sglang

Files

Lianmin Zheng 22085081bb release initial code

Co-authored-by: Ying Sheng <sqy1415@gmail.com>
Co-authored-by: Liangsheng Yin <hnyls2002@gmail.com>
Co-authored-by: Zhiqiang Xie <xiezhq@stanford.edu>
Co-authored-by: parasol-aser <3848358+parasol-aser@users.noreply.github.com>
Co-authored-by: LiviaSun <33578456+ChuyueSun@users.noreply.github.com>
Co-authored-by: Cody Yu <hao.yu.cody@gmail.com>

2024-01-08 04:37:50 +00:00

bench_sglang.py

release initial code

2024-01-08 04:37:50 +00:00

gen_data.py

release initial code

2024-01-08 04:37:50 +00:00

README.md

release initial code

2024-01-08 04:37:50 +00:00

README.md

Download data

wget https://raw.githubusercontent.com/merrymercy/merrymercy.github.io/master/files/random_words.json
python3 gen_data.py --number 1000

Run benchmark

Benchmark sglang

python3 -m sglang.launch_server --model-path codellama/CodeLlama-7b-hf --port 30000

python3 bench_sglang.py --src-index 600 --num-q 50 --parallel 1

# original
Accuracy: 0.940, latency: 332.83 s

# parallel encoding (no_adjust, offset = 1000)
Accuracy: 0.760, latency: 238.46 s

# parallel encoding (no_adjust, offset = 3000)
Accuracy: 0.760, latency: 238.46 s

# parallel encoding (no_adjust, offset = 0)
Accuracy: 0.520, latency: 238.46 s

# parallel encoding (adjust_cache)
Accuracy: 0.460, latency: 257.66 s