如何删除松果中索引命名空间中的所有向量

How can i delete all vectors in a namespace of an index in pine cone

提问人:shane Atwiine 提问时间:4/2/2023 更新时间:9/21/2023 访问量:5534

问:

在删除 pinecone 命名空间中的向量时,我面临着一个挑战。我正在使用 javascript 并尝试删除命名空间中的所有向量,我收到此错误“[ErrorWithoutStackTrace:未提供 ids]”,谁能知道为什么会这样以及如何解决它?提前致谢

我尝试使用此代码“await index.delete1([ ], true, ”example-namespace“);”,如松果文档的按命名空间删除向量部分中指定的那样,但我收到上面提到的错误,

JavaScript 错误处理 命名空间

评论


答:

8赞 shane Atwiine 4/3/2023 #1

我找到了一个解决方案:

await index.delete1({
  deleteAll: true,
  namespace,
});

我从 Pinecone GitHub 存储库得到了这个。

0赞 Justin O 4/21/2023 #2
const index = pinecone.Index("your_index_name");
await index.delete1({
  deleteAll: true,
  namespace: "your_namespace_name"
});
0赞 P A S H 5/10/2023 #3

这是我编写的用于删除所有命名空间中所有向量的 node.js 脚本:

(async () => {
    // Import the PineconeClient
    const { PineconeClient } = require('@pinecone-database/pinecone');
    const axios = require('axios'); // Ensure axios is imported

    // Declare your API key and environment
    const PINECONE_API_KEY = process.env.PINECONE_API_KEY;
    const PINECONE_ENVIRONMENT = 'asia-northeast-gcp'; // replace with your environment

    // Create the client
    const client = new PineconeClient();

    // Initialize the client
    await client.init({
        apiKey: PINECONE_API_KEY,
        environment: PINECONE_ENVIRONMENT,
    });

    // select my index
    const index = client.Index('atheneum');

    // get all of the namespaces using curl equivalent and parsing the response

    let namespacesArr = [];
    try {
        // Make a GET request
        const url = `${process.env.PINECONE_API_ENDPOINT}/describe_index_stats`;
        const response = await axios.get(url, {
            headers: {
                'Api-Key': PINECONE_API_KEY,
            },
        });

        // Parse the response
        namespacesArr = Object.keys(response.data.namespaces);
        console.log(namespaces);
    } catch (error) {
        console.error('error describing index', error);
    }

    // iterate through namespaces and delete all indexes
    for (const namespace of namespacesArr) {
        try {
            await index.delete1({
                deleteAll: true,
                namespace,
            });
            console.log(`Deleted all vectors in namespace: ${namespace}`);
        } catch (error) {
            console.error(
                `Error deleting vectors in namespace: ${namespace}`,
                error
            );
        }
    }
})();

如果只想删除一个命名空间,可以按如下方式修改它:

    let namespacesArr = ["your namespace that you want to delete"];

    // iterate through namespaces and delete all indexes
    for (const namespace of namespacesArr) {
        try {
            await index.delete1({
                deleteAll: true,
                namespace,
            });
            console.log(`Deleted all vectors in namespace: ${namespace}`);
        } catch (error) {
            console.error(
                `Error deleting vectors in namespace: ${namespace}`,
                error
            );
        }
    }

您必须安装 axios 和 pinecone 客户端库:

npm install --save-dev axios
npm install --save-dev @pinecone-database/pinecone

然后你可以像这样运行脚本:

node ./path/to/script/node-delete-all-indexes.js
0赞 Inzamam Malik 7/20/2023 #4
const deleteAllVectorsOfIndex = async () => {

        const index = pinecone.Index(process.env.PINECONE_INDEX_NAME);
        const deleteResponse = await index.delete1({
            deleteAll: true,
            namespace: process.env.PINECONE_NAME_SPACE
        })
        console.log("deleteResponse: ", deleteResponse);

    }
    deleteAllVectorsOfIndex();
0赞 Marcin Żmigrodzki 9/21/2023 #5

将松果库升级到版本 1 后,应按如下方式编码:

  const pineconeClient = new Pinecone({
    apiKey: PINECONE_API_KEY,
    environment: PINECONE_ENVIRONMENT
  })
  const index = pineconeClient.Index(indexName)
  const namespaceIndex = index.namespace(nameSpace);
  const res = await namespaceIndex.deleteAll();