The real gains are far less than the advertised. Tests ton TFTOPS show 25% gains at 200Watt cap. While mostly prefil benefit from that less decoding which make the real gains 7-8%. Using at full power:

This is a benchmark test with Qwen 27B Int4 with 4x3090 and using full batching on VLLM to squeeze every bit of the GPU's.