知识库支持通过 API 接口进行操作,在使用 API 接口之前,需要先完成以下操作。
已通过 注册账号及开通服务 页面操作完成注册账号及开通服务。
在调用知识库的各个能力之前,确保您已生成访问密钥 Access Key。Access Key 包括 Access Key ID(简称为 AK) 和 Access Key Secret(简称为 SK),其中,Access Key ID 用于标识用户,Access Key Secret 用于验证用户的密钥,请您妥善保管。
AK/SK 密钥获取方式如下,更多详情请参考 Access Key(密钥)管理。
注意
安全起见,建议新建子账户,并使用子账户的 AK/SK。
签名是 API 请求中的一串经过计算得到的编码字符串,它用于身份认证和防止数据被篡改。
签名不像 ak、sk,每个请求的签名都是独立且临时的,一个签名只能用于一次特定的请求,不能长期固定使用。
签名由签名生成函数 prepare_request 基于以下这些参数计算而来:
参数 | 作用 |
---|---|
method(请求方法) | 影响签名计算,例如 GET、POST |
path(API 请求路径) | 例如 "/api/collection/create" |
ak(Access Key) | 标识 API 调用者 |
sk(Secret Key) | 用于 HMAC-SHA256 计算签名(需保密) |
params(查询参数) | 适用于 GET 请求等 |
data(请求体) | 适用于 POST、PUT 请求 |
doseq(查询参数的格式控制) | 影响 params 的格式 |
签名生成函数的各语言具体代码见下方说明。(如需了解通过源码生成签名的详情请参考签名源码示例,如需了解通过 SDK 生成签名的详情请参考 SDK 概览)
安装火山引擎程序包。
pip install volcengine
生成签名。
import json import sys import requests from volcengine.auth.SignerV4 import SignerV4 from volcengine.base.Request import Request from volcengine.Credentials import Credentials def prepare_request(method, path, ak, sk, params=None, data=None, doseq=0): if params: for key in params: if ( type(params[key]) == int or type(params[key]) == float or type(params[key]) == bool ): params[key] = str(params[key]) # elif sys.version_info[0] != 3: # 在 Python 3.x 中,不需要这部分代码 # if type(params[key]) == unicode: # params[key] = params[key].encode("utf-8") elif type(params[key]) == list: if not doseq: params[key] = ",".join(params[key]) r = Request() r.set_shema("https") r.set_method(method) r.set_connection_timeout(10) r.set_socket_timeout(10) mheaders = { "Accept": "application/json", "Content-Type": "application/json", } r.set_headers(mheaders) if params: r.set_query(params) r.set_path(path) if data is not None: r.set_body(json.dumps(data)) # 生成签名 credentials = Credentials(ak, sk, "air", "cn-north-1") SignerV4.sign(r, credentials) return r
安装火山引擎程序包。
go get -u github.com/volcengine/volc-sdk-golang
生成签名。
package main import ( "bytes" "fmt" "net/http" "net/url" "strings" "io/ioutil" "github.com/volcengine/volc-sdk-golang/base" ) const ( testAk = "***" testSk = "***" ) func PrepareRequest(method string, path string, ak string, sk string, query url.Values, body []byte) *http.Request { u := url.URL{ Scheme: "https", Host: "api-knowledgebase.mlp.cn-beijing.volces.com", Path: "/api/knowledge/collection/search", } if query != nil { u.RawQuery = query.Encode() } req, _ := http.NewRequest(strings.ToUpper(method), u.String(), bytes.NewReader(body)) req.Header.Add("Accept", "application/json") req.Header.Add("Content-Type", "application/json") req.Header.Add("Host", "api-knowledgebase.mlp.cn-beijing.volces.com") credential := base.Credentials{ AccessKeyID: ak, SecretAccessKey: sk, Service: "air", Region: "cn-north-1", } req = credential.Sign(req) return req }
安装火山引擎程序包。
<dependency> <groupId>com.volcengine</groupId> <artifactId>volc-sdk-java</artifactId> <version>最新版本</version> </dependency>
生成签名
package javaTest; import java.util.List; import org.apache.http.HttpResponse; import org.apache.http.NameValuePair; import org.apache.http.client.HttpClient; import org.apache.http.client.config.RequestConfig; import org.apache.http.client.utils.URIBuilder; import org.apache.http.entity.StringEntity; import org.apache.http.impl.client.HttpClients; import org.apache.http.util.EntityUtils; import com.volcengine.auth.ISignerV4; import com.volcengine.auth.impl.SignerV4Impl; import com.volcengine.model.Credentials; import com.volcengine.service.SignableRequest; public class sign { public static SignableRequest prepareRequest(String host, String path, String method, List<NameValuePair> params, String body, String ak, String sk) throws Exception { SignableRequest request = new SignableRequest(); request.setMethod(method); request.setHeader("Accept", "application/json"); request.setHeader("Content-Type", "application/json"); request.setHeader("Host", "api-knowledgebase.mlp.cn-beijing.volces.com"); request.setEntity(new StringEntity(body, "utf-8")); URIBuilder builder = request.getUriBuilder(); builder.setScheme("https"); builder.setHost(host); builder.setPath(path); if (params != null) { builder.setParameters(params); } RequestConfig requestConfig = RequestConfig.custom().setSocketTimeout(5000).setConnectTimeout(2000).build(); request.setConfig(requestConfig); Credentials credentials = new Credentials("cn-north-1", "air"); credentials.setAccessKeyID(ak); credentials.setSecretAccessKey(sk); // 签名 ISignerV4 ISigner = new SignerV4Impl(); ISigner.sign(request, credentials); return request; }
安装火山引擎程序包。
pnpm add @volcengine/openapi
生成签名
注:调用函数 signer
生成请求体 header 后,将生成好的 header 注入到用户请求函数中。
import { Signer } from '@volcengine/openapi'; import type { RequestObj } from '@volcengine/openapi/lib/base/types'; interface Options { pathname: string method: 'GET' | 'POST' body?: string // json 字符串,当且仅当 post 请求 region: 'cn-beijing' | 'cn-shanghai' params?: Record<string, any> // 当且仅当 get 请求 } function signer({ pathname, method, body, region, params }: Options) { const requestObj: RequestObj = { region, headers: { Accept: 'application/json', 'Content-type': 'application/json' }, method, body, pathname, params, } const signer = new Signer(requestObj, 'air') signer.addAuthorization({ accessKeyId: 'ak', // 替换为用户 ak secretKey: 'sk', // 替换为用户 sk }) return requestObj.headers }
C#和PHP语言目前未提供SDK生成签名的方式,可参考对应的源码来生成签名:
C#:https://github.com/volcengine/volc-openapi-demos/blob/main/signature/csharp/Program.cs
PHP:https://github.com/volcengine/volc-openapi-demos/blob/main/signature/php/sign.php
获取好AK/SK 密钥后,可以将签名生成函数和具体接口调用写进同一个脚本文件中。这里给出将签名生成逻辑与创建知识库接口对接的实践过程,以 Python 代码为例:
注:main 函数中的 'ak/sk' 参数即为您刚才申请到的 ak/sk
import json import requests from volcengine.auth.SignerV4 import SignerV4 from volcengine.base.Request import Request from volcengine.Credentials import Credentials #签名生成逻辑 def prepare_request(method, path, params=None, data=None, doseq=0): #创建request if params: for key in params: if ( isinstance(params[key], int) or isinstance(params[key], float) or isinstance(params[key], bool) ): params[key] = str(params[key]) elif isinstance(params[key], list): if not doseq: params[key] = ",".join(params[key]) r = Request() r.set_shema("http") r.set_method(method) r.set_connection_timeout(10) r.set_socket_timeout(10) mheaders = { "Accept": "application/json", "Content-Type": "application/json", "Host": g_knowledge_base_domain, "V-Account-Id": account_id, } r.set_headers(mheaders) if params: r.set_query(params) r.set_host(g_knowledge_base_domain) r.set_path(path) if data is not None: r.set_body(json.dumps(data)) # 生成签名 credentials = Credentials(ak, sk, "air", "cn-north-1") SignerV4.sign(r, credentials) return r #创建知识库逻辑 def create(): #创建知识库的请求方式 method = "POST" #创建知识库的请求路径 path = "/api/knowledge/collection/create" #创建知识库所需要的一些参数 request_params = { "name": "lzm_test2", "data_type": "unstructured_data", "preprocessing": { "chunking_strategy":"custom_balance", "multi_modal":["image_ocr"] }, "index": { "cpu_quota": 1, "embedding_model": "doubao-embedding-and-m3", "embedding_dimension": 2048, "quant": "int8", "index_type": "hnsw_hybrid" }, } info_req = prepare_request(method=method, path=path, data=request_params) rsp = requests.request( method=info_req.method, url="https://{}{}".format(g_knowledge_base_domain, info_req.path), headers=info_req.headers, data=info_req.body ) print(rsp.text) if __name__ == "__main__": ak = '刚才申请到的ak' sk = '刚才申请到的sk' g_knowledge_base_domain = "api-knowledgebase.mlp.cn-beijing.volces.com" #调用创建知识库的函数 create()
下方代码提供了调用知识库 API 的全流程示例,包括签名+检索+生成+流式/非流式结果解析。
您只需要将其中的 your ak,your sk,your query,your collection,default(知识库所属项目),your resource_id 替换为您真实知识库的相关参数即可完成一次简单的检索生成调用。
下方代码提供了调用知识库 API 的全流程示例,包括签名+检索+生成+流式/非流式结果解析。
您只需要将其中的 your ak,your sk,your query,your collection,default(知识库所属项目),your resource_id 替换为您真实知识库的相关参数即可完成一次简单的检索生成调用。