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
Define and run multi-container applications with Docker

Docker Compose Docker Compose is a tool for running multi-container applications on Docker defined using the Compose file format. A Compose file is us

Docker 28.2k Jan 08, 2023
Manage your SSH like a boss.

--- storm is a command line tool to manage your ssh connections. features adding, editing, deleting, listing, searching across your SSHConfig. command

Emre Yılmaz 3.9k Jan 03, 2023
Cobbler is a versatile Linux deployment server

Cobbler Cobbler is a Linux installation server that allows for rapid setup of network installation environments. It glues together and automates many

Cobbler 2.4k Dec 24, 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
Oracle Cloud Infrastructure Object Storage fsspec implementation

Oracle Cloud Infrastructure Object Storage fsspec implementation The Oracle Cloud Infrastructure Object Storage service is an internet-scale, high-per

Oracle 9 Dec 18, 2022
sysctl/sysfs settings on a fly for Kubernetes Cluster. No restarts are required for clusters and nodes.

SysBindings Daemon Little toolkit for control the sysctl/sysfs bindings on Kubernetes Cluster on the fly and without unnecessary restarts of cluster o

Wallarm 19 May 06, 2022
Learning and experimenting with Kubernetes

Kubernetes Experiments This repository contains code that I'm using to learn and experiment with Kubernetes. 1. Environment setup minikube kubectl doc

Richard To 10 Dec 02, 2022
Pulumi - Developer-First Infrastructure as Code. Your Cloud, Your Language, Your Way 🚀

Pulumi's Infrastructure as Code SDK is the easiest way to create and deploy cloud software that use containers, serverless functions, hosted services,

Pulumi 14.7k Jan 08, 2023
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
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
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
A lobby boy will create a VPS server when you need one, and destroy it after using it.

Lobbyboy What is a lobby boy? A lobby boy is completely invisible, yet always in sight. A lobby boy remembers what people hate. A lobby boy anticipate

226 Dec 29, 2022
MagTape is a Policy-as-Code tool for Kubernetes that allows for evaluating Kubernetes resources against a set of defined policies to inform and enforce best practice configurations.

MagTape is a Policy-as-Code tool for Kubernetes that allows for evaluating Kubernetes resources against a set of defined policies to inform and enforce best practice configurations. MagTape includes

T-Mobile 143 Dec 27, 2022
Build and Push docker image in Python (luigi + docker-py)

Docker build images workflow in Python Since docker hub stopped building images for free accounts, I've been looking for another way to do it. I could

Fabien D. 2 Dec 15, 2022
A Python Implementation for Git for learning

A pure Python implementation for Git based on Buliding Git

shidenggui 42 Jul 13, 2022
Inferoxy is a service for quick deploying and using dockerized Computer Vision models.

Inferoxy is a service for quick deploying and using dockerized Computer Vision models. It's a core of EORA's Computer Vision platform Vision Hub that runs on top of AWS EKS.

94 Oct 10, 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
Honcho: a python clone of Foreman. For managing Procfile-based applications.

___ ___ ___ ___ ___ ___ /\__\ /\ \ /\__\ /\ \ /\__\ /\

Nick Stenning 1.5k Jan 03, 2023