
+  public void analysis() {
+    List<Feedback> feedbacks = repository.findAll(
+        builder -> builder
+            .andEquals(Feedback_.STATUS, Feedback.Status.ANALYSIS_PROCESSING)
+            .build()
+    );
+    for (Feedback feedback : feedbacks) {
+      FeedbackContext context = new FeedbackContext();
+      context.setFeedback(feedback);
+      executor.execute2Resp("feedback_analysis", null, context);
+    }
+  }
+
+  @Transactional(rollbackFor = Exception.class)
+  public void updateAnalysis(Long id, String analysis) {
+    Feedback feedback = detailOrThrow(id);
+    feedback.setAnalysis(analysis);
+    repository.save(feedback);
+  }
+
+  @Transactional(rollbackFor = Exception.class)
+  public void updateConclusion(Long id, String conclusion) {
+    Feedback feedback = detailOrThrow(id);
+    feedback.setConclusion(conclusion);
+    feedback.setStatus(Feedback.Status.FINISHED);
+    repository.save(feedback);
+  }
+
+  @Transactional(rollbackFor = Exception.class)
+  public void updateStatus(Long id, Feedback.Status status) {
+    Feedback feedback = detailOrThrow(id);
+    feedback.setStatus(status);
+    repository.save(feedback);
+  }
+
+  @Transactional(rollbackFor = Exception.class)
+  public void reanalysis(Long id) {
+    updateStatus(id, Feedback.Status.ANALYSIS_PROCESSING);
+  }
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/service/knowledge/GroupService.java

@@ -0,0 +1,50 @@
+package com.lanyuanxiaoyao.service.ai.web.service.knowledge;
+
+import com.lanyuanxiaoyao.service.ai.web.base.service.SimpleServiceSupport;
+import com.lanyuanxiaoyao.service.ai.web.entity.Group;
+import com.lanyuanxiaoyao.service.ai.web.entity.Knowledge;
+import com.lanyuanxiaoyao.service.ai.web.repository.GroupRepository;
+import io.qdrant.client.ConditionFactory;
+import io.qdrant.client.QdrantClient;
+import io.qdrant.client.grpc.Points;
+import lombok.SneakyThrows;
+import org.springframework.ai.vectorstore.VectorStore;
+import org.springframework.stereotype.Service;
+import org.springframework.transaction.annotation.Transactional;
+
+/**
+ * @author lanyuanxiaoyao
+ * @version 20250522
+ */
+@Service
+public class GroupService extends SimpleServiceSupport<Group> {
+  private final QdrantClient client;
+
+  public GroupService(GroupRepository groupRepository, VectorStore vectorStore) {
+    super(groupRepository);
+    this.client = (QdrantClient) vectorStore.getNativeClient().orElseThrow();
+  }
+
+  @Transactional(rollbackFor = Exception.class)
+  public void finish(Long id) {
+    Group group = detailOrThrow(id);
+    group.setStatus(Group.Status.FINISHED);
+    save(group);
+  }
+
+  @SneakyThrows
+  @Transactional(rollbackFor = Exception.class)
+  @Override
+  public void remove(Long id) {
+    Group group = detailOrThrow(id);
+    Knowledge knowledge = group.getKnowledge();
+    client.deleteAsync(
+        String.valueOf(knowledge.getVectorSourceId()),
+        Points.Filter.newBuilder()
+            .addMust(ConditionFactory.matchKeyword("vector_source_id", String.valueOf(knowledge.getVectorSourceId())))
+            .addMust(ConditionFactory.matchKeyword("group_id", String.valueOf(group.getId())))
+            .build()
+    ).get();
+    super.remove(id);
+  }
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/service/knowledge/KnowledgeBaseService.java

@@ -0,0 +1,123 @@
+package com.lanyuanxiaoyao.service.ai.web.service.knowledge;
+
+import cn.hutool.core.util.StrUtil;
+import com.lanyuanxiaoyao.service.ai.web.base.service.SimpleServiceSupport;
+import com.lanyuanxiaoyao.service.ai.web.configuration.SnowflakeIdGenerator;
+import com.lanyuanxiaoyao.service.ai.web.entity.Group;
+import com.lanyuanxiaoyao.service.ai.web.entity.Knowledge;
+import com.lanyuanxiaoyao.service.ai.web.repository.KnowledgeRepository;
+import com.lanyuanxiaoyao.service.common.Constants;
+import io.qdrant.client.ConditionFactory;
+import io.qdrant.client.QdrantClient;
+import io.qdrant.client.grpc.Collections;
+import io.qdrant.client.grpc.Points;
+import java.util.List;
+import java.util.concurrent.ExecutionException;
+import lombok.SneakyThrows;
+import org.eclipse.collections.api.factory.Lists;
+import org.eclipse.collections.api.list.ImmutableList;
+import org.springframework.ai.document.Document;
+import org.springframework.ai.embedding.EmbeddingModel;
+import org.springframework.ai.vectorstore.SearchRequest;
+import org.springframework.ai.vectorstore.VectorStore;
+import org.springframework.ai.vectorstore.qdrant.QdrantVectorStore;
+import org.springframework.stereotype.Service;
+import org.springframework.transaction.annotation.Transactional;
+
+/**
+ * @author lanyuanxiaoyao
+ * @version 20250522
+ */
+@Service
+public class KnowledgeBaseService extends SimpleServiceSupport<Knowledge> {
+  public static final String KNOWLEDGE_TABLE_NAME = Constants.DATABASE_NAME + ".service_ai_knowledge";
+  private final KnowledgeRepository knowledgeRepository;
+  private final EmbeddingModel model;
+  private final QdrantClient client;
+
+  public KnowledgeBaseService(KnowledgeRepository knowledgeRepository, EmbeddingModel model, VectorStore vectorStore) {
+    super(knowledgeRepository);
+    this.knowledgeRepository = knowledgeRepository;
+    this.model = model;
+    this.client = (QdrantClient) vectorStore.getNativeClient().orElseThrow();
+  }
+
+  @SneakyThrows
+  @Transactional(rollbackFor = Exception.class)
+  public Long save(Knowledge entity) {
+    if (knowledgeRepository.existsKnowledgeByName(entity.getName())) {
+      throw new RuntimeException("名称已存在");
+    }
+
+    Long vectorSourceId = SnowflakeIdGenerator.Snowflake.next();
+    client.createCollectionAsync(
+        String.valueOf(vectorSourceId),
+        Collections.VectorParams.newBuilder()
+            .setDistance(Collections.Distance.valueOf(entity.getStrategy().name()))
+            .setSize(model.dimensions())
+            .build()
+    ).get();
+
+    entity.setVectorSourceId(vectorSourceId);
+    return super.save(entity);
+  }
+
+  @Transactional(rollbackFor = Exception.class)
+  public void updateDescription(Long id, String description) throws Exception {
+    Knowledge knowledge = detailOrThrow(id);
+    knowledge.setDescription(description);
+    save(knowledge);
+  }
+
+  public String getName(Long id) {
+    return detailOrThrow(id).getName();
+  }
+
+  @SneakyThrows
+  @Transactional(rollbackFor = Exception.class)
+  @Override
+  public void remove(Long id) {
+    Knowledge knowledge = detailOrThrow(id);
+    client.deleteCollectionAsync(String.valueOf(knowledge.getVectorSourceId())).get();
+    for (Group group : knowledge.getGroups()) {
+      client.deleteAsync(
+          String.valueOf(knowledge.getVectorSourceId()),
+          Points.Filter.newBuilder()
+              .addMust(ConditionFactory.matchKeyword("vector_source_id", String.valueOf(knowledge.getVectorSourceId())))
+              .addMust(ConditionFactory.matchKeyword("group_id", String.valueOf(group.getId())))
+              .build()
+      ).get();
+    }
+    super.remove(id);
+  }
+
+  public ImmutableList<String> query(
+      Long id,
+      String text,
+      Integer limit,
+      Double threshold
+  ) throws ExecutionException, InterruptedException {
+    Knowledge knowledge = detailOrThrow(id);
+    Boolean exists = client.collectionExistsAsync(String.valueOf(knowledge.getVectorSourceId())).get();
+    if (!exists) {
+      throw new RuntimeException(StrUtil.format("{} not exists", id));
+    }
+    VectorStore vs = QdrantVectorStore.builder(client, model)
+        .collectionName(String.valueOf(knowledge.getVectorSourceId()))
+        .initializeSchema(false)
+        .build();
+    List<Document> documents = vs.similaritySearch(
+        SearchRequest.builder()
+            .query(text)
+            .topK(limit)
+            .similarityThreshold(threshold)
+            .build()
+    );
+    return Lists.immutable.ofAll(documents)
+        .collect(Document::getText);
+  }
+
+  public Collections.CollectionInfo collectionInfo(Long vectorSourceId) throws ExecutionException, InterruptedException {
+    return client.getCollectionInfoAsync(String.valueOf(vectorSourceId)).get();
+  }
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/service/knowledge/SegmentService.java

@@ -1,7 +1,7 @@
-package com.lanyuanxiaoyao.service.ai.knowledge.service;
+package com.lanyuanxiaoyao.service.ai.web.service.knowledge;
 
-import com.lanyuanxiaoyao.service.ai.knowledge.entity.Knowledge;
-import com.lanyuanxiaoyao.service.ai.knowledge.entity.vo.SegmentVO;
+import com.lanyuanxiaoyao.service.ai.web.entity.Knowledge;
+import com.lanyuanxiaoyao.service.ai.web.entity.vo.SegmentVO;
 import io.qdrant.client.ConditionFactory;
 import io.qdrant.client.QdrantClient;
 import io.qdrant.client.grpc.Points;
@@ -10,8 +10,6 @@ import java.util.concurrent.ExecutionException;
 import java.util.stream.Collectors;
 import org.eclipse.collections.api.factory.Lists;
 import org.eclipse.collections.api.list.ImmutableList;
-import org.slf4j.Logger;
-import org.slf4j.LoggerFactory;
 import org.springframework.ai.vectorstore.VectorStore;
 import org.springframework.stereotype.Service;
 
@@ -21,18 +19,16 @@ import org.springframework.stereotype.Service;
  */
 @Service
 public class SegmentService {
-  private static final Logger logger = LoggerFactory.getLogger(SegmentService.class);
-
-  private final KnowledgeService knowledgeService;
+  private final KnowledgeBaseService knowledgeBaseService;
   private final QdrantClient client;
 
-  public SegmentService(KnowledgeService knowledgeService, VectorStore vectorStore) {
-    this.knowledgeService = knowledgeService;
+  public SegmentService(KnowledgeBaseService knowledgeBaseService, VectorStore vectorStore) {
+    this.knowledgeBaseService = knowledgeBaseService;
     this.client = (QdrantClient) vectorStore.getNativeClient().orElseThrow();
   }
 
-  public ImmutableList<SegmentVO> list(Long id, Long groupId) throws ExecutionException, InterruptedException {
-    Knowledge knowledge = knowledgeService.get(id);
+  public ImmutableList<SegmentVO> list(Long knowledgeId, Long groupId) throws ExecutionException, InterruptedException {
+    Knowledge knowledge = knowledgeBaseService.detailOrThrow(knowledgeId);
     Points.ScrollResponse response = client.scrollAsync(
             Points.ScrollPoints.newBuilder()
                 .setCollectionName(String.valueOf(knowledge.getVectorSourceId()))
@@ -59,7 +55,7 @@ public class SegmentService {
   }
 
   public void remove(Long knowledgeId, Long segmentId) throws ExecutionException, InterruptedException {
-    Knowledge knowledge = knowledgeService.get(knowledgeId);
+    Knowledge knowledge = knowledgeBaseService.detailOrThrow(knowledgeId);
     client.deletePayloadAsync(
         String.valueOf(knowledgeId),
         List.of(String.valueOf(segmentId)),

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/service/node/EmbeddingNodes.java

@@ -1,10 +1,10 @@
-package com.lanyuanxiaoyao.service.ai.knowledge.service.node;
+package com.lanyuanxiaoyao.service.ai.web.service.node;
 
 import cn.hutool.core.io.FileUtil;
 import cn.hutool.core.lang.Assert;
 import cn.hutool.core.util.ObjectUtil;
 import cn.hutool.core.util.StrUtil;
-import com.lanyuanxiaoyao.service.ai.knowledge.entity.EmbeddingContext;
+import com.lanyuanxiaoyao.service.ai.web.entity.context.EmbeddingContext;
 import com.yomahub.liteflow.annotation.LiteflowComponent;
 import com.yomahub.liteflow.annotation.LiteflowMethod;
 import com.yomahub.liteflow.core.NodeComponent;
@@ -18,8 +18,7 @@ import java.util.List;
 import java.util.Map;
 import java.util.Optional;
 import java.util.stream.Collectors;
-import org.slf4j.Logger;
-import org.slf4j.LoggerFactory;
+import lombok.extern.slf4j.Slf4j;
 import org.springframework.ai.chat.client.ChatClient;
 import org.springframework.ai.document.Document;
 import org.springframework.ai.document.DocumentReader;
@@ -31,22 +30,22 @@ import org.springframework.ai.reader.tika.TikaDocumentReader;
 import org.springframework.ai.transformer.splitter.TokenTextSplitter;
 import org.springframework.ai.vectorstore.VectorStore;
 import org.springframework.ai.vectorstore.qdrant.QdrantVectorStore;
+import org.springframework.beans.factory.annotation.Qualifier;
 import org.springframework.core.io.PathResource;
 
 /**
  * @author lanyuanxiaoyao
  * @version 20250523
  */
+@Slf4j
 @LiteflowComponent
 public class EmbeddingNodes {
-  private static final Logger logger = LoggerFactory.getLogger(EmbeddingNodes.class);
-
-  private final ChatClient chatClient;
+  private final ChatClient.Builder chatClientBuilder;
   private final QdrantClient qdrantClient;
   private final EmbeddingModel embeddingModel;
 
-  public EmbeddingNodes(ChatClient.Builder builder, VectorStore vectorStore, EmbeddingModel embeddingModel) {
-    this.chatClient = builder.build();
+  public EmbeddingNodes(@Qualifier("chat") ChatClient.Builder builder, VectorStore vectorStore, EmbeddingModel embeddingModel) {
+    this.chatClientBuilder = builder;
     this.qdrantClient = (QdrantClient) vectorStore.getNativeClient().orElseThrow();
     this.embeddingModel = embeddingModel;
   }
@@ -151,9 +150,11 @@ public class EmbeddingNodes {
   @LiteflowMethod(value = LiteFlowMethodEnum.PROCESS, nodeId = "qa_split", nodeName = "使用Q/A格式分段", nodeType = NodeTypeEnum.COMMON)
   public void qaSplit(NodeComponent node) {
     EmbeddingContext context = node.getContextBean(EmbeddingContext.class);
+    // language=TEXT
     context.getDocuments().addAll(llmSplit(
         """
             对用户输入的文本，生成多组高质量的问答对。请遵循以下指南：
+            
             1. 问题部分：
               为同一个主题创建尽可能多的不同表述的问题，确保问题的多样性。
               每个问题应考虑用户可能的多种问法，例如：
@@ -168,7 +169,7 @@ public class EmbeddingNodes {
               答案应直接基于给定文本，确保准确性和一致性。
               包含相关的细节，如日期、名称、职位等具体信息，必要时提供背景信息以增强理解。
             3. 格式：
-              使用"问："标记问题集合的开始，所有问题应在一个段落内，问题之间用空格分隔。
+              使用"问："标记问题的开始，问题文本应在一个段落内完成。
               使用"答："标记答案的开始，答案应清晰分段，便于阅读。
               问答对之间用“---”分隔，以提高可读性。
             4. 内容要求：
@@ -176,6 +177,8 @@ public class EmbeddingNodes {
               避免添加文本中未提及的信息，确保信息的真实性。
               一个问题搭配一个答案，避免一组问答对中同时涉及多个问题。
               如果文本信息不足以回答某个方面，可以在答案中说明 "根据给定信息无法确定"，并尽量提供相关的上下文。
+              除了问答对本身，避免输出任何与问答对无关的提示性、引导性、解释性的文本。
+            
             格式样例：
             问：苹果通常是什么颜色的？
             答：红色。
@@ -189,7 +192,8 @@ public class EmbeddingNodes {
   }
 
   private List<Document> llmSplit(String prompt, String content, Map<String, Object> metadata) {
-    String response = chatClient.prompt()
+    ChatClient client = chatClientBuilder.build();
+    String response = client.prompt()
         .system(prompt)
         .user(content)
         .call()
@@ -209,14 +213,18 @@ public class EmbeddingNodes {
   @LiteflowMethod(value = LiteFlowMethodEnum.PROCESS, nodeId = "import_vector_source", nodeName = "导入向量库", nodeType = NodeTypeEnum.COMMON)
   public void importVectorSource(NodeComponent node) {
     EmbeddingContext context = node.getContextBean(EmbeddingContext.class);
+    Assert.notNull(context.getVectorSourceId(), "VectorSourceId is null");
+    Assert.notNull(context.getGroupId(), "GroupId is null");
     if (ObjectUtil.isNotEmpty(context.getDocuments())) {
       VectorStore vs = QdrantVectorStore.builder(qdrantClient, embeddingModel)
           .collectionName(String.valueOf(context.getVectorSourceId()))
           .build();
       for (Document document : context.getDocuments()) {
         Map<String, Object> metadata = document.getMetadata();
-        metadata.put("filename", context.getFileFormat());
-        metadata.put("filepath", context.getFile());
+        if (StrUtil.isNotBlank(context.getFileFormat()))
+          metadata.put("filename", context.getFileFormat());
+        if (StrUtil.isNotBlank(context.getFile()))
+          metadata.put("filepath", context.getFile());
         metadata.put("group_id", String.valueOf(context.getGroupId()));
         metadata.put("vector_source_id", String.valueOf(context.getVectorSourceId()));
       }

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/service/node/FeedbackNodes.java

@@ -0,0 +1,203 @@
+package com.lanyuanxiaoyao.service.ai.web.service.node;
+
+import cn.hutool.core.lang.Assert;
+import cn.hutool.core.util.ObjectUtil;
+import cn.hutool.core.util.StrUtil;
+import com.lanyuanxiaoyao.service.ai.web.entity.DataFile;
+import com.lanyuanxiaoyao.service.ai.web.entity.Feedback;
+import com.lanyuanxiaoyao.service.ai.web.entity.context.FeedbackContext;
+import com.lanyuanxiaoyao.service.ai.web.service.DataFileService;
+import com.lanyuanxiaoyao.service.ai.web.service.feedback.FeedbackService;
+import com.yomahub.liteflow.annotation.LiteflowComponent;
+import com.yomahub.liteflow.annotation.LiteflowMethod;
+import com.yomahub.liteflow.core.NodeComponent;
+import com.yomahub.liteflow.enums.LiteFlowMethodEnum;
+import com.yomahub.liteflow.enums.NodeTypeEnum;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.ai.chat.client.ChatClient;
+import org.springframework.beans.factory.annotation.Qualifier;
+import org.springframework.core.io.FileSystemResource;
+import org.springframework.util.MimeType;
+import org.springframework.util.MimeTypeUtils;
+
+@Slf4j
+@LiteflowComponent
+public class FeedbackNodes {
+  private final ChatClient.Builder chatClientBuilder;
+  private final ChatClient.Builder visualChatClientBuilder;
+  private final DataFileService dataFileService;
+  private final FeedbackService feedbackService;
+
+  public FeedbackNodes(
+      @Qualifier("chat") ChatClient.Builder chatClientBuilder,
+      @Qualifier("visual") ChatClient.Builder visualClientBuilder, DataFileService dataFileService, FeedbackService feedbackService
+  ) {
+    this.chatClientBuilder = chatClientBuilder;
+    this.visualChatClientBuilder = visualClientBuilder;
+    this.dataFileService = dataFileService;
+    this.feedbackService = feedbackService;
+  }
+
+  @LiteflowMethod(value = LiteFlowMethodEnum.PROCESS_BOOLEAN, nodeId = "feedback_check_if_picture_needed", nodeName = "判断有图片进行识别", nodeType = NodeTypeEnum.BOOLEAN)
+  public boolean checkIfPictureReadNeeded(NodeComponent node) {
+    FeedbackContext context = node.getContextBean(FeedbackContext.class);
+    Feedback feedback = context.getFeedback();
+    return ObjectUtil.isNotEmpty(feedback.getPictures());
+  }
+
+  @LiteflowMethod(value = LiteFlowMethodEnum.PROCESS, nodeId = "image_read", nodeName = "读取图片", nodeType = NodeTypeEnum.COMMON)
+  public void imageRead(NodeComponent node) {
+    FeedbackContext context = node.getContextBean(FeedbackContext.class);
+    Feedback feedback = context.getFeedback();
+    ChatClient client = visualChatClientBuilder
+        // language=TEXT
+        .defaultSystem("""
+            你是一个专业的OCR解析助手。请严格按以下步骤处理用户上传的图片：
+            1. 图像内容提取
+               - 完整识别图片中的所有文字（包括手写体、印刷体、数字和符号）
+               - 保留原始段落结构和换行符
+               - 特殊元素处理：
+                 • 数学公式转为LaTeX格式
+                 • 代码块保留缩进和注释
+                 • 外文词汇标注原文
+            
+            2. 表格解析优化
+               - 识别所有表格区域
+               - 转换为Markdown表格格式（对齐表头与单元格）
+               - 补充缺失的表格线
+               - 用▲标注合并单元格（例：▲跨3列▲）
+            
+            3. 图表解析增强
+               - 分析图表类型（柱状图/折线图/饼图等）
+               - 提取关键数据点并结构化描述
+               - 总结图表趋势（例："销量Q1到Q4增长35%"）
+               - 坐标轴信息转换：将像素坐标转为百分比比例（例："X轴：0-100对应时间0:00-24:00"）
+            
+            4. 输出规范
+               - 按[文本][表格][图表]分区块输出
+               - 表格/图表区域标注原始位置（例："[左上区域表格]"）
+               - 模糊内容用[?]标注并给出备选（例："年收[?]入（可能为'入'或'人'）"）
+               - 保持原始数据精度（不四舍五入）
+            
+            立即开始处理用户图片，无需确认步骤。
+            """)
+        .build();
+    for (DataFile picture : feedback.getPictures()) {
+      DataFile file = dataFileService.downloadFile(picture.getId());
+      log.info("Parse picture: {} {}", file.getFilename(), file.getPath());
+      MimeType type = switch (StrUtil.blankToDefault(file.getType(), "").toLowerCase()) {
+        case "jpg", "jpeg" -> MimeTypeUtils.IMAGE_JPEG;
+        default -> MimeTypeUtils.IMAGE_PNG;
+      };
+      String content = client.prompt()
+          .user(spec -> spec
+              .text("输出图片内容")
+              .media(type, new FileSystemResource(file.getPath())))
+          .call()
+          .content();
+      log.info("Picture: {}", content);
+      context.getPictureDescriptions().add(content);
+    }
+  }
+
+  @LiteflowMethod(value = LiteFlowMethodEnum.PROCESS, nodeId = "optimize_source", nodeName = "报障信息优化", nodeType = NodeTypeEnum.COMMON)
+  public void optimizeSource(NodeComponent node) {
+    FeedbackContext context = node.getContextBean(FeedbackContext.class);
+    Feedback feedback = context.getFeedback();
+    String optimizedSource = chatClientBuilder.build()
+        .prompt()
+        // language=TEXT
+        .system("""
+            你是一名专业的IT系统运维工程师，对于用户输入的关于系统的报障信息，你会严格遵循以下步骤进行处理
+            
+            1.输入
+            [故障描述]
+            （这里是用户遇到的系统故障的详细描述）
+            
+            [相关截图]
+            （这里是用户遇到的系统故障相关的截图的文字描述，如果没有相关截图，这里会写“无”；如果有多张图片，图片和图片之间会使用“---”分隔）
+            
+            2.处理逻辑
+              解析输入
+                读取并解析用户提供的故障描述和相关截图描述。
+                识别关键元素：包括故障类型（如硬件故障、软件错误）、受影响系统组件（如服务器、网络设备）、错误消息、发生时间、重现步骤、影响范围等。
+                如果截图描述存在，提取关键细节（如错误弹窗文本、系统状态截图），并将其作为辅助证据；如果无截图，则忽略此部分。
+              分析与重写故障描述
+                专业化改写：使用标准IT术语替换非专业用语（例如，“电脑死机”改为“系统无响应”，“连不上网”改为“网络连接中断”），并确保描述符合行业规范。
+                排除歧义：澄清模糊描述（如添加具体时间戳、系统版本、IP地址或错误代码），移除主观语言（如“我觉得”或“可能”），并添加必要上下文（如操作系统环境、相关服务运行状态）。
+                结构化组织：将故障描述重写为逻辑段落，格式包括：
+                  问题概述：简明总结故障本质（例如，“数据库服务异常导致应用无法访问”）。
+                  详细症状：描述具体现象，包括错误消息、发生频率和影响范围（如“影响用户登录功能，错误代码500”）。
+                  重现步骤：列出可复现故障的操作序列（如“1. 访问URL X；2. 触发操作 Y”）。
+                  相关环境：添加系统细节（如“运行在Linux Ubuntu 20.04, Java 11环境”）。
+                整合截图信息：如果截图描述存在，将其嵌入重写中作为证据（例如，“根据截图，错误弹窗显示‘Connection timeout’”）。
+              质量校验
+                检查重写后的内容是否完整、一致且无歧义：确保所有用户输入细节都被涵盖，添加缺失信息（如建议的故障分类），并验证专业术语的准确性。
+                如果输入信息不足（如缺少时间戳或系统版本），在输出中添加注释提示用户补充。
+            
+            3.输出
+              输出一个专业、结构化的故障报告，格式清晰，可直接用于运维团队诊断。
+              重写的故障描述，以结构化段落呈现，涵盖问题概述、详细症状、重现步骤和相关环境。
+              输出将使用中性、客观语言，避免任何个人意见或建议，以确保报告专注于事实描述。
+            """)
+        .user(StrUtil.format(
+            """
+                [故障描述]
+                {}
+                
+                [相关截图]
+                {}
+                """,
+            feedback.getSource(),
+            ObjectUtil.isEmpty(context.getPictureDescriptions()) ? "无" : StrUtil.join(",", context.getPictureDescriptions())
+        ))
+        .call()
+        .content();
+    if (StrUtil.isBlank(optimizedSource)) {
+      log.warn("Optimized source is blank");
+    }
+    context.setOptimizedSource(StrUtil.trim(optimizedSource));
+  }
+
+  @LiteflowMethod(value = LiteFlowMethodEnum.PROCESS, nodeId = "feedback_suggest", nodeName = "大模型建议", nodeType = NodeTypeEnum.COMMON)
+  public void suggestFeedback(NodeComponent node) {
+    FeedbackContext context = node.getContextBean(FeedbackContext.class);
+    Feedback feedback = context.getFeedback();
+    ChatClient client = chatClientBuilder.build();
+    String analysis = client.prompt()
+        // language=TEXT
+        .system("""
+            你是一名专业的IT系统运维工程师。针对用户输入的报障信息，严格遵循以下步骤：
+            1. 提取关键要素： 精准识别报障信息中的关键要素（如系统/设备名称、故障现象、错误信息、时间地点、影响范围、用户操作步骤等）。
+            2. 分析诊断： 基于提取的要素，运用运维专业知识，分析潜在原因，并提出优先级高、可操作性强的排障建议或初步诊断方向。
+            3. 输出专业意见：
+            内容要求： 意见必须包含明确的行动步骤（如检查XX日志、验证XX配置、重启XX服务、联系XX团队）、潜在风险提示及预期效果。
+            表达要求： 使用清晰、简洁、专业的技术术语，避免使用推测性语言或不确定词汇（如“可能”、“大概”、“也许”）。
+            格式要求： 直接输出意见内容，避免添加引导语（如“我的建议是”、“根据报障信息”等）。
+            """)
+        .user(context.getOptimizedSource())
+        .call()
+        .content();
+    feedback.setAnalysis(StrUtil.trim(analysis));
+    Assert.notBlank(analysis, "Analysis cannot be blank");
+    String conclusion = client.prompt()
+        // language=TEXT
+        .system("""
+            你是一名专业的文字编辑。严格按以下要求处理用户输入：
+            核心逻辑： 用一段话精准总结输入内容的核心信息，确保涵盖所有关键点。禁止虚构、扩展或添加原文不存在的信息。
+            输出规范： 仅输出一段总结文本。禁止分点、分段、使用Markdown格式（如着重、- 或 1. 等列表符号）或添加任何无关引导语（如“总结如下”、“该总结指出”、“本文总结”等）。直接给出总结文本。""")
+        .user(analysis)
+        .call()
+        .content();
+    feedback.setConclusion(StrUtil.trim(conclusion));
+  }
+
+  @LiteflowMethod(value = LiteFlowMethodEnum.PROCESS, nodeId = "feedback_save", nodeName = "保存分析内容", nodeType = NodeTypeEnum.COMMON)
+  public void saveFeedback(NodeComponent node) {
+    FeedbackContext context = node.getContextBean(FeedbackContext.class);
+    Feedback feedback = context.getFeedback();
+    feedbackService.updateAnalysis(feedback.getId(), feedback.getAnalysis());
+    feedbackService.updateConclusion(feedback.getId(), feedback.getConclusion());
+    feedbackService.updateStatus(feedback.getId(), Feedback.Status.ANALYSIS_SUCCESS);
+  }
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/service/task/FlowTaskService.java

@@ -0,0 +1,15 @@
+package com.lanyuanxiaoyao.service.ai.web.service.task;
+
+import com.lanyuanxiaoyao.service.ai.web.base.service.SimpleServiceSupport;
+import com.lanyuanxiaoyao.service.ai.web.entity.FlowTask;
+import com.lanyuanxiaoyao.service.ai.web.repository.FlowTaskRepository;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.stereotype.Service;
+
+@Slf4j
+@Service
+public class FlowTaskService extends SimpleServiceSupport<FlowTask> {
+  public FlowTaskService(FlowTaskRepository flowTaskRepository) {
+    super(flowTaskRepository);
+  }
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/service/task/FlowTaskTemplateService.java

@@ -0,0 +1,15 @@
+package com.lanyuanxiaoyao.service.ai.web.service.task;
+
+import com.lanyuanxiaoyao.service.ai.web.base.service.SimpleServiceSupport;
+import com.lanyuanxiaoyao.service.ai.web.entity.FlowTaskTemplate;
+import com.lanyuanxiaoyao.service.ai.web.repository.FlowTaskTemplateRepository;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.stereotype.Service;
+
+@Slf4j
+@Service
+public class FlowTaskTemplateService extends SimpleServiceSupport<FlowTaskTemplate> {
+  public FlowTaskTemplateService(FlowTaskTemplateRepository flowTaskTemplateRepository) {
+    super(flowTaskTemplateRepository);
+  }
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/tools/ChartTool.java

@@ -0,0 +1,64 @@
+package com.lanyuanxiaoyao.service.ai.web.tools;
+
+import com.lanyuanxiaoyao.service.ai.web.WebApplication;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.ai.chat.client.ChatClient;
+import org.springframework.ai.tool.annotation.Tool;
+import org.springframework.ai.tool.annotation.ToolParam;
+
+/**
+ * 图表工具
+ *
+ * @author lanyuanxiaoyao
+ * @version 20250611
+ */
+@Slf4j
+public class ChartTool {
+  @Tool(description = """
+      根据需求生成mermaid图表代码
+      """)
+  public String mermaid(
+      // language=TEXT
+      @ToolParam(description = """
+          请按以下结构描述图表需求：
+          1.图表类型：[必填] 明确指定图表类型，例如：流程图(flowchart TD)、序列图(sequenceDiagram)、类图(classDiagram)、甘特图(gantt)、状态图(stateDiagram-v2)、用户旅程图(journey)、饼图(pie)、思维导图(mindmap)、实体关系图(erDiagram)等。
+          2.图表标题：[可选] 简述图表的核心主题，例如：“用户登录流程”，“订单处理系统时序交互”，“项目开发计划甘特图”。
+          3.核心内容：[必填] 描述图表逻辑：
+            实体清单：列出所有节点/角色/对象（如“用户、支付系统、数据库”）
+            示例 (流程图)：`用户, 登录界面, 认证服务, 数据库, 主界面, 错误提示`
+            示例 (序列图)：`用户 (User), 客户端 (ClientApp), 认证服务器 (AuthServer), 数据库 (DB)`
+            示例 (甘特图)：`需求分析, 设计, 开发, 测试, 部署`
+            关系描述：说明实体间交互/流程顺序（如“用户提交订单 → 支付系统验证 → 数据库更新记录”）
+            示例 (流程图)：`用户 输入 -> 登录界面 -> 提交 -> 认证服务 -> 验证通过？ --> 是 --> 主界面； 否 --> 错误提示`
+            示例 (序列图)：`用户 -> 客户端：输入凭据； 客户端 -> 认证服务器：发送认证请求； 认证服务器 -> 数据库：查询用户信息； 数据库 --> 认证服务器：返回结果； 认证服务器 --> 客户端：返回认证结果； 客户端 --> 用户：显示结果`
+            示例 (甘特图)：`需求分析 开始于 2023-10-01, 持续 5天； 设计 开始于 需求分析结束, 持续 7天； ...`
+            示例（饼图）：`成功：15.25; 失败：20.22`
+            关键分支：如有条件判断，说明条件及路径（如“验证失败 → 显示错误信息”）
+            示例 (流程图)：`认证服务 --> |验证通过| 主界面； 认证服务 --> |验证失败| 错误提示`
+          4.样式规范：[选填] 指定细节要求：
+            主题：指定预定义主题，例如：default, forest, dark, neutral]` (默认是 default)
+            颜色：实体颜色映射（如“用户节点用#3498db”）
+            形状：特殊节点形状（如“决策节点用菱形”）
+            布局：指定图表方向，例如：从上到下 (TB/TD)， 从左到右 (LR)， 从右到左 (RL)， 从下到上 (BT)]` (默认通常是 TB/TD)
+            其他：箭头类型（实线/虚线）、注释文本等
+          """) String request
+  ) {
+    log.info("Enter method: mermaid[request]. request:{}", request);
+    ChatClient.Builder builder = WebApplication.getBean("chat", ChatClient.Builder.class);
+    ChatClient client = builder.build();
+    return client.prompt()
+        // language=TEXT
+        .system("""
+            你是一位专业的Mermaid图表专家，精通各类图表语法（流程图、序列图、类图、甘特图、状态图、饼图等），并能根据需求生成清晰、准确、符合最佳实践的Mermaid代码。
+            请根据我提供的详细描述，为我生成可直接用于渲染的Mermaid图表代码。确保代码语法正确、布局合理、易于理解。
+            输出要求：
+              仅输出纯净的、可立即渲染的 Mermaid 代码。
+              不要包含任何解释性文字、Markdown 标记（除了代码块标识）或额外的说明。
+              代码格式清晰，使用适当的缩进（如果适用）。
+              确保代码语法完全符合 Mermaid 官方文档规范。
+            """)
+        .user(request)
+        .call()
+        .content();
+  }
+}

service-ai/service-ai-web/src/main/java/com/lanyuanxiaoyao/service/ai/web/tools/KnowledgeTool.java

@@ -0,0 +1,40 @@
+package com.lanyuanxiaoyao.service.ai.web.tools;
+
+import cn.hutool.core.util.ObjectUtil;
+import cn.hutool.core.util.StrUtil;
+import com.lanyuanxiaoyao.service.ai.web.WebApplication;
+import com.lanyuanxiaoyao.service.forest.service.KnowledgeService;
+import org.springframework.ai.tool.annotation.Tool;
+import org.springframework.ai.tool.annotation.ToolParam;
+
+/**
+ * @author lanyuanxiaoyao
+ * @version 20250606
+ */
+public class KnowledgeTool {
+  private final Long knowledgeId;
+
+  public KnowledgeTool(Long knowledgeId) {
+    this.knowledgeId = knowledgeId;
+  }
+
+  @Tool(description = """
+      从知识库中检索相关外部知识
+      """)
+  public String queryKnowledge(
+      @ToolParam(description = """
+          精炼准确的知识库关键词，使用逗号分隔，尽可能全面地覆盖需要获取的知识
+          """)
+      String query
+  ) {
+    KnowledgeService knowledgeService = WebApplication.getBean(KnowledgeService.class);
+    var documents = knowledgeService.query(knowledgeId, query, 10, 0.5);
+    if (ObjectUtil.isNotEmpty(documents)) {
+      return StrUtil.format("""
+          以下是与用户问题有关的外部知识，优先结合该知识回答用户的提问：
+          {}
+          """, documents.makeString("\n"));
+    }
+    return "";
+  }
+}