Google 会使用 AI 技术将内容翻译成您偏好的语言。AI 翻译可能包含错误。

快速入门：将客户端库与 Developer Knowledge API 搭配使用

本指南介绍如何使用官方客户端库开始使用 Developer Knowledge API。您将了解如何设置环境、安装首选语言的客户端库，以及如何发出 API 调用来搜索和检索开发者文档。

准备工作

在开始使用 Developer Knowledge API 客户端库之前，请完成以下各部分。

启用 API

在 Google API 库中打开 Developer Knowledge API 页面。
检查您是否已选择要使用相应 API 的正确项目。
点击启用。启用或使用该 API 不需要任何特定的 IAM 角色。

设置身份验证

Developer Knowledge API 客户端库使用应用默认凭证 (ADC) 对请求进行身份验证。

如需设置本地身份验证凭据，请运行以下命令：

gcloud auth application-default login

如需详细了解服务账号等凭据选项，请参阅应用默认凭据文档。

安装客户端库

如需安装官方 Developer Knowledge API 客户端库，请选择您的编程语言：

Python

pip install google-developer-knowledge

Node.js 和 TypeScript

npm install @google/developer-knowledge

Go

go get cloud.google.com/go/developerknowledge/apiv1

Java

<!-- Maven dependency -->
<dependency>
  <groupId>com.google.cloud</groupId>
  <artifactId>google-cloud-developer-knowledge</artifactId>
  <version>0.3.0</version>
</dependency>

使用接地生成功能回答查询

AnswerQuery 端点通过整合多个官方文档来源中的信息，回答复杂的自然语言问题，例如涉及代码设置、问题排查程序和产品功能的问题。

选择语言标签页，查看如何调用 AnswerQuery 的示例：

Python

from google.cloud import developer_knowledge_v1


def answer_query(
    query: str = "How do I create a Google Cloud Storage bucket?",
) -> developer_knowledge_v1.AnswerQueryResponse:
    """Answers a developer question grounded in Google developer documentation.

    Args:
        query: The technical question to answer.

    Returns:
        The AnswerQueryResponse containing the grounded answer,
        citations, and references.
    """
    client = developer_knowledge_v1.DeveloperKnowledgeClient()

    request = developer_knowledge_v1.AnswerQueryRequest(
        query=query,
    )

    response = client.answer_query(request=request)

    print(f"Answer:\n{response.answer.answer_text}\n")
    print(f"Citations count: {len(response.answer.citations)}")
    print(f"References count: {len(response.answer.references)}")

    return response

Node.js 和 TypeScript

const {DeveloperKnowledgeClient} = require('@google/developer-knowledge');

/**
 * Answers a developer question grounded in Google developer documentation.
 *
 * @param {string} query The technical question to answer.
 */
async function answerQuery(
  query = 'How do I create a Google Cloud Storage bucket?'
) {
  const client = new DeveloperKnowledgeClient();

  const request = {
    query,
  };

  const [response] = await client.answerQuery(request);

  console.log(`Answer:\n${response.answer.answerText}\n`);
  const citationsCount = response.answer.citations
    ? response.answer.citations.length
    : 0;
  const referencesCount = response.answer.references
    ? response.answer.references.length
    : 0;
  console.log(`Citations count: ${citationsCount}`);
  console.log(`References count: ${referencesCount}`);

  return response;
}

Go

import (
	"context"
	"fmt"
	"io"

	developerknowledge "cloud.google.com/go/developerknowledge/apiv1"
	developerknowledgepb "cloud.google.com/go/developerknowledge/apiv1/developerknowledgepb"
)

// answerQuery answers a developer question grounded in Google developer documentation.
func answerQuery(w io.Writer, query string) (*developerknowledgepb.AnswerQueryResponse, error) {
	ctx := context.Background()

	client, err := developerknowledge.NewDeveloperKnowledgeClient(ctx)
	if err != nil {
		return nil, fmt.Errorf("developerknowledge.NewDeveloperKnowledgeClient: %w", err)
	}
	defer client.Close()

	req := &developerknowledgepb.AnswerQueryRequest{
		Query: query,
	}

	resp, err := client.AnswerQuery(ctx, req)
	if err != nil {
		return nil, fmt.Errorf("AnswerQuery: %w", err)
	}

	if resp.GetAnswer() != nil {
		fmt.Fprintf(w, "Answer:\n%s\n\n", resp.GetAnswer().GetAnswerText())
		fmt.Fprintf(w, "Citations count: %d\n", len(resp.GetAnswer().GetCitations()))
		fmt.Fprintf(w, "References count: %d\n", len(resp.GetAnswer().GetReferences()))
	}

	return resp, nil
}

Java

import com.google.developers.knowledge.v1.AnswerQueryRequest;
import com.google.developers.knowledge.v1.AnswerQueryResponse;
import com.google.developers.knowledge.v1.DeveloperKnowledgeClient;
import java.io.IOException;

public class AnswerQuery {

  public static void main(String[] args) throws IOException {
    // TODO(developer): Replace these variables before running the sample.
    String query = "How do I create a Google Cloud Storage bucket?";
    answerQuery(query);
  }

  // Answers a developer question grounded in Google developer documentation.
  public static AnswerQueryResponse answerQuery(String query) throws IOException {
    // Initialize client that will be used to send requests. This client only needs to be created
    // once, and can be reused for multiple requests. After completing all of your requests, call
    // the "close" method on the client to safely clean up any remaining background resources.
    try (DeveloperKnowledgeClient client = DeveloperKnowledgeClient.create()) {
      AnswerQueryRequest request =
          AnswerQueryRequest.newBuilder().setQuery(query).build();

      AnswerQueryResponse response = client.answerQuery(request);

      System.out.println("Answer:\n" + response.getAnswer().getAnswerText() + "\n");
      System.out.println("Citations count: " + response.getAnswer().getCitationsCount());
      System.out.println("References count: " + response.getAnswer().getReferencesCount());

      return response;
    }
  }
}

搜索文档块

如需在文档中查找精确的本地化文本片段，而不是合成的答案，请使用 SearchDocumentChunks 端点。此方法会扫描语料库，并返回各个内容片段（块）以及父文档标识符，您可以使用这些标识符来检索完整的文档内容。

选择一个语言标签页，查看有关如何搜索文档块的示例：

Python

from google.cloud import developer_knowledge_v1


def search_document_chunks(
    query: str = "How to create a Cloud Storage bucket",
    page_size: int = 5,
) -> (
    developer_knowledge_v1.services.developer_knowledge.pagers.SearchDocumentChunksPager
):
    """Searches developer documentation chunks for a given query.

    Args:
        query: The natural language search query.
        page_size: The maximum number of document chunks to return.

    Returns:
        The SearchDocumentChunksPager containing relevant document chunks.
    """
    client = developer_knowledge_v1.DeveloperKnowledgeClient()

    request = developer_knowledge_v1.SearchDocumentChunksRequest(
        query=query,
        page_size=page_size,
    )

    response = client.search_document_chunks(request=request)

    count = 0
    for chunk in response:
        print(f"Parent Document: {chunk.parent}")
        print(f"Chunk ID: {chunk.id}")
        print(f"Content: {chunk.content[:100]}...\n")
        count += 1
        if page_size > 0 and count >= page_size:
            break

    return response

Node.js 和 TypeScript

const {DeveloperKnowledgeClient} = require('@google/developer-knowledge');

/**
 * Searches developer documentation chunks for a given query.
 *
 * @param {string} query The search query string.
 * @param {number} pageSize The maximum number of document chunks to return.
 */
async function searchDocumentChunks(
  query = 'How to create a Cloud Storage bucket',
  pageSize = 5
) {
  const client = new DeveloperKnowledgeClient();

  const request = {
    query,
    pageSize,
  };

  // Warning: Should always disable autoPaginate to avoid iterating through all pages.
  // By default NodeJS SDK returns an iterable where you can iterate through all
  // search results instead of only the limited number of results requested on pageSize.
  const [chunks] = await client.searchDocumentChunks(request, {
    autoPaginate: false,
  });

  for (const chunk of chunks) {
    console.log(`Parent Document: ${chunk.parent}`);
    console.log(`Chunk ID: ${chunk.id}`);
    console.log(`Content Preview: ${chunk.content.substring(0, 100)}...\n`);
  }

  return chunks;
}

Go

import (
	"context"
	"fmt"
	"io"

	developerknowledge "cloud.google.com/go/developerknowledge/apiv1"
	developerknowledgepb "cloud.google.com/go/developerknowledge/apiv1/developerknowledgepb"
	"google.golang.org/api/iterator"
)

// searchDocumentChunks searches developer documentation chunks for a given query.
func searchDocumentChunks(w io.Writer, query string, pageSize int32) ([]*developerknowledgepb.DocumentChunk, error) {
	ctx := context.Background()

	client, err := developerknowledge.NewDeveloperKnowledgeClient(ctx)
	if err != nil {
		return nil, fmt.Errorf("developerknowledge.NewDeveloperKnowledgeClient: %w", err)
	}
	defer client.Close()

	req := &developerknowledgepb.SearchDocumentChunksRequest{
		Query:    query,
		PageSize: pageSize,
	}

	var results []*developerknowledgepb.DocumentChunk
	it := client.SearchDocumentChunks(ctx, req)
	for {
		chunk, err := it.Next()
		if err == iterator.Done {
			break
		}
		if err != nil {
			return nil, fmt.Errorf("SearchDocumentChunks: %w", err)
		}
		results = append(results, chunk)
		fmt.Fprintf(w, "Parent Document: %s\n", chunk.GetParent())
		fmt.Fprintf(w, "Chunk ID: %s\n", chunk.GetId())
		fmt.Fprintf(w, "Content: %s\n\n", chunk.GetContent())

		if pageSize > 0 && len(results) >= int(pageSize) {
			break
		}
	}

	return results, nil
}

Java

import com.google.developers.knowledge.v1.DeveloperKnowledgeClient;
import com.google.developers.knowledge.v1.DeveloperKnowledgeClient.SearchDocumentChunksPagedResponse;
import com.google.developers.knowledge.v1.DocumentChunk;
import com.google.developers.knowledge.v1.SearchDocumentChunksRequest;
import java.io.IOException;

public class SearchDocumentChunks {

  public static void main(String[] args) throws IOException {
    // TODO(developer): Replace these variables before running the sample.
    String query = "How to create a Cloud Storage bucket";
    int pageSize = 5;
    searchDocumentChunks(query, pageSize);
  }

  // Searches developer documentation chunks for a given query.
  public static SearchDocumentChunksPagedResponse searchDocumentChunks(
      String query, int pageSize) throws IOException {
    // Initialize client that will be used to send requests. This client only needs to be created
    // once, and can be reused for multiple requests. After completing all of your requests, call
    // the "close" method on the client to safely clean up any remaining background resources.
    try (DeveloperKnowledgeClient client = DeveloperKnowledgeClient.create()) {
      SearchDocumentChunksRequest request =
          SearchDocumentChunksRequest.newBuilder()
              .setQuery(query)
              .setPageSize(pageSize)
              .build();

      SearchDocumentChunksPagedResponse response = client.searchDocumentChunks(request);

      for (DocumentChunk chunk : response.getPage().getValues()) {
        System.out.println("Parent Document: " + chunk.getParent());
        System.out.println("Chunk ID: " + chunk.getId());
        String preview = chunk.getContent();
        if (preview.length() > 100) {
          preview = preview.substring(0, 100) + "...";
        }
        System.out.println("Content: " + preview + "\n");
      }

      return response;
    }
  }
}

检索文档

每个文档块都包含一个 parent 字段，其中包含其父文档的资源名称。使用该资源名称调用 GetDocument 以检索完整文档。

以下示例检索了一个示例文档。您可以将示例文档名称替换为搜索结果中返回的任何 parent 资源名称。

选择语言标签页，查看如何调用 GetDocument 的示例：

Python

from google.cloud import developer_knowledge_v1


def get_document(
    name: str = "documents/docs.cloud.google.com/storage/docs/creating-buckets",
) -> developer_knowledge_v1.Document:
    """Retrieves a single developer documentation page by its resource name.

    Args:
        name: The resource name of the document in format
            'documents/{uri_without_scheme}'.

    Returns:
        The Document containing the full Markdown content and metadata.
    """
    client = developer_knowledge_v1.DeveloperKnowledgeClient()

    request = developer_knowledge_v1.GetDocumentRequest(
        name=name,
    )

    document = client.get_document(request=request)

    print(f"Title: {document.title}")
    print(f"URI: {document.uri}")
    print(f"Data Source: {document.data_source}")
    print(f"Content Length: {document.content_length_bytes} bytes")
    print(f"Content Preview: {document.content[:150]}...\n")

    return document

Node.js 和 TypeScript

const {DeveloperKnowledgeClient} = require('@google/developer-knowledge');

/**
 * Retrieves a single developer documentation page by its resource name.
 *
 * @param {string} name The resource name in format 'documents/{uri_without_scheme}'.
 */
async function getDocument(
  name = 'documents/docs.cloud.google.com/storage/docs/creating-buckets'
) {
  const client = new DeveloperKnowledgeClient();

  const request = {
    name,
  };

  const [document] = await client.getDocument(request);

  console.log(`Title: ${document.title}`);
  console.log(`URI: ${document.uri}`);
  console.log(`Data Source: ${document.dataSource}`);
  console.log(`Content Length: ${document.contentLengthBytes} bytes`);
  console.log(`Content Preview: ${document.content.substring(0, 150)}...\n`);

  return document;
}

Go

import (
	"context"
	"fmt"
	"io"

	developerknowledge "cloud.google.com/go/developerknowledge/apiv1"
	developerknowledgepb "cloud.google.com/go/developerknowledge/apiv1/developerknowledgepb"
)

// getDocument retrieves a single developer documentation page by its resource name.
func getDocument(w io.Writer, name string) (*developerknowledgepb.Document, error) {
	ctx := context.Background()

	client, err := developerknowledge.NewDeveloperKnowledgeClient(ctx)
	if err != nil {
		return nil, fmt.Errorf("developerknowledge.NewDeveloperKnowledgeClient: %w", err)
	}
	defer client.Close()

	req := &developerknowledgepb.GetDocumentRequest{
		Name: name,
	}

	doc, err := client.GetDocument(ctx, req)
	if err != nil {
		return nil, fmt.Errorf("GetDocument: %w", err)
	}

	fmt.Fprintf(w, "Title: %s\n", doc.GetTitle())
	fmt.Fprintf(w, "URI: %s\n", doc.GetUri())
	fmt.Fprintf(w, "Data Source: %s\n", doc.GetDataSource())
	fmt.Fprintf(w, "Content Length: %d bytes\n\n", doc.GetContentLengthBytes())

	return doc, nil
}

Java

import com.google.developers.knowledge.v1.DeveloperKnowledgeClient;
import com.google.developers.knowledge.v1.Document;
import com.google.developers.knowledge.v1.GetDocumentRequest;
import java.io.IOException;

public class GetDocument {

  public static void main(String[] args) throws IOException {
    // TODO(developer): Replace these variables before running the sample.
    String name = "documents/docs.cloud.google.com/storage/docs/creating-buckets";
    getDocument(name);
  }

  // Retrieves a single developer documentation page by its resource name.
  public static Document getDocument(String name) throws IOException {
    // Initialize client that will be used to send requests. This client only needs to be created
    // once, and can be reused for multiple requests. After completing all of your requests, call
    // the "close" method on the client to safely clean up any remaining background resources.
    try (DeveloperKnowledgeClient client = DeveloperKnowledgeClient.create()) {
      GetDocumentRequest request = GetDocumentRequest.newBuilder().setName(name).build();

      Document document = client.getDocument(request);

      System.out.println("Title: " + document.getTitle());
      System.out.println("URI: " + document.getUri());
      System.out.println("Data Source: " + document.getDataSource());
      System.out.println("Content Length: " + document.getContentLengthBytes() + " bytes");
      String preview = document.getContent();
      if (preview.length() > 150) {
        preview = preview.substring(0, 150) + "...";
      }
      System.out.println("Content Preview: " + preview + "\n");

      return document;
    }
  }
}

检索多个文档

使用 BatchGetDocuments 可通过单个 API 调用按资源名称检索最多 20 个文档。

选择语言标签页，查看如何调用 BatchGetDocuments 的示例：

Python

from typing import List, Optional

from google.cloud import developer_knowledge_v1


def batch_get_documents(
    names: Optional[List[str]] = None,
) -> developer_knowledge_v1.BatchGetDocumentsResponse:
    """Retrieves multiple developer documentation pages in a single request.

    Args:
        names: A list of resource names in format 'documents/{uri_without_scheme}'.

    Returns:
        The BatchGetDocumentsResponse containing the retrieved documents.
    """
    if names is None:
        names = [
            "documents/docs.cloud.google.com/storage/docs/creating-buckets",
            "documents/docs.cloud.google.com/storage/docs/deleting-buckets",
        ]

    client = developer_knowledge_v1.DeveloperKnowledgeClient()

    request = developer_knowledge_v1.BatchGetDocumentsRequest(
        names=names,
    )

    response = client.batch_get_documents(request=request)

    for doc in response.documents:
        print(f"Title: {doc.title}")
        print(f"URI: {doc.uri}")
        print(f"Content Length: {doc.content_length_bytes} bytes\n")

    return response

Node.js 和 TypeScript

const {DeveloperKnowledgeClient} = require('@google/developer-knowledge');

/**
 * Retrieves multiple developer documentation pages in a single request.
 *
 * @param {string[]} names Array of resource names in format 'documents/{uri_without_scheme}'.
 */
async function batchGetDocuments(
  names = [
    'documents/docs.cloud.google.com/storage/docs/creating-buckets',
    'documents/docs.cloud.google.com/storage/docs/deleting-buckets',
  ]
) {
  const client = new DeveloperKnowledgeClient();

  const request = {
    names,
  };

  const [response] = await client.batchGetDocuments(request);

  if (response.documents) {
    for (const doc of response.documents) {
      console.log(`Title: ${doc.title}`);
      console.log(`URI: ${doc.uri}`);
      console.log(`Content Length: ${doc.contentLengthBytes} bytes\n`);
    }
  }

  return response;
}

Go

import (
	"context"
	"fmt"
	"io"

	developerknowledge "cloud.google.com/go/developerknowledge/apiv1"
	developerknowledgepb "cloud.google.com/go/developerknowledge/apiv1/developerknowledgepb"
)

// batchGetDocuments retrieves multiple developer documentation pages in a single request.
func batchGetDocuments(w io.Writer, names []string) (*developerknowledgepb.BatchGetDocumentsResponse, error) {
	ctx := context.Background()

	client, err := developerknowledge.NewDeveloperKnowledgeClient(ctx)
	if err != nil {
		return nil, fmt.Errorf("developerknowledge.NewDeveloperKnowledgeClient: %w", err)
	}
	defer client.Close()

	req := &developerknowledgepb.BatchGetDocumentsRequest{
		Names: names,
	}

	resp, err := client.BatchGetDocuments(ctx, req)
	if err != nil {
		return nil, fmt.Errorf("BatchGetDocuments: %w", err)
	}

	for _, doc := range resp.GetDocuments() {
		fmt.Fprintf(w, "Title: %s\n", doc.GetTitle())
		fmt.Fprintf(w, "\tURI: %s\n", doc.GetUri())
		fmt.Fprintf(w, "\tContent Length: %d bytes\n\n", doc.GetContentLengthBytes())
	}

	return resp, nil
}

Java

import com.google.developers.knowledge.v1.BatchGetDocumentsRequest;
import com.google.developers.knowledge.v1.BatchGetDocumentsResponse;
import com.google.developers.knowledge.v1.DeveloperKnowledgeClient;
import com.google.developers.knowledge.v1.Document;
import java.io.IOException;
import java.util.Arrays;
import java.util.List;

public class BatchGetDocuments {

  public static void main(String[] args) throws IOException {
    // TODO(developer): Replace these variables before running the sample.
    List<String> names =
        Arrays.asList(
            "documents/docs.cloud.google.com/storage/docs/creating-buckets",
            "documents/docs.cloud.google.com/storage/docs/deleting-buckets");
    batchGetDocuments(names);
  }

  // Retrieves multiple developer documentation pages in a single request.
  public static BatchGetDocumentsResponse batchGetDocuments(List<String> names) throws IOException {
    // Initialize client that will be used to send requests. This client only needs to be created
    // once, and can be reused for multiple requests. After completing all of your requests, call
    // the "close" method on the client to safely clean up any remaining background resources.
    try (DeveloperKnowledgeClient client = DeveloperKnowledgeClient.create()) {
      BatchGetDocumentsRequest request =
          BatchGetDocumentsRequest.newBuilder().addAllNames(names).build();

      BatchGetDocumentsResponse response = client.batchGetDocuments(request);

      for (Document doc : response.getDocumentsList()) {
        System.out.println("Title: " + doc.getTitle());
        System.out.println("URI: " + doc.getUri());
        System.out.println("Content Length: " + doc.getContentLengthBytes() + " bytes\n");
      }

      return response;
    }
  }
}

后续步骤

如需查看包含的文档的完整列表，请参阅语料库参考。
如需详细了解 API 方法和参数，请参阅 API 参考文档。
了解如何在 Google Antigravity 中设置 MCP 服务器。

快速入门：将客户端库与 Developer Knowledge API 搭配使用 使用集合让一切井井有条 根据您的偏好保存内容并对其进行分类。

准备工作

启用 API

设置身份验证

安装客户端库

Python

Node.js 和 TypeScript

Go

Java

使用接地生成功能回答查询

Python

Node.js 和 TypeScript

Go

Java

搜索文档块

Python

Node.js 和 TypeScript

Go

Java

检索文档

Python

Node.js 和 TypeScript

Go

Java

检索多个文档

Python

Node.js 和 TypeScript

Go

Java

后续步骤

快速入门：将客户端库与 Developer Knowledge API 搭配使用