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
Wubes is like Qubes but for Windows.

Qubes containerization on Windows. The idea is to leverage the Windows Sandbox technology to spawn applications in isolation.

NCC Group Plc 124 Dec 16, 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
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
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
A system for managing CI data for Mozilla projects

Treeherder Description Treeherder is a reporting dashboard for Mozilla checkins. It allows users to see the results of automatic builds and their resp

Mozilla 235 Dec 22, 2022
Self-hosted, easily-deployable monitoring and alerts service - like a lightweight PagerDuty

Cabot Maintainers wanted Cabot is stable and used by hundreds of companies and individuals in production, but it is not actively maintained. We would

Arachnys 5.4k Dec 23, 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
IP address management (IPAM) and data center infrastructure management (DCIM) tool.

NetBox is an IP address management (IPAM) and data center infrastructure management (DCIM) tool. Initially conceived by the network engineering team a

NetBox Community 11.8k Jan 07, 2023
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
Kube kombu - Running kombu consumers with support of liveness probe for kubernetes

Setup and Running Kombu consumers Steps: Install python 3.9 or greater on your s

Anmol Porwal 5 Dec 10, 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
This projects provides the documentation and the automation(code) for the Oracle EMEA WLA COA Demo UseCase.

COA DevOps Training UseCase This projects provides the documentation and the automation(code) for the Oracle EMEA WLA COA Demo UseCase. Demo environme

Cosmin Tudor 1 Jan 28, 2022
Honcho: a python clone of Foreman. For managing Procfile-based applications.

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

Nick Stenning 1.5k Jan 03, 2023
CDK Template of Table Definition AWS Lambda for RDB

CDK Template of Table Definition AWS Lambda for RDB Overview This sample deploys Amazon Aurora of PostgreSQL or MySQL with AWS Lambda that can define

AWS Samples 5 May 16, 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
Hatch plugin for Docker containers

hatch-containers CI/CD Package Meta This provides a plugin for Hatch that allows

Ofek Lev 11 Dec 30, 2022
Convenient tool to manage multiple VMs at once using libvirt

Convenient tool to manage multiple VMs at once using libvirt Installing To install the tool and its dependencies: pip install -e . Getting completion

Cedric Bosdonnat 13 Nov 11, 2022
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
A Simple script to hunt unused Kubernetes resources.

K8SPurger A Simple script to hunt unused Kubernetes resources. Release History Release 0.3 Added Ingress Added Services Account Adding RoleBindding Re

Yogesh Kunjir 202 Nov 19, 2022
Dockerized service to backup all running database containers

Docker Database Backup Dockerized service to automatically backup all of your database containers. Docker Image Tags: docker.io/jandi/database-backup

Jan Dittrich 16 Dec 31, 2022