{"repo":"luocfprime/labtasker","free":true,"listed":false,"github":"https://github.com/luocfprime/labtasker","clone":"git clone https://github.com/luocfprime/labtasker.git","description":"Experiment task scheduling made easy.","language":"Python","stars":33,"topics":["machine-learning","task-manager","task-queue","task-scheduler","workflow-automation","mongodb-database","python3","ai","aigc"],"license":"Apache-2.0","category":"machine-learning","readme_excerpt":"Make your ML experiment wrapper scripts smarter with... Install • Tutorial / Demo • Documentation • FAQs • Releases 🌟 Labtasker makes ML experiment wrapper scripts smarter with task prioritization, failure handling, halfway resume and more: just change 1 line of code. If you like our project, please give us a star ⭐ on GitHub for latest update. ✨ When and Where to Use TLDR : Replace for loops in your experiment wrapper script with labtasker to enable features like experiment parallelization, dynamic task prioritization, failure handling, halfway resume, and more. 🐳 For detailed examples and concepts, check out the documentation. 🧪️ A Quick Demo This demo shows how to easily submit task arguments and run jobs in parallel. It also features an event listener to monitor task execution in real-time and automate workflows, such as sending emails on task failure. For more detailed steps, please refer to the content in the Tutorial / Demo. ⚡️ Features - ⚙️ Easy configuration and setup. - 🧩 Versatile and minimalistic design. - 🔄 Supports both CLI and Python API for task scheduling. - 🔌 Customizable plugin system. 🔮 Supercharge Your ML Experiments with Labtasker - ⚡️ Effortless Parallelization: Distribute tasks across multiple GPU workers with just a few lines of code. - 🛡️ Intelligent Failure Management: Automatically capture exceptions, retry failed tasks, and maintain detailed error logs. - 🔄 Seamless Recovery: Resume failed experiments with a single command - no more scave","default_branch":null,"files":null,"tree":[],"storefront":"/r/luocfprime","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/luocfprime/labtasker/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}