# Memory efficient

Quantized version optimized for low-end hardware and CPU-only environments, achieving production-ready inference configurations under resource constraints

Llama-3.2-3B-Instruct GGUF is a 3B-parameter large language model released by Meta, utilizing IQ-DynamicGate technology for ultra-low-bit quantization (1-2 bits), optimizing inference performance while maintaining memory efficiency.

A 49B-parameter large language model utilizing IQ-DynamicGate ultra-low-bit quantization technology, supporting 1-2 bit precision-adaptive quantization, optimized for memory efficiency and inference speed

RuLeanALBERT is a memory-efficient masked language model pretrained specifically for Russian.