A brief look into using a hybrid GPU/VRAM + CPU/RAM approach to LLM inference with the KTransformers inference library.
What’s the deal with NPUs?
An introduction to NPU hardware and its growing presence outside of mobile computing devices.
Local alternatives to Cloud AI services
Presenting local AI-powered software options for tasks such as image & text generation, automatic speech recognition, and frame interpolation.
Benchmarking with TensorRT-LLM
Evaluating the speed of GeForce RTX 40-Series GPUs using NVIDIA’s TensorRT-LLM tool for benchmarking GPU inference performance.
Experiences with Multi-GPU Stable Diffusion Training
Results and thoughts with regard to testing a variety of Stable Diffusion training methods using multiple GPUs.
Can You Run A State-Of-The-Art LLM On-Prem For A Reasonable Cost?
In this post address the question that’s been on everyone’s mind; Can you run a state-of-the-art Large Language Model on-prem? With *your* data and *your* hardware? At a reasonable cost?
UPDATE v0.2 NVIDIA GPU Powerlimit Setup
This is just a short post to announce a more usable version of the NVIDIA GPU powerlimit setup script that I released a few months ago. This update to version 0.2 uses an interactive mode to set GPU powerlimits and optionally setup a systemd unit file to set these limits on subsequent reboots.
NVIDIA GPU Power Limit vs Performance
This post presents testing data showing that power-limit reduction on NVIDIA GPUs have give significant benefits for both high wattage and lower wattage GPUs. Power-limit vs Performance data is presented for 1-4 A5000 and 1-4 RTX3090 GPUs.
NVIDIA GPU Powerlimit Systemd Setup Script
In this post I am referencing a Bash shell script I recently put together for setting up automatic NVIDIA GPU power-limit lowering at system boot. This allows a reliable way to configure and maintain multi-GPU systems for stable operation under heavy load.
Self Contained Executable Containers Using Enroot Bundles
NVIDIA Enroot has a unique feature that will let you easily create an executable, self-contained, single-file package with a container image AND the runtime to start it up! This allows creation of a container package that will run itself on a system with or without Enroot installed on it! “Enroot Bundles”.
