讯飞星火大模型api调用

2023-12-16 15:38:17

讯飞星火大模型,通过websocket方式通信传递协议要求的报文,然后将流式返回的报文拼接为完整的响应内容,status=2时是最后一条消息。因为是websocket方式所以是异步响应的,如果想要同步需要使用CountDownLatch控制下线程等待最后一条消息处理完再继续往下走。星火不同版本稍微有一些差异,具体以官网提供的demo为准。

具体步骤:

首先,需要在公网创建应用,然后查看服务接口认证信息APPID、APISecret、APIKey、URL。

https://console.xfyun.cn/services/bm3
在这里插入图片描述
点应用名称进去查看详情
在这里插入图片描述

然后,点“文档”查看报文协议,可以下载调用示例,使用Java代码调用星火api:

https://www.xfyun.cn/doc/spark/Web.html
在这里插入图片描述

下面仅仅是个示例,具体代码要根据官网最新文档确定。注意domain在1.5,2,3版本分别传general,generalv2,generalv3,传错了会报错10404。另外如果想同步返回结果,需要自己使用CountDownLatch控制主线程等待一段时间 countDownLatch.await(30000, TimeUnit.MILLISECONDS); 这样会在指定的最大超时时间内等待。


import com.alibaba.fastjson.JSON;
import com.alibaba.fastjson.JSONArray;
import com.alibaba.fastjson.JSONObject;
import com.google.gson.Gson;
import okhttp3.*;

import javax.crypto.Mac;
import javax.crypto.spec.SecretKeySpec;
import java.io.IOException;
import java.net.URL;
import java.nio.charset.StandardCharsets;
import java.text.SimpleDateFormat;
import java.util.*;

/**
 * 带历史会话的示例
 */
public class BigModelNew extends WebSocketListener {
    // 地址与鉴权信息  https://spark-api.xf-yun.com/v1.1/chat   1.5地址  domain参数为general
    // 地址与鉴权信息  https://spark-api.xf-yun.com/v2.1/chat   2.0地址  domain参数为generalv2
    public static final String hostUrl = "https://spark-api.xf-yun.com/v1/chat";
    public static final String appid = "1234";
    public static final String apiSecret = "xxxxx";
    public static final String apiKey = "xxxxxxxxxx";
    public static final String domain = "general"; //1.5,2,3版本分别传general,generalv2,generalv3,传错了会报错10404
    public static List<RoleContent> historyList=new ArrayList<>(); // 对话历史存储集合

    public static String totalAnswer=""; // 大模型的答案汇总

    // 环境治理的重要性  环保  人口老龄化  我爱我的祖国
    public static  String NewQuestion = "";

    public static final Gson gson = new Gson();

    // 个性化参数
    private String userId;
    private Boolean wsCloseFlag;

    private static Boolean totalFlag=true; // 控制提示用户是否输入
    // 构造函数
    public BigModelNew(String userId, Boolean wsCloseFlag) {
        this.userId = userId;
        this.wsCloseFlag = wsCloseFlag;
    }

    // 主函数
    public static void main(String[] args) throws Exception {
        // 个性化参数入口,如果是并发使用,可以在这里模拟
      while (true){
          if(totalFlag){
              Scanner scanner=new Scanner(System.in);
              System.out.print("我:");
              totalFlag=false;
              NewQuestion=scanner.nextLine();
              // 构建鉴权url
              String authUrl = getAuthUrl(hostUrl, apiKey, apiSecret);
              OkHttpClient client = new OkHttpClient.Builder().build();
              String url = authUrl.toString().replace("http://", "ws://").replace("https://", "wss://");
              Request request = new Request.Builder().url(url).build();
              for (int i = 0; i < 1; i++) {
                  totalAnswer="";
                  WebSocket webSocket = client.newWebSocket(request, new BigModelNew(i + "",
                          false));
              }
          }else{
              Thread.sleep(200);
          }
      }
    }

    public static boolean canAddHistory(){  // 由于历史记录最大上线1.2W左右,需要判断是能能加入历史
        int history_length=0;
        for(RoleContent temp:historyList){
            history_length=history_length+temp.content.length();
        }
        if(history_length>12000){
            historyList.remove(0);
            historyList.remove(1);
            historyList.remove(2);
            historyList.remove(3);
            historyList.remove(4);
            return false;
        }else{
            return true;
        }
    }

    // 线程来发送音频与参数
    class MyThread extends Thread {
        private WebSocket webSocket;

        public MyThread(WebSocket webSocket) {
            this.webSocket = webSocket;
        }

        public void run() {
            try {
                JSONObject requestJson=new JSONObject();

                JSONObject header=new JSONObject();  // header参数
                header.put("app_id",appid);
                header.put("uid",UUID.randomUUID().toString().substring(0, 10));

                JSONObject parameter=new JSONObject(); // parameter参数
                JSONObject chat=new JSONObject();
                chat.put("domain", domain);
                chat.put("temperature",0.5);
                chat.put("max_tokens",4096);
                parameter.put("chat",chat);

                JSONObject payload=new JSONObject(); // payload参数
                JSONObject message=new JSONObject();
                JSONArray text=new JSONArray();

                // 历史问题获取
                if(historyList.size()>0){
                    for(RoleContent tempRoleContent:historyList){
                        text.add(JSON.toJSON(tempRoleContent));
                    }
                }

                // 最新问题
                RoleContent roleContent=new RoleContent();
                roleContent.role="user";
                roleContent.content=NewQuestion;
                text.add(JSON.toJSON(roleContent));
                historyList.add(roleContent);


                message.put("text",text);
                payload.put("message",message);


                requestJson.put("header",header);
                requestJson.put("parameter",parameter);
                requestJson.put("payload",payload);
                 // System.err.println(requestJson); // 可以打印看每次的传参明细
                webSocket.send(requestJson.toString());
                // 等待服务端返回完毕后关闭
                while (true) {
                    // System.err.println(wsCloseFlag + "---");
                    Thread.sleep(200);
                    if (wsCloseFlag) {
                        break;
                    }
                }
                webSocket.close(1000, "");
            } catch (Exception e) {
                e.printStackTrace();
            }
        }
    }

    @Override
    public void onOpen(WebSocket webSocket, Response response) {
        super.onOpen(webSocket, response);
        System.out.print("大模型:");
        MyThread myThread = new MyThread(webSocket);
        myThread.start();
    }

    @Override
    public void onMessage(WebSocket webSocket, String text) {
        // System.out.println(userId + "用来区分那个用户的结果" + text);
        JsonParse myJsonParse = gson.fromJson(text, JsonParse.class);
        if (myJsonParse.header.code != 0) {
            System.out.println("发生错误,错误码为:" + myJsonParse.header.code);
            System.out.println("本次请求的sid为:" + myJsonParse.header.sid);
            webSocket.close(1000, "");
        }
        List<Text> textList = myJsonParse.payload.choices.text;
        for (Text temp : textList) {
            System.out.print(temp.content);
            totalAnswer=totalAnswer+temp.content;
        }
        if (myJsonParse.header.status == 2) {
            // 可以关闭连接,释放资源
            System.out.println();
            System.out.println("*************************************************************************************");
            if(canAddHistory()){
                RoleContent roleContent=new RoleContent();
                roleContent.setRole("assistant");
                roleContent.setContent(totalAnswer);
                historyList.add(roleContent);
            }else{
                historyList.remove(0);
                RoleContent roleContent=new RoleContent();
                roleContent.setRole("assistant");
                roleContent.setContent(totalAnswer);
                historyList.add(roleContent);
            }
            wsCloseFlag = true;
            totalFlag=true;
        }
    }

    @Override
    public void onFailure(WebSocket webSocket, Throwable t, Response response) {
        super.onFailure(webSocket, t, response);
        try {
            if (null != response) {
                int code = response.code();
                System.out.println("onFailure code:" + code);
                System.out.println("onFailure body:" + response.body().string());
                if (101 != code) {
                    System.out.println("connection failed");
                    System.exit(0);
                }
            }
        } catch (IOException e) {
            // TODO Auto-generated catch block
            e.printStackTrace();
        }
    }


    // 鉴权方法
    public static String getAuthUrl(String hostUrl, String apiKey, String apiSecret) throws Exception {
        URL url = new URL(hostUrl);
        // 时间
        SimpleDateFormat format = new SimpleDateFormat("EEE, dd MMM yyyy HH:mm:ss z", Locale.US);
        format.setTimeZone(TimeZone.getTimeZone("GMT"));
        String date = format.format(new Date());
        // 拼接
        String preStr = "host: " + url.getHost() + "\n" +
                "date: " + date + "\n" +
                "GET " + url.getPath() + " HTTP/1.1";
        // System.err.println(preStr);
        // SHA256加密
        Mac mac = Mac.getInstance("hmacsha256");
        SecretKeySpec spec = new SecretKeySpec(apiSecret.getBytes(StandardCharsets.UTF_8), "hmacsha256");
        mac.init(spec);

        byte[] hexDigits = mac.doFinal(preStr.getBytes(StandardCharsets.UTF_8));
        // Base64加密
        String sha = Base64.getEncoder().encodeToString(hexDigits);
        // System.err.println(sha);
        // 拼接
        String authorization = String.format("api_key=\"%s\", algorithm=\"%s\", headers=\"%s\", signature=\"%s\"", apiKey, "hmac-sha256", "host date request-line", sha);
        // 拼接地址
        HttpUrl httpUrl = Objects.requireNonNull(HttpUrl.parse("https://" + url.getHost() + url.getPath())).newBuilder().//
                addQueryParameter("authorization", Base64.getEncoder().encodeToString(authorization.getBytes(StandardCharsets.UTF_8))).//
                addQueryParameter("date", date).//
                addQueryParameter("host", url.getHost()).//
                build();

        // System.err.println(httpUrl.toString());
        return httpUrl.toString();
    }

    //返回的json结果拆解
    class JsonParse {
        Header header;
        Payload payload;
    }

    class Header {
        int code;
        int status;
        String sid;
    }

    class Payload {
        Choices choices;
    }

    class Choices {
        List<Text> text;
    }

    class Text {
        String role;
        String content;
    }
    class RoleContent{
        String role;
        String content;

        public String getRole() {
            return role;
        }

        public void setRole(String role) {
            this.role = role;
        }

        public String getContent() {
            return content;
        }

        public void setContent(String content) {
            this.content = content;
        }
    }
}

pom.xml

<?xml version="1.0" encoding="UTF-8"?>
<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 https://maven.apache.org/xsd/maven-4.0.0.xsd">
    <modelVersion>4.0.0</modelVersion>

    <groupId>org.example</groupId>
    <artifactId>big_model</artifactId>
    <version>1.0-SNAPSHOT</version>
    <build>
        <plugins>
            <plugin>
                <groupId>org.apache.maven.plugins</groupId>
                <artifactId>maven-compiler-plugin</artifactId>
                <configuration>
                    <source>8</source>
                    <target>8</target>
                </configuration>
            </plugin>
        </plugins>
    </build>

    <properties>
        <java.version>1.8</java.version>
    </properties>

    <dependencies>
        <!-- https://mvnrepository.com/artifact/com.alibaba/fastjson -->
        <dependency>
            <groupId>com.alibaba</groupId>
            <artifactId>fastjson</artifactId>
            <version>1.2.67</version>
        </dependency>
        <!-- https://mvnrepository.com/artifact/com.google.code.gson/gson -->
        <dependency>
            <groupId>com.google.code.gson</groupId>
            <artifactId>gson</artifactId>
            <version>2.8.5</version>
        </dependency>
        <!-- https://mvnrepository.com/artifact/org.java-websocket/Java-WebSocket -->
        <dependency>
            <groupId>org.java-websocket</groupId>
            <artifactId>Java-WebSocket</artifactId>
            <version>1.3.8</version>
        </dependency>
        <!-- https://mvnrepository.com/artifact/com.squareup.okhttp3/okhttp -->
        <dependency>
            <groupId>com.squareup.okhttp3</groupId>
            <artifactId>okhttp</artifactId>
            <version>4.10.0</version>
        </dependency>
        <!-- https://mvnrepository.com/artifact/com.squareup.okio/okio -->
        <dependency>
            <groupId>com.squareup.okio</groupId>
            <artifactId>okio</artifactId>
            <version>2.10.0</version>
        </dependency>
        <dependency>
            <groupId>org.projectlombok</groupId>
            <artifactId>lombok</artifactId>
            <version>RELEASE</version>
            <scope>compile</scope>
        </dependency>
        <dependency>
            <groupId>org.slf4j</groupId>
            <artifactId>slf4j-log4j12</artifactId>
            <version>1.7.25</version>
        </dependency>

    </dependencies>

</project>
# Global logging configuration
log4j.rootLogger=DEBUG, stdout
# Console output...
log4j.appender.stdout=org.apache.log4j.ConsoleAppender
log4j.appender.stdout.layout=org.apache.log4j.PatternLayout
log4j.appender.stdout.layout.ConversionPattern=%5p [%t] - %m%n

文章来源:https://blog.csdn.net/shy_snow/article/details/135032133
本文来自互联网用户投稿,该文观点仅代表作者本人,不代表本站立场。本站仅提供信息存储空间服务,不拥有所有权,不承担相关法律责任。