ResearchBenchmarksLatency Measurement on LLaMA-7B linear layers (4096 × 4096)Follow0.0499Latency (ms)MBOK-0.0029690.353830.710631.06743May 28, 2025Evaluation ResultsMethodMethodLinksLatency (ms)Speed-upMBOKWEIGHT SIZE=4096 × 409...WEIGHT SIZE=4096 × 4096, Hardware=A100 GPU2025.050.04992.14FP16WEIGHT SIZE=4096 × 409...WEIGHT SIZE=4096 × 4096, Hardware=A100 GPU2025.050.107—QUIP#WEIGHT SIZE=4096 × 409...WEIGHT SIZE=4096 × 4096, Hardware=A100 GPU2025.050.4620.23QTIPWEIGHT SIZE=4096 × 409...WEIGHT SIZE=4096 × 4096, Hardware=A100 GPU2025.051.37140.08