Commit 6c094aaffc6fe25a459be30ef44b75e4b346eba5

Authored by YunaiV
1 parent 2d36ec48

【新增】AI:接入 DeepSeek 模型

yudao-module-ai/yudao-spring-boot-starter-ai/src/main/java/cn/iocoder/yudao/framework/ai/config/YudaoAiAutoConfiguration.java
... ... @@ -2,6 +2,8 @@ package cn.iocoder.yudao.framework.ai.config;
2 2  
3 3 import cn.iocoder.yudao.framework.ai.core.factory.AiClientFactory;
4 4 import cn.iocoder.yudao.framework.ai.core.factory.AiClientFactoryImpl;
  5 +import cn.iocoder.yudao.framework.ai.core.model.deepseek.DeepSeekChatClient;
  6 +import cn.iocoder.yudao.framework.ai.core.model.deepseek.DeepSeekChatOptions;
5 7 import cn.iocoder.yudao.framework.ai.core.model.midjourney.api.MidjourneyApi;
6 8 import cn.iocoder.yudao.framework.ai.core.model.suno.api.SunoApi;
7 9 import cn.iocoder.yudao.framework.ai.core.model.xinghuo.XingHuoChatClient;
... ... @@ -46,6 +48,19 @@ public class YudaoAiAutoConfiguration {
46 48 }
47 49  
48 50 @Bean
  51 + @ConditionalOnProperty(value = "yudao.ai.deepseek.enable", havingValue = "true")
  52 + public DeepSeekChatClient deepSeekChatClient(YudaoAiProperties yudaoAiProperties) {
  53 + YudaoAiProperties.DeepSeekProperties properties = yudaoAiProperties.getDeepSeek();
  54 + DeepSeekChatOptions options = DeepSeekChatOptions.builder()
  55 + .model(properties.getModel())
  56 + .temperature(properties.getTemperature())
  57 + .maxTokens(properties.getMaxTokens())
  58 + .topP(properties.getTopP())
  59 + .build();
  60 + return new DeepSeekChatClient(properties.getApiKey(), options);
  61 + }
  62 +
  63 + @Bean
49 64 @ConditionalOnProperty(value = "yudao.ai.midjourney.enable", havingValue = "true")
50 65 public MidjourneyApi midjourneyApi(YudaoAiProperties yudaoAiProperties) {
51 66 YudaoAiProperties.MidjourneyProperties config = yudaoAiProperties.getMidjourney();
... ...
yudao-module-ai/yudao-spring-boot-starter-ai/src/main/java/cn/iocoder/yudao/framework/ai/config/YudaoAiProperties.java
... ... @@ -19,6 +19,11 @@ public class YudaoAiProperties {
19 19 private XingHuoProperties xinghuo;
20 20  
21 21 /**
  22 + * DeepSeek
  23 + */
  24 + private DeepSeekProperties deepSeek;
  25 +
  26 + /**
22 27 * Midjourney 绘图
23 28 */
24 29 private MidjourneyProperties midjourney;
... ... @@ -44,6 +49,19 @@ public class YudaoAiProperties {
44 49 }
45 50  
46 51 @Data
  52 + public static class DeepSeekProperties {
  53 +
  54 + private String enable;
  55 + private String apiKey;
  56 +
  57 + private String model;
  58 + private Float temperature;
  59 + private Integer maxTokens;
  60 + private Float topP;
  61 +
  62 + }
  63 +
  64 + @Data
47 65 public static class MidjourneyProperties {
48 66  
49 67 private String enable;
... ...
yudao-module-ai/yudao-spring-boot-starter-ai/src/main/java/cn/iocoder/yudao/framework/ai/core/enums/AiPlatformEnum.java
... ... @@ -3,7 +3,6 @@ package cn.iocoder.yudao.framework.ai.core.enums;
3 3 import lombok.AllArgsConstructor;
4 4 import lombok.Getter;
5 5  
6   -// TODO 芋艿:这块,看看要不要调整下;
7 6 /**
8 7 * AI 模型平台
9 8 *
... ... @@ -13,15 +12,20 @@ import lombok.Getter;
13 12 @AllArgsConstructor
14 13 public enum AiPlatformEnum {
15 14  
16   - OPENAI("OpenAI", "OpenAI"),
17   - OLLAMA("Ollama", "Ollama"),
  15 + // ========== 国内平台 ==========
  16 +
18 17 YI_YAN("YiYan", "文心一言"), // 百度
19   - XING_HUO("XingHuo", "星火"), // 讯飞
20 18 QIAN_WEN("QianWen", "千问"), // 阿里
21   - GEMIR ("gemir ", "gemir "), // 谷歌
  19 + DEEP_SEEK("DeepSeek", "DeepSeek"), // DeepSeek
  20 + XING_HUO("XingHuo", "星火"), // 讯飞
  21 +
  22 + // ========== 国外平台 ==========
  23 +
  24 + OPENAI("OpenAI", "OpenAI"),
  25 + OLLAMA("Ollama", "Ollama"),
22 26  
23 27 STABLE_DIFFUSION("StableDiffusion", "StableDiffusion"), // Stability AI
24   - MIDJOURNEY("Midjourney", "Midjourney"),
  28 + MIDJOURNEY("Midjourney", "Midjourney"), // Midjourney
25 29 SUNO("Suno", "Suno"), // Suno AI
26 30 ;
27 31  
... ...
yudao-module-ai/yudao-spring-boot-starter-ai/src/main/java/cn/iocoder/yudao/framework/ai/core/exception/AiException.java deleted
1   -package cn.iocoder.yudao.framework.ai.core.exception;
2   -
3   -// TODO @fan:这个有办法干掉么?
4   -/**
5   - * ai 异常
6   - *
7   - * @author fansili
8   - * @time 2024/4/13 17:05
9   - * @since 1.0
10   - */
11   -public class AiException extends RuntimeException {
12   -
13   - public AiException(String message) {
14   - super(message);
15   - }
16   -}
yudao-module-ai/yudao-spring-boot-starter-ai/src/main/java/cn/iocoder/yudao/framework/ai/core/exception/ChatException.java deleted
1   -package cn.iocoder.yudao.framework.ai.core.exception;
2   -
3   -/**
4   - * 聊天异常
5   - *
6   - * author: fansili
7   - * time: 2024/3/15 20:45
8   - */
9   -public class ChatException extends RuntimeException {
10   -
11   - public ChatException(String message) {
12   - super(message);
13   - }
14   -
15   -}
yudao-module-ai/yudao-spring-boot-starter-ai/src/main/java/cn/iocoder/yudao/framework/ai/core/factory/AiClientFactoryImpl.java
... ... @@ -9,6 +9,7 @@ import cn.hutool.extra.spring.SpringUtil;
9 9 import cn.iocoder.yudao.framework.ai.config.YudaoAiAutoConfiguration;
10 10 import cn.iocoder.yudao.framework.ai.config.YudaoAiProperties;
11 11 import cn.iocoder.yudao.framework.ai.core.enums.AiPlatformEnum;
  12 +import cn.iocoder.yudao.framework.ai.core.model.deepseek.DeepSeekChatClient;
12 13 import cn.iocoder.yudao.framework.ai.core.model.midjourney.api.MidjourneyApi;
13 14 import cn.iocoder.yudao.framework.ai.core.model.suno.api.SunoApi;
14 15 import cn.iocoder.yudao.framework.ai.core.model.xinghuo.XingHuoChatClient;
... ... @@ -64,8 +65,8 @@ public class AiClientFactoryImpl implements AiClientFactory {
64 65 return buildXingHuoChatClient(apiKey);
65 66 case QIAN_WEN:
66 67 return buildQianWenChatClient(apiKey);
67   -// case GEMIR:
68   -// return buildGoogleGemir(apiKey);
  68 + case DEEP_SEEK:
  69 + return buildDeepSeekChatClient(apiKey);
69 70 default:
70 71 throw new IllegalArgumentException(StrUtil.format("未知平台({})", platform));
71 72 }
... ... @@ -182,6 +183,10 @@ public class AiClientFactoryImpl implements AiClientFactory {
182 183 return new XingHuoChatClient(appKey, secretKey);
183 184 }
184 185  
  186 + private static DeepSeekChatClient buildDeepSeekChatClient(String apiKey) {
  187 + return new DeepSeekChatClient(apiKey);
  188 + }
  189 +
185 190 /**
186 191 * 可参考 {@link TongYiAutoConfiguration#tongYiChatClient(Generation, TongYiChatProperties, TongYiConnectionProperties)}
187 192 */
... ... @@ -195,13 +200,6 @@ public class AiClientFactoryImpl implements AiClientFactory {
195 200 return new TongYiAutoConfiguration().tongYiChatClient(generation, chatOptions, connectionProperties);
196 201 }
197 202  
198   -// private static VertexAiGeminiChatClient buildGoogleGemir(String key) {
199   -// List<String> keys = StrUtil.split(key, '|');
200   -// Assert.equals(keys.size(), 2, "VertexAiGeminiChatClient 的密钥需要 (projectId|location) 格式");
201   -// VertexAI vertexApi = new VertexAI(keys.get(0), keys.get(1));
202   -// return new VertexAiGeminiChatClient(vertexApi);
203   -// }
204   -
205 203 private OpenAiImageModel buildOpenAiImageClient(String openAiToken, String url) {
206 204 url = StrUtil.blankToDefault(url, ApiUtils.DEFAULT_BASE_URL);
207 205 OpenAiImageApi openAiApi = new OpenAiImageApi(url, openAiToken, RestClient.builder());
... ...
yudao-module-ai/yudao-spring-boot-starter-ai/src/main/java/cn/iocoder/yudao/framework/ai/core/model/deepseek/DeepSeekChatClient.java 0 → 100644
  1 +package cn.iocoder.yudao.framework.ai.core.model.deepseek;
  2 +
  3 +import cn.hutool.core.lang.Assert;
  4 +import lombok.extern.slf4j.Slf4j;
  5 +import org.springframework.ai.chat.metadata.ChatGenerationMetadata;
  6 +import org.springframework.ai.chat.model.ChatModel;
  7 +import org.springframework.ai.chat.model.ChatResponse;
  8 +import org.springframework.ai.chat.model.Generation;
  9 +import org.springframework.ai.chat.prompt.ChatOptions;
  10 +import org.springframework.ai.chat.prompt.Prompt;
  11 +import org.springframework.ai.model.ModelOptionsUtils;
  12 +import org.springframework.ai.openai.OpenAiChatOptions;
  13 +import org.springframework.ai.openai.api.OpenAiApi;
  14 +import org.springframework.ai.openai.metadata.OpenAiChatResponseMetadata;
  15 +import org.springframework.ai.retry.RetryUtils;
  16 +import org.springframework.http.ResponseEntity;
  17 +import org.springframework.retry.support.RetryTemplate;
  18 +import reactor.core.publisher.Flux;
  19 +
  20 +import java.util.HashMap;
  21 +import java.util.List;
  22 +import java.util.Map;
  23 +
  24 +import static cn.iocoder.yudao.framework.ai.core.model.deepseek.DeepSeekChatOptions.MODEL_DEFAULT;
  25 +
  26 +/**
  27 + * DeepSeek {@link ChatModel} 实现类
  28 + *
  29 + * @author fansili
  30 + */
  31 +@Slf4j
  32 +public class DeepSeekChatClient implements ChatModel {
  33 +
  34 + private static final String BASE_URL = "https://api.deepseek.com";
  35 +
  36 + private final DeepSeekChatOptions defaultOptions;
  37 + private final RetryTemplate retryTemplate;
  38 +
  39 + /**
  40 + * DeepSeek 兼容 OpenAI 的 HTTP 接口,所以复用它的实现,简化接入成本
  41 + *
  42 + * 不过要注意,DeepSeek 没有完全兼容,所以不能使用 {@link org.springframework.ai.openai.OpenAiChatModel} 调用,但是实现会参考它
  43 + */
  44 + private final OpenAiApi openAiApi;
  45 +
  46 + public DeepSeekChatClient(String apiKey) {
  47 + this(apiKey, DeepSeekChatOptions.builder().model(MODEL_DEFAULT).temperature(0.7F).build());
  48 + }
  49 +
  50 + public DeepSeekChatClient(String apiKey, DeepSeekChatOptions options) {
  51 + this(apiKey, options, RetryUtils.DEFAULT_RETRY_TEMPLATE);
  52 + }
  53 +
  54 + public DeepSeekChatClient(String apiKey, DeepSeekChatOptions options, RetryTemplate retryTemplate) {
  55 + Assert.notEmpty(apiKey, "apiKey 不能为空");
  56 + Assert.notNull(options, "options 不能为空");
  57 + Assert.notNull(retryTemplate, "retryTemplate 不能为空");
  58 + this.openAiApi = new OpenAiApi(BASE_URL, apiKey);
  59 + this.defaultOptions = options;
  60 + this.retryTemplate = retryTemplate;
  61 + }
  62 +
  63 + @Override
  64 + public ChatResponse call(Prompt prompt) {
  65 + OpenAiApi.ChatCompletionRequest request = createRequest(prompt, false);
  66 + return this.retryTemplate.execute(ctx -> {
  67 + // 1.1 发起调用
  68 + ResponseEntity<OpenAiApi.ChatCompletion> completionEntity = openAiApi.chatCompletionEntity(request);
  69 + // 1.2 校验结果
  70 + OpenAiApi.ChatCompletion chatCompletion = completionEntity.getBody();
  71 + if (chatCompletion == null) {
  72 + log.warn("No chat completion returned for prompt: {}", prompt);
  73 + return new ChatResponse(List.of());
  74 + }
  75 + List<OpenAiApi.ChatCompletion.Choice> choices = chatCompletion.choices();
  76 + if (choices == null) {
  77 + log.warn("No choices returned for prompt: {}", prompt);
  78 + return new ChatResponse(List.of());
  79 + }
  80 +
  81 + // 2. 转换 ChatResponse 返回
  82 + List<Generation> generations = choices.stream().map(choice -> {
  83 + Generation generation = new Generation(choice.message().content(), toMap(chatCompletion.id(), choice));
  84 + if (choice.finishReason() != null) {
  85 + generation.withGenerationMetadata(ChatGenerationMetadata.from(choice.finishReason().name(), null));
  86 + }
  87 + return generation;
  88 + }).toList();
  89 + return new ChatResponse(generations,
  90 + OpenAiChatResponseMetadata.from(completionEntity.getBody()));
  91 + });
  92 + }
  93 +
  94 + private Map<String, Object> toMap(String id, OpenAiApi.ChatCompletion.Choice choice) {
  95 + Map<String, Object> map = new HashMap<>();
  96 + OpenAiApi.ChatCompletionMessage message = choice.message();
  97 + if (message.role() != null) {
  98 + map.put("role", message.role().name());
  99 + }
  100 + if (choice.finishReason() != null) {
  101 + map.put("finishReason", choice.finishReason().name());
  102 + }
  103 + map.put("id", id);
  104 + return map;
  105 + }
  106 +
  107 + @Override
  108 + public Flux<ChatResponse> stream(Prompt prompt) {
  109 + OpenAiApi.ChatCompletionRequest request = createRequest(prompt, true);
  110 + return this.retryTemplate.execute(ctx -> {
  111 + // 1. 发起调用
  112 + Flux<OpenAiApi.ChatCompletionChunk> response = this.openAiApi.chatCompletionStream(request);
  113 + return response.map(chatCompletion -> {
  114 + String id = chatCompletion.id();
  115 + // 2. 转换 ChatResponse 返回
  116 + List<Generation> generations = chatCompletion.choices().stream().map(choice -> {
  117 + String finish = (choice.finishReason() != null ? choice.finishReason().name() : "");
  118 + String role = (choice.delta().role() != null ? choice.delta().role().name() : "");
  119 + if (choice.finishReason() == OpenAiApi.ChatCompletionFinishReason.STOP) {
  120 + // 兜底处理 DeepSeek 返回 STOP 时,role 为空的情况
  121 + role = OpenAiApi.ChatCompletionMessage.Role.ASSISTANT.name();
  122 + }
  123 + Generation generation = new Generation(choice.delta().content(),
  124 + Map.of("id", id, "role", role, "finishReason", finish));
  125 + if (choice.finishReason() != null) {
  126 + generation = generation.withGenerationMetadata(
  127 + ChatGenerationMetadata.from(choice.finishReason().name(), null));
  128 + }
  129 + return generation;
  130 + }).toList();
  131 + return new ChatResponse(generations);
  132 + });
  133 + });
  134 + }
  135 +
  136 + OpenAiApi.ChatCompletionRequest createRequest(Prompt prompt, boolean stream) {
  137 + // 1. 构建 ChatCompletionMessage 对象
  138 + List<OpenAiApi.ChatCompletionMessage> chatCompletionMessages = prompt.getInstructions().stream().map(m ->
  139 + new OpenAiApi.ChatCompletionMessage(m.getContent(), OpenAiApi.ChatCompletionMessage.Role.valueOf(m.getMessageType().name()))).toList();
  140 + OpenAiApi.ChatCompletionRequest request = new OpenAiApi.ChatCompletionRequest(chatCompletionMessages, stream);
  141 +
  142 + // 2.1 补充 prompt 内置的 options
  143 + if (prompt.getOptions() != null) {
  144 + if (prompt.getOptions() instanceof ChatOptions runtimeOptions) {
  145 + OpenAiChatOptions updatedRuntimeOptions = ModelOptionsUtils.copyToTarget(runtimeOptions,
  146 + ChatOptions.class, OpenAiChatOptions.class);
  147 + request = ModelOptionsUtils.merge(updatedRuntimeOptions, request, OpenAiApi.ChatCompletionRequest.class);
  148 + } else {
  149 + throw new IllegalArgumentException("Prompt options are not of type ChatOptions: "
  150 + + prompt.getOptions().getClass().getSimpleName());
  151 + }
  152 + }
  153 + // 2.2 补充默认 options
  154 + if (this.defaultOptions != null) {
  155 + request = ModelOptionsUtils.merge(request, this.defaultOptions, OpenAiApi.ChatCompletionRequest.class);
  156 + }
  157 + return request;
  158 + }
  159 +
  160 + @Override
  161 + public ChatOptions getDefaultOptions() {
  162 + return DeepSeekChatOptions.fromOptions(defaultOptions);
  163 + }
  164 +
  165 +}
... ...
yudao-module-ai/yudao-spring-boot-starter-ai/src/main/java/cn/iocoder/yudao/framework/ai/core/model/deepseek/DeepSeekChatOptions.java 0 → 100644
  1 +package cn.iocoder.yudao.framework.ai.core.model.deepseek;
  2 +
  3 +import lombok.AllArgsConstructor;
  4 +import lombok.Builder;
  5 +import lombok.Data;
  6 +import lombok.NoArgsConstructor;
  7 +import org.springframework.ai.chat.prompt.ChatOptions;
  8 +
  9 +/**
  10 + * DeepSeek {@link ChatOptions} 实现类
  11 + *
  12 + * 参考文档:<a href="https://platform.deepseek.com/api-docs/zh-cn/">快速开始</a>
  13 + *
  14 + * @author fansili
  15 + */
  16 +@Data
  17 +@NoArgsConstructor
  18 +@AllArgsConstructor
  19 +@Builder
  20 +public class DeepSeekChatOptions implements ChatOptions {
  21 +
  22 + public static final String MODEL_DEFAULT = "deepseek-chat";
  23 +
  24 + /**
  25 + * 模型
  26 + */
  27 + private String model;
  28 + /**
  29 + * 温度
  30 + */
  31 + private Float temperature;
  32 + /**
  33 + * 最大 Token
  34 + */
  35 + private Integer maxTokens;
  36 + /**
  37 + * topP
  38 + */
  39 + private Float topP;
  40 +
  41 + @Override
  42 + public Integer getTopK() {
  43 + return null;
  44 + }
  45 +
  46 + public static DeepSeekChatOptions fromOptions(DeepSeekChatOptions fromOptions) {
  47 + return DeepSeekChatOptions.builder()
  48 + .model(fromOptions.getModel())
  49 + .temperature(fromOptions.getTemperature())
  50 + .maxTokens(fromOptions.getMaxTokens())
  51 + .topP(fromOptions.getTopP())
  52 + .build();
  53 + }
  54 +
  55 +}
... ...
yudao-module-ai/yudao-spring-boot-starter-ai/src/main/java/cn/iocoder/yudao/framework/ai/core/util/AiUtils.java
... ... @@ -2,6 +2,7 @@ package cn.iocoder.yudao.framework.ai.core.util;
2 2  
3 3 import cn.hutool.core.util.StrUtil;
4 4 import cn.iocoder.yudao.framework.ai.core.enums.AiPlatformEnum;
  5 +import cn.iocoder.yudao.framework.ai.core.model.deepseek.DeepSeekChatOptions;
5 6 import cn.iocoder.yudao.framework.ai.core.model.xinghuo.XingHuoChatOptions;
6 7 import com.alibaba.cloud.ai.tongyi.chat.TongYiChatOptions;
7 8 import org.springframework.ai.chat.messages.*;
... ... @@ -33,6 +34,8 @@ public class AiUtils {
33 34 return XingHuoChatOptions.builder().model(model).temperature(temperatureF).maxTokens(maxTokens).build();
34 35 case QIAN_WEN:
35 36 return TongYiChatOptions.builder().withModel(model).withTemperature(temperature).withMaxTokens(maxTokens).build();
  37 + case DEEP_SEEK:
  38 + return DeepSeekChatOptions.builder().model(model).temperature(temperatureF).maxTokens(maxTokens).build();
36 39 default:
37 40 throw new IllegalArgumentException(StrUtil.format("未知平台({})", platform));
38 41 }
... ...
yudao-module-ai/yudao-spring-boot-starter-ai/src/test/java/cn/iocoder/yudao/framework/ai/chat/DeepSeekChatTests.java 0 → 100644
  1 +package cn.iocoder.yudao.framework.ai.chat;
  2 +
  3 +import cn.iocoder.yudao.framework.ai.core.model.deepseek.DeepSeekChatClient;
  4 +import org.junit.jupiter.api.Test;
  5 +import org.springframework.ai.chat.messages.Message;
  6 +import org.springframework.ai.chat.messages.SystemMessage;
  7 +import org.springframework.ai.chat.messages.UserMessage;
  8 +import org.springframework.ai.chat.model.ChatResponse;
  9 +import org.springframework.ai.chat.prompt.Prompt;
  10 +import reactor.core.publisher.Flux;
  11 +
  12 +import java.util.ArrayList;
  13 +import java.util.List;
  14 +
  15 +/**
  16 + * {@link DeepSeekChatClient} 集成测试
  17 + *
  18 + * @author 芋道源码
  19 + */
  20 +public class DeepSeekChatTests {
  21 +
  22 + private final DeepSeekChatClient chatModel = new DeepSeekChatClient("sk-e94db327cc7d457d99a8de8810fc6b12");
  23 +
  24 + @Test
  25 + public void testCall() {
  26 + // 准备参数
  27 + List<Message> messages = new ArrayList<>();
  28 + 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。"));
  29 + messages.add(new UserMessage("1 + 1 = ?"));
  30 +
  31 + // 调用
  32 + ChatResponse response = chatModel.call(new Prompt(messages));
  33 + // 打印结果
  34 + System.out.println(response);
  35 + }
  36 +
  37 + @Test
  38 + public void testStream() {
  39 + // 准备参数
  40 + List<Message> messages = new ArrayList<>();
  41 + 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。"));
  42 + messages.add(new UserMessage("1 + 1 = ?"));
  43 +
  44 + // 调用
  45 + Flux<ChatResponse> flux = chatModel.stream(new Prompt(messages));
  46 + // 打印结果
  47 + flux.doOnNext(System.out::println).then().block();
  48 + }
  49 +
  50 +}
... ...
yudao-module-ai/yudao-spring-boot-starter-ai/src/test/java/cn/iocoder/yudao/framework/ai/chat/XingHuoChatClientTests.java
... ... @@ -19,7 +19,7 @@ import java.util.List;
19 19 */
20 20 public class XingHuoChatClientTests {
21 21  
22   - private final XingHuoChatClient client = new XingHuoChatClient(
  22 + private final XingHuoChatClient chatModel = new XingHuoChatClient(
23 23 "cb6415c19d6162cda07b47316fcb0416",
24 24 "Y2JiYTIxZjA3MDMxMjNjZjQzYzVmNzdh");
25 25  
... ... @@ -31,9 +31,9 @@ public class XingHuoChatClientTests {
31 31 messages.add(new UserMessage("1 + 1 = ?"));
32 32  
33 33 // 调用
34   - ChatResponse response = client.call(new Prompt(messages));
  34 + ChatResponse response = chatModel.call(new Prompt(messages));
35 35 // 打印结果
36   - System.err.println(response);
  36 + System.out.println(response);
37 37 }
38 38  
39 39 @Test
... ... @@ -44,11 +44,9 @@ public class XingHuoChatClientTests {
44 44 messages.add(new UserMessage("1 + 1 = ?"));
45 45  
46 46 // 调用
47   - Flux<ChatResponse> flux = client.stream(new Prompt(messages));
  47 + Flux<ChatResponse> flux = chatModel.stream(new Prompt(messages));
48 48 // 打印结果
49   - List<ChatResponse> responses = flux.collectList().block();
50   - assert responses != null;
51   - responses.forEach(System.err::println);
  49 + flux.doOnNext(System.out::println).then().block();
52 50 }
53 51  
54 52 }
... ...