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
Honcho: a python clone of Foreman. For managing Procfile-based applications.

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

Nick Stenning 1.5k Jan 03, 2023
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
Chef-like functionality for Fabric

/ / ___ ___ ___ ___ | | )| |___ | | )|___) |__ |__/ | __/ | | / |__ -- Chef-like functionality for Fabric About Fabric i

Sébastien Pierre 1.3k Dec 21, 2022
Tools and Docker images to make a fast Ruby on Rails development environment

Tools and Docker images to make a fast Ruby on Rails development environment. With the production templates, moving from development to production will be seamless.

1 Nov 13, 2022
Autoscaling volumes for Kubernetes (with the help of Prometheus)

Kubernetes Volume Autoscaler (with Prometheus) This repository contains a service that automatically increases the size of a Persistent Volume Claim i

DevOps Nirvana 142 Dec 28, 2022
A Python library for the Docker Engine API

Docker SDK for Python A Python library for the Docker Engine API. It lets you do anything the docker command does, but from within Python apps – run c

Docker 6.1k Dec 31, 2022
Quick & dirty controller to schedule Kubernetes Jobs later (once)

K8s Jobber Operator Quickly implemented Kubernetes controller to enable scheduling of Jobs at a later time. Usage: To schedule a Job later, Set .spec.

Jukka Väisänen 2 Feb 11, 2022
MicroK8s is a small, fast, single-package Kubernetes for developers, IoT and edge.

MicroK8s The smallest, fastest Kubernetes Single-package fully conformant lightweight Kubernetes that works on 42 flavours of Linux. Perfect for: Deve

Ubuntu 7.1k Jan 08, 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
Bitnami Docker Image for Python using snapshots for the system packages repositories

Python Snapshot packaged by Bitnami What is Python Snapshot? Python is a programming language that lets you work quickly and integrate systems more ef

Bitnami 1 Jan 13, 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
Dynamic DNS service

About nsupdate.info https://nsupdate.info is a free dynamic DNS service. nsupdate.info is also the name of the software used to implement it. If you l

nsupdate.info development 880 Jan 04, 2023
Utilitaire de contrôle de Kubernetes

Utilitaire de contrôle de Kubernetes ** What is this ??? ** Every time we use a word in English our manager tells us to use the French translation of

Théophane Vié 9 Dec 03, 2022
Ingress patch example by Kustomize

Ingress patch example by Kustomize

Jinu 10 Nov 14, 2022
Rundeck / Grafana / Prometheus / Rundeck Exporter integration demo

Rundeck / Prometheus / Grafana integration demo via Rundeck Exporter This is a demo environment that shows how to monitor a Rundeck instance using Run

Reiner 4 Oct 14, 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
A colony of interacting processes

NColony Infrastructure for running "colonies" of processes. Hacking $ tox Should DTRT -- if it passes, it means unit tests are passing, and 100% cover

23 Apr 04, 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
Simple, Pythonic remote execution and deployment.

Welcome to Fabric! Fabric is a high level Python (2.7, 3.4+) library designed to execute shell commands remotely over SSH, yielding useful Python obje

Fabric 13.8k Jan 06, 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