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
Let's learn how to build, release and operate your containerized applications to Amazon ECS and AWS Fargate using AWS Copilot.

🚀 Welcome to AWS Copilot Workshop In this workshop, you'll learn how to build, release and operate your containerised applications to Amazon ECS and

Donnie Prakoso 15 Jul 14, 2022
A tool to clone efficiently all the repos in an organization

cloner A tool to clone efficiently all the repos in an organization Installation MacOS (not yet tested) python3 -m venv .venv pip3 install virtualenv

Ramon 6 Apr 15, 2022
Pulumi - Developer-First Infrastructure as Code. Your Cloud, Your Language, Your Way 🚀

Pulumi's Infrastructure as Code SDK is the easiest way to create and deploy cloud software that use containers, serverless functions, hosted services,

Pulumi 14.7k Jan 08, 2023
Kubediff: a tool for Kubernetes to show differences between running state and version controlled configuration.

Kubediff: a tool for Kubernetes to show differences between running state and version controlled configuration.

Weaveworks 1.1k Dec 30, 2022
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
📦 Powerful Package manager which updates plugins & server software for minecraft servers

pluGET A powerful package manager which updates Plugins and Server Software for minecraft servers. Screenshots check all to check installed plugins fo

106 Dec 16, 2022
MagTape is a Policy-as-Code tool for Kubernetes that allows for evaluating Kubernetes resources against a set of defined policies to inform and enforce best practice configurations.

MagTape is a Policy-as-Code tool for Kubernetes that allows for evaluating Kubernetes resources against a set of defined policies to inform and enforce best practice configurations. MagTape includes

T-Mobile 143 Dec 27, 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

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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
Emissary - open source Kubernetes-native API gateway for microservices built on the Envoy Proxy

Emissary-ingress Emissary-Ingress is an open-source Kubernetes-native API Gateway + Layer 7 load balancer + Kubernetes Ingress built on Envoy Proxy. E

Emissary Ingress 4k Dec 31, 2022
Inferoxy is a service for quick deploying and using dockerized Computer Vision models.

Inferoxy is a service for quick deploying and using dockerized Computer Vision models. It's a core of EORA's Computer Vision platform Vision Hub that runs on top of AWS EKS.

94 Oct 10, 2022
Learning and experimenting with Kubernetes

Kubernetes Experiments This repository contains code that I'm using to learn and experiment with Kubernetes. 1. Environment setup minikube kubectl doc

Richard To 10 Dec 02, 2022
More than 130 check plugins for Icinga and other Nagios-compatible monitoring applications. Each plugin is a standalone command line tool (written in Python) that provides a specific type of check.

Python-based Monitoring Check Plugins Collection This Enterprise Class Check Plugin Collection offers a package of more than 130 Python-based, Nagios-

Linuxfabrik 119 Dec 27, 2022
Hatch plugin for Docker containers

hatch-containers CI/CD Package Meta This provides a plugin for Hatch that allows

Ofek Lev 11 Dec 30, 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
CTF infrastructure deployment automation tool.

CTF infrastructure deployment automation tool. Focus on the challenges. Mirrored from

Fake News 1 Apr 12, 2022
Cobbler is a versatile Linux deployment server

Cobbler Cobbler is a Linux installation server that allows for rapid setup of network installation environments. It glues together and automates many

Cobbler 2.4k Dec 24, 2022
Rundeck / Grafana / Prometheus / Rundeck Exporter integration demo

Rundeck / Prometheus / Grafana integration demo via Rundeck Exporter This is a demo environment that shows how to monitor a Rundeck instance using Run

Reiner 4 Oct 14, 2022
Tencent Yun tools with python

Tencent_Yun_tools 使用 python3.9 + 腾讯云 AccessKey 利用工具 使用之前请先填写config.ini配置文件 Usage python3 Tencent_rce.py -h Scanner python3 Tencent_rce.py -s 生成CSV

<img src="> 13 Dec 20, 2022