A package for running multiple executable scripts on both local and remote hosts, configured using a modern standard YAML
Project description
Project: https://github.com/chrisjsewell/atomic-hpc
A package for running multiple executable scripts on both local and remote hosts, configured using a modern standard YAML file. This package was designed, in particular, for job submission to High Performance Computing (HPC) clusters, such as the Imperial HPC facility. Working examples can be found here.
Installation
It is recommended to setup an Anaconda environment. For the Imperial HPC, run the following (as outlined on the wiki):
>> module load anaconda3/personal >> anaconda-setup
Then install atomic-hpc simply by:
>> pip install atomic-hpc
Minimal Example
Write a yaml configuration file; each run must have a name and a unique id, then attributes can be set in the (global) defaults section or per run (run attributes will overwrite defaults):
config.yaml:
defaults: environment: unix process: unix: run: - echo "hallo world" > hallo.txt output: path: output runs: - id: 1 name: test_local - id: 2 name: test_other
Submit it with the command line app (use -h to see all options):
>> run_config config.yaml
The results will be available in the output path, with one folder per run:
>> ls -R output output/1_test_local: config_1.yaml hallo.txt output/2_test_other: config_2.yaml hallo.txt
Minimal Example (Remote and PBS)
Jobs can be submitted to remote hosts and, optionally, PBS type systems.
config_remote.yaml
runs:
- id: 1
name: test_qsub
environment: qsub
output:
remote:
hostname: login.cx1.hpc.imperial.ac.uk
username: cjs14
path: /work/cjs14/yaml_test
process:
cores_per_node: 16
nnodes: 1
walltime: 1:00:00
queue: queue_name
modules:
- quantum-espresso
- intel-suite
- mpi
run:
- mpiexec pw.x -i script2.in > main.qe.scf.out
To retrieve outputs from a remote host, once all processes have run:
>> retrieve_config config_remote.yaml -o path/to/local/outputs
Inputs
Input files and scripts can be local or remote and will be copied to the output folder before the runs. Variables can also be set that will be replaced in the cmnd lines and script files if a corresponding @v{var_id} regex is found. Similarly entire file contents can be parsed to the script with the @f{file_id} regex:
>> cat path/to/script1.in @v{var1} @f{file1} >> cat path/to/file1 This is file 1
config.yaml:
defaults:
description: quantum-espresso run
environment: unix
input:
remote:
hostname: login.cx1.hpc.imperial.ac.uk
username: cjs14
variables:
var1:
nprocs: 2
files:
file1: path/to/input.txt
scripts:
- path/to/script1.in
process:
unix:
run:
- mpirun -np @v{nprocs} pw.x -i script1.in > main.qe.scf.out
runs:
- id: 1
name: run1
input:
variables:
var1: value1
- id: 2
name: run2
input:
variables:
var1: value2
Run:
>> run_config config.yaml >> ls -R output output/1_run1: config_1.yaml input.txt main.qe.scf.out script.in output/2_run2: config_2.yaml input.txt main.qe.scf.out script.in >> cat output/1_run1/script.in value1 This is file 1
NB: all relative paths are resolved relative to the execution directory, unless set with run_config -b base/path/.
Outputs
As well as specifying the output path, post-process file removal and renaming can be configured:
runs:
- id: 1
name: run1
output:
path: path/to/output
remove:
- tmp/
rename:
.other.out: .other.qe.json
Full Configuration Options
runs:
description: quantum-espresso run
environment: qsub
input:
path:
scripts:
- path/to/script1.in
- path/to/script2.in
files:
file1: path/to/file1
binaries:
file2: path/to/file2
variables:
var1: overridevalue
var2: value
nprocs: 2
remote:
hostname: login.cx1.hpc.imperial.ac.uk
port: 22
username: cjs14
password:
pkey:
key_filename:
timeout:
output:
remote:
hostname: login.cx1.hpc.imperial.ac.uk
port: 22
username: cjs14
password:
pkey:
key_filename:
timeout:
path: path/to/top/level/output
remove:
# can also use wildcard characters *, ? and []
- tmp/
rename:
# renames any segment of file names, i.e. file.other.out.txt -> file.other.qe.txt
# searches for files (recursively) in all folders
.other.out: .other.qe
process:
unix:
run:
- mpirun -np @v{nprocs} pw.x -i script1.in > main.qe.scf.out
windows:
run:
- mpirun -np @v{nprocs} pw.x -i script1.in > main.qe.scf.out
qsub:
jobname:
cores_per_node: 16
nnodes: 1
memory_per_node: 1gb
tmpspace: 500gb # minimum free space required on the temporary directory
walltime: 1:00:00
queue: queue_name
email: bob@hotmail.com # send email on job start/end
# NB: the emailling feature has recently been disabled on the Imperial HPC
modules:
- module1
- module2
start_in_temp: true # if true cd to $TMPDIR and copy all files before running executables
run:
- mpiexec pw.x -i script2.in > main.qe.scf.out
id: 1
name: run1
Setting up an SSH Public and Private Keys
Rather than directly using a password to access the remote host, it is reccommended that a public key authentication be used, as a more secure authentication method. There are numerous explanations on the internet (including here) and below follows a short setup guide (taken from here):
First open a shell on the computer you want to connect from. Enter cd ~/.ssh. If an ls shows to files called ‘id_rsa’ and ‘id_rsa.pub’ you already have a key pair. If not, enter ssh-keygen Here is what the result should look like:
heiko@clove:~/.ssh$ ssh-keygen Generating public/private rsa key pair. Enter file in which to save the key (/Users/heiko/.ssh/id_rsa): Enter passphrase (empty for no passphrase): Enter same passphrase again: Your identification has been saved in id_rsa. Your public key has been saved in id_rsa.pub. The key fingerprint is: f0:da:dc:77:cf:71:12:c8:50:dc:18:a9:8d:66:38:ae heiko@clove.ch.ic.ac.uk The key's randomart image is: +--[ RSA 2048]----+ | .o= | | .+ . | | . ..+ | | oo =o.. | | .S+ o . | | +.. . | | ..o . . o..| | E . . +o| | o| +-----------------+
You should keep the standard directory and choose a suitably difficult passphrase.
The two file you just created are key and keyhole. The first file ‘id_rsa’ is the key. You should not ever ever ever give it to anybody else or allow anyone to copy it. The second file ‘id_rsa.pub’ the keyhole. It is public and you could give it to anyone. In this case, give it to the hpc.
If you open ‘id_rsa.pub’ it should contain one line of, similar to:
ssh-rsa AAAAB3NzaC1yc2EAAAABIwAAAQEAwRDgM+iQg7OaX/CFq1sZ9jl206nYIhW9SMBqsOIRvGM68/6o6uxZo/D4IlmQI9sAcU5FVNEt9dvDanRqUlC7ZtcOGOCqZsj1HTGD3LcOiPNHYPvi1auEwrXv1hDh4pmJwdgZCRnpewNl+I6RNBiZUyzLzp0/2eIyf4TqG1rpHRNjmtS9turANIv1GK1ONIO7RfVmmIk/jjTQJU9iJqje9ZSXTSm7rUG4W8q+mWcnACReVChc+9mVZDOb3gUZV1Vs8e7G36nj6XfHw51y1B1lrlnPQJ7U3JdqPz6AG3Je39cR1vnfALxBSpF5QbTHTJOX5ke+sNKo//kDyWWlfzz3rQ== heiko@clove.ch.ic.ac.uk
Now log in to the HPC and open (or create) the file ‘~/.ssh/authorized_keys’. In a new line at the end of this file, you should add a comment (starting with #) about where that keypair comes from and then in a second line you should copy and paste the complete contents of your ‘id_rsa.pub’ file.
#MAC in the office ssh-rsa AAAAB3NzaC1yc2EAAAABIwAAAQEAwRDgM+iQg7OaX/CFq1sZ9jl206nYIhW9SMBqsOIRvGM68/6o6uxZo/D4IlmQI9sAcU5FVNEt9dvDanRqUlC7ZtcOGOCqZsj1HTGD3LcOiPNHYPvi1auEwrXv1hDh4pmJwdgZCRnpewNl+I6RNBiZUyzLzp0/2eIyf4TqG1rpHRNjmtS9turANIv1GK1ONIO7RfVmmIk/jjTQJU9iJqje9ZSXTSm7rUG4W8q+mWcnACReVChc+9mVZDOb3gUZV1Vs8e7G36nj6XfHw51y1B1lrlnPQJ7U3JdqPz6AG3Je39cR1vnfALxBSpF5QbTHTJOX5ke+sNKo//kDyWWlfzz3rQ== heiko@clove.ch.ic.ac.uk
Close the ‘authorized_keys’ file and your connection to the HPC. Now connect again. You will be asked for the passphrase for your keyfile. Enter it. You should now be logged in to the HPC. If you are not asked for the passphrase but for the password of your account, the Server does not accept your key pair.
So far, we have replaced entering the password for your account with entering the passphrase for your keypair. This is where a so called SSH-agent comes handy. The agent will store your passphrases for you so you do not have to enter them anymore. Luckily MacOS has one build in, that should have popped up and asked you, whether you want the agent to take care of your passphrases. If you said ‘YES’, that was the very last time you ever heard or saw anything of it or your passphrase. Similar agents exist for more or less every OS. From now on you just have to enter hostname and username and you are logged in.
Notes
If using special characters in strings (like *) be sure to wrap them in “” or use the > or | yaml components (see https://en.wikipedia.org/wiki/YAML#Basic_components)
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