Difference between revisions of "Run relax at Google Cloud Computing"

Latest revision as of 12:47, 27 October 2017

The Google Cloud Platform is a cloud computing platform that can be used for cheaply running relax on a cluster.

1 Background
2 Pricing
- 2.1 8 CPU's
3 Start free trial
4 Create a Virtual Machine instance
5 Access Virtual Machine instance
6 Install packages at server
7 Test openmpi
8 Transfer files back and forth to the server
9 Use relax on a test dataset from a tutorial
10 STOP the google instance after test to stop the billing of computation
- 10.1 By browser
- 10.2 By terminal
11 Upgrade account
12 Deploy google datalab to your server
13 See also

Background

This follows the same idea as from Run relax at cloud.sagemath.com

Make a rapid deployment of relax on a google computer cluster, and calculate for 2 months with 8 CPU's, for free.

Pricing

For this example of Google Cloud Computing, we wan't to have access to as many computer cores as possible

The pricing explained here: https://cloud.google.com/pricing/
A pricing calculator is here: https://cloud.google.com/products/calculator/

At November 2015, google give free trial of 300$. https://cloud.google.com/free-trial/

Note, there are some limitations:

For this time, the most important limitation is 8 CPUs.

8 CPU's

For the price calculation of:

1 server
using Free: Debian, CentOS, ...
with a regular VM Class
Instance type of (HIGH CPU) n1-highcpu-8 (vCPUs: 8, RAM: 7.20 GB)
0 SSD
Datacenter location United States
Average days per month each server is running: 1 days, per month.

This 1 day price was of November 2015, $8.06. Constantly running is $171.70 per month.

This essentially gives you 2 months of free computation with 8 CPU's.

Start free trial

Please first see this video:

https://cloud.google.com/compute/docs/linux-quickstart or https://www.youtube.com/watch?v=BnEhYaUY4sA

Go to: https://cloud.google.com/free-trial/ and click Start your free trial.

You need to sign up with a credit card. To prevent mis-abuse from robots and hackers.

Then go to: https://console.developers.google.com

You should already have a project called My First Project.
Create a new project in top right corner of the browser under the dropdown of My First Project.
Call the new project name relax, Project ID relax-1, App Engine location at us-central. NOTE: App engine HAS TO BE located in united states, if datalab should be enabled later.

Create a Virtual Machine instance

Go to https://console.developers.google.com/home
In the top right corner, there is a link to Activate Google Cloud Shell.
Clicking this should start a terminal in half the window.

Links

# List all compute instances in the project
gcloud compute instances list
gcloud compute zones list
gcloud compute machine-types list | grep us-central1-f
gcloud compute machine-types list | grep us-central1-f | sort -k3 -n
gcloud compute images list

# Create instance
gcloud compute instances create relax --zone us-central1-f --machine-type n1-highcpu-4 --image ubuntu-14-04 --boot-disk-size 10GB 
gcloud compute instances list

# Or
gcloud compute instances create relax --zone us-central1-f --machine-type n1-highcpu-4 --image rhel-6-v20160921 --boot-disk-size 10GB

Then you can SSH into the instance

PROJ=relax-1
ZONE=us-central1-f
PRID=instance-1
GCC=gcc
gcloud compute --project $PROJ ssh --zone $ZONE $PRID

gcloud compute --project "relax-1" ssh --zone "us-central1-f" "instance-1"

Access Virtual Machine instance

Go to https://console.developers.google.com/compute
In the line of relax, click SSH
This should open a browser terminal window

Install packages at server

For rapid deployment use this command. This will install current version of relax and trunk.

See the list of deploy scripts here

https://sourceforge.net/p/nmr-relax/code/ci/master/tree/devel_scripts/deploy_scripts/

Then download the script that matches the system.

# Select a version script
# Redhat Version 6
VERS=deploy_google_computing_redhat_6_86_x64.sh
VERS=deploy_google_computing_redhat_6_86_x64_upgrade_python.sh
# Centos Version 6
VERS=deploy_google_computing_centos_6_86_x64_upgrade_python.sh
# Redhat Version 7
VERS=deploy_google_computing_redhat_7_86_x64.sh
# Ubuntu
VERS=deploy_google_computing_ubuntu_14-04_86_x64.sh

# Then set download URL
URL=https://sourceforge.net/p/nmr-relax/code/ci/master/tree/devel_scripts/deploy_scripts/$VERS?format=raw

# Download and readl
sudo yum -y install wget
wget $URL $VERS
mv $VERS* $VERS
cat $VERS

# Load functions
source $VERS

# Do installation
installandcheck

Check installation of relax

mpirun --np 2 relax_trunk --multi='mpi4py'
relax_trunk --time -x

Test openmpi

For BASH shell
See the script here

URL=https://sourceforge.net/p/nmr-relax/code/ci/master/tree/devel_scripts/openmpi_test_install_bash.sh?format=raw
wget $URL
mv openmpi_test_install_bash.sh* openmpi_test_install_bash.sh

# Source functions
source openmpi_test_install_bash.sh
testopenmpi

For TCSH shell
See the script here

alias get 'set noglob; wget https://sourceforge.net/p/nmr-relax/code/ci/master/tree/devel_scripts/openmpi_test_install_tcsh.sh?format=raw; mv openmpi_test_install_tcsh.sh* openmpi_test_install_tcsh.sh;unset noglob'
get

# Source functions
source openmpi_test_install_tcsh.sh

Transfer files back and forth to the server

See here

https://cloud.google.com/compute/docs/tutorials/transfer-files

Install gcloud on your local computer

See https://cloud.google.com/sdk/

On your own computer

cd $HOME/Downloads
curl https://sdk.cloud.google.com | bash
source $HOME/.bash_profile
gcloud init

This will start a browser to authenticate you. When it ask for a ID, just write "test" and say no to cloning.

ssh-config with gcloud

See https://cloud.google.com/sdk/gcloud/reference/compute/config-ssh

gcloud compute config-ssh makes SSHing to virtual machine instances easier by adding an alias for each instance to the user SSH configuration (~/.ssh/config) file.

PROJ=relax-1
ZONE=us-central1-f
PRID=relax
GCC=gcc
gcloud compute --project $PROJ config-ssh
cat $HOME/.ssh/config

# Use sed to change value of your local computes ssh config file
sed -i.bak "s/$PRID.$ZONE.$PROJ/$GCC/g" $HOME/.ssh/config
ls -l $HOME/.ssh/config*
grep "$GCC" $HOME/.ssh/config
ssh $GCC
exit

Use scp and rsync when gcloud has been ssh-config configured

#First fast check
cd $HOME/Downloads
touch test2.txt
scp test2.txt $GCC:
ssh $GCC
ls
rm test2.txt
exit
rm test2.txt

# Or use rsync
mkdir deletethisdir
rsync --progress -avzhe ssh ./deletethisdir $GCC:
ssh $GCC
ls
rmdir deletethisdir
exit
rmdir deletethisdir

Use relax on a test dataset from a tutorial

This follows some example data from the tutorial here Tutorial for sorting data stored as numpy to on resonance R1rho_analysis

Overview of directory

Copy data to local dir

cd $HOME
cp -r $HOME/relax_trunk/test_suite/shared_data/dispersion/Paul_Schanda_2015_Nov .
cd Paul_Schanda_2015_Nov

Prepare data

cat 1_tutorial_prepare_data.py 
python 1_tutorial_prepare_data.py
ls -latr

Run analysis

cat 2_tutorial_load_data.py
mpirun --np 2 relax_trunk --multi='mpi4py' 2_tutorial_load_data.py
ls -latr

Run clustered analysis

cat 3_tutorial_clustered.py 
mpirun --np 2 relax_trunk --multi='mpi4py' 3_tutorial_clustered.py 
ls -latr

See results

cd results_cluster/final
ls -latr
cat phi_ex.out
cat kex.out

STOP the google instance after test to stop the billing of computation

See: https://cloud.google.com/compute/docs/instances/stopping-or-deleting-an-instance

By browser

Go to:

https://console.developers.google.com/compute
Tick the relax project and click the "Stop" button.

By terminal

PROJ=relax-1
ZONE=us-central1-f
PRID=relax
GCC=gcc

# Get at list of projects
gcloud compute --project $PROJ instances list

# Start it, it takes 30 seconds.
gcloud compute --project $PROJ instances start --zone $ZONE $PRID
ssh $GCC
exit

# Stop it through terminal
gcloud compute --project $PROJ instances stop --zone $ZONE $PRID
# This should now not work
ssh $GCC

Upgrade account

To use 32 CPU's you need to upgrade your account

See

Deploy google datalab to your server

Warning This does not work

Note: Cloud Datalab uses AppEngine and Managed VMs beta, which is available in the US region only.
You cannot change the location after the project has been created.
See Location at: https://appengine.google.com/

Stop your server:

gcloud compute --project $PROJ instances stop --zone $ZONE $PRID

Cloud Datalab is deployed as an Google App Engine application module in a Google Developers Console project.
Click here to → Enable the Google Compute Engine API.

Visit:

Do the following

Launch datalab
Sign in
Deploy to your project.

Difference between revisions of "Run relax at Google Cloud Computing"

Latest revision as of 12:47, 27 October 2017

Contents

Background

Pricing

8 CPU's

Start free trial

Create a Virtual Machine instance

Access Virtual Machine instance

Install packages at server

Test openmpi

Transfer files back and forth to the server

Install gcloud on your local computer

ssh-config with gcloud

Use scp and rsync when gcloud has been ssh-config configured

Use relax on a test dataset from a tutorial

STOP the google instance after test to stop the billing of computation

By browser

By terminal

Upgrade account

Deploy google datalab to your server

See also

Navigation menu

Personal tools

Namespaces

Variants

Views

More

Search

Navigation

Tools

@@ Line 1: / Line 1: @@
+The [https://en.wikipedia.org/wiki/Google_Cloud_Platform Google Cloud Platform] is a cloud computing platform that can be used for cheaply running relax on a cluster.
 == Background ==
 This follows the same idea as from [[Run_relax_at_cloud.sagemath.com|Run relax at cloud.sagemath.com]]
@@ Line 46: / Line 48: @@
 == Create a Virtual Machine instance ==
-* Click then at '''Try Compute Engine''' or go to https://console.developers.google.com/compute
+* Go to https://console.developers.google.com/home
-* Click '''Create instance'''
+* In the top right corner, there is a link to '''Activate Google Cloud Shell'''.
-* '''Name:''' relax
+* Clicking this should start a terminal in half the window.
-* '''Zone:''' Don't change this. As of Nov 2015, it seems that if you change this, you cannot select more than 2 vCPU's
-* '''Machine type:''' From the very bottom, create '''8 vCPUs'''. 32 cores need an upgrade to you account, [https://cloud.google.com/free-trial/#/faq and the free trial only allows for 8 vCPU's.]
+Links
-* '''Boot disk:''' 10 GB of Ubuntu 14.04 LTS
+* [https://cloud.google.com/cloud-shell/docs/examples See examples here]
-* '''Zone:''' [https://cloud.google.com/compute/docs/zones Now change this to:] us-central1-f
+* [https://cloud.google.com/sdk/gcloud/reference/compute/instances/create instance creation examples here]
-* Let the rest be default and click '''Create'''.
+* [https://cloud.google.com/compute/docs/zones Google zones]
+<source lang="bash">
+# List all compute instances in the project
+gcloud compute instances list
+gcloud compute zones list
+gcloud compute machine-types list | grep us-central1-f
+gcloud compute machine-types list | grep us-central1-f | sort -k3 -n
+gcloud compute images list
-== Access Virtual Machine instance ==
+# Create instance
-* Go to https://console.developers.google.com/compute
+gcloud compute instances create relax --zone us-central1-f --machine-type n1-highcpu-4 --image ubuntu-14-04 --boot-disk-size 10GB
-* In the line of '''relax''', click '''SSH'''
+gcloud compute instances list
-* This should open a '''browser terminal window'''
-== Install packages at server ==
+# Or
+gcloud compute instances create relax --zone us-central1-f --machine-type n1-highcpu-4 --image rhel-6-v20160921 --boot-disk-size 10GB
-For '''rapid deployment''' use this command. This will install current version of relax and trunk.
-<source lang="python">
-sudo curl http://svn.gna.org/viewcvs/*checkout*/relax/trunk/devel_scripts/deploy_google_computing_ubuntu.sh | bash
 </source>
-=== Inspect server ===
+Then you can SSH into the instance
+<source lang="bash">
+PROJ=relax-1
+ZONE=us-central1-f
+PRID=instance-1
+GCC=gcc
+gcloud compute --project $PROJ ssh --zone $ZONE $PRID
-Install these very good server packages
+gcloud compute --project "relax-1" ssh --zone "us-central1-f" "instance-1"
-Solve depencies. See alsp [[Installation_linux|Installation linux]]
+</source>
-{{#tag:source|
-sudo apt-get -y install openmpi-bin openmpi-doc libopenmpi-dev
-sudo apt-get -y install htop
-|lang="bash"
-}}
-Then check server
+== Access Virtual Machine instance ==
-{{#tag:source|
+* Go to https://console.developers.google.com/compute
-uptime
+* In the line of '''relax''', click '''SSH'''
-whoami
+* This should open a '''browser terminal window'''
-lscpu
-htop -u `whoami`
-|lang="bash"
-}}
-Then check mpirun
+== Install packages at server ==
-{{#tag:source|
-mpirun --version
-mpirun --report-bindings -np 4 echo "hello world"
-|lang="bash"
-}}
-=== Get relax and unpack ===
+For '''rapid deployment''' use this command. This will install current version of relax and trunk.
-{{#tag:source|
+See the list of deploy scripts here
-v={{current version relax}}
+* {{relax url|path=devel_scripts/deploy_scripts/}}
-# Get relax
+Then download the script that matches the system.
-curl http://download.gna.org/relax/relax-$v.GNU-Linux.x86_64.tar.bz2 -o relax-$v.GNU-Linux.x86_64.tar.bz2
+{{#tag: source|
+# Select a version script
+# Redhat Version 6
+VERS=deploy_google_computing_redhat_6_86_x64.sh
+VERS=deploy_google_computing_redhat_6_86_x64_upgrade_python.sh
+# Centos Version 6
+VERS=deploy_google_computing_centos_6_86_x64_upgrade_python.sh
+# Redhat Version 7
+VERS=deploy_google_computing_redhat_7_86_x64.sh
+# Ubuntu
+VERS=deploy_google_computing_ubuntu_14-04_86_x64.sh
-# Make home bin
+# Then set download URL
-mkdir -p $HOME/bin
+URL={{relax url|path=devel_scripts/deploy_scripts/$VERS|view=raw}}
-tar xvjf relax-{{current version relax}}.GNU-Linux.x86_64.tar.bz2
-rm relax-{{current version relax}}.GNU-Linux.x86_64.tar.bz2
-ln -s $HOME/relax-{{current version relax}}/relax $HOME/bin
-# Add $HOME/bin to PATH
+# Download and readl
-echo '' >> $HOME/.bashrc
+sudo yum -y install wget
-echo 'export PATH=$PATH:$HOME/bin' >> $HOME/.bashrc
+wget $URL $VERS
-source $HOME/.bashrc
+mv $VERS* $VERS
-|lang="bash"
+cat $VERS
-}}
-Solve depencies. See also [[Installation_linux|Installation linux]]
+# Load functions
-{{#tag:source|
+source $VERS
-sudo apt-get -y install python-numpy
-sudo apt-get -y install python-scipy python-matplotlib python-pip
-sudo pip install mpi4py
-sudo pip install epydoc
-# Check installation
+# Do installation
-relax -i
+installandcheck
-|lang="bash"
+| lang="bash"
 }}
-===Install trunk of relax===
-See alsp [[Installation_linux|Installation linux]]
+'''Check installation of relax'''
 {{#tag:source|
-sudo apt-get -y install subversion scons grace
+mpirun --np 2 relax_trunk --multi='mpi4py'
+relax_trunk --time -x
 |lang="bash"
 }}
-Checkout relax and build
+== Test openmpi ==
-{{#tag:source|
-svn co svn://svn.gna.org/svn/relax/trunk relax_trunk
-# Build
+For BASH shell<br>
-cd relax_trunk
+{{relax source|path=devel_scripts/openmpi_test_install_bash.sh|view=raw|text=See the script here}}
-scons
+{{#tag: source|
+URL={{relax url|path=devel_scripts/openmpi_test_install_bash.sh|view=raw}}
-# Link to executable
+wget $URL
-cd $HOME
+mv openmpi_test_install_bash.sh* openmpi_test_install_bash.sh
-mkdir -p $HOME/bin
-ln -s $HOME/relax_trunk/relax $HOME/bin/relax_trunk
-# See relax info
-relax_trunk -i
-|lang="bash"
-}}
-'''install Minfx'''
-See [[Minfx]]
-{{#tag:source|
-v={{current version minfx}}
-mkdir -p $HOME/Downloads
+# Source functions
-cd $HOME/Downloads
+source openmpi_test_install_bash.sh
-curl http://download.gna.org/minfx/minfx-$v.tar.gz -o minfx-$v.tar.gz
+testopenmpi
-tar -xzf minfx-$v.tar.gz
+| lang="bash"
-cd minfx-$v
-sudo pip install .
-cd $HOME
-# Test relax
-relax_trunk -i
-|lang="bash"
 }}
-'''install Bmrblib'''
+For TCSH shell<br>
-See [[Bmrblib]]
+{{relax source|path=devel_scripts/openmpi_test_install_tcsh.sh|view=raw|text=See the script here}}
-{{#tag:source|
+{{#tag: source|
-v={{current version bmrblib}}
+alias get 'set noglob; wget {{relax url|path=devel_scripts/openmpi_test_install_tcsh.sh|view=raw}}; mv openmpi_test_install_tcsh.sh* openmpi_test_install_tcsh.sh;unset noglob'
+get
-mkdir -p $HOME/Downloads
-cd $HOME/Downloads
-curl http://download.gna.org/bmrblib/bmrblib-$v.tar.gz -o bmrblib-$v.tar.gz
-tar -xzf bmrblib-$v.tar.gz
-cd bmrblib-$v
-sudo pip install .
-cd $HOME
-# Test relax
+# Source functions
-relax_trunk -i
+source openmpi_test_install_tcsh.sh
-|lang="bash"
+| lang="bash"
 }}
-'''Check installation of relax'''
-{{#tag:source|
-mpirun --np 8 relax_trunk --multi='mpi4py'
-relax_trunk --time -x
-|lang="bash"
-}}
 ==Transfer files back and forth to the server==
-Se
+See here
 * https://cloud.google.com/compute/docs/tutorials/transfer-files
-=== Install gcloud===
+=== Install gcloud on your local computer===
 See https://cloud.google.com/sdk/
 On your own computer
-<source lang="python">
+<source lang="bash">
 cd $HOME/Downloads
 curl https://sdk.cloud.google.com | bash
@@ Line 212: / Line 179: @@
 This will start a browser to authenticate you. When it ask for a ID, just write "test" and say no to cloning.
-Then go to:
+=== ssh-config with gcloud ===
-* https://console.developers.google.com/compute
+See https://cloud.google.com/sdk/gcloud/reference/compute/config-ssh
-* In the line of relax, click SSH, and drop down to: '''View gcloud command'''.
-It could look like this. Try this in your own terminal. This should make some SSH keys and bring you to the server
+gcloud compute config-ssh makes SSHing to virtual machine instances easier by adding an alias for each instance to the user SSH configuration (~/.ssh/config) file.
-<source lang="text">
-gcloud compute --project "relax-1" ssh --zone "us-central1-f" "relax"
-</source>
-This should bring you to the google server.
-<source lang="bash">
-lscpu
-cat $HOME/.ssh/authorized_keys
-exit
-# At your own computer
-ls -l $HOME/.ssh/google*
-cat $HOME/.ssh/config
-ssh-add -l
-ssh-add $HOME/.ssh/google_compute_engine
-ssh-add -l
-</source>
-=== Copy files ===
-See: https://cloud.google.com/sdk/gcloud/reference/compute/copy-files
-The ssh command was
 <source lang="bash">
-bash
 PROJ=relax-1
 ZONE=us-central1-f
 PRID=relax
 GCC=gcc
-gcloud compute --project $PROJ ssh --zone $ZONE $PRID
-</source>
-We make a test file and copy it
-<source lang="bash">
-touch test.txt
-gcloud compute --project $PROJ copy-files test.txt $PRID:~ --zone $ZONE
-# Try a directory
-mkdir testdir
-cp test.txt testdir
-gcloud compute --project $PROJ copy-files testdir $PRID:~ --zone $ZONE
-# Back again
-cd testdir
-gcloud compute --project $PROJ copy-files $PRID:~/testdir . --zone $ZONE
-</source>
-=== ssh-config with gcloud ===
-See https://cloud.google.com/sdk/gcloud/reference/compute/config-ssh
-gcloud compute config-ssh makes SSHing to virtual machine instances easier by adding an alias for each instance to the user SSH configuration (~/.ssh/config) file.
-<source lang="bash">
 gcloud compute --project $PROJ config-ssh
 cat $HOME/.ssh/config
-# ssh in
-ssh $PRID.$ZONE.$PROJ
-exit
 # Use sed to change value of your local computes ssh config file
-grep "$PRID.$ZONE.$PROJ" $HOME/.ssh/config
-sed "s/$PRID.$ZONE.$PROJ/$GCC/g" $HOME/.ssh/config
 sed -i.bak "s/$PRID.$ZONE.$PROJ/$GCC/g" $HOME/.ssh/config
 ls -l $HOME/.ssh/config*
@@ Line 290: / Line 204: @@
 {{#tag:source|
 #First fast check
+cd $HOME/Downloads
 touch test2.txt
-scp test2.txt  $GCC:
+scp test2.txt $GCC:
 ssh $GCC
 ls
+rm test2.txt
 exit
+rm test2.txt
 # Or use rsync
-mkdir dirtest
+mkdir deletethisdir
-rsync --progress -avzhe ssh ./dirtest $GCC:
+rsync --progress -avzhe ssh ./deletethisdir $GCC:
 ssh $GCC
 ls
-rmdir dirtest
+rmdir deletethisdir
 exit
+rmdir deletethisdir
+|lang="bash"
+}}
+== Use relax on a test dataset from a tutorial ==
+This follows some example data from the tutorial here [[Tutorial_for_sorting_data_stored_as_numpy_to_on-resonance_R1rho_analysis|Tutorial for sorting data stored as numpy to on resonance R1rho_analysis]]
+{{relax source|path=test_suite/shared_data/dispersion/Paul_Schanda_2015_Nov|text=Overview of directory}}
+Copy data to local dir
+{{#tag:source|
+cd $HOME
+cp -r $HOME/relax_trunk/test_suite/shared_data/dispersion/Paul_Schanda_2015_Nov .
+cd Paul_Schanda_2015_Nov
+|lang="bash"
+}}
+{{relax source|path=test_suite/shared_data/dispersion/Paul_Schanda_2015_Nov/1_tutorial_prepare_data.py|text=Prepare data}}
+{{#tag:source|
+cat 1_tutorial_prepare_data.py
+python 1_tutorial_prepare_data.py
+ls -latr
+|lang="bash"
+}}
+{{relax source|path=test_suite/shared_data/dispersion/Paul_Schanda_2015_Nov/2_tutorial_load_data.py|text=Run analysis}}
+{{#tag:source|
+cat 2_tutorial_load_data.py
+mpirun --np 2 relax_trunk --multi='mpi4py' 2_tutorial_load_data.py
+ls -latr
+|lang="bash"
+}}
+{{relax source|path=test_suite/shared_data/dispersion/Paul_Schanda_2015_Nov/3_tutorial_clustered.py|text=Run clustered analysis}}
+{{#tag:source|
+cat 3_tutorial_clustered.py
+mpirun --np 2 relax_trunk --multi='mpi4py' 3_tutorial_clustered.py
+ls -latr
+|lang="bash"
+}}
+See results
+{{#tag:source|
+cd results_cluster/final
+ls -latr
+cat phi_ex.out
+cat kex.out
 |lang="bash"
 }}
@@ Line 316: / Line 282: @@
 ===By terminal===
 <source lang="bash">
+PROJ=relax-1
+ZONE=us-central1-f
+PRID=relax
+GCC=gcc
 # Get at list of projects
 gcloud compute --project $PROJ instances list
@@ Line 339: / Line 310: @@
 ==Deploy google datalab to your server==
+{{warning|This does not work}}
 Read more here: http://techcrunch.com/2015/10/13/google-launches-cloud-datalab-an-interactive-tool-for-exploring-and-visualizing-data
@@ Line 345: / Line 318: @@
 See Location at: https://appengine.google.com/
-Start your server:
+Stop your server:
 <source lang="bash">
-gcloud compute --project $PROJ instances start --zone $ZONE $PRID
+gcloud compute --project $PROJ instances stop --zone $ZONE $PRID
-ssh $GCC
 </source>
-Cloud Datalab is deployed as an Google App Engine application module in a Google Developers Console project.
+Cloud Datalab is deployed as an Google App Engine application module in a Google Developers Console project. <br>
 [https://console.developers.google.com/flows/enableapi?apiid=compute_component&redirect=https://console.developers.google.com/&_ga=1.74861778.1584957856.1448496848 Click here to → Enable the Google Compute Engine API.]
 Visit:
@@ Line 362: / Line 333: @@
 * Launch datalab
 * Sign in
-* Deploy to your project. This takes '''10 min.'''
+* Deploy to your project.
 == See also ==
 [[Category:Installation]]