Introducing Our Benchmarking Tool: Powered by dstack
1. Introduction Benchmarking is an essential part of optimizing AI models and software applications. Whether you're testing AI model inference…
The Rise of Open-Source AI Model Optimization
In the rapidly evolving landscape of artificial intelligence (AI), open-source solutions are emerging as pivotal drivers of innovation and performance enhancement. These community-driven platforms democratize access to cutting-edge technologies, fostering collaboration and accelerating advancements in AI model optimization. The Open-Source Revolution in AI Open-source AI models have transformed the development and deployment of machine learning applications. By providing transparent, modifiable,…
Introducing Our Benchmarking Tool: Powered by dstack
1. Introduction Benchmarking is an essential part of optimizing AI models and software applications. Whether you're testing AI model inference speeds, profiling different hardware configurations, or ensuring system performance over time, having a reliable benchmarking tool is crucial. However, many existing tools suffer from issues like inconsistent environments, difficult configuration setups, and lack of automation. vLLM's benchmarking capabilities are excellent,…
Optimizing QwQ-32B (by Qwen): AMD MI300X vs. NVIDIA H200
1. Introduction In the world of large language models (LLMs), most benchmarks center on Llama or DeepSeek derivatives. We decided to diversify by adding the Qwen2 architecture, using our Paiton framework. This 32-billion-parameter model pushes GPU resources to the limit, perfect for comparing NVIDIA’s new H200 to our AMD MI300X, which leverages Paiton for advanced concurrency and custom kernel compilation.…
News & Updates
Optimizing QwQ-32B (by Qwen): AMD MI300X vs. NVIDIA H200
1. Introduction In the world of large language models (LLMs), most benchmarks center on Llama or DeepSeek derivatives. We decided…
Eliovp Featured on AMD “Tech Talk” Podcast
We’re excited to share that Eliovp was recently featured on AMD’s “Tech Talk” podcast! In this episode, our CEO, Elio…
Further Optimizing AMD-Powered Inference with Paiton
Executive Summary If you’ve followed our journey so far, you’ll know that Paiton is laser-focused on AMD-centric inference optimization. Our latest work takes DeepSeek R1…