From dda2b56bbffdabff9fc19bdceae6b045a308290e Mon Sep 17 00:00:00 2001
From: Ren <kl941104@163.com>
Date: Sat, 12 Apr 2025 23:52:24 +0800
Subject: [PATCH 01/11] =?UTF-8?q?feat=EF=BC=9AAI=E5=B7=A5=E5=85=B7?=
 =?UTF-8?q?=E6=96=B0=E5=A2=9EToolContext?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../chat/AiChatMessageServiceImpl.java        | 16 +++++--
 .../model/tool/UserIdQueryToolFunction.java   | 43 +++++++++++++++++++
 .../framework/ai/core/pojo/AiToolContext.java | 37 ++++++++++++++++
 .../yudao/framework/ai/core/util/AiUtils.java | 19 ++++----
 4 files changed, 102 insertions(+), 13 deletions(-)
 create mode 100644 yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/model/tool/UserIdQueryToolFunction.java
 create mode 100644 yudao-module-ai/yudao-spring-boot-starter-ai/src/main/java/cn/iocoder/yudao/framework/ai/core/pojo/AiToolContext.java

diff --git a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/chat/AiChatMessageServiceImpl.java b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/chat/AiChatMessageServiceImpl.java
index f310ba69fd..36dcaa999c 100644
--- a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/chat/AiChatMessageServiceImpl.java
+++ b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/chat/AiChatMessageServiceImpl.java
@@ -4,10 +4,12 @@ import cn.hutool.core.collection.CollUtil;
 import cn.hutool.core.util.ObjUtil;
 import cn.hutool.core.util.StrUtil;
 import cn.iocoder.yudao.framework.ai.core.enums.AiPlatformEnum;
+import cn.iocoder.yudao.framework.ai.core.pojo.AiToolContext;
 import cn.iocoder.yudao.framework.ai.core.util.AiUtils;
 import cn.iocoder.yudao.framework.common.pojo.CommonResult;
 import cn.iocoder.yudao.framework.common.pojo.PageResult;
 import cn.iocoder.yudao.framework.common.util.object.BeanUtils;
+import cn.iocoder.yudao.framework.security.core.util.SecurityFrameworkUtils;
 import cn.iocoder.yudao.framework.tenant.core.util.TenantUtils;
 import cn.iocoder.yudao.module.ai.controller.admin.chat.vo.message.AiChatMessagePageReqVO;
 import cn.iocoder.yudao.module.ai.controller.admin.chat.vo.message.AiChatMessageRespVO;
@@ -115,7 +117,7 @@ public class AiChatMessageServiceImpl implements AiChatMessageService {
                 knowledgeSegments);
 
         // 3.2 创建 chat 需要的 Prompt
-        Prompt prompt = buildPrompt(conversation, historyMessages, knowledgeSegments, model, sendReqVO);
+        Prompt prompt = buildPrompt(chatModel, conversation, historyMessages, knowledgeSegments, model, sendReqVO);
         ChatResponse chatResponse = chatModel.call(prompt);
 
         // 3.3 更新响应内容
@@ -164,7 +166,7 @@ public class AiChatMessageServiceImpl implements AiChatMessageService {
                 knowledgeSegments);
 
         // 4.2 构建 Prompt，并进行调用
-        Prompt prompt = buildPrompt(conversation, historyMessages, knowledgeSegments, model, sendReqVO);
+        Prompt prompt = buildPrompt(chatModel, conversation, historyMessages, knowledgeSegments, model, sendReqVO);
         Flux<ChatResponse> streamResponse = chatModel.stream(prompt);
 
         // 4.3 流式返回
@@ -220,7 +222,7 @@ public class AiChatMessageServiceImpl implements AiChatMessageService {
         return knowledgeSegments;
     }
 
-    private Prompt buildPrompt(AiChatConversationDO conversation, List<AiChatMessageDO> messages,
+    private Prompt buildPrompt(StreamingChatModel chatModel, AiChatConversationDO conversation, List<AiChatMessageDO> messages,
             List<AiKnowledgeSegmentSearchRespBO> knowledgeSegments,
             AiModelDO model, AiChatMessageSendReqVO sendReqVO) {
         List<Message> chatMessages = new ArrayList<>();
@@ -247,16 +249,22 @@ public class AiChatMessageServiceImpl implements AiChatMessageService {
 
         // 2.1 查询 tool 工具
         Set<String> toolNames = null;
+        Map<String,Object> toolContext = Map.of();
         if (conversation.getRoleId() != null) {
             AiChatRoleDO chatRole = chatRoleService.getChatRole(conversation.getRoleId());
             if (chatRole != null && CollUtil.isNotEmpty(chatRole.getToolIds())) {
                 toolNames = convertSet(toolService.getToolList(chatRole.getToolIds()), AiToolDO::getName);
+                // 2.1.1 构建 Function Calling 的上下文参数
+                toolContext = Map.of(
+                    AiToolContext.CONTEXT_KEY, new AiToolContext().setChatModel(chatModel).setUserId(SecurityFrameworkUtils.getLoginUserId())
+                    .setRoleId(conversation.getRoleId())
+                    .setConversationId(conversation.getId()));
             }
         }
         // 2.2 构建 ChatOptions 对象
         AiPlatformEnum platform = AiPlatformEnum.validatePlatform(model.getPlatform());
         ChatOptions chatOptions = AiUtils.buildChatOptions(platform, model.getModel(),
-                conversation.getTemperature(), conversation.getMaxTokens(), toolNames);
+                conversation.getTemperature(), conversation.getMaxTokens(), toolNames, toolContext);
         return new Prompt(chatMessages, chatOptions);
     }
 
diff --git a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/model/tool/UserIdQueryToolFunction.java b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/model/tool/UserIdQueryToolFunction.java
new file mode 100644
index 0000000000..380fdba414
--- /dev/null
+++ b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/model/tool/UserIdQueryToolFunction.java
@@ -0,0 +1,43 @@
+package cn.iocoder.yudao.module.ai.service.model.tool;
+
+import cn.iocoder.yudao.framework.ai.core.pojo.AiToolContext;
+import com.fasterxml.jackson.annotation.JsonClassDescription;
+import lombok.AllArgsConstructor;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+import org.springframework.ai.chat.model.ToolContext;
+import org.springframework.stereotype.Component;
+
+import java.util.function.BiFunction;
+
+/**
+ * 工具：用户ID查询（上下文参数Demo）
+ *
+ * @author Ren
+ */
+@Component("userid_query")
+public class UserIdQueryToolFunction
+        implements BiFunction<UserIdQueryToolFunction.Request, ToolContext, UserIdQueryToolFunction.Response> {
+
+    @Data
+    @JsonClassDescription("用户ID查询")
+    public static class Request { }
+
+    @Data
+    @AllArgsConstructor
+    @NoArgsConstructor
+    public static class Response {
+        /**
+         * 用户ID
+         */
+        private Long UserId;
+
+    }
+    @Override
+    public UserIdQueryToolFunction.Response apply(UserIdQueryToolFunction.Request request, ToolContext toolContext) {
+        // 获取当前登录用户
+        AiToolContext context = (AiToolContext) toolContext.getContext().get(AiToolContext.CONTEXT_KEY);
+
+        return new Response(context.getUserId());
+    }
+}
diff --git a/yudao-module-ai/yudao-spring-boot-starter-ai/src/main/java/cn/iocoder/yudao/framework/ai/core/pojo/AiToolContext.java b/yudao-module-ai/yudao-spring-boot-starter-ai/src/main/java/cn/iocoder/yudao/framework/ai/core/pojo/AiToolContext.java
new file mode 100644
index 0000000000..a0aa72f466
--- /dev/null
+++ b/yudao-module-ai/yudao-spring-boot-starter-ai/src/main/java/cn/iocoder/yudao/framework/ai/core/pojo/AiToolContext.java
@@ -0,0 +1,37 @@
+package cn.iocoder.yudao.framework.ai.core.pojo;
+
+import lombok.AllArgsConstructor;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+import org.springframework.ai.chat.model.ChatModel;
+import org.springframework.ai.chat.model.StreamingChatModel;
+
+/**
+ * 工具上下文参数 DTO，让AI工具可以处理当前用户的相关信息
+ *
+ */
+@Data
+@NoArgsConstructor
+@AllArgsConstructor
+public class AiToolContext {
+    public static final String CONTEXT_KEY = "AI_TOOL_CONTEXT";
+    /**
+     * 用户ID
+     */
+    private Long userId;
+
+    /**
+     * 聊天模型
+     */
+    private StreamingChatModel chatModel;
+
+    /**
+     * 关联的聊天角色Id
+     */
+    private Long roleId;
+
+    /**
+     * 会话Id
+     */
+    private Long conversationId;
+}
\ No newline at end of file
diff --git a/yudao-module-ai/yudao-spring-boot-starter-ai/src/main/java/cn/iocoder/yudao/framework/ai/core/util/AiUtils.java b/yudao-module-ai/yudao-spring-boot-starter-ai/src/main/java/cn/iocoder/yudao/framework/ai/core/util/AiUtils.java
index 09370c6363..47577356be 100644
--- a/yudao-module-ai/yudao-spring-boot-starter-ai/src/main/java/cn/iocoder/yudao/framework/ai/core/util/AiUtils.java
+++ b/yudao-module-ai/yudao-spring-boot-starter-ai/src/main/java/cn/iocoder/yudao/framework/ai/core/util/AiUtils.java
@@ -15,6 +15,7 @@ import org.springframework.ai.qianfan.QianFanChatOptions;
 import org.springframework.ai.zhipuai.ZhiPuAiChatOptions;
 
 import java.util.Collections;
+import java.util.Map;
 import java.util.Set;
 
 /**
@@ -25,28 +26,28 @@ import java.util.Set;
 public class AiUtils {
 
     public static ChatOptions buildChatOptions(AiPlatformEnum platform, String model, Double temperature, Integer maxTokens) {
-        return buildChatOptions(platform, model, temperature, maxTokens, null);
+        return buildChatOptions(platform, model, temperature, maxTokens, null, Map.of());
     }
 
     public static ChatOptions buildChatOptions(AiPlatformEnum platform, String model, Double temperature, Integer maxTokens,
-                                               Set<String> toolNames) {
+                                               Set<String> toolNames, Map<String, Object> toolContext) {
         toolNames = ObjUtil.defaultIfNull(toolNames, Collections.emptySet());
         // noinspection EnhancedSwitchMigration
         switch (platform) {
             case TONG_YI:
                 return DashScopeChatOptions.builder().withModel(model).withTemperature(temperature).withMaxToken(maxTokens)
-                        .withFunctions(toolNames).build();
+                        .withFunctions(toolNames).withToolContext(toolContext).build();
             case YI_YAN:
                 return QianFanChatOptions.builder().model(model).temperature(temperature).maxTokens(maxTokens).build();
             case ZHI_PU:
                 return ZhiPuAiChatOptions.builder().model(model).temperature(temperature).maxTokens(maxTokens)
-                        .functions(toolNames).build();
+                        .functions(toolNames).toolContext(toolContext).build();
             case MINI_MAX:
                 return MiniMaxChatOptions.builder().model(model).temperature(temperature).maxTokens(maxTokens)
-                        .functions(toolNames).build();
+                        .functions(toolNames).toolContext(toolContext).build();
             case MOONSHOT:
                 return MoonshotChatOptions.builder().model(model).temperature(temperature).maxTokens(maxTokens)
-                        .functions(toolNames).build();
+                        .functions(toolNames).toolContext(toolContext).build();
             case OPENAI:
             case DEEP_SEEK: // 复用 OpenAI 客户端
             case DOU_BAO: // 复用 OpenAI 客户端
@@ -55,14 +56,14 @@ public class AiUtils {
             case SILICON_FLOW: // 复用 OpenAI 客户端
             case BAI_CHUAN: // 复用 OpenAI 客户端
                 return OpenAiChatOptions.builder().model(model).temperature(temperature).maxTokens(maxTokens)
-                        .toolNames(toolNames).build();
+                        .toolNames(toolNames).toolContext(toolContext).build();
             case AZURE_OPENAI:
                 // TODO 芋艿：貌似没 model 字段？？？！
                 return AzureOpenAiChatOptions.builder().deploymentName(model).temperature(temperature).maxTokens(maxTokens)
-                        .toolNames(toolNames).build();
+                        .toolNames(toolNames).toolContext(toolContext).build();
             case OLLAMA:
                 return OllamaOptions.builder().model(model).temperature(temperature).numPredict(maxTokens)
-                        .toolNames(toolNames).build();
+                        .toolNames(toolNames).toolContext(toolContext).build();
             default:
                 throw new IllegalArgumentException(StrUtil.format("未知平台({})", platform));
         }

From bce63cd04f985b7b3bfb350f2d8b1002ac8e22c5 Mon Sep 17 00:00:00 2001
From: Lesan <1960681385@qq.com>
Date: Tue, 29 Apr 2025 13:59:33 +0800
Subject: [PATCH 02/11] =?UTF-8?q?feat:=20=E5=AE=8C=E5=96=84AI=E5=B7=A5?=
 =?UTF-8?q?=E4=BD=9C=E6=B5=81=E8=BF=90=E8=A1=8C=E6=B5=8B=E8=AF=95(?=
 =?UTF-8?q?=E9=80=9A=E4=B9=89=E5=8D=83=E9=97=AE)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../ai/service/model/AiModelService.java      |  9 +++++++
 .../ai/service/model/AiModelServiceImpl.java  | 19 ++++++++++++++
 .../workflow/AiWorkflowServiceImpl.java       | 25 +++----------------
 3 files changed, 31 insertions(+), 22 deletions(-)

diff --git a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/model/AiModelService.java b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/model/AiModelService.java
index 127f72cc46..c0802b0fc3 100644
--- a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/model/AiModelService.java
+++ b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/model/AiModelService.java
@@ -6,6 +6,7 @@ import cn.iocoder.yudao.framework.common.pojo.PageResult;
 import cn.iocoder.yudao.module.ai.controller.admin.model.vo.model.AiModelPageReqVO;
 import cn.iocoder.yudao.module.ai.controller.admin.model.vo.model.AiModelSaveReqVO;
 import cn.iocoder.yudao.module.ai.dal.dataobject.model.AiModelDO;
+import dev.tinyflow.core.Tinyflow;
 import jakarta.validation.Valid;
 import org.springframework.ai.chat.model.ChatModel;
 import org.springframework.ai.image.ImageModel;
@@ -131,4 +132,12 @@ public interface AiModelService {
      */
     VectorStore getOrCreateVectorStore(Long id, Map<String, Class<?>> metadataFields);
 
+    /**
+     * 获取 Tinyflow 所需 LLm Provider
+     *
+     * @param tinyflow tinyflow
+     * @param modelId AI 模型 ID
+     */
+    void getLLmProvider4Tinyflow(Tinyflow tinyflow, Long modelId);
+
 }
diff --git a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/model/AiModelServiceImpl.java b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/model/AiModelServiceImpl.java
index b0e9e97172..a3f764c2eb 100644
--- a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/model/AiModelServiceImpl.java
+++ b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/model/AiModelServiceImpl.java
@@ -12,6 +12,9 @@ import cn.iocoder.yudao.module.ai.controller.admin.model.vo.model.AiModelSaveReq
 import cn.iocoder.yudao.module.ai.dal.dataobject.model.AiApiKeyDO;
 import cn.iocoder.yudao.module.ai.dal.dataobject.model.AiModelDO;
 import cn.iocoder.yudao.module.ai.dal.mysql.model.AiChatMapper;
+import com.agentsflex.llm.qwen.QwenLlm;
+import com.agentsflex.llm.qwen.QwenLlmConfig;
+import dev.tinyflow.core.Tinyflow;
 import jakarta.annotation.Resource;
 import org.springframework.ai.chat.model.ChatModel;
 import org.springframework.ai.embedding.EmbeddingModel;
@@ -168,4 +171,20 @@ public class AiModelServiceImpl implements AiModelService {
 //         return modelFactory.getOrCreateVectorStore(MilvusVectorStore.class, embeddingModel, metadataFields);
     }
 
+    @Override
+    public void getLLmProvider4Tinyflow(Tinyflow tinyflow, Long modelId) {
+        AiModelDO model = validateModel(modelId);
+        AiApiKeyDO apiKey = apiKeyService.validateApiKey(model.getKeyId());
+        AiPlatformEnum platform = AiPlatformEnum.validatePlatform(apiKey.getPlatform());
+        switch (platform) {
+            // TODO @lesan 考虑到未来不需要使用agents-flex 现在仅测试通义千问
+            case TONG_YI:
+                QwenLlmConfig qwenLlmConfig = new QwenLlmConfig();
+                qwenLlmConfig.setApiKey(apiKey.getApiKey());
+                qwenLlmConfig.setModel(model.getModel());
+                tinyflow.setLlmProvider(id -> new QwenLlm(qwenLlmConfig));
+                break;
+        }
+    }
+
 }
\ No newline at end of file
diff --git a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/workflow/AiWorkflowServiceImpl.java b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/workflow/AiWorkflowServiceImpl.java
index 70d28496c8..a7a477b655 100644
--- a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/workflow/AiWorkflowServiceImpl.java
+++ b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/workflow/AiWorkflowServiceImpl.java
@@ -7,10 +7,9 @@ import cn.iocoder.yudao.framework.common.util.object.BeanUtils;
 import cn.iocoder.yudao.module.ai.controller.admin.workflow.vo.AiWorkflowPageReqVO;
 import cn.iocoder.yudao.module.ai.controller.admin.workflow.vo.AiWorkflowSaveReqVO;
 import cn.iocoder.yudao.module.ai.controller.admin.workflow.vo.AiWorkflowTestReqVO;
-import cn.iocoder.yudao.module.ai.dal.dataobject.model.AiApiKeyDO;
 import cn.iocoder.yudao.module.ai.dal.dataobject.workflow.AiWorkflowDO;
 import cn.iocoder.yudao.module.ai.dal.mysql.workflow.AiWorkflowMapper;
-import cn.iocoder.yudao.module.ai.service.model.AiApiKeyService;
+import cn.iocoder.yudao.module.ai.service.model.AiModelService;
 import com.alibaba.fastjson.JSONArray;
 import com.alibaba.fastjson.JSONObject;
 import dev.tinyflow.core.Tinyflow;
@@ -37,7 +36,7 @@ public class AiWorkflowServiceImpl implements AiWorkflowService {
     private AiWorkflowMapper workflowMapper;
 
     @Resource
-    private AiApiKeyService apiKeyService;
+    private AiModelService apiModelService;
 
     @Override
     public Long createWorkflow(AiWorkflowSaveReqVO createReqVO) {
@@ -118,25 +117,7 @@ public class AiWorkflowServiceImpl implements AiWorkflowService {
             switch (node.getString("type")) {
                 case "llmNode":
                     JSONObject data = node.getJSONObject("data");
-                    AiApiKeyDO apiKey = apiKeyService.getApiKey(data.getLong("llmId"));
-                    switch (apiKey.getPlatform()) {
-                        // TODO @lesan 需要讨论一下这里怎么弄
-                        // TODO @lesan llmId 对应 model 的编号如何？这样的话，就是 apiModelService 提供一个获取 LLM 的方法。然后，创建的方法，也在 AiModelFactory 提供。可以先接个 deepseek 先。deepseek yyds！
-                        case "OpenAI":
-                            break;
-                        case "Ollama":
-                            break;
-                        case "YiYan":
-                            break;
-                        case "XingHuo":
-                            break;
-                        case "TongYi":
-                            break;
-                        case "DeepSeek":
-                            break;
-                        case "ZhiPu":
-                            break;
-                    }
+                    apiModelService.getLLmProvider4Tinyflow(tinyflow, data.getLong("llmId"));
                     break;
                 case "internalNode":
                     break;

From 282e87b17e0041d618b2592bb30a534754d05f21 Mon Sep 17 00:00:00 2001
From: YunaiV <zhijiantianya@gmail.com>
Date: Sat, 3 May 2025 16:10:37 +0800
Subject: [PATCH 03/11] =?UTF-8?q?fix=EF=BC=9A=E3=80=90AI=20=E5=A4=A7?=
 =?UTF-8?q?=E6=A8=A1=E5=9E=8B=E3=80=91=E5=86=99=E4=BD=9C=E6=97=B6=EF=BC=8C?=
 =?UTF-8?q?=E8=8E=B7=E5=8F=96=E8=81=8A=E5=A4=A9=E6=A8=A1=E5=9E=8B=E9=94=99?=
 =?UTF-8?q?=E8=AF=AF?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../yudao/module/ai/service/write/AiWriteServiceImpl.java       | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/write/AiWriteServiceImpl.java b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/write/AiWriteServiceImpl.java
index 787f8d2046..eab2cd65b1 100644
--- a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/write/AiWriteServiceImpl.java
+++ b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/write/AiWriteServiceImpl.java
@@ -76,7 +76,7 @@ public class AiWriteServiceImpl implements AiWriteService {
                 ? writeRole.getSystemMessage() : AiChatRoleEnum.AI_WRITE_ROLE.getSystemMessage();
         // 1.3 校验平台
         AiPlatformEnum platform = AiPlatformEnum.validatePlatform(model.getPlatform());
-        StreamingChatModel chatModel = modalService.getChatModel(model.getKeyId());
+        StreamingChatModel chatModel = modalService.getChatModel(model.getId());
 
         // 2. 插入写作信息
         AiWriteDO writeDO = BeanUtils.toBean(generateReqVO, AiWriteDO.class, write -> write.setUserId(userId)

From e11ee654ef567b87474192cbac00772aa7f2ad9c Mon Sep 17 00:00:00 2001
From: YunaiV <zhijiantianya@gmail.com>
Date: Sat, 3 May 2025 16:37:50 +0800
Subject: [PATCH 04/11] =?UTF-8?q?feat=EF=BC=9A=E3=80=90AI=20=E5=A4=A7?=
 =?UTF-8?q?=E6=A8=A1=E5=9E=8B=E3=80=91=E5=A2=9E=E5=8A=A0=20AI=20ToolContex?=
 =?UTF-8?q?t=20=E4=B8=8A=E4=B8=8B=E6=96=87?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../chat/AiChatMessageServiceImpl.java        | 21 ++----
 .../service/knowledge/AiKnowledgeService.java |  7 ++
 .../knowledge/AiKnowledgeServiceImpl.java     |  7 +-
 .../model/tool/UserIdQueryToolFunction.java   | 43 -----------
 .../tool/UserProfileQueryToolFunction.java    | 75 +++++++++++++++++++
 .../yudao-spring-boot-starter-ai/pom.xml      | 12 +++
 .../framework/ai/core/pojo/AiToolContext.java | 37 ---------
 .../yudao/framework/ai/core/util/AiUtils.java | 15 +++-
 8 files changed, 120 insertions(+), 97 deletions(-)
 delete mode 100644 yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/model/tool/UserIdQueryToolFunction.java
 create mode 100644 yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/model/tool/UserProfileQueryToolFunction.java
 delete mode 100644 yudao-module-ai/yudao-spring-boot-starter-ai/src/main/java/cn/iocoder/yudao/framework/ai/core/pojo/AiToolContext.java

diff --git a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/chat/AiChatMessageServiceImpl.java b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/chat/AiChatMessageServiceImpl.java
index 36dcaa999c..d11844a4b5 100644
--- a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/chat/AiChatMessageServiceImpl.java
+++ b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/chat/AiChatMessageServiceImpl.java
@@ -4,12 +4,10 @@ import cn.hutool.core.collection.CollUtil;
 import cn.hutool.core.util.ObjUtil;
 import cn.hutool.core.util.StrUtil;
 import cn.iocoder.yudao.framework.ai.core.enums.AiPlatformEnum;
-import cn.iocoder.yudao.framework.ai.core.pojo.AiToolContext;
 import cn.iocoder.yudao.framework.ai.core.util.AiUtils;
 import cn.iocoder.yudao.framework.common.pojo.CommonResult;
 import cn.iocoder.yudao.framework.common.pojo.PageResult;
 import cn.iocoder.yudao.framework.common.util.object.BeanUtils;
-import cn.iocoder.yudao.framework.security.core.util.SecurityFrameworkUtils;
 import cn.iocoder.yudao.framework.tenant.core.util.TenantUtils;
 import cn.iocoder.yudao.module.ai.controller.admin.chat.vo.message.AiChatMessagePageReqVO;
 import cn.iocoder.yudao.module.ai.controller.admin.chat.vo.message.AiChatMessageRespVO;
@@ -103,8 +101,7 @@ public class AiChatMessageServiceImpl implements AiChatMessageService {
         ChatModel chatModel = modalService.getChatModel(model.getId());
 
         // 2. 知识库找回
-        List<AiKnowledgeSegmentSearchRespBO> knowledgeSegments = recallKnowledgeSegment(sendReqVO.getContent(),
-                conversation);
+        List<AiKnowledgeSegmentSearchRespBO> knowledgeSegments = recallKnowledgeSegment(sendReqVO.getContent(), conversation);
 
         // 3. 插入 user 发送消息
         AiChatMessageDO userMessage = createChatMessage(conversation.getId(), null, model,
@@ -117,7 +114,7 @@ public class AiChatMessageServiceImpl implements AiChatMessageService {
                 knowledgeSegments);
 
         // 3.2 创建 chat 需要的 Prompt
-        Prompt prompt = buildPrompt(chatModel, conversation, historyMessages, knowledgeSegments, model, sendReqVO);
+        Prompt prompt = buildPrompt(conversation, historyMessages, knowledgeSegments, model, sendReqVO);
         ChatResponse chatResponse = chatModel.call(prompt);
 
         // 3.3 更新响应内容
@@ -166,7 +163,7 @@ public class AiChatMessageServiceImpl implements AiChatMessageService {
                 knowledgeSegments);
 
         // 4.2 构建 Prompt，并进行调用
-        Prompt prompt = buildPrompt(chatModel, conversation, historyMessages, knowledgeSegments, model, sendReqVO);
+        Prompt prompt = buildPrompt(conversation, historyMessages, knowledgeSegments, model, sendReqVO);
         Flux<ChatResponse> streamResponse = chatModel.stream(prompt);
 
         // 4.3 流式返回
@@ -222,9 +219,9 @@ public class AiChatMessageServiceImpl implements AiChatMessageService {
         return knowledgeSegments;
     }
 
-    private Prompt buildPrompt(StreamingChatModel chatModel, AiChatConversationDO conversation, List<AiChatMessageDO> messages,
-            List<AiKnowledgeSegmentSearchRespBO> knowledgeSegments,
-            AiModelDO model, AiChatMessageSendReqVO sendReqVO) {
+    private Prompt buildPrompt(AiChatConversationDO conversation, List<AiChatMessageDO> messages,
+                               List<AiKnowledgeSegmentSearchRespBO> knowledgeSegments,
+                               AiModelDO model, AiChatMessageSendReqVO sendReqVO) {
         List<Message> chatMessages = new ArrayList<>();
         // 1.1 System Context 角色设定
         if (StrUtil.isNotBlank(conversation.getSystemMessage())) {
@@ -254,11 +251,7 @@ public class AiChatMessageServiceImpl implements AiChatMessageService {
             AiChatRoleDO chatRole = chatRoleService.getChatRole(conversation.getRoleId());
             if (chatRole != null && CollUtil.isNotEmpty(chatRole.getToolIds())) {
                 toolNames = convertSet(toolService.getToolList(chatRole.getToolIds()), AiToolDO::getName);
-                // 2.1.1 构建 Function Calling 的上下文参数
-                toolContext = Map.of(
-                    AiToolContext.CONTEXT_KEY, new AiToolContext().setChatModel(chatModel).setUserId(SecurityFrameworkUtils.getLoginUserId())
-                    .setRoleId(conversation.getRoleId())
-                    .setConversationId(conversation.getId()));
+                toolContext = AiUtils.buildCommonToolContext();
             }
         }
         // 2.2 构建 ChatOptions 对象
diff --git a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/knowledge/AiKnowledgeService.java b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/knowledge/AiKnowledgeService.java
index 5336570d27..6c552a40f0 100644
--- a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/knowledge/AiKnowledgeService.java
+++ b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/knowledge/AiKnowledgeService.java
@@ -29,6 +29,13 @@ public interface AiKnowledgeService {
      */
     void updateKnowledge(AiKnowledgeSaveReqVO updateReqVO);
 
+    /**
+     * 删除知识库
+     *
+     * @param id 知识库编号
+     */
+    void deleteKnowledge(Long id);
+
     /**
      * 获得知识库
      *
diff --git a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/knowledge/AiKnowledgeServiceImpl.java b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/knowledge/AiKnowledgeServiceImpl.java
index 59afd7d7bc..3a4f60cfa7 100644
--- a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/knowledge/AiKnowledgeServiceImpl.java
+++ b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/knowledge/AiKnowledgeServiceImpl.java
@@ -1,13 +1,11 @@
 package cn.iocoder.yudao.module.ai.service.knowledge;
 
 import cn.hutool.core.util.ObjUtil;
-import cn.iocoder.yudao.framework.common.enums.CommonStatusEnum;
 import cn.iocoder.yudao.framework.common.pojo.PageResult;
 import cn.iocoder.yudao.framework.common.util.object.BeanUtils;
 import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.knowledge.AiKnowledgePageReqVO;
 import cn.iocoder.yudao.module.ai.controller.admin.knowledge.vo.knowledge.AiKnowledgeSaveReqVO;
 import cn.iocoder.yudao.module.ai.dal.dataobject.knowledge.AiKnowledgeDO;
-import cn.iocoder.yudao.module.ai.dal.dataobject.knowledge.AiKnowledgeDocumentDO;
 import cn.iocoder.yudao.module.ai.dal.dataobject.model.AiModelDO;
 import cn.iocoder.yudao.module.ai.dal.mysql.knowledge.AiKnowledgeMapper;
 import cn.iocoder.yudao.module.ai.service.model.AiModelService;
@@ -67,6 +65,11 @@ public class AiKnowledgeServiceImpl implements AiKnowledgeService {
         }
     }
 
+    @Override
+    public void deleteKnowledge(Long id) {
+
+    }
+
     @Override
     public AiKnowledgeDO getKnowledge(Long id) {
         return knowledgeMapper.selectById(id);
diff --git a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/model/tool/UserIdQueryToolFunction.java b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/model/tool/UserIdQueryToolFunction.java
deleted file mode 100644
index 380fdba414..0000000000
--- a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/model/tool/UserIdQueryToolFunction.java
+++ /dev/null
@@ -1,43 +0,0 @@
-package cn.iocoder.yudao.module.ai.service.model.tool;
-
-import cn.iocoder.yudao.framework.ai.core.pojo.AiToolContext;
-import com.fasterxml.jackson.annotation.JsonClassDescription;
-import lombok.AllArgsConstructor;
-import lombok.Data;
-import lombok.NoArgsConstructor;
-import org.springframework.ai.chat.model.ToolContext;
-import org.springframework.stereotype.Component;
-
-import java.util.function.BiFunction;
-
-/**
- * 工具：用户ID查询（上下文参数Demo）
- *
- * @author Ren
- */
-@Component("userid_query")
-public class UserIdQueryToolFunction
-        implements BiFunction<UserIdQueryToolFunction.Request, ToolContext, UserIdQueryToolFunction.Response> {
-
-    @Data
-    @JsonClassDescription("用户ID查询")
-    public static class Request { }
-
-    @Data
-    @AllArgsConstructor
-    @NoArgsConstructor
-    public static class Response {
-        /**
-         * 用户ID
-         */
-        private Long UserId;
-
-    }
-    @Override
-    public UserIdQueryToolFunction.Response apply(UserIdQueryToolFunction.Request request, ToolContext toolContext) {
-        // 获取当前登录用户
-        AiToolContext context = (AiToolContext) toolContext.getContext().get(AiToolContext.CONTEXT_KEY);
-
-        return new Response(context.getUserId());
-    }
-}
diff --git a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/model/tool/UserProfileQueryToolFunction.java b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/model/tool/UserProfileQueryToolFunction.java
new file mode 100644
index 0000000000..d8db05aeb6
--- /dev/null
+++ b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/model/tool/UserProfileQueryToolFunction.java
@@ -0,0 +1,75 @@
+package cn.iocoder.yudao.module.ai.service.model.tool;
+
+import cn.iocoder.yudao.framework.ai.core.util.AiUtils;
+import cn.iocoder.yudao.framework.common.util.object.BeanUtils;
+import cn.iocoder.yudao.framework.security.core.LoginUser;
+import cn.iocoder.yudao.framework.tenant.core.util.TenantUtils;
+import cn.iocoder.yudao.module.system.api.user.AdminUserApi;
+import cn.iocoder.yudao.module.system.api.user.dto.AdminUserRespDTO;
+import com.fasterxml.jackson.annotation.JsonClassDescription;
+import jakarta.annotation.Resource;
+import lombok.AllArgsConstructor;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+import org.springframework.ai.chat.model.ToolContext;
+import org.springframework.stereotype.Component;
+
+import java.util.function.BiFunction;
+
+/**
+ * 工具：当前用户信息查询
+ *
+ * 同时，也是展示 ToolContext 上下文的使用
+ *
+ * @author Ren
+ */
+@Component("user_profile_query")
+public class UserProfileQueryToolFunction
+        implements BiFunction<UserProfileQueryToolFunction.Request, ToolContext, UserProfileQueryToolFunction.Response> {
+
+    @Resource
+    private AdminUserApi adminUserApi;
+
+    @Data
+    @JsonClassDescription("当前用户信息查询")
+    public static class Request { }
+
+    @Data
+    @AllArgsConstructor
+    @NoArgsConstructor
+    public static class Response {
+
+        /**
+         * 用户ID
+         */
+        private Long id;
+        /**
+         * 用户昵称
+         */
+        private String nickname;
+
+        /**
+         * 手机号码
+         */
+        private String mobile;
+        /**
+         * 用户头像
+         */
+        private String avatar;
+
+    }
+
+    @Override
+    public UserProfileQueryToolFunction.Response apply(UserProfileQueryToolFunction.Request request, ToolContext toolContext) {
+        LoginUser loginUser = (LoginUser) toolContext.getContext().get(AiUtils.TOOL_CONTEXT_LOGIN_USER);
+        Long tenantId = (Long) toolContext.getContext().get(AiUtils.TOOL_CONTEXT_TENANT_ID);
+        if (loginUser == null | tenantId == null) {
+            return null;
+        }
+        return TenantUtils.execute(tenantId, () -> {
+            AdminUserRespDTO user = adminUserApi.getUser(loginUser.getId());
+            return BeanUtils.toBean(user, Response.class);
+        });
+    }
+
+}
diff --git a/yudao-module-ai/yudao-spring-boot-starter-ai/pom.xml b/yudao-module-ai/yudao-spring-boot-starter-ai/pom.xml
index ba1c923f79..1b04282613 100644
--- a/yudao-module-ai/yudao-spring-boot-starter-ai/pom.xml
+++ b/yudao-module-ai/yudao-spring-boot-starter-ai/pom.xml
@@ -24,6 +24,18 @@
             <artifactId>yudao-common</artifactId>
         </dependency>
 
+        <!-- 业务组件 -->
+        <dependency>
+            <groupId>cn.iocoder.boot</groupId>
+            <artifactId>yudao-spring-boot-starter-biz-tenant</artifactId>
+        </dependency>
+
+        <!-- Web 相关 -->
+        <dependency>
+            <groupId>cn.iocoder.boot</groupId>
+            <artifactId>yudao-spring-boot-starter-security</artifactId>
+        </dependency>
+
         <!-- Spring AI Model 模型接入 -->
         <dependency>
             <groupId>org.springframework.ai</groupId>
diff --git a/yudao-module-ai/yudao-spring-boot-starter-ai/src/main/java/cn/iocoder/yudao/framework/ai/core/pojo/AiToolContext.java b/yudao-module-ai/yudao-spring-boot-starter-ai/src/main/java/cn/iocoder/yudao/framework/ai/core/pojo/AiToolContext.java
deleted file mode 100644
index a0aa72f466..0000000000
--- a/yudao-module-ai/yudao-spring-boot-starter-ai/src/main/java/cn/iocoder/yudao/framework/ai/core/pojo/AiToolContext.java
+++ /dev/null
@@ -1,37 +0,0 @@
-package cn.iocoder.yudao.framework.ai.core.pojo;
-
-import lombok.AllArgsConstructor;
-import lombok.Data;
-import lombok.NoArgsConstructor;
-import org.springframework.ai.chat.model.ChatModel;
-import org.springframework.ai.chat.model.StreamingChatModel;
-
-/**
- * 工具上下文参数 DTO，让AI工具可以处理当前用户的相关信息
- *
- */
-@Data
-@NoArgsConstructor
-@AllArgsConstructor
-public class AiToolContext {
-    public static final String CONTEXT_KEY = "AI_TOOL_CONTEXT";
-    /**
-     * 用户ID
-     */
-    private Long userId;
-
-    /**
-     * 聊天模型
-     */
-    private StreamingChatModel chatModel;
-
-    /**
-     * 关联的聊天角色Id
-     */
-    private Long roleId;
-
-    /**
-     * 会话Id
-     */
-    private Long conversationId;
-}
\ No newline at end of file
diff --git a/yudao-module-ai/yudao-spring-boot-starter-ai/src/main/java/cn/iocoder/yudao/framework/ai/core/util/AiUtils.java b/yudao-module-ai/yudao-spring-boot-starter-ai/src/main/java/cn/iocoder/yudao/framework/ai/core/util/AiUtils.java
index 47577356be..10f15b7b32 100644
--- a/yudao-module-ai/yudao-spring-boot-starter-ai/src/main/java/cn/iocoder/yudao/framework/ai/core/util/AiUtils.java
+++ b/yudao-module-ai/yudao-spring-boot-starter-ai/src/main/java/cn/iocoder/yudao/framework/ai/core/util/AiUtils.java
@@ -3,6 +3,8 @@ package cn.iocoder.yudao.framework.ai.core.util;
 import cn.hutool.core.util.ObjUtil;
 import cn.hutool.core.util.StrUtil;
 import cn.iocoder.yudao.framework.ai.core.enums.AiPlatformEnum;
+import cn.iocoder.yudao.framework.security.core.util.SecurityFrameworkUtils;
+import cn.iocoder.yudao.framework.tenant.core.context.TenantContextHolder;
 import com.alibaba.cloud.ai.dashscope.chat.DashScopeChatOptions;
 import org.springframework.ai.azure.openai.AzureOpenAiChatOptions;
 import org.springframework.ai.chat.messages.*;
@@ -15,6 +17,7 @@ import org.springframework.ai.qianfan.QianFanChatOptions;
 import org.springframework.ai.zhipuai.ZhiPuAiChatOptions;
 
 import java.util.Collections;
+import java.util.HashMap;
 import java.util.Map;
 import java.util.Set;
 
@@ -25,8 +28,11 @@ import java.util.Set;
  */
 public class AiUtils {
 
+    public static final String TOOL_CONTEXT_LOGIN_USER = "LOGIN_USER";
+    public static final String TOOL_CONTEXT_TENANT_ID = "TENANT_ID";
+
     public static ChatOptions buildChatOptions(AiPlatformEnum platform, String model, Double temperature, Integer maxTokens) {
-        return buildChatOptions(platform, model, temperature, maxTokens, null, Map.of());
+        return buildChatOptions(platform, model, temperature, maxTokens, null, null);
     }
 
     public static ChatOptions buildChatOptions(AiPlatformEnum platform, String model, Double temperature, Integer maxTokens,
@@ -85,4 +91,11 @@ public class AiUtils {
         throw new IllegalArgumentException(StrUtil.format("未知消息类型({})", type));
     }
 
+    public static Map<String, Object> buildCommonToolContext() {
+        Map<String, Object> context = new HashMap<>();
+        context.put(TOOL_CONTEXT_LOGIN_USER, SecurityFrameworkUtils.getLoginUser());
+        context.put(TOOL_CONTEXT_TENANT_ID, TenantContextHolder.getTenantId());
+        return context;
+    }
+
 }
\ No newline at end of file

From 3e8596ee4b0eb0f96cbcb70df333392ca5cb0713 Mon Sep 17 00:00:00 2001
From: YunaiV <zhijiantianya@gmail.com>
Date: Sat, 3 May 2025 16:51:17 +0800
Subject: [PATCH 05/11] =?UTF-8?q?feat=EF=BC=9A=E3=80=90AI=20=E5=A4=A7?=
 =?UTF-8?q?=E6=A8=A1=E5=9E=8B=E3=80=91=E5=A2=9E=E5=8A=A0=E7=9F=A5=E8=AF=86?=
 =?UTF-8?q?=E5=BA=93=E7=9A=84=E5=88=A0=E9=99=A4=E5=8A=9F=E8=83=BD?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../knowledge/AiKnowledgeController.java      |  9 +++++++++
 .../knowledge/AiKnowledgeDocumentMapper.java  |  4 ++++
 .../knowledge/AiKnowledgeDocumentService.java | 15 ++++++++++++++
 .../AiKnowledgeDocumentServiceImpl.java       | 20 +++++++++++++++++++
 .../knowledge/AiKnowledgeServiceImpl.java     | 18 ++++++++++++++---
 5 files changed, 63 insertions(+), 3 deletions(-)

diff --git a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/controller/admin/knowledge/AiKnowledgeController.java b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/controller/admin/knowledge/AiKnowledgeController.java
index c6e31f0e8d..b9daa95135 100644
--- a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/controller/admin/knowledge/AiKnowledgeController.java
+++ b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/controller/admin/knowledge/AiKnowledgeController.java
@@ -63,6 +63,15 @@ public class AiKnowledgeController {
         knowledgeService.updateKnowledge(updateReqVO);
         return success(true);
     }
+    
+    @DeleteMapping("/delete")
+    @Operation(summary = "删除知识库")
+    @Parameter(name = "id", description = "编号", required = true, example = "1024")
+    @PreAuthorize("@ss.hasPermission('ai:knowledge:delete')")
+    public CommonResult<Boolean> deleteKnowledge(@RequestParam("id") Long id) {
+        knowledgeService.deleteKnowledge(id);
+        return success(true);
+    }
 
     @GetMapping("/simple-list")
     @Operation(summary = "获得知识库的精简列表")
diff --git a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/dal/mysql/knowledge/AiKnowledgeDocumentMapper.java b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/dal/mysql/knowledge/AiKnowledgeDocumentMapper.java
index 11a76cc57b..55f04bb328 100644
--- a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/dal/mysql/knowledge/AiKnowledgeDocumentMapper.java
+++ b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/dal/mysql/knowledge/AiKnowledgeDocumentMapper.java
@@ -36,4 +36,8 @@ public interface AiKnowledgeDocumentMapper extends BaseMapperX<AiKnowledgeDocume
         return selectList(AiKnowledgeDocumentDO::getStatus, status);
     }
 
+    default List<AiKnowledgeDocumentDO> selectListByKnowledgeId(Long knowledgeId) {
+        return selectList(AiKnowledgeDocumentDO::getKnowledgeId, knowledgeId);
+    }
+
 }
diff --git a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/knowledge/AiKnowledgeDocumentService.java b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/knowledge/AiKnowledgeDocumentService.java
index 8ff137b331..3ffd47a510 100644
--- a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/knowledge/AiKnowledgeDocumentService.java
+++ b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/knowledge/AiKnowledgeDocumentService.java
@@ -81,6 +81,13 @@ public interface AiKnowledgeDocumentService {
      */
     void deleteKnowledgeDocument(Long id);
 
+    /**
+     * 根据知识库编号，批量删除文档
+     *
+     * @param knowledgeId 知识库编号
+     */
+    void deleteKnowledgeDocumentByKnowledgeId(Long knowledgeId);
+
     /**
      * 校验文档是否存在
      *
@@ -105,6 +112,14 @@ public interface AiKnowledgeDocumentService {
      */
     List<AiKnowledgeDocumentDO> getKnowledgeDocumentList(Collection<Long> ids);
 
+    /**
+     * 根据知识库编号获取文档列表
+     *
+     * @param knowledgeId 知识库编号
+     * @return 文档列表
+     */
+    List<AiKnowledgeDocumentDO> getKnowledgeDocumentListByKnowledgeId(Long knowledgeId);
+
     /**
      * 获取文档 Map
      *
diff --git a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/knowledge/AiKnowledgeDocumentServiceImpl.java b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/knowledge/AiKnowledgeDocumentServiceImpl.java
index 2d78f94f34..c03d35f064 100644
--- a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/knowledge/AiKnowledgeDocumentServiceImpl.java
+++ b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/knowledge/AiKnowledgeDocumentServiceImpl.java
@@ -211,4 +211,24 @@ public class AiKnowledgeDocumentServiceImpl implements AiKnowledgeDocumentServic
         return knowledgeDocumentMapper.selectBatchIds(ids);
     }
 
+    @Override
+    public List<AiKnowledgeDocumentDO> getKnowledgeDocumentListByKnowledgeId(Long knowledgeId) {
+        return knowledgeDocumentMapper.selectListByKnowledgeId(knowledgeId);
+    }
+
+    @Override
+    @Transactional(rollbackFor = Exception.class)
+    public void deleteKnowledgeDocumentByKnowledgeId(Long knowledgeId) {
+        // 1. 获取该知识库下的所有文档
+        List<AiKnowledgeDocumentDO> documents = knowledgeDocumentMapper.selectListByKnowledgeId(knowledgeId);
+        if (CollUtil.isEmpty(documents)) {
+            return;
+        }
+
+        // 2. 逐个删除文档及其对应的段落
+        for (AiKnowledgeDocumentDO document : documents) {
+            deleteKnowledgeDocument(document.getId());
+        }
+    }
+
 }
diff --git a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/knowledge/AiKnowledgeServiceImpl.java b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/knowledge/AiKnowledgeServiceImpl.java
index 3a4f60cfa7..75b9943a8c 100644
--- a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/knowledge/AiKnowledgeServiceImpl.java
+++ b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/knowledge/AiKnowledgeServiceImpl.java
@@ -12,6 +12,7 @@ import cn.iocoder.yudao.module.ai.service.model.AiModelService;
 import jakarta.annotation.Resource;
 import lombok.extern.slf4j.Slf4j;
 import org.springframework.stereotype.Service;
+import org.springframework.transaction.annotation.Transactional;
 
 import java.util.List;
 
@@ -34,6 +35,8 @@ public class AiKnowledgeServiceImpl implements AiKnowledgeService {
     private AiModelService modelService;
     @Resource
     private AiKnowledgeSegmentService knowledgeSegmentService;
+    @Resource
+    private AiKnowledgeDocumentService knowledgeDocumentService;
 
     @Override
     public Long createKnowledge(AiKnowledgeSaveReqVO createReqVO) {
@@ -66,8 +69,17 @@ public class AiKnowledgeServiceImpl implements AiKnowledgeService {
     }
 
     @Override
+    @Transactional(rollbackFor = Exception.class)
     public void deleteKnowledge(Long id) {
+        // 1. 校验存在
+        validateKnowledgeExists(id);
 
+        // 2. 删除知识库下的所有文档及段落
+        knowledgeDocumentService.deleteKnowledgeDocumentByKnowledgeId(id);
+
+        // 3. 删除知识库
+        // 特殊：知识库需要最后删除，不然相关的配置会找不到
+        knowledgeMapper.deleteById(id);
     }
 
     @Override
@@ -77,11 +89,11 @@ public class AiKnowledgeServiceImpl implements AiKnowledgeService {
 
     @Override
     public AiKnowledgeDO validateKnowledgeExists(Long id) {
-        AiKnowledgeDO knowledgeBase = knowledgeMapper.selectById(id);
-        if (knowledgeBase == null) {
+        AiKnowledgeDO knowledge = knowledgeMapper.selectById(id);
+        if (knowledge == null) {
             throw exception(KNOWLEDGE_NOT_EXISTS);
         }
-        return knowledgeBase;
+        return knowledge;
     }
 
     @Override

From 04b8aa04222d6fbe516c657221b3532c4146c480 Mon Sep 17 00:00:00 2001
From: YunaiV <zhijiantianya@gmail.com>
Date: Sat, 3 May 2025 18:09:28 +0800
Subject: [PATCH 06/11] =?UTF-8?q?reactor=EF=BC=9A=E3=80=90AI=20=E5=A4=A7?=
 =?UTF-8?q?=E6=A8=A1=E5=9E=8B=E3=80=91=E4=BC=98=E5=8C=96=E6=B6=88=E6=81=AF?=
 =?UTF-8?q?=E5=8F=91=E9=80=81=E5=90=8E=EF=BC=8C=E8=AF=BB=E5=8F=96=E6=96=87?=
 =?UTF-8?q?=E6=A1=A3=E7=9A=84=E9=80=BB=E8=BE=91=EF=BC=8C=E9=81=BF=E5=85=8D?=
 =?UTF-8?q?=20N=20=E6=AC=A1=E8=AF=BB=E5=8F=96?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../knowledge/AiKnowledgeSegmentMapper.java   |  4 ++--
 .../chat/AiChatMessageServiceImpl.java        | 21 ++++++++++---------
 .../knowledge/AiKnowledgeDocumentService.java |  7 -------
 .../AiKnowledgeDocumentServiceImpl.java       |  8 -------
 4 files changed, 13 insertions(+), 27 deletions(-)

diff --git a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/dal/mysql/knowledge/AiKnowledgeSegmentMapper.java b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/dal/mysql/knowledge/AiKnowledgeSegmentMapper.java
index 00bacd9665..1b9ca867f5 100644
--- a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/dal/mysql/knowledge/AiKnowledgeSegmentMapper.java
+++ b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/dal/mysql/knowledge/AiKnowledgeSegmentMapper.java
@@ -30,9 +30,9 @@ public interface AiKnowledgeSegmentMapper extends BaseMapperX<AiKnowledgeSegment
                 .orderByDesc(AiKnowledgeSegmentDO::getId));
     }
 
-    default List<AiKnowledgeSegmentDO> selectListByVectorIds(List<String> vectorIdList) {
+    default List<AiKnowledgeSegmentDO> selectListByVectorIds(List<String> vectorIds) {
         return selectList(new LambdaQueryWrapperX<AiKnowledgeSegmentDO>()
-                .in(AiKnowledgeSegmentDO::getVectorId, vectorIdList)
+                .in(AiKnowledgeSegmentDO::getVectorId, vectorIds)
                 .orderByDesc(AiKnowledgeSegmentDO::getId));
     }
 
diff --git a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/chat/AiChatMessageServiceImpl.java b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/chat/AiChatMessageServiceImpl.java
index d11844a4b5..672a3ae0c9 100644
--- a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/chat/AiChatMessageServiceImpl.java
+++ b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/chat/AiChatMessageServiceImpl.java
@@ -121,11 +121,11 @@ public class AiChatMessageServiceImpl implements AiChatMessageService {
         String newContent = chatResponse.getResult().getOutput().getText();
         chatMessageMapper.updateById(new AiChatMessageDO().setId(assistantMessage.getId()).setContent(newContent));
         // 3.4 响应结果
+        Map<Long, AiKnowledgeDocumentDO> documentMap = knowledgeDocumentService.getKnowledgeDocumentMap(
+                convertSet(knowledgeSegments, AiKnowledgeSegmentSearchRespBO::getDocumentId));
         List<AiChatMessageRespVO.KnowledgeSegment> segments = BeanUtils.toBean(knowledgeSegments,
-                AiChatMessageRespVO.KnowledgeSegment.class,
-                segment -> {
-                    AiKnowledgeDocumentDO document = knowledgeDocumentService
-                            .getKnowledgeDocument(segment.getDocumentId());
+                AiChatMessageRespVO.KnowledgeSegment.class, segment -> {
+                    AiKnowledgeDocumentDO document = documentMap.get(segment.getDocumentId());
                     segment.setDocumentName(document != null ? document.getName() : null);
                 });
         return new AiChatMessageSendRespVO()
@@ -172,12 +172,13 @@ public class AiChatMessageServiceImpl implements AiChatMessageService {
             // 处理知识库的返回，只有首次才有
             List<AiChatMessageRespVO.KnowledgeSegment> segments = null;
             if (StrUtil.isEmpty(contentBuffer)) {
-                segments = BeanUtils.toBean(knowledgeSegments, AiChatMessageRespVO.KnowledgeSegment.class,
-                        segment -> TenantUtils.executeIgnore(() -> {
-                            AiKnowledgeDocumentDO document = knowledgeDocumentService
-                                    .getKnowledgeDocument(segment.getDocumentId());
-                            segment.setDocumentName(document != null ? document.getName() : null);
-                        }));
+                Map<Long, AiKnowledgeDocumentDO> documentMap = TenantUtils.executeIgnore(() ->
+                        knowledgeDocumentService.getKnowledgeDocumentMap(
+                                convertSet(knowledgeSegments, AiKnowledgeSegmentSearchRespBO::getDocumentId)));
+                segments = BeanUtils.toBean(knowledgeSegments, AiChatMessageRespVO.KnowledgeSegment.class, segment ->  {
+                    AiKnowledgeDocumentDO document = documentMap.get(segment.getDocumentId());
+                    segment.setDocumentName(document != null ? document.getName() : null);
+                });
             }
             // 响应结果
             String newContent = chunk.getResult() != null ? chunk.getResult().getOutput().getText() : null;
diff --git a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/knowledge/AiKnowledgeDocumentService.java b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/knowledge/AiKnowledgeDocumentService.java
index 3ffd47a510..66155d7727 100644
--- a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/knowledge/AiKnowledgeDocumentService.java
+++ b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/knowledge/AiKnowledgeDocumentService.java
@@ -67,13 +67,6 @@ public interface AiKnowledgeDocumentService {
      */
     void updateKnowledgeDocumentStatus(AiKnowledgeDocumentUpdateStatusReqVO reqVO);
 
-    /**
-     * 更新文档检索次数（增加 +1）
-     *
-     * @param ids 文档编号列表
-     */
-    void updateKnowledgeDocumentRetrievalCountIncr(Collection<Long> ids);
-
     /**
      * 删除文档
      *
diff --git a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/knowledge/AiKnowledgeDocumentServiceImpl.java b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/knowledge/AiKnowledgeDocumentServiceImpl.java
index c03d35f064..7de51ca0f2 100644
--- a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/knowledge/AiKnowledgeDocumentServiceImpl.java
+++ b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/knowledge/AiKnowledgeDocumentServiceImpl.java
@@ -161,14 +161,6 @@ public class AiKnowledgeDocumentServiceImpl implements AiKnowledgeDocumentServic
         knowledgeSegmentService.deleteKnowledgeSegmentByDocumentId(id);
     }
 
-    @Override
-    public void updateKnowledgeDocumentRetrievalCountIncr(Collection<Long> ids) {
-        if (CollUtil.isEmpty(ids)) {
-            return;
-        }
-        knowledgeDocumentMapper.updateRetrievalCountIncr(ids);
-    }
-
     @Override
     public AiKnowledgeDocumentDO validateKnowledgeDocumentExists(Long id) {
         AiKnowledgeDocumentDO knowledgeDocument = knowledgeDocumentMapper.selectById(id);

From 8b958cdc9b77d7b4f2fc67967329491c006951e1 Mon Sep 17 00:00:00 2001
From: YunaiV <zhijiantianya@gmail.com>
Date: Sat, 3 May 2025 19:50:29 +0800
Subject: [PATCH 07/11] =?UTF-8?q?feat=EF=BC=9A=E3=80=90AI=20=E5=A4=A7?=
 =?UTF-8?q?=E6=A8=A1=E5=9E=8B=E3=80=91=E5=B7=A5=E4=BD=9C=E6=B5=81=E5=A2=9E?=
 =?UTF-8?q?=E5=8A=A0=20OLLAMA=20=E7=9A=84=E6=8E=A5=E5=85=A5?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../admin/workflow/AiWorkflowController.http  | 12 ++++
 .../workflow/vo/AiWorkflowTestReqVO.java      | 14 +++-
 .../ai/service/model/AiModelService.java      |  2 +-
 .../ai/service/model/AiModelServiceImpl.java  | 11 ++++
 .../workflow/AiWorkflowServiceImpl.java       | 65 +++++++++++--------
 5 files changed, 74 insertions(+), 30 deletions(-)
 create mode 100644 yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/controller/admin/workflow/AiWorkflowController.http

diff --git a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/controller/admin/workflow/AiWorkflowController.http b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/controller/admin/workflow/AiWorkflowController.http
new file mode 100644
index 0000000000..8dc1b0c0f7
--- /dev/null
+++ b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/controller/admin/workflow/AiWorkflowController.http
@@ -0,0 +1,12 @@
+### 测试 AI 工作流
+POST {{baseUrl}}/ai/workflow/test
+Content-Type: application/json
+Authorization: {{token}}
+tenant-id: {{adminTenantId}}
+
+{
+  "id": 4,
+  "params": {
+    "message": "1 + 1 = ?"
+  }
+}
\ No newline at end of file
diff --git a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/controller/admin/workflow/vo/AiWorkflowTestReqVO.java b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/controller/admin/workflow/vo/AiWorkflowTestReqVO.java
index 4dc509e89d..37b455cc03 100644
--- a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/controller/admin/workflow/vo/AiWorkflowTestReqVO.java
+++ b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/controller/admin/workflow/vo/AiWorkflowTestReqVO.java
@@ -1,7 +1,8 @@
 package cn.iocoder.yudao.module.ai.controller.admin.workflow.vo;
 
+import cn.hutool.core.util.StrUtil;
 import io.swagger.v3.oas.annotations.media.Schema;
-import jakarta.validation.constraints.NotEmpty;
+import jakarta.validation.constraints.AssertTrue;
 import lombok.Data;
 
 import java.util.Map;
@@ -10,11 +11,18 @@ import java.util.Map;
 @Data
 public class AiWorkflowTestReqVO {
 
-    @Schema(description = "工作流模型", requiredMode = Schema.RequiredMode.REQUIRED, example = "{}")
-    @NotEmpty(message = "工作流模型不能为空")
+    @Schema(description = "工作流编号", example = "1024")
+    private Long id;
+
+    @Schema(description = "工作流模型", example = "{}")
     private String graph;
 
     @Schema(description = "参数", requiredMode = Schema.RequiredMode.REQUIRED, example = "{}")
     private Map<String, Object> params;
 
+    @AssertTrue(message = "工作流或模型，必须传递一个")
+    public boolean isGraphValid() {
+        return id != null || StrUtil.isNotEmpty(graph);
+    }
+
 }
diff --git a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/model/AiModelService.java b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/model/AiModelService.java
index c0802b0fc3..1b5aabbc51 100644
--- a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/model/AiModelService.java
+++ b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/model/AiModelService.java
@@ -133,7 +133,7 @@ public interface AiModelService {
     VectorStore getOrCreateVectorStore(Long id, Map<String, Class<?>> metadataFields);
 
     /**
-     * 获取 Tinyflow 所需 LLm Provider
+     * 获取 TinyFlow 所需 LLm Provider
      *
      * @param tinyflow tinyflow
      * @param modelId AI 模型 ID
diff --git a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/model/AiModelServiceImpl.java b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/model/AiModelServiceImpl.java
index a3f764c2eb..3c7c3a952d 100644
--- a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/model/AiModelServiceImpl.java
+++ b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/model/AiModelServiceImpl.java
@@ -12,6 +12,8 @@ import cn.iocoder.yudao.module.ai.controller.admin.model.vo.model.AiModelSaveReq
 import cn.iocoder.yudao.module.ai.dal.dataobject.model.AiApiKeyDO;
 import cn.iocoder.yudao.module.ai.dal.dataobject.model.AiModelDO;
 import cn.iocoder.yudao.module.ai.dal.mysql.model.AiChatMapper;
+import com.agentsflex.llm.ollama.OllamaLlm;
+import com.agentsflex.llm.ollama.OllamaLlmConfig;
 import com.agentsflex.llm.qwen.QwenLlm;
 import com.agentsflex.llm.qwen.QwenLlmConfig;
 import dev.tinyflow.core.Tinyflow;
@@ -171,6 +173,7 @@ public class AiModelServiceImpl implements AiModelService {
 //         return modelFactory.getOrCreateVectorStore(MilvusVectorStore.class, embeddingModel, metadataFields);
     }
 
+    // TODO @lesan：是不是返回 Llm 对象会好点哈？
     @Override
     public void getLLmProvider4Tinyflow(Tinyflow tinyflow, Long modelId) {
         AiModelDO model = validateModel(modelId);
@@ -178,12 +181,20 @@ public class AiModelServiceImpl implements AiModelService {
         AiPlatformEnum platform = AiPlatformEnum.validatePlatform(apiKey.getPlatform());
         switch (platform) {
             // TODO @lesan 考虑到未来不需要使用agents-flex 现在仅测试通义千问
+            // TODO @lesan：【重要】是不是可以实现一个 SpringAiLlm，这样的话，内部全部用它就好了。只实现 chat 部分；这样，就把 flex 作为一个 agent 框架，内部调用，还是 spring ai 相关的。成本可能低一点？！
             case TONG_YI:
                 QwenLlmConfig qwenLlmConfig = new QwenLlmConfig();
                 qwenLlmConfig.setApiKey(apiKey.getApiKey());
                 qwenLlmConfig.setModel(model.getModel());
+                // TODO @lesan：这个有点奇怪。。。如果一个链式里，有多个模型，咋整呀。。。
                 tinyflow.setLlmProvider(id -> new QwenLlm(qwenLlmConfig));
                 break;
+            case OLLAMA:
+                OllamaLlmConfig ollamaLlmConfig = new OllamaLlmConfig();
+                ollamaLlmConfig.setEndpoint(apiKey.getUrl());
+                ollamaLlmConfig.setModel(model.getModel());
+                tinyflow.setLlmProvider(id -> new OllamaLlm(ollamaLlmConfig));
+                break;
         }
     }
 
diff --git a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/workflow/AiWorkflowServiceImpl.java b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/workflow/AiWorkflowServiceImpl.java
index a7a477b655..ac16e8755e 100644
--- a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/workflow/AiWorkflowServiceImpl.java
+++ b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/service/workflow/AiWorkflowServiceImpl.java
@@ -40,7 +40,10 @@ public class AiWorkflowServiceImpl implements AiWorkflowService {
 
     @Override
     public Long createWorkflow(AiWorkflowSaveReqVO createReqVO) {
-        validateWorkflowForCreateOrUpdate(null, createReqVO.getCode());
+        // 1. 参数校验
+        validateCodeUnique(null, createReqVO.getCode());
+
+        // 2. 插入工作流配置
         AiWorkflowDO workflow = BeanUtils.toBean(createReqVO, AiWorkflowDO.class);
         workflowMapper.insert(workflow);
         return workflow.getId();
@@ -48,47 +51,33 @@ public class AiWorkflowServiceImpl implements AiWorkflowService {
 
     @Override
     public void updateWorkflow(AiWorkflowSaveReqVO updateReqVO) {
-        validateWorkflowForCreateOrUpdate(updateReqVO.getId(), updateReqVO.getCode());
+        // 1. 参数校验
+        validateWorkflowExists(updateReqVO.getId());
+        validateCodeUnique(updateReqVO.getId(), updateReqVO.getCode());
+
+        // 2. 更新工作流配置
         AiWorkflowDO workflow = BeanUtils.toBean(updateReqVO, AiWorkflowDO.class);
         workflowMapper.updateById(workflow);
     }
 
     @Override
     public void deleteWorkflow(Long id) {
+        // 1. 校验存在
         validateWorkflowExists(id);
+
+        // 2. 删除工作流配置
         workflowMapper.deleteById(id);
     }
 
-    @Override
-    public AiWorkflowDO getWorkflow(Long id) {
-        return workflowMapper.selectById(id);
-    }
-
-    @Override
-    public PageResult<AiWorkflowDO> getWorkflowPage(AiWorkflowPageReqVO pageReqVO) {
-        return workflowMapper.selectPage(pageReqVO);
-    }
-
-    @Override
-    public Object testWorkflow(AiWorkflowTestReqVO testReqVO) {
-        Map<String, Object> variables = testReqVO.getParams();
-        Tinyflow tinyflow = parseFlowParam(testReqVO.getGraph());
-        return tinyflow.toChain().executeForResult(variables);
-    }
-
-    private void validateWorkflowForCreateOrUpdate(Long id, String code) {
-        validateWorkflowExists(id);
-        validateCodeUnique(id, code);
-    }
-
-    private void validateWorkflowExists(Long id) {
+    private AiWorkflowDO validateWorkflowExists(Long id) {
         if (ObjUtil.isNull(id)) {
-            return;
+            throw exception(WORKFLOW_NOT_EXISTS);
         }
         AiWorkflowDO workflow = workflowMapper.selectById(id);
         if (ObjUtil.isNull(workflow)) {
             throw exception(WORKFLOW_NOT_EXISTS);
         }
+        return workflow;
     }
 
     private void validateCodeUnique(Long id, String code) {
@@ -107,6 +96,30 @@ public class AiWorkflowServiceImpl implements AiWorkflowService {
         }
     }
 
+    @Override
+    public AiWorkflowDO getWorkflow(Long id) {
+        return workflowMapper.selectById(id);
+    }
+
+    @Override
+    public PageResult<AiWorkflowDO> getWorkflowPage(AiWorkflowPageReqVO pageReqVO) {
+        return workflowMapper.selectPage(pageReqVO);
+    }
+
+    @Override
+    public Object testWorkflow(AiWorkflowTestReqVO testReqVO) {
+        // 加载 graph
+        String graph = testReqVO.getGraph() != null ? testReqVO.getGraph()
+                : validateWorkflowExists(testReqVO.getId()).getGraph();
+
+        // 构建 TinyFlow 执行链
+        Tinyflow tinyflow = parseFlowParam(graph);
+
+        // 执行
+        Map<String, Object> variables = testReqVO.getParams();
+        return tinyflow.toChain().executeForResult(variables);
+    }
+
     private Tinyflow parseFlowParam(String graph) {
         // TODO @lesan：可以使用 jackson 哇？
         JSONObject json = JSONObject.parseObject(graph);

From 50f86f1e0a678f3bb335814157575e165e75fc10 Mon Sep 17 00:00:00 2001
From: YunaiV <zhijiantianya@gmail.com>
Date: Sat, 3 May 2025 20:05:20 +0800
Subject: [PATCH 08/11] =?UTF-8?q?fix=EF=BC=9A=E3=80=90AI=20=E5=A4=A7?=
 =?UTF-8?q?=E6=A8=A1=E5=9E=8B=E3=80=91logback=20=E5=92=8C=20slf4j-simple?=
 =?UTF-8?q?=20=E7=9A=84=E6=97=A5=E5=BF=97=E5=86=B2=E7=AA=81?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../yudao-spring-boot-starter-ai/pom.xml      | 26 ++++++++++++++++++-
 1 file changed, 25 insertions(+), 1 deletion(-)

diff --git a/yudao-module-ai/yudao-spring-boot-starter-ai/pom.xml b/yudao-module-ai/yudao-spring-boot-starter-ai/pom.xml
index 1b04282613..a3d681fd7c 100644
--- a/yudao-module-ai/yudao-spring-boot-starter-ai/pom.xml
+++ b/yudao-module-ai/yudao-spring-boot-starter-ai/pom.xml
@@ -15,7 +15,7 @@
     <description>AI 大模型拓展，接入国内外大模型</description>
     <properties>
         <spring-ai.version>1.0.0-M6</spring-ai.version>
-        <tinyflow.version>1.0.0-rc.3</tinyflow.version>
+        <tinyflow.version>1.0.2</tinyflow.version>
     </properties>
 
     <dependencies>
@@ -110,6 +110,13 @@
             <groupId>org.springframework.ai</groupId>
             <artifactId>spring-ai-milvus-store</artifactId>
             <version>${spring-ai.version}</version>
+            <exclusions>
+                <!-- 解决和 logback 的日志冲突 -->
+                <exclusion>
+                    <groupId>org.slf4j</groupId>
+                    <artifactId>slf4j-reload4j</artifactId>
+                </exclusion>
+            </exclusions>
         </dependency>
 
         <dependency>
@@ -136,6 +143,10 @@
             <artifactId>tinyflow-java-core</artifactId>
             <version>${tinyflow.version}</version>
             <exclusions>
+                <exclusion>
+                    <groupId>com.jfinal</groupId>
+                    <artifactId>enjoy</artifactId>
+                </exclusion>
                 <exclusion>
                     <!-- 解决 https://gitee.com/zhijiantianya/ruoyi-vue-pro/pulls/1318/ 问题 -->
                     <groupId>com.agentsflex</groupId>
@@ -146,6 +157,19 @@
                     <groupId>org.codehaus.groovy</groupId>
                     <artifactId>groovy-all</artifactId>
                 </exclusion>
+                <!-- 解决和 logback 的日志冲突 -->
+                <exclusion>
+                    <groupId>org.slf4j</groupId>
+                    <artifactId>slf4j-simple</artifactId>
+                </exclusion>
+                <exclusion>
+                    <groupId>org.apache.logging.log4j</groupId>
+                    <artifactId>log4j-slf4j-impl</artifactId>
+                </exclusion>
+                <exclusion>
+                    <groupId>org.slf4j</groupId>
+                    <artifactId>slf4j-reload4j</artifactId>
+                </exclusion>
             </exclusions>
         </dependency>
 

From b66a75322660daa54e3b3552b6ea574c4126332a Mon Sep 17 00:00:00 2001
From: YunaiV <zhijiantianya@gmail.com>
Date: Sat, 3 May 2025 21:56:31 +0800
Subject: [PATCH 09/11] =?UTF-8?q?feat=EF=BC=9A=E3=80=90AI=20=E5=A4=A7?=
 =?UTF-8?q?=E6=A8=A1=E5=9E=8B=E3=80=91=E6=96=B0=E5=A2=9E=20Coze=20?=
 =?UTF-8?q?=E6=99=BA=E8=83=BD=E4=BD=93=E7=9A=84=E6=8E=A5=E5=85=A5?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../framework/ai/chat/CozeChatModelTests.java | 63 +++++++++++++++++++
 1 file changed, 63 insertions(+)
 create mode 100644 yudao-module-ai/yudao-spring-boot-starter-ai/src/test/java/cn/iocoder/yudao/framework/ai/chat/CozeChatModelTests.java

diff --git a/yudao-module-ai/yudao-spring-boot-starter-ai/src/test/java/cn/iocoder/yudao/framework/ai/chat/CozeChatModelTests.java b/yudao-module-ai/yudao-spring-boot-starter-ai/src/test/java/cn/iocoder/yudao/framework/ai/chat/CozeChatModelTests.java
new file mode 100644
index 0000000000..11f7dd60e7
--- /dev/null
+++ b/yudao-module-ai/yudao-spring-boot-starter-ai/src/test/java/cn/iocoder/yudao/framework/ai/chat/CozeChatModelTests.java
@@ -0,0 +1,63 @@
+package cn.iocoder.yudao.framework.ai.chat;
+
+import org.junit.jupiter.api.Disabled;
+import org.junit.jupiter.api.Test;
+import org.springframework.ai.chat.messages.Message;
+import org.springframework.ai.chat.messages.SystemMessage;
+import org.springframework.ai.chat.messages.UserMessage;
+import org.springframework.ai.chat.model.ChatResponse;
+import org.springframework.ai.chat.prompt.Prompt;
+import org.springframework.ai.openai.OpenAiChatModel;
+import org.springframework.ai.openai.api.OpenAiApi;
+import reactor.core.publisher.Flux;
+
+import java.util.ArrayList;
+import java.util.List;
+
+/**
+ * 基于 {@link OpenAiChatModel} 集成 Coze 测试
+ *
+ * @author 芋道源码
+ */
+public class CozeChatModelTests {
+
+    private final OpenAiChatModel chatModel = OpenAiChatModel.builder()
+            .openAiApi(OpenAiApi.builder()
+                    .baseUrl("http://127.0.0.1:3000")
+                    .apiKey("app-4hy2d7fJauSbrKbzTKX1afuP") // apiKey
+                    .build())
+            .build();
+
+    @Test
+    @Disabled
+    public void testCall() {
+        // 准备参数
+        List<Message> messages = new ArrayList<>();
+        messages.add(new SystemMessage("你是一个优质的文言文作者，用文言文描述着各城市的人文风景。"));
+        messages.add(new UserMessage("1 + 1 = ？"));
+
+        // 调用
+        ChatResponse response = chatModel.call(new Prompt(messages));
+        // 打印结果
+        System.out.println(response);
+        System.out.println(response.getResult().getOutput());
+    }
+
+    @Test
+    @Disabled
+    public void testStream() {
+        // 准备参数
+        List<Message> messages = new ArrayList<>();
+        messages.add(new SystemMessage("你是一个优质的文言文作者，用文言文描述着各城市的人文风景。"));
+        messages.add(new UserMessage("1 + 1 = ？"));
+
+        // 调用
+        Flux<ChatResponse> flux = chatModel.stream(new Prompt(messages));
+        // 打印结果
+        flux.doOnNext(response -> {
+//            System.out.println(response);
+            System.out.println(response.getResult().getOutput());
+        }).then().block();
+    }
+
+}

From d695dc3cd9a8fd8d3126f44d08ed1509558bee04 Mon Sep 17 00:00:00 2001
From: YunaiV <zhijiantianya@gmail.com>
Date: Sat, 3 May 2025 22:11:31 +0800
Subject: [PATCH 10/11] =?UTF-8?q?update=EF=BC=9AAI=20=E5=8A=9F=E8=83=BD?=
 =?UTF-8?q?=E8=AF=B4=E6=98=8E?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .image/common/ai-feature.png | Bin 25498 -> 33087 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)

diff --git a/.image/common/ai-feature.png b/.image/common/ai-feature.png
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From 163839926a78dd85df46c0ced2bc44654376667a Mon Sep 17 00:00:00 2001
From: YunaiV <zhijiantianya@gmail.com>
Date: Sun, 4 May 2025 09:53:34 +0800
Subject: [PATCH 11/11] =?UTF-8?q?fix=EF=BC=9Ajustauth-spring-boot-starter?=
 =?UTF-8?q?=20=E5=BC=95=E5=85=A5=E7=9A=84=20hutool-core=20=E5=86=B2?=
 =?UTF-8?q?=E7=AA=81?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 yudao-dependencies/pom.xml | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/yudao-dependencies/pom.xml b/yudao-dependencies/pom.xml
index b40005ab74..118b7ae0e2 100644
--- a/yudao-dependencies/pom.xml
+++ b/yudao-dependencies/pom.xml
@@ -562,6 +562,13 @@
                 <groupId>com.xkcoding.justauth</groupId>
                 <artifactId>justauth-spring-boot-starter</artifactId>
                 <version>${justauth-starter.version}</version>
+                <exclusions>
+                    <!-- 移除，避免和项目里的 hutool-all 冲突 -->
+                    <exclusion>
+                        <groupId>cn.hutool</groupId>
+                        <artifactId>hutool-core</artifactId>
+                    </exclusion>
+                </exclusions>
             </dependency>
 
             <dependency>