This is a placeholder page that shows you how to use this template site.
We have organized the content in multple sections.
This the multi-page printable view of this section. Click here to print.
This is a placeholder page that shows you how to use this template site.
We have organized the content in multple sections.
We provide some introductory material for Linux wich is helpful to interact with the cluster, as well as some useful comands and concepts that simplify your experinece to program and use Pi’s. Check especiall out our collection of reference cards.
Some useful information about Shells.
Learning Objectives
Topics covered
We introduce you to a number of useful shell commands. You may ask:
“Why is he so keen on telling me all about shells as I do have a beautiful GUI?”
You will soon learn that A GUI may not be that suitable if you like to manage 10, 100, 1000, 10000, … virtual machines. A commandline interface could be mcuh simpler and would allow scripting.
LINUX is a reimplementation by the community of UNIX which was developed in 1969 by Ken Thompson and Dennis Ritchie of Bell Laboratories and rewritten in C. An important part of UNIX is what is called the kernel which allows the software to talk to the hardware and utilize it.
In 1991 Linus Torvalds started developing a Linux Kernel that was initially targeted for PC’s. This made it possible to run it on Laptops and was later on further developed by making it a full Operating system replacement for UNIX.
One of the most important features for us will be to access the computer with the help of a shell. The shell is typically run in what is called a terminal and allows interaction to the computer with commandline programs.
There are many good tutorials out there that explain why one needs a linux shell and not just a GUI. Randomly we picked the first one that came up with a google query. This is not an endorsement for the material we point to, but could be a worth while read for someone that has no experience in Shell programming:
Certainly you are welcome to use other resources that may suite you best. We will however summarize in table form a number of useful commands that you may als find even as a RefCard.
We provide in the next table a number of useful commands that you want to explore. For more information simply type man and the name of the command. If you find a useful command that is missing, please add it with a Git pull request.
Command | Description |
---|---|
man command | manual page for the command |
apropos text | list all commands that have text in it |
ls | Directory listing |
ls -lisa | list details |
tree | list the directories in graphical form |
cd dirname | Change directory to dirname |
mkdir dirname | create the directory |
rmdir dirname | delete the directory |
pwd | print working directory |
rm file | remove the file |
cp a b | copy file a to b |
mv a b | move/rename file a to b |
cat a | print content of filea |
cat -n filename | print content of filea with |
line numbers | |
less a | print paged content of file a |
head -5 a | Display first 5 lines of file a |
tail -5 a | Display last 5 lines of file a |
du -hs . | show in human readable form the space used by the current directory |
df -h | show the details of the disk file system |
wc filename | counts the word in a file |
sort filename | sorts the file |
uniq filename | displays only uniq entries in the file |
tar -xvf dir | tars up a compressed version of the directory |
rsync | faster, flexible replacement for rcp |
gzip filename | compresses the file |
gunzip filename | compresses the file |
bzip2 filename | compresses the file with |
block-sorting | |
bunzip2 filename | uncompresses the file with block-sorting |
clear | clears the terminal screen |
touch filename | change file access and modification times or if file does not exist creates file |
who | displays a list of users that are currently logged on, for each user the login name, date and time of login, tty name, and hostname if not local are displayed |
whoami | displays the users effective id see also id |
echo -n string | write specified arguments to standard output |
date | displays or sets date & time, when invoked without arguments the current date and time are displayed |
logout | exit a given session |
exit | when issued at the shell prompt the shell will exit and terminate any running jobs within the shell |
kill | terminate or signal a process by sending a signal to the specified process usually by the pid |
ps | displays a header line followed by all processes that have controlling terminals |
sleep | suspends execution for an interval of time specified in seconds |
uptime | displays how long the system has been running |
time command | times the command execution in seconds |
find / [-name] file-name.txt | searches a specified path or directory with a given expression that tells the find utility what to find, if used as shown the find utility would search the entire drive for a file named file-name.txt |
diff | compares files line by line |
hostname | prints the name of the current host system |
which | locates a program file in the users path |
tail | displays the last part of the file |
head | displays the first lines of a file |
top | displays a sorted list of system processes |
locate filename | finds the path of a file |
grep ‘word’ filename | finds all lines with the word in it |
grep -v ‘word’ filename | finds all lines without the word in it |
chmod ug+rw filename | change file modes or Access Control Lists. In this example user and group are changed to read and write |
chown | change file owner and group |
history | a build-in command to list the past commands |
sudo | execute a command as another user |
su | substitute user identity |
uname | print the operating system name |
set -o emacs | tells the shell to use Emacs commands. |
chmod go-rwx file | changes the permission of the file |
chown username file | changes the ownership of the file |
chgrp group file | changes the group of a file |
fgrep text filename | searches the text in the given file |
grep -R text . | recursively searches for xyz in all files |
find . -name *.py | find all files with .py at the end |
ps | list the running processes |
kill -9 1234 | kill the process with the id 1234 |
at | que commands for later execution |
cron | daemon to execute scheduled commands |
crontab | manage the time table for execution commands with cron |
mount /dev/cdrom /mnt/cdrom | mount a filesystem from a cd rom to /mnt/cdrom |
users | list the logged in users |
who | display who is logged in |
whoami | print the user id |
dmesg | display the system message buffer |
last | indicate last logins of users and ttys |
uname | print operating system name |
date | prints the current date and time |
time command | prints the sys, real and user time |
shutdown -h “shut down” | shutdown the computer |
ping | ping a host |
netstat | show network status |
hostname | print name of current host system |
traceroute | print the route packets take to network host |
ifconfig | configure network interface parameters |
host | DNS lookup utility |
whois | Internet domain name and network number directory service |
dig | DNS lookup utility |
wget | non-interactive network downloader |
curl | transfer a URL |
ssh | remote login program |
scp | remote file copy program |
sftp | secure file transfer program |
watch command | run any designated command at regular intervals |
awk | program that you can use to select particular records in a file and perform operations on them |
sed | stream editor used to perform basic text transformations |
xargs | program that can be used to build and execute commands from STDIN |
cat some_file.json | python -m json.tool | quick and easy JSON validator |
————————————————- |
On Linux you find a rich set of manual pages for thes commands. Try to pick one and execute:
$ man ls
You will see somthing like this
LS(1) BSD General Commands Manual LS(1)
NAME
ls -- list directory contents
SYNOPSIS
ls [-ABCFGHLOPRSTUW@abcdefghiklmnopqrstuwx1] [file ...]
DESCRIPTION
For each operand that names a file of a type other than directory,
ls displays its name as well as any requested, associated
information. For each operand that names a file of type directory,
ls displays the names of files contained within that directory, as
well as any requested, associated information.
If no operands are given, the contents of the current directory are
displayed. If more than one operand is given, non-directory
operands are displayed first; directory and non-directory operands
are sorted separately and in lexicographical order.
The following options are available:
-@ Display extended attribute keys and sizes in long (-l) output.
-1 (The numeric digit ``one''.) Force output to be one entry
per line. This is the default when output is not to a terminal.
-A List all entries except for . and ... Always set for the
super-user.
-a Include directory entries whose names begin with a dot (.).
... on purpose cut ... instead try it yourslef
One of the important features is that one can execute multiple commands in the shell.
To execute command 2 once command 1 has finished use
command1; command2
To execute command 2 as soon as command 1 forwards output to stdout use
command1; command2
To execute command 1 in the background use
command1 &
These shortcuts will come in handy. Note that many overlap with emacs short cuts.
Keys | Description |
---|---|
Up Arrow | Show the previous command |
Ctrl + z | Stops the current command |
Resume with fg in the foreground | |
Resume with bg in the background | |
Ctrl + c | Halts the current command |
Ctrl + l | Clear the screen |
Ctrl + a | Return to the start of the line |
Ctrl + e | Go to the end of the line |
Ctrl + k | Cut everything after the cursor to a special clipboard |
Ctrl + y | Paste from the special clipboard |
Ctrl + d | Logout of current session, similar to exit |
Usage of a particular command and all the attributes associated with it,
use man
command. Avoid using rm -r
command to delete files
recursively. A good way to avoid accidental deletion is to include the
following in the file .bash_profile
or .zprofile
on macOS or .bashrc
on other
platforms:
alias rm='rm -i'
alias mv='mv -i'
alias h='history'
Makefiles allow developers to coordinate the execution of code compilations. This not only includes C or C++ code, but any translation from source to a final format. For us this could include the creation of PDF files from latex sources, creation of docker images, and the creation of cloud services and their deployment through simple workflows represented in makefiles, or the coordination of execution targets.
As makefiles include a simple syntax allowing structural dependencies they can easily adapted to fulfill simple activities to be executed in repeated fashion by developers.
An example of how to use Makefiles for docker is provided at
An example on how to use Makefiles for LaTeX is provided at
Makefiles include a number of rules that are defined by a target name. Let us define a target called hello that prints out the string “Hello World”.
hello:
@echo "Hello World"
Important to remember is that the commands after a target are not indented just by spaces, but actually by a single TAB character. Editors such as emacs will be ideal to edit such Makefiles, while allowing syntax highlighting and easy manipulation of TABs. Naturally other editors will do that also. Please chose your editor of choice. One of the best features of targets is that they can depend on other targets. Thus, iw we define
hallo: hello
@echo "Hallo World"
our makefile will first execute hello and than all commands in hallo. As you can see this can be very useful for defining simple dependencies.
In addition we can define variables in a makefile such as
HELLO="Hello World"
hello:
@echo $(HELLO)
and can use them in our text with $ invocations.
Moreover, in sophisticated Makefiles, we could even make the targets dependent on files and a target rules could be defined that only compiles those files that have changed since our last invocation of the Makefile, saving potentially a lot of time. However, for our work here we just use the most elementary makefiles.
For more information we recommend you to find out about it on the internet. A convenient reference card is available at
The chmod command stand for change mode and changes the access
permissions for a given file system object(s). It uses the following
syntax: chmod [options] mode[,mode] file1 [file2…]
. The option
parameters modify how the process runs, including what information is
outputted to the shell:
Option: | Description: |
---|---|
-f , --silent , --quiet | Forces process to continue even if errors occur |
-v , --verbose | Outputs for every file that is processed |
-c , --changes | Outputs when a file is changed |
--reference=RFile | Uses RFile instead of Mode values |
-R , --recursive | Make changes to objects in subdirectories as well |
--help | Show help |
--version | Show version information |
Modes specify which rights to give to which users. Potential users
include the user who owns the file, users in the file’s Group, other
users not in the file’s Group, and all, and are abbreviated as u
,
g
, o
, and a
respectively. More than one user can be specified in
the same command, such as
chmod –v ug(operator)(permissions) file.txt
.
If no user is specified, the command defaults to
a
. Next, a +
or -
indicates whether permissions should be added
or removed for the selected user(s). The permissions are as follows:
Permission: | Description: |
---|---|
r | Read |
w | Write |
x | Execute file or access directory |
X | Execute only if the object is a directory |
s | Set the user or group ID when running |
t | Restricted deletion flag or sticky mode |
u | Specifies the permissions the user who owns the file has |
g | Specifies the permissions of the group |
o | Specifies the permissions of users not in the group |
More than one permission can be also be used in the same command as follows:
$ chmod –v o+rw file.txt
Multiple files can also be specified:
$ chmod a-x,o+r file1.txt file2.txt
E.Linux.1
Familiarize yourself with the commands
E.Linux.2
Find more commands that you find useful and add them to this page.
E.Linux.3
Use the sort command to sort all lines of a file while removing duplicates.
E.Linux.4
Should there be other commands listed in the table with the Linux commands If so which? Create a pull request for them.
E.Linux.5
Write a section explaining chmod. Use letters not numbers
E.Linux.6
Write a section explaining chown. Use letters not numbers
E.Linux.7
Write a section explaining su and sudo
E.Linux.8
Write a section explaining cron, at, and crontab
Learning Objectives
Topics covered
Perl is a programming language that used to be very popular with system administrators. It predates Python. It has some very powerful regular expression abilities allowing you to easily do things on the commandline that woul otherwise thake many hours. Here ar some useful perl one line commands.
$ perl -lpe 's/\s*$//' FILENAME
$ perl -i -p -e "s/’/'/g;" *.md
^M
from file$ perl -p -i -e 's/\r\n$/\n/g'
Learning Objectives
You may use zsh on the PI, but we find it better to just use a default shell such as bash. The reaon we have included it is that it became default on macOS and many are accessing the Pis from the Mac.
Topics covered
Z shell (zsh) is an alternative to bash. It is used as an interactive shell or command interpreter. Zsh has been chosen by apple as a replacement for bash. A large number of plugins for zsh is avalable at the Web site Oh My Zsh.
Features of zsh include:
In principal it does not matter much whcih shell you use as long as you
use to set up your envireonment properly. While bash zupporst
.bash_profile
and .bashrc, zsh supports ~/.zprofile
and ~/.zshrc
A good overview of the loading process is documented at
Setting up zsh on an older OSX is relatively simple.
$ brew install zsh
To add Oh My Zsh you can do:
$ sh -c "$(curl -fsSL https://raw.githubusercontent.com/robbyrussell/oh-my-zsh/master/tools/install.sh)"
To chnge the default shell to zsh you can than execute
$ chsh -s $(which zsh)
To activate the shell you can as usal do
$ source ~/.zshrc
However if you start a new terminal, you do not have to do this as it is added automatically.
To use a number of useful plugins, you can activate them with
$ plugins=(osx git colored-man colorize pip python brew zsh-syntax-highlighting zsh-autosuggestions)
If you like to change the theme you can find a large number at
For other operationg systems see
To install zsh on Windows 10, please look at
Some useful SSH information.
Learning Objectives
For distributed computing understanding SSH is an important goal. It allows you to securely log in to your nodes on the cluster.
Topics Covered
Secure Shell is a network protocol allowing users to securely connect to remote resources over the internet. In many services we need to use SSH to assure that we protect he messages send between the communicating entities. Secure Shell is based on public key technology requiring to generate a public-private key pair on the computer. The public key will than be uploaded to the remote machine and when a connection is established during authentication the public private key pair is tested. If they match authentication is granted. As many users may have to share a computer it is possible to add a list of public keys so that a number of computers can connect to a server that hosts such a list. This mechanism builds the basis for networked computers.
In this section we will introduce you to some of the commands to utilize secure shell. We will reuse this technology in other sections to for example create a network of workstations to which we can log in from your laptop. For more information please also consult with the SSH Manual.
Whatever others tell you, the private key should never be copied to another machine. You almost always want to have a passphrase protecting your key.
The first thing you will need to do is to create a public private key pair. Before you do this check whether there are already keys on the computer you are using:
ls ~/.ssh
If there are files named id_rsa.pub or id_dsa.pub, then the keys are set up already, and we can skip the generating keys step. However you must know the passphrase of the key. If you forgot it you will need to recreate the key. However you will lose any ability to connect with the old key to the resources to which you uploaded the public key. So be careful.
To generate a key pair use the command ssh-keygen. This program is commonly available on most UNIX systems and most recently even Windows 10.
To generate the key, please type:
$ ssh-keygen -t rsa -C <comment>
The comment will remind you where the key has been created, you could for example use the hostname on which you created the key.
In the following text we will use localname to indicate the username on your computer on which you execute the command.
The command requires the interaction of the user. The first question is:
Enter file in which to save the key (/home/localname/.ssh/id_rsa):
We recommend using the default location ~/.ssh/ and the default name id_rsa. To do so, just press the enter key.
The second and third question is to protect your ssh key with a passphrase. This passphrase will protect your key because you need to type it when you want to use it. Thus, you can either type a passphrase or press enter to leave it without passphrase. To avoid security problems, you MUST chose a passphrase.
It will ask you for the location and name of the new key. It will also ask you for a passphrase, which you MUST provide. Please use a strong passphrase to protect it appropriately. Some may advise you (including teachers and TA’s) to not use passphrases. This is WRONG as it allows someone that gains access to your computer to also gain access to all resources that have the public key. Only for some system related services you may create passwordless keys, but such systems need to be properly protected.
Not using passphrases poses a security risk!
Make sure to not just type return for an empty passphrase:
Enter passphrase (empty for no passphrase):
and:
Enter same passphrase again:
If executed correctly, you will see some output similar to:
Generating public/private rsa key pair.
Enter file in which to save the key (/home/localname/.ssh/id_rsa):
Enter passphrase (empty for no passphrase):
Enter same passphrase again:
Your identification has been saved in /home/localname/.ssh/id_rsa.
Your public key has been saved in /home/localname/.ssh/id_rsa.pub.
The key fingerprint is:
34:87:67:ea:c2:49:ee:c2:81:d2:10:84:b1:3e:05:59 localname@indiana.edu
+--[ RSA 2048]----+
|.+...Eo= . |
| ..=.o + o +o |
|O. = ...... |
| = . . . |
+-----------------+
Once, you have generated your key, you should have them in the .ssh
directory. You can check it by:
$ cat ~/.ssh/id_rsa.pub
If everything is normal, you will see something like:
ssh-rsa AAAAB3NzaC1yc2EAAAADAQABAAABAQCXJH2iG2FMHqC6T/U7uB8kt
6KlRh4kUOjgw9sc4Uu+Uwe/kshuispauhfsjhfm,anf6787sjgdkjsgl+EwD0
thkoamyi0VvhTVZhj61pTdhyl1t8hlkoL19JVnVBPP5kIN3wVyNAJjYBrAUNW
4dXKXtmfkXp98T3OW4mxAtTH434MaT+QcPTcxims/hwsUeDAVKZY7UgZhEbiE
xxkejtnRBHTipi0W03W05TOUGRW7EuKf/4ftNVPilCO4DpfY44NFG1xPwHeim
Uk+t9h48pBQj16FrUCp0rS02Pj+4/9dNeS1kmNJu5ZYS8HVRhvuoTXuAY/UVc
ynEPUegkp+qYnR user@myemail.edu
The directory ~/.ssh
will also contain the private key id_rsa
which you
must not share or copy to another computer.
Never, copy your private key to another machine or check it into a repository!
To see what is in the .ssh directory, please use
$ ls ~/.ssh
Typically you will se a list of files such as
authorized_keys
id_rsa
id_rsa.pub
known_hosts
In case you need to change your change passphrase, you can simply run
ssh-keygen -p
command. Then specify the location of your current key,
and input (old and) new passphrases. There is no need to re-generate
keys:
ssh-keygen -p
You will see the following output once you have completed that step:
Enter file in which the key is (/home/localname/.ssh/id_rsa):
Enter old passphrase:
Key has comment '/home/localname/.ssh/id_rsa'
Enter new passphrase (empty for no passphrase):
Enter same passphrase again:
Your identification has been saved with the new passphrase.
Often you wil find wrong information about passphrases on the internet
and people recommending you not to use one. However it is in almost
all cases better to create a key pair and use ssh-add
to add the key to
the current session so it can be used in behalf of you. This is
accomplished with an agent.
The ssh-add
command adds SSH private keys into the SSH authentication
agent for implementing single sign-on with SSH. ssh-add allows the
user to use any number of servers that are spread across any number of
organizations, without having to type in a password every time when
connecting between servers. This is commonly used by system
administrators to login to multiple server.
ssh-add
can be run without arguments. When run without arguments, it
adds the following default files if they do exist:
~/.ssh/identity
- Contains the protocol version 1 RSA authentication
identity of the user.~/.ssh/id_rsa
- Contains the protocol version 1 RSA authentication
identity of the user.~/.ssh/id_dsa
- Contains the protocol version 2 DSA authentication
identity of the user.~/.ssh/id_ecdsa
- Contains the protocol version 2 ECDSA
authentication identity of the user.To add a key you can provide the path of the key file as an argument to ssh-add. For example,
ssh-add ~/.ssh/id_rsa
would add the file ~/.ssh/id_rsa
If the key being added has a passphrase, ssh-add
will run the
ssh-askpass
program to obtain the passphrase from the user. If the
SSH_ASKPASS
environment variable is set, the program given by that
environment variable is used instead.
Some people use the SSH_ASKPASS
environment variable in scripts to
provide a passphrase for a key. The passphrase might then be
hard-coded into the script, or the script might fetch it from a
password vault.
The command line options of ssh-add
are as follows:
Option | Description |
---|---|
-c | Causes a confirmation to be requested from the user every time the added identities are used for authentication. The confirmation is requested using ssh-askpass. |
-D | Deletes all identities from the agent. |
-d | Deletes the given identities from the agent. The private key files for the identities to be deleted should be listed on the command line. |
-e pkcs11 | Remove key provided by pkcs11 |
-L | Lists public key parameters of all identities currently represented by the agent. |
-l | Lists fingerprints of all identities currently represented by the agent. |
-s pkcs11 | Add key provided by pkcs11. |
-t life | Sets the maximum time the agent will keep the given key. After the timeout expires, the key will be automatically removed from the agent. The default value is in seconds, but can be suffixed for m for minutes, h for hours, d for days, or w for weeks. |
-X | Unlocks the agent. This asks for a password to unlock. |
-x | Locks the agent. This asks for a password; the password is required for unlocking the agent. When the agent is locked, it cannot be used for authentication. |
To not always type in your password, you can use ssh-add
as
previously discussed
It prompts the user for a private key passphrase and add it to a list of keys managed by the ssh-agent. Once it is in this list, you will not be asked for the passphrase as long as the agent is running.with your public key. To use the key across terminal shells you can start an ssh agent.
To start the agent please use the following command:
$ eval `ssh-agent`
or use
$ eval "$(ssh-agent -s)"
It is important that you use the backquote, located under the tilde (US keyboard), rather than the single quote. Once the agent is started it will print a PID that you can use to interact with later
To add the key use the command
$ ssh-add
To remove the agent use the command
kill $SSH_AGENT_PID
To execute the command upon logout, place it in your .bash_logout
(assuming you use bash).
On OSX you can also add the key permanently to the keychain if you do toe following:
ssh-add -K ~/.ssh/id_rsa
Modify the file .ssh/config
and add the following lines:
Host *
UseKeychain yes
AddKeysToAgent yes
IdentityFile ~/.ssh/id_rsa
Mac OS X comes with an ssh client. In order to use it you need to open
the Terminal.app
application. Go to Finder
, then click Go
in the
menu bar at the top of the screen. Now click Utilities
and then open
the Terminal
application.
All Linux versions come with ssh and can be used right from the terminal.
SSH is available on Raspbian. However, to ssh into the PI you have to activate it via the configuration menu.
Once the key pair is generated, you can use it to access a remote
machine. To dod so the public key needs to be added to the
authorized_keys
file on the remote machine.
The easiest way to do tis is to use the command
ssh-copy-id
.
$ ssh-copy-id user@host
Note that the first time you will have to authenticate with your password.
Alternatively, if the ssh-copy-id is not available on your system, you can copy the file manually over SSH:
$ cat ~/.ssh/id_rsa.pub | ssh user@host 'cat >> .ssh/authorized_keys'
Now try:
$ ssh user@host
and you will not be prompted for a password. However, if you set a passphrase when creating your SSH key, you will be asked to enter the passphrase at that time (and whenever else you log in in the future). To avoid typing in the password all the time we use the ssh-add command that we described earlier.
$ ssh-add
:o2: TODO: Add images to illustrate the concepts
SSH Port forwarding (SSH tunneling) creates an encrypted secure connection between a local computer and a remote computer through which services can be relayed. Because the connection is encrypted, SSH tunneling is useful for transmitting information that uses an unencrypted protocol.
If you are using the OpenSSH server:
$ vi /etc/ssh/sshd_config
and look and change the following:
AllowTcpForwarding = Yes
GatewayPorts = Yes
Set the GatewaysPorts
variable only if you are going to use remote
port forwarding (discussed later in this tutorial). Then, you need to
restart the server for the change to take effect.
If you are on:
Linux, depending upon the init system used by your distribution, run:
$ sudo systemctl restart sshd
$ sudo service sshd restart
Note that depending on your distribution, you may have to change the service to ssh instead of sshd.
Mac, you can restart the server using:
$ sudo launchctl unload /System/Library/LaunchDaemons/ssh.plist
$ sudo launchctl load -w /System/Library/LaunchDaemons/ssh.plist
Windows and want to set up a SSH server, have a look at MSYS2 or Cygwin.
There are three types of SSH Port forwarding:
Local port forwarding lets you connect from your local computer to another server. It allows you to forward traffic on a port of your local computer to the SSH server, which is forwarded to a destination server. To use local port forwarding, you need to know your destination server, and two port numbers.
Example 1:
$ ssh -L 8080:www.cloudcomputing.org:80 <host>
Where <host>
should be replaced by the name of your laptop. The -L
option specifies local port forwarding. For the duration of the SSH
session, pointing your browser at http://localhost:8080/
would send
you to http://cloudcomputing.com
Example 2:
This example opens a connection to the www.cloudcomputing.com jump
server, and forwards any connection to port 80 on the local machine to
port 80 on intra.example.com
.
$ ssh -L 80:intra.example.com:80 www.cloudcomputing.com
Example 3:
By default, anyone (even on different machines) can connect to the specified port on the SSH client machine. However, this can be restricted to programs on the same host by supplying a bind address:
$ ssh -L 127.0.0.1:80:intra.example.com:80 www.cloudcomputing.com
Example 4:
$ ssh -L 8080:www.Cloudcomputing.com:80 -L 12345:cloud.com:80 <host>
This would forward two connections, one to www.cloudcomputing.com
, the
other to www.cloud.com
. Pointing your browser at
http://localhost:8080/
would download pages from
www.cloudcomputing.com, and pointing your browser to
http://localhost:12345/
would download pages from www.cloud.com.
Example 5:
The destination server can even be the same as the SSH server.
$ ssh -L 5900:localhost:5900 <host>
The LocalForward option in the OpenSSH client configuration file can be used to configure forwarding without having to specify it on command line.
Remote port forwarding is the exact opposite of local port forwarding. It forwards traffic coming to a port on your server to your local computer, and then it is sent to a destination. The first argument should be the remote port where traffic will be directed on the remote system. The second argument should be the address and port to point the traffic to when it arrives on the local system.
$ ssh -R 9000:localhost:3000 user@clodcomputing.com
SSH does not by default allow remote hosts to forwarded ports. To
enable remote forwarding add the following to: /etc/ssh/sshd_config
GatewayPorts yes
$ sudo vim /etc/ssh/sshd_config
and restart SSH
$ sudo service ssh restart
After completing the previous steps you should be able to connect to the server
remotely, even from your local machine. ssh -R
first creates an SSH
tunnel that forwards traffic from the server on port 9000 to your
local machine on port 3000.
Dynamic port forwarding turns your SSH client into a SOCKS proxy server. SOCKS is a little-known but widely-implemented protocol for programs to request any Internet connection through a proxy server. Each program that uses the proxy server needs to be configured specifically, and reconfigured when you stop using the proxy server.
$ ssh -D 5000 user@clodcomputing.com
The SSH client creates a SOCKS proxy at port 5000 on your local computer. Any traffic sent to this port is sent to its destination through the SSH server.
Next, you’ll need to configure your applications to use this server. The Settings section of most web browsers allow you to use a SOCKS proxy.
Defaults and other configurations can be added to a configuration file that is placed in the system. The ssh program on a host receives its configuration from
~/.ssh/config
/etc/ssh/ssh_config
Next we provide an example on how to use a config file
Use SSH keys
No blank passphrases
A key for each server
Use SSH agent
So as to not to type in all the time the passphrase for a key, we recommend using ssh-agent to manage the login. This will be part of your cloud drivers license.
But shut down the ssh-agent if not in use
keep an offline backup, put encrypt the drive
E.SSH.1:
Create an SSH key pair
E.SSH.2:
Upload the public key to git repository you use.
E.SSH.3:
What is the output of a key that has a passphrase when executing the following command. Test it out on your key
$ grep ENCRYPTED ~/.ssh/id_rsa
E.SSH.4
Get an account on futuresystems.org (if you are authorized to do so). Upload your key to https://futuresystems.org. Login to india.futuresystems.org. Note that this could take some time as administrators need to approve you. Be patient.
E.SSH.5:
What can happen if you copy your private key to a machine on the network?
E.SSH.6:
Should I share my provate key with others?
E.SSH.7:
Assume I participate in a video conference call and I accidently share my private key. What should I do?
E.SSH.8:
Assume I participate in a video conference call and I accidently share my public key. What should I do?
Learning Objectives
For distributed computing understanding SSH is an important goal. It allows you to securely log in to your nodes on the cluster.
Topics Covered
For this class we recommend that you use a virtual machine via virtual box and use the Linux ssh instructions. The information here is just provided for completeness and no support will be offered for native windows support.
Windows users need to have some special software to be able to use the SSH commands. If you have one that you are comfortable with and know how to setup key pairs and access the contents of your public key, please feel free to use it.
On Windows you have a couple of options on running Linux commands such as ssh. At this time it may be worth while to try the OpenSSH Client available for Windows, although it is in beta. If you like to use other methods we have included alternatives.
software to be able to run it directly from the Windows commandline including PowerShell.
However it is as far as we know not activated by default so you need to follow some setup scripts. Also this software is considered beta and its development and issues can be found at
Fortunately, the software is already distributed with Winodws 10, but
may not yet been activated. What you have to do is to install it by
going to Settings > Apps
and click Manage optional features
under
Apps & features
.
Next, Click on the Add feature
. You will be presented with a list in
which you scroll down, till you find OpenSSH Client (Beta)
. Click on
it and invoke Install
.
After the install has completed, you can use the ssh
command. Just
type it in the commandshell or PowerShell
PS C:\Users\gregor> ssh
Naturally you can now use it just as on Linux or macOS. and use it to login to other resources
PS C:\Users\gregor> ssh myname@computer.example.com
see also the MS SSH Guide for the newest up dates.
Due to the availability of SSH on Windows 10, we no longer recommend using Cygwin SSH, PuTTY or Chocolatey. However we kept thise sections here for completness.
A realy great tool for Windows is made avalable via
Here you can find gitbash that provides you with a terminal in which you
can natively execute linux commands such as cd
, ls
and many more. It
also includes ssh
and ssh-keygen
. which you will need if you want o
interface with Linux machines hosted in a cloud.
You can also enable the Git GUI as you may be used to doing things form GUI’s. However soon you will find out why in this class we typicaly do not much via GUIs. However if you like them you can also integrate git in the Windows Explorer. This could be beneficial fo you during development of your project or keep up with what others do on git.
Makefiles can easily be accessed also on windows while installing gitbash. Please reed to the internet or search in this handbook for more information about gitbash.
:o2: Please contribute to this section on how to install make on wondows natively. Here is some information to start with Make on Windows
One established way of using ssh is from using cygwin.
http://cygwin.com/install.html Cygwin contains a collection of GNU and Open Source tools providing Linux like functionality on Windows. A DLL is available that exposes the POSIX API functionality.
A list of supported commands is available at
https://cygwin.com/packages/package_list.html Please be minded that in order for cygwin to function easily the Windows user name should not include spaces. However, as the setup in windows encourages to use the full name when you buy and setup a machine it may not be convenient to use. However, we just recommend that you create yourself a new username and use this if you like to use cygwin.
You can selectively install from the cygwin setup terminal which software you like to use, obviously you may want to use ssh
As you will see the process is somewhat cumbersome and when you compare it with the commandline tools available, we do recommend using them instead.
PuTTY allows you to access the SSH, Telnet and Rlogin network protocols from windows.
https://www.chiark.greenend.org.uk/~sgtatham/putty/latest.html Although PuTTY has been out there for many years and served the community well, it is not following the standard ssh command line syntax when invoked from a command shell.
putty -ssh user@host.name
In addition to using ssh, it also provides a copy command.
pscp user@host.name:"\"remote filename with spaces\"" local_filename
Putty is best known for its GUI configuration application to manage several machines as demonstrated next. Once you have downloaded it and opened PuTTYgen, you will be presented with a a key generator window (images provided by chameleon cloud) (see Figure [F:putty-key]{reference-type=“ref” reference=“F:putty-key”}).
\FIGURE{htb} {0.5} {images/chameleon/putty2.png} {Key generation window} {F:putty-key}
To generate a key you click the Generate button which is blue. The PuTTY Key Generator (see Figure [F:putty-pass]{reference-type=“ref” reference=“F:putty-pass”}) will then ask you to move your mouse around the program’s blank space to generate “randomness” for your key. You must enter a “Key passphrase” and then confirm the passphrase.
\FIGURE{htb} {0.5} {images/chameleon/putty3.png} {Key generation window} {F:putty-pass}
Next you need to save both the public and private keys into a file of your choice using the “Save public key” and “Save private key” buttons. We suggest you name something obvious like “public_key.pub” and “private_key” so that you can distinguish between the two.
Before closing this window, select the entire public key and copy it with “Control-C”. Please note that everything should be copied, including “ssh-rsa”. This will be used when importing the key pair to Openstack.
At this time, the public key has been created and copied. Now you can use the public key and upload it to systems you like to login to.
Another approach is to use it in Powershell with the help of chocolatey. Other options may be better suited for you and we leave it up to you to make this decision.
Chocolatey is a software management tool that mimics the install experience that you have on Linux and macOS. It has a repository with many packages. The packages are maintained by the community and you need to evaluate security implications when installing packages hosted on chocolatey just as you have to do if you install software on Linux and macOS from their repositories. Please be aware that there could be malicious code offered in the chocolatey repository although the distributors try to remove them.
The installation is sufficiently explained at
https://chocolatey.org/install Once installed you have a command choco and you should make sure you have the newest version with:
choco upgrade chocolatey
Now you can browse packages at
https://chocolatey.org/packages Search for openssh and see the results. You may find different versions. Select the one that most suits you and satisfies your security requirements as well as your architecture. Lets assume you chose the Microsoft port, than you can install it with:
choco install openssh
Naturally, you can also install cygwin and ptty over chocolatey. A list of packages can be found at
https://chocolatey.org/packages Packages of interest include
Before installing any of them evaluate if you need them and identify security risks.
Learning Objectives
Topics covered
In Linux and OSX it is possible to easly record and replay a terminal session. There are several programs that can do this. A good overview article about it is given at
From these programs we have tried
$ brew install ttyrec
$ pip install TermRecord
To use it simply invoke
$ TermRecord -o recording.html
To replay open the html page in a browser. Befor eyou publish it for example in the docs folder in a github repository, please make sure you have not exposed any information that allows others to compromise your system.
In case you use chrome you can replay it also from the commandline with
$ google-chrome /tmp/test.html
On macOS you can use the screen capture command use
OSX SHIT-COMMAND - 4 Screen capture
or say on the commandline
$ screencapture a.gif
In general it is a bad practice to use screenshots whne filing bugs. The reason is that they can not easily parsed or content can be copied to replicate the bug. Thus avoid using screenshots when using for example github issues if you can.
Learning Objectives
Topics covered
We present you with a list of useful short reference cards. This cards can be extremely useful to remind yourself about some important commands and features. Having them could simplify your interaction with the systems, We not only collected here some refcards about Linux, but also about other useful tools and services.
If you like to add new topics, let us know via your contribution (see the contribution section).
Some useful resources for creating Web Pages
Learning Objectives
Topics covered
When creating Web pages often you are looking for an easy way to organize documentation tha is in a more structured form mthan simply a blog.
For this reason the following hugo themes may be useful:
Docsy: https://themes.gohugo.io/docsy/
Compose: https://themes.gohugo.io/compose/
Learn: https://themes.gohugo.io/hugo-theme-learn/
A nice Blog theme
hugo-clarity: https://themes.gohugo.io/hugo-clarity/
Although not a documentation oriented Wen page, The following recieved our attention as it show a very dynamic look. However it could be a bit distracting.
So one could develop two repos. One as frontpage with a splashy theme, the oster tha just focusses on the documentation
The following git repo contains documentation on how to convert hugo Web sites to epub
An article in german is available at
The following script stes this up for you automatically:
git clone https://github.com/weitblick/epub.git
cd epub
cd exampleSite
mkdir themes
cd themes
git clone https://github.com/weitblick/epub.git
cd epub
rm -rf .git
rm -rf exampleSite # remove the example site in the theme
cd ../..
hugo
bash ./deploy.sh
Information about hardware to build clusters from Pis
Learning Objectives
Topics covered
Raspberry PI’s are a convenient cheap compute platform that allow us to explore create cloud clusters with various software that otherwise would not be accessible to most. The point is not to create a complex compute platform, but to create a testbed in which we can explore configuration aspects and prepare benchmarks that are run on larger and expensive cloud environments. In addition Raspberry Pis can be used as a simple Linux terminal to log into other machines.
We will give a small introduction to the platform next.
Figure 1: Pi 4B board
The board has the following properties 1:
Important for the cluster is the following comment:
We plan to purchase a number of them so we can conduct performance experiments and leverage the faster hardware. The newest Raspberry PI 3 B+ is shown in Figure 2.
Figure 2: Raspberry PI 3B+ board
The board has the following properties:
Till February 2018 the Raspberry PI 3 B was the newest model. Within this class we have access to about 100 of them. The Raspberry PI 3 B is shown in Figure 3.
Figure 3: Raspberry PI 3 B board
The board has the following properties:
In addition to the PI 3’s another interesting platform is the PI Zero, which is a very low-cost system that can serve as IoT board. However, it is also powerful enough to run more sophisticated applications on it. The newest Raspberry PI Zero is shown in Figure 4.
Figure 4: Raspbery Pi Zero 2
The board has the following properties:
The PI 4B, 3B+, 3B, and Zero come with a number of pins that can be used to attach sensors. It is convenient to have the pinout available for your project. Hence, we provide a pinout layout in Figure 5. Other Pis will have a different pinout and you will have to locate them on the internet.
Figure 5. Pi pinout
In case you need to drill wholes in cases or plexiglas for mounting, the following mounting diagram is very useful:
Detailed information about it are available at
Raspberry Pi 4 Model B specifications, https://www.raspberrypi.org/products/raspberry-pi-4-model-b/specifications ↩︎
Raspberry Pi Zero, https://www.raspberrypi.org/products/raspberry-pi-zero ↩︎
There is a large number of projects related to creating Pi clusters on the internet. They vary in size and software installed on them. Naturally a Pi cluster is a useful training and development environment for research organizations and thus many bigger projects are located at universities as well as government labs. However, we also have many projects done by enthusiasts.
We distinguish two different efforts. First, we often find projects that target the creation of cases for such clusters and second, we find projects that develop software fort these clusters. This section will provide an overview of these activities and provide links to these activities.
When looking at the placement of the wholes on the Raspberry Pi, the width between the wholes on the small side seems to be exactly 7 Lego Technic beam wholes apart. This has the advantage that one could build a quick frame form Lego pieces such as a
The cost is about $0.25 per piece = $2.74 per pi.
So if we are having 100 pis we end up with $274. However we also need still to get screw and Lego connectors which we at this time have not counted and included in this calculation.
Naturally Lego’s have been explored by others
Other ideas using Lego’s include:
Other interesting but not cluster related links include
This company has provided some larger designs for Raspberry Pi clusters and tries to create a modular system to put a number of Pis on plates that than can be connected.
Additional links which could be useful include:
An older document on how to create an MPI cluster is located at
How to set up docker swarm is documented here
We list a number of different builds from small to larger scale compute and cloud cluster resources using Raspberry Pi’s.
Although a NAS is not really a compute cluster the Pi has used many times to build a Network Attached Storage (NAS) server. In this configuration a HDD is attached to the Raspberry and the network features of the Raspberry is used to access the disk drive via software installed on the PI that make this easily possible. Many tutorials exists on the Web that help setting op such a device.
We like to hear from you if you have successfully developed such a NAS and provide us with such links. Links that may help include:
The smallest cluster we came across is actually a hybrid cluster in which 4 Pi zeros attached to a Raspberry Pi 3. This sis achieved via an add on board to the Pi 3 allowing to plug in PI=i Zeros:
The Cluster HAT (Hardware Attached on Top) allows to attach 4 Raspberry Pi Zeros via to be attached to a regular Raspberry PI 3 to simulate a small cluster.
According to the Web Site it supports the following features:
Although this setup seems rather appealing, the issue is with obtaining Pi Zeros for the regional price of $5. Typically users can only by one for that price and must pay shipping. To by more one has to buy a kit for about $20. However, for that amount of money it may just be worth while to get Pi 3’s instead of zero’s. Nevertheless the form factor is rather appealing.
Additional information can be found at:
Many instructions on the Web exist describing how to build clusters with 3 or more Pi’s. One of the considerations that we have to think about is that we may run rather demanding applications on such clusters causing heat issues. To eliminate them we must provide proper cooling. In some cluster projects cooling is not adequately addressed. Hence we like to provide an example that discusses in detail how to add a fan and what the fan has for an impact on the temperature.
From the previous Web page we find the following information as shown in the following table. From the data in the table it is clear that we need to keep the Pi from throttling while being in a case by adding a fan as obvious from experiment No. 2.
Table: Temperature comparison of fan impact
No. Case Fan Direction RPM Idle 100% Load Performance
1 no no - - 41.0C 75.5C OK (barely) 2 yes no - - 45.0C 82.5C throttles 3 yes 5V in unknown 37.9C 74.5C OK (barely) 4 yes 7V in 800 35.6C 69.5C OK 5 yes 12V in 1400 32.5C 61.1C OK 6 yes 7V out 800 34.5C 66.4C OK
Interesting is also the design of the case that uses snaps instead of screws to affix the walls to each other. The case layout can be found at:
A set of instructions on building an is available at
A company from Australia called BitScope Designs offers a number of cases that leverage their Pi Blade boards allowing up to four Pis to be put together and sharing the same power supply. The blades are shown in the next Figure. The rack to place 10 of them is shown in the Figure after that.
The cost of the blade rack is $ 795.45 + $60.00 shipping + import tax. This may originally sound expensive when compared to a single case, however as we can store 40 Pis in them and they can share the power-supply and reduce cabling we think this case is quite interesting overall due to its price-point of $20 per Pi.
Together with LANL a new cluster module that holds 144 Pis is developed. This system is targeted to be placed into a rack to create a large Pi cluster. The cost for such a module is about $15K.
The next Figure shows the module.
The next figure shows how multiple modules can be placed into a single rack.
Additional information about this form factor can be found at the following links:
Oracle has displayed at Oracle World 2019 a 1060 node Raspberry Pi Cluster.
More images are available at this (link)[https://imgur.com/gallery/wx1hZ5D]. the supercomputer features scores of racks with 21 Raspberry Pi 3 B+ boards each. The system is used to demonstrate Oracle Autonomous Linux source.
To experiment with building an elementary cluster one does not need to have a big budget. Such clusters are often dedicated to research tasks and are bound into security protocols that do not allow direct access. Instead it is possible to build such a cluster based on Raspberry Pi’s yourself if you are willing to spend the money or if you have access to Pi’s that you may loan from your department.
Table Parts lists one such possible parts list that will allow you to build a cluster for up to 5 nodes. However make sure to buy at least 3 Raspberry Pi’s with the appropriate memory. At minimum we recommend you get the 32GB SD card. We do not recommend any smaller as otherwise you will run out of memory. Additionally, you can add memory and disks on the USB ports. If you attach a HDD, make sure it has an external power supply and do not drive it from the USB power as otherwise the PI becomes unstable. A fan is at this time not yet included.
Naturally it is possible to modify the parts list and adapt. If you find better parts let us know. We have not included any case and you are welcome to share your suggestions with the class. For a case we are looking also for a good solution for a fan.
We suggest that when you build the cluster to do it on a table with a large white paper or board, or a tablecloth and take pictures of the various stages of the build so we can include it in this document.
Initially we just put Raspbian as Operating system on the SD cards and test out each PI. To do so you will naturally need an SD card writer that you can hook up to your computer if it does not have one. As you will have to potentially do this more than once it is not recommended to buy an SD card with the OS on it. Buy the SD card writer instead so you can redo the flashing of the card when needed. In addition to the SD card you need a USB mouse and keyboard and a monitor or TV with HDMI port.
Locate setup instructions and write a section in markdown that we will include here once it is finished. The section is to be managed on github.
Price | Description | URL |
---|---|---|
$29.99 | Anker 60W 6-Port USB Wall Charger, PowerPort 6 for iPhone 7 / 6s / Plus, iPad Pro / Air 2 / mini, Galaxy S7 / S6 / Edge / Plus, Note 5 / 4, LG, Nexus, HTC and More | link |
$8.90 | Cat 6 Ethernet Cable 1 ft White (6 Pack) - Flat Internet Network Cable - Jadaol Cat 6 Computer Cable short - Cat6 Ethernet Patch Lan Cable With | link |
$19.99 1 | D-link 8-Port Unmanaged Gigabit Switch (GO-SW-8G) | link |
$10.49 | SanDisk Ultra 32GB microSDHC UHS-I Card with Adapter, Grey/Red, Standard Packaging (SDSQUNC-032G-GN6MA) | link |
$8.59 | Short USB Cable, OKRAY 10 Pack Colorful Micro USB 2.0 Charging Data Sync Cable Cord for Samsung, Android Phone and Tablet, Nexus, HTC, Nokia, LG, Sony, Many Digital Cameras-0.66ft (7.87 Inch) | link |
$7.69 | 50 Pcs M2 x 20mm + 5mm Hex Hexagonal Threaded Spacer Support | link |
$7.99 | Easycargo 15 pcs Raspberry Pi Heatsink Aluminum + Copper + 3M 8810 thermal conductive adhesive tape for cooling cooler Raspberry Pi 3, Pi 2, Pi Model B+ | link |
$34.49 | Raspberry Pi 4 Model B Motherboard 8 GB (you need at least 3 of them, at least 4GB) | link |
$59.99 2 | 1TB drive | link |
$15.19 | 64GB flash | link |
$6.99 | HDMI Cable, Rankie 2-Pack 6FT Latest Standard HDMI 2.0 HDTV Cable - Supports Ethernet, 3D, 4K and Audio Return (Black) - R1108 | link |
$12.99 | AUKEY USB C Adapter, USB C to USB 3.0 Adapter Aluminum 2 Pack for Samsung Note 8 S8 S8+, Google Pixel 2 XL, MacBook Pro, Nexus 6P 5X, LG G5 V20 (Gray) | link |
$19.19 | For Raspberry Pi 3 2 TFT LCD Display, kuman 3.5 Inch 480x320 TFT Touch Screen Monitor for Raspberry Pi Model B B+ A+ A Module SPI Interface with Touch Pen SC06 | link |
1 items were replaced with similar 2 item was not available
Figure | Description |
---|---|
First, aluminum and copper heat syncs need to be attached to each Pi. The two aluminum heat syncs are attached to the Broadcom chip and the SMSC Ethernet controller located on the top of the Pi. The blades of the heat syncs are parallel to the longer side of the Pi as shown in black aluminum fanned heat syncs are attached to the top of the pi as shown. | |
Flat copper heat sync is attached to the bottom of the pi as shown. | |
After attaching the heat syncs, threaded hexagonal spacer supports are used to connect the Pis together. A fully-assembled 5-node Pi cluster is shown. | |
Each node of the cluster is then attached to the switch using an Ethernet cables and to the power supply using a USB cables. The fully wired cluster is shown. |
It is possible to create a virtual raspberry PI cluster while for example using virtual box. This requires two steps. First the deployment of a virtualized Raspberry PI. There are many resources on the internet that describe how to do that. Some of them are
The next step includes the deployment of multiple VMs emulating Raspberry’s. Naturally each should have its own name so you can distinguish them. Instead of just using the GUI, it would be important to find out how to start them from a command line as a shell script as well as tear them down.
Next you will need to make sure you can communicate from the Pi’s to each other. This is naturally the same as on a real cluster
Note: We recently set up such a cluster and found it was extremely slow on an older MacBook Pro with 16GB memory. Thus make sure you have up to date hardware and lots of memory. For this reason we recommend doing a hradware version. Also remember that some software does require a lot of memory to be allocated to the VM. Make sure that you plan ahead before you start the virtualization route. It will be frustrating to work on a real slow virtual cluster.
We list a number of different parts we found useful to build PI clusters.
The parts are collected in a YAML file located at:
You can add parts you used by doing a pull request. Please also send us a picture of your cluster.
We list a number of different parts we found useful to build PI clusters.
This section will have the list of tools and parts that we recommend you get to assemble a PI cluster
To add parts please visit the yaml file and add them to the parts list
Prices are in dollar as found at the time by an online retailers. We list only the cheapest prices found. Price updates may be listed in comments. We may round to the next largest dollar amount.
vendor | description | included | price | comment | image | |
---|---|---|---|---|---|---|
0 | Cana Kit | Raspberry Pi 4 8GBSKU: PI4-8GB | 1 | 75 | ||
1 | Amazon | Heat Sinks | 12 | 12.99 | ||
2 | Amazon | SD Card 64GB EVO Select | 1 | 9.99 | ||
3 | Amazon | SanDisk 32GB Ultra microSDHC | 1 | 10.99 | Only buy those for PI3B+, for 4 use the cheaper afaster and bigger 64GB cards | |
4 | Amazon | Duo SD Card Reader | 1 | 7.99 | ||
5 | Amazon | Compatible with Raspberry Pi 4 Power Supply with ON/Off Switch | 1 | 9.99 | ||
6 | Amazon | Compatible with Raspberry Pi 4 Power Supply with ON/Off Switch | 1 | 9.99 | cable is build in the utronics seems betetr as we can take it out | |
7 | Amazon | USB Charger 10-Port 120W | 1 | 39.99 | Warning when using the power switsh listed in the table, you must always switch it on and off from the build in switch. Never put the power supply on a power strip that has its own switch and use that switch to switch on and off via the power supply and leave the switch on the supply just open. THis coudl destroy your supply. | |
8 | Amazon | Anker 60W 6-Port USB Wall Charger | 1 | 27.99 | pay attention to get as much W as possible | |
9 | Amazon | 60 Ports USB Charging Station | 1 | 119.99 | ||
10 | Amazon | Cable with switch | 2 | 8.89 | has 2 cables included and as the 3 cable option is not available making tis a good option | |
11 | Amazon | Power USB Switch Type-C Cable | 1 | 5.89 | expensive | |
12 | Amazon | Cable with switch | 1 | 9.99 | 3 pack, unavailable | |
13 | Amazon | 4 Pack Cable with switch | 4 | 12 | these are from USB-C to USB-C to go to a USB charger you stil need a cable or converter to USB-A | |
14 | Amazon | Individual power switches | 6 | 19.99 | Please be casefull using them as they may lead to damage to PI power supplies in case of power spickes. | |
15 | Amazon | 50 Pcs M2 X 20mm + 5mm Hex Hexagonal Threaded Spacer | 50 | 11.49 | fit very good, a bit thin. This is the cheapest solution | |
16 | Amazon | Spacers | 50 | 11.85 | slightoy too big screw portion, will work, but buy oothers next time | |
17 | Amazon | HONJIE M2.5 x 11mm | 50 | 7.56 | 2 of them stacked are needed between two Pis | |
18 | Amazon | Standoffs | 10 | 5.49 | ||
19 | Amazon | CanaKit Raspberry Pi 4 Micro HDMI Cable - 6 Feet (Pack of 2) | 2 | 9.99 | ||
20 | Amazon | TP-Link 8 Port Gigabit Ethernet Network Switch | 1 | 19.99 | ||
21 | Amazon | Ethernet cable | 6 | 6.64 | ||
22 | Amazon | Case | 1 | 59.39 | The price of this case has significantly increase and is now about $139. Find alternatives. This case is used to custom fit multiple Pis. Dependent on How many PIs you fit in, buy 90 degree power cables. And get 2 feet versions or longer. To take the case shelf out you need to drill out the rivets ifrom the shelf. This case has a swing door for easy access. You wll need a USB to 12v converter to use the fans or a separate power supply for it. It may be easier to buy the $50 case without fans and buy 120mm 5V fans that you can directly attach to the USB. This case is big. | |
23 | Amazon | Fan cable | 1 | 10.99 | ||
24 | Amazon | Case 8 layers | 1 | 40 | see commend in the 8 layer case | |
25 | Amazon | Case 8 layers | 1 | 64.99 | not recommend due to to not able to use the faster SD Cards, works well for PI3B+. For PI4 and 64GB card the voltage of the SDCard needs to be increased, but that means its slower | |
26 | Amazon | Case 8 layers | 1 | 90 | see comment in 8 layer case | |
27 | Amazon | Case 8 layers | 1 | 12 | Heat Sinks and fans included | |
28 | Amazon | Cloudlet Case, 7 Pi | 1 | 70 | ||
29 | Amazon | Utronics 1U Rack mount, 4 Pi’s | 1 | 40 | ||
30 | Amazon | Utronics 1U Rack mount with HDMI redirection, 4 Pi’s | 1 | 60 | ||
31 | Amazon | UCTRONICS 19 inch 3U Rack Mount | 1 | 125 | Comes only 8 trays that costs $100 and will have an open gap if you do not buy an extra 4 trays for $25. The frame can hold 12 trays | |
32 | Amazon | MyElectronics 3U Rackmount, 12 Pi’s | 1 | 139 | see also UTRONICS |
We list tu build a 3 node cluster with PI4 8GB
This section will have the list of tools and parts that we recommend you get to assemble a PI cluster
Note: If you at a later time like to update to more than 6 nodes, you need a different power supply or buy a second one of these. See our 8 node cluster list for an alternative.
To add parts please visit the yaml file and add them to the parts list
Prices are in dollar as found at the time on online retailers.
https://github.com/cloudmesh/pi/blob/main/parts/README-parts-list.yml
vendor | description | included | price | count | total | comment | image | |
---|---|---|---|---|---|---|---|---|
0 | Cana Kit | Raspberry Pi 4 8GBSKU: PI4-8GB | 1 | 75.0 | 3 | 225.0 | ||
1 | Amazon | Heat Sinks | 1 | 12.99 | 1 | 12.99 | ||
2 | Amazon | SD Card 64GB EVO Select | 1 | 9.99 | 3 | 29.97 | ||
3 | Amazon | Duo SD Card Reader | 1 | 7.99 | 1 | 7.99 | ||
4 | Amazon | Compatible with Raspberry Pi 4 Power Supply with ON/Off Switch | 1 | 9.99 | 3 | 29.97 | ||
5 | Amazon | 50 Pcs M2 X 20mm + 5mm Hex Hexagonal Threaded Spacer | 50 | 11.49 | 1 | 11.49 | fit very good, a bit thin | |
6 | Amazon | CanaKit Raspberry Pi 4 Micro HDMI Cable - 6 Feet (Pack of 2) | 2 | 9.99 | 1 | 9.99 | ||
7 | Amazon | TP-Link 8 Port Gigabit Ethernet Network Switch | 1 | 19.99 | 1 | 19.99 | ||
8 | Amazon | Ethernet cable | 6 | 6.64 | 1 | 6.64 | ||
9 | ======== | |||||||
10 | 354.03 |
We list tu build a 8 node cluster with PI4 8GB
This section will have the list of tools and parts that we recommend you get to assemble a PI cluster
Prices are in dollar as found at the time on online retailers.
To add parts please visit the yaml file and add them to the parts list
vendor | description | included | price | count | total | comment | image | |
---|---|---|---|---|---|---|---|---|
0 | Cana Kit | Raspberry Pi 4 8GBSKU: PI4-8GB | 1 | 75.0 | 8 | 600.0 | ||
1 | Amazon | Heat Sinks | 12 | 12.99 | 1 | 12.99 | ||
2 | Amazon | SD Card 64GB EVO Select | 1 | 9.99 | 8 | 79.92 | ||
3 | Amazon | SanDisk 32GB Ultra microSDHC | 1 | 10.99 | 8 | 87.92 | Only buy those for PI3B+, for 4 use the cheaper afaster and bigger 64GB cards | |
4 | Amazon | Duo SD Card Reader | 1 | 7.99 | 1 | 7.99 | ||
5 | Amazon | USB Charger 10-Port 120W | 1 | 39.99 | 1 | 39.99 | Warning when using the power switsh listed in the table, you must always switch it on and off from the build in switch. Never put the power supply on a power strip that has its own switch and use that switch to switch on and off via the power supply and leave the switch on the supply just open. THis coudl destroy your supply. | |
6 | Amazon | Cable with switch | 2 | 8.89 | 4 | 35.56 | has 2 cables included and as the 3 cable option is not available making tis a good option | |
7 | Amazon | CanaKit Raspberry Pi 4 Micro HDMI Cable - 6 Feet (Pack of 2) | 2 | 9.99 | 1 | 9.99 | ||
8 | Amazon | TP-Link 8 Port Gigabit Ethernet Network Switch | 1 | 19.99 | 1 | 19.99 | ||
9 | Amazon | Ethernet cable | 6 | 6.64 | 2 | 13.28 | ||
10 | ======== | |||||||
11 | 907.63 |
Here we collect some software that relates to cluster computing and PI’s.
Learning Objective
We will learn to create a REST service automatically from pyton functionsq with the help of cloudmesh-openapi. We use as example a Pipeline Anova SVM from which we generate an openapi server, and subsequently train the model with data and make predictions from said data. All code needed for this is provided in the cloudmesh-openapi repository. The code is largely based on this sklearn example. This includes
cms openapi
for existing python codeTopics Covered
It is also assumed that the user has installed and has familiarity with the following:
First, let us ensure we are in the correct directory. If you followed
the cloudmesh-openapi installation directions as dictated in the
installation guide,
simply navigate to the root directory of cloudmesh-openapi
. Notice
how we are still working in our python virtual environment ENV3
from
the installation guide.
(ENV3) > pwd
~/cm/cloudmesh-openapi
Let us take a look at the PipelineAnova SVM example code.
A Pipeline is a pipeline of transformations to apply with a final estimator. Analysis of variance (ANOVA) is used for feature selection. A Support vector machine SVM is used as the actual learning model on the features.
Use your favorite editor to look at it (whether it be vscode, vim, nano, etc). We will use emacs
(ENV3) > emacs ./tests/Scikitlearn-experimental/sklearn_svm.py
The class within this file has two main methods to interact with (except for the file upload capability which is added at runtime)
@classmethod
def train(cls, filename: str) -> str:
"""
Given the filename of an uploaded file, train a PipelineAnovaSVM
model from the data. Assumption of data is the classifications
are in the last column of the data.
Returns the classification report of the test split
"""
# some code...
@classmethod
def make_prediction(cls, model_name: str, params: str):
"""
Make a prediction based on training configuration
"""
# some code...
Note the parameters that each of these methods takes in. These parameters are expected as part of the stateless request for each method.
Let us now use the python code from above to create the openapi YAML file that we will deploy onto our server. To correctly generate this file, use the following command:
(ENV3) > cms openapi generate PipelineAnovaSVM
\ --filename=./tests/Scikitlearn-experimental/sklearn_svm.py
\ --import_class
\ --enable_upload
Let us digest the options we have specified:
--filename
indicates the path to the python file in which our code
is located--import_class
notifies cms openapi
that the YAML file is generated
from a class. The name of this class is specified as
PipelineAnovaSVM
--enable_upload
allows the user to upload files to be stored on
the server for reference. This flag causes cms openapi
to
auto-generate a new python file with the upload
method appended to
the end of the file. For this example, you will notice a new file
has been added in the same directory as sklearn_svm.py
. The file
is aptly called: sklearn_svm_upload-enabled.py
If Section 2 above was correctly, cms will have generated the corresponding openapi YAML file. Let us take a look at it.
(ENV3) > emacs ./tests/Scikitlearn-experimental/sklearn_svm.yaml
This YAML file has a lot of information to digest. The basic structure is documented here. However, it is not necessary to understand this information to deploy RESTful APIs.
However, take a look at paths:
on line 9 in this file. Under this
section, we have several different endpoints for our API
listed. Notice the correlation between the endpoints and the python
file we generated from.
Using the YAML file from Section 2, we can now start the server.
(ENV3) > cms openapi server start ./tests/Scikitlearn-experimental/sklearn_svm.yaml
The server should now be active. Navigate to http://localhost:8080/cloudmesh/ui.
We now have a nice user inteface to interact with our newly generated
API. Let us upload the data set. We are going to use the iris data set
in this example. We have provided it for you to use. Simply navigate
to the /upload
endpoint by clicking on it, then click Try it out.
We can now upload the file. Click on Choose File and upload the data
set located at ./tests/Scikitlearn-experimental/iris.data
. Simply
hit Execute after the file is uploaded. We should then get a 200
return code (telling us that everything went ok).
The server now has our dataset. Let us now navigate to the /train
endpoint by, again, clicking on it. Similarly, click Try it out
. The
parameter being asked for is the filename. The filename we are
interested in is iris.data. Then click execute. We should get another
200
return code with a Classification Report in the Response Body.
We now have a trained model on the iris data set. Let us now use it to
make predictions. The model expects 4 attribute values: sepal length,
seapl width, petal length, and petal width. Let us use the values
5.1, 3.5, 1.4, 0.2
as our attributes. The expected classification is
Iris-setosa
.
Navigate to the /make_prediction
endpoint as we have with other
endpoints. Again, let us Try it out
. We need to provide the name of
the model and the params (attribute values). For the model name, our
model is aptly called iris
(based on the name of the data set).
As expected, we have a classification of Iris-setosa
.
At this point, we have created and trained a model using cms openapi
. After satisfactory use, we can shut down the server. Let us
check what we have running.
(ENV3) > cms openapi server ps
openapi server ps
INFO: Running Cloudmesh OpenAPI Servers
...
[{'name': 'sklearn_svm', 'pid': 7496, 'spec': './tests/Scikitlearn-experimental/sklearn_svm.yaml'}]
+-------------+------+--------------------------------------------------+
| name | pid | spec |
+-------------+------+--------------------------------------------------+
| sklearn_svm | 7496 | ./tests/Scikitlearn- |
| | | experimental/sklearn_svm.yaml |
+-------------+------+--------------------------------------------------+
We can stop the server with the following command:
(ENV3) > cms openapi server stop sklearn_svm
We can verify the server is shut down by running the ps
command again.
(ENV3) >
openapi server ps
INFO: Running Cloudmesh OpenAPI Servers
[]
None
Many ML models follow the same basic process for training and testing:
Using the PipelineAnovaSVM code as a template, write python code for a new model and deploy it as a RESTful API as we have done above. Train and test your model using the provided iris data set. There are plenty of examples that can be referenced here
Learning Objectives
Topics covered
Learning Objectives
WARNING: This program is designed for a Raspberry Pi. Instructions to use Linux are included in the FAQ. We are working on support for macOS and Windows 10. If you want to help us port to any of these OSes, please contact laszewski@gmail.com
get
script?cms burn
is a program to burn many SD cards for the preparation of
building clusters with Raspberry Pi’s. It allows users to create
readily bootable SD cards that have the network configured and contain a
public ssh key from your machine that you used to configure the
cards. Thus, little setup is needed for a cluster. Another
unique feature is that you can burn multiple cards in a row, each with
their individual setup such as hostnames and ipadresses.
Commands proceeded with pi@mangerpi:$
are to be executed on the
Rasperry Pi with the name managerpi.
Commands with (ENV3) pi@managerpi:$
are to be executed in a virtula ENV
using Python 3 on the Raspberry Pi with the name managerpi
To provide you with a glimpse on what you can do with cms burn, we have provided this quickstart guide that will create one manager PI and several workers.
This setup is intended for those who have restricted access to their home network (ie. cannot access router controls). For example, those on campus WiFis or regulated apartment WiFis.
The Figure 1 describes our network configuration. We have 5 Raspberry Pi 4s: 1 manager and 4 workers. We have WiFi access, but we do not necessarily have access to the router’s controls.
We also have a network switch, where the manager and workers can communicate locally, but we will also configure the manager to provide internet access to devices on the network switch via a “network bridge”.
Figure 1: Pi Cluster setup with bridge network
For the quickstart we have the following requirements:
SD Cards and Raspberry Pis
You will need an SD card writer (USB-A) to burn new cards We recommend that you invest in a USB 3.0 SDCard writer as they are significantly faster and you can resuse them on PI'4s
First we need to configure the Manager Pi
Step 0. Burn Manager Pi SD Card
Using Raspberry Pi imager, burn an SD card with Raspberry Pi OS (32-bit) with desktop and recommended applications. You may use your normal system to burn such a card including Windows, macOS, or Linux.
You will then want a method of accessing this manager Pi. You may either use SSH (recommended) or monitor desktop environment (easiest) to access it. We highly recommend changing the password on the Pi as soon as you have access. This is because the pi is initialized with default user pi
and default password raspberry
. This is critical if you are on a shared network where anyone can attempt to access your pi.
Monitor Desktop Environment: You will need a monitor, keyboard, and mouse. This is the easiest approach as Raspberry Pi OS provides a very nice user interface with an easy-to-follow setup process for connecting to WiFi and other such tasks.
SSH Environment: You may consider enabling SSH access to your Pi so that you may access the file system from your preferred machine.
Headless Configuration: See section 3 of enabling ssh for instructions on how to enable SSH headlessly. Similarly, how to enable WiFi headlessly. Additionally you can check out the FAQ for step-by-step instructions. Using Pi Imager to setup a Manager Pi with headless access.
Update the firmware: See the FAQ [How to update firmware?]> (#how-to-update-firmware)
Step 1. Installing Cloudmesh on the Manager Pi
Open a new terminal screen on the Manager Pi. Here we assume the hostname is managerpi
. However, this is of no importance in relation to topics of this guide.
Update pip. The simple curl command below will generate an ssh-key, update your system, and install cloudmesh.
pi@managerpi:~ $ pip install pip -U
pi@managerpi:~ $ curl -Ls http://cloudmesh.github.io/get/pi | sh -
This will take a moment…
Step 2. Reboot
The installation script updates your system. Reboot for effect.
pi@managerpi:~ $ sudo reboot
Step 3. Download the latest Raspberry Pi Lite OS
The following command will download the latest images for Raspberry Lite OS.
(ENV3) pi@managerpi:~ $ cms burn image get latest-lite
We can verify our image’s downloaded with the following.
(ENV3) pi@managerpi:~ $ cms burn image ls
Note. For our cluster we use light, but if you like to use other versions please see this note. We can use the following command to list the current Raspberry Pi OS versions (full and lite)
(ENV3) pi@managerpi:~ $ cms burn image versions --refresh
This will list the Tags and Types of each available OS. We can then modify the
image get
command for versions we are interested in. For example,(ENV3) pi@managerpi:~ $ cms burn image get full-2020-05-28
Step 4. Setup SD Card Writer
Plug your SD Card Writer into the Pi. Ensure you have an SD Card inserted into your writer. Run the following command to find the path to your SD Card.
(ENV3) pi@managerpi:~ $ cms burn info
...
# ----------------------------------------------------------------------
# SD Cards Found
# ----------------------------------------------------------------------
+----------+----------------------+----------+-----------+-------+------------------+---------+-----------+-----------+
| Path | Info | Readable | Formatted | Empty | Size | Aaccess | Removable | Writeable |
+----------+----------------------+----------+-----------+-------+------------------+---------+-----------+-----------+
| /dev/sda | Generic Mass-Storage | True | True | False | 64.1 GB/59.7 GiB | True | True | |
+----------+----------------------+----------+-----------+-------+------------------+---------+-----------+-----------+
cms burn info
has other useful information, but for the purposes of this guide we omit it.
We can see from the information displayed that our SD card’s path is
/dev/sda
. Of course, this may vary.
Step 0. Ensure the first SD card is inserted into the burner.
We can run cms burn info
again as we did above to verify our SD
card is connected.
Step 1. Burning the Cards
cms burn
supports logical incremenation of numbers/characters.
For example, red00[1-2]
is interpreted by cms burn as [red001, red002]
.
Similarly, red[a-c]
is interpreted by cms burn as [reda, redb, redc]
.
We can burn 2 SD cards as follows:
!! WARNING VERIFY THE DEVICE IS CORRECT. REFER TO CMS BURN !!
(ENV3) pi@managerpi:~ $ cms burn create --hostname=red00[1-4] --ip=10.1.1.[2-5] --device=/dev/sda --tag=latest-lite
The user will be prompted to swap the SD cards after each card burn if there are still remaining cards to burn.
Step 2. Boot the cluster
After all cards are burned. Turn off the cluster, insert the cards, and turn the cluster back on.
We can now proceed to the next section where we configure our bridge.
Figure 1 depicts how the network is set up with the help of the bridge command.
Figure 1: Networking Bridge
Step 0. Review and Setup
At this point we assume that you have used cms burn
to create all SD
cards for the Pi’s with static IP addresses in the subnet range
10.1.1.0/24
(excluding 10.1.1.1
. See step 1 for details)
We are also continuing to use managerpi
(which is where we burn the
worker SD cards).
We will now use cms bridge
to connect the worker Pis to the
internet. Let us again reference the diagram of our network setup. You
should now begin connecting your Pis together via network switch
(unmanaged or managed) if you have not done so already. Ensure that
managerpi
is also connected into the network switch.
We will assign the eth0 interface of the managerpi
to be 10.1.1.1, and it
will act as the default gateway for the workers. The workers IPs were set
during the create command.
Step 1. Configuring our Bridge
We can easily create our bridge as follows.
(ENV3) pi@managerpi:~ $ cms bridge create --interface='wlan0'
We should now reboot.
(ENV3) pi@managerpi:~ $ sudo reboot
Note the
--interface
option indicates the interface used by the manager pi to access the internet. In this case, since we are using WiFi, it is likelywlan0
. Other options such aseth0
andeth1
exist for ethernet connections.
Step 2. Verifying internet connection
We should now be able to see our workers.
arp -a
Note it may take a few minutes for them to populate in the neighbor table. If you want to speed this up try to ping them individually.
ping red001
At this point, our workers should have internet access. Let us SSH into one and ping google.com to verify. Ensure you have booted your workers and connected them to the same network switch as the manager.
(ENV3) pi@managerpi:~ $ ssh red001
pi@red001:~ $ ping google.com
PING google.com (142.250.64.238) 56(84) bytes of data.
64 bytes from mia07s57-in-f14.1e100.net (142.250.64.238): icmp_seq=1 ttl=106 time=48.2 ms
64 bytes from mia07s57-in-f14.1e100.net (142.250.64.238): icmp_seq=2 ttl=106 time=48.3 ms
64 bytes from mia07s57-in-f14.1e100.net (142.250.64.238): icmp_seq=3 ttl=106 time=47.9 ms
64 bytes from mia07s57-in-f14.1e100.net (142.250.64.238): icmp_seq=4 ttl=106 time=47.10 ms
64 bytes from mia07s57-in-f14.1e100.net (142.250.64.238): icmp_seq=5 ttl=106 time=48.5 ms
^C
--- google.com `ping statistics ---
5 packets transmitted, 5 received, 0% packet loss, time 9ms
rtt min/avg/max/mdev = 47.924/48.169/48.511/0.291 ms
Note how we are able to omit the pi user and .local extension. We have successfuly configured our bridge. Our pis are now ready to cluster.
One important aspect of a cluster is to setup authentication via ssh in a convenient way, so we can easily login from the laptop to each of the PI workers and the PI manager. Furthermore, we like to be able to login from the PI manager to each of the workers. In addition, we like to be able to login between the workers.
We have chosen a very simple setup while relying on ssh tunnel.
To simplify the setup of this we have developed a command cms host
that gathers and scatters keys onto all machines, as well as sets up
the tunnels.
It is essential that that the key on the laptop must not be password less. This is also valid for any machine that is directly added to the network such as in the mesh notwork.
To avoid password less keys we recommend you to use ssh-add
or ssh-keychain
which will ask you for one.
The manual page for cms host
is provided in the Manual Pages
section.
Step 1. On the manager create ssh keys for each of the workers.
(ENV3) pi@managerpi:~ $ cms host key create red00[1-3]
Step 2. On the manager gather the worker, manager, and your laptop public ssh keys into a file.
(ENV3) pi@managerpi:~ $ cms host key gather red00[1-3],you@yourlaptop.local keys.txt
Step 3. On the manager scatter the public keys to all the workers and manager ~/.ssh/authorized_hosts file
(ENV3) pi@managerpi:~ $ cms host key scatter red00[1-3],localhost keys.txt
Step 4. Remove undeeded keys.txt file
(ENV3) pi@managerpi:~ $ rm keys.txt
Step 5. Verify SSH reachability from worker to manager and worker to worker.
(ENV3) pi@managerpi:~ $ ssh red001
pi@red001:~ $ ssh managerpi.local
BUG: The workers still currently still need to use .local after names. This will be resolved by the inventory create update.
(ENV3) pi@managerpi:~ $ exit
pi@red001:~ $ ssh red002.local
pi@red002:~ $ exit
pi@red001:~ $ exit
Step 6. (For Bridge setup) Create SSH tunnels on the manager to enable ssh acces from your laptop to the workers
For now we manually install autossh, to test the new cms host tunnel program. Later we add it to the main manager setup script.
(ENV3) pi@managerpi:~ $ yes y | sudo apt install autossh
(ENV3) pi@managerpi:~ $ cms host tunnel create red00[1-3]
Step 7. (For Bridge setup) Copy the specified command output to
your ~/.ssh/config
file on your laptop
host tunnel create red00[1-3]
Using wlan0 IP = 192.168.1.17
Using cluster hostname = managerpi
Tunnels created.
Please place the following in your remote machine's (i.e. laptop)
`~/.ssh/config` file to alias simple ssh access (i.e. `ssh red001`).
# ----------------------------------------------------------------------
# copy to ~/.ssh/config on remote host (i.e laptop)
# ----------------------------------------------------------------------
Host red001
HostName managerpi.local
User pi
Port 8001
Host red002
HostName managerpi.local
User pi
Port 8002
Host red003
HostName managerpi.local
User pi
Port 8003
Note: We will in future provide an addition to the command so you can remove and add them directly from the commandline
cms host tunnel config create red00[1-3] cms host tunnel config delete red00[1-3]
Step 8. (For Bridge setup) Verify SSH reachability from the laptop to workers
you@yourlaptop:~ $ ssh red001
burn
commandNote to execute the command on the commandline you have to type in
cms burn
and not jsut burn
.
burn firmware check
burn firmware update
burn install
burn load --device=DEVICE
burn format --device=DEVICE
burn imager [TAG...]
burn mount [--device=DEVICE] [--os=OS]
burn unmount [--device=DEVICE] [--os=OS]
burn network list [--ip=IP] [--used]
burn network
burn info [--device=DEVICE]
burn image versions [--refresh] [--yaml]
burn image ls
burn image delete [--image=IMAGE]
burn image get [--url=URL] [TAG...]
burn backup [--device=DEVICE] [--to=DESTINATION]
burn copy [--device=DEVICE] [--from=DESTINATION]
burn shrink [--image=IMAGE]
burn create [--image=IMAGE]
[--device=DEVICE]
[--hostname=HOSTNAME]
[--ip=IP]
[--sshkey=KEY]
[--blocksize=BLOCKSIZE]
[--dryrun]
[--passwd=PASSWD]
[--ssid=SSID]
[--wifipassword=PSK]
[--format]
[--tag=TAG]
[--inventory=INVENTORY]
[--name=NAME]
burn sdcard [TAG...] [--device=DEVICE] [--dryrun]
burn set [--hostname=HOSTNAME]
[--ip=IP]
[--key=KEY]
burn enable ssh
burn wifi --ssid=SSID [--passwd=PASSWD] [--country=COUNTRY]
burn check [--device=DEVICE]
burn mac --hostname=HOSTNAME
Options:
-h --help Show this screen.
--version Show version.
--image=IMAGE The image filename,
e.g. 2019-09-26-raspbian-buster.img
--device=DEVICE The device, e.g. /dev/sdX
--hostname=HOSTNAME The hostname
--ip=IP The IP address
--key=KEY The name of the SSH key file
--blocksize=BLOCKSIZE The blocksise to burn [default: 4M]
Arguments:
TAG Keyword tags to identify an image
[default: latest]
Files:
This is not fully thought through and needs to be documented
~/.cloudmesh/images
Location where the images will be stored for reuse
Description:
cms burn create --inventory=INVENTORY --device=DEVICE --name=NAME
Will refer to a specified cloudmesh inventory file (see cms help inventory).
Will search the configurations for NAME inside of INVENTORY and will burn
to DEVICE. Supports parameter expansion.
cms burn create --passwd=PASSWD
if the passwd flag is added the default password is
queried from the commandline and added to all SDCards
if the flag is omitted login via the password is
disabled and only login via the sshkey is allowed
Network
cms burn network list
Lists the ip addresses that are on the same network
+------------+---------------+----------+-----------+
| Name | IP | Status | Latency |
|------------+---------------+----------+-----------|
| Router | 192.168.1.1 | up | 0.0092s |
| iPhone | 192.168.1.4 | up | 0.061s |
| red01 | 192.168.1.46 | up | 0.0077s |
| laptop | 192.168.1.78 | up | 0.058s |
| unkown | 192.168.1.126 | up | 0.14s |
| red03 | 192.168.1.158 | up | 0.0037s |
| red02 | 192.168.1.199 | up | 0.0046s |
| red | 192.168.1.249 | up | 0.00021s |
+------------+----------------+----------+-----------+
cms burn network list [--used]
Lists the used ip addresses as a comma separated parameter
list
192.168.50.1,192.168.50.4,...
cms burn network address
Lists the own network address
+---------+----------------+----------------+
| Label | Local | Broadcast |
|---------+----------------+----------------|
| wlan0 | 192.168.1.12 | 192.168.1.255 |
+---------+----------------+----------------+
cms burn firmware check
checks if the firmware on the Pi is up to date
cms burn firmware update
checks and updates the firmware on the Pi
cms burn install
installs a program to shrink img files. THis is
useful, after you created a backup to make the
backup smaller and allow faster burning in case of
recovery
cms burn load --device=DEVICE
loads the sdcard into the USB drive. Thi sis similar to
loading a cdrom drive. It s the opposite to eject
cms burn format --device=DEVICE
formats the SDCard in the specified device. Be
careful it is the correct device. cms burn info
will help you to identifying it
cms burn mount [--device=DEVICE] [--os=OS]
mounts the file systems available on the SDCard
cms burn unmount [--device=DEVICE] [--os=OS]
unmounts the mounted file systems from the SDCard
cms burn info [--device=DEVICE]
provides useful information about the SDCard
cms burn image versions [--refresh] [--yaml]
The images that you like to burn onto your SDCard
can be cached locally with the image command. The
available images for the PI can be found when
using the --refresh option. If you do not specify
it it reads a copy of the image list from our
cache
cms burn image ls
Lists all downloaded images in our cache. You can
download them with the cms burn image get command
cms burn image delete [--image=IMAGE]
deletes the specified image. The name can be found
with the image ls command
cms burn image get [--url=URL] [TAG...]
downloads a specific image or the latest
image. The tag are a number of words separated by
a space that must occur in the tag that you find
in the versions command
cms burn backup [--device=DEVICE] [--to=DESTINATION]
backs up a SDCard to the given location
cms burn copy [--device=DEVICE] [--from=DESTINATION]
copies the file form the destination on the SDCard
this is the same as the SDCard command. we will in
future remove one
cms burn shrink [--image=IMAGE]
shrinks the size of a backup or image file that
is on your local file system. It can only be used
for .img files
cms burn create [--image=IMAGE]
[--device=DEVICE]
[--hostname=HOSTNAME]
[--ip=IP]
[--sshkey=KEY]
[--blocksize=BLOCKSIZE]
[--dryrun]
[--passwd=PASSWD]
[--ssid=SSID]
[--wifipassword=PSK]
[--format]
This command not only can format the SDCard, but
also initializes it with specific values
cms burn sdcard [TAG...] [--device=DEVICE] [--dryrun]
this burns the sd card, see also copy and create
cms burn set [--hostname=HOSTNAME]
[--ip=IP]
[--key=KEY]
[--mount=MOUNTPOINT]
this sets specific values on the sdcard after it
has ben created with the create, copy or sdcard
command
a --ssh is missing from this command
cms burn enable ssh [--mount=MOUNTPOINT]
this enables the ssh server once it is booted
cms burn wifi --ssid=SSID [--passwd=PASSWD] [--country=COUNTRY]
this sets the wifi ssid and password after the card
is created, copied, or the sdcard is used.
The option country option expects an ISO 3166-1
two digit country code. The default is "US" and
the option not required if suitable. See
https://en.wikipedia.org/wiki/ISO_3166-1 for other
countries.
cms burn check [--device=DEVICE]
this command lists the parameters that were set
with the set or create command
Examples: ( \ is not shown)
> cms burn create --image=2019-09-26-raspbian-buster-lite
> --device=/dev/mmcblk0
> --hostname=red[5-7]
> --ip=192.168.1.[5-7]
> --sshkey=id_rsa
> cms burn image get latest
> cms burn image get https://downloads.raspberrypi.org/
> raspbian_lite/images/
> raspbian_lite-2018-10-11/2018-10-09-raspbian-stretch-lite.zip
> cms burn image delete 2019-09-26-raspbian-buster-lite
bridge
commandNote to execute the command on the commandline you have to type in
cms bridge
and not jsut bridge
.
Options:
--interface=INTERFACE The interface name [default: eth1]
You can also specify wlan0 if you want
to bridge through WIFI on the manager
eth0 requires a USB to WIFI adapter
--ip=IP The ip address to assign on the eth0 interface,
ie. the listening interface [default: 10.1.1.1]
--dns=NAMESERVER The ip address of a nameserver to set statically
For example, --dns=8.8.8.8,8.8.4.4 will use google
nameservers
Description:
Command used to set up a bride so that all nodes route the traffic
trough the manager PI.
bridge create [--interface=INTERFACE] [--ip=IP] [--dns=NAMESERVER]
creates the bridge on the current device.
A reboot is required.
host
commandNote to execute the command on the commandline you have to type in
cms host
and not jsut host
.
host scp NAMES SOURCE DESTINATION [--dryrun]
host ssh NAMES COMMAND [--dryrun] [--output=FORMAT]
host config NAMES [IPS] [--user=USER] [--key=PUBLIC]
host check NAMES [--user=USER] [--key=PUBLIC]
host key create NAMES [--user=USER] [--dryrun] [--output=FORMAT]
host key list NAMES [--output=FORMAT]
host key gather NAMES [--authorized_keys] [FILE]
host key scatter NAMES FILE
host tunnel create NAMES [--port=PORT]
host mac NAMES [--eth] [--wlan] [--output=FORMAT]
This command does some useful things.
Arguments:
FILE a file name
Options:
--dryrun shows what would be done but does not execute
--output=FORMAT the format of the output
--port=PORT starting local port for tunnel assignment
Description:
host scp NAMES SOURCE DESTINATION
TBD
host ssh NAMES COMMAND
runs the command on all specified hosts
Example:
ssh red[01-10] "uname -a"
host key create NAMES
create a ~/.ssh/id_rsa and id_rsa.pub on all hosts specified
Example:
ssh key create "red[01-10]"
host key list NAMES
list all id_rsa.pub keys from all hosts specifed
Example:
ssh key list red[01-10]
host key gather HOSTS FILE
gathers all keys from file FILE including the one from localhost.
ssh key gather "red[01-10]" keys.txt
host key scatter HOSTS FILE
copies all keys from file FILE to authorized_keys on all hosts,
but also makes sure that the users ~/.ssh/id_rsa.pub key is in
the file.
1) adds ~/.id_rsa.pub to the FILE only if its not already in it
2) removes all duplicated keys
Example:
ssh key scatter "red[01-10]"
host key scp NAMES FILE
copies all keys from file FILE to authorized_keys on all hosts
but also makes sure that the users ~/.ssh/id_rsa.pub key is in
the file and removes duplicates, e.g. it calls fix before upload
Example:
ssh key list red[01-10] > pubkeys.txt
ssh key scp red[01-10] pubkeys.txt
host config NAMES IPS [--user=USER] [--key=PUBLIC]
generates an ssh config file tempalte that can be added to your
.ssh/config file
Example:
cms host config "red,red[01-03]" "198.168.1.[1-4]" --user=pi
host check NAMES [--user=USER] [--key=PUBLIC]
This command is used to test if you can login to the specified
hosts. It executes the hostname command and compares it.
It provides a table with a sucess column
cms host check "red,red[01-03]"
+-------+---------+--------+
| host | success | stdout |
+-------+---------+--------+
| red | True | red |
| red01 | True | red01 |
| red02 | True | red02 |
| red03 | True | red03 |
+-------+---------+--------+
host tunnel create NAMES [--port=PORT]
This command is used to create a persistent local port
forward on the host to permit ssh tunnelling from the wlan to
the physical network (eth). This registers an autossh service in
systemd with the defualt port starting at 8001.
Example:
cms host tunnel create red00[1-3]
host mac NAMES
returns the list of mac addresses of the named pis.
pi
commandNote to execute the command on the commandline you have to type in
cms pi
and not jsut pi
.
Note: Please note that the command hadoop
, spark
, and k3
are
experimental and do not yet work. In fact the hadoop and spark
deployment are not fullfilling our standard and should not be
used. They will be put into a different command soon so they are not
confusing the used in this README. The command is likely to be called
pidev
. Once the command is graduated it will be moved into the main
command pi.
There is some very usefull aditional information about how to use the LED and temperature monitoring programs at
pi led reset [NAMES]
pi led (red|green) VALUE
pi led (red|green) VALUE NAMES [--user=USER]
pi led list NAMES [--user=USER]
pi led blink (red|green) NAMES [--user=USER] [--rate=SECONDS]
pi led sequence (red|green) NAMES [--user=USER] [--rate=SECONDS]
pi temp NAMES [--rate=RATE] [--user=USER] [--output=FORMAT]
pi free NAMES [--rate=RATE] [--user=USER] [--output=FORMAT]
pi load NAMES [--rate=RATE] [--user=USER] [--output=FORMAT]
pi script list SERVICE [--details]
pi script list SERVICE NAMES
pi script list
pi wifi SSID [PASSWORD] [--dryrun]
This command does some useful things.
Arguments:
FILE a file name
Options:
-f specify the file
Description:
This command switches on and off the LEDs of the specified
PIs. If the hostname is omitted. It is assumed that the
code is executed on a PI and its LED are set. To list the
PIs LED status you can use the list command
Examples:
cms pi led list "red,red[01-03]"
lists the LED status of the given hosts
cms pi led red off "red,red[01-03]"
switches off the led of the given PIs
cms pi led red on "red,red[01-03]"
switches on the led of the given PIs
cms pi led red blink "red,red[01-03]"
switches on and off the led of the given PIs
cms pi led red sequence "red,red[01-03]"
goes in sequential order and switches on and off
the led of the given PIs
Here, we provide some usefule FAQs and hints.
Typically this LED is used to communicate some system related
information. However cms pi
can controll it to switch status on
and off. This is helpful if you like to showcase a particular state
in the PI. Please look at the manual page. An esample is
$ cms pi led red off HOSTNAME
that when executed on the PI (on which you also must have cms installed you switch the red LED off. For more options see the manual page
This is easily possible with the help of SSHFS. To install it we
refer you to See also: https://github.com/libfuse/sshfs SSHFS: add
manager to .ssh/config
onlocal machine
Let us assume you like to edit fles on a PI that you named red
Please craete a `./.ssh/config file that containes the following:
Host red
HostName xxx.xxx.xxx.xxx
User pi
IdentityFile ~/.ssh/id_rsa.pub
Now let us create a directory in which we mount the remote PI directories
mkdir manager
sshfs manager: manager -o auto_cache
get
script?Instead of using the link
please use
This allows us to test also modifications to the get script before we push them to the official community repository.
You can create a pull request at
This section is still under development.
In case you have a Mesh Network, the setup can typically be even more simplifies as we can attach the unmanaged router directly to a Mesh node via a network cable. IN that case the node is directly connected to the internet and uses the DHCP feature from the Mesh router (see Figure 2).
Figure 2: Networking with Mesh network
You will not need the bridge command to setup the network.
Not everything is supported.
To download the latest Raspberry Pi OS Lite image use
cms burn image get latest-lite
To see what SDCard writers you have attached, you can use the command
cms burn info
It will issue a probe of USB devices and see if SDCards can be found.
Identify the /dev/sdX
, where X is a letter such as b,c,d, … It
will likely never be a.
sudo apt-get install pv cms burn sdcard –dev=/dev/sdX cms burn mount –device=/dev/sdX cms burn enable ssh cms burn unmount
Take the SDCard into the PI and set it up there. as documented.
brew install libusb
nrew install pv
Access to ext4: For the more advanced features of burn
you will need full write access to the ext4 partition on your SDCard that is created when you burn it. Unfortunately the tools that used t be freely available see no longerto work properly, so you could use extFS for Mac by Paragon Software which does cost $40 for a license.
As cms burn
may delete format, delete, and remove files during unit
testing users are supposed to first review the tests before running
them. Please look at the source and see if you can run a test.
we have the following tests:
pytest -v --capture=no tests/test_01_image.py
This FAQ will provide step by step instructions for burning and accessing a headless manager pi. We will include instructions for either wifi access to the pi or local ethernet connection.
If you have restricted WIFI that requires you to register you devices MAC address via a web browser (think hotel wifi access page), you might not be able to continue with a headless setup.
This FAQ references instructions from <https://www.raspberrypi. org/documentation/remote-access/ssh/> and <https://www.raspberrypi. org/documentation/configuration/wireless/headless.md>
Step 1.
Download and install the Pi Imager software from raspberrypi.org <https://www. raspberrypi.org/software/>.
Step 2.
Launch the Pi Imager software, insert an SD card reader and SD card into your laptop.
Step 3.
Choose the OS in the Pi Imager interface. We will use **Raspberry Pi OS (32-BIT) with the Raspberry Pi desktop.
Step 4.
Choose the SD card in the Pi Imager interface. If you do not see an SD card and a reader is plugged into your laptop, remove and re-insert the sd card reader.
Step 5.
Push the ‘Write’ button and confirm the settings to burn the OS to your SD card. You may need to put in the SUDO password to burn the card. This will take some time. USB 3.0 devices are faster than USB 2.0. Make sure your cable is USB 3.0 as well.
Step 6.
Mount the SD card. This can be accomplished easily in Linux by unplugging and replugging in the device. On Pi and Linux you should see the boot partition at /media/$USER/boot (where user is you username) and on MacOS at /Volumes/boot. I will use Linux for the example. Substitute as required for MacOS.
Step 7.
Enable SSH access to the SD card. At the command prompt
you@yourlaptop:~ $ cd /media/$USER/boot
you@yourlaptop:/media/$USER/boot $ touch ssh
This creates and empty file named ssh in the boot partition. On the first boot, this enables the SSH service, and then empty ssh file will be automatically deleted.
Step 8.
If only have wireless access to your Pi. You need to setup the wireless configuration.
If you have restricted WIFI that requires you to register you devices MAC address via a web browser (think hotel wifi access page), you might not be able to continue with a headless setup.
Otherwise you can continue without this step if you have ethernet access between your laptop and pi (either via switch or direct cable). After plugging into a shared switch with the Pi, or directly to it, you will need to make sure you see a link local address on your ethernet port on your laptop. It should look something like 169.254.X.X. If you do not see this investigate how to setup a link local ip on your OS.
you@yourlaptop:/media/$USER/boot $ nano /media/$USER/boot/wpa_supplicant.conf
#Insert this into the file and save (CTRL-X, Y, Enter).
ctrl_interface=DIR=/var/run/wpa_supplicant GROUP=netdev
update_config=1
country=<Insert 2 letter ISO 3166-1 country code here e.g. US>
network={
ssid="<Name of your wireless LAN>"
psk="<Password for your wireless LAN>"
}
Step 9.
Unmount and eject the SD card.
you@yourlaptop:~ $ sudo umount /media/$USER/boot
you@yourlaptop:~ $ sudo umount /media/$USER/rootfs
Step 10.
Boot a pi with the SD card. Wait a few minutes and try to access it via SSH. Use the Raspi OS default username “pi” and “raspberry”.
you@yourlaptop:~ $ ssh pi@raspberrypi.local
Step 11.
Change the password.
pi@raspberrypi:~ $ passwd
Step 12.
Change the hostname to managerpi.
pi@raspberrypi:~ $ sudo raspi-config
<1. System Options>
<S4 Hostname>
enter
managerpi
<Finish>
Would you like to reboot?
<Yes>
Step 13.
Wait a minute or two and reconnect. Now using the new hostname.
you@yourlaptop:~ $ ssh pi@managerpi.local
Step 14.
You are all done. You are ready to proceed with Quickstart for Bridged WiFi. You will now witness the magic of how cms burn automates this process for you.
pi@managerpi:~ $
Step 0. Ensure the SD card is inserted.
We can run cms burn info
again as we did above to verify our
SD card is connected.
Step 1. Burning the SD Card
Choose a hostname for your card. We will use red001
with ip
10.1.1.2
. The IP address 10.1.1.1
is reserved for the burner pi
(ie. managerpi
).
Note we are using the subnet
10.1.1.0/24
in this guide. We currently recommend you do the same, otherwise the WiFi bridge will not configure correctly. We will change this in the future to support other Private IP Ranges
!! WARNING VERIFY THE DEVICE IS CORRECT. REFER TO CMS BURN !!
(ENV3) pi@managerpi:~ $ cms burn create --hostname=red001 --ip=10.1.1.2 --device=/dev/sda --tag=latest-lite
Wait for the card to burn. Once the process is complete, it is safe to remove the SD card.
We can now proceed to the bridge setup
To update the firmware reference the raspi documentation
Or follow the simple instructions below.
pi@managerpi:~ $ sudo apt update
pi@managerpi:~ $sudo apt full-upgrade
pi@managerpi:~ $sudo reboot
pi@managerpi:~ $sudo rpi-eeprom-update -a
pi@managerpi:~ $sudo reboot
This will setup the same cluster seen in Quickstart for Bridged WiFi using only a Linux machine. Pi imager and a manual manager pi setup process is not required using this method.
Create a Python virtual environment ENV3
in which to install cloudmesh.
This will keep cloudmesh and its dependecies seperate from your default
environment.
Always make sure to source
this environment when working with cloudmesh.
you@yourlaptop:~ $ python -m venv ~/ENV3
you@yourlaptop:~ $ source ~/ENV3/bin/activate
you@yourlaptop:~ $ mkdir cm
you@yourlaptop:~ $ cd cm
you@yourlaptop:~ $ pip install cloudmesh-installer
you@yourlaptop:~ $ cloudmesh-installer get pi
Step 1. Get the latest RaspiOS-full image
you@yourlaptop:~ $ cms burn image get latest-full
Step 1. Insert and SD card to your laptop and identify the sd card device name using:
you@yourlaptop:~ $ cms burn info
Step 2. Burn the manager pi.
!! WARNING VERIFY THE DEVICE IS CORRECT. REFER TO CMS BURN !!
you@yourlaptop:~ $ cms burn create --hostname=managerpi --tag=latest-full--device=/dev/sdX --ssid=your_wifi --wifipassword=your_password
Step 1. Download the latest RaspiOS-lite image
cms burn image get latest-lite
Step 2. Burn the workers
!! WARNING VERIFY THE DEVICE IS CORRECT. REFER TO CMS BURN !!
cms burn create --hostname=red00[1-4] --ip=10.1.1.[2-5] --device=/dev/sdX --tag=latest-lite
Step 3. Turn off the cluster, insert sd cards, turn on cluster, and connect to the manager pi.
you@yourlaptop:~ $ ssh pi@mangerpi.local
Step 4. Update and install cloudmesh on your manager pi
Update pip. The simple curl command below will generate an ssh-key, update your system, and install cloudmesh.
pi@managerpi:~ $ pip install pip -U
pi@managerpi:~ $ curl -Ls http://cloudmesh.github.io/get/pi | sh -
pi@managerpi:~ $ sudo reboot
Step 4. Enable the bridge on the mangerpi.
See section Connecting Pis to the Internet via Bridge
Step 5. Generate and distribute SSH keys
See section Set up of the SSH keys and SSH tunnel
Step 6. Enjoy your Pi cluster :)
There are several alternatives to make the setup easier:
Feature | PI | Ubuntu | Mac | Windows |
---|---|---|---|---|
image versions | + | + | + | |
image ls | + | + | + | |
image delete | + | + | + | |
image get | + | + | + | |
info | + | + | + | |
network | + | + | ||
backup | + | + | - | |
copy | + | + | - | |
shrink install | + | + | ||
shrink | + | + | ||
sdcard | + | + | + | |
mount | + | + | + | |
unmount | + | + | + | |
enable ssh | + | + | + | |
wifi | + | + | + | |
set | + | + | TODO1 | |
create | TODO | TODO | TODO | |
check | + | + | + | |
format | + | + | + | |
firmware | a + | NA | NA | NA |
empty = not yet implemented
TODO1 = todo for boot fs, rootfs not supported
2 = change and add –ssd so its uniform 1 = get needs to use the image versions refresh cache
The code uses a variety of cloudmesh components. This mainly includes
Additional cloudmesh components ar used. For example:
Learning Objective
Python is in scientific computing still used. It is easy to set up on a Pi so you can experiment with it.
Topics Covered
You may find still that many scientific programs are written in fortran. For some smaller fortran programs it is even possible to run them on a Raspberry pi.
Naturally you will need to install a fortran compiler, which you can do with
pi$ sudo apt-get install gfortran
To test it out store the following program into hello.f90
program hello
print *, "Hello World!"
end program hello
Now you can compile it with
pi$ gfortran -o hello hello.f90
Execute it with
pi$ hello
Learning Objectives
Topics covered
TBD
Complete to this format:
Requires fee, if you read several articles (I have not read them)
Learning Objective
Find out how to use the LEDs on the motherboard.
Topics Covered
The most convenient way to control the motherboard LEDs is via Cloudmesh. It includes a special command that can even be called from a remote Pi using ssh once you hve set up the cluster with cloudmesh.
This command switches on and off the LEDs of the specified PIs. If the hostname is omitted. It is assumed that the code is executed on a PI and its LED are set.
The specialty of this program is that it not only can query the current state, but also allows you to set multiple LEDs on different motherboards at the same time with a convenient parameterized syntax.
We present a number of examples on how to use this command
cms pi led list "red,red[01-03]"
lists the LED status of the given hosts
cms pi led red off "red,red[01-03]"
switches off the led of the given PIs
cms pi led red on "red,red[01-03]"
switches on the led of the given PIs
cms pi led red blink "red,red[01-03]"
switches on and off the led of the given PIs
cms pi led red sequence "red,red[01-03]"
goes in sequential order and switches on and off the led of the given PIs
The command syntax is
cms pi led reset [NAMES]
cms pi led (red|green) VALUE
cms pi led (red|green) VALUE NAMES [--user=USER]
cmspi led list NAMES [--user=USER]
The Raspberry pi contains an LED that can also be used to provide us with some information as to the status of the PI. It is usually used for reporting the power status.
The green LED can be made blinking as follows in root
echo 1 > /sys/class/leds/led0/brightness
echo 0 > /sys/class/leds/led0/brightness
Naturally this ac be done via a remote command if your ssh keys are uploaded and your originating computer is added to the authorized_keys. Now you can can control them via ssh
ssh pi@red03 "echo 1 > led; sudo cp led /sys/class/leds/led0/brightness"
ssh pi@red03 "echo 0 > led; sudo cp led /sys/class/leds/led0/brightness"
This is extremely useful as it allows us to check if we the OS is available and we can access the PI.
One strategy is to for example switch the light of, once it is booted, so we can see which board may be in trouble.
Learning Objective
In case you need to run a program at boottime you have several option we discuss here.
Topics Covered
In many cases we need to provide configurations and programs that run at boot time. A number of different methods exist to run commands and programs at boot time.
We will be focusing here only a few of them
On your Pi you will find under /etc/rc.local
a file in which you can
list programs that are started up at boot time. The programs should
success fully run and exit with the status 0, and they must not
continuously run in which case they need to be started in background.
To make sure you do not forget it, simply add the following line at the end of your program
exit 0
indicating that the start was successful. Programs in rc.local must use the absolute file path.
Crontab is a service the schedules jobs that can run at
various times repeatedly. For example we can use crontab
to run
commands every hour, every day, every half hour or other time
intervals or at reboot.
To use crontab follow these steps
Open a terminal and enter the command
$ crontab -e
If you are doing this for the first time, you will be asked to chose an editor. Please, choose your favorite editor
To run the program at boot time, add the following line to the at the end of the file
@reboot <command>
Let us look at an example and assume we have test.py program in your
home directory at /home/pi/test.py
. Once you add it to crontab with
@reboot python /home/pi/test.py
it will be run at boot time
It is important to provide the absolute path to the file. In case your file produces output you need to redirect it into a file
@reboot python /home/pi/test.py > /home/pi/test.log
A good introduction to the various methods is provided at
For more information on crontab see for example:
We provide here an incomplete list of contributors. It includes members that contributed and allowed us to list their Bios here.
Contributors are listed at:
To add your bio if you contributed, please create a GitHub pull request and add a new file with your information while using one of the other once as template.
Erin Seliger is an undergraduate student at Indiana University in the Intelligent Systems Engineering programming. For piplanet she is contributing to using mpi on raspberry pis.
Web Page: https://github.com/eselige
E-mail: ejseliger@gmail.com
Fidel Leal contributes to cloudmesh
Web Page: https://github.com/flealc
E-mail: fidelxleal@gmail.com
Gregor von Laszewski is an Assistant Director in the Digital Science Center (DSC) in the School of Informatics and Computing at Indiana University. He holds a position as Adjunct Professor in the Intelligent Systems Engineering Department.
His current interest and projects include cloud computing, big data, and scientific impact metrics. He initiated the Cloudmesh project which hybrid multicloud toolkit to enable cloud computing across various Cloud and Container IaaS such as OpenStack, AWS, Azure, docker, docker swarm, and Kubernetes.
He received a Masters Degree in 1990 from the University of Bonn, Germany, and a Ph.D. in 1996 from Syracuse University in computer science. He held a position at Argonne National Laboratory from Nov. 1996 – Aug. 2009, where he was last a scientist and a fellow of the Computation Institute at University of Chicago. During his last two years at ANL he was on sabbatical and an Associate Professor and the Director of an institution at Rochester Institute of Technology, focusing on Cyberinfrastructure.
Past appointments include Adjunct Professor positions at the Computer Science Department at Indiana University, Associate Professor at Rochester Institute of Techology, Adjunct Professor at University of North Texas. He has also taught on a voluntary basis at Illinois Institute of Technology.
He provided leadership to interface with the with San Diego Supercomputing Center on virtual clusters for XSEDE comet. Previously, he was the architect of FutureGrid, one of the first successful clouds in US academia. He was previously involved in Grid computing since the term was coined. Before that, he initiated and led the Java Commodity Grid Kit which provided the basis for hundreds of Grid related projects, including the Globus Toolkit.
Web Page: https://laszewski.github.io/
E-mail: laszewski@gmail.com
Venkata Sai Dhakshesh Kolli completed his B.S. (2020) and is currently working on his M.S. (2022) in Computer Science and MBA (2022) in Finance at Indiana University Bloomington. His past experiences include internships in software engineering with Liberty Mutual Insurance and tech startups Clear Software and Eureka Fintech, and projects on COVID-19 and quantitative trading. His interests include investing, financial technologies, and financial compliance.
Web Page: https://github.com/dkkolli
E-mail: vekolli.iu@gmail.com