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
Changelog CI is a GitHub Action that enables a project to automatically generate changelogs

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Automatically capture your Ookla Speedtest metrics and display them in a Grafana dashboard

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A little script and trick to make your heroku app run forever without being concerned about dyno hours.

A little script and trick to make your heroku app run forever without being concerned about dyno hours.

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RMRK spy bot for RMRK hackathon

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Victor Ryabinin 2 Sep 06, 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

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Cross-platform lib for process and system monitoring in Python

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This project shows how to serve an TF based image classification model as a web service with TFServing, Docker, and Kubernetes(GKE).

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Tools and Docker images to make a fast Ruby on Rails development environment

Tools and Docker images to make a fast Ruby on Rails development environment. With the production templates, moving from development to production will be seamless.

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Phonebook application to manage phone numbers

PhoneBook Phonebook application to manage phone numbers. How to Use run main.py python file. python3 main.py Links Download Source Code: Click Here M

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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
Supervisor process control system for UNIX

Supervisor Supervisor is a client/server system that allows its users to control a number of processes on UNIX-like operating systems. Supported Platf

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gunicorn 'Green Unicorn' is a WSGI HTTP Server for UNIX, fast clients and sleepy applications.

Gunicorn Gunicorn 'Green Unicorn' is a Python WSGI HTTP Server for UNIX. It's a pre-fork worker model ported from Ruby's Unicorn project. The Gunicorn

Benoit Chesneau 8.7k Jan 08, 2023
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
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

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Autoscaling volumes for Kubernetes (with the help of Prometheus)

Kubernetes Volume Autoscaler (with Prometheus) This repository contains a service that automatically increases the size of a Persistent Volume Claim i

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ServerStatus 云探针、多服务器探针、云监控、多服务器云监控

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shirakun 16 Apr 14, 2022
Bash-based Python-venv convenience wrapper

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1 Dec 29, 2022
Automate SSH in python easily!

RedExpect RedExpect makes automating remote machines over SSH very easy to do and is very fast in doing exactly what you ask of it. Based on ssh2-pyth

Red_M 19 Dec 17, 2022
Define and run multi-container applications with Docker

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Bugbane - Application security tools for CI/CD pipeline

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