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【代码优化】AI:将 ChatClient 替换成 ChatModel,和 Spring AI 对齐
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@ -70,7 +70,7 @@ public class AiChatMessageServiceImpl implements AiChatMessageService {
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List<AiChatMessageDO> historyMessages = chatMessageMapper.selectListByConversationId(conversation.getId());
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// 1.2 校验模型
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AiChatModelDO model = chatModalService.validateChatModel(conversation.getModelId());
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ChatModel chatClient = apiKeyService.getChatClient(model.getKeyId());
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ChatModel chatModel = apiKeyService.getChatModel(model.getKeyId());
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// 2. 插入 user 发送消息
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AiChatMessageDO userMessage = createChatMessage(conversation.getId(), null, model,
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@ -82,7 +82,7 @@ public class AiChatMessageServiceImpl implements AiChatMessageService {
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// 3.2 创建 chat 需要的 Prompt
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Prompt prompt = buildPrompt(conversation, historyMessages, model, sendReqVO);
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ChatResponse chatResponse = chatClient.call(prompt);
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ChatResponse chatResponse = chatModel.call(prompt);
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// 3.3 段式返回
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String newContent = chatResponse.getResult().getOutput().getContent();
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@ -101,7 +101,7 @@ public class AiChatMessageServiceImpl implements AiChatMessageService {
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List<AiChatMessageDO> historyMessages = chatMessageMapper.selectListByConversationId(conversation.getId());
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// 1.2 校验模型
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AiChatModelDO model = chatModalService.validateChatModel(conversation.getModelId());
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StreamingChatModel chatClient = apiKeyService.getChatClient(model.getKeyId());
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StreamingChatModel chatModel = apiKeyService.getChatModel(model.getKeyId());
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// 2. 插入 user 发送消息
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AiChatMessageDO userMessage = createChatMessage(conversation.getId(), null, model,
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@ -113,7 +113,7 @@ public class AiChatMessageServiceImpl implements AiChatMessageService {
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// 3.2 创建 chat 需要的 Prompt
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Prompt prompt = buildPrompt(conversation, historyMessages, model, sendReqVO);
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Flux<ChatResponse> streamResponse = chatClient.stream(prompt);
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Flux<ChatResponse> streamResponse = chatModel.stream(prompt);
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// 3.3 流式返回
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// TODO 注意:Schedulers.immediate() 目的是,避免默认 Schedulers.parallel() 并发消费 chunk 导致 SSE 响应前端会乱序问题
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@ -98,8 +98,8 @@ public class AiImageServiceImpl implements AiImageService {
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// 1.1 构建请求
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ImageOptions request = buildImageOptions(req);
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// 1.2 执行请求
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ImageModel imageClient = apiKeyService.getImageClient(AiPlatformEnum.validatePlatform(req.getPlatform()));
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ImageResponse response = imageClient.call(new ImagePrompt(req.getPrompt(), request));
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ImageModel imageModel = apiKeyService.getImageModel(AiPlatformEnum.validatePlatform(req.getPlatform()));
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ImageResponse response = imageModel.call(new ImagePrompt(req.getPrompt(), request));
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// 2. 上传到文件服务
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byte[] fileContent = Base64.decode(response.getResult().getOutput().getB64Json());
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@ -81,17 +81,17 @@ public interface AiApiKeyService {
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* @param id 编号
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* @return ChatModel 对象
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*/
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ChatModel getChatClient(Long id);
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ChatModel getChatModel(Long id);
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/**
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* 获得 ImageClient 对象
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* 获得 ImageModel 对象
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*
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* TODO 可优化点:目前默认获取 platform 对应的第一个开启的配置用于绘画;后续可以支持配置选择
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*
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* @param platform 平台
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* @return ImageClient 对象
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* @return ImageModel 对象
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*/
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ImageModel getImageClient(AiPlatformEnum platform);
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ImageModel getImageModel(AiPlatformEnum platform);
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/**
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* 获得 MidjourneyApi 对象
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@ -1,7 +1,7 @@
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package cn.iocoder.yudao.module.ai.service.model;
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import cn.iocoder.yudao.framework.ai.core.enums.AiPlatformEnum;
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import cn.iocoder.yudao.framework.ai.core.factory.AiClientFactory;
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import cn.iocoder.yudao.framework.ai.core.factory.AiModelFactory;
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import cn.iocoder.yudao.framework.ai.core.model.midjourney.api.MidjourneyApi;
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import cn.iocoder.yudao.framework.ai.core.model.suno.api.SunoApi;
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import cn.iocoder.yudao.framework.common.enums.CommonStatusEnum;
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@ -35,7 +35,7 @@ public class AiApiKeyServiceImpl implements AiApiKeyService {
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private AiApiKeyMapper apiKeyMapper;
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@Resource
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private AiClientFactory clientFactory;
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private AiModelFactory modelFactory;
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@Override
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public Long createApiKey(AiApiKeySaveReqVO createReqVO) {
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@ -98,19 +98,19 @@ public class AiApiKeyServiceImpl implements AiApiKeyService {
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// ========== 与 spring-ai 集成 ==========
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@Override
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public ChatModel getChatClient(Long id) {
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public ChatModel getChatModel(Long id) {
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AiApiKeyDO apiKey = validateApiKey(id);
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AiPlatformEnum platform = AiPlatformEnum.validatePlatform(apiKey.getPlatform());
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return clientFactory.getOrCreateChatClient(platform, apiKey.getApiKey(), apiKey.getUrl());
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return modelFactory.getOrCreateChatClient(platform, apiKey.getApiKey(), apiKey.getUrl());
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}
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@Override
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public ImageModel getImageClient(AiPlatformEnum platform) {
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public ImageModel getImageModel(AiPlatformEnum platform) {
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AiApiKeyDO apiKey = apiKeyMapper.selectFirstByPlatformAndStatus(platform.getName(), CommonStatusEnum.ENABLE.getStatus());
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if (apiKey == null) {
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throw exception(API_KEY_IMAGE_NODE_FOUND, platform.getName());
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}
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return clientFactory.getOrCreateImageClient(platform, apiKey.getApiKey(), apiKey.getUrl());
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return modelFactory.getOrCreateImageModel(platform, apiKey.getApiKey(), apiKey.getUrl());
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}
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@Override
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@ -120,7 +120,7 @@ public class AiApiKeyServiceImpl implements AiApiKeyService {
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if (apiKey == null) {
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throw exception(API_KEY_MIDJOURNEY_NOT_FOUND);
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}
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return clientFactory.getOrCreateMidjourneyApi(apiKey.getApiKey(), apiKey.getUrl());
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return modelFactory.getOrCreateMidjourneyApi(apiKey.getApiKey(), apiKey.getUrl());
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}
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@Override
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@ -130,7 +130,7 @@ public class AiApiKeyServiceImpl implements AiApiKeyService {
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if (apiKey == null) {
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throw exception(API_KEY_SUNO_NOT_FOUND);
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}
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return clientFactory.getOrCreateSunoApi(apiKey.getApiKey(), apiKey.getUrl());
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return modelFactory.getOrCreateSunoApi(apiKey.getApiKey(), apiKey.getUrl());
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}
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}
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@ -54,7 +54,7 @@ public class AiWriteServiceImpl implements AiWriteService {
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public Flux<CommonResult<String>> generateWriteContent(AiWriteGenerateReqVO generateReqVO, Long userId) {
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// 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;
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AiChatModelDO model = chatModalService.getRequiredDefaultChatModel();
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StreamingChatModel chatClient = apiKeyService.getChatClient(model.getKeyId());
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StreamingChatModel chatModel = apiKeyService.getChatModel(model.getKeyId());
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AiPlatformEnum platform = AiPlatformEnum.validatePlatform(model.getPlatform());
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// 1.2 插入写作信息
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@ -65,7 +65,7 @@ public class AiWriteServiceImpl implements AiWriteService {
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// 2.1 构建提示词
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ChatOptions chatOptions = AiUtils.buildChatOptions(platform, model.getModel(), model.getTemperature(), model.getMaxTokens());
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Prompt prompt = new Prompt(buildWritingPrompt(generateReqVO), chatOptions);
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Flux<ChatResponse> streamResponse = chatClient.stream(prompt);
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Flux<ChatResponse> streamResponse = chatModel.stream(prompt);
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// 2.2 流式返回
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StringBuffer contentBuffer = new StringBuffer();
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@ -1,7 +1,7 @@
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package cn.iocoder.yudao.framework.ai.config;
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import cn.iocoder.yudao.framework.ai.core.factory.AiClientFactory;
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import cn.iocoder.yudao.framework.ai.core.factory.AiClientFactoryImpl;
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import cn.iocoder.yudao.framework.ai.core.factory.AiModelFactory;
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import cn.iocoder.yudao.framework.ai.core.factory.AiModelFactoryImpl;
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import cn.iocoder.yudao.framework.ai.core.model.deepseek.DeepSeekChatClient;
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import cn.iocoder.yudao.framework.ai.core.model.deepseek.DeepSeekChatOptions;
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import cn.iocoder.yudao.framework.ai.core.model.midjourney.api.MidjourneyApi;
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@ -28,8 +28,8 @@ import org.springframework.context.annotation.Import;
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public class YudaoAiAutoConfiguration {
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@Bean
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public AiClientFactory aiClientFactory() {
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return new AiClientFactoryImpl();
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public AiModelFactory aiModelFactory() {
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return new AiModelFactoryImpl();
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}
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// ========== 各种 AI Client 创建 ==========
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@ -7,11 +7,11 @@ import org.springframework.ai.chat.model.ChatModel;
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import org.springframework.ai.image.ImageModel;
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/**
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* AI 客户端工厂的接口类
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* AI Model 模型工厂的接口类
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*
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* @author fansili
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*/
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public interface AiClientFactory {
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public interface AiModelFactory {
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/**
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* 基于指定配置,获得 ChatModel 对象
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@ -33,29 +33,29 @@ public interface AiClientFactory {
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* @param platform 平台
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* @return ChatModel 对象
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*/
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ChatModel getDefaultChatClient(AiPlatformEnum platform);
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ChatModel getDefaultChatModel(AiPlatformEnum platform);
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/**
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* 基于默认配置,获得 ImageClient 对象
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* 基于默认配置,获得 ImageModel 对象
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*
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* 默认配置,指的是在 application.yaml 配置文件中的 spring.ai 相关的配置
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*
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* @param platform 平台
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* @return ImageClient 对象
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* @return ImageModel 对象
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*/
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ImageModel getDefaultImageClient(AiPlatformEnum platform);
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ImageModel getDefaultImageModel(AiPlatformEnum platform);
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/**
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* 基于指定配置,获得 ImageClient 对象
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* 基于指定配置,获得 ImageModel 对象
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*
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* 如果不存在,则进行创建
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*
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* @param platform 平台
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* @param apiKey API KEY
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* @param url API URL
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* @return ImageClient 对象
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* @return ImageModel 对象
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*/
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ImageModel getOrCreateImageClient(AiPlatformEnum platform, String apiKey, String url);
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ImageModel getOrCreateImageModel(AiPlatformEnum platform, String apiKey, String url);
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/**
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* 基于指定配置,获得 MidjourneyApi 对象
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@ -43,11 +43,11 @@ import org.springframework.web.client.RestClient;
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import java.util.List;
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/**
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* AI 客户端工厂的实现类
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* AI Model 模型工厂的实现类
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*
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* @author 芋道源码
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*/
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public class AiClientFactoryImpl implements AiClientFactory {
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public class AiModelFactoryImpl implements AiModelFactory {
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@Override
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public ChatModel getOrCreateChatClient(AiPlatformEnum platform, String apiKey, String url) {
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@ -55,8 +55,6 @@ public class AiClientFactoryImpl implements AiClientFactory {
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return Singleton.get(cacheKey, (Func0<ChatModel>) () -> {
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//noinspection EnhancedSwitchMigration
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switch (platform) {
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case OPENAI:
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return buildOpenAiChatClient(apiKey, url);
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case OLLAMA:
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return buildOllamaChatClient(url);
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case YI_YAN:
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@ -67,6 +65,8 @@ public class AiClientFactoryImpl implements AiClientFactory {
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return buildQianWenChatClient(apiKey);
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case DEEP_SEEK:
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return buildDeepSeekChatClient(apiKey);
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case OPENAI:
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return buildOpenAiChatModel(apiKey, url);
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default:
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throw new IllegalArgumentException(StrUtil.format("未知平台({})", platform));
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}
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@ -74,11 +74,9 @@ public class AiClientFactoryImpl implements AiClientFactory {
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}
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@Override
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public ChatModel getDefaultChatClient(AiPlatformEnum platform) {
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public ChatModel getDefaultChatModel(AiPlatformEnum platform) {
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//noinspection EnhancedSwitchMigration
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switch (platform) {
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case OPENAI:
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return SpringUtil.getBean(OpenAiChatModel.class);
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case OLLAMA:
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return SpringUtil.getBean(OllamaChatModel.class);
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case YI_YAN:
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@ -87,13 +85,15 @@ public class AiClientFactoryImpl implements AiClientFactory {
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return SpringUtil.getBean(XingHuoChatClient.class);
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case QIAN_WEN:
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return SpringUtil.getBean(TongYiChatModel.class);
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case OPENAI:
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return SpringUtil.getBean(OpenAiChatModel.class);
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default:
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throw new IllegalArgumentException(StrUtil.format("未知平台({})", platform));
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}
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}
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@Override
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public ImageModel getDefaultImageClient(AiPlatformEnum platform) {
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public ImageModel getDefaultImageModel(AiPlatformEnum platform) {
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//noinspection EnhancedSwitchMigration
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switch (platform) {
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case OPENAI:
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@ -106,11 +106,11 @@ public class AiClientFactoryImpl implements AiClientFactory {
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}
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@Override
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public ImageModel getOrCreateImageClient(AiPlatformEnum platform, String apiKey, String url) {
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public ImageModel getOrCreateImageModel(AiPlatformEnum platform, String apiKey, String url) {
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//noinspection EnhancedSwitchMigration
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switch (platform) {
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case OPENAI:
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return buildOpenAiImageClient(apiKey, url);
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return buildOpenAiImageModel(apiKey, url);
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case STABLE_DIFFUSION:
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return buildStabilityAiImageClient(apiKey, url);
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default:
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@ -145,12 +145,21 @@ public class AiClientFactoryImpl implements AiClientFactory {
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/**
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* 可参考 {@link OpenAiAutoConfiguration}
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*/
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private static OpenAiChatModel buildOpenAiChatClient(String openAiToken, String url) {
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private static OpenAiChatModel buildOpenAiChatModel(String openAiToken, String url) {
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url = StrUtil.blankToDefault(url, ApiUtils.DEFAULT_BASE_URL);
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OpenAiApi openAiApi = new OpenAiApi(url, openAiToken);
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return new OpenAiChatModel(openAiApi);
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}
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/**
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* 可参考 {@link OpenAiAutoConfiguration}
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*/
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private OpenAiImageModel buildOpenAiImageModel(String openAiToken, String url) {
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url = StrUtil.blankToDefault(url, ApiUtils.DEFAULT_BASE_URL);
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OpenAiImageApi openAiApi = new OpenAiImageApi(url, openAiToken, RestClient.builder());
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return new OpenAiImageModel(openAiApi);
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}
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/**
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* 可参考 {@link OllamaAutoConfiguration}
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*/
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@ -200,12 +209,6 @@ public class AiClientFactoryImpl implements AiClientFactory {
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return new TongYiAutoConfiguration().tongYiChatClient(generation, chatOptions, connectionProperties);
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}
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private OpenAiImageModel buildOpenAiImageClient(String openAiToken, String url) {
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url = StrUtil.blankToDefault(url, ApiUtils.DEFAULT_BASE_URL);
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OpenAiImageApi openAiApi = new OpenAiImageApi(url, openAiToken, RestClient.builder());
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return new OpenAiImageModel(openAiApi);
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}
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private StabilityAiImageModel buildStabilityAiImageClient(String apiKey, String url) {
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url = StrUtil.blankToDefault(url, StabilityAiApi.DEFAULT_BASE_URL);
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StabilityAiApi stabilityAiApi = new StabilityAiApi(apiKey, StabilityAiApi.DEFAULT_IMAGE_MODEL, url);
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