The Latest and Greatest from Salesforce Research

WarpDrive v2 Release Supports Numba to Simplify Machine Learning Workloads and Make Building Simulations Easier on NVIDIA GPUs

TL;DR: Deep reinforcement learning (RL), a powerful learning framework to train AI agents, can be slow as it requires repeated interaction with a simulation of the environment. Our original WarpDrive [] accelerates multi-agent deep RL on NVIDIA GPUs, enabling 10-100x speedups compared to alternative CPU+

02 Nov 2022 • Tian Lan #WarpDrive

Turbocharge Multi-Agent Reinforcement Learning with WarpDrive and PyTorch Lightning

TL;DR: WarpDrive is a flexible, lightweight, easy-to-use end-to-end reinforcement learning (RL) framework; enables orders-of-magnitude faster training on a single GPU. PyTorch Lightning enables you to modularize experimental code, and build production-ready workloads fast. Together, they can help significantly accelerate multi-agent RL R&D. Reinforcement Learning: Agents Learn by Maximizing

20 May 2022 • Sunil Srinivasa #WarpDrive