| ## Run benchmark | |
| ### Build dataset | |
| ``` | |
| pip install wikipedia | |
| python3 build_dataset.py | |
| ``` | |
| ### Dependencies | |
| ``` | |
| llama_cpp_python 0.2.19 | |
| guidance 0.1.10 | |
| vllm 0.2.5 | |
| outlines 0.0.22 | |
| ``` | |
| ### Benchmark sglang | |
| Run Llama-7B | |
| ``` | |
| python3 -m sglang.launch_server --model-path meta-llama/Llama-2-7b-chat-hf --port 30000 | |
| ``` | |
| Run Mixtral-8x7B | |
| ``` | |
| python3 -m sglang.launch_server --model-path mistralai/Mixtral-8x7B-Instruct-v0.1 --port 30000 --tp-size 8 | |
| ``` | |
| Benchmark | |
| ``` | |
| python3 bench_sglang.py --num-questions 10 | |
| ``` | |
| ### Benchmark Outlines + vLLM | |
| Run Llama-7B | |
| ``` | |
| python3 -m outlines.serve.serve --tokenizer-mode auto --model meta-llama/Llama-2-7b-chat-hf --disable-log-requests --port 21000 | |
| ``` | |
| Benchmark | |
| ``` | |
| python3 bench_other.py --backend outlines --num-questions 10 | |
| ``` | |
| ### Benchmark guidance | |
| Run Llama-7B and benchmark | |
| ``` | |
| python3 bench_other.py --backend guidance --num-questions 10 --parallel 1 --n-ctx 4096 --model-path path/to/gguf | |
| ``` | |