mqa

Collections of papers, databases, and codes targeted at point cloud quality assessment (PCQA), mesh quality assessment (MQA), 3D model quality assessment (3DQA).

MHA, MQA, GQA, MLA 相关原理及简要实现

A code deep-dive on one of the key innovations from Deepseek - Multihead Latent Attention (MLA)

A fast, lightweight cross-os toolkit for detecting, analyzing, organizing, and exporting MQA-encoded FLAC files.

Reference Flash Attention implementation in PyTorch with V1/V2, GQA/MQA, Triton kernels, benchmark and docs.

Docker Compose for Metadata Quality Assessment (MQA) on CKAN and European Data Portal catalogs

Metadata Quality Stack is a comprehensive toolkit for analysing metadata quality. It implements the European Data Portal's MQA methodology. Docker Compose deployment and React web application.

Empirical profiling of MHA, GQA, and MQA attention variants measuring KV-cache memory, decode throughput, and output fidelity. GQA-g2 halves KV-cache while preserving ~70% cosine similarity; MQA reduces cache by 92% but drops to ~27% similarity.

Modern LLM Attention from Scratch — MHA, GQA, MQA, RoPE, and KV-Cache implemented in pure PyTorch.

Create a local database of MQA albums from Tidal