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
Cado Response Integration with Amazon GuardDuty using AWS Lambda

Cado Response Integration with Amazon GuardDuty using AWS Lambda This repository contains a simple example where: An alert is triggered by GuardDuty T

Cado Security 4 Mar 02, 2022
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
Tools for writing awesome Fabric files

About fabtools includes useful functions to help you write your Fabric files. fabtools makes it easier to manage system users, packages, databases, et

1.3k Dec 30, 2022
Cross-platform lib for process and system monitoring in Python

Home Install Documentation Download Forum Blog Funding What's new Summary psutil (process and system utilities) is a cross-platform library for retrie

Giampaolo Rodola 9k Jan 02, 2023
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
Rancher Kubernetes API compatible with RKE, RKE2 and maybe others?

kctl Rancher Kubernetes API compatible with RKE, RKE2 and maybe others? Documentation is WIP. Quickstart pip install --upgrade kctl Usage from lazycls

1 Dec 02, 2021
Deploy a simple Multi-Node Clickhouse Cluster with docker-compose in minutes.

Simple Multi Node Clickhouse Cluster I hate those single-node clickhouse clusters and manually installation, I mean, why should we: Running multiple c

Nova Kwok 11 Nov 18, 2022
Flexible and scalable monitoring framework

Presentation of the Shinken project Welcome to the Shinken project. Shinken is a modern, Nagios compatible monitoring framework, written in Python. It

Gabès Jean 1.1k Dec 18, 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
Run your clouds in RAID.

UniKlaud Run your clouds in RAID Table of Contents About The Project Built With Getting Started Installation Usage Roadmap Contributing License Contac

3 Jan 16, 2022
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
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
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
The leading native Python SSHv2 protocol library.

Paramiko Paramiko: Python SSH module Copyright: Copyright (c) 2009 Robey Pointer 8.1k Jan 04, 2023

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
Official Python client library for kubernetes

Kubernetes Python Client Python client for the kubernetes API. Installation From source: git clone --recursive https://github.com/kubernetes-client/py

Kubernetes Clients 5.4k Jan 02, 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
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
A lobby boy will create a VPS server when you need one, and destroy it after using it.

Lobbyboy What is a lobby boy? A lobby boy is completely invisible, yet always in sight. A lobby boy remembers what people hate. A lobby boy anticipate

226 Dec 29, 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