In this article we detail the architecture, implementation, and best practices for serving LLMs in distributed environments, drawing on recent advancements and opportunities. 1. Introduction Large Language Models (LLMs) have seen an immense surge in popularity since the release of ChatGPT. This has led to a growing demand for LLM-powered [...]
The landscape of artificial intelligence is rapidly evolving, with a significant shift from purely cloud-based large language models (LLMs) to more efficient, localized small language models (SLMs) operating on edge devices. This paradigm shift is driven by the imperative to reduce latency, enhance privacy, lower operational costs, and foster more ...
In this article we detail the architecture, implementation, and best practices for serving LLMs in distributed environments, drawing on recent advancements and opportunities. 1. Introduction Large Language Models (LLMs) have seen an immense surge in popularity since the release of ChatGPT. This has led to a growing demand for LLM-powered [...]
