Distributed Darknet Training: A Four-Step Guide to Multi-GPU Acceleration
1. Environment Setup and GPU Verification
Before leveraging multiple GPUs, confirm that CUDA is properly configured and all device are accessible. Darknet uses environment variables and compilation flags to manage GPU resources.
Validate CUDA: Run nvcc --version to check the CUDA toolkit version. Use nvidia-smi to list all available GPUs and t ...
Posted on Wed, 15 Jul 2026 17:14:54 +0000 by toppac
Setting Up Darknet with YOLO on Ubuntu
GPU Driver Installation
Identify your NVIDIA GPU model and download the appropriate driver from NVIDIA's official site. For example, with a GTX 1080 Ti:
Remove any exisitng NVIDIA drivers:
sudo apt-get remove --purge nvidia\*
Disable the open-source nouveau driver by creating a blacklist file:
sudo tee /etc/modprobe.d/blacklist-nouveau.conf &l ...
Posted on Fri, 08 May 2026 10:06:42 +0000 by yuws