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
A declarative Kubeflow Management Tool inspired by Terraform

🍭 KRSH is Alpha version, so many bugs can be reported. If you find a bug, please write an Issue and grow the project together! A declarative Kubeflow

Riiid! 128 Oct 18, 2022
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
Prometheus exporter for AWS Simple Queue Service (SQS)

Prometheus SQS Exporter Prometheus exporter for AWS Simple Queue Service (SQS) Metrics Metric Description ApproximateNumberOfMessages Returns the appr

Gabriel M. Dutra 0 Jan 31, 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
Run Oracle on Kubernetes with El Carro

El Carro is a new project that offers a way to run Oracle databases in Kubernetes as a portable, open source, community driven, no vendor lock-in container orchestration system. El Carro provides a p

Google Cloud Platform 205 Dec 30, 2022
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
This Docker container is build to run on a server an provide an easy to use interface for every student to vote for their councilors

This Docker container is build to run on a server and provide an easy to use interface for every student to vote for their councilors.

Robin Adelwarth 7 Nov 23, 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
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
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
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
Hw-ci - Hardware CD/CI and Development Container

Hardware CI & Dev Containter These containers were created for my personal hardware development projects and courses duing my undergraduate degree. Pl

Matthew Dwyer 6 Dec 25, 2022
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
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
Create pinned requirements.txt inside a Docker image using pip-tools

Pin your Python dependencies! pin-requirements.py is a script that lets you pin your Python dependencies inside a Docker container. Pinning your depen

4 Aug 18, 2022
CTF infrastructure deployment automation tool.

CTF infrastructure deployment automation tool. Focus on the challenges. Mirrored from

Fake News 1 Apr 12, 2022
Emissary - open source Kubernetes-native API gateway for microservices built on the Envoy Proxy

Emissary-ingress Emissary-Ingress is an open-source Kubernetes-native API Gateway + Layer 7 load balancer + Kubernetes Ingress built on Envoy Proxy. E

Emissary Ingress 4k Dec 31, 2022
A charmed operator for running PGbouncer on kubernetes.

operator-template Description TODO: Describe your charm in a few paragraphs of Markdown Usage TODO: Provide high-level usage, such as required config

Canonical 1 Dec 01, 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