LLM Quantization คืออะไร

อ่านต่อ : www.blockdit.com/posts/6ab8af...

#ShoperGamer #LLMQuantization #LLM #Ai #ModelAi #FP32 #FP16 #GGUF #GPTQ #Knowledge #Study #Feed

A developer guide to running local LLMs on 8GB GPUs using llama.cpp, quantization, and GPU offloading for efficient AI performance. #llmquantization

Comparing parameter selection strategies and discussing the future of AI model compression. #llmquantization

Testing quantization methods to see if AI models can maintain performance with fewer bits. #llmquantization

A deep dive into the latest research on LLM quantization, exploring past methods and new breakthroughs. #llmquantization

Discover how a small subset of LLM parameters, called "cherry" parameters, hold a disproportionate influence on model performance. #llmquantization

Discussion on Qwen3-235B's performance on Cerebras raises questions about quantization (FP16, FP8). Does Cerebras use dynamic precision, and how does it impact model quality vs. speed? Crucial for practical deployment. #LLMQuantization 4/6

Why do some parameters influence model performance more than others? This blog quantifies their impact. #llmquantization

Investigating the effect of quantization on chat-based LLMs like Vicuna-1.5. #llmquantization

Examining how base model quantization impacts perplexity and downstream performance. #llmquantization

Unpacking parameter heterogeneity: Why do only 1% of LLM parameters significantly impact performance? #llmquantization