0
0

基于Binlog、FlinkCDC、Doris实现实时数据同步

基于Binlog、FlinkCDC、Doris实现数据实时同步

Docker部署MySQL

docker pull mysql:5.7.32
  • 通过挂载的方式开启一个mysql镜像
docker run -p 3307:3306 --name myMysql -v /usr/docker/mysql/data:/var/lib/mysql -e MYSQL_ROOT_PASSWORD=root  -d mysql:5.7.32

备注：需提前在宿主机目录下创建一个文件用于保存mysql的数据集，我这里创建的目录是 /usr/docker/mysql/data

  • 使用客户端连接工具连接上mysql，观察一下mysql_binlog的开启情况

image-20220831184348507

  • 开启bin_log
dockerexec myMysql bash -c "echo 'log-bin=/var/lib/mysql/mysql-bin' >> /etc/mysql/mysql.conf.d/mysqld.cnf"

dockerexec myMysql bash -c "echo 'server-id=123454' >> /etc/mysql/mysql.conf.d/mysqld.cnf"
  • 重启mysql镜像
docker restart myMysql
  • **再次查看 **show VARIABLES like '%log_bin%'- image-20220831185523759
  • 准备数据- CREATE DATABASE emp_1; USE emp_1;CREATE TABLE employees_1 ( emp_no INT NOT NULL, birth_date DATE NOT NULL, first_name VARCHAR(14) NOT NULL, last_name VARCHAR(16) NOT NULL, gender ENUM ('M','F') NOT NULL, hire_date DATE NOT NULL, PRIMARY KEY (emp_no));​INSERT INTO `employees_1` VALUES (10001,'1953-09-02','Georgi','Facello','M','1986-06-27'),(10002,'1964-06-02','Bezalel','Simmel','F','1985-11-21'),(10003,'1959-12-03','Parto','Bamford','M','1986-08-28'),(10004,'1954-05-01','Chirstian','Koblick','M','1986-12-01'),(10005,'1955-01-21','Kyoichi','Maliniak','M','1989-09-12'),(10006,'1953-04-20','Anneke','Preusig','F','1989-06-02'),(10007,'1957-05-23','Tzvetan','Zielinski','F','1989-02-10'),(10008,'1958-02-19','Saniya','Kalloufi','M','1994-09-15'),(10009,'1952-04-19','Sumant','Peac','F','1985-02-18'),(10010,'1963-06-01','Duangkaew','Piveteau','F','1989-08-24'),(10011,'1953-11-07','Mary','Sluis','F','1990-01-22'),(10012,'1960-10-04','Patricio','Bridgland','M','1992-12-18'),(10013,'1963-06-07','Eberhardt','Terkki','M','1985-10-20'),(10014,'1956-02-12','Berni','Genin','M','1987-03-11'),(10015,'1959-08-19','Guoxiang','Nooteboom','M','1987-07-02'),(10016,'1961-05-02','Kazuhito','Cappelletti','M','1995-01-27'),(10017,'1958-07-06','Cristinel','Bouloucos','F','1993-08-03'),(10018,'1954-06-19','Kazuhide','Peha','F','1987-04-03'),(10019,'1953-01-23','Lillian','Haddadi','M','1999-04-30'),(10020,'1952-12-24','Mayuko','Warwick','M','1991-01-26'),(10021,'1960-02-20','Ramzi','Erde','M','1988-02-10'),(10022,'1952-07-08','Shahaf','Famili','M','1995-08-22'),(10023,'1953-09-29','Bojan','Montemayor','F','1989-12-17'),(10024,'1958-09-05','Suzette','Pettey','F','1997-05-19'),(10025,'1958-10-31','Prasadram','Heyers','M','1987-08-17'),(10026,'1953-04-03','Yongqiao','Berztiss','M','1995-03-20'),(10027,'1962-07-10','Divier','Reistad','F','1989-07-07'),(10028,'1963-11-26','Domenick','Tempesti','M','1991-10-22'),(10029,'1956-12-13','Otmar','Herbst','M','1985-11-20'),(10030,'1958-07-14','Elvis','Demeyer','M','1994-02-17'),(10031,'1959-01-27','Karsten','Joslin','M','1991-09-01'),(10032,'1960-08-09','Jeong','Reistad','F','1990-06-20'),(10033,'1956-11-14','Arif','Merlo','M','1987-03-18'),(10034,'1962-12-29','Bader','Swan','M','1988-09-21'),(10035,'1953-02-08','Alain','Chappelet','M','1988-09-05'),(10036,'1959-08-10','Adamantios','Portugali','M','1992-01-03');​CREATE TABLE employees_2 ( emp_no INT NOT NULL, birth_date DATE NOT NULL, first_name VARCHAR(14) NOT NULL, last_name VARCHAR(16) NOT NULL, gender ENUM ('M','F') NOT NULL, hire_date DATE NOT NULL, PRIMARY KEY (emp_no));​INSERT INTO `employees_2` VALUES (10037,'1963-07-22','Pradeep','Makrucki','M','1990-12-05'),(10038,'1960-07-20','Huan','Lortz','M','1989-09-20'),(10039,'1959-10-01','Alejandro','Brender','M','1988-01-19'),(10040,'1959-09-13','Weiyi','Meriste','F','1993-02-14'),(10041,'1959-08-27','Uri','Lenart','F','1989-11-12'),(10042,'1956-02-26','Magy','Stamatiou','F','1993-03-21'),(10043,'1960-09-19','Yishay','Tzvieli','M','1990-10-20'),(10044,'1961-09-21','Mingsen','Casley','F','1994-05-21'),(10045,'1957-08-14','Moss','Shanbhogue','M','1989-09-02'),(10046,'1960-07-23','Lucien','Rosenbaum','M','1992-06-20'),(10047,'1952-06-29','Zvonko','Nyanchama','M','1989-03-31'),(10048,'1963-07-11','Florian','Syrotiuk','M','1985-02-24'),(10049,'1961-04-24','Basil','Tramer','F','1992-05-04'),(10050,'1958-05-21','Yinghua','Dredge','M','1990-12-25'),(10051,'1953-07-28','Hidefumi','Caine','M','1992-10-15'),(10052,'1961-02-26','Heping','Nitsch','M','1988-05-21'),(10053,'1954-09-13','Sanjiv','Zschoche','F','1986-02-04'),(10054,'1957-04-04','Mayumi','Schueller','M','1995-03-13');​​CREATE DATABASE emp_2;​USE emp_2;​CREATE TABLE employees_1 ( emp_no INT NOT NULL, birth_date DATE NOT NULL, first_name VARCHAR(14) NOT NULL, last_name VARCHAR(16) NOT NULL, gender ENUM ('M','F') NOT NULL, hire_date DATE NOT NULL, PRIMARY KEY (emp_no));​​INSERT INTO `employees_1` VALUES (10055,'1956-06-06','Georgy','Dredge','M','1992-04-27'),(10056,'1961-09-01','Brendon','Bernini','F','1990-02-01'),(10057,'1954-05-30','Ebbe','Callaway','F','1992-01-15'),(10058,'1954-10-01','Berhard','McFarlin','M','1987-04-13'),(10059,'1953-09-19','Alejandro','McAlpine','F','1991-06-26'),(10060,'1961-10-15','Breannda','Billingsley','M','1987-11-02'),(10061,'1962-10-19','Tse','Herber','M','1985-09-17'),(10062,'1961-11-02','Anoosh','Peyn','M','1991-08-30'),(10063,'1952-08-06','Gino','Leonhardt','F','1989-04-08'),(10064,'1959-04-07','Udi','Jansch','M','1985-11-20'),(10065,'1963-04-14','Satosi','Awdeh','M','1988-05-18'),(10066,'1952-11-13','Kwee','Schusler','M','1986-02-26'),(10067,'1953-01-07','Claudi','Stavenow','M','1987-03-04'),(10068,'1962-11-26','Charlene','Brattka','M','1987-08-07'),(10069,'1960-09-06','Margareta','Bierman','F','1989-11-05'),(10070,'1955-08-20','Reuven','Garigliano','M','1985-10-14'),(10071,'1958-01-21','Hisao','Lipner','M','1987-10-01'),(10072,'1952-05-15','Hironoby','Sidou','F','1988-07-21'),(10073,'1954-02-23','Shir','McClurg','M','1991-12-01'),(10074,'1955-08-28','Mokhtar','Bernatsky','F','1990-08-13'),(10075,'1960-03-09','Gao','Dolinsky','F','1987-03-19'),(10076,'1952-06-13','Erez','Ritzmann','F','1985-07-09'),(10077,'1964-04-18','Mona','Azuma','M','1990-03-02'),(10078,'1959-12-25','Danel','Mondadori','F','1987-05-26'),(10079,'1961-10-05','Kshitij','Gils','F','1986-03-27'),(10080,'1957-12-03','Premal','Baek','M','1985-11-19'),(10081,'1960-12-17','Zhongwei','Rosen','M','1986-10-30'),(10082,'1963-09-09','Parviz','Lortz','M','1990-01-03'),(10083,'1959-07-23','Vishv','Zockler','M','1987-03-31'),(10084,'1960-05-25','Tuval','Kalloufi','M','1995-12-15');​​CREATE TABLE employees_2( emp_no INT NOT NULL, birth_date DATE NOT NULL, first_name VARCHAR(14) NOT NULL, last_name VARCHAR(16) NOT NULL, gender ENUM ('M','F') NOT NULL, hire_date DATE NOT NULL, PRIMARY KEY (emp_no));​INSERT INTO `employees_2` VALUES (10085,'1962-11-07','Kenroku','Malabarba','M','1994-04-09'),(10086,'1962-11-19','Somnath','Foote','M','1990-02-16'),(10087,'1959-07-23','Xinglin','Eugenio','F','1986-09-08'),(10088,'1954-02-25','Jungsoon','Syrzycki','F','1988-09-02'),(10089,'1963-03-21','Sudharsan','Flasterstein','F','1986-08-12'),(10090,'1961-05-30','Kendra','Hofting','M','1986-03-14'),(10091,'1955-10-04','Amabile','Gomatam','M','1992-11-18'),(10092,'1964-10-18','Valdiodio','Niizuma','F','1989-09-22'),(10093,'1964-06-11','Sailaja','Desikan','M','1996-11-05'),(10094,'1957-05-25','Arumugam','Ossenbruggen','F','1987-04-18'),(10095,'1965-01-03','Hilari','Morton','M','1986-07-15'),(10096,'1954-09-16','Jayson','Mandell','M','1990-01-14'),(10097,'1952-02-27','Remzi','Waschkowski','M','1990-09-15'),(10098,'1961-09-23','Sreekrishna','Servieres','F','1985-05-13'),(10099,'1956-05-25','Valter','Sullins','F','1988-10-18'),(10100,'1953-04-21','Hironobu','Haraldson','F','1987-09-21'),(10101,'1952-04-15','Perla','Heyers','F','1992-12-28'),(10102,'1959-11-04','Paraskevi','Luby','F','1994-01-26'),(10103,'1953-11-26','Akemi','Birch','M','1986-12-02'),(10104,'1961-11-19','Xinyu','Warwick','M','1987-04-16'),(10105,'1962-02-05','Hironoby','Piveteau','M','1999-03-23'),(10106,'1952-08-29','Eben','Aingworth','M','1990-12-19'),(10107,'1956-06-13','Dung','Baca','F','1994-03-22'),(10108,'1952-04-07','Lunjin','Giveon','M','1986-10-02'),(10109,'1958-11-25','Mariusz','Prampolini','F','1993-06-16'),(10110,'1957-03-07','Xuejia','Ullian','F','1986-08-22'),(10111,'1963-08-29','Hugo','Rosis','F','1988-06-19'),(10112,'1963-08-13','Yuichiro','Swick','F','1985-10-08'),(10113,'1963-11-13','Jaewon','Syrzycki','M','1989-12-24'),(10114,'1957-02-16','Munir','Demeyer','F','1992-07-17'),(10115,'1964-12-25','Chikara','Rissland','M','1986-01-23'),(10116,'1955-08-26','Dayanand','Czap','F','1985-05-28');
  • 这时在宿主机下已经产生了日志文件- image-20220831190207777

Docker 部署 Doris

 docker pull ashuang123/doris-fe:11.111
 docker pull ashuang123/doris-be:11.111

创建挂载的文件夹

mkdir -p /opt/doris/doris-meta
mkdir -p /opt/doris/log/doris-fe
mkdir -p /opt/doris/doris-storage
mkdir -p /opt/doris/log/doris-be

运行Fe

docker run --name doris-fe -p 8030:8030 -p 9030:9030 -d -v /opt/doris/doris-meta:/doris-meta -v /opt/doris/log/doris-fe:/code/log ashuang123/doris-fe:11.111

运行Be

docker run --name doris-be -p 8040:8040 -v /opt/doris/doris-storage:/doris-storage -v /opt/doris/log/doris-be:/code/log -d ashuang123/doris-be:11.111

查看容器IP

DESKTOP-RBQ4DFJ :: /opt/doris » docker inspect doris-fe |grep IPAddress
            "SecondaryIPAddresses": null,
            "IPAddress":"172.17.0.2",
                    "IPAddress":"172.17.0.2",
DESKTOP-RBQ4DFJ :: /opt/doris »
DESKTOP-RBQ4DFJ :: /opt/doris » docker inspect doris-be |grep IPAddress
            "SecondaryIPAddresses": null,
            "IPAddress":"172.17.0.3",
                    "IPAddress":"172.17.0.3",
DESKTOP-RBQ4DFJ :: /opt/doris »

测试服务是否正常

PS C:\Users\Lenovo> mysql -h 172.17.0.2 -P 9030 -uroot
Welcome to the MySQL monitor.  Commands end with ; or \g.
Your MySQL connection id is 0
Server version: 5.7.37 Doris version trunk-Unknown

Copyright (c)2000, 2020, Oracle and/or its affiliates. All rights reserved.

Oracle is a registered trademark of Oracle Corporation and/or its
affiliates. Other names may be trademarks of their respective
owners.

Type 'help;' or '\h'for help. Type '\c' to clear the current input statement.

mysql>

添加BE至FE中

mysql> alter system add backend "172.17.0.3:9050";
Query OK, 0 rows affected (0.05 sec)

mysql>

查看Be状态

mysql> show proc '/backends' \G
*************************** 1. row ***************************
            BackendId: 10002
              Cluster: default_cluster
                   IP: 172.17.0.3
             HostName: 172.17.0.3
        HeartbeatPort: 9050
               BePort: 9060
             HttpPort: 8040
             BrpcPort: 8060
        LastStartTime: 2022-09-02 04:27:22
        LastHeartbeat: 2022-09-02 04:31:49
                Alive: true
 SystemDecommissioned: false
ClusterDecommissioned: false
            TabletNum: 0
     DataUsedCapacity: 0.000
        AvailCapacity: 230.809 GB
        TotalCapacity: 250.982 GB
              UsedPct: 8.04 %
       MaxDiskUsedPct: 8.04 %
                  Tag: {"location" : "default"}
               ErrMsg:
              Version: trunk-Unknown
               Status: {"lastSuccessReportTabletsTime":"2022-09-02 04:31:28","lastStreamLoadTime":-1,"isQueryDisabled":false,"isLoadDisabled":false}
1 row in set (13.09 sec)

mysql>

修改数据库root密码

mysql> set PASSWORD  FOR 'root' = PASSWORD('ofbiz@123');
Query OK, 0 rows affected (0.02 sec)

mysql>

image-20220902140809100

Flink安装配置

**准备Flink安装包 **

flink-1.14.4-bin-scala_2.12.tgz

tar -zxvf flink-1.14.4-bin-scala_2.12.tgz -C .

准备两个Jar放到Flink/lib目录下

wget https://jiafeng-1308700295.cos.ap-hongkong.myqcloud.com/flink-doris-connector-1.14_2.12-1.0.0-SNAPSHOT.jar
wget https://repo1.maven.org/maven2/com/ververica/flink-sql-connector-mysql-cdc/2.2.1/flink-sql-connector-mysql-cdc-2.2.1.jar

启动Flink

 bin/start-cluster.sh

进入页面

image-20220902141831233

同步数据到Doris

创建Doris数据库及表

createdatabase demo;use demo;CREATETABLE all_employees_info (
    emp_no       intNOTNULL,
    birth_date   date,
    first_name   varchar(20),
    last_name    varchar(20),
    gender       char(2),
    hire_date    date,
    database_name varchar(50),
    table_name    varchar(200))UNIQUEKEY(`emp_no`,`birth_date`)DISTRIBUTEDBYHASH(`birth_date`) BUCKETS 1
PROPERTIES ("replication_allocation"="tag.location.default: 1");

进入Flink SQL Client

# bin/sql-client.sh embedded
Command history file path: /root/.flink-sql-history

                                   ▒▓██▓██▒
                               ▓████▒▒█▓▒▓███▓▒
                            ▓███▓░░        ▒▒▒▓██▒  ▒
                          ░██▒   ▒▒▓▓█▓▓▒░      ▒████
                          ██▒         ░▒▓███▒    ▒█▒█▒
                            ░▓█            ███   ▓░▒██
                              ▓█       ▒▒▒▒▒▓██▓░▒░▓▓█
                            █░ █   ▒▒░       ███▓▓█ ▒█▒▒▒
                            ████░   ▒▓█▓      ██▒▒▒ ▓███▒
                         ░▒█▓▓██       ▓█▒    ▓█▒▓██▓ ░█░
                   ▓░▒▓████▒ ██         ▒█    █▓░▒█▒░▒█▒
                  ███▓░██▓  ▓█           █   █▓ ▒▓█▓▓█▒
                ░██▓  ░█░            █  █▒ ▒█████▓▒ ██▓░▒
               ███░ ░ █░          ▓ ░█ █████▒░░    ░█░▓  ▓░
              ██▓█ ▒▒▓▒          ▓███████▓░       ▒█▒ ▒▓ ▓██▓
           ▒██▓ ▓█ █▓█       ░▒█████▓▓▒░         ██▒▒  █ ▒  ▓█▒
           ▓█▓  ▓█ ██▓ ░▓▓▓▓▓▓▓▒              ▒██▓           ░█▒
           ▓█    █ ▓███▓▒░              ░▓▓▓███▓          ░▒░ ▓█
           ██▓    ██▒    ░▒▓▓███▓▓▓▓▓██████▓▒            ▓███  █
          ▓███▒ ███   ░▓▓▒░░   ░▓████▓░                  ░▒▓▒  █▓
          █▓▒▒▓▓██  ░▒▒░░░▒▒▒▒▓██▓░                            █▓
          ██ ▓░▒█   ▓▓▓▓▒░░  ▒█▓       ▒▓▓██▓    ▓▒          ▒▒▓
          ▓█▓ ▓▒█  █▓░  ░▒▓▓██▒            ░▓█▒   ▒▒▒░▒▒▓█████▒
           ██░ ▓█▒█▒  ▒▓▓▒  ▓█                █░      ░░░░   ░█▒
           ▓█   ▒█▓   ░     █░                ▒█              █▓
            █▓   ██         █░                 ▓▓        ▒█▓▓▓▒█░
             █▓ ░▓██░       ▓▒                  ▓█▓▒░░░▒▓█░    ▒█
              ██   ▓█▓░      ▒                    ░▒█▒██▒      ▓▓
               ▓█▒   ▒█▓▒░                         ▒▒ █▒█▓▒▒░░▒██
                ░██▒    ▒▓▓▒                     ▓██▓▒█▒ ░▓▓▓▓▒█▓
                  ░▓██▒                          ▓░  ▒█▓█  ░░▒▒▒
                      ▒▓▓▓▓▓▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒░░▓▓  ▓░▒█░

    ______ _ _       _       _____  ____  _         _____ _ _            _  BETA
   |  ____| (_)     | |     / ____|/ __ \| |       / ____| (_)          | |
   | |__  | |_ _ __ | | __ | (___ | |  | | |      | |    | |_  ___ _ __ | |_
   |  __| | | | '_ \| |/ /  \___ \| |  | | |      | |    | | |/ _ \ '_ \| __|
   | |    | | | | | |   <   ____) | |__| | |____  | |____| | |  __/ | | | |_
   |_|    |_|_|_| |_|_|\_\ |_____/ \___\_\______|  \_____|_|_|\___|_| |_|\__|

        Welcome! Enter 'HELP;' to list all available commands. 'QUIT;' to exit.

Flink SQL>

开启 checkpoint，每隔10秒做一次 checkpoint , Checkpoint 默认是不开启的，我们需要开启 Checkpoint 来让 Iceberg 可以提交事务。Source在启动时会扫描全表，将表按照主键分成多个chunk。并使用增量快照算法逐个读取每个chunk的数据。作业会周期性执行Checkpoint，记录下已经完成的chunk。当发生Failover时，只需要继续读取未完成的chunk。当chunk全部读取完后，会从之前获取的Binlog位点读取增量的变更记录。Flink作业会继续周期性执行Checkpoint，记录下Binlog位点，当作业发生Failover，便会从之前记录的Binlog位点继续处理，从而实现Exactly Once语义

注意： 这里是演示，生产环境建议checkpoint间隔60秒

SET execution.checkpointing.interval = 10s;

创建MySQL CDC表

在Flink SQL Client 下执行下面的 SQL

CREATETABLE employees_source (
    database_name STRING METADATA VIRTUAL,
    table_name STRING METADATA VIRTUAL,
    emp_no intNOTNULL,
    birth_date date,
    first_name STRING,
    last_name STRING,
    gender STRING,
    hire_date date,PRIMARYKEY(`emp_no`)NOT ENFORCED
  )WITH('connector'='mysql-cdc','hostname'='localhost','port'='3307','username'='root','password'='root','database-name'='emp_[0-9]+','table-name'='employees_[0-9]+');
  1. ‘database-name’ = ‘emp_[0-9]+’： 这里是使用了正则表达式，同时连接多个库
  2. ‘table-name’ = ‘employees_[0-9]+’：这里是使用了正则表达式，同时连接多个表

查询CDC表

select*from employees_source limit10;

image-20220902142456374

创建 Doris Sink 表

CREATE TABLE cdc_doris_sink (
    emp_no       int ,
    birth_date   STRING,
    first_name   STRING,
    last_name    STRING,
    gender       STRING,
    hire_date    STRING,
    database_name STRING,
    table_name    STRING
) 
WITH (
  'connector' = 'doris',
  'fenodes' = '172.17.0.3:8030',
  'table.identifier' = 'demo.all_employees_info',
  'username' = 'root',
  'password' = 'mysql密码',
  'sink.properties.two_phase_commit'='true',
  'sink.label-prefix'='doris_demo_emp_001'
);

参数说明：

  1. connector ： 指定连接器是doris
  2. fenodes：doris FE节点IP地址及http port
  3. table.identifier ： Doris对应的数据库及表名
  4. username：doris用户名
  5. password：doris用户密码
  6. sink.properties.two_phase_commit：指定使用两阶段提交，这样在stream load的时候，会在http header里加上 two_phase_commit:true ，不然会失败
  7. sink.label-prefix ： 这个是在两阶段提交的时候必须要加的一个参数，才能保证两端数据一致性，否则会失败
  8. 其他参数参考官方文档 https://doris.apache.org/zh-CN/

查询Doris sink表 这时候还没有数据

select*from cdc_doris_sink;

将数据插入到Doris表里

insertinto cdc_doris_sink (emp_no,birth_date,first_name,last_name,gender,hire_date,database_name,table_name)select emp_no,cast(birth_date as string)as birth_date ,first_name,last_name,gender,cast(hire_date as string)as hire_date ,database_name,table_name from employees_source;

image-20220902143356445

可以看到Flink WEB UI上的任务运行信息

image-20220902175215951
查看Doris数据

image-20220902184849630
测试MySQL删除

image-20220902181015544

Doris同步更新

image-20220902181033075

验证Doris数据删除 , mysql更新数据, doris中也会更新

踩坑

  • Flink 连接 Doris Be 超时- image-20220902144900374- 原因 : flink和be的网不通 , 因为我这里是WSL , 还没找到WSL的方案, 我暂时是放到了Linux系统上- image-20220902145927306- image-20220902154706044
标签： 数据库 mysql flink
本文转载自: https://blog.csdn.net/hejiahao_/article/details/126668845
版权归原作者 何以问_ 所有， 如有侵权，请联系我们删除。
登录后发布评论

“基于Binlog、FlinkCDC、Doris实现实时数据同步”的评论:

还没有评论
关于作者
...
overfit同步小助手
文章同步
相关阅读

等保测评：企业如何建立安全的开发环境

实现高效且安全的多附件文件上传与下载

干货分享：U盘可以加密吗？如何避免U盘数据泄露？

tersafe.dll安全下载指南：识破恶意软件陷阱并确保官方途径的无忧策略

docker启动kafka并挂载配置文件，并让外部环境连接kafka

从AI到大数据，数字技术服务平台全栈赋能企业升级

WebGPU 3D 针对商业应用的研发推进心得

文章导航