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【人工智能深度学习应用】妙笔API最佳实践

news 2025/7/15 3:15:13

AI妙笔是一款以文本创作为主、多模态为辅的生成式创作大模型产品，专门为传媒、政务等特定的行业和组织提供行业化的内容创作辅助。它具备深度的行业知识，能够生成高质量的专业内容，能覆盖各行业常见的文体类型，写作文体丰富多样，包括时政稿件、时事评论、视频脚本、报告、请示、通知、方案、复函等。AI妙笔通过人工智能技术提升创作效率，帮助用户节省时间和精力，并提供准确、专业的内容，满足不同行业组织的需求。

本文提供妙笔写作链路 API的几个最佳实践，帮助您快速入门并开发您自己的业务应用。

前提条件

  • 已开通服务

  • 获取WorkSpaceId 获取Workspace ID

  • 引入妙笔SDK 注意获取最新SDK版本

<dependency><groupId>com.aliyun</groupId><artifactId>alibabacloud-aimiaobi20230801</artifactId><version>1.0.11</version>
</dependency>

1、实现直接生成文章

基于妙笔提供的API，本节通过直接生成文章场景来帮助您熟悉API的使用。

生成调用demo如下：

package com.aliyun.sdk.service.aimiaobi20230801;import com.aliyun.auth.credentials.Credential;
import com.aliyun.auth.credentials.provider.StaticCredentialProvider;
import com.aliyun.sdk.gateway.pop.Configuration;
import com.aliyun.sdk.gateway.pop.auth.SignatureVersion;
import com.aliyun.sdk.service.aimiaobi20230801.models.RunWritingRequest;
import com.aliyun.sdk.service.aimiaobi20230801.models.RunWritingResponseBody;import com.google.gson.Gson;
import darabonba.core.ResponseIterable;
import darabonba.core.ResponseIterator;
import darabonba.core.client.ClientOverrideConfiguration;import java.util.ArrayList;import java.util.List;/*** packageName com.dayouz.lightapp** @author dayouz* @version JDK 8* @className runStyleWriting* @date 2024/8/13* @description 直接写作demo*/
public class RunWritingTest {public static void main(String[] args) {StaticCredentialProvider provider = StaticCredentialProvider.create(Credential.builder().accessKeyId(Constant.accessKeyId).accessKeySecret(Constant.accessKeySecret).build());AsyncClient client = AsyncClient.builder().region("cn-beijing").credentialsProvider(provider).serviceConfiguration(Configuration.create().setSignatureVersion(SignatureVersion.V3)).overrideConfiguration(ClientOverrideConfiguration.create().setProtocol("HTTPS").setEndpointOverride("aimiaobi.cn-beijing.aliyuncs.com")).build();//写作时的文体、篇幅、输出语言等控制参数List<RunWritingRequest.Tags> tags = new ArrayList<>();//构建语言为中文tags.add(RunWritingRequest.Tags.builder().tag("language").keyword("zh-CN").build());//构建文章篇幅字数300字左右tags.add(RunWritingRequest.Tags.builder().tag("gcNumberSizeTag").keyword("300字").build());//构建生成文章数量为1篇tags.add(RunWritingRequest.Tags.builder().tag("gcNumber").keyword("1").build());//构建写作文体为新闻评论tags.add(RunWritingRequest.Tags.builder().tag("writingStyle").keyword("新闻评论").build());RunWritingRequest request = RunWritingRequest.builder().workspaceId(Constant.workspaceId).prompt("写一篇关于国足对战日本0:7 失败的报道").writingConfig(RunWritingRequest.WritingConfig.builder()//设置传媒领域的写作.domain("media")//设置为自动补充素材，通过互联网检索.useSearch(true)//设置写作时的文体、篇幅、输出语言等控制参数.tags(tags).build()).build();ResponseIterable<RunWritingResponseBody> x = client.runWritingWithResponseIterable(request);ResponseIterator<RunWritingResponseBody> iterator = x.iterator();while (iterator.hasNext()) {System.out.println("----event----");RunWritingResponseBody event = iterator.next();System.out.println(new Gson().toJson(event));}System.out.println("ALL***********************");System.out.println("请求成功的请求头值：");System.out.println(x.getStatusCode());System.out.println(x.getHeaders());}
}

2、分步骤创作文章

package org.example.miaobi;import com.alibaba.fastjson2.JSONObject;
import com.aliyun.auth.credentials.Credential;
import com.aliyun.auth.credentials.provider.StaticCredentialProvider;
import com.aliyun.sdk.gateway.pop.Configuration;
import com.aliyun.sdk.gateway.pop.auth.SignatureVersion;
import com.aliyun.sdk.service.aimiaobi20230801.AsyncClient;
import com.aliyun.sdk.service.aimiaobi20230801.models.RunStepByStepWritingRequest;
import com.aliyun.sdk.service.aimiaobi20230801.models.RunStepByStepWritingResponseBody;
import darabonba.core.ResponseIterable;
import darabonba.core.client.ClientOverrideConfiguration;
import lombok.extern.slf4j.Slf4j;
import org.junit.jupiter.api.Test;import java.util.Arrays;
import java.util.List;
import java.util.stream.Collectors;@Slf4j
public class RunStepByStepWritingTest {public static AsyncClient asyncClient() {//accessKeyIdString accessKeyId = System.getenv("accessKeyId");//accessKeySecretString accessKeySecret = System.getenv("accessKeySecret");//域名:aimiaobi.cn-hangzhou.aliyuncs.comString domain = System.getenv("domain");return AsyncClient.builder().credentialsProvider(StaticCredentialProvider.create(Credential.builder().accessKeyId(accessKeyId).accessKeySecret(accessKeySecret).build())).serviceConfiguration(Configuration.create().setSignatureVersion(SignatureVersion.V3)).overrideConfiguration(ClientOverrideConfiguration.create().setProtocol("HTTPS").setEndpointOverride(domain)).build();}@Testpublic void runStepByStepWriting() {AsyncClient asyncClient = asyncClient();String workspaceId = System.getenv("WorkspaceId");String prompt = "中美关系如何破局";//大纲生成OutlineGenerateResult result = runOutlineGenerateResult(asyncClient, workspaceId, prompt);//判断是否成功失败if (result.latestResponse == null || result.latestResponse.getHeader().getErrorCode() != null || result.latestResponse.getHeader().getErrorMessage() != null) {log.error("runStepByStepWriting|runOutlineGenerateResult error:{}", JSONObject.toJSONString(result.latestResponse));return;}log.info("latestResponse:{}", JSONObject.toJSONString(result.latestResponse));log.info("searchQuery:{}", result.searchQuery);log.info("articles:{}", result.articles != null ? result.articles.stream().map(x -> {return String.format("%s:%s", x.getTitle(), x.getUrl());}).collect(Collectors.joining(",")) : null);log.info("miniDoc:{}", JSONObject.toJSONString(result.miniDoc));log.info("outlines:{}", JSONObject.toJSONString(result.outlines));List<String> miniDoc = result.miniDoc;List<String> outlines = result.outlines;//生成摘编SummarizationResult summarizationResult = runSummarizationGenerate(outlines, asyncClient, workspaceId, miniDoc, prompt);//判断是否成功失败if (summarizationResult.latestResponse == null || summarizationResult.latestResponse.getHeader().getErrorCode() != null || summarizationResult.latestResponse.getHeader().getErrorMessage() != null) {log.error("runStepByStepWriting|runSummarizationGenerate|error:{}", JSONObject.toJSONString(summarizationResult.latestResponse));return;}List<RunStepByStepWritingRequest.Outlines> outlineList = outlines.stream().map(x -> {return RunStepByStepWritingRequest.Outlines.builder().outline(x).build();}).collect(Collectors.toList());//生成文章RunWritingResult runWritingResult = runWriting(asyncClient, workspaceId, prompt, miniDoc, outlineList, summarizationResult.cachedSummarization);//判断是否成功失败if (runWritingResult.latestResponse == null || runWritingResult.latestResponse.getHeader().getErrorCode() != null || runWritingResult.latestResponse.getHeader().getErrorMessage() != null) {log.error("runStepByStepWriting|runSummarizationGenerate|error:{}", JSONObject.toJSONString(runWritingResult.latestResponse));return;}RunStepByStepWritingResponseBody.Output output = runWritingResult.latestResponse.getPayload().getOutput();//最终输出的正文String text = output.getText();log.info("最终输出的正文:{}", text);}public static class RunWritingResult {public final RunStepByStepWritingResponseBody latestResponse;public RunWritingResult(RunStepByStepWritingResponseBody latestResponse) {this.latestResponse = latestResponse;}}private static RunWritingResult runWriting(AsyncClient asyncClient, String workspaceId, String prompt, List<String> miniDoc, List<RunStepByStepWritingRequest.Outlines> outlineList, List<String> cachedSummarization) {ResponseIterable<RunStepByStepWritingResponseBody> iterable = asyncClient.runStepByStepWritingWithResponseIterable(RunStepByStepWritingRequest.builder().workspaceId(workspaceId).prompt(prompt).referenceData(RunStepByStepWritingRequest.ReferenceData.builder().miniDoc(miniDoc).outlines(outlineList).summarization(cachedSummarization).build()).writingConfig(RunStepByStepWritingRequest.WritingConfig.builder().step("Writing").build()).build());RunStepByStepWritingResponseBody latestResponse = null;//写作输出for (RunStepByStepWritingResponseBody item : iterable) {log.info("item:{}", JSONObject.toJSONString(item));latestResponse = item;}return new RunWritingResult(latestResponse);}public static class SummarizationResult {public final List<String> cachedSummarization;public final RunStepByStepWritingResponseBody latestResponse;public SummarizationResult(List<String> cachedSummarization, RunStepByStepWritingResponseBody latestResponse) {this.cachedSummarization = cachedSummarization;this.latestResponse = latestResponse;}}private static SummarizationResult runSummarizationGenerate(List<String> outlines,AsyncClient asyncClient,String workspaceId,List<String> miniDoc,String prompt) {List<RunStepByStepWritingRequest.Outlines> outlineList = outlines.stream().map(x -> {return RunStepByStepWritingRequest.Outlines.builder().outline(x).build();}).collect(Collectors.toList());ResponseIterable<RunStepByStepWritingResponseBody> iterable = asyncClient.runStepByStepWritingWithResponseIterable(RunStepByStepWritingRequest.builder().workspaceId(workspaceId).prompt(prompt).referenceData(RunStepByStepWritingRequest.ReferenceData.builder().miniDoc(miniDoc).outlines(outlineList).build()).writingConfig(RunStepByStepWritingRequest.WritingConfig.builder().step("MiniDocSummary").build()).build());List<String> cachedSummarization = null;RunStepByStepWritingResponseBody latestResponse = null;for (RunStepByStepWritingResponseBody responseBody : iterable) {latestResponse = responseBody;RunStepByStepWritingResponseBody.Output output = responseBody.getPayload().getOutput();if (output != null && output.getExtraOutput() != null && output.getExtraOutput().getSummarization() != null) {cachedSummarization = output.getExtraOutput().getSummarization();}}return new SummarizationResult(cachedSummarization, latestResponse);}private static OutlineGenerateResult runOutlineGenerateResult(AsyncClient asyncClient, String workspaceId, String prompt) {//生成大纲ResponseIterable<RunStepByStepWritingResponseBody> iterable = asyncClient.runStepByStepWritingWithResponseIterable(RunStepByStepWritingRequest.builder().workspaceId(workspaceId).prompt(prompt).writingConfig(RunStepByStepWritingRequest.WritingConfig.builder().step("OutlineGenerate").build()).build());//检索的QueryString searchQuery = null;//检索的文章List<RunStepByStepWritingResponseBody.Articles> articles = null;//排序好的文章切片List<String> miniDoc = null;//生成的大纲List<String> outlines = null;RunStepByStepWritingResponseBody latestResponse = null;for (RunStepByStepWritingResponseBody response : iterable) {latestResponse = response;if (articles == null) {articles = response.getPayload().getOutput().getArticles();}if (miniDoc == null) {miniDoc = response.getPayload().getOutput().getMiniDoc();}//检索后的queryif (searchQuery == null) {searchQuery = response.getPayload().getOutput().getSearchQuery();}//大纲生成结束if ("task-outline-end".equals(response.getHeader().getEvent())) {outlines = Arrays.asList(response.getPayload().getOutput().getText().split("\n"));}}return new OutlineGenerateResult(searchQuery, articles, miniDoc, outlines, latestResponse);}private static class OutlineGenerateResult {public final String searchQuery;public final List<RunStepByStepWritingResponseBody.Articles> articles;public final List<String> miniDoc;public final List<String> outlines;public final RunStepByStepWritingResponseBody latestResponse;public OutlineGenerateResult(String searchQuery, List<RunStepByStepWritingResponseBody.Articles> articles, List<String> miniDoc, List<String> outlines, RunStepByStepWritingResponseBody latestResponse) {this.searchQuery = searchQuery;this.articles = articles;this.miniDoc = miniDoc;this.outlines = outlines;this.latestResponse = latestResponse;}}
}

3、AI工具箱

AI工具箱包括内容续写、摘要生成、标题生成、内容缩写、内容扩写、关键词抽取等功能，最新实时能力可参考妙笔写作页面的AI工具箱。本节通过实现摘要生成场景来帮助您熟悉API的使用。

生成调用demo如下：

package com.aliyun.sdk.service.aimiaobi20230801;import com.aliyun.auth.credentials.Credential;
import com.aliyun.auth.credentials.provider.StaticCredentialProvider;
import com.aliyun.sdk.gateway.pop.Configuration;
import com.aliyun.sdk.gateway.pop.auth.SignatureVersion;
import com.aliyun.sdk.service.aimiaobi20230801.models.RunSummaryGenerateRequest;
import com.aliyun.sdk.service.aimiaobi20230801.models.RunSummaryGenerateResponseBody;
import com.aliyun.sdk.service.aimiaobi20230801.models.RunWritingRequest;
import com.aliyun.sdk.service.aimiaobi20230801.models.RunWritingResponseBody;
import com.google.gson.Gson;
import darabonba.core.ResponseIterable;
import darabonba.core.ResponseIterator;
import darabonba.core.client.ClientOverrideConfiguration;import java.util.ArrayList;
import java.util.List;/*** packageName com.dayouz.lightapp** @author dayouz* @version JDK 8* @className runStyleWriting* @date 2024/8/13* @description 摘要生成Demo*/
public class RunSummaryGenerateTest {public static void main(String[] args) {StaticCredentialProvider provider = StaticCredentialProvider.create(Credential.builder().accessKeyId(Constant.accessKeyId).accessKeySecret(Constant.accessKeySecret).build());AsyncClient client = AsyncClient.builder().region("cn-beijing").credentialsProvider(provider).serviceConfiguration(Configuration.create().setSignatureVersion(SignatureVersion.V3)).overrideConfiguration(ClientOverrideConfiguration.create().setProtocol("HTTPS").setEndpointOverride("aimiaobi.cn-beijing.aliyuncs.com")).build();//写作时的文体、篇幅、输出语言等控制参数List<RunWritingRequest.Tags> tags = new ArrayList<>();//构建语言tags.add(RunWritingRequest.Tags.builder().tag("language").keyword("zh-CN").build());//构建文章篇幅tags.add(RunWritingRequest.Tags.builder().tag("gcNumberSizeTag").keyword("300字").build());//构建生成文章数量tags.add(RunWritingRequest.Tags.builder().tag("gcNumber").keyword("2").build());//构建写作文体tags.add(RunWritingRequest.Tags.builder().tag("writingStyle").keyword("新闻评论").build());RunSummaryGenerateRequest request = RunSummaryGenerateRequest.builder().workspaceId(Constant.workspaceId).prompt("请为上述内容生成一段摘要，字数在100~200字以内。").content("云服务器ECS（Elastic Compute Service）是阿里云提供的性能卓越、稳定可靠、弹性扩展的IaaS（Infrastructure as a Service）级别云计算服务。云服务器ECS免去了您采购IT硬件的前期准备，让您像使用水、电、天然气等公共资源一样便捷、高效地使用服务器，实现计算资源的即开即用和弹性伸缩。阿里云ECS持续提供创新型服务器，解决多种业务需求，助力您的业务发展。").build();ResponseIterable<RunSummaryGenerateResponseBody> x = client.runSummaryGenerateWithResponseIterable(request);ResponseIterator<RunSummaryGenerateResponseBody> iterator = x.iterator();while (iterator.hasNext()) {System.out.println("----event----");RunSummaryGenerateResponseBody event = iterator.next();System.out.println(new Gson().toJson(event));}System.out.println("ALL***********************");System.out.println("请求成功的请求头值：");System.out.println(x.getStatusCode());System.out.println(x.getHeaders());}
}
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