Posts by Daniel Huang
AITER-Enabled MLA Layer Inference on AMD Instinct MI300X GPUs
- 25 August 2025
For developers pushing LLM inference to its limits, efficiency and speed are non-negotiable. DeepSeek-V3’s Multi-head Latent Attention (MLA) layer rethinks traditional attention to cut memory bandwidth pressure while maintaining accuracy. Combined with the matrix absorbed optimization and AMD’s AI Tensor Engine for ROCm (AITER), this can deliver up to 2X faster inference on AMD Instinct™ MI300X GPUs compared to non-AITER runs.