安装及使用docker

//安装docker源
[root@localhost ~]# cd /etc/yum.repos.d/
[root@localhost yum.repos.d]# curl -o docker-ce.repo https://mirrors.tuna.tsinghua.edu.cn/docker-ce/linux/centos/docker-ce.repo
[root@localhost yum.repos.d]# sed -i 's@https://download.docker.com@https://mirrors.tuna.tsinghua.edu.cn/docker-ce@g' docker-ce.repo//安装阿里源
[root@localhost yum.repos.d]# curl -o /etc/yum.repos.d/CentOS-Base.repo https://mirrors.aliyun.com/repo/Centos-7.repo
[root@localhost yum.repos.d]# sed -i -e '/mirrors.cloud.aliyuncs.com/d' -e '/mirrors.aliyuncs.com/d' /etc/yum.repos.d/CentOS-Base.repo
[root@localhost yum.repos.d]# curl -o /etc/yum.repos.d/epel.repo http://mirrors.aliyun.com/repo/epel-7.repo[root@localhost yum.repos.d]# yum -y install docker-ce

docker常用操作

参数 用途 语法
search 在docker hub中搜索镜像 docker search 镜像名称
pull 在docker hub中下载镜像到本地 docker pull 镜像名
push 推送指定镜像到docker镜像服务器 docker push 本地镜像
images 查看本地所有docker镜像 docker images
create 创建容器但不启动容器 docker create 参数 镜像名称
start 启动容器 docker start 容器ID或容器名称
stop 停止容器 docker stop 容器ID或容器名称
restart 重新启动容器 docker restart 容器ID或名称
run 创建容器,并运行 docker run 参数 镜像名
history 查看镜像形成过程 docker history 本地镜像名
build 通过dockerfile制作镜像 docker build 参数 镜像名
attach 当前shell连接运行容器 docker attach 容器名或ID
commit 保存当前容器为镜像/快照 docker commit 容器ID或容器名 新镜像名
diff 查看容器改动 docker diff 容器ID或容器名称
exec 在容器中执行命令 docker exec 参数 容器ID或名称 命令
logs 输出当前容器的日志信息 docker logs 容器ID或名称
port 查看容器的端口映射情况 docker port 容器ID或名称
ps 列出容器列表 docker ps 参数
rm 删除容器 docker rm 参数 容器ID或名称
rmi 删除本地镜像 docker rmi 镜像名
kill 杀死正在运行的容器 docker kill 参数 容器ID或名称
info 查看docker系统信息 docker info
inspect 查看容器详细信息 docker inspect 容器ID或名称
tag 镜像打标签 docker tag 镜像名:tag 新镜像名:tag
//常用参数
-d: 后台运行容器,并返回容器ID;
-i: 以交互模式运行容器,通常与 -t 同时使用;
-t: 为容器重新分配一个伪输入终端,通常与 -i 同时使用;

命令使用实例

搜索镜像

[root@localhost ~]# docker search nginx
NAME                               DESCRIPTION                                     STARS               OFFICIAL            AUTOMATED
nginx                              Official build of Nginx.                        13662               [OK]              //官方的
jwilder/nginx-proxy                Automated Nginx reverse proxy for docker con…   1866                                    [OK]             //个人的
richarvey/nginx-php-fpm            Container running Nginx + PHP-FPM

下载镜像

[root@localhost ~]# docker pull nginx
Using default tag: latest
latest: Pulling from library/nginx
bf5952930446: Pull complete
cb9a6de05e5a: Pull complete
9513ea0afb93: Pull complete
b49ea07d2e93: Pull complete
a5e4a503d449: Pull complete
Digest: sha256:b0ad43f7ee5edbc0effbc14645ae7055e21bc1973aee5150745632a24a752661
Status: Downloaded newer image for nginx:latest
docker.io/library/nginx:latest

查看镜像

[root@localhost ~]# docker images
REPOSITORY          TAG                 IMAGE ID            CREATED             SIZE
nginx               latest              4bb46517cac3        12 days ago         133MB

创建容器但不启动容器

[root@localhost ~]# docker create 4bb46517cac3
WARNING: IPv4 forwarding is disabled. Networking will not work.
a15189bd5d85dee7785bd8dba3817a3fdaf1c226e4f2d49dc9a7cc451947042e

查看容器

[root@localhost ~]# docker ps         //查看正在运行的容器
CONTAINER ID        IMAGE               COMMAND             CREATED             STATUS              PORTS               NAMES
[root@localhost ~]# docker ps -a      //查看所有的容器
CONTAINER ID        IMAGE               COMMAND                  CREATED             STATUS              PORTS               NAMES
a15189bd5d85        4bb46517cac3        "/docker-entrypoint.…"   19 seconds ago      Created                                 peaceful_ardinghelli

启动容器

[root@localhost ~]# docker start a15189bd5d85
a15189bd5d85
[root@localhost ~]# docker ps
CONTAINER ID        IMAGE               COMMAND                  CREATED             STATUS              PORTS               NAMES
a15189bd5d85        4bb46517cac3        "/docker-entrypoint.…"   4 minutes ago       Up 3 seconds        80/tcp              peaceful_ardinghelli

停止容器

[root@localhost ~]# docker stop a15189bd5d85
a15189bd5d85
[root@localhost ~]# docker ps
CONTAINER ID        IMAGE               COMMAND             CREATED             STATUS              PORTS               NAM

重启容器

[root@localhost ~]# docker restart a15189bd5d85
a15189bd5d85
[root@localhost ~]# docker ps
CONTAINER ID        IMAGE               COMMAND                  CREATED             STATUS              PORTS               NAMES
a15189bd5d85        4bb46517cac3        "/docker-entrypoint.…"   6 minutes ago       Up 4 seconds        80/tcp              peaceful_ardinghelli

创建容器,并运行

//运行
[root@localhost ~]# docker run nginx
WARNING: IPv4 forwarding is disabled. Networking will not work.
/docker-entrypoint.sh: /docker-entrypoint.d/ is not empty, will attempt to perform configuration
/docker-entrypoint.sh: Looking for shell scripts in /docker-entrypoint.d/
/docker-entrypoint.sh: Launching /docker-entrypoint.d/10-listen-on-ipv6-by-default.sh
10-listen-on-ipv6-by-default.sh: Getting the checksum of /etc/nginx/conf.d/default.conf
10-listen-on-ipv6-by-default.sh: Enabled listen on IPv6 in /etc/nginx/conf.d/default.conf
/docker-entrypoint.sh: Launching /docker-entrypoint.d/20-envsubst-on-templates.sh
/docker-entrypoint.sh: Configuration complete; ready for start up//创建容器,并运行
[root@localhost ~]# docker run httpd
Unable to find image 'httpd:latest' locally
latest: Pulling from library/httpd
bf5952930446: Already exists
3d3fecf6569b: Pull complete
b5fc3125d912: Pull complete
679d69c01e90: Pull complete
76291586768e: Pull complete
Digest: sha256:3cbdff4bc16681541885ccf1524a532afa28d2a6578ab7c2d5154a7abc182379
Status: Downloaded newer image for httpd:latest
WARNING: IPv4 forwarding is disabled. Networking will not work.
AH00558: httpd: Could not reliably determine the server's fully qualified domain name, using 172.17.0.5. Set the 'ServerName' directive globally to suppress this message
AH00558: httpd: Could not reliably determine the server's fully qualified domain name, using 172.17.0.5. Set the 'ServerName' directive globally to suppress this message
[Thu Aug 27 00:17:09.332465 2020] [mpm_event:notice] [pid 1:tid 140257087710336] AH00489: Apache/2.4.46 (Unix) configured -- resuming normal operations
[Thu Aug 27 00:17:09.332640 2020] [core:notice] [pid 1:tid 140257087710336] AH00094: Command line: 'httpd -D FOREGROUND'

进入容器

退出会自动关闭容器
[root@localhost ~]# docker attach 33bb53582d4d ^C[Thu Aug 27 00:31:08.433729 2020] [mpm_event:notice] [pid 1:tid 139690621809792] AH00491: caught SIGTERM, shutting down

在容器中执行命令

[root@localhost ~]# docker exec -it  33bb53582d4d /bin/bash
root@33bb53582d4d:/usr/local/apache2# ls
bin    cgi-bin  error   icons    logs
build  conf     htdocs  include  modules
root@33bb53582d4d:/usr/local/apache2# exit
exit
[root@localhost ~]#

查看日志

[root@localhost ~]# docker logs 33bb53582d4d
AH00558: httpd: Could not reliably determine the server's fully qualified domain name, using 172.17.0.5. Set the 'ServerName' directive globally to suppress this message
AH00558: httpd: Could not reliably determine the server's fully qualified domain name, using 172.17.0.5. Set the 'ServerName' directive globally to suppress this message
[Thu Aug 27 00:17:09.332465 2020] [mpm_event:notice] [pid 1:tid 140257087710336] AH00489: Apache/2.4.46 (Unix) configured -- resuming normal operations
[Thu Aug 27 00:17:09.332640 2020] [core:notice] [pid 1:tid 140257087710336] AH00094: Command line: 'httpd -D FOREGROUND'
[Thu Aug 27 00:18:48.703474 2020] [mpm_event:notice] [pid 1:tid 140257087710336] AH00491: caught SIGTERM, shutting down
AH00558: httpd: Could not reliably determine the server's fully qualified domain name, using 172.17.0.2. Set the 'ServerName' directive globally to suppress this message
AH00558: httpd: Could not reliably determine the server's fully qualified domain name, using 172.17.0.2. Set the 'ServerName' directive globally to suppress this message
[Thu Aug 27 00:22:42.818763 2020] [mpm_event:notice] [pid 1:tid 140414541927552] AH00489: Apache/2.4.46 (Unix) configured -- resuming normal operations
[Thu Aug 27 00:22:42.819649 2020] [core:notice] [pid 1:tid 140414541927552] AH00094: Command line: 'httpd -D FOREGROUND'
[Thu Aug 27 00:22:51.206232 2020] [mpm_event:notice] [pid 1:tid 140414541927552] AH00491: caught SIGTERM, shutting down
AH00558: httpd: Could not reliably determine the server's fully qualified domain name, using 172.17.0.2. Set the 'ServerName' directive globally to suppress this message
AH00558: httpd: Could not reliably determine the server's fully qualified domain name, using 172.17.0.2. Set the 'ServerName' directive globally to suppress this message
[Thu Aug 27 00:30:25.264564 2020] [mpm_event:notice] [pid 1:tid 139690621809792] AH00489: Apache/2.4.46 (Unix) configured -- resuming normal operations
[Thu Aug 27 00:30:25.279184 2020] [core:notice] [pid 1:tid 139690621809792] AH00094: Command line: 'httpd -D FOREGROUND'
[Thu Aug 27 00:31:08.433729 2020] [mpm_event:notice] [pid 1:tid 139690621809792] AH00491: caught SIGTERM, shutting down
AH00558: httpd: Could not reliably determine the server's fully qualified domain name, using 172.17.0.2. Set the 'ServerName' directive globally to suppress this message
AH00558: httpd: Could not reliably determine the server's fully qualified domain name, using 172.17.0.2. Set the 'ServerName' directive globally to suppress this message
[Thu Aug 27 00:32:06.170493 2020] [mpm_event:notice] [pid 1:tid 140333091947648] AH00489: Apache/2.4.46 (Unix) configured -- resuming normal operations
[Thu Aug 27 00:32:06.170595 2020] [core:notice] [pid 1:tid 140333091947648] AH00094: Command line: 'httpd -D FOREGROUND'

杀死正在运行的容器

[root@localhost ~]# docker ps
CONTAINER ID        IMAGE               COMMAND              CREATED             STATUS              PORTS               NAMES
33bb53582d4d        httpd               "httpd-foreground"   18 minutes ago      Up 3 minutes        80/tcp              quizzical_robinson
[root@localhost ~]# docker kill 33bb53582d4d
33bb53582d4d
[root@localhost ~]# docker ps
CONTAINER ID        IMAGE               COMMAND             CREATED             STATUS              PORTS               NAMES

删除容器

[root@localhost ~]# docker ps -a
CONTAINER ID        IMAGE               COMMAND                  CREATED             STATUS                       PORTS               NAMES
33bb53582d4d        httpd               "httpd-foreground"       20 minutes ago      Exited (137) 2 minutes ago                       quizzical_robinson
8449d4b1401c        nginx               "/docker-entrypoint.…"   23 minutes ago      Up 18 seconds                80/tcp              reverent_hellman
8b1de4ee38d2        nginx               "/docker-entrypoint.…"   24 minutes ago      Exited (0) 16 minutes ago                        silly_robinson
18bb3f719886        nginx               "/docker-entrypoint.…"   25 minutes ago      Exited (0) 25 minutes ago                        unruffled_albattani
a15189bd5d85        4bb46517cac3        "/docker-entrypoint.…"   34 minutes ago      Exited (0) 15 minutes ago                        peaceful_ardinghelli
[root@localhost ~]# docker rm 8b1de4ee38d2
8b1de4ee38d2
[root@localhost ~]# docker ps
CONTAINER ID        IMAGE               COMMAND                  CREATED             STATUS              PORTS               NAMES
8449d4b1401c        nginx               "/docker-entrypoint.…"   24 minutes ago      Up 43 seconds       80/tcp              reverent_hellman
[root@localhost ~]# docker ps -a
CONTAINER ID        IMAGE               COMMAND                  CREATED             STATUS                       PORTS               NAMES
33bb53582d4d        httpd               "httpd-foreground"       21 minutes ago      Exited (137) 2 minutes ago                       quizzical_robinson
8449d4b1401c        nginx               "/docker-entrypoint.…"   24 minutes ago      Up 48 seconds                80/tcp              reverent_hellman
18bb3f719886        nginx               "/docker-entrypoint.…"   26 minutes ago      Exited (0) 26 minutes ago                        unruffled_albattani
a15189bd5d85        4bb46517cac3        "/docker-entrypoint.…"   35 minutes ago      Exited (0) 16 minutes ago                        peaceful_ardinghelli
[root@localhost ~]# docker ps
CONTAINER ID        IMAGE               COMMAND                  CREATED             STATUS              PORTS               NAMES
8449d4b1401c        nginx               "/docker-entrypoint.…"   24 minutes ago      Up 57 seconds       80/tcp              reverent_hellman
[root@localhost ~]# docker rm 8449d4b1401c
Error response from daemon: You cannot remove a running container 8449d4b1401cded184247ac06979ed5e03f5baed046a2da609153e65d98989f5. Stop the container before attempting removal or force remove
[root@localhost ~]# docker rm -f  8449d4b1401c    //强制删除
8449d4b1401c
[root@localhost ~]# docker ps -a
CONTAINER ID        IMAGE               COMMAND                  CREATED             STATUS                       PORTS               NAMES
33bb53582d4d        httpd               "httpd-foreground"       22 minutes ago      Exited (137) 3 minutes ago                       quizzical_robinson
18bb3f719886        nginx               "/docker-entrypoint.…"   26 minutes ago      Exited (0) 26 minutes ago                        unruffled_albattani
a15189bd5d85        4bb46517cac3        "/docker-entrypoint.…"   35 minutes ago      Exited (0) 17 minutes ago                        peaceful_ardinghelli

查看容器的详细信息

[root@localhost ~]# docker inspect 33bb53582d4d
[{"Id": "33bb53582d4d698e426f392666bb35a13d88fe9270b17db8f662c09282da3547","Created": "2020-08-27T00:17:08.470593045Z","Path": "httpd-foreground","Args": [],"State": {"Status": "exited","Running": false,"Paused": false,"Restarting": false,"OOMKilled": false,"Dead": false,"Pid": 0,"ExitCode": 137,"Error": "","StartedAt": "2020-08-27T00:32:06.164564317Z","FinishedAt": "2020-08-27T00:35:52.937487624Z"},
······

查看容器改动

[root@localhost ~]# docker diff 33bb53582d4d
C /usr
C /usr/local
C /usr/local/apache2
C /usr/local/apache2/logs
A /usr/local/apache2/logs/httpd.pid
C /root
A /root/.bash_history

3.基于容器制作镜像

[root@localhost ~]# docker run -it busybox
Unable to find image 'busybox:latest' locally
latest: Pulling from library/busybox
61c5ed1cbdf8: Pull complete
Digest: sha256:4f47c01fa91355af2865ac10fef5bf6ec9c7f42ad2321377c21e844427972977
Status: Downloaded newer image for busybox:latest
/ #
/ #
/ # ls
bin   dev   etc   home  proc  root  sys   tmp   usr   var
/ # mkdir /data
/ # cd /data
/data # echo 'web test' > index.html
/data # exit

修改镜像名字必须是hub docker的账号加仓库名

[root@localhost ~]# docker images
REPOSITORY          TAG                 IMAGE ID            CREATED             SIZE
<none>              <none>              fa3d84733dbb        10 seconds ago      1.22MB
nginx               latest              4bb46517cac3        13 days ago         133MB
httpd               latest              a6ea92c35c43        3 weeks ago         166MB
busybox             latest              018c9d7b792b        4 weeks ago         1.22MB
[root@localhost ~]# docker tag fa3d84733dbb zheng1028/httpd:v0.1
[root@localhost ~]# docker images
REPOSITORY          TAG                 IMAGE ID            CREATED             SIZE
zheng1028/httpd     v0.1                fa3d84733dbb        About an hour ago   1.22MB
nginx               latest              4bb46517cac3        13 days ago         133MB
httpd               latest              a6ea92c35c43        3 weeks ago         166MB
busybox             latest              018c9d7b792b        4 weeks ago         1.22MB

仓库名叫httpd,所以我们要在Docker Hub上创建一个名为httpd的仓库,然后再将我们做好的镜像push上去

[root@localhost ~]# docker login
Login with your Docker ID to push and pull images from Docker Hub. If you don't have a Docker ID, head over to https://hub.docker.com to create one.
Username: zheng1028
Password:
WARNING! Your password will be stored unencrypted in /root/.docker/config.json.
Configure a credential helper to remove this warning. See
https://docs.docker.com/engine/reference/commandline/login/#credentials-storeLogin Succeeded
[root@localhost ~]# docker push zheng1028/httpd:v0.1
The push refers to repository [docker.io/zheng1028/httpd]
536ce50bfa78: Pushed
514c3a3e64d4: Mounted from library/busybox
v0.1: digest: sha256:404037d80d29bbb7780f68d336350296e5e3d30b9e33d04bb1d1915283a9df79 size: 734


使用新生成的镜像创建容器

[root@localhost ~]# docker run --name zzl -it fa3d84733dbb
/ # ls
bin   data  dev   etc   home  proc  root  sys   tmp   usr   var
/ # cat /data/index.html
web test
/ #

重新生成镜像并上传

[root@localhost ~]# docker commit -c 'CMD ["/bin/httpd","-f","-h","/data"]' -p zzl zheng1028/httpd:v0.2
sha256:adb55d6e31eab7e4c30d38fda39ab7c57cbb50fec0d60ce9cdd6fdee35914500
[root@localhost ~]# docker push zheng1028/httpd
The push refers to repository [docker.io/zheng1028/httpd]
536ce50bfa78: Layer already exists
514c3a3e64d4: Layer already exists
v0.1: digest: sha256:404037d80d29bbb7780f68d336350296e5e3d30b9e33d04bb1d1915283a9df79 size: 734
dddc139b6bc8: Pushed
536ce50bfa78: Layer already exists
514c3a3e64d4: Layer already exists
v0.2: digest: sha256:07acc651f8a1d25b373c50eb088a597ea2f5331351e25329c8a7d972f49d1d2d size: 941

使用新生成的镜像创建容器

[root@localhost ~]# docker run --name test -d zheng1028/httpd:v0.2
a0a5eb78cf1bbbeccfcaf470940db9e8daa405c20d36c0ece44432f8269d5931
[root@localhost ~]# docker ps
CONTAINER ID        IMAGE                  COMMAND                  CREATED             STATUS              PORTS               NAMES
a0a5eb78cf1b        zheng1028/httpd:v0.2   "/bin/httpd -f -h /d…"   4 minutes ago       Up 4 minutes                            test
0725ed04d0cb        busybox                "sh"                     2 hours ago         Up 2 hours                              cranky_shannon
3d6933387e0f        nginx                  "/docker-entrypoint.…"   2 hours ago         Up 2 hours          80/tcp              unruffled_noether
6a693d84f7d2        a6ea92c35c43           "httpd-foreground"       3 hours ago         Up 2 hours          80/tcp              serene_lewin[root@localhost ~]# curl 172.17.0.5
web test

镜像的导入与导出

在已生成镜像的主机上执行docker save导出镜像

[root@localhost ~]# docker save -o zzl.gz zheng1028/httpd
[root@localhost ~]# ls
anaconda-ks.cfg  zzl.gz

在另一台没有镜像的主机上执行docker load导入镜像

[root@localhost ~]# docker load -i zzl.gz

docker的安装和使用及镜像的制作与上传相关推荐

  1. docker常用命令及镜像的制作与上传

    安装docker docker安装 docker加速 docker-ce的配置文件是/etc/docker/daemon.json,此文件默认不存在,需要我们手动创建并进行配置,而docker的加速就 ...

  2. 镜像制作转换上传操作

    把ISO镜像导入Oracle VM VirtualBox 里创建虚机 必须要做 然后部署完找到VMDK文件 Centos6 CentOS7 Ubantu UOS都必须要做的 centos7制作 yum ...

  3. 私有镜像制作及上传harbor私有仓库

    #镜像制作及上传Harbor私有库 ---- #登录harbor ```  docker login -u admin -p Harbor12345 ip:端口 或者直接浏览器输入 默认帐号密码是Ha ...

  4. vue.js — 安装Webpake创建一个完整的项目并上传至码云

    vue.js - 安装Webpake创建一个完整的项目并上传至码云 今天总结一下之前几天学习的一整套的创建项目方法: 前提条件:已安装node.js.npm/cnpm最新版本.vue-cli. VS ...

  5. 2、Docker的安装、设置国内镜像源

    1.Docker的安装 环境 Linux环境中的Centos7.x以上版本 步骤: (1)yum 包更新到最新 > yum update(2)安装需要的软件包, yum-util 提供yum-c ...

  6. Docker镜像阿里云的上传拉取-私服的搭建-容器

    Docker镜像 一:Docker镜像 1.1联合文件系统(UnionFS) 1.2Docker镜像加载原理 1.3Docker的分层结构 1.4 Docker commit命令 1.5本地镜像发布到 ...

  7. Docker 方式安装 zipkin (linux 、阿里云ECS上安装)

    前些天发现了一个巨牛的人工智能学习网站,通俗易懂,风趣幽默,忍不住分享一下给大家.点击跳转到教程. 1. 查镜像: docker search zipkin 2. 拉取镜像:(不写明版本号时,默认使用 ...

  8. 使用 Docker 搭建 FTP 服务并设置用户的指定目录上传,下载,删除

    ** 使用 Docker 搭建 FTP 服务 ** 1.准备一个服务器,安装好docker并且是联网状态. 2.创建用户并有自己的家目录 adduser mqq #mqq是我的用户名称Enter th ...

  9. 云计算技术 - Glance镜像管理服务,上传、制作、删除镜像操作

    preface 在上节中我们了解了keystone服务,下面就看看glance管理镜像的服务吧. glance组成 glance有两部分组成: glance-api 接受云系统镜像的创建,删除,读取请 ...

最新文章

  1. Spring Boot 优雅停止服务的几种方法
  2. Makefile:160: recipe for target 'all' failed (Ubuntu 16.06 + Opencv3.2)解决办法
  3. KingFly独家爆料!网络赚黑钱,你安心吗?(气愤)
  4. UNIX学习笔记(七) 后台执行命令3 命令
  5. 217. Contains Duplicate
  6. 计算机网络工程本科培养计划,网络工程专业卓越计划本科培养方案2015版-西安电子科技大学计算机.doc...
  7. Solaris 11 安装图解(8)
  8. 如何在Python中打印到stderr?
  9. Cache之直接映射
  10. 苹果电风扇软件Macs Fan Control Pro安装教程
  11. javaweb课程设计之XXX管理系统
  12. Win7系统能用一键装机的方式安装win10吗?
  13. 三维建模软件有哪些?超详细三维建模软件介绍
  14. 质量管理体系五大核心工具
  15. 物联网时代,面临的几种安全威胁
  16. rk356x-Android 刷机
  17. Springboot启动报错:Failed to process import candidates for configuration class...
  18. 多边形裁剪(Polygon Clipping) 2
  19. 计算机论文专著 论文集,学习计算机方面论文参考文献 学习计算机专著类参考文献有哪些...
  20. iconfont用在placeholder里

热门文章

  1. 使用深度学习的图像分割(综述)
  2. MySQL数据库5.5卸载
  3. h5基于canvas的凹凸拼图碎片生成
  4. MATLAB smooth函数平滑处理
  5. matlab中的神经网络怎么用,matlab神经网络训练方法
  6. JCIM2021 | MolGPT : 基于Transformer-Decoder的分子生成
  7. Bootstrap专用图标字体Font Awesome
  8. 作品展之---广西联通彩信群发
  9. 第145期:2017天猫双11总交易额1682亿,背后阿里绝密50+技术揭秘!
  10. 新开的水果店怎么做营销策划,水果店的营销策划