3.12 Model Dictionary Compression
QR hashing (Shi et al., 2019) offers a solution by decomposing large matrices into smaller ones using quotient and remainder techniques while preserving embedding uniqueness across IDs. 通过使用商数和余数技术将大矩阵分解为较小的矩阵,同时保持不同 ID 嵌入的唯一性 #card
- 减少 embedding 词表大小和通过MurmurHash 这样的抗冲突哈希函数消除词表维护需求
Example of non static vocab hashing paradigm #card
3.12 Model Dictionary Compression
https://blog.xiang578.com/post/logseq/3.12 Model Dictionary Compression.html