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README.md
README.md
 
 
bench_other.py
bench_other.py
 
 
bench_sglang.py
bench_sglang.py
 
 

README.md

Download data

wget https://raw.githubusercontent.com/rowanz/hellaswag/master/data/hellaswag_val.jsonl

Run benchmark

Benchmark sglang

python -m sglang.launch_server --model-path meta-llama/Llama-2-7b-chat-hf --port 30000

python3 bench_sglang.py --num-questions 200

Benchmark vllm

python3 -m vllm.entrypoints.api_server --tokenizer-mode auto --model meta-llama/Llama-2-7b-chat-hf --disable-log-requests --port 21000

python3 bench_other.py --num-questions 200 --backend vllm

Benchmark lightllm

# A10G
python -m lightllm.server.api_server --tokenizer_mode auto --model_dir ~/model_weights/llama-2-7b-chat-hf --max_total_token_num 16000 --port 22000

python3 bench_other.py --num-questions 200 --backend lightllm

Benchmark guidance

CUDA_VISIBLE_DEVICES=0,1 python3 bench_other.py --num-questions 200 --backend guidance --parallel 1 --n-ctx 4096 --model-path path/to/gguf

Benchmark lmql

lmql serve-model meta-llama/Llama-2-7b-chat-hf --cuda --port 23000

python3 bench_other.py --num-questions 200 --backend lmql --port 23000 --parallel 1