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
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
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
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
Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Apache Airflow Apache Airflow (or simply Airflow) is a platform to programmatically author, schedule, and monitor workflows. When workflows are define

The Apache Software Foundation 28.6k Jan 01, 2023
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
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
This Docker container is build to run on a server an provide an easy to use interface for every student to vote for their councilors

This Docker container is build to run on a server and provide an easy to use interface for every student to vote for their councilors.

Robin Adelwarth 7 Nov 23, 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
DC/OS - The Datacenter Operating System

DC/OS - The Datacenter Operating System The easiest way to run microservices, big data, and containers in production. What is DC/OS? Like traditional

DC/OS 2.3k Jan 06, 2023
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
Coding For Entrepreneurs 100 Jan 01, 2023
Build Netbox as a Docker container

netbox-docker The Github repository houses the components needed to build Netbox as a Docker container. Images are built using this code and are relea

Farshad Nick 1 Dec 18, 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
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
Manage your azure VM easily!

Azure-manager Manage your VM in Azure using cookies.

Team 1injex 129 Dec 17, 2022
Bitnami Docker Image for Python using snapshots for the system packages repositories

Python Snapshot packaged by Bitnami What is Python Snapshot? Python is a programming language that lets you work quickly and integrate systems more ef

Bitnami 1 Jan 13, 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
A basic instruction for Kubernetes setup and understanding.

A basic instruction for Kubernetes setup and understanding Module ID Module Guide - Install Kubernetes Cluster k8s-install 3 Docker Core Technology mo

648 Jan 02, 2023