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 Blazing fast Security Auditing tool for Kubernetes

A Blazing fast Security Auditing tool for kubernetes!! Basic Overview Kubestriker performs numerous in depth checks on kubernetes infra to identify th

Vasant Chinnipilli 934 Jan 04, 2023
Honcho: a python clone of Foreman. For managing Procfile-based applications.

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Nick Stenning 1.5k Jan 03, 2023
🐳 Docker templates for various languages.

Docker Deployment Templates One Stop repository for Docker Compose and Docker Templates for Deployment. Features Python (FastAPI, Flask) Screenshots D

CodeChef-VIT 6 Aug 28, 2022
DC/OS - The Datacenter Operating System

DC/OS - The Datacenter Operating System The easiest way to run microservices, big data, and containers in production. What is DC/OS? Like traditional

DC/OS 2.3k Jan 06, 2023
This is a tool to develop, build and test PHP extensions in Docker containers.

Develop, Build and Test PHP Extensions This is a tool to develop, build and test PHP extensions in Docker containers. Installation Clone this reposito

Suora GmbH 10 Oct 22, 2022
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
Hubble - Network, Service & Security Observability for Kubernetes using eBPF

Network, Service & Security Observability for Kubernetes What is Hubble? Getting Started Features Service Dependency Graph Metrics & Monitoring Flow V

Cilium 2.4k Jan 04, 2023
pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service deployment, configuration management and more.

pyinfra automates/provisions/manages/deploys infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service deployme

Nick Barrett 2.1k Dec 29, 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 Kubernetes operator that creates UptimeRobot monitors for your ingresses

This operator automatically creates uptime monitors at UptimeRobot for your Kubernetes Ingress resources. This allows you to easily integrate uptime monitoring of your services into your Kubernetes d

Max 49 Dec 14, 2022
Deploying a production-ready Django project using Nginx and Gunicorn

django-nginx-gunicorn This project is for deploying a production-ready Django project using Nginx and Gunicorn. Running a local server of Django is no

Arash Sayareh 8 Jul 03, 2022
Daemon to ban hosts that cause multiple authentication errors

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Fail2Ban 7.8k Jan 09, 2023
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
Manage your azure VM easily!

Azure-manager Manage your VM in Azure using cookies.

Team 1injex 129 Dec 17, 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
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
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
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