KIVI: A Plug-and-Play 2-bit KV Cache Quantization Algorithm without the Need for Any Tuning
Giant language fashions (LLMs) are extremely helpful for duties like producing textual content or answering questions. Nevertheless, they face an ...
Tag: Quantization
HuggingFace Introduces Quanto: A Python Quantization Toolkit to Reduce the Computational and Memory Costs of Evaluating Deep Learning Models
HuggingFace Researchers introduce Quanto to deal with the problem of optimizing deep studying fashions for deployment on resource-constrained units, equivalent ...
This Paper Introduces AQLM: A Machine Learning Algorithm that Helps in the Extreme Compression of Large Language Models via Additive Quantization
Within the quickly advancing area of synthetic intelligence, the environment friendly operation of huge language fashions (LLMs) on consumer-level {hardware} ...
EasyQuant: Revolutionizing Large Language Model Quantization with Tencent’s Data-Free Algorithm
The relentless development in pure language processing (NLP) has ushered in an period of enormous language fashions (LLMs) able to ...
Seeking Faster, More Efficient AI? Meet FP6-LLM: the Breakthrough in GPU-Based Quantization for Large Language Models
In computational linguistics and synthetic intelligence, researchers regularly attempt to optimize the efficiency of enormous language fashions (LLMs). These fashions, ...
Unveiling the Power of Quantization
Introduction Let’s say you've a gifted buddy who can acknowledge patterns, like figuring out whether or not a picture incorporates ...
This Study from Meta GenAI Proposes a Groundbreaking Quantization Strategy for Enhancing Latent Diffusion Models Using SQNR Metrics
Within the period of edge computing, deploying refined fashions like Latent Diffusion Fashions (LDMs) on resource-constrained units poses a novel ...
Meet LoftQ: LoRA-Fine-Tuning-Aware Quantization for Large Language Models
The introduction of Pre-trained Language Fashions (PLMs) has signified a transformative shift within the discipline of Pure Language Processing. They've ...