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 Python library for the Docker Engine API

Docker SDK for Python A Python library for the Docker Engine API. It lets you do anything the docker command does, but from within Python apps – run c

Docker 6.1k Dec 31, 2022
This repository contains useful docker-swarm-tools.

docker-swarm-tools This repository contains useful docker-swarm-tools. swarm-guardian This Docker image is intended to be used in a multihost docker e

NeuroForge GmbH & Co. KG 4 Jan 12, 2022
A Python Implementation for Git for learning

A pure Python implementation for Git based on Buliding Git

shidenggui 42 Jul 13, 2022
Python IMDB Docker - A docker tutorial to containerize a python script.

Python_IMDB_Docker A docker tutorial to containerize a python script. Build the docker in the current directory: docker build -t python-imdb . Run the

Sarthak Babbar 1 Dec 30, 2021
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
DataOps framework for Machine Learning projects.

Noronha DataOps Noronha is a Python framework designed to help you orchestrate and manage ML projects life-cycle. It hosts Machine Learning models ins

52 Oct 30, 2022
Build Netbox as a Docker container

netbox-docker The Github repository houses the components needed to build Netbox as a Docker container. Images are built using this code and are relea

Farshad Nick 1 Dec 18, 2021
Ansible Collection: A collection of Ansible Modules and Lookup Plugins (MLP) from Linuxfabrik.

ansible_mlp An Ansible collection of Ansible Modules and Lookup Plugins (MLP) from Linuxfabrik. Ansible Bitwarden Item Lookup Plugin Returns a passwor

Linuxfabrik 2 Feb 07, 2022
Bugbane - Application security tools for CI/CD pipeline

BugBane Набор утилит для аудита безопасности приложений. Основные принципы и осо

GardaTech 20 Dec 09, 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
Learning and experimenting with Kubernetes

Kubernetes Experiments This repository contains code that I'm using to learn and experiment with Kubernetes. 1. Environment setup minikube kubectl doc

Richard To 10 Dec 02, 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
Ingress patch example by Kustomize

Ingress patch example by Kustomize

Jinu 10 Nov 14, 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
Azure plugins for Feast (FEAture STore)

Feast on Azure This project provides resources to enable running a feast feature store on Azure. Feast Azure Provider The Feast Azure provider acts li

Microsoft Azure 70 Dec 31, 2022
Tencent Yun tools with python

Tencent_Yun_tools 使用 python3.9 + 腾讯云 AccessKey 利用工具 使用之前请先填写config.ini配置文件 Usage python3 Tencent_rce.py -h Scanner python3 Tencent_rce.py -s 生成CSV

<img src="> 13 Dec 20, 2022
A basic instruction for Kubernetes setup and understanding.

A basic instruction for Kubernetes setup and understanding Module ID Module Guide - Install Kubernetes Cluster k8s-install 3 Docker Core Technology mo

648 Jan 02, 2023
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
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
SSH tunnels to remote server.

Author: Pahaz Repo: https://github.com/pahaz/sshtunnel/ Inspired by https://github.com/jmagnusson/bgtunnel, which doesn't work on Windows. See also: h

Pavel White 1k Dec 28, 2022