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
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
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
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
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
A curated list of awesome DataOps tools

Awesome DataOps A curated list of awesome DataOps tools. Awesome DataOps Data Catalog Data Exploration Data Ingestion Data Lake Data Processing Data Q

Kelvin S. do Prado 40 Dec 23, 2022
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
CDK Template of Table Definition AWS Lambda for RDB

CDK Template of Table Definition AWS Lambda for RDB Overview This sample deploys Amazon Aurora of PostgreSQL or MySQL with AWS Lambda that can define

AWS Samples 5 May 16, 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
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

DevOps Nirvana 142 Dec 28, 2022
Define and run multi-container applications with Docker

Docker Compose Docker Compose is a tool for running multi-container applications on Docker defined using the Compose file format. A Compose file is us

Docker 28.2k Jan 08, 2023
Honcho: a python clone of Foreman. For managing Procfile-based applications.

___ ___ ___ ___ ___ ___ /\__\ /\ \ /\__\ /\ \ /\__\ /\

Nick Stenning 1.5k Jan 03, 2023
sysctl/sysfs settings on a fly for Kubernetes Cluster. No restarts are required for clusters and nodes.

SysBindings Daemon Little toolkit for control the sysctl/sysfs bindings on Kubernetes Cluster on the fly and without unnecessary restarts of cluster o

Wallarm 19 May 06, 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
pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service deployment, configuration management and more.

pyinfra automates/provisions/manages/deploys infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service deployme

Nick Barrett 2.1k Dec 29, 2022
Caboto, the Kubernetes semantic analysis tool

Caboto Caboto, the Kubernetes semantic analysis toolkit. It contains a lightweight Python library for semantic analysis of plain Kubernetes manifests

Michael Schilonka 8 Nov 26, 2022
A repository containing a short tutorial for Docker (with Python).

Docker Tutorial for IFT 6758 Lab In this repository, we examine the advtanges of virtualization, what Docker is and how we can deploy simple programs

Arka Mukherjee 0 Dec 14, 2021
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
A cron monitoring tool written in Python & Django

Healthchecks Healthchecks is a cron job monitoring service. It listens for HTTP requests and email messages ("pings") from your cron jobs and schedule

Healthchecks 5.8k Jan 02, 2023
Dockerized service to backup all running database containers

Docker Database Backup Dockerized service to automatically backup all of your database containers. Docker Image Tags: docker.io/jandi/database-backup

Jan Dittrich 16 Dec 31, 2022
🎡 Build Python wheels for all the platforms on CI with minimal configuration.

cibuildwheel Documentation Python wheels are great. Building them across Mac, Linux, Windows, on multiple versions of Python, is not. cibuildwheel is

Python Packaging Authority 1.3k Jan 02, 2023