From 1f7c85d6c632f50fd145bd8517933bd55202aef1 Mon Sep 17 00:00:00 2001 From: Administrator <15274802129@163.com> Date: Mon, 01 Sep 2025 16:18:34 +0800 Subject: [PATCH] feat(ai): 集成火山和阿里大模型 --- src/main/java/cc/mrbird/febs/ai/strategy/Impl/HsLlmStrategyServiceImpl.java | 155 ++++++++++++++++++++++++++++++++++++++++++++++++++- 1 files changed, 151 insertions(+), 4 deletions(-) diff --git a/src/main/java/cc/mrbird/febs/ai/strategy/Impl/HsLlmStrategyServiceImpl.java b/src/main/java/cc/mrbird/febs/ai/strategy/Impl/HsLlmStrategyServiceImpl.java index 08f7e55..68f5b9c 100644 --- a/src/main/java/cc/mrbird/febs/ai/strategy/Impl/HsLlmStrategyServiceImpl.java +++ b/src/main/java/cc/mrbird/febs/ai/strategy/Impl/HsLlmStrategyServiceImpl.java @@ -1,20 +1,167 @@ package cc.mrbird.febs.ai.strategy.Impl; +import cc.mrbird.febs.ai.entity.AiTalkItem; +import cc.mrbird.febs.ai.res.ai.Report; +import cc.mrbird.febs.ai.res.memberTalk.ApiMemberTalkStreamVo; import cc.mrbird.febs.ai.strategy.LlmStrategyService; import cc.mrbird.febs.ai.strategy.param.LlmStrategyDto; import cc.mrbird.febs.common.entity.FebsResponse; +import cc.mrbird.febs.common.exception.FebsException; +import cn.hutool.core.collection.CollUtil; +import cn.hutool.core.util.StrUtil; +import com.alibaba.dashscope.common.Message; +import com.alibaba.dashscope.common.Role; +import com.fasterxml.jackson.core.JsonProcessingException; +import com.fasterxml.jackson.databind.JsonNode; +import com.volcengine.ark.runtime.model.completion.chat.*; +import com.volcengine.ark.runtime.service.ArkService; +import okhttp3.ConnectionPool; +import okhttp3.Dispatcher; import org.springframework.stereotype.Component; +import org.springframework.util.StringUtils; import reactor.core.publisher.Flux; + +import javax.annotation.PostConstruct; +import javax.annotation.PreDestroy; +import java.util.ArrayList; +import java.util.List; +import java.util.concurrent.TimeUnit; +import java.util.stream.Collectors; @Component("HsLlmStrategyService") public class HsLlmStrategyServiceImpl implements LlmStrategyService { + + private ArkService service; + + private static final String LinkId = "ep-20250805124033-lhxbf"; + + @PostConstruct + public void init() { + // 增加连接池大小和存活时间 + ConnectionPool connectionPool = new ConnectionPool(32, 60, TimeUnit.SECONDS); + Dispatcher dispatcher = new Dispatcher(); + // 增加并发请求数量 + dispatcher.setMaxRequests(128); + dispatcher.setMaxRequestsPerHost(32); + + this.service = ArkService.builder() + .dispatcher(dispatcher) + .connectionPool(connectionPool) + .baseUrl("https://ark.cn-beijing.volces.com/api/v3") + .ak("AKLTZTQxZjMyZTUxMWJmNDEyNDkzNWExOGQ3ODllNzhhNmQ") + .sk("TmpFeE1qZ3haREExTW1JeE5HRTBZVGc1WlRRNVlqWXpORGd5TWpsak5HWQ") + .build(); + } + + @PreDestroy + public void destroy() { + if (service != null) { + service.shutdownExecutor(); + } + } + + private List<ChatMessage> getMessages(List<LlmStrategyDto> dto) { + List<ChatMessage> messages = new ArrayList<>(); + for (LlmStrategyDto dtoItem : dto){ + if (StrUtil.equals(dtoItem.getRole(), ChatMessageRole.SYSTEM.value())){ + messages.add(ChatMessage.builder() + .role(ChatMessageRole.SYSTEM) + .content(dtoItem.getContent()) + .build()); + } + if (StrUtil.equals(dtoItem.getRole(), ChatMessageRole.USER.value())){ + messages.add(ChatMessage.builder() + .role(ChatMessageRole.USER) + .content(dtoItem.getContent()) + .build()); + } + if (StrUtil.equals(dtoItem.getRole(), ChatMessageRole.ASSISTANT.value())){ + messages.add(ChatMessage.builder() + .role(ChatMessageRole.ASSISTANT) + .content(dtoItem.getContent()) + .build()); + } + } + return messages; + } @Override - public FebsResponse llmInvokeNonStreaming(LlmStrategyDto dto) { - return null; + public FebsResponse llmInvokeNonStreaming(List<LlmStrategyDto> dto) { + if (CollUtil.isEmpty(dto)){ + throw new FebsException("火山大模型初始化异常"); + } + List<ChatMessage> messages = getMessages(dto); + String result = ""; + try { + ChatCompletionRequest chatCompletionRequest = ChatCompletionRequest.builder() + .model(LinkId) + .messages(messages) + .stream(false) + .temperature(0.7) // 降低温度参数,提高确定性,可能提升速度 + .topP(0.9) // 调整topP参数 + .maxTokens(2048) // 减少最大token数 + .frequencyPenalty(0.0) + .build(); + + List<ChatCompletionChoice> choices = service.createChatCompletion(chatCompletionRequest).getChoices(); + result = choices.stream() + .map(choice -> choice.getMessage().getContent()) + .filter(contentObj -> contentObj != null) + .map(Object::toString) + .collect(Collectors.joining()); + } catch (Exception e) { + throw new FebsException(StrUtil.format("火山大模型调用异常:{}", e.getMessage())); + } + return new FebsResponse().success().data(result); } @Override - public Flux<FebsResponse> llmInvokeStreaming(LlmStrategyDto dto) { - return null; + public Flux<FebsResponse> llmInvokeStreaming(List<LlmStrategyDto> dto) { + if (CollUtil.isEmpty(dto)){ + throw new FebsException("火山大模型初始化异常"); + } + List<ChatMessage> messages = getMessages(dto); + + ChatCompletionRequest chatCompletionRequest = ChatCompletionRequest.builder() + .model(LinkId) + .messages(messages) + .stream(true) + .thinking(new ChatCompletionRequest.ChatCompletionRequestThinking("enabled")) + .temperature(0.7) + .topP(0.9) + .maxTokens(2048) + .frequencyPenalty(0.0) + .build(); + + return Flux.from(service.streamChatCompletion(chatCompletionRequest)) + .map(response -> { + if (response == null || response.getChoices() == null || response.getChoices().isEmpty()) { + return new FebsResponse().success().data("未响应,请重试"); + } + + ChatCompletionChoice choice = response.getChoices().get(0); + if (choice == null || choice.getMessage() == null) { + return new FebsResponse().success().data("END"); + } + + ChatMessage message = choice.getMessage(); + ApiMemberTalkStreamVo apiMemberTalkStreamVo = new ApiMemberTalkStreamVo(); + + // 处理 reasoning content + String reasoningContent = message.getReasoningContent(); + if (StrUtil.isNotEmpty(reasoningContent)) { + apiMemberTalkStreamVo.setReasoningContent(reasoningContent); + } + + // 安全处理 content + String content = ""; + if (message.getContent() != null) { + content = message.getContent().toString(); + } + apiMemberTalkStreamVo.setContent(content); + return new FebsResponse().success().data(apiMemberTalkStreamVo); + }) + .onErrorResume(throwable -> { + throw new FebsException(StrUtil.format("火山大模型流式调用AI服务失:{}",throwable)); + }); } } -- Gitblit v1.9.1