FP8 Search and KV-Caching in USearch
本文介绍了USearch中FP8搜索和KV缓存的技术实现,探讨了如何在保持高精度的同时显著提升向量搜索性能,为大规模AI应用提供高效解决方案。
本文介绍了USearch中FP8搜索和KV缓存的技术实现,探讨了如何在保持高精度的同时显著提升向量搜索性能,为大规模AI应用提供高效解决方案。
FP4 is a 4-bit floating point format that represents a significant reduction from traditional 32-bit and 64-bit floating point standards. This compact format enables more efficient storage and computation in resource-constrained environments like edge devices and AI accelerators.
This post examines the NF4 4-bit floating point format and higher precision analogs used for quantizing LLM weights. NF4 and FP4 are common 4-bit data types in bitsandbytes, often found in weights downloaded from Hugging Face.