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
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
Let's Git - Version Control & Open Source Homework

Let's Git - Version Control & Open Source Homework Welcome to this homework for our MOOC: Let's Git! We hope you will learn a lot and have fun working

1 Dec 05, 2021
A little script and trick to make your heroku app run forever without being concerned about dyno hours.

A little script and trick to make your heroku app run forever without being concerned about dyno hours.

Tiararose Biezetta 152 Dec 25, 2022
Oncall is a calendar tool designed for scheduling and managing on-call shifts. It can be used as source of dynamic ownership info for paging systems like http://iris.claims.

Oncall See admin docs for information on how to run and manage Oncall. Development setup Prerequisites Debian/Ubuntu - sudo apt-get install libsasl2-d

LinkedIn 928 Dec 22, 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
A Python Implementation for Git for learning

A pure Python implementation for Git based on Buliding Git

shidenggui 42 Jul 13, 2022
Visual disk-usage analyser for docker images

whaler What? A command-line tool for visually investigating the disk usage of docker images Why? Large images are slow to move and expensive to store.

Treebeard Technologies 194 Sep 01, 2022
gunicorn 'Green Unicorn' is a WSGI HTTP Server for UNIX, fast clients and sleepy applications.

Gunicorn Gunicorn 'Green Unicorn' is a Python WSGI HTTP Server for UNIX. It's a pre-fork worker model ported from Ruby's Unicorn project. The Gunicorn

Benoit Chesneau 8.7k Jan 08, 2023
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
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
Google Kubernetes Engine (GKE) with a Snyk Kubernetes controller installed/configured for Snyk App

Google Kubernetes Engine (GKE) with a Snyk Kubernetes controller installed/configured for Snyk App This example provisions a Google Kubernetes Engine

Pas Apicella 2 Feb 09, 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
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
A cpp project template that uses CMake to build and Google Test / Github Actions to provide a CI

A cpp project template that uses CMake to build and Google Test / Github Actions to provide a CI

Martin Olivier 6 Nov 17, 2022
🎡 Build Python wheels for all the platforms on CI with minimal configuration.

cibuildwheel Documentation Python wheels are great. Building them across Mac, Linux, Windows, on multiple versions of Python, is not. cibuildwheel is

Python Packaging Authority 1.3k Jan 02, 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
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
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
Kubediff: a tool for Kubernetes to show differences between running state and version controlled configuration.

Kubediff: a tool for Kubernetes to show differences between running state and version controlled configuration.

Weaveworks 1.1k Dec 30, 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