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
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
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
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
A job launching library for docker, EC2, GCP, etc.

doodad A library for packaging dependencies and launching scripts (with a focus on python) on different platforms using Docker. Currently supported pl

Justin Fu 55 Aug 27, 2022
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
🐳 RAUDI: Regularly and Automatically Updated Docker Images

🐳 RAUDI: Regularly and Automatically Updated Docker Images RAUDI (Regularly and Automatically Updated Docker Images) automatically generates and keep

SecSI 534 Dec 29, 2022
A tool to convert AWS EC2 instances back and forth between On-Demand and Spot billing models.

ec2-spot-converter This tool converts existing AWS EC2 instances back and forth between On-Demand and 'persistent' Spot billing models while preservin

jcjorel 152 Dec 29, 2022
Ajenti Core and stock plugins

Ajenti is a Linux & BSD modular server admin panel. Ajenti 2 provides a new interface and a better architecture, developed with Python3 and AngularJS.

Ajenti Project 7k Jan 03, 2023
Python job scheduling for humans.

schedule Python job scheduling for humans. Run Python functions (or any other callable) periodically using a friendly syntax. A simple to use API for

Dan Bader 10.4k Jan 02, 2023
Wiremind Kubernetes helper

Wiremind Kubernetes helper This Python library is a high-level set of Kubernetes Helpers allowing either to manage individual standard Kubernetes cont

Wiremind 3 Oct 09, 2021
Ralph is the CMDB / Asset Management system for data center and back office hardware.

Ralph Ralph is full-featured Asset Management, DCIM and CMDB system for data centers and back offices. Features: keep track of assets purchases and th

Allegro Tech 1.9k Jan 01, 2023
A Blazing fast Security Auditing tool for Kubernetes

A Blazing fast Security Auditing tool for kubernetes!! Basic Overview Kubestriker performs numerous in depth checks on kubernetes infra to identify th

Vasant Chinnipilli 934 Jan 04, 2023
This project shows how to serve an TF based image classification model as a web service with TFServing, Docker, and Kubernetes(GKE).

Deploying ML models with CPU based TFServing, Docker, and Kubernetes By: Chansung Park and Sayak Paul This project shows how to serve a TensorFlow ima

Chansung Park 104 Dec 28, 2022
Simple ssh overlay for easy, remote server management written in Python GTK with paramiko

Simple "ssh" overlay for easy, remote server management written in Python GTK with paramiko

kłapouch 3 May 01, 2022
Organizing ssh servers in one shell.

NeZha (哪吒) NeZha is a famous chinese deity who can have three heads and six arms if he wants. And my NeZha tool is hoping to bring developer such mult

Zilin Zhu 8 Dec 20, 2021
Cross-platform lib for process and system monitoring in Python

Home Install Documentation Download Forum Blog Funding What's new Summary psutil (process and system utilities) is a cross-platform library for retrie

Giampaolo Rodola 9k Jan 02, 2023
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
NixOps is a tool for deploying to NixOS machines in a network or cloud.

NixOps NixOps is a tool for deploying to NixOS machines in a network or the cloud. Key features include: Declarative: NixOps determines and carries ou

Nix/Nixpkgs/NixOS 1.2k Jan 02, 2023
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
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