Configuring GPU Resource Scheduling in Kubernetes Clusters
Prerequisites
Ensure NVIDIA drivers are installed on each node before proceeding.
Step 1: Install NVIDIA Container Runtime
Install the nvidia-container-runtime package on each node:
yum install nvidia-container-runtime
Step 2: Configure Docker
Edit /etc/docker/daemon.json to configure Docker to use the NVIDIA runtime:
{
"default-runtime ...
Posted on Sun, 31 May 2026 22:14:46 +0000 by thor erik
Installing PyTorch with Specific CUDA Versions
PyTorch with CUDA 11.8
To install PyTorch 2.2.0 with CUDA 11.8 support:
pip install torch==2.2.0+cu118 --extra-index-url https://download.pytorch.org/whl/cu118
PyTorch with CUDA 12.4
For CUDA 12.4 compatibility, use:
pip install torch==2.4.0+cu124 --extra-index-url https://download.pytorch.org/whl/cu124
LMdeploy Minimum Requirements
LMdeploy ...
Posted on Sat, 30 May 2026 22:07:00 +0000 by illzz
Installing TensorFlow 1.x and 2.x with CPU and GPU Support on Windows and Linux
Prerequisites and Overview
This guide covers the installation of TensorFlow versions 1.15 and 2.16.1 using the conda package manager. The procedures are consistent across Windows 10 and Ubuntu 22.04 LTS. It is updated as of March 2024. CPU and GPU configurations are detailed.
System and Software Requirements
1. Conda Installation
Install Anacon ...
Posted on Sat, 16 May 2026 03:14:38 +0000 by Noctule
Troubleshooting Common Issues in Docker GPU Training Environments
Checking Your System Configuration
To begin, verify your system's configuration with these commands:
Check the kernel version used by your NVIDIA driver:
cat /proc/driver/nvidia/version
View installed NVIDIA packages:
cat /var/log/dpkg.log | grep nvidia
List all NVIDIA drivers installed:
sudo dpkg --list | grep nvidia-*
Problem 1: NVML Initial ...
Posted on Thu, 07 May 2026 08:30:34 +0000 by harsha