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ExLlamaV3 v1.0.0 released with major performance upgrades

The ExLlamaV3 project has released version 1.0.0, marking a significant performance upgrade after over a year of development. This release introduces a new attention kernel with advanced quantization and caching, improved GEMM/GEMV performance on Ampere hardware, and new kernels for INT8 and MoE operations. ExLlamaV3 also now supports tensor parallelism for a wider range of models, including Gemma4, and has removed dependencies on flash-attention-2 and xformers. AI

IMPACT Improves inference performance and model compatibility for local LLM deployments.

RANK_REASON This is a release of a specific inference engine/library, not a frontier model release.

Read on r/LocalLLaMA →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

ExLlamaV3 v1.0.0 released with major performance upgrades

COVERAGE [1]

  1. r/LocalLLaMA TIER_1 Español(ES) · /u/Unstable_Llama ·

    ExLlamaV3 v1.0.0 - Major Performance Upgrades

    <table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1uwylut/exllamav3_v100_major_performance_upgrades/"> <img alt="ExLlamaV3 v1.0.0 - Major Performance Upgrades" src="https://preview.redd.it/ej7102hqfcdh1.png?width=640&amp;crop=smart&amp;auto=webp&amp;s=6f36b5c…