Run benchmark
Benchmark sglang
python3 -m sglang.launch_server --model-path codellama/CodeLlama-7b-instruct-hf --port 30000
python3 bench_sglang.py --num-questions 10 --parallel 1
Benchmark vllm
python3 -m vllm.entrypoints.api_server --tokenizer-mode auto --model codellama/CodeLlama-7b-instruct-hf --disable-log-requests --port 21000 --gpu 0.97
python3 bench_other.py --backend vllm --num-questions 64
Benchmark guidance
python3 bench_other.py --backend guidance --num-questions 32 --parallel 1 --n-ctx 11000 --model-path path/to/code-llama/gguf
Build dataset
pip install PyPDF2
python3 build_dataset.py
import PyPDF2
with open('llama2.pdf', 'rb') as file:
reader = PyPDF2.PdfReader(file)
text = ''
for page_num in range(len(reader.pages)):
text += reader.pages[page_num].extract_text()
with open('output.txt', 'w') as text_file:
text_file.write(text)