Diffusers is the go-to library that provides a unified interface to cutting-edge and open diffusion models for image, video, and audio. Over the past few months, we have deepened its integration with torch.compile. By tailoring the compilation workflow to the diffusion model architecture, torch.compile delivers significant speed-ups with minimal impact on user experience. In this post, we will show how to unlock these gains. The target audience for this post is| pytorch.org
The Problem Video playback looks better with a higher scan rate. A lot of content that was designed for TV (EG almost all historical documentaries) is going to be 25Hz interlaced (UK and Australia)…| etbe - Russell Coker
Just one year after its launch, ChatGPT had more than 100M weekly users. In order to meet this explosive demand, the team at OpenAI had to overcome several scaling challenges. An exclusive deepdive.| newsletter.pragmaticengineer.com
Does the Minisforum MS-01 support bifurcation with the PCI-e slot? Find out if you can split a single PCI-e connection to connect multiple devices.| Virtualization Howto
TL;DR: LLM apps today have diverse latency requirements. For example, a chatbot may require a fast initial response (e.g., under 0.2 seconds) but moderate speed in decoding which only needs to match human reading speed, whereas code completion requires a fast end-to-end generation time for real-time code suggestions. In this blog post, we show existing serving systems that optimize throughput are not optimal under latency criteria. We advocate using goodput, the number of completed requests p...| hao-ai-lab.github.io
Looking in more detail at Google's first Tensor Processing Unit| thechipletter.substack.com
A single software company can spend over 💲10 Billion/year, on data centres, but not every year is the same. When all stars align, we see bursts of new technologies reaching the market simultaneously, thus restarting the purchasing super-cycle. 2022 will be just that, so let’s jump a couple of quarters ahead and see what’s on the shopping list of your favorite hyperscaler! Friendly warning: this article is full of technical terms and jargon, so it may be hard to read if you don’t writ...| ashvardanian.com
We have recently been working on an FPGA Board to help process camera data for Simula's AR Mode. We've recently made some block diagrams which show the signal flow from the Camera Boards to the FPGA to the Host. Below, we show these diagrams, and then discuss the image processing pipeline inside the FPGA.| simulavr.com