Expert Parallelism (EP) Support for DeepSeek V3/R1

[sleepcoo]

Motivation

Expert Parallelism (EP) Support for DeepSeek V3/R1。

Modifications

• the group GEMM operator supports FP8
• supports DeepSeek V3 parameter loading.

Performence

The performance improved by approximately 5% on a single H200 machine.

H200*8	Input token throughput (tok/s)	Output token throughput (tok/s)
EP=8	677.82	1468.48
TP=8	647.60	1403.02

test command

python3 -m sglang.launch_server --model deepseek-ai/DeepSeek-V3 --tp 8 --trust-remote-code 
python3 -m sglang.launch_server --model deepseek-ai/DeepSeek-V3 --tp 8 --trust-remote-code --enable-ep-moe 
 python3 -m sglang.bench_serving --backend sglang --dataset-name random --num-prompts 600 --random-input 180 --random-output 400 --request-rate 40