Multi-Head Latent Attention MLA (2024年)（マルチヘッドラテントアテンション）

概要

Multi-Head Latent Attention MLA は2024年5月DeepSeek発表・Industry-leading low-rank KV joint compression 2024年DeepSeek MLA innovative attention position確立。Industry-leading 93.3% KV cache reduction + DeepSeek-V2 + V3 signature attention + RoPE-compatible decoupled + GQA outperformance + DeepSeek China innovation。

主な特徴・仕組み

• Industry-leading DeepSeek (Founded 2023 Hangzhou China by Liang Wenfeng + High-Flyer) 2024年5月 V2 release
• Industry-leading Multi-Head Latent Attention MLA signature
• Industry-leading low-rank KV joint compression signature (latent vector)
• Industry-leading 93.3% KV cache reduction signature (vs MHA baseline)
• Industry-leading DeepSeek-V2 + V3 + R1 signature attention
• Industry-leading RoPE-compatible decoupled signature
• Industry-leading GQA outperformance signature
• Industry-leading 2024年5月 ArXiv paper "DeepSeek-V2 A Strong, Economical, and Efficient Mixture-of-Experts Language Model"
• Industry-leading post-2024 widely-cited innovation signature
• Industry-leading DeepSeek 2023 Hangzhou Liang Wenfeng + High-Flyer 1 year

まとめ

Multi-Head Latent Attention MLA = 2024年5月DeepSeek発表のpremium innovative attention。Industry-leading low-rank KV joint compression latent vector + 93.3% KV cache reduction vs MHA baseline + DeepSeek-V2 + V3 + R1 signature attention + RoPE-compatible decoupled + GQA outperformance + 2024年5月 ArXiv paper + DeepSeek 2023 Hangzhou Liang Wenfeng + High-Flyer 1 year position確立。