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 system for managing CI data for Mozilla projects

Treeherder Description Treeherder is a reporting dashboard for Mozilla checkins. It allows users to see the results of automatic builds and their resp

Mozilla 235 Dec 22, 2022
A collection of beginner-friendly DevOps content

mansion Mansion is just a testing repo for learners to commit into open source project. These are the steps you need to learn: Please do not edit thes

Bryan Lim 62 Nov 30, 2022
Checkmk kube agent - Checkmk Kubernetes Cluster and Node Collectors

Checkmk Kubernetes Cluster and Node Collectors Checkmk cluster and node collecto

tribe29 GmbH 15 Dec 26, 2022
Play Wordle from any Kubernetes cluster.

wordle-operator 🟩 ⬛ 🟩 🟨 ⬛ Play Wordle from any Kubernetes cluster. Using the power of CustomResourceDefinitions and Kubernetes Operators, now you c

Lucas Melin 1 Jan 15, 2022
Official Python client library for kubernetes

Kubernetes Python Client Python client for the kubernetes API. Installation From source: git clone --recursive https://github.com/kubernetes-client/py

Kubernetes Clients 5.4k Jan 02, 2023
pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service deployment, configuration management and more.

pyinfra automates/provisions/manages/deploys infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service deployme

Nick Barrett 2.1k Dec 29, 2022
Glances an Eye on your system. A top/htop alternative for GNU/Linux, BSD, Mac OS and Windows operating systems.

Glances - An eye on your system Summary Glances is a cross-platform monitoring tool which aims to present a large amount of monitoring information thr

Nicolas Hennion 22k Jan 08, 2023
Tools for writing awesome Fabric files

About fabtools includes useful functions to help you write your Fabric files. fabtools makes it easier to manage system users, packages, databases, et

1.3k Dec 30, 2022
The leading native Python SSHv2 protocol library.

Paramiko Paramiko: Python SSH module Copyright: Copyright (c) 2009 Robey Pointer 8.1k Jan 04, 2023

Python IMDB Docker - A docker tutorial to containerize a python script.

Python_IMDB_Docker A docker tutorial to containerize a python script. Build the docker in the current directory: docker build -t python-imdb . Run the

Sarthak Babbar 1 Dec 30, 2021
Ansible for DevOps examples.

Ansible for DevOps Examples This repository contains Ansible examples developed to support different sections of Ansible for DevOps, a book on Ansible

Jeff Geerling 6.6k Jan 08, 2023
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
Project 4 Cloud DevOps Nanodegree

Project Overview In this project, you will apply the skills you have acquired in this course to operationalize a Machine Learning Microservice API. Yo

1 Nov 21, 2021
MLops tools review for execution on multiple cluster types: slurm, kubernetes, dask...

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

4 Nov 30, 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
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
framework providing automatic constructions of vulnerable infrastructures

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

rambolized 685 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
A Habitica Integration with Github Workflows.

Habitica-Workflow A Habitica Integration with Github Workflows. How To Use? Fork (and Star) this repository. Set environment variable in Settings - S

Priate 2 Dec 20, 2021