Balanced Ternary K5 Weight Scheme Beats FP8 Inference Throughput 3x

A developer released TKintegers, a balanced-ternary K5 weight representation with converter and GPU inference. On an NVIDIA L4 running Qwen2.5-0.5B-Instruct, it achieved 3.21x faster prefill throughput than TorchAO FP8.

2026-10-30 ~ 2026-10-30 · 3 related posts