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
Convenient tool to manage multiple VMs at once using libvirt

Convenient tool to manage multiple VMs at once using libvirt Installing To install the tool and its dependencies: pip install -e . Getting completion

Cedric Bosdonnat 13 Nov 11, 2022
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
CTF infrastructure deployment automation tool.

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

Fake News 1 Apr 12, 2022
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
A charmed operator for running PGbouncer on kubernetes.

operator-template Description TODO: Describe your charm in a few paragraphs of Markdown Usage TODO: Provide high-level usage, such as required config

Canonical 1 Dec 01, 2022
Ganeti is a virtual machine cluster management tool built on top of existing virtualization technologies such as Xen or KVM and other open source software.

Ganeti 3.0 =========== For installation instructions, read the INSTALL and the doc/install.rst files. For a brief introduction, read the ganeti(7) m

395 Jan 04, 2023
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
The low-level, core functionality of boto 3.

botocore A low-level interface to a growing number of Amazon Web Services. The botocore package is the foundation for the AWS CLI as well as boto3. On

the boto project 1.2k Jan 03, 2023
Spinnaker is an open source, multi-cloud continuous delivery platform for releasing software changes with high velocity and confidence.

Welcome to the Spinnaker Project Spinnaker is an open-source continuous delivery platform for releasing software changes with high velocity and confid

8.8k Jan 07, 2023
NixOps is a tool for deploying to NixOS machines in a network or cloud.

NixOps NixOps is a tool for deploying to NixOS machines in a network or the cloud. Key features include: Declarative: NixOps determines and carries ou

Nix/Nixpkgs/NixOS 1.2k Jan 02, 2023
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
Chartreuse: Automated Alembic migrations within kubernetes

Chartreuse: Automated Alembic SQL schema migrations within kubernetes "How to automate management of Alembic database schema migration at scale using

Wiremind 8 Oct 25, 2022
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 cpp project template that uses CMake to build and Google Test / Github Actions to provide a CI

A cpp project template that uses CMake to build and Google Test / Github Actions to provide a CI

Martin Olivier 6 Nov 17, 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
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
MicroK8s is a small, fast, single-package Kubernetes for developers, IoT and edge.

MicroK8s The smallest, fastest Kubernetes Single-package fully conformant lightweight Kubernetes that works on 42 flavours of Linux. Perfect for: Deve

Ubuntu 7.1k Jan 08, 2023
Hackergame nc 类题目的 Docker 容器资源限制、动态 flag、网页终端

Hackergame nc 类题目的 Docker 容器资源限制、动态 flag、网页终端 快速入门 配置证书 证书用于验证用户 Token。请确保这里的证书文件(cert.pem)与 Hackergame 平台 配置的证书相同,这样 Hackergame 平台为每个用户生成的 Token 才可以通

USTC Hackergame 68 Nov 09, 2022
Universal Command Line Interface for Amazon Web Services

aws-cli This package provides a unified command line interface to Amazon Web Services. Jump to: Getting Started Getting Help More Resources Getting St

Amazon Web Services 13.3k Jan 01, 2023
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.

Tiararose Biezetta 152 Dec 25, 2022