【代码优化】AI：新增 AIUtils，用于对接 spring ai 各种对象的构建

2024-11-22 23:31:52 +08:00 · 2024-07-04 23:53:22 +08:00 · 2024-07-04 23:53:22 +08:00 · 471968eaf2
commit 471968eaf2
parent 41071fc689
4 changed files with 71 additions and 69 deletions
--- a/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/controller/admin/write/AiWriteController.java
+++ b/yudao-module-ai/yudao-module-ai-biz/src/main/java/cn/iocoder/yudao/module/ai/controller/admin/write/AiWriteController.java
@ -26,9 +26,10 @@ public class AiWriteController {
    private AiWriteService writeService;

    @PostMapping(value = "/generate-stream", produces = MediaType.TEXT_EVENT_STREAM_VALUE)
-    @PermitAll
    @Operation(summary = "写作生成（流式）", description = "流式返回，响应较快")
+    @PermitAll  // 解决 SSE 最终响应的时候，会被 Access Denied 拦截的问题
    public Flux<CommonResult<String>> generateWriteContent(@RequestBody @Valid AiWriteGenerateReqVO generateReqVO) {
        return writeService.generateWriteContent(generateReqVO, getLoginUserId());
    }
+
 }
--- 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
@ -4,8 +4,7 @@ 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.model.xinghuo.XingHuoChatModel;
-import cn.iocoder.yudao.framework.ai.core.model.xinghuo.XingHuoOptions;
+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;
@ -19,7 +18,6 @@ import cn.iocoder.yudao.module.ai.dal.mysql.chat.AiChatMessageMapper;
 import cn.iocoder.yudao.module.ai.enums.ErrorCodeConstants;
 import cn.iocoder.yudao.module.ai.service.model.AiApiKeyService;
 import cn.iocoder.yudao.module.ai.service.model.AiChatModelService;
-import com.alibaba.cloud.ai.tongyi.chat.TongYiChatOptions;
 import jakarta.annotation.Resource;
 import lombok.extern.slf4j.Slf4j;
 import org.springframework.ai.chat.messages.*;
@ -28,9 +26,6 @@ import org.springframework.ai.chat.model.ChatResponse;
 import org.springframework.ai.chat.model.StreamingChatModel;
 import org.springframework.ai.chat.prompt.ChatOptions;
 import org.springframework.ai.chat.prompt.Prompt;
-import org.springframework.ai.ollama.api.OllamaOptions;
-import org.springframework.ai.openai.OpenAiChatOptions;
-import org.springframework.ai.qianfan.QianFanChatOptions;
 import org.springframework.stereotype.Service;
 import org.springframework.transaction.annotation.Transactional;
 import reactor.core.publisher.Flux;
@ -148,46 +143,17 @@ public class AiChatMessageServiceImpl implements AiChatMessageService {
        }
        // 1.2 history message 历史消息
        List<AiChatMessageDO> contextMessages = filterContextMessages(messages, conversation, sendReqVO);
-        contextMessages.forEach(message -> {
-            // TODO @芋艿：看看有没优化空间
-            if (MessageType.USER.getValue().equals(message.getType())) {
-                chatMessages.add(new UserMessage(message.getContent()));
-            } else {
-                chatMessages.add(new AssistantMessage(message.getContent()));
-            }
-        });
+        contextMessages.forEach(message -> chatMessages.add(AiUtils.buildMessage(message.getType(), message.getContent())));
        // 1.3 user message 新发送消息
        chatMessages.add(new UserMessage(sendReqVO.getContent()));

        // 2. 构建 ChatOptions 对象
        AiPlatformEnum platform = AiPlatformEnum.validatePlatform(model.getPlatform());
-        ChatOptions chatOptions = buildChatOptions(platform, model.getModel(),
+        ChatOptions chatOptions = AiUtils.buildChatOptions(platform, model.getModel(),
                conversation.getTemperature(), conversation.getMaxTokens());
        return new Prompt(chatMessages, chatOptions);
    }

-    private static ChatOptions buildChatOptions(AiPlatformEnum platform, String model, Double temperature, Integer maxTokens) {
-        Float temperatureF = temperature != null ? temperature.floatValue() : null;
-        //noinspection EnhancedSwitchMigration
-        switch (platform) {
-            case OPENAI:
-                return OpenAiChatOptions.builder().withModel(model).withTemperature(temperatureF).withMaxTokens(maxTokens).build();
-            case OLLAMA:
-                return OllamaOptions.create().withModel(model).withTemperature(temperatureF).withNumPredict(maxTokens);
-            case YI_YAN:
-                // TODO 芋艿：貌似 model 只要一设置，就报错
-//                return QianFanChatOptions.builder().withModel(model).withTemperature(temperatureF).withMaxTokens(maxTokens).build();
-                return QianFanChatOptions.builder().withTemperature(temperatureF).withMaxTokens(maxTokens).build();
-            case XING_HUO:
-                return new XingHuoOptions().setChatModel(XingHuoChatModel.valueOfModel(model)).setTemperature(temperatureF)
-                        .setMaxTokens(maxTokens);
-            case QIAN_WEN:
-                return TongYiChatOptions.builder().withModel(model).withTemperature(temperature).withMaxTokens(maxTokens).build();
-            default:
-                throw new IllegalArgumentException(StrUtil.format("未知平台({})", platform));
-        }
-    }
-
    /**
     * 从历史消息中，获得倒序的 n 组消息作为消息上下文
     *
--- 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
@ -2,8 +2,7 @@ package cn.iocoder.yudao.module.ai.service.write;

 import cn.hutool.core.util.StrUtil;
 import cn.iocoder.yudao.framework.ai.core.enums.AiPlatformEnum;
-import cn.iocoder.yudao.framework.ai.core.model.xinghuo.XingHuoChatModel;
-import cn.iocoder.yudao.framework.ai.core.model.xinghuo.XingHuoOptions;
+import cn.iocoder.yudao.framework.ai.core.util.AiUtils;
 import cn.iocoder.yudao.framework.common.pojo.CommonResult;
 import cn.iocoder.yudao.framework.common.util.object.BeanUtils;
 import cn.iocoder.yudao.module.ai.controller.admin.write.vo.AiWriteGenerateReqVO;
@ -16,16 +15,12 @@ import cn.iocoder.yudao.module.ai.enums.write.AiWriteTypeEnum;
 import cn.iocoder.yudao.module.ai.service.model.AiApiKeyService;
 import cn.iocoder.yudao.module.ai.service.model.AiChatModelService;
 import cn.iocoder.yudao.module.system.api.dict.DictDataApi;
-import com.alibaba.cloud.ai.tongyi.chat.TongYiChatOptions;
 import jakarta.annotation.Resource;
 import lombok.extern.slf4j.Slf4j;
 import org.springframework.ai.chat.model.ChatResponse;
 import org.springframework.ai.chat.model.StreamingChatModel;
 import org.springframework.ai.chat.prompt.ChatOptions;
 import org.springframework.ai.chat.prompt.Prompt;
-import org.springframework.ai.ollama.api.OllamaOptions;
-import org.springframework.ai.openai.OpenAiChatOptions;
-import org.springframework.ai.qianfan.QianFanChatOptions;
 import org.springframework.stereotype.Service;
 import reactor.core.publisher.Flux;

@ -56,19 +51,21 @@ public class AiWriteServiceImpl implements AiWriteService {

    @Override
    public Flux<CommonResult<String>> generateWriteContent(AiWriteGenerateReqVO generateReqVO, Long userId) {
-        // 1.1 校验模型 TODO 芋艿 是不是取默认的模型也ok？
+        // 1.1 校验模型 TODO 芋艿 是不是取默认的模型也ok？；那可以，有限拿 chatRole 的角色；如果没有，则获取默认的；
        AiChatModelDO model = chatModalService.getRequiredDefaultChatModel();
        StreamingChatModel chatClient = apiKeyService.getChatClient(model.getKeyId());
        AiPlatformEnum platform = AiPlatformEnum.validatePlatform(model.getPlatform());
-        ChatOptions chatOptions = buildChatOptions(platform, model.getModel(), model.getTemperature(), model.getMaxTokens());

        // 1.2 插入写作信息
+        // TODO @xin：建议把 writeDO.setUserId(userId).setModel(model.getModel()).setPlatform(platform.getPlatform())，写在 toBean 的 consumer 里；原因是，让这个 set 保持完整性
        AiWriteDO writeDO = BeanUtils.toBean(generateReqVO, AiWriteDO.class);
        writeMapper.insert(writeDO.setUserId(userId).setModel(model.getModel()).setPlatform(platform.getPlatform()));

        // 2.1 构建提示词
+        ChatOptions chatOptions = AiUtils.buildChatOptions(platform, model.getModel(), model.getTemperature(), model.getMaxTokens());
        Prompt prompt = new Prompt(buildWritingPrompt(generateReqVO), chatOptions);
        Flux<ChatResponse> streamResponse = chatClient.stream(prompt);
+
        // 2.2 流式返回
        StringBuffer contentBuffer = new StringBuffer();
        return streamResponse.map(chunk -> {
@ -92,7 +89,9 @@ public class AiWriteServiceImpl implements AiWriteService {
        String tone = dictDataApi.getDictDataLabel(DictTypeConstants.AI_WRITE_TONE, generateReqVO.getFormat());
        String language = dictDataApi.getDictDataLabel(DictTypeConstants.AI_WRITE_LANGUAGE, generateReqVO.getFormat());
        String length = dictDataApi.getDictDataLabel(DictTypeConstants.AI_WRITE_LENGTH, generateReqVO.getFormat());
+        // TODO @xin：建议改成 if return 哈；更简洁；
        if (Objects.equals(writeType, AiWriteTypeEnum.WRITING.getType())) {
+            // TODO @xin：写成静态枚举哈
            template = "请撰写一篇关于 [{}] 的文章。文章的内容格式为：[{}]，语气为：[{}]，语言为：[{}]，长度为：[{}]。请确保涵盖主要内容，不需要除了正文内容外的其他回复，如标题、额外的解释或道歉。";
            return StrUtil.format(template, generateReqVO.getPrompt(), format, tone, language, length);
        } else if (Objects.equals(writeType, AiWriteTypeEnum.REPLY.getType())) {
@ -103,27 +102,4 @@ public class AiWriteServiceImpl implements AiWriteService {
        }
    }

-    // TODO 芋艿：复用
-    private static ChatOptions buildChatOptions(AiPlatformEnum platform, String model, Double temperature, Integer maxTokens) {
-        Float temperatureF = temperature != null ? temperature.floatValue() : null;
-        //noinspection EnhancedSwitchMigration
-        switch (platform) {
-            case OPENAI:
-                return OpenAiChatOptions.builder().withModel(model).withTemperature(temperatureF).withMaxTokens(maxTokens).build();
-            case OLLAMA:
-                return OllamaOptions.create().withModel(model).withTemperature(temperatureF).withNumPredict(maxTokens);
-            case YI_YAN:
-                // TODO 芋艿：貌似 model 只要一设置，就报错
-//                return QianFanChatOptions.builder().withModel(model).withTemperature(temperatureF).withMaxTokens(maxTokens).build();
-                return QianFanChatOptions.builder().withTemperature(temperatureF).withMaxTokens(maxTokens).build();
-            case XING_HUO:
-                return new XingHuoOptions().setChatModel(XingHuoChatModel.valueOfModel(model)).setTemperature(temperatureF)
-                        .setMaxTokens(maxTokens);
-            case QIAN_WEN:
-                return TongYiChatOptions.builder().withModel(model).withTemperature(temperature).withMaxTokens(maxTokens).build();
-            default:
-                throw new IllegalArgumentException(StrUtil.format("未知平台({})", platform));
-        }
-    }
-
 }
--- 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
@ -0,0 +1,59 @@
+package cn.iocoder.yudao.framework.ai.core.util;
+
+import cn.hutool.core.util.StrUtil;
+import cn.iocoder.yudao.framework.ai.core.enums.AiPlatformEnum;
+import cn.iocoder.yudao.framework.ai.core.model.xinghuo.XingHuoChatModel;
+import cn.iocoder.yudao.framework.ai.core.model.xinghuo.XingHuoOptions;
+import com.alibaba.cloud.ai.tongyi.chat.TongYiChatOptions;
+import org.springframework.ai.chat.messages.*;
+import org.springframework.ai.chat.prompt.ChatOptions;
+import org.springframework.ai.ollama.api.OllamaOptions;
+import org.springframework.ai.openai.OpenAiChatOptions;
+import org.springframework.ai.qianfan.QianFanChatOptions;
+
+/**
+ * Spring AI 工具类
+ *
+ * @author 芋道源码
+ */
+public class AiUtils {
+
+    public static ChatOptions buildChatOptions(AiPlatformEnum platform, String model, Double temperature, Integer maxTokens) {
+        Float temperatureF = temperature != null ? temperature.floatValue() : null;
+        //noinspection EnhancedSwitchMigration
+        switch (platform) {
+            case OPENAI:
+                return OpenAiChatOptions.builder().withModel(model).withTemperature(temperatureF).withMaxTokens(maxTokens).build();
+            case OLLAMA:
+                return OllamaOptions.create().withModel(model).withTemperature(temperatureF).withNumPredict(maxTokens);
+            case YI_YAN:
+                // TODO @xin：貌似 model 只要一设置，就报错；可以排查下
+//                return QianFanChatOptions.builder().withModel(model).withTemperature(temperatureF).withMaxTokens(maxTokens).build();
+                return QianFanChatOptions.builder().withTemperature(temperatureF).withMaxTokens(maxTokens).build();
+            case XING_HUO:
+                return new XingHuoOptions().setChatModel(XingHuoChatModel.valueOfModel(model)).setTemperature(temperatureF)
+                        .setMaxTokens(maxTokens);
+            case QIAN_WEN:
+                return TongYiChatOptions.builder().withModel(model).withTemperature(temperature).withMaxTokens(maxTokens).build();
+            default:
+                throw new IllegalArgumentException(StrUtil.format("未知平台({})", platform));
+        }
+    }
+
+    public static Message buildMessage(String type, String content) {
+        if (MessageType.USER.getValue().equals(type)) {
+            return new UserMessage(content);
+        }
+        if (MessageType.ASSISTANT.getValue().equals(type)) {
+            return new AssistantMessage(content);
+        }
+        if (MessageType.SYSTEM.getValue().equals(type)) {
+            return new SystemMessage(content);
+        }
+        if (MessageType.FUNCTION.getValue().equals(type)) {
+            return new FunctionMessage(content);
+        }
+        throw new IllegalArgumentException(StrUtil.format("未知消息类型({})", type));
+    }
+
+}