MLops tools review for execution on multiple cluster types: slurm, kubernetes, dask...

Overview

MLops review

MLops tools review focused on execution using multiple cluster types: slurm, kubernetes, dask...

Examples so far:

  1. Ploomber pipelines - able to run on Slurm, K8s, Airflow, Kubeflow(in progress)
    1. Kubernetes - example runs pipeline on local k8s using argo
    2. Slurm - example transforms pipeline using a script into batch jobs
    For example, since we want the tasks to run in the conda environment we created, edit the template.sh so it looks like this:

    #!/bin/bash
    #SBATCH --job-name={{name}}
    #SBATCH --output=result.out
    #
    
    # activate myenv
    conda activate myenv
    srun {{command}}
  1. Nextflow
A cpp project template that uses CMake to build and Google Test / Github Actions to provide a CI

A cpp project template that uses CMake to build and Google Test / Github Actions to provide a CI

Martin Olivier 6 Nov 17, 2022
Some automation scripts to setup a deployable development database server (with docker).

Postgres-Docker Database Initializer This is a simple automation script that will create a Docker Postgres database with a custom username, password,

Pysogge 1 Nov 11, 2021
Big data on k8s

# microsoft azure # https://docs.microsoft.com/en-us/cli/azure/install-azure-cli az account set --subscription [] az aks get-credentials --resource-g

Luan Moreno 22 Dec 24, 2022
CI repo for building Skia as a shared library

Automated Skia builds This repo is dedicated to building Skia binaries for use in Skija. Prebuilt binaries Prebuilt binaries can be found in releases.

Humble UI 20 Jan 06, 2023
RMRK spy bot for RMRK hackathon

rmrk_spy_bot RMRK spy bot https://t.me/RMRKspyBot for rmrk hacktoberfest https://rmrk.devpost.com/ Birds and items price and rarity estimation Reports

Victor Ryabinin 2 Sep 06, 2022
This repository contains useful docker-swarm-tools.

docker-swarm-tools This repository contains useful docker-swarm-tools. swarm-guardian This Docker image is intended to be used in a multihost docker e

NeuroForge GmbH & Co. KG 4 Jan 12, 2022
gunicorn 'Green Unicorn' is a WSGI HTTP Server for UNIX, fast clients and sleepy applications.

Gunicorn Gunicorn 'Green Unicorn' is a Python WSGI HTTP Server for UNIX. It's a pre-fork worker model ported from Ruby's Unicorn project. The Gunicorn

Benoit Chesneau 8.7k Jan 08, 2023
Iris is a highly configurable and flexible service for paging and messaging.

Iris Iris core, API, UI and sender service. For third-party integration support, see iris-relay, a stateless proxy designed to sit at the edge of a pr

LinkedIn 715 Dec 28, 2022
Remote Desktop Protocol in Twisted Python

RDPY Remote Desktop Protocol in twisted python. RDPY is a pure Python implementation of the Microsoft RDP (Remote Desktop Protocol) protocol (client a

Sylvain Peyrefitte 1.6k Dec 30, 2022
Lima is an alternative to using Docker Desktop on your Mac.

lima-xbar-plugin Table of Contents Description Installation Dependencies Lima is an alternative to using Docker Desktop on your Mac. Description This

Joe Block 68 Dec 22, 2022
This Docker container is build to run on a server an provide an easy to use interface for every student to vote for their councilors

This Docker container is build to run on a server and provide an easy to use interface for every student to vote for their councilors.

Robin Adelwarth 7 Nov 23, 2022
This repository contains code examples and documentation for learning how applications can be developed with Kubernetes

BigBitBus KAT Components Click on the diagram to enlarge, or follow this link for detailed documentation Introduction Welcome to the BigBitBus Kuberne

51 Oct 16, 2022
Build Netbox as a Docker container

netbox-docker The Github repository houses the components needed to build Netbox as a Docker container. Images are built using this code and are relea

Farshad Nick 1 Dec 18, 2021
Copy a Kubernetes pod and run commands in its environment

copypod Utility for copying a running Kubernetes pod so you can run commands in a copy of its environment, without worrying about it the pod potential

Memrise 4 Apr 08, 2022
Nagios status monitor for your desktop.

Nagstamon Nagstamon is a status monitor for the desktop. It connects to multiple Nagios, Icinga, Opsview, Centreon, Op5 Monitor/Ninja, Checkmk Multisi

Henri Wahl 361 Jan 05, 2023
Daemon to ban hosts that cause multiple authentication errors

__ _ _ ___ _ / _|__ _(_) |_ ) |__ __ _ _ _ | _/ _` | | |/ /| '_ \/ _` | ' \

Fail2Ban 7.8k Jan 09, 2023
A repository containing a short tutorial for Docker (with Python).

Docker Tutorial for IFT 6758 Lab In this repository, we examine the advtanges of virtualization, what Docker is and how we can deploy simple programs

Arka Mukherjee 0 Dec 14, 2021
Create pinned requirements.txt inside a Docker image using pip-tools

Pin your Python dependencies! pin-requirements.py is a script that lets you pin your Python dependencies inside a Docker container. Pinning your depen

4 Aug 18, 2022
Hw-ci - Hardware CD/CI and Development Container

Hardware CI & Dev Containter These containers were created for my personal hardware development projects and courses duing my undergraduate degree. Pl

Matthew Dwyer 6 Dec 25, 2022
Phonebook application to manage phone numbers

PhoneBook Phonebook application to manage phone numbers. How to Use run main.py python file. python3 main.py Links Download Source Code: Click Here M

Mohammad Dori 3 Jul 15, 2022