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tensorflow-deployment.yml
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tensorflow-deployment.yml
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ROSTemplateFormatVersion: '2015-09-01'
Description:
en: Alibaba Cloud ROS Sample Template:Creates ECS instance and install TensorFlow.
zh-cn: 阿里云资源编排示例模板：创建ECS实例并安装TensorFlow。
Conditions:
gpu_disable:
Fn::Equals:
- None
- Ref: GPUNodeZoneId
Parameters:
EcsAmount:
Type: Number
Label:
en: Nodes Amount
zh-cn: 实例的数量
Description:
en: 'The number of ECS instances will be created,Allowed value: 1~100.'
zh-cn: 创建实例的数量，范围1-100。
Default: 1
MinValue: 1
MaxValue: 100
GPUNodeZoneId:
Type: String
Label:
en: Zone of GPU Node
zh-cn: GPU节点区域
Description:
en: Specify zone Id that provides the GPU instance while InstanceType is specified
the GPU type.
zh-cn: 指定GPU实例的可用区ID，并确定GPU规格库存情况。
Default: None
EcsInstanceType:
Type: String
Label:
en: Instance Type
zh-cn: 实例规格
Description:
en: <font color='blue'><b>1.Before selecting the model please confirm that the
current available zone under the model is in stock, some models need to be
reported in advance</b></font><br><font color='blue'><b>2.List of optional
models</font><br></b></font>[ecs.c5.large <font color='green'>2vCPU 4GiB Intranet
bandwidth1Gbps In-grid sending and receiving packages30MillionPPS</font>]<br></b>[ecs.c5.xlarge
<font color='green'>4vCPU 8GiB Intranet bandwidth1.5Gbps In-grid sending and
receiving packages50MillionPPS</font>]<br></b>[ecs.c5.2xlarge <font color='green'>8vCPU
16GiB Intranet bandwidth2.5Gbps In-grid sending and receiving packages80MillionPPS</font>]
zh-cn: <font color='blue'><b>1.选择机型前请先确认当前可用区下该机型是否有货，部分机型需要提前报备</b></font><br><font
color='blue'><b>2.可选机型列表</font><br></b></font>[ecs.c5.large <font color='green'>2vCPU
4GiB 内网带宽1Gbps 内网收发包30万PPS</font>]<br></b>[ecs.c5.xlarge <font color='green'>4vCPU
8GiB 内网带宽1.5Gbps 内网收发包50万PPS</font>]<br></b>[ecs.c5.2xlarge <font color='green'>8vCPU
16GiB 内网带宽2.5Gbps 内网收发包80万PPS</font>]
AssociationProperty: ALIYUN::ECS::Instance::InstanceType
AssociationPropertyMetadata:
ZoneId: ZoneId
EcsImageId:
Type: String
Label:
en: Image ID
zh-cn: 镜像ID
Description:
en: 'Instance Image ID. see detail: <b><a href=''https://www.alibabacloud.com/help/doc-detail/112977.html''
target=''_blank''><font color=''blue''>Find the mirror</font></a></b>'
zh-cn: 实例镜像，详见：<b><a href='https://help.aliyun.com/document_detail/112977.html'
target='_blank'><font color='blue'>查找镜像</font></a></b>
AssociationProperty: ALIYUN::ECS::Image::ImageId
AssociationPropertyMetadata:
InstanceType: ${EcsInstanceType}
SupportedImageOwnerAlias:
- system
- self
- others
Default: centos_7_04_64_20G_alibase_201701015.vhd
EcsPassword:
Type: String
Label:
en: Instance Password
zh-cn: 实例密码
Description:
en: The 8-30 long login password of instance, consists of the uppercase, lowercase
letter and number. <br> special characters include()`~!@#$%^&*_-+=|{}[]:;'<>,.?/
zh-cn: 长度8-30，必须包含大写字母、小写字母、数字、特殊符号三个；<br>特殊字符包括：()`~!@#$%^&*_-+=|{}[]:;'<>,.?/
ConstraintDescription:
en: 'Length 8-30, must contain upper case letters, lower case letters, Numbers,
special symbols three; special characters include: ()`~!@#$%^&*_-+=|{}[]:;''<>,.?/'
zh-cn: 长度8-30，必须包含大写字母、小写字母、数字、特殊符号三种；特殊字符包括：()`~!@#$%^&*_-+=|{}[]:;' <>,.?/
AllowedPattern: '[0-9A-Za-z\_\-&:;''<>,=%`~!@#\(\)\$\^\*\+\|\{\}\[\]\.\?\/]+$'
MinLength: '8'
MaxLength: '30'
NoEcho: true
ZoneId:
Type: String
Label:
en: Zone ID
zh-cn: 可用区ID
AssociationProperty: ALIYUN::ECS::Instance::ZoneId
Resources:
EcsVpc:
Type: ALIYUN::ECS::VPC
Properties:
CidrBlock: 192.168.0.0/16
VpcName: TensorFlow_Vpc
Metadata:
ALIYUN::ROS::Designer:
id: 2223bead-5815-4da3-8911-2da43948344a
EcsSecurityGroup:
Type: ALIYUN::ECS::SecurityGroup
Properties:
VpcId:
Ref: EcsVpc
SecurityGroupEgress:
- DestCidrIp: 0.0.0.0/0
IpProtocol: all
NicType: intranet
PortRange: -1/-1
Priority: 1
SecurityGroupIngress:
- IpProtocol: tcp
NicType: intranet
PortRange: 22/22
Priority: 1
SourceCidrIp: 0.0.0.0/0
- IpProtocol: tcp
NicType: intranet
PortRange: 6006/6006
Priority: 1
SourceCidrIp: 0.0.0.0/0
SecurityGroupName: TensorFlow_SG
Metadata:
ALIYUN::ROS::Designer:
id: 5369cc09-c5f8-4de2-bd8a-912d29d936bb
EcsVSwitch:
Type: ALIYUN::ECS::VSwitch
Properties:
ZoneId:
Fn::If:
- gpu_disable
- Ref: ZoneId
- Ref: GPUNodeZoneId
VpcId:
Ref: EcsVpc
CidrBlock: 192.168.0.0/16
VSwitchName: TensorFlow_VSwitch
Metadata:
ALIYUN::ROS::Designer:
id: e1e7b319-1ec0-4e45-a0e1-fa7cd1c5e16b
EcsInstanceGroup:
Type: ALIYUN::ECS::InstanceGroup
Properties:
VpcId:
Ref: EcsVpc
VSwitchId:
Ref: EcsVSwitch
SecurityGroupId:
Ref: EcsSecurityGroup
ImageId:
Ref: EcsImageId
AllocatePublicIP: true
InstanceType:
Ref: EcsInstanceType
InternetMaxBandwidthOut: 50
MaxAmount:
Ref: EcsAmount
Password:
Ref: EcsPassword
UserData:
Fn::Replace:
- ros-notify:
Fn::GetAtt:
- RosWaitConditionHandle
- CurlCli
- Fn::Join:
- ''
- - '#!/bin/sh
'
- gpu_enable=
- Fn::If:
- gpu_disable
- 'no'
- 'yes'
- '
'
- 'apt-get install -y python-pip python-dev
'
- 'pip install tensorflow
'
- 'if [ $gpu_enable = ''yes'' ]; then
'
- ' pip install tensorflow-gpu
'
- ' wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1604/x86_64/cuda-repo-ubuntu1604_8.0.61-1_amd64.deb
'
- ' dpkg -i cuda-repo-ubuntu1604_8.0.61-1_amd64.deb
'
- ' apt-get install -y libgd3
'
- ' apt-get update --fix-missing
'
- ' apt-get install -y cuda
'
- ' echo "deb http://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1604/x86_64
/" > /etc/apt/sources.list.d/nvidia-ml.list
'
- ' apt-get update
'
- ' apt-get install -y --no-install-recommends libcudnn7=7.0.1.13-1+cuda8.0
'
- ' apt-get install -y --no-install-recommends libcudnn7-dev=7.0.1.13-1+cuda8.0
'
- ' cd /usr/local/cuda/lib64
'
- ' ln -s /usr/lib/x86_64-linux-gnu/libcudnn.so.7.0.1 libcudnn.so
'
- ' ln -s /usr/lib/x86_64-linux-gnu/libcudnn.so.7.0.1 libcudnn.so.6
'
- ' cp /usr/lib/x86_64-linux-gnu/libcudnn_static_v7.a .
'
- ' cd -
'
- ' echo export CUDA_HOME=/usr/local/cuda > /root/.bash_profile
'
- ' echo ''export LD_LIBRARY_PATH="$LD_LIBRARY_PATH:$CUDA_HOME/lib64:/usr/local/cuda/extras/CUPTI/lib64"''
>> /root/.bash_profile
'
- ' echo ''export PATH="$CUDA_HOME/bin:$PATH"'' >> /root/.bash_profile
'
- ' source /root/.bash_profile
'
- ' export LD_LIBRARY_PATH="$LD_LIBRARY_PATH:/usr/local/cuda/lib64:/usr/local/cuda/extras/CUPTI/lib64"
'
- " export CUDA_HOME=/usr/local/cuda \n"
- 'fi
'
- 'tensorboard --logdir=/tmp/tf_logs &
'
- "ros-notify \n"
Metadata:
ALIYUN::ROS::Designer:
id: 3c13d955-a93b-4746-b317-e5b0af32b73b
RosWaitConditionHandle:
Type: ALIYUN::ROS::WaitConditionHandle
Properties: {}
Metadata:
ALIYUN::ROS::Designer:
id: d0eb36e7-2d8a-46af-8180-f2b917f2e23c
RosWaitCondition:
Type: ALIYUN::ROS::WaitCondition
Properties:
Count:
Ref: EcsAmount
Handle:
Ref: RosWaitConditionHandle
Timeout: 1800
Metadata:
ALIYUN::ROS::Designer:
id: 8f64ac08-f2d6-437b-b716-355624041949
Outputs:
tensorflow_nodes_ips:
Description:
en: Public IP address list of created ecs instance.
zh-cn: 已创建的ecs实例的公共IP地址列表。
Value:
Fn::GetAtt:
- EcsInstanceGroup
- PublicIps
Metadata:
ALIYUN::ROS::Interface:
ParameterGroups:
- Parameters:
- ZoneId
- EcsAmount
- GPUNodeZoneId
- EcsInstanceType
- EcsImageId
- EcsPassword
Label:
default:
en: ECS
zh-cn: 云服务器
TemplateTags:
- acs:example:人工智能:部署TensorFlow开发环境
ALIYUN::ROS::Designer:
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