文档问答

基于已有的知识库进行回答，包括stuff、refine和map-reduce策略。

• Stuff：将所有文档直接填充到prompt中，提给模型回答，适用于文档较少的场景。

  import com.huaweicloud.pangu.dev.sdk.api.llms.LLMs;
  import com.huaweicloud.pangu.dev.sdk.api.memory.bo.Document;
  import com.huaweicloud.pangu.dev.sdk.skill.DocSkill;
  import com.huaweicloud.pangu.dev.sdk.api.skill.Skills;
  import com.huaweicloud.pangu.dev.sdk.api.memory.vector.Vector;
  import com.huaweicloud.pangu.dev.sdk.api.memory.vector.Vectors;
  import com.huaweicloud.pangu.dev.sdk.api.memory.config.VectorStoreConfig;
  import com.huaweicloud.pangu.dev.sdk.api.embedings.Embeddings;
  
  import java.util.List;
  
  Vector cssVector = Vectors.of(Vectors.CSS,
              VectorStoreConfig.builder()
                  .embedding(Embeddings.of(Embeddings.CSS))
                  .indexName("test-stuff-document-062102")
                  .build());
  
  // 检索
  String query = "杜甫的诗代表了什么主义诗歌艺术的高峰？";
  List<Document> docs = cssVector.similaritySearch(query, 4, 105);
  
  // 问答
  DocSkill docSkill = Skills.Document.newDocAskStuffSkill(LLMs.of(LLMs.PANGU));
  
  System.out.println(docSkill.executeWithDocs(docs, query));

• Refine：基于首个文档问答，并循环后续文档来迭代更新答案。

  import com.huaweicloud.pangu.dev.sdk.api.llms.LLMs;
  import com.huaweicloud.pangu.dev.sdk.api.memory.bo.Document;
  import com.huaweicloud.pangu.dev.sdk.skill.DocSkill;
  import com.huaweicloud.pangu.dev.sdk.api.skill.Skills;
  import com.huaweicloud.pangu.dev.sdk.api.memory.vector.Vector;
  import com.huaweicloud.pangu.dev.sdk.api.memory.vector.Vectors;
  import com.huaweicloud.pangu.dev.sdk.api.memory.config.VectorStoreConfig;
  import com.huaweicloud.pangu.dev.sdk.api.embedings.Embeddings;
  
  import java.util.List;
  
  Vector cssVector = Vectors.of(Vectors.CSS,
              VectorStoreConfig.builder()
                  .embedding(Embeddings.of(Embeddings.CSS))
                  .indexName("test-stuff-document-062102")
                  .build());
  
  // 检索
  String query = "杜甫的诗代表了什么主义诗歌艺术的高峰？";
  List<Document> docs = cssVector.similaritySearch(query, 4, 105);
  
  // 问答
  DocSkill docSkill = Skills.Document.newDocAskRefineSkill(LLMs.of(LLMs.PANGU));
  
  System.out.println(docSkill.executeWithDocs(docs, query));

• Map-Reduce：先将文档单独进行摘要，将摘要后的文档再提交给模型。必要时，会循环迭代摘要。

  import com.huaweicloud.pangu.dev.sdk.api.llms.LLMs;
  import com.huaweicloud.pangu.dev.sdk.api.memory.bo.Document;
  import com.huaweicloud.pangu.dev.sdk.skill.DocSkill;
  import com.huaweicloud.pangu.dev.sdk.api.skill.Skills;
  import com.huaweicloud.pangu.dev.sdk.api.memory.vector.Vector;
  import com.huaweicloud.pangu.dev.sdk.api.memory.vector.Vectors;
  import com.huaweicloud.pangu.dev.sdk.api.memory.config.VectorStoreConfig;
  import com.huaweicloud.pangu.dev.sdk.api.embedings.Embeddings;
  
  import java.util.List;
  
  Vector cssVector = Vectors.of(Vectors.CSS,
              VectorStoreConfig.builder()
                  .embedding(Embeddings.of(Embeddings.CSS))
                  .indexName("test-stuff-document-062102")
                  .build());
  
  // 检索
  String query = "杜甫的诗代表了什么主义诗歌艺术的高峰？";
  List<Document> docs = cssVector.similaritySearch(query, 4, 105);
  
  // 问答
  DocSkill docSkill = Skills.Document.newDocAskMapReduceSkill(LLMs.of(LLMs.PANGU));
  
  System.out.println(docSkill.executeWithDocs(docs, query));