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
Python job scheduling for humans.

schedule Python job scheduling for humans. Run Python functions (or any other callable) periodically using a friendly syntax. A simple to use API for

Dan Bader 10.4k Jan 02, 2023
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
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
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
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
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
This project shows how to serve an TF based image classification model as a web service with TFServing, Docker, and Kubernetes(GKE).

Deploying ML models with CPU based TFServing, Docker, and Kubernetes By: Chansung Park and Sayak Paul This project shows how to serve a TensorFlow ima

Chansung Park 104 Dec 28, 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
Wiremind Kubernetes helper

Wiremind Kubernetes helper This Python library is a high-level set of Kubernetes Helpers allowing either to manage individual standard Kubernetes cont

Wiremind 3 Oct 09, 2021
The low-level, core functionality of boto 3.

botocore A low-level interface to a growing number of Amazon Web Services. The botocore package is the foundation for the AWS CLI as well as boto3. On

the boto project 1.2k Jan 03, 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
Big data on k8s

# microsoft azure # https://docs.microsoft.com/en-us/cli/azure/install-azure-cli az account set --subscription [] az aks get-credentials --resource-g

Luan Moreno 22 Dec 24, 2022
HB Case Study

HB Case Study Envoy Proxy It is a modern Layer7(App) and Layer3(TCP) proxy Incredibly modernized version of reverse proxies like NGINX, HAProxy It is

Ilker Ispir 1 Oct 22, 2021
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
Quick & dirty controller to schedule Kubernetes Jobs later (once)

K8s Jobber Operator Quickly implemented Kubernetes controller to enable scheduling of Jobs at a later time. Usage: To schedule a Job later, Set .spec.

Jukka Väisänen 2 Feb 11, 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
Google Kubernetes Engine (GKE) with a Snyk Kubernetes controller installed/configured for Snyk App

Google Kubernetes Engine (GKE) with a Snyk Kubernetes controller installed/configured for Snyk App This example provisions a Google Kubernetes Engine

Pas Apicella 2 Feb 09, 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
Ralph is the CMDB / Asset Management system for data center and back office hardware.

Ralph Ralph is full-featured Asset Management, DCIM and CMDB system for data centers and back offices. Features: keep track of assets purchases and th

Allegro Tech 1.9k Jan 01, 2023
ZeroMQ bindings for Twisted

Twisted bindings for 0MQ Introduction txZMQ allows to integrate easily ØMQ sockets into Twisted event loop (reactor). txZMQ supports both CPython and

Andrey Smirnov 149 Dec 08, 2022