部署yolo_yum安装忽略依赖关系「建议收藏」

前言

YMIR的在github官方地址：https://github.com/IndustryEssentials/ymir

1.YMIR是什么?

1. YMIR项目是一个开源AI算法平台，能以无代码开发方式，实现数据管理、数据挖掘、模型训练、模型验证等功能
2. 一站式模型生产和部署平台，特点免费开放、无代码、容易上手等
3. 降低算法模型的门槛和成本，实现AI模型生产的全生命周期覆盖

2.为什么使用YMIR？

1. YMIR系统为算法人员提供端到端的算法研发工具，围绕AI开发过程中所需要数据处理、模型训练等业务需求提供一站式服务，推动算法技术进步；
2. 算法模型的全生命周期覆盖，后期模型部署以后，同时方便监测算法在场景中使用情况

3.YMIR如何部署?

可参考官方文档：https://github.com/IndustryEssentials/ymir/blob/master/README_zh-CN.md#2-%E5%AE%89%E8%A3%85

环境依赖(重要)

1.GPU版本需要GPU，并安装nvidia驱动: https://www.nvidia.cn/geforce/drivers/
2.需要安装 docker 及 docker compose：
● docker compose >= 1.29.2, docker >= 20.10
● Docker & Docker Compose 安装： https://docs.docker.com/get-docker/
● NVIDIA Docker安装： nvidia-docker install-guide

## 通过nvidia-smi查看主机显卡驱动支持的最高cuda版本
nvidia-smi
## 对支持CUDA11以上版本的主机, 检查nvidia-docker是否安装成功
sudo docker run --rm --gpus all nvidia/cuda:11.0.3-base-ubuntu20.04 nvidia-smi
## 对支持CUDA10的主机, 检测nvidia-docker是否安装成功
sudo docker run --rm --gpus all nvidia/cuda:10.2-base-ubuntu18.04 nvidia-smi
## 上述命令在终端应输出类似以下的结果 (最高支持cuda 11.6)
+-----------------------------------------------------------------------------+
| NVIDIA-SMI 510.60.02    Driver Version: 510.60.02    CUDA Version: 11.6     |
|-------------------------------+----------------------+----------------------+
| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |
| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |
|                               |                      |               MIG M. |
|===============================+======================+======================|
|   0  Tesla P4            Off  | 00000000:0B:00.0 Off |                    0 |
| N/A   62C    P0    55W /  75W |   4351MiB /  7680MiB |     94%      Default |
|                               |                      |                  N/A |
+-------------------------------+----------------------+----------------------+
+-----------------------------------------------------------------------------+
| Processes:                                                                  |
|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |
|        ID   ID                                                   Usage      |
|=============================================================================|
|    0   N/A  N/A      8132      C                                    4349MiB |
+-----------------------------------------------------------------------------+

3.推荐服务器配置
● NVIDIA GeForce RTX 2080 Ti 12G
● 显存最大值到达9974MiB
● 显卡驱动支持的最高CUDA 版本 >= 11.2

PS：注意这里一定安装好环境依赖，要不然后面安装YMIR容易出现各种问题。

1.拉取YMIR项目代码

执行拉取项目命令：

git clone https://github.com/IndustryEssentials/ymir

项目代码说明：

1. .env配置文件，如果没有可用显卡，用户需要安装CPU模式，将文件中参数SERVER_RUNTIME参数修改为runc；该文件包含YMIR项目使用的MySQL等配置信息
2. docker-compose文件，可以指定启动的镜像

2.执行启动脚本

# 在YMIR目录下执行启动命令
#启动：
bash ymir.sh start
#停止：
bash ymir.sh stop

PS：如果出现无法拉取的情况，建议更换一下docker的镜像源

拉取的镜像：

启动的镜像：

3.访问页面

http://localhost:12001/

4.遇到的问题处理

1.如何构造镜像

cd /ymir/ymir/web
docker build -f Dockerfile -t industryessentials/ymir-web:release-version .
# 注意构建镜像完成以后，在docker-compose文件中，启用该镜像，然后启动ymir项目即可。

2.修改Nginx配置文件

ymir/web/nginx.conf.template 是Nginx的配置文件，可以在这里修改

TODO:2023-07-22 17:09:10，当前YMIR最新版本是2.5，有机会记录一下2.5的安装教程。

5.安装过程中遇到的问题

1.docker访问失败
错误信息：

permission denied while trying to connect to the Docker daemon socket at unix:///var/run/docker.sock: Get "http://%2Fvar%2Frun%2Fdocker.sock/v1.24/version": dial unix /var/run/docker.sock: connect: permission denied
Traceback (most recent call last):
  File "urllib3/connectionpool.py", line 677, in urlopen
  File "urllib3/connectionpool.py", line 392, in _make_request
  File "http/client.py", line 1277, in request
  File "http/client.py", line 1323, in _send_request
  File "http/client.py", line 1272, in endheaders
  File "http/client.py", line 1032, in _send_output
  File "http/client.py", line 972, in send
  File "docker/transport/unixconn.py", line 43, in connect
PermissionError: [Errno 13] Permission denied

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
  File "requests/adapters.py", line 449, in send
  File "urllib3/connectionpool.py", line 727, in urlopen
  File "urllib3/util/retry.py", line 410, in increment
  File "urllib3/packages/six.py", line 734, in reraise
  File "urllib3/connectionpool.py", line 677, in urlopen
  File "urllib3/connectionpool.py", line 392, in _make_request
  File "http/client.py", line 1277, in request
  File "http/client.py", line 1323, in _send_request
  File "http/client.py", line 1272, in endheaders
  File "http/client.py", line 1032, in _send_output
  File "http/client.py", line 972, in send
  File "docker/transport/unixconn.py", line 43, in connect
urllib3.exceptions.ProtocolError: ('Connection aborted.', PermissionError(13, 'Permission denied'))

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
  File "docker/api/client.py", line 214, in _retrieve_server_version
  File "docker/api/daemon.py", line 181, in version
  File "docker/utils/decorators.py", line 46, in inner
  File "docker/api/client.py", line 237, in _get
  File "requests/sessions.py", line 543, in get
  File "requests/sessions.py", line 530, in request
  File "requests/sessions.py", line 643, in send
  File "requests/adapters.py", line 498, in send
requests.exceptions.ConnectionError: ('Connection aborted.', PermissionError(13, 'Permission denied'))

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
  File "docker-compose", line 3, in <module>
  File "compose/cli/main.py", line 81, in main
  File "compose/cli/main.py", line 200, in perform_command
  File "compose/cli/command.py", line 70, in project_from_options
  File "compose/cli/command.py", line 153, in get_project
  File "compose/cli/docker_client.py", line 43, in get_client
  File "compose/cli/docker_client.py", line 170, in docker_client
  File "docker/api/client.py", line 197, in __init__
  File "docker/api/client.py", line 222, in _retrieve_server_version
docker.errors.DockerException: Error while fetching server API version: ('Connection aborted.', PermissionError(13, 'Permission denied'))
[618061] Failed to execute script docker-compose

原因：
当前用户，没有访问docker的权限
处理办法：

# 创建docker组
sudo groupadd docker
# 将用户假如docker组
sudo usermod -aG docker zmj
# 重启一下
newgrp docker

今天的文章部署yolo_yum安装忽略依赖关系「建议收藏」分享到此就结束了，感谢您的阅读。