From 3c7c28b5e39c59e2bbaf7641e55f39953ae22c8c Mon Sep 17 00:00:00 2001
From: Administrator <15274802129@163.com>
Date: Tue, 02 Sep 2025 17:36:00 +0800
Subject: [PATCH] refactor(ai): 优化通义灵码回复内容处理并添加日志输出
---
src/main/java/cc/mrbird/febs/ai/strategy/Impl/AliLlmStrategyServiceImpl.java | 60 +++++++++++++++++++++++++++++++++++++++++++++++++++++++-----
1 files changed, 55 insertions(+), 5 deletions(-)
diff --git a/src/main/java/cc/mrbird/febs/ai/strategy/Impl/AliLlmStrategyServiceImpl.java b/src/main/java/cc/mrbird/febs/ai/strategy/Impl/AliLlmStrategyServiceImpl.java
index c362634..ac4a46d 100644
--- a/src/main/java/cc/mrbird/febs/ai/strategy/Impl/AliLlmStrategyServiceImpl.java
+++ b/src/main/java/cc/mrbird/febs/ai/strategy/Impl/AliLlmStrategyServiceImpl.java
@@ -1,6 +1,7 @@
package cc.mrbird.febs.ai.strategy.Impl;
import cc.mrbird.febs.ai.strategy.LlmStrategyService;
+import cc.mrbird.febs.ai.strategy.enumerates.LlmStrategyContextEnum;
import cc.mrbird.febs.ai.strategy.param.LlmStrategyDto;
import cc.mrbird.febs.common.entity.FebsResponse;
import cc.mrbird.febs.common.exception.FebsException;
@@ -19,6 +20,7 @@
import javax.annotation.PostConstruct;
import java.util.ArrayList;
+import java.util.HashMap;
import java.util.List;
@Component("AliLlmStrategyService")
@@ -26,13 +28,16 @@
private GenerationParam generationParam;
+ private static final String apiKey = "sk-babdcf8799144134915cee2683794b2f";
+ private static final String model = "qwen-plus";
+
@PostConstruct
public void init() {
this.generationParam = GenerationParam.builder()
// 若没有配置环境变量，请用阿里云百炼API Key将下行替换为：.apiKey("sk-xxx")
- .apiKey("sk-babdcf8799144134915cee2683794b2f")
+ .apiKey(apiKey)
// 模型列表：https://help.aliyun.com/zh/model-studio/getting-started/models
- .model("qwen-plus")
+ .model(model)
.resultFormat(GenerationParam.ResultFormat.MESSAGE)
.build();
}
@@ -87,7 +92,47 @@
}
@Override
- public Flux<FebsResponse> llmInvokeStreaming(List<LlmStrategyDto> dto) {
+ public Flux<FebsResponse> llmInvokeStreamingWithThink(List<LlmStrategyDto> dto) {
+ if (CollUtil.isEmpty(dto)){
+ throw new FebsException("百炼大模型初始化异常");
+ }
+ List<Message> messages = getMessages(dto);
+
+ long startTime = System.currentTimeMillis();
+ Generation gen = new Generation();
+ generationParam.setMessages(messages);
+ generationParam.setResultFormat(GenerationParam.ResultFormat.MESSAGE);
+ generationParam.setEnableThinking( true);
+ generationParam.setIncrementalOutput(true);
+ Flowable<GenerationResult> result;
+ try {
+ result = gen.streamCall(generationParam);
+ } catch (NoApiKeyException | InputRequiredException e) {
+ throw new FebsException(StrUtil.format("百炼大模型输出失败:{}",e.getMessage()));
+ }
+
+ return Flux.from(result)
+ .map(message -> {
+ HashMap<String, String> stringStringHashMap = new HashMap<>();
+ if (StrUtil.isNotEmpty(message.getOutput().getChoices().get(0).getMessage().getReasoningContent())){
+ stringStringHashMap.put(LlmStrategyContextEnum.THINK.name(),message.getOutput().getChoices().get(0).getMessage().getReasoningContent());
+ }
+ if (StrUtil.isNotEmpty(message.getOutput().getChoices().get(0).getMessage().getContent())){
+ stringStringHashMap.put(LlmStrategyContextEnum.CONTENT.name(),message.getOutput().getChoices().get(0).getMessage().getContent());
+ }
+ return new FebsResponse().success().data(stringStringHashMap);
+ })
+ .doOnComplete(() -> {
+ long endTime = System.currentTimeMillis();
+ System.out.println("百炼大模型输出：" + (endTime - startTime) + "毫秒");
+ })
+ .doOnError(error -> {
+ throw new FebsException(StrUtil.format("百炼大模型输出失败:{}",error));
+ });
+ }
+
+ @Override
+ public Flux<FebsResponse> llmInvokeStreamingNoThink(List<LlmStrategyDto> dto) {
if (CollUtil.isEmpty(dto)){
throw new FebsException("百炼大模型初始化异常");
}
@@ -107,8 +152,13 @@
return Flux.from(result)
.map(message -> {
- String content = message.getOutput().getChoices().get(0).getMessage().getContent();
- return new FebsResponse().success().data(content);
+ HashMap<String, String> stringStringHashMap = new HashMap<>();
+ if (StrUtil.isNotEmpty(message.getOutput().getChoices().get(0).getMessage().getContent())){
+ String content = message.getOutput().getChoices().get(0).getMessage().getContent();
+ System.out.print( content);
+ stringStringHashMap.put(LlmStrategyContextEnum.CONTENT.name(),content);
+ }
+ return new FebsResponse().success().data(stringStringHashMap);
})
.doOnComplete(() -> {
long endTime = System.currentTimeMillis();
--
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