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
Dockerized iCloud drive

iCloud-drive-docker is a simple iCloud drive client in Docker environment. It uses pyiCloud python library to interact with iCloud

Mandar Patil 376 Jan 01, 2023
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
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
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
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
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
Containerize a python web application

containerize a python web application introduction this document is part of GDSC at the university of bahrain you don't need to follow along, fell fre

abdullah mosibah 1 Oct 19, 2021
Hackergame nc 类题目的 Docker 容器资源限制、动态 flag、网页终端

Hackergame nc 类题目的 Docker 容器资源限制、动态 flag、网页终端 快速入门 配置证书 证书用于验证用户 Token。请确保这里的证书文件(cert.pem)与 Hackergame 平台 配置的证书相同,这样 Hackergame 平台为每个用户生成的 Token 才可以通

USTC Hackergame 68 Nov 09, 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
Ingress patch example by Kustomize

Ingress patch example by Kustomize

Jinu 10 Nov 14, 2022
DAMPP (gui) is a Python based program to run simple webservers using MySQL, Php, Apache and PhpMyAdmin inside of Docker containers.

DAMPP (gui) is a Python based program to run simple webservers using MySQL, Php, Apache and PhpMyAdmin inside of Docker containers.

Sehan Weerasekara 1 Feb 19, 2022
strava-offline is a tool to keep a local mirror of Strava activities for further analysis/processing:

strava-offline Overview strava-offline is a tool to keep a local mirror of Strava activities for further analysis/processing: synchronizes metadata ab

Tomáš Janoušek 29 Dec 14, 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
Docker Container wallstreetbets-sentiment-analysis

Docker Container wallstreetbets-sentiment-analysis A docker container using restful endpoints exposed on port 5000 "/analyze" to gather sentiment anal

145 Nov 22, 2022
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
HB Case Study

HB Case Study Envoy Proxy It is a modern Layer7(App) and Layer3(TCP) proxy Incredibly modernized version of reverse proxies like NGINX, HAProxy It is

Ilker Ispir 1 Oct 22, 2021
Manage your azure VM easily!

Azure-manager Manage your VM in Azure using cookies.

Team 1injex 129 Dec 17, 2022
A repository containing a short tutorial for Docker (with Python).

Docker Tutorial for IFT 6758 Lab In this repository, we examine the advtanges of virtualization, what Docker is and how we can deploy simple programs

Arka Mukherjee 0 Dec 14, 2021
Get Response Of Container Deployment Kube with python

get-response-of-container-deployment-kube 概要 get-response-of-container-deployment-kube は、例えばエッジコンピューティング環境のコンテナデプロイメントシステムにおいて、デプロイ元の端末がデプロイ先のコンテナデプロイ

Latona, Inc. 3 Nov 05, 2021
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