Linux软raid

1 什么是RAID

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RAID全称是独立磁盘冗余阵列（Redundant Array of Independent Disks），基本思想是把多个磁盘组合起来，组合一个磁盘阵列组，使得性能大幅提高。

RAID分为几个不同的等级，各个不同的等级均在数据可靠性及读写性能做了不同的权衡。实际工作中根据自己的业务需求选择不同的RAID方案。
2 RAID的实现方式

外接式磁盘阵列：通过扩展卡提供适配能力
内接式RAID：主板集成RAID控制器安装OS前在BIOS里配置
软件RAID：通过OS实现

3 标准的RAID
3.1 RAID0

RAID0称为条带化存储，将数据分段存储在各个磁盘中，读写均可以并行处理，因此读写速率为单个磁盘的N倍，没有冗余功能，任何一个磁盘的损坏就会导致的数据不可用。

3.2 RAID1

RADI1是镜像存储，没有数据校验，数据被同等的写入到2个或者多个磁盘中，写入速度相对慢，但是读取速度比较快。

3.3 RAID 4

RADI4在RAID1的基础上，N个盘用于数据存储，另外加入了1个磁盘作为校验盘。一共N+1个盘，任何一个盘坏掉也不影响数据的访问
3.4 RAID 5

RAID5在RAID4的基础上，由原来的一个盘来存储校验数据，改为每个盘都有数据和校验信息的。

4 混合RAID
4.1 RAID01

先组成RAID0,然后组成RAID1.

4.2 RAID10

先组成RAID1,然后组成RAID0

5 软RAID的实现
5.1 RAID5的实现

创建由三块硬盘组成的可用空间为2G的RAID5设备，要求其chunk大小为256k，文件系统为ext4，开机可自动挂载至/mydata目录
5.1.1 先看看我们的磁盘情况

[root@centos7 Bash]$ lsblk
NAME MAJ:MIN RM SIZE RO TYPE MOUNTPOINT
sda 8:0 0 200G 0 disk
├─sda1 8:1 0 1G 0 part /boot
├─sda2 8:2 0 128G 0 part
├─sda3 8:3 0 48.8G 0 part /
├─sda4 8:4 0 512B 0 part
└─sda5 8:5 0 19.5G 0 part /app
sdb 8:16 0 100G 0 disk
sdc 8:32 0 20G 0 disk
sdd 8:48 0 20G 0 disk
sde 8:64 0 20G 0 disk
sdf 8:80 0 20G 0 disk
sr0 11:0 1 8.1G 0 rom /run/media/root/CentOS 7 x86_64　

这里我们使用sdb,sdc,sdd,每个盘创建一个主分区1G,构建RADI5.
5.1.2 根据实际情况分区
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[root@centos7 Bash]$ fdisk /dev/sdb
Welcome to fdisk (util-linux 2.23.2).

Changes will remain in memory only, until you decide to write them.
Be careful before using the write command.

Device does not contain a recognized partition table
Building a new DOS disklabel with disk identifier 0x93d380cf.

Command (m for help): n
Partition type:
p primary (0 primary, 0 extended, 4 free)
e extended
Select (default p): p
Partition number (1-4, default 1):
First sector (2048-209715199, default 2048):
Using default value 2048
Last sector, +sectors or +size{K,M,G} (2048-209715199, default 209715199): +1G
Partition 1 of type Linux and of size 1 GiB is set

Command (m for help): t
Selected partition 1
Hex code (type L to list all codes): fd
Changed type of partition 'Linux' to 'Linux raid autodetect'

Command (m for help): p

Disk /dev/sdb: 107.4 GB, 107374182400 bytes, 209715200 sectors
Units = sectors of 1 * 512 = 512 bytes
Sector size (logical/physical): 512 bytes / 512 bytes
I/O size (minimum/optimal): 512 bytes / 512 bytes
Disk label type: dos
Disk identifier: 0x93d380cf

Device Boot Start End Blocks Id System
/dev/sdb1 2048 2099199 1048576 fd Linux raid autodetect

Command (m for help): w
The partition table has been altered!

Calling ioctl() to re-read partition table.
Syncing disks.
[root@centos7 Bash]$ fdisk /dev/sdc
Welcome to fdisk (util-linux 2.23.2).

Changes will remain in memory only, until you decide to write them.
Be careful before using the write command.

Device does not contain a recognized partition table
Building a new DOS disklabel with disk identifier 0xc56b90d8.

Command (m for help): n
Partition type:
p primary (0 primary, 0 extended, 4 free)
e extended
Select (default p): p
Partition number (1-4, default 1):
First sector (2048-41943039, default 2048):
Using default value 2048
Last sector, +sectors or +size{K,M,G} (2048-41943039, default 41943039): +1G
Partition 1 of type Linux and of size 1 GiB is set

Command (m for help): t
Selected partition 1
Hex code (type L to list all codes): fd
Changed type of partition 'Linux' to 'Linux raid autodetect'

Command (m for help): p

Disk /dev/sdc: 21.5 GB, 21474836480 bytes, 41943040 sectors
Units = sectors of 1 * 512 = 512 bytes
Sector size (logical/physical): 512 bytes / 512 bytes
I/O size (minimum/optimal): 512 bytes / 512 bytes
Disk label type: dos
Disk identifier: 0xc56b90d8

Device Boot Start End Blocks Id System
/dev/sdc1 2048 2099199 1048576 fd Linux raid autodetect

Command (m for help): w
The partition table has been altered!

Calling ioctl() to re-read partition table.
Syncing disks.
[root@centos7 Bash]$ fdisk /dev/sdd
Welcome to fdisk (util-linux 2.23.2).

Changes will remain in memory only, until you decide to write them.
Be careful before using the write command.

Device does not contain a recognized partition table
Building a new DOS disklabel with disk identifier 0x7e0900d8.

Command (m for help): p

Disk /dev/sdd: 21.5 GB, 21474836480 bytes, 41943040 sectors
Units = sectors of 1 * 512 = 512 bytes
Sector size (logical/physical): 512 bytes / 512 bytes
I/O size (minimum/optimal): 512 bytes / 512 bytes
Disk label type: dos
Disk identifier: 0x7e0900d8

Device Boot Start End Blocks Id System
/dev/sdd1 2048 2099199 1048576 83 Linux

Command (m for help): t
Selected partition 1
Hex code (type L to list all codes): fd
Changed type of partition 'Linux' to 'Linux raid autodetect'

Command (m for help): w
The partition table has been altered!

Calling ioctl() to re-read partition table.
Syncing disks.

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5.1.3 创建raid
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[root@centos7 Bash]$ mdadm -C /dev/md5 -a yes -l 5 -n 3 /dev/sd{b1,c1,d1} -c 256 # -C指定创建， -a yes 自动创建设备， -l 设定level , -n 设定磁盘个数， -c chunk大小
Continue creating array? y
mdadm: Defaulting to version 1.2 metadata
mdadm: array /dev/md5 started.
[root@centos7 Bash]$ mdadm -Ds # 查看信息
ARRAY /dev/md5 metadata=1.2 name=centos7.magedu.com:5 UUID=2c8ae60d:a799fcb7:9008a046:ae6ea430
[root@centos7 Bash]$ mdadm -Ds >/etc/mdadm.conf # 将软raid信息写入到配置文件中去
[root@centos7 Bash]$ mkdir /mnt/md5 # 创建挂载点目录
[root@centos7 Bash]$ mkfs.ext4 /dev/md5 # 创建文件系统
mke2fs 1.42.9 (28-Dec-2013)
Filesystem label=
OS type: Linux
Block size=4096 (log=2)
Fragment size=4096 (log=2)
Stride=64 blocks, Stripe width=128 blocks
131072 inodes, 523776 blocks
26188 blocks (5.00%) reserved for the super user
First data block=0
Maximum filesystem blocks=536870912
16 block groups
32768 blocks per group, 32768 fragments per group
8192 inodes per group
Superblock backups stored on blocks:
32768, 98304, 163840, 229376, 294912

Allocating group tables: done
Writing inode tables: done
Creating journal (8192 blocks): done
Writing superblocks and filesystem accounting information: done

[root@centos7 Bash]$ mount /dev/md5 /mnt/md5 # 挂载设备
[root@centos7 Bash]$ tail -n 1 /etc/mtab
/dev/md5 /mnt/md5 ext4 rw,seclabel,relatime,stripe=128,data=ordered 0 0 # 查看挂载信息
[root@centos7 Bash]$ tail -n 1 /etc/mtab >>/etc/fstab #添加到fstab文件中，确保开机启动，这里建议使用uuid

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5.1.4 验证raid
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[root@centos7 md5]$ mdadm -D /dev/md5 #查看详细raid5详细信息，可以发现有3个都是working状态的
/dev/md5:
Version : 1.2
Creation Time : Wed Dec 6 19:28:22 2017
Raid Level : raid5
Array Size : 2095104 (2046.00 MiB 2145.39 MB)
Used Dev Size : 1047552 (1023.00 MiB 1072.69 MB)
Raid Devices : 3
Total Devices : 3
Persistence : Superblock is persistent

   Update Time : Wed Dec  6 19:39:06 2017
         State : clean 
Active Devices : 3

Working Devices : 3
Failed Devices : 0
Spare Devices : 0

        Layout : left-symmetric
    Chunk Size : 256K

Consistency Policy : resync

          Name : centos7.magedu.com:5  (local to host centos7.magedu.com)
          UUID : 2c8ae60d:a799fcb7:9008a046:ae6ea430
        Events : 18

Number   Major   Minor   RaidDevice State
   0       8       17        0      active sync   /dev/sdb1
   1       8       33        1      active sync   /dev/sdc1
   3       8       49        2      active sync   /dev/sdd1

[root@centos7 md5]$ man mdadm
[root@centos7 md5]$ mdadm /dev/md5 -f /dev/sdc1 # -f 设定指定设备故障，将/dev/sdc1 这个盘标记失败，看是否数据能访问，我这里使用-f标记失败，工作中可以根据硬盘指示灯判断磁盘状态
mdadm: set /dev/sdc1 faulty in /dev/md5
[root@centos7 md5]$ mdadm -D /dev/md5 #在次查看信息，发现工作的是2个，一个失败的设备
/dev/md5:
Version : 1.2
Creation Time : Wed Dec 6 19:28:22 2017
Raid Level : raid5
Array Size : 2095104 (2046.00 MiB 2145.39 MB)
Used Dev Size : 1047552 (1023.00 MiB 1072.69 MB)
Raid Devices : 3
Total Devices : 3
Persistence : Superblock is persistent

   Update Time : Wed Dec  6 19:41:08 2017
         State : clean, degraded                                                             # 这里注意了。 我们的一个盘坏掉了。 raid5状态为降级使用了。
Active Devices : 2

Working Devices : 2
Failed Devices : 1
Spare Devices : 0

        Layout : left-symmetric
    Chunk Size : 256K

Consistency Policy : resync

          Name : centos7.magedu.com:5  (local to host centos7.magedu.com)
          UUID : 2c8ae60d:a799fcb7:9008a046:ae6ea430
        Events : 20

Number   Major   Minor   RaidDevice State
   0       8       17        0      active sync   /dev/sdb1
   -       0        0        1      removed
   3       8       49        2      active sync   /dev/sdd1

   1       8       33        -      faulty   /dev/sdc1

[root@centos7 md5]$ cat a.txt # 发现我们的数据还是能访问的。没有问题。

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5.1.5 替换设备

我这里是磁盘坏掉后的执行替换的，完全可以多一个备用盘，坏掉自动替换的。
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[root@centos7 md5]$ mdadm /dev/md5 -a /dev/sde1 # 上面我们的sdc1数据损坏，我们需要更换新的磁盘来顶替他的位置。这里添加一个sde1的磁盘， fdisk操作这里省去了。
mdadm: added /dev/sde1
[root@centos7 md5]$ mdadm -Ds # 查看详细信息
ARRAY /dev/md5 metadata=1.2 name=centos7.magedu.com:5 UUID=2c8ae60d:a799fcb7:9008a046:ae6ea430
[root@centos7 md5]$ mdadm -D /dev/md5 # 查看详细信息
/dev/md5:
Version : 1.2
Creation Time : Wed Dec 6 19:28:22 2017
Raid Level : raid5
Array Size : 2095104 (2046.00 MiB 2145.39 MB)
Used Dev Size : 1047552 (1023.00 MiB 1072.69 MB)
Raid Devices : 3
Total Devices : 4
Persistence : Superblock is persistent

   Update Time : Wed Dec  6 19:50:01 2017
         State : clean                                                  # 状态恢复正常了。没有问题
Active Devices : 3

Working Devices : 3
Failed Devices : 1
Spare Devices : 0

        Layout : left-symmetric
    Chunk Size : 256K

Consistency Policy : resync

          Name : centos7.magedu.com:5  (local to host centos7.magedu.com)
          UUID : 2c8ae60d:a799fcb7:9008a046:ae6ea430
        Events : 43

Number   Major   Minor   RaidDevice State
   0       8       17        0      active sync   /dev/sdb1
   4       8       65        1      active sync   /dev/sde1
   3       8       49        2      active sync   /dev/sdd1

   1       8       33        -      faulty   /dev/sdc1             # 这个盘是坏掉的，我们已经加入了新的磁盘， 这个盘可以干掉了

[root@centos7 md5]$ man mdadm
[root@centos7 md5]$ mdadm /dev/md5 --remove /dev/sdc1 # 这个盘我们从raid5中移除去。
mdadm: hot removed /dev/sdc1 from /dev/md5

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5.1.6扩展raid

我们上面使用的是2+1构成的raid5,磁盘利用率为66%，如果我们想改成3+1 可以执行类似如下命令

[root@centos7 mnt]$ mkadm -G -r /dev/md5 -n 4 -a /dev/sdxx # 这里我就不测试了。使用/dev/sdxx代替一个设备。-G 是Grown增长的意思，-r 是resizefs的意思，

5.1.7 清空raid信息
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[root@centos7 mnt]$ umount /dev/md5 # 卸载设备
[root@centos7 mnt]$ mdadm -S /dev/md5 # 停止raid5
mdadm: stopped /dev/md5
[root@centos7 mnt]$ sed -i '$d' /etc/fstab # 删除fstab中关于raid5挂载的行
[root@centos7 mnt]$ cat /etc/fstab # 确保fstab没有大问题

/etc/fstab

Created by anaconda on Tue Nov 7 16:07:01 2017

Accessible filesystems, by reference, are maintained under '/dev/disk'

See man pages fstab(5), findfs(8), mount(8) and/or blkid(8) for more info

UUID=59ccea87-3c4e-4bbc-9e2f-3fadb1dcf2e6 / ext4 defaults 1 1
UUID=f4e867e8-bcde-43a2-adc7-c80b0948e85f /app ext4 noatime,usrquota,grpquota 1 2
UUID=1d6cbe88-ffb4-4adf-bacf-76be1fa75708 /boot ext4 defaults 1 2
#UUID=b2c064f5-1ee5-4b5c-9e75-ed41cb99c5aa swap swap defaults 0 0
#UUID=a0516c4f-40e6-4919-905a-8b44db12ff7b swap swap defaults,pri=0 0 0
#/dev/sdb2 /test ext4 rw,seclabel,relatime,data=ordered 0 0
#/dev/sdb1 /home xfs rw,seclabel,relatime,attr2,inode64,usrquota,grpquota 0 0
[root@centos7 mnt]$ rm -rf /etc/mdadm.conf # 删除raid默认配置文件

[root@centos7 mnt]$ mdadm --zero-superblock /dev/sd{b1,e1,d1,c1} # 清空设置上的超级块信息

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5.2 RAID10的实现

raid10 ，6个分区，2个一组raid1,3组raid0
5.2.1 案例分析

分析下，我们创建一个raid10设置，2个设备组成一个raid1,6个设备2个一组可以组成3个raid1, 然后把3个raid1组成一个raid0即可
5.2.2 先创建6个设备
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[root@centos7 mnt]$ lsblk # 就是使用fdisk 创建的设备，具体这里就不写了。最终使用lsblk显示，我们可以看到sdb1,sdb2,sdd1,sde1一共6个磁盘
NAME MAJ:MIN RM SIZE RO TYPE MOUNTPOINT
sda 8:0 0 200G 0 disk
├─sda1 8:1 0 1G 0 part /boot
├─sda2 8:2 0 128G 0 part
├─sda3 8:3 0 48.8G 0 part /
├─sda4 8:4 0 512B 0 part
└─sda5 8:5 0 19.5G 0 part /app
sdb 8:16 0 100G 0 disk
├─sdb1 8:17 0 1G 0 part
└─sdb2 8:18 0 1G 0 part
sdc 8:32 0 20G 0 disk
├─sdc1 8:33 0 1G 0 part
└─sdc2 8:34 0 1G 0 part
sdd 8:48 0 20G 0 disk
└─sdd1 8:49 0 1G 0 part
sde 8:64 0 20G 0 disk
└─sde1 8:65 0 1G 0 part
sdf 8:80 0 20G 0 disk
sr0 11:0 1 8.1G 0 rom /run/media/root/CentOS 7 x86_64

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5.2.3 创建raid
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[root@centos7 mnt]$ mdadm -C /dev/md11 -a yes -l 1 -n 2 /dev/sd{b1,c1} # 创建第一个raid1
mdadm: /dev/sdb1 appears to be part of a raid array:
level=raid5 devices=3 ctime=Wed Dec 6 19:28:22 2017
mdadm: Note: this array has metadata at the start and
may not be suitable as a boot device. If you plan to
store '/boot' on this device please ensure that
your boot-loader understands md/v1.x metadata, or use
--metadata=0.90
mdadm: /dev/sdc1 appears to be part of a raid array:
level=raid5 devices=3 ctime=Wed Dec 6 19:28:22 2017
Continue creating array? y
mdadm: Defaulting to version 1.2 metadata
mdadm: array /dev/md11 started.
[root@centos7 mnt]$ mdadm -C /dev/md12 -a yes -l 1 -n 2 /dev/sd{b2,c2} #创建第二个raid1
mdadm: Note: this array has metadata at the start and
may not be suitable as a boot device. If you plan to
store '/boot' on this device please ensure that
your boot-loader understands md/v1.x metadata, or use
--metadata=0.90
Continue creating array? y
mdadm: Defaulting to version 1.2 metadata
mdadm: array /dev/md12 started.
[root@centos7 mnt]$ mdadm -C /dev/md13 -a yes -l 1 -n 2 /dev/sd{d1,e1} # 创建第三个raid1
mdadm: /dev/sdd1 appears to be part of a raid array:
level=raid5 devices=3 ctime=Wed Dec 6 19:28:22 2017
mdadm: Note: this array has metadata at the start and
may not be suitable as a boot device. If you plan to
store '/boot' on this device please ensure that
your boot-loader understands md/v1.x metadata, or use
--metadata=0.90
mdadm: /dev/sde1 appears to be part of a raid array:
level=raid5 devices=3 ctime=Wed Dec 6 19:28:22 2017
Continue creating array? y
mdadm: Defaulting to version 1.2 metadata
mdadm: array /dev/md13 started.
[root@centos7 mnt]$ mdadm -C /dev/md10 -a yes -l 0 -n 3 /dev/md{11,12,13} # 将3个raid1 合并为一个raid0
mdadm: /dev/md11 appears to contain an ext2fs file system
size=2095104K mtime=Wed Dec 6 19:29:45 2017
mdadm: /dev/md13 appears to contain an ext2fs file system
size=2095104K mtime=Wed Dec 6 19:29:45 2017
Continue creating array? y
mdadm: Defaulting to version 1.2 metadata
mdadm: array /dev/md10 started.
[root@centos7 mnt]$ mkfs.ext
mkfs.ext2 mkfs.ext3 mkfs.ext4
[root@centos7 mnt]$ mkfs.ext4 /dev/md10 # 创建文件系统
mke2fs 1.42.9 (28-Dec-2013)
Filesystem label=
OS type: Linux
Block size=4096 (log=2)
Fragment size=4096 (log=2)
Stride=128 blocks, Stripe width=384 blocks
196224 inodes, 784896 blocks
39244 blocks (5.00%) reserved for the super user
First data block=0
Maximum filesystem blocks=805306368
24 block groups
32768 blocks per group, 32768 fragments per group
8176 inodes per group
Superblock backups stored on blocks:
32768, 98304, 163840, 229376, 294912

Allocating group tables: done
Writing inode tables: done
Creating journal (16384 blocks): done
Writing superblocks and filesystem accounting information: done

[root@centos7 mnt]$ mdadm -Ds # 查看配置信息
ARRAY /dev/md11 metadata=1.2 name=centos7.magedu.com:11 UUID=0ce2cd6c:cd21fab6:3e65cfb5:64bd86f3
ARRAY /dev/md12 metadata=1.2 name=centos7.magedu.com:12 UUID=8af31dff:efab06ed:48e2613b:a599c774
ARRAY /dev/md13 metadata=1.2 name=centos7.magedu.com:13 UUID=a8c99d60:2d0c61e7:97a76809:9396c020
ARRAY /dev/md10 metadata=1.2 name=centos7.magedu.com:10 UUID=50b2fa58:4ce65d67:8c50c853:fa175a28
[root@centos7 mnt]$ mdadm -Ds >> /etc/mdadm.conf # 写配置文件到mdadm的配置文件中
[root@centos7 mnt]$ mkdir /mnt/md10 # 创建挂载目录
[root@centos7 mnt]$ mount /dev/md10 /mnt/md10 # 挂载文件系统
[root@centos7 mnt]$ tail -n 1 /etc/mtab # 查看mtab文件中的最后一行，也就是我们的md10挂载信息
/dev/md10 /mnt/md10 ext4 rw,seclabel,relatime,stripe=384,data=ordered 0 0
[root@centos7 mnt]$ tail -n 1 /etc/mtab >> /etc/fstab #添加到开机启动

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5.2.4 raid 清除工作
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[root@centos7 mnt]$ umount /dev/md10 # 取消挂载
[root@centos7 mnt]$ rm -rf /etc/mdadm.conf # 删除mdadm的默认配置
[root@centos7 mnt]$ mdadm -S /dev/md10 # 停止raid0设置
mdadm: stopped /dev/md10
[root@centos7 mnt]$ mdadm -S /dev/md11 # 停止raid1设置
mdadm: stopped /dev/md11
[root@centos7 mnt]$ mdadm -S /dev/md12 # 停止radi1 设置
mdadm: stopped /dev/md12
[root@centos7 mnt]$ mdadm -S /dev/md13 # 停止raid 1 设置
mdadm: stopped /dev/md13
[root@centos7 mnt]$ sed -i '$d' /etc/fstab # 删除fstab的挂载
[root@centos7 mnt]$ cat /etc/fstab # 确保正确

/etc/fstab

Created by anaconda on Tue Nov 7 16:07:01 2017

Accessible filesystems, by reference, are maintained under '/dev/disk'

See man pages fstab(5), findfs(8), mount(8) and/or blkid(8) for more info

UUID=59ccea87-3c4e-4bbc-9e2f-3fadb1dcf2e6 / ext4 defaults 1 1
UUID=f4e867e8-bcde-43a2-adc7-c80b0948e85f /app ext4 noatime,usrquota,grpquota 1 2
UUID=1d6cbe88-ffb4-4adf-bacf-76be1fa75708 /boot ext4 defaults 1 2
#UUID=b2c064f5-1ee5-4b5c-9e75-ed41cb99c5aa swap swap defaults 0 0
#UUID=a0516c4f-40e6-4919-905a-8b44db12ff7b swap swap defaults,pri=0 0 0
#/dev/sdb2 /test ext4 rw,seclabel,relatime,data=ordered 0 0
#/dev/sdb1 /home xfs rw,seclabel,relatime,attr2,inode64,usrquota,grpquota 0 0
[root@centos7 mnt]$ mdadm -D # 再次查看下mdadm信息，确保没有了
mdadm: No devices given.
[root@centos7 mnt]$ mdadm --zero-superblock /dev/sd{b1,b2,c1,c2,d1,e1} # 请求md的元数据信息

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Linux软raid

/etc/fstab

Created by anaconda on Tue Nov 7 16:07:01 2017

Accessible filesystems, by reference, are maintained under '/dev/disk'

See man pages fstab(5), findfs(8), mount(8) and/or blkid(8) for more info

/etc/fstab

Created by anaconda on Tue Nov 7 16:07:01 2017

Accessible filesystems, by reference, are maintained under '/dev/disk'

See man pages fstab(5), findfs(8), mount(8) and/or blkid(8) for more info

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Linux软raid

/etc/fstab

Created by anaconda on Tue Nov 7 16:07:01 2017

Accessible filesystems, by reference, are maintained under '/dev/disk'

See man pages fstab(5), findfs(8), mount(8) and/or blkid(8) for more info

/etc/fstab

Created by anaconda on Tue Nov 7 16:07:01 2017

Accessible filesystems, by reference, are maintained under '/dev/disk'

See man pages fstab(5), findfs(8), mount(8) and/or blkid(8) for more info

扫二维码与项目经理沟通

其他资讯

行业动态

企业网站建设的重要性！

服务项目

网站建设

移动端/APP

微信/小程序

技术支持

其它服务

更多服务项目

联系吧 在百度地图上找到我们

电话：13518219792

联系吧在百度地图上找到我们