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
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
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
Tiny Git is a simplified version of Git with only the basic functionalities to gain better understanding of git internals.

Tiny Git is a simplified version of Git with only the basic functionalities to gain better understanding of git internals. Implemented Functi

Ahmed Ayman 2 Oct 15, 2021
Travis CI testing a Dockerfile based on Palantir's remix of Apache Cassandra, testing IaC, and testing integration health of Debian

Testing Palantir's remix of Apache Cassandra with Snyk & Travis CI This repository is to show Travis CI testing a Dockerfile based on Palantir's remix

Montana Mendy 1 Dec 20, 2021
🐳 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
MLops tools review for execution on multiple cluster types: slurm, kubernetes, dask...

MLops tools review focused on execution using multiple cluster types: slurm, kubernetes, dask...

4 Nov 30, 2022
Ansible for DevOps examples.

Ansible for DevOps Examples This repository contains Ansible examples developed to support different sections of Ansible for DevOps, a book on Ansible

Jeff Geerling 6.6k Jan 08, 2023
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

Mohammad Dori 3 Jul 15, 2022
The leading native Python SSHv2 protocol library.

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

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.

1 Nov 13, 2022
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
ServerStatus 云探针、多服务器探针、云监控、多服务器云监控

ServerStatus 云探针、多服务器探针、云监控、多服务器云监控 基于ServerStatus-Hotaru膜改版的套娃膜改版(实际上本README也是抄它的)。 主要将client改为通过http提交数据,以及将服务端换成了php以便减小部署成本(PHP is the best!) 默认图片

shirakun 16 Apr 14, 2022
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
Coding For Entrepreneurs 100 Jan 01, 2023
Dynamic DNS service

About nsupdate.info https://nsupdate.info is a free dynamic DNS service. nsupdate.info is also the name of the software used to implement it. If you l

nsupdate.info development 880 Jan 04, 2023
Simple, Pythonic remote execution and deployment.

Welcome to Fabric! Fabric is a high level Python (2.7, 3.4+) library designed to execute shell commands remotely over SSH, yielding useful Python obje

Fabric 13.8k Jan 06, 2023
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
Linux, Jenkins, AWS, SRE, Prometheus, Docker, Python, Ansible, Git, Kubernetes, Terraform, OpenStack, SQL, NoSQL, Azure, GCP, DNS, Elastic, Network, Virtualization. DevOps Interview Questions

Linux, Jenkins, AWS, SRE, Prometheus, Docker, Python, Ansible, Git, Kubernetes, Terraform, OpenStack, SQL, NoSQL, Azure, GCP, DNS, Elastic, Network, Virtualization. DevOps Interview Questions

Arie Bregman 35.1k Jan 02, 2023
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
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