Media Summary: In this video, we look into SmoothQ Algorithm and Paper: Paper: Pseudocode Open Source ... Large language models (LLMs) show excellent performance but are compute- and memory-intensive. Quantization can reduce ... Every time I do a video about a model I get a comment saying "Well you never said what it takes to run it!" Well since I am not ...
Smoothquant Migrate Activation Difficulty To - Detailed Analysis & Overview
In this video, we look into SmoothQ Algorithm and Paper: Paper: Pseudocode Open Source ... Large language models (LLMs) show excellent performance but are compute- and memory-intensive. Quantization can reduce ... Every time I do a video about a model I get a comment saying "Well you never said what it takes to run it!" Well since I am not ... The explosive growth of large language models (LLMs) has facilitated a significant number of breakthroughs in fields like text ... Run massive AI models on your laptop! Learn the secrets of LLM quantization and how q2, q4, and q8 settings in Ollama can save ... 00:00 Introduction to LLM Quantization 02:15 What is Quantization? 04:45 Post-Training Quantization (PTQ) vs. QAT 07:30 GPTQ ...
Large language models (LLMs) have shown excellent performance on various tasks, but the astronomical model size raises the ... In this video, we discuss the fundamentals of model quantization, the technique that allows us to run inference on massive LLMs ... Lecture 20 introduces efficient transformers. Keywords: Transformer Slides:
