腾讯云SDK并发调用优化方案

目录

一、概述

二、 网关的使用

2.1 核心代码

三、腾讯云SDK依赖包的改造


一、概述

     此网关主要用于协调腾讯云SDK调用的QPS消耗,使得多个腾讯云用户资源能得到最大限度的利用。避免直接使用腾讯云SDK 时,在较大并发情况下导致接口调用异常。网关的工作流程如下图所示:

腾讯云SDK并发调用优化方案_第1张图片

     如上图所示,各个客户端在发起腾讯云SDK调用时,请求统一先发到网关,网关会根据现有的腾讯云账户资源使用情况,通过负载均衡算法,选择一个合适的腾讯云账户来执行请求,将请求转发到腾讯云服务,从而保证了腾讯云用户资源的最大利用。在这个过程中,如果暂时未找到可用的腾讯云用户,则会阻塞线程,直到有可用的账户时再将线程唤醒放行,避免了在较大并发量时直接调用SDK,而导致接口报错的情况发生。

二、 网关的使用

2.1 核心代码

   RequestLimitFilter.java

package com.tencentcloudapi.gateway.filter;


import com.tencentcloudapi.common.Sign;
import com.tencentcloudapi.common.exception.TencentCloudSDKException;
import com.tencentcloudapi.gateway.api.dto.UserInfo;
import com.tencentcloudapi.gateway.api.service.UserManageService;
import io.micrometer.common.util.StringUtils;
import jakarta.annotation.Resource;
import lombok.extern.slf4j.Slf4j;
import org.springframework.cloud.gateway.filter.GatewayFilterChain;
import org.springframework.cloud.gateway.filter.GlobalFilter;
import org.springframework.core.Ordered;
import org.springframework.http.server.reactive.ServerHttpRequest;
import org.springframework.stereotype.Component;
import org.springframework.util.CollectionUtils;
import org.springframework.web.server.ServerWebExchange;
import reactor.core.publisher.Mono;

import javax.xml.bind.DatatypeConverter;
import java.nio.charset.StandardCharsets;
import java.sql.Date;
import java.text.SimpleDateFormat;
import java.util.*;
import java.util.concurrent.Semaphore;

/**
 * @Description 限流过滤器
 * @Author miller.Lai
 * @Date 2023-11-06 10:23
 */
@Component
@Slf4j
public class RequestLimitFilter implements GlobalFilter, Ordered {


    @Resource
    private UserManageService userManageService;


    @Override
    public Mono filter(ServerWebExchange exchange, GatewayFilterChain chain) {
        ServerHttpRequest request = exchange.getRequest();
        // 打印请求路径
        String requestUri = request.getPath().pathWithinApplication().value();
        log.info("接受到请求,请求路径:{}", requestUri);

        List authorizationList = request.getHeaders().get("authorization");
        List actionList = request.getHeaders().get("X-TC-Action");
        // 如果请求头中存在 authorization 信息,则要进行替换,以适应现有的接口TPS限制策略
        if (!CollectionUtils.isEmpty(authorizationList) && StringUtils.isNotEmpty(authorizationList.get(0))&&
                !CollectionUtils.isEmpty(actionList) && StringUtils.isNotEmpty(actionList.get(0))) {
            UserInfo userInfo = new UserInfo();
            // 接口名称
            String action = null;
            try {
                action = actionList.get(0);
                log.info("当前调用API名称:{}", action);
                // 获取可用的腾讯秘钥,这是一个阻塞方法
                userInfo = userManageService.getAvailableUserInfo(action);
                String secretId = userInfo.getSecretInfo().getSecretId();
                String secretKey = userInfo.getSecretInfo().getSecretKey();
                // 根据可用的秘钥对请求头中的认证信息做重新生成
                String signedHeaders = "content-type;host";
                SimpleDateFormat sdf = new SimpleDateFormat("yyyy-MM-dd");
                sdf.setTimeZone(TimeZone.getTimeZone("UTC"));

                // 接口请求所在秒钟
                String timestamp = String.valueOf(System.currentTimeMillis() / 1000L);
                String date = sdf.format(new Date(Long.valueOf(timestamp + "000")));
                String service = request.getHeaders().get("service") != null ?  request.getHeaders().get("service").get(0) : "";
                String credentialScope = date + "/" + service + "/tc3_request";
                String stringToSign = request.getHeaders().get("stringToSign") != null ? new String(Base64.getDecoder().decode(Objects.requireNonNull(request.getHeaders().get("stringToSign")).get(0).getBytes())) : "";
                try {
                    byte[] secretDate = Sign.hmac256(("TC3" + secretKey).getBytes(StandardCharsets.UTF_8), date);
                    byte[] secretService = Sign.hmac256(secretDate, service);
                    byte[] secretSigning = Sign.hmac256(secretService, "tc3_request");
                    String signature = DatatypeConverter.printHexBinary(Sign.hmac256(secretSigning, stringToSign)).toLowerCase();
                    String authorization = "TC3-HMAC-SHA256 Credential=" + secretId + "/" + credentialScope + ", SignedHeaders=" + signedHeaders + ", Signature=" + signature;
                    exchange.getRequest().mutate().headers(httpHeaders -> {
                        // 去除自定义的请求头
                        httpHeaders.remove("service");
                        httpHeaders.remove("stringToSign");
                        // 去除不合法的认证信息
                        httpHeaders.remove("authorization");
                        // 塞入有效的认证信息
                        httpHeaders.add("authorization", authorization);

                    });
                } catch (TencentCloudSDKException e) {
                    throw new RuntimeException(e);
                }
                log.info("线程 {} 的请求时间:{} 毫秒,secretId:{}",Thread.currentThread().getName(),System.currentTimeMillis(),secretId);
                UserInfo finalUserInfo = userInfo;
                String finalAction = action;


                // 如果上述过着正常获取信号量的许可
                String hasAcquired = userManageService.getHasAcquiredThreadLocal().get();
                userManageService.getHasAcquiredThreadLocal().remove();
                return chain.filter(exchange).then( Mono.fromRunnable(() -> {
                    // 接口逻辑执行完毕后释放信号量锁
                    if("1".equals(hasAcquired)){
                        finalUserInfo.getInterfaceInfo(finalAction).getSemaphore().release();
                        log.info("线程 {} 已释放线程锁",Thread.currentThread().getName());
                    }
                }));

            } catch (Exception e) {
                // 在发生错误时释放信号量锁
                // 将当前线程标记为已获取许可
                String hasAcquired = userManageService.getHasAcquiredThreadLocal().get();
                if("1".equals(hasAcquired)){
                    userInfo.getInterfaceInfo(action).getSemaphore().release();
                    userManageService.getHasAcquiredThreadLocal().remove();
                    log.info("线程 {} 已释放线程锁",Thread.currentThread().getName());
                }

                throw new RuntimeException(e);
            }
        }else{
            return chain.filter(exchange);
        }
    }

    @Override
    public int getOrder() {
        return 1;
    }
}
UserManageServiceImpl.java
package com.tencentcloudapi.gateway.api.service;

import com.fasterxml.jackson.core.type.TypeReference;
import com.fasterxml.jackson.databind.ObjectMapper;
import com.tencentcloudapi.gateway.api.dto.UserInfo;
import com.tencentcloudapi.gateway.api.dto.InterfaceInfo;
import io.micrometer.common.util.StringUtils;
import jakarta.annotation.PostConstruct;
import org.springframework.beans.factory.annotation.Value;
import org.springframework.core.io.ClassPathResource;
import org.springframework.core.io.Resource;
import org.springframework.stereotype.Service;

import java.io.FileInputStream;
import java.io.IOException;
import java.io.InputStream;
import java.util.ArrayList;
import java.util.List;
import java.util.Random;
import java.util.concurrent.TimeUnit;

/**
 * @author Miller.Lai
 * @description:  腾讯云用户管理实现类
 * @date 2024-01-25 17:13:10
 */
@Service
public class UserManageServiceImpl implements UserManageService {

    private  List  userInfos;


    @Value("${tencentcloud.api.authorization.file:}")
    private String authorizationJsonUrl;


    private ThreadLocal hasAcquiredThreadLocal ;


    public ThreadLocal getHasAcquiredThreadLocal() {
        return hasAcquiredThreadLocal;
    }


    @PostConstruct
    public void init(){
        try {
            InputStream inputStreams = null;
            // 如果有指定authorization文件路径,则按指定的路径找配置文件
            if (StringUtils.isNotBlank(authorizationJsonUrl)) {
                inputStreams = new FileInputStream(authorizationJsonUrl);
            } else {
                // 从resource目录下加载JSON文件
                Resource resource = new ClassPathResource("authorization.json");
                inputStreams = resource.getInputStream();
            }
            // 使用Jackson的ObjectMapper将JSON数组内容映射为List对象
            ObjectMapper objectMapper = new ObjectMapper();
            userInfos = objectMapper.readValue(inputStreams, new TypeReference<>() {});
            hasAcquiredThreadLocal =new ThreadLocal<>();
        } catch (IOException e) {
            throw new RuntimeException(e);
        }
    }

    /**
     * 随机获取一个可用的用户
     * @param action
     * @return
     */
    @Override
    public UserInfo getAvailableUserInfo(String action) {

        // 可用的用户列表
        List availableUserInfos = new ArrayList<>();

        // 计算总权重,即总并发量
        int totalWeight = 0;

        // 过滤可用的腾讯用户,过滤条件: action匹配
        for (int i = 0; i < userInfos.size(); i++) {
            UserInfo userInfo =userInfos.get(i);
            // 当前用户是否可用
            boolean available = false;
            for (int j = 0; j < userInfo.getInterfaces().size(); j++) {
                InterfaceInfo interfaceInfo  = userInfo.getInterfaces().get(j);
                if(interfaceInfo.getAction().equals(action)){
                    available = true;
                    totalWeight += interfaceInfo.getMaxTPS();
                    break;
                }
            }
            // 如果当前用户可用,则加入列表
            if(available){
                availableUserInfos.add(userInfo);
            }
        }

        // 如果没找到可用用户,说明用户接口配置文件存在问题
        if(availableUserInfos.size() == 0 ){
           throw new RuntimeException("未找到可用的腾讯用户,请检查接口配置文件");
        }

        // 根据总权重生成权重随机数,0 ~ totalWeight-1
        int randomWeight = new Random().nextInt(totalWeight);

        // 根据权重值选择对应的用户
        int currentWeight = 0;
        for (int i = 0; i < availableUserInfos.size(); i++) {
            UserInfo userInfo = availableUserInfos.get(i);
            for (int j = 0; j < userInfo.getInterfaces().size(); j++) {
                InterfaceInfo interfaceInfo = userInfo.getInterfaces().get(j);
                // 找到对应的接口
                if (interfaceInfo.getAction().equals(action)) {
                    currentWeight += interfaceInfo.getMaxTPS();
                    // 如果当前接口的当前权重 > 随机权重, 则使用当前用户
                    if (currentWeight > randomWeight) {
                        // 给线程加锁,这是一个阻塞方法,如果当前用户的并发数达到上限,则当前线程会被阻塞
                        try {
                            interfaceInfo.getSemaphore().tryAcquire(30, TimeUnit.SECONDS);
                            // 将当前线程标记为已获取许可
                            hasAcquiredThreadLocal.set("1");
                        } catch (InterruptedException e) {
                            throw new RuntimeException(e);
                        } finally {
                            return userInfo;
                        }

                    }
                    break;
                }
            }
        }

        return null;

    }
}

authorization.json

[
  {
    "secretInfo": {
      "secretId": "AKIDpiYK2xxxxxxxxxxxxxxxxxxbUyOk2W",
      "secretKey": "dFlSKDBDXXXXXXXXXXXXXXXXXXYdyBE5"
    },
    "interfaces": [
      {
        "action": "RecognizeTableAccurateOCR",
        "maxTPS": 2
      },
      {
        "action": "VehicleLicenseOCR",
        "maxTPS": 10
      },
      {
        "action": "DriverLicenseOCR",
        "maxTPS": 10
      },
      {
        "action": "MLIDPassportOCR",
        "maxTPS": 5
      },
      {
        "action": "HmtResidentPermitOCR",
        "maxTPS": 20
      },
      {
        "action": "MainlandPermitOCR",
        "maxTPS": 20
      }
    ]
  },
  {
    "secretInfo": {
      "secretId": "AKIDJh9fxxxxxxxxxxxxxxxxxxxxxv8IOR",
      "secretKey": "00HaowzxxxxxxxxxxxxxxxxxxxxxjMp8b"
    },
    "interfaces": [
      {
        "action": "RecognizeTableAccurateOCR",
        "maxTPS": 2
      },
      {
        "action": "VehicleLicenseOCR",
        "maxTPS": 10
      },
      {
        "action": "DriverLicenseOCR",
        "maxTPS": 10
      },
      {
        "action": "MLIDPassportOCR",
        "maxTPS": 5
      },
      {
        "action": "HmtResidentPermitOCR",
        "maxTPS": 20
      },
      {
        "action": "MainlandPermitOCR",
        "maxTPS": 20
      }
    ]
  }
]

application-dev.yml

spring:
  application:
    name: uap-gateway
  cloud:
    gateway:
      routes:
        - id: tencentcloud-route
          uri: https://ocr.tencentcloudapi.com
          predicates:
            - Path=/tencentcloudapi/**
          filters:
            - StripPrefix=1
  main:
    web-application-type: reactive
server:
  port: 9000

# 腾讯云用户接口权限配置文件
#tencentcloud:
#  api:
#    authorization:
#      file: d://authorization.json

三、腾讯云SDK依赖包的改造

修改 com.tencentcloudapi.common.AbstractClient 类中 REMOTE_SERVER_ADDRESS 的值,指向实际的网关地址,如下所示:

/*
 * Copyright (c) 2018 THL A29 Limited, a Tencent company. All Rights Reserved.
 *
 * Licensed under the Apache License, Version 2.0 (the "License");
 * you may not use this file except in compliance with the License.
 * You may obtain a copy of the License at
 *
 *     http://www.apache.org/licenses/LICENSE-2.0
 *
 * Unless required by applicable law or agreed to in writing,
 * software distributed under the License is distributed on an
 * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
 * KIND, either express or implied.  See the License for the
 * specific language governing permissions and limitations
 * under the License.
 */

package com.tencentcloudapi.common;

import com.google.gson.Gson;
import com.google.gson.GsonBuilder;
import com.google.gson.JsonSyntaxException;
import com.google.gson.reflect.TypeToken;
import com.tencentcloudapi.common.exception.TencentCloudSDKException;
import com.tencentcloudapi.common.http.HttpConnection;
import com.tencentcloudapi.common.profile.ClientProfile;
import com.tencentcloudapi.common.profile.HttpProfile;
import okhttp3.*;
import okhttp3.Headers.Builder;

import javax.crypto.Mac;
import javax.net.ssl.SSLContext;
import javax.xml.bind.DatatypeConverter;
import java.io.ByteArrayOutputStream;
import java.io.IOException;
import java.io.UnsupportedEncodingException;
import java.lang.reflect.InvocationTargetException;
import java.lang.reflect.Method;
import java.lang.reflect.Type;
import java.net.InetSocketAddress;
import java.net.Proxy;
import java.net.URLEncoder;
import java.nio.charset.StandardCharsets;
import java.security.SecureRandom;
import java.sql.Date;
import java.text.SimpleDateFormat;
import java.util.*;

public abstract class AbstractClient {
  /**
   * 远程服务地址,根据实际情况修改
   * 格式为:http://ip:port/tencentcloudapi
   */
  public static String REMOTE_SERVER_ADDRESS = "http://localhost:9000/tencentcloudapi";
  public static final int HTTP_RSP_OK = 200;
  public static final String SDK_VERSION = "SDK_JAVA_3.1.699";

  private Credential credential;
  private ClientProfile profile;
  private String endpoint;
  private String service;
  private String region;
  private String path;
  private String sdkVersion;
  private String apiVersion;
  public Gson gson;
  private TCLog log;
  private HttpConnection httpConnection;
  public AbstractClient(String endpoint, String version, Credential credential, String region) {
    this(endpoint, version, credential, region, new ClientProfile());
  }

  static {
    String remoteServerAddress = System.getenv("REMOTE_SERVER_ADDRESS");
    if(remoteServerAddress != null){
      AbstractClient.REMOTE_SERVER_ADDRESS = remoteServerAddress;
    }
  }


  public AbstractClient(
      String endpoint,
      String version,
      Credential credential,
      String region,
      ClientProfile profile) {
    this.credential = credential;
    this.profile = profile;
    this.endpoint = endpoint;
    this.service = endpoint.split("\\.")[0];
    this.region = region;
    this.path = "/";
    this.sdkVersion = AbstractClient.SDK_VERSION;
    this.apiVersion = version;
    this.gson = new GsonBuilder().excludeFieldsWithoutExposeAnnotation().create();
    this.log = new TCLog(getClass().getName(), profile.isDebug());
    this.httpConnection = new HttpConnection(
            this.profile.getHttpProfile().getConnTimeout(),
            this.profile.getHttpProfile().getReadTimeout(),
            this.profile.getHttpProfile().getWriteTimeout()
    );
    this.httpConnection.addInterceptors(this.log);
    this.trySetProxy(this.httpConnection);
    warmup();
  }

  public void setRegion(String region) {
    this.region = region;
  }

  public String getRegion() {
    return this.region;
  }

  public void setClientProfile(ClientProfile profile) {
    this.profile = profile;
  }

  public ClientProfile getClientProfile() {
    return this.profile;
  }

  public void setCredential(Credential credential) {
    this.credential = credential;
  }

  public Credential getCredential() {
    return this.credential;
  }

  /**
   * Use post/json with tc3-hmac-sha256 signature to call any action. Ignore request method and
   * signature method defined in profile.
   *
   * @param action Name of action to be called.
   * @param jsonPayload Parameters of action serialized in json string format.
   * @return Raw response from API if request succeeded, otherwise an exception will be raised
   *     instead of raw response
   * @throws TencentCloudSDKException
   */
  public String call(String action, String jsonPayload) throws TencentCloudSDKException {
    HashMap headers = this.getHeaders();
    headers.put("X-TC-Action", action);
    headers.put("Content-Type", "application/json; charset=utf-8");
    byte[] requestPayload = jsonPayload.getBytes(StandardCharsets.UTF_8);
    String authorization = this.getAuthorization(headers, requestPayload);
    headers.put("Authorization", authorization);
    String url = REMOTE_SERVER_ADDRESS + this.path;
    return this.getResponseBody(url, headers, requestPayload);
  }

  /**
   * Use post application/octet-stream with tc3-hmac-sha256 signature to call specific action.
   * Ignore request method and signature method defined in profile.
   *
   * @param action Name of action to be called.
   * @param headers Parameters of the action, will be put in http header.
   * @param body octet-stream binary body.
   * @return Raw response from API if request succeeded, otherwise an exception will be raised
   *     instead of raw response
   * @throws TencentCloudSDKException
   */
  public String callOctetStream(String action, HashMap headers, byte[] body)
      throws TencentCloudSDKException {
    headers.putAll(this.getHeaders());
    headers.put("X-TC-Action", action);
    headers.put("Content-Type", "application/octet-stream; charset=utf-8");
    String authorization = this.getAuthorization(headers, body);
    headers.put("Authorization", authorization);
    String url = REMOTE_SERVER_ADDRESS + this.path;
    return this.getResponseBody(url, headers, body);
  }

  private HashMap getHeaders() {
    HashMap headers = new HashMap();
    String timestamp = String.valueOf(System.currentTimeMillis() / 1000);
    headers.put("X-TC-Timestamp", timestamp);
    headers.put("X-TC-Version", this.apiVersion);
    headers.put("X-TC-Region", this.getRegion());
    headers.put("X-TC-RequestClient", SDK_VERSION);
    headers.put("Host", this.getEndpoint());
    String token = this.credential.getToken();
    if (token != null && !token.isEmpty()) {
      headers.put("X-TC-Token", token);
    }
    if (this.profile.isUnsignedPayload()) {
      headers.put("X-TC-Content-SHA256", "UNSIGNED-PAYLOAD");
    }
    if (null != this.profile.getLanguage()) {
      headers.put("X-TC-Language", this.profile.getLanguage().getValue());
    }
    return headers;
  }

  private String getAuthorization(HashMap headers, byte[] body)
      throws TencentCloudSDKException {
    String endpoint = this.getEndpoint();
    // always use post tc3-hmac-sha256 signature process
    // okhttp always set charset even we don't specify it,
    // to ensure signature be correct, we have to set it here as well.
    String contentType = headers.get("Content-Type");
    byte[] requestPayload = body;
    String canonicalUri = "/";
    String canonicalQueryString = "";
    String canonicalHeaders = "content-type:" + contentType + "\nhost:" + endpoint + "\n";
    String signedHeaders = "content-type;host";

    String hashedRequestPayload = "";
    if (this.profile.isUnsignedPayload()) {
      hashedRequestPayload = Sign.sha256Hex("UNSIGNED-PAYLOAD".getBytes(StandardCharsets.UTF_8));
    } else {
      hashedRequestPayload = Sign.sha256Hex(requestPayload);
    }
    String canonicalRequest =
        HttpProfile.REQ_POST
            + "\n"
            + canonicalUri
            + "\n"
            + canonicalQueryString
            + "\n"
            + canonicalHeaders
            + "\n"
            + signedHeaders
            + "\n"
            + hashedRequestPayload;

    String timestamp = headers.get("X-TC-Timestamp");
    SimpleDateFormat sdf = new SimpleDateFormat("yyyy-MM-dd");
    sdf.setTimeZone(TimeZone.getTimeZone("UTC"));
    String date = sdf.format(new Date(Long.valueOf(timestamp + "000")));
    String service = endpoint.split("\\.")[0];
    String credentialScope = date + "/" + service + "/" + "tc3_request";
    String hashedCanonicalRequest =
        Sign.sha256Hex(canonicalRequest.getBytes(StandardCharsets.UTF_8));
    String stringToSign =
        "TC3-HMAC-SHA256\n" + timestamp + "\n" + credentialScope + "\n" + hashedCanonicalRequest;

    String secretId = this.credential.getSecretId();
    String secretKey = this.credential.getSecretKey();
    byte[] secretDate = Sign.hmac256(("TC3" + secretKey).getBytes(StandardCharsets.UTF_8), date);
    byte[] secretService = Sign.hmac256(secretDate, service);
    byte[] secretSigning = Sign.hmac256(secretService, "tc3_request");
    String signature =
        DatatypeConverter.printHexBinary(Sign.hmac256(secretSigning, stringToSign)).toLowerCase();
    return "TC3-HMAC-SHA256 "
        + "Credential="
        + secretId
        + "/"
        + credentialScope
        + ", "
        + "SignedHeaders="
        + signedHeaders
        + ", "
        + "Signature="
        + signature;
  }

  private String getResponseBody(String url, HashMap headers, byte[] body)
      throws TencentCloudSDKException {
    Builder hb = new Builder();
    for (String key : headers.keySet()) {
      hb.add(key, headers.get(key));
    }
    Response resp = this.httpConnection.postRequest(url, body, hb.build());
    if (resp.code() != AbstractClient.HTTP_RSP_OK) {
      String msg = "response code is " + resp.code() + ", not 200";
      log.info(msg);
      throw new TencentCloudSDKException(msg, "", "ServerSideError");
    }
    String respbody = null;
    try {
      respbody = resp.body().string();
    } catch (IOException e) {
      String msg =
          "Cannot transfer response body to string, because Content-Length is too large, or Content-Length and stream length disagree.";
      log.info(msg);
      throw new TencentCloudSDKException(msg, "", e.getClass().getName());
    }
    JsonResponseModel errResp = null;
    try {
      Type errType = new TypeToken>() {}.getType();
      errResp = gson.fromJson(respbody, errType);
    } catch (JsonSyntaxException e) {
      String msg = "json is not a valid representation for an object of type";
      log.info(msg);
      throw new TencentCloudSDKException(msg, "", e.getClass().getName());
    }
    if (errResp.response.error != null) {
      throw new TencentCloudSDKException(
          errResp.response.error.message, errResp.response.requestId, errResp.response.error.code);
    }
    return respbody;
  }

  private void trySetProxy(HttpConnection conn) {
    String host = this.profile.getHttpProfile().getProxyHost();
    int port = this.profile.getHttpProfile().getProxyPort();

    if (host == null || host.isEmpty()) {
      return;
    }
    Proxy proxy = new Proxy(Proxy.Type.HTTP, new InetSocketAddress(host, port));
    conn.setProxy(proxy);

    final String username = this.profile.getHttpProfile().getProxyUsername();
    final String password = this.profile.getHttpProfile().getProxyPassword();
    if (username == null || username.isEmpty()) {
      return;
    }
    conn.setProxyAuthenticator(
        new Authenticator() {
          @Override
          public Request authenticate(Route route, Response response) throws IOException {
            String credential = Credentials.basic(username, password);
            return response
                    .request()
                    .newBuilder()
                    .header("Proxy-Authorization", credential)
                    .build();
          }
        });
  }

  protected String internalRequest(AbstractModel request, String actionName)
      throws TencentCloudSDKException {
    Response okRsp = null;
    String endpoint = this.getEndpoint();
    String[] binaryParams = request.getBinaryParams();
    String sm = this.profile.getSignMethod();
    String reqMethod = this.profile.getHttpProfile().getReqMethod();

    // currently, customized params only can be supported via post json tc3-hmac-sha256
    HashMap customizedParams = request.any();
    if (customizedParams.size() > 0) {
      if (binaryParams.length > 0) {
        throw new TencentCloudSDKException(
            "WrongUsage: Cannot post multipart with customized parameters.");
      }
      if (sm.equals(ClientProfile.SIGN_SHA1) || sm.equals(ClientProfile.SIGN_SHA256)) {
        throw new TencentCloudSDKException(
            "WrongUsage: Cannot use HmacSHA1 or HmacSHA256 with customized parameters.");
      }
      if (reqMethod.equals(HttpProfile.REQ_GET)) {
        throw new TencentCloudSDKException(
            "WrongUsage: Cannot use get method with customized parameters.");
      }
    }

    if (binaryParams.length > 0 || sm.equals(ClientProfile.SIGN_TC3_256)) {
      okRsp = doRequestWithTC3(endpoint, request, actionName);
    } else if (sm.equals(ClientProfile.SIGN_SHA1) || sm.equals(ClientProfile.SIGN_SHA256)) {
      okRsp = doRequest(endpoint, request, actionName);
    } else {
      throw new TencentCloudSDKException(
          "Signature method " + sm + " is invalid or not supported yet.");
    }

    if (okRsp.code() != AbstractClient.HTTP_RSP_OK) {
      String msg = "response code is " + okRsp.code() + ", not 200";
      log.info(msg);
      throw new TencentCloudSDKException(msg, "", "ServerSideError");
    }
    String strResp = null;
    try {
      strResp = okRsp.body().string();
    } catch (IOException e) {
      String msg = "Cannot transfer response body to string, because Content-Length is too large, or Content-Length and stream length disagree.";
      log.info(msg);
      throw new TencentCloudSDKException(msg, "", endpoint.getClass().getName());
    }

    JsonResponseModel errResp = null;
    try {
      Type errType = new TypeToken>() {}.getType();
      errResp = gson.fromJson(strResp, errType);
    } catch (JsonSyntaxException e) {
      String msg = "json is not a valid representation for an object of type";
      log.info(msg);
      throw new TencentCloudSDKException(msg, "", e.getClass().getName());
    }
    if (errResp.response.error != null) {
      throw new TencentCloudSDKException(
          errResp.response.error.message,
          errResp.response.requestId,
          errResp.response.error.code);
    }

    return strResp;
  }

  private Response doRequest(String endpoint, AbstractModel request, String action)
      throws TencentCloudSDKException {
    HashMap param = new HashMap();
    request.toMap(param, "");
    String strParam = this.formatRequestData(action, param);
    String reqMethod = this.profile.getHttpProfile().getReqMethod();
    String url = REMOTE_SERVER_ADDRESS + this.path;
    if (reqMethod.equals(HttpProfile.REQ_GET)) {
      return this.httpConnection.getRequest(url + "?" + strParam);
    } else if (reqMethod.equals(HttpProfile.REQ_POST)) {
      return this.httpConnection.postRequest(url, strParam);
    } else {
      throw new TencentCloudSDKException("Method only support (GET, POST)");
    }
  }

  private Response doRequestWithTC3(String endpoint, AbstractModel request, String action)
      throws TencentCloudSDKException {
    String httpRequestMethod = this.profile.getHttpProfile().getReqMethod();
    if (httpRequestMethod == null) {
      throw new TencentCloudSDKException(
          "Request method should not be null, can only be GET or POST");
    }
    String contentType = "application/x-www-form-urlencoded";
    byte[] requestPayload = "".getBytes(StandardCharsets.UTF_8);
    HashMap params = new HashMap();
    request.toMap(params, "");
    String[] binaryParams = request.getBinaryParams();
    if (binaryParams.length > 0) {
      httpRequestMethod = HttpProfile.REQ_POST;
      String boundary = UUID.randomUUID().toString();
      // okhttp always set charset even we don't specify it,
      // to ensure signature be correct, we have to set it here as well.
      contentType = "multipart/form-data; charset=utf-8" + "; boundary=" + boundary;
      try {
        requestPayload = getMultipartPayload(request, boundary);
      } catch (Exception e) {
        throw new TencentCloudSDKException("Failed to generate multipart. because: " + e);
      }
    } else if (httpRequestMethod.equals(HttpProfile.REQ_POST)) {
      requestPayload = AbstractModel.toJsonString(request).getBytes(StandardCharsets.UTF_8);
      // okhttp always set charset even we don't specify it,
      // to ensure signature be correct, we have to set it here as well.
      contentType = "application/json; charset=utf-8";
    }
    String canonicalUri = "/";
    String canonicalQueryString = this.getCanonicalQueryString(params, httpRequestMethod);
    String canonicalHeaders = "content-type:" + contentType + "\nhost:" + endpoint + "\n";
    String signedHeaders = "content-type;host";

    String hashedRequestPayload = "";
    if (this.profile.isUnsignedPayload()) {
      hashedRequestPayload = Sign.sha256Hex("UNSIGNED-PAYLOAD".getBytes(StandardCharsets.UTF_8));
    } else {
      hashedRequestPayload = Sign.sha256Hex(requestPayload);
    }
    String canonicalRequest =
        httpRequestMethod
            + "\n"
            + canonicalUri
            + "\n"
            + canonicalQueryString
            + "\n"
            + canonicalHeaders
            + "\n"
            + signedHeaders
            + "\n"
            + hashedRequestPayload;

    String timestamp = String.valueOf(System.currentTimeMillis() / 1000);
    SimpleDateFormat sdf = new SimpleDateFormat("yyyy-MM-dd");
    sdf.setTimeZone(TimeZone.getTimeZone("UTC"));
    String date = sdf.format(new Date(Long.valueOf(timestamp + "000")));
    String service = endpoint.split("\\.")[0];
    String credentialScope = date + "/" + service + "/" + "tc3_request";
    String hashedCanonicalRequest =
        Sign.sha256Hex(canonicalRequest.getBytes(StandardCharsets.UTF_8));
    String stringToSign =
        "TC3-HMAC-SHA256\n" + timestamp + "\n" + credentialScope + "\n" + hashedCanonicalRequest;

    String secretId = this.credential.getSecretId();
    String secretKey = this.credential.getSecretKey();
    byte[] secretDate = Sign.hmac256(("TC3" + secretKey).getBytes(StandardCharsets.UTF_8), date);
    byte[] secretService = Sign.hmac256(secretDate, service);
    byte[] secretSigning = Sign.hmac256(secretService, "tc3_request");
    String signature =
        DatatypeConverter.printHexBinary(Sign.hmac256(secretSigning, stringToSign)).toLowerCase();
    String authorization =
        "TC3-HMAC-SHA256 "
            + "Credential="
            + secretId
            + "/"
            + credentialScope
            + ", "
            + "SignedHeaders="
            + signedHeaders
            + ", "
            + "Signature="
            + signature;

    String url = REMOTE_SERVER_ADDRESS + this.path;
    Builder hb = new Builder();
    hb.add("Content-Type", contentType)
        .add("Host", endpoint)
        .add("Authorization", authorization)
        .add("X-TC-Action", action)
        .add("X-TC-Timestamp", timestamp)
        .add("X-TC-Version", this.apiVersion)
        .add("X-TC-RequestClient", SDK_VERSION);
    if (null != this.getRegion()) {
      hb.add("X-TC-Region", this.getRegion());
    }
    String token = this.credential.getToken();
    if (token != null && !token.isEmpty()) {
      hb.add("X-TC-Token", token);
    }
    if (this.profile.isUnsignedPayload()) {
      hb.add("X-TC-Content-SHA256", "UNSIGNED-PAYLOAD");
    }
    if (null != this.profile.getLanguage()) {
      hb.add("X-TC-Language", this.profile.getLanguage().getValue());
    }
    if (null != service ) {
      hb.add("service", service);
    }
    if (null != stringToSign ) {
      hb.add("stringToSign", new String(Base64.getEncoder().encode(stringToSign.getBytes())));
    }
    Headers headers = hb.build();
    if (httpRequestMethod.equals(HttpProfile.REQ_GET)) {
      return this.httpConnection.getRequest(url + "?" + canonicalQueryString, headers);
    } else if (httpRequestMethod.equals(HttpProfile.REQ_POST)) {
      return this.httpConnection.postRequest(url, requestPayload, headers);
    } else {
      throw new TencentCloudSDKException("Method only support GET, POST");
    }
  }

  private byte[] getMultipartPayload(AbstractModel request, String boundary) throws Exception {
    ByteArrayOutputStream baos = new ByteArrayOutputStream();
    String[] binaryParams = request.getBinaryParams();
    for (Map.Entry entry : request.getMultipartRequestParams().entrySet()) {
      baos.write("--".getBytes(StandardCharsets.UTF_8));
      baos.write(boundary.getBytes(StandardCharsets.UTF_8));
      baos.write("\r\n".getBytes(StandardCharsets.UTF_8));
      baos.write("Content-Disposition: form-data; name=\"".getBytes(StandardCharsets.UTF_8));
      baos.write(entry.getKey().getBytes(StandardCharsets.UTF_8));
      if (Arrays.asList(binaryParams).contains(entry.getKey())) {
        baos.write("\"; filename=\"".getBytes(StandardCharsets.UTF_8));
        baos.write(entry.getKey().getBytes(StandardCharsets.UTF_8));
        baos.write("\"\r\n".getBytes(StandardCharsets.UTF_8));
      } else {
        baos.write("\"\r\n".getBytes(StandardCharsets.UTF_8));
      }
      baos.write("\r\n".getBytes(StandardCharsets.UTF_8));
      baos.write(entry.getValue());
      baos.write("\r\n".getBytes(StandardCharsets.UTF_8));
    }
    if (baos.size() != 0) {
      baos.write("--".getBytes(StandardCharsets.UTF_8));
      baos.write(boundary.getBytes(StandardCharsets.UTF_8));
      baos.write("--\r\n".getBytes(StandardCharsets.UTF_8));
    }
    byte[] bytes = baos.toByteArray();
    baos.close();
    return bytes;
  }

  private String getCanonicalQueryString(HashMap params, String method)
      throws TencentCloudSDKException {
    if (method != null && method.equals(HttpProfile.REQ_POST)) {
      return "";
    }
    StringBuilder queryString = new StringBuilder("");
    for (Map.Entry entry : params.entrySet()) {
      String v;
      try {
        v = URLEncoder.encode(entry.getValue(), "UTF8");
      } catch (UnsupportedEncodingException e) {
        throw new TencentCloudSDKException("UTF8 is not supported." + e.getMessage());
      }
      queryString.append("&").append(entry.getKey()).append("=").append(v);
    }
    if (queryString.length() == 0) {
      return "";
    } else {
      return queryString.toString().substring(1);
    }
  }

  private String formatRequestData(String action, Map param)
      throws TencentCloudSDKException {
    param.put("Action", action);
    param.put("RequestClient", this.sdkVersion);
    param.put("Nonce", String.valueOf(Math.abs(new SecureRandom().nextInt())));
    param.put("Timestamp", String.valueOf(System.currentTimeMillis() / 1000));
    param.put("Version", this.apiVersion);

    if (this.credential.getSecretId() != null && (!this.credential.getSecretId().isEmpty())) {
      param.put("SecretId", this.credential.getSecretId());
    }

    if (this.region != null && (!this.region.isEmpty())) {
      param.put("Region", this.region);
    }

    if (this.profile.getSignMethod() != null && (!this.profile.getSignMethod().isEmpty())) {
      param.put("SignatureMethod", this.profile.getSignMethod());
    }

    if (this.credential.getToken() != null && (!this.credential.getToken().isEmpty())) {
      param.put("Token", this.credential.getToken());
    }

    if (null != this.profile.getLanguage()) {
      param.put("Language", this.profile.getLanguage().getValue());
    }

    String endpoint = this.getEndpoint();

    String sigInParam =
        Sign.makeSignPlainText(
            new TreeMap(param),
            this.profile.getHttpProfile().getReqMethod(),
            endpoint,
            this.path);
    String sigOutParam =
        Sign.sign(this.credential.getSecretKey(), sigInParam, this.profile.getSignMethod());

    String strParam = "";
    try {
      for (Map.Entry entry : param.entrySet()) {
        strParam +=
            (URLEncoder.encode(entry.getKey(), "utf-8")
                + "="
                + URLEncoder.encode(entry.getValue(), "utf-8")
                + "&");
      }
      strParam += ("Signature=" + URLEncoder.encode(sigOutParam, "utf-8"));
    } catch (UnsupportedEncodingException e) {
      throw new TencentCloudSDKException(e.getClass().getName() + "-" + e.getMessage());
    }
    return strParam;
  }

  /** warm up, try to avoid unnecessary cost in the first request */
  private void warmup() {
    try {
      // it happens in SDK signature process.
      // first invoke costs around 250 ms.
      Mac.getInstance("HmacSHA1");
      Mac.getInstance("HmacSHA256");
      // it happens inside okhttp, but I think any https framework/package will do the same.
      // first invoke costs around 150 ms.
      SSLContext sslContext = SSLContext.getInstance("TLS");
      sslContext.init(null, null, null);
    } catch (Exception e) {
      // ignore but print message to console
      e.printStackTrace();
    }
  }

  private String getEndpoint() {
    // in case user has reset endpoint after init this client
    if (null != this.profile.getHttpProfile().getEndpoint()) {
      return this.profile.getHttpProfile().getEndpoint();
    } else {
      // protected abstract String getService();
      // use this.getService() from overrided subclass will be better
      return this.service + "." + this.profile.getHttpProfile().getRootDomain();
    }
  }

  /**
   * 请注意购买类接口谨慎调用,可能导致多次购买
   * 仅幂等接口推荐使用
   *
   * @param req
   * @param retryTimes
   * @throws TencentCloudSDKException
   */
  public Object retry(AbstractModel req, int retryTimes) throws TencentCloudSDKException {
    if (retryTimes < 0 || retryTimes > 10) {
      throw new TencentCloudSDKException("The number of retryTimes supported is 0 to 10.", "", "ClientSideError");
    }
    Class cls = this.getClass();
    String methodName = req.getClass().getSimpleName().replace("Request", "");
    Method method;
    try {
      method = cls.getMethod(methodName, req.getClass());
    } catch (NoSuchMethodException e) {
      throw new TencentCloudSDKException(e.toString(), "", "ClientSideError");
    }
    do {
      try {
        return method.invoke(this, req);
      } catch (IllegalAccessException e) {
        throw new TencentCloudSDKException(e.toString(), "", "ClientSideError");
      } catch (InvocationTargetException e) {
        if (retryTimes == 0) {
          throw (TencentCloudSDKException) e.getTargetException();
        }
      }
      try {
        Thread.sleep(1000);
      } catch (InterruptedException e) {
        throw new TencentCloudSDKException(e.toString(), "", "ClientSideError");
      }
    } while (--retryTimes >= 0);
    return null;
  }
}

  将源码中上述类修改后重新达成jar包即可。

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