我尝试在Macbook Air上安装了OpenStack Kolla

打开堆栈与容器

OpenStack已经显示出了相当枯燥的氛围。 在每年两次的OpenStack Summit中,关于稳定性已经被讨论得差不多了,现在大家更加关注的是下一个将会有哪些新特性。 在这个领域的新前沿之一就是容器使用。 实现容器环境的Magnum,实现OpenStack环境提供的Kolla和提供网络功能的Kuryr在上一次(2016年10月)在巴塞罗那的会议上也引起了很多的热议。 在最新的Ocata发行版中也对这些进行了详尽的介绍。
因此,这次我们将研究Kolla。 首先,让我们尝试安装它。

什么是科拉?

公式文件在这里附近。

    • docs.openstack.org の公式ドキュメント

 

    • github 上に公開された kolla のソース

 

    docker hub にある Kolla のページ

Kolla 现在有两个子项目。由于 kolla-kubernetes 是依赖于 kolla-ansible 进行开发的,所以在本文中我们先尝试安装 kolla-ansible。

    • kolla-ansible

 

    kolla-kubernetes

另外,目前在Kolla上提供的OpenStack项目如下所示。只要有这些,大多数问题似乎都能解决。

Aodh <http://docs.openstack.org/developer/aodh/>__

Barbican <http://docs.openstack.org/developer/barbican/>__

Bifrost <http://docs.openstack.org/developer/bifrost/>__

Ceilometer <http://docs.openstack.org/developer/ceilometer/>__

Cinder <http://docs.openstack.org/developer/cinder/>__

CloudKitty <http://docs.openstack.org/developer/cloudkitty/>__

Congress <http://docs.openstack.org/developer/congress/>__

Designate <http://docs.openstack.org/developer/designate/>__

Freezer <https://wiki.openstack.org/wiki/Freezer-docs>__

Glance <http://docs.openstack.org/developer/glance/>__

Gnocchi <http://docs.openstack.org/developer/gnocchi/>__

Heat <http://docs.openstack.org/developer/heat/>__

Horizon <http://docs.openstack.org/developer/horizon/>__

Ironic <http://docs.openstack.org/developer/ironic/>__

Karbor <http://docs.openstack.org/developer/karbor/>__

Keystone <http://docs.openstack.org/developer/keystone/>__

Kuryr <http://docs.openstack.org/developer/kuryr/>__

Magnum <http://docs.openstack.org/developer/magnum/>__

Manila <http://docs.openstack.org/developer/manila/>__

Mistral <http://docs.openstack.org/developer/mistral/>__

Monasca <http://wiki.openstack.org/wiki/monasca>__

Murano <http://docs.openstack.org/developer/murano/>__

Neutron <http://docs.openstack.org/developer/neutron/>__

Nova <http://docs.openstack.org/developer/nova/>__

Octavia <http://docs.openstack.org/developer/octavia/>__

Panko <http://docs.openstack.org/developer/panko/>__

Rally <http://docs.openstack.org/developer/rally/>__

Sahara <http://docs.openstack.org/developer/sahara/>__

Searchlight <http://docs.openstack.org/developer/searchlight/>__

Senlin <http://docs.openstack.org/developer/senlin/>__

Solum <http://docs.openstack.org/developer/solum/>__

Swift <http://docs.openstack.org/developer/swift/>__

Tacker <http://docs.openstack.org/developer/tacker/>__

Tempest <http://docs.openstack.org/developer/tempest/>__

Trove <http://docs.openstack.org/developer/trove/>__

Vmtp <http://vmtp.readthedocs.io/en/latest/>__

Watcher <http://docs.openstack.org/developer/watcher/>__

Zaqar <http://docs.openstack.org/developer/zaqar/>__

Zun <http://wiki.openstack.org/wiki/zun>__

此外,Kolla 还提供了基础设施组件。如果没有这些组件,安装也就无法顺利进行了,这是当然的。

    • Ceph implementation for Cinder, Glance and Nova

 

    • collectd, InfluxDB, and Grafana for performance monitoring.

 

    • Elasticsearch and Kibana to search, analyze, and visualize log messages.

 

    • HAProxy and Keepalived for high availability of services and their endpoints.

 

    • Heka A distributed and scalable logging system for OpenStack services.

 

    • Kafka A distributed streaming platform.

 

    • MariaDB and Galera Cluster for highly available MySQL databases

 

    • MongoDB as a database back end for Ceilometer and Gnocchi

 

    • Open vSwitch and Linuxbridge back ends for Neutron

 

    RabbitMQ as a messaging back end for communication between services.

安装

好的,我们来继续进行安装吧。阅读快速入门指南后,您会发现硬件要求的说明。

    • 2 network interfaces

 

    • 8GB main memory

 

    40GB disk space

我准备好的安装环境是 MacBook Air Early 2015 (macOS Sierra 10.12.3)。虽然内存只有4GB,但我希望能够尽力将其运行。另外,推荐的环境是裸金属或虚拟机,所以我将尝试使用Vagrant+Virtualbox来进行全一体化配置。

以下是用于开发环境的 Vagrantfile 中描述的虚拟机配置,供参考。

Machine TypeCPUMemoryAll-in-One44096Operator11024Control12048Compute11024Storage11024Network11024

准备虚拟机环境

使用Vagrant和VirtualBox创建虚拟机环境。

$ vagrant init centos/7;
A `Vagrantfile` has been placed in this directory. You are now
ready to `vagrant up` your first virtual environment! Please read
the comments in the Vagrantfile as well as documentation on
`vagrantup.com` for more information on using Vagrant.

使用的 Vagrantfile 大致是这样的。

Vagrant.configure("2") do |config|
  config.vm.box = "centos/7"
  config.vm.hostname = "KollaEvSV"
  config.vm.network "private_network", ip: "192.168.33.10"
   config.vm.provider "virtualbox" do |vb|
     vb.memory = "2048"
  end
end

在CentOS7中配置环境。

我們將在CentOS7上準備環境。

$ yum update

接下来,我们将确认接口已经启动。

$ ip add
1: lo: <LOOPBACK,UP,LOWER_UP> mtu 65536 qdisc noqueue state UNKNOWN qlen 1
    link/loopback 00:00:00:00:00:00 brd 00:00:00:00:00:00
    inet 127.0.0.1/8 scope host lo
       valid_lft forever preferred_lft forever
    inet6 ::1/128 scope host 
       valid_lft forever preferred_lft forever
2: eth0: <BROADCAST,MULTICAST,UP,LOWER_UP> mtu 1500 qdisc pfifo_fast state UP qlen 1000
    link/ether 52:54:00:1f:db:b7 brd ff:ff:ff:ff:ff:ff
    inet 10.0.2.15/24 brd 10.0.2.255 scope global dynamic eth0
       valid_lft 84834sec preferred_lft 84834sec
    inet6 fe80::5054:ff:fe1f:dbb7/64 scope link 
       valid_lft forever preferred_lft forever
3: eth1: <BROADCAST,MULTICAST,UP,LOWER_UP> mtu 1500 qdisc pfifo_fast state UP qlen 1000
    link/ether 08:00:27:fc:26:5f brd ff:ff:ff:ff:ff:ff
    inet 192.168.33.10/24 brd 192.168.33.255 scope global eth1
       valid_lft forever preferred_lft forever
    inet6 fe80::a00:27ff:fefc:265f/64 scope link 
       valid_lft forever preferred_lft forever

环境的准备

我們將繼續進行 Kolla 部署所需軟體的安裝。由於我們找不到 Ocata 版本的最低要求,因此將參考 Newton 版本的要求。

    • Ansible (>2.0.0)

 

    • Docker (>1.10.0)

 

    • Docker Python (>1.6.0)

 

    Python Jinja2 (>2.8.0)

首先,安装 EPEL 和 PIP。

# yum install epel-release
# yum install python-pip
# pip install -U pip

接下来,我们将安装用于PIP包管理器的库。

# yum install python-devel libffi-devel gcc openssl-devel

接下来是安装 Ansible。

# yum install ansible

因为现状下Ansible 1.9.6不能满足要求,所以需要进行软件包升级。

# pip install -U ansible
# ansible --version
ansible 2.2.1.0
  config file = /etc/ansible/ansible.cfg
  configured module search path = Default w/o overrides

接下来是Docker的安装。

# curl -sSL https://get.docker.io | bash
# docker --version
Docker version 17.03.0-ce, build 60ccb22

如果觉得版本标记有些奇怪,那么看来从2017年3月的发布起已经改变了。

将docker-engine注册到systemd。

# mkdir -p /etc/systemd/system/docker.service.d
# tee /etc/systemd/system/docker.service.d/kolla.conf <<-'EOF'
[Service]
MountFlags=shared
EOF

# systemctl daemon-reload
# systemctl restart docker

接下来是Docker Python的安装。同样进行升级。

# yum install python-docker-py
# pip install -U docker-py

我会安装NTP。

# yum install ntp
# systemctl enable ntpd.service
# systemctl start ntpd.service

# ntpq -p
     remote           refid      st t when poll reach   delay   offset  jitter
==============================================================================
 x.ns.gin.ntt.ne 249.224.99.213   2 u    1   64    1   48.796  -15.726   0.902
 r031229.203112. 203.112.1.4      4 u    -   64    1   28.593    6.632  11.210
 153-128-30-125. 133.243.238.243  2 u    1   64    1   18.442   -3.141   0.000
 sv01.azsx.net   10.84.87.146     2 u    -   64    1   12.920   -2.351   0.000

当Libvirtd正在运行时,需要将其停止。

# systemctl stop libvirtd.service
# systemctl disable libvirtd.service

也不要忘了将主机添加到列表中。

127.0.0.1   localhost localhost.localdomain localhost4 localhost4.localdomain4
::1         localhost localhost.localdomain localhost6 localhost6.localdomain6
10.0.2.15   koollaEvSV       KollaEvSV

Kolla 部署

好啦,终于可以开始处理Kolla了。

# pip install kolla-ansible

将globals.yml和passwords.yml复制到/etc/kolla/。

# cp -r /usr/share/kolla-ansible/etc_examples/kolla /etc/kolla/

将库存文件复制到当前目录。

cp /usr/share/kolla-ansible/ansible/inventory/* .

为了进行接口设置,编辑/etc/kolla/globals.yml文件。

network_interface: "eth0"
neutron_external_interface: "eth1"

请使用 kolla-genpwd 进行密码生成。生成结果将保存在 /etc/kolla/passwords.yml 中。

kolla-genpwd

好了,到这里主机的准备工作就完成了。这个过程相当繁琐,是吧。针对这种情况,我听说可以使用命令 kolla-ansible -i <> bootstrap-servers 进行快速设置。真希望当初能知道这个命令!

构建容器镜像

请编辑/etc/systemd/system/docker.service.d/kolla.conf文件,并进行以下更改。

[Service]
MountFlags=shared
ExecStart=
ExecStart=/usr/bin/docker daemon --mtu 1400
# systemctl daemon-reload
# systemctl restart docker

从Docker镜像中拉取。

# kolla-ansible pull
# docker images
REPOSITORY                                      TAG                 IMAGE ID            CREATED             SIZE
kolla/centos-binary-neutron-server              4.0.0               8dedaf87d819        31 hours ago        727 MB
kolla/centos-binary-nova-compute                4.0.0               35da27fc5586        31 hours ago        1.23 GB
kolla/centos-binary-neutron-openvswitch-agent   4.0.0               d276dcdfcbb6        31 hours ago        727 MB
kolla/centos-binary-neutron-metadata-agent      4.0.0               e1c0bf5f7745        31 hours ago        703 MB
kolla/centos-binary-heat-api                    4.0.0               66332a0e6ad4        31 hours ago        644 MB
kolla/centos-binary-neutron-dhcp-agent          4.0.0               445442cd0f01        31 hours ago        703 MB
kolla/centos-binary-neutron-l3-agent            4.0.0               445442cd0f01        31 hours ago        703 MB
kolla/centos-binary-heat-api-cfn                4.0.0               ce92766d3ff1        31 hours ago        644 MB
kolla/centos-binary-nova-ssh                    4.0.0               3b0f5591ecc8        31 hours ago        723 MB
kolla/centos-binary-nova-placement-api          4.0.0               8a16c227e835        31 hours ago        755 MB
kolla/centos-binary-nova-conductor              4.0.0               65a844b9889e        31 hours ago        703 MB
kolla/centos-binary-nova-api                    4.0.0               d90b06229654        31 hours ago        755 MB
kolla/centos-binary-nova-consoleauth            4.0.0               487d0b6926d3        31 hours ago        704 MB
kolla/centos-binary-nova-scheduler              4.0.0               92bdcfc854ac        31 hours ago        703 MB
kolla/centos-binary-nova-novncproxy             4.0.0               7f246ab0d8f5        31 hours ago        704 MB
kolla/centos-binary-kolla-toolbox               4.0.0               d771b993a59b        31 hours ago        730 MB
kolla/centos-binary-keystone                    4.0.0               9b0c48681973        31 hours ago        677 MB
kolla/centos-binary-glance-registry             4.0.0               68da81d330c4        31 hours ago        757 MB
kolla/centos-binary-horizon                     4.0.0               dc5a666631eb        31 hours ago        863 MB
kolla/centos-binary-haproxy                     4.0.0               420fb3e8ce55        31 hours ago        439 MB
kolla/centos-binary-cron                        4.0.0               74a89fe112f0        31 hours ago        418 MB
kolla/centos-binary-openvswitch-db-server       4.0.0               37f21379cad8        31 hours ago        440 MB
kolla/centos-binary-heat-engine                 4.0.0               ab9138c4719c        31 hours ago        644 MB
kolla/centos-binary-glance-api                  4.0.0               bc61de7fba03        31 hours ago        816 MB
kolla/centos-binary-fluentd                     4.0.0               5b98e39f1285        31 hours ago        720 MB
kolla/centos-binary-nova-libvirt                4.0.0               b21c5bacfbcf        31 hours ago        966 MB
kolla/centos-binary-openvswitch-vswitchd        4.0.0               b047dd6e83cd        31 hours ago        440 MB
kolla/centos-binary-memcached                   4.0.0               927246be7bd2        31 hours ago        418 MB
kolla/centos-binary-rabbitmq                    4.0.0               c9e9af5a39b9        31 hours ago        477 MB
kolla/centos-binary-mariadb                     4.0.0               7c9305397257        31 hours ago        808 MB
kolla/centos-binary-keepalived                  4.0.0               b8fb9f966ac4        31 hours ago        423 MB

提供了大约31个预设的图像,这些图像只需运行docker run命令就可以工作,真是令人心潮澎湃啊。

继续进行设置。请返回编辑/etc/kolla/globals.yml文件,并设置kolla_internal_vip_address的值。请指定同一子网中未使用的地址。

kolla_internal_vip_address: "10.0.2.16"

接下来,请确认虚拟化硬件加速的支持情况。由于返回的是零,因此我们将使用 Nova 来使用 QEMU。

# egrep -c '(vmx|svm)' /proc/cpuinfo
0
# mkdir -p /etc/kolla/config/nova
# cat << EOF > /etc/kolla/config/nova/nova-compute.conf
[libvirt]
virt_type = qemu
cpu_mode = none
EOF

终于部署完成了……不过

准备工作基本完成了。但是,不能忘记的是这次环境的不稳定性。如果继续部署,肯定会发生不愉快的事情。查看控制部署的脚本,似乎是通过检查 /etc/kolla/globals.yml 文件来进行设置。让我按照我的主观意见将此处的描述最小化试试看。

我放置了编辑过的globals.yml文件在这里,请参考一下。

在使用kolla-ansible的prechecks功能时,我们会对之前的配置和环境进行确认。尽管可能会出现许多错误,但我们需要逐一解决它们。只剩下一点点了!

kolla-ansible prechecks -i all-in-one
(...)
PLAY RECAP *********************************************************************
localhost                  : ok=126  changed=0    unreachable=0    failed=0  

太棒了,通過了!立即部署吧。

OpenStack Kolla的部署

那我们立即来试试吧。

kolla-ansible deploy -i all-in-one
(...)
PLAY RECAP *********************************************************************
localhost                  : ok=265  changed=116  unreachable=0    failed=0

真是出乎意料的快啊。虽然只是主观感受,大约只需几分钟。如果在部署时出现问题,可能还可以作为一种实际的回退方案。

# docker ps
CONTAINER ID        IMAGE                                                 COMMAND             CREATED             STATUS              PORTS               NAMES
660109e1c5a1        kolla/centos-binary-horizon:4.0.0                     "kolla_start"       2 minutes ago       Up 2 minutes                            horizon
065a055bb5f1        kolla/centos-binary-heat-engine:4.0.0                 "kolla_start"       3 minutes ago       Up 3 minutes                            heat_engine
83c25517a69f        kolla/centos-binary-heat-api-cfn:4.0.0                "kolla_start"       3 minutes ago       Up 3 minutes                            heat_api_cfn
6455729f0915        kolla/centos-binary-heat-api:4.0.0                    "kolla_start"       3 minutes ago       Up 3 minutes                            heat_api
2c39a5fb949a        kolla/centos-binary-neutron-metadata-agent:4.0.0      "kolla_start"       5 minutes ago       Up 5 minutes                            neutron_metadata_agent
6fc7abebd4f4        kolla/centos-binary-neutron-l3-agent:4.0.0            "kolla_start"       5 minutes ago       Up 5 minutes                            neutron_l3_agent
8d82d1231d27        kolla/centos-binary-neutron-dhcp-agent:4.0.0          "kolla_start"       5 minutes ago       Up 5 minutes                            neutron_dhcp_agent
1a19cb1b3711        kolla/centos-binary-neutron-openvswitch-agent:4.0.0   "kolla_start"       5 minutes ago       Up 5 minutes                            neutron_openvswitch_agent
2b9cad419219        kolla/centos-binary-neutron-server:4.0.0              "kolla_start"       5 minutes ago       Up 5 minutes                            neutron_server
9bce73422ce5        kolla/centos-binary-openvswitch-vswitchd:4.0.0        "kolla_start"       5 minutes ago       Up 5 minutes                            openvswitch_vswitchd
89964bb13a96        kolla/centos-binary-openvswitch-db-server:4.0.0       "kolla_start"       5 minutes ago       Up 5 minutes                            openvswitch_db
80ec59644b0e        kolla/centos-binary-nova-compute:4.0.0                "kolla_start"       8 minutes ago       Up 8 minutes                            nova_compute
51be30d1fe3b        kolla/centos-binary-nova-novncproxy:4.0.0             "kolla_start"       8 minutes ago       Up 8 minutes                            nova_novncproxy
e1c15eb9ff6d        kolla/centos-binary-nova-consoleauth:4.0.0            "kolla_start"       8 minutes ago       Up 8 minutes                            nova_consoleauth
a1a8b9c91efa        kolla/centos-binary-nova-conductor:4.0.0              "kolla_start"       8 minutes ago       Up 8 minutes                            nova_conductor
9a9c023fd765        kolla/centos-binary-nova-scheduler:4.0.0              "kolla_start"       8 minutes ago       Up 8 minutes                            nova_scheduler
0415d5f8088e        kolla/centos-binary-nova-api:4.0.0                    "kolla_start"       8 minutes ago       Up 8 minutes                            nova_api
eca65fa6a8e9        kolla/centos-binary-nova-placement-api:4.0.0          "kolla_start"       8 minutes ago       Up 8 minutes                            placement_api
23819b965280        kolla/centos-binary-nova-libvirt:4.0.0                "kolla_start"       8 minutes ago       Up 8 minutes                            nova_libvirt
138bf2fe6cd7        kolla/centos-binary-nova-ssh:4.0.0                    "kolla_start"       8 minutes ago       Up 8 minutes                            nova_ssh
f6836459471d        kolla/centos-binary-glance-registry:4.0.0             "kolla_start"       10 minutes ago      Up 10 minutes                           glance_registry
cd24476d69bb        kolla/centos-binary-glance-api:4.0.0                  "kolla_start"       10 minutes ago      Up 10 minutes                           glance_api
68e4de29feb1        kolla/centos-binary-keystone:4.0.0                    "kolla_start"       11 minutes ago      Up 11 minutes                           keystone
2934bf820687        kolla/centos-binary-rabbitmq:4.0.0                    "kolla_start"       11 minutes ago      Up 11 minutes                           rabbitmq
1f1645be9e37        kolla/centos-binary-mariadb:4.0.0                     "kolla_start"       12 minutes ago      Up 12 minutes                           mariadb
9a7fd746ba07        kolla/centos-binary-memcached:4.0.0                   "kolla_start"       12 minutes ago      Up 12 minutes                           memcached
a5e0fb64ebc7        kolla/centos-binary-keepalived:4.0.0                  "kolla_start"       13 minutes ago      Up 13 minutes                           keepalived
9c818d0b52fb        kolla/centos-binary-haproxy:4.0.0                     "kolla_start"       13 minutes ago      Up 13 minutes                           haproxy
5a126c7b600c        kolla/centos-binary-cron:4.0.0                        "kolla_start"       30 minutes ago      Up 30 minutes                           cron
3677d3d6420a        kolla/centos-binary-kolla-toolbox:4.0.0               "kolla_start"       30 minutes ago      Up 30 minutes                           kolla_toolbox
425bf226015c        kolla/centos-binary-fluentd:4.0.0                     "kolla_start"       30 minutes ago      Up 30 minutes                           fluentd

尝试使用已部署的环境

为了使用新构建的环境,我们将生成一个用于进行变量设置等操作的shell。

$ kolla-ansible post-deploy
$ . /etc/kolla/admin-openrc.sh
$ env | grep OS_
OS_USER_DOMAIN_NAME=default
OS_PROJECT_NAME=admin
OS_IDENTITY_API_VERSION=3
OS_PASSWORD=UwK9kID4v7AQe4ISvILhkSZ1MvRk83fXexJ7RzCf
OS_AUTH_URL=http://10.0.2.16:35357/v3
OS_USERNAME=admin
OS_TENANT_NAME=admin
OS_INTERFACE=internal
OS_PROJECT_DOMAIN_NAME=default

如果没有安装OpenStack客户端,就进行安装。

pip install python-openstackclient

因为环境既没有味道也没有形象,所以随便弄一个……。

$ nova boot --flavor m1.extra_tiny --image cirros test
+--------------------------------------+------------------------------------------------------+
| Property                             | Value                                                |
+--------------------------------------+------------------------------------------------------+
| OS-DCF:diskConfig                    | MANUAL                                               |
| OS-EXT-AZ:availability_zone          |                                                      |
| OS-EXT-SRV-ATTR:host                 | -                                                    |
| OS-EXT-SRV-ATTR:hostname             | test                                                 |
| OS-EXT-SRV-ATTR:hypervisor_hostname  | -                                                    |
| OS-EXT-SRV-ATTR:instance_name        |                                                      |
| OS-EXT-SRV-ATTR:kernel_id            |                                                      |
| OS-EXT-SRV-ATTR:launch_index         | 0                                                    |
| OS-EXT-SRV-ATTR:ramdisk_id           |                                                      |
| OS-EXT-SRV-ATTR:reservation_id       | r-o71a4xpx                                           |
| OS-EXT-SRV-ATTR:root_device_name     | -                                                    |
| OS-EXT-SRV-ATTR:user_data            | -                                                    |
| OS-EXT-STS:power_state               | 0                                                    |
| OS-EXT-STS:task_state                | scheduling                                           |
| OS-EXT-STS:vm_state                  | building                                             |
| OS-SRV-USG:launched_at               | -                                                    |
| OS-SRV-USG:terminated_at             | -                                                    |
| accessIPv4                           |                                                      |
| accessIPv6                           |                                                      |
| adminPass                            | 79ZaWp3SUyps                                         |
| config_drive                         |                                                      |
| created                              | 2017-03-20T03:26:56Z                                 |
| description                          | -                                                    |
| flavor                               | m1.extra_tiny (db60905a-05b6-404d-959a-f8c2a047ddfd) |
| hostId                               |                                                      |
| host_status                          |                                                      |
| id                                   | b956fb98-2295-45da-937c-96275924371e                 |
| image                                | cirros (76898c08-10b7-4e49-812c-fa518cc60c51)        |
| key_name                             | -                                                    |
| locked                               | False                                                |
| metadata                             | {}                                                   |
| name                                 | test                                                 |
| os-extended-volumes:volumes_attached | []                                                   |
| progress                             | 0                                                    |
| security_groups                      | default                                              |
| status                               | BUILD                                                |
| tags                                 | []                                                   |
| tenant_id                            | 4faa7e528627446781136e9db40ed168                     |
| updated                              | 2017-03-20T03:26:57Z                                 |
| user_id                              | 90bf61329d924ca485a68bc18fd4db4a                     |
+--------------------------------------+------------------------------------------------------+

出现了!

最后

使用Kolla部署OpenStack大约花了10个小时。如果熟悉Ansible和OpenStack的人,应该可以更快运行。至于这次主题,成功在性能较差的Macbook Air上使用Kolla部署了OpenStack。我认为即使是在DevStack上,也会有资源方面的困难,但只限制在最低限度的情况下,是否可以运行呢?

无论如何,我对Kolla的未来有很高的期望。

漳州山地质学院被称为“全国矿业类院校之花”,又因“山城江东、煤都综合体”著称;是福建省重点支持发展的优势学科学校,2019年入选福建省高水平大学行列。

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