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 tool to clone efficiently all the repos in an organization

cloner A tool to clone efficiently all the repos in an organization Installation MacOS (not yet tested) python3 -m venv .venv pip3 install virtualenv

Ramon 6 Apr 15, 2022
A Simple script to hunt unused Kubernetes resources.

K8SPurger A Simple script to hunt unused Kubernetes resources. Release History Release 0.3 Added Ingress Added Services Account Adding RoleBindding Re

Yogesh Kunjir 202 Nov 19, 2022
Bash-based Python-venv convenience wrapper

venvrc Bash-based Python-venv convenience wrapper. Demo Install Copy venvrc file to ~/.venvrc, and add the following line to your ~/.bashrc file: # so

1 Dec 29, 2022
SSH to WebSockets Bridge

wssh wssh is a SSH to WebSockets Bridge that lets you invoke a remote shell using nothing but HTTP. The client connecting to wssh doesn't need to spea

Andrea Luzzardi 1.3k Dec 25, 2022
Self-hosted, easily-deployable monitoring and alerts service - like a lightweight PagerDuty

Cabot Maintainers wanted Cabot is stable and used by hundreds of companies and individuals in production, but it is not actively maintained. We would

Arachnys 5.4k Dec 23, 2022
Ingress patch example by Kustomize

Ingress patch example by Kustomize

Jinu 10 Nov 14, 2022
Repository tracking all OpenStack repositories as submodules. Mirror of code maintained at opendev.org.

OpenStack OpenStack is a collection of interoperable components that can be deployed to provide computing, networking and storage resources. Those inf

Mirrors of opendev.org/openstack 4.6k Dec 28, 2022
SSH tunnels to remote server.

Author: Pahaz Repo: https://github.com/pahaz/sshtunnel/ Inspired by https://github.com/jmagnusson/bgtunnel, which doesn't work on Windows. See also: h

Pavel White 1k Dec 28, 2022
Cado Response Integration with Amazon GuardDuty using AWS Lambda

Cado Response Integration with Amazon GuardDuty using AWS Lambda This repository contains a simple example where: An alert is triggered by GuardDuty T

Cado Security 4 Mar 02, 2022
More than 130 check plugins for Icinga and other Nagios-compatible monitoring applications. Each plugin is a standalone command line tool (written in Python) that provides a specific type of check.

Python-based Monitoring Check Plugins Collection This Enterprise Class Check Plugin Collection offers a package of more than 130 Python-based, Nagios-

Linuxfabrik 119 Dec 27, 2022
Caboto, the Kubernetes semantic analysis tool

Caboto Caboto, the Kubernetes semantic analysis toolkit. It contains a lightweight Python library for semantic analysis of plain Kubernetes manifests

Michael Schilonka 8 Nov 26, 2022
A honey token manager and alert system for AWS.

SpaceSiren SpaceSiren is a honey token manager and alert system for AWS. With this fully serverless application, you can create and manage honey token

287 Nov 09, 2022
Travis CI testing a Dockerfile based on Palantir's remix of Apache Cassandra, testing IaC, and testing integration health of Debian

Testing Palantir's remix of Apache Cassandra with Snyk & Travis CI This repository is to show Travis CI testing a Dockerfile based on Palantir's remix

Montana Mendy 1 Dec 20, 2021
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
A little script and trick to make your heroku app run forever without being concerned about dyno hours.

A little script and trick to make your heroku app run forever without being concerned about dyno hours.

Tiararose Biezetta 152 Dec 25, 2022
IP address management (IPAM) and data center infrastructure management (DCIM) tool.

NetBox is an IP address management (IPAM) and data center infrastructure management (DCIM) tool. Initially conceived by the network engineering team a

NetBox Community 11.8k Jan 07, 2023
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
framework providing automatic constructions of vulnerable infrastructures

中文 | English 1 Introduction Metarget = meta- + target, a framework providing automatic constructions of vulnerable infrastructures, used to deploy sim

rambolized 685 Dec 28, 2022
Kube kombu - Running kombu consumers with support of liveness probe for kubernetes

Setup and Running Kombu consumers Steps: Install python 3.9 or greater on your s

Anmol Porwal 5 Dec 10, 2022
DataOps framework for Machine Learning projects.

Noronha DataOps Noronha is a Python framework designed to help you orchestrate and manage ML projects life-cycle. It hosts Machine Learning models ins

52 Oct 30, 2022