from llava.mm_utils import get_model_name_from_path
from llava.eval.run_llava import eval_model

model_path = "vonjack/Hermes-2-Pro-BakLLaVA-Mistral-7B"

prompt = "What's the content of the image?"
image_file = "https://www.ilankelman.org/stopsigns/australia.jpg"

args = type('Args', (), {
    "model_path": model_path,
    "model_base": None,
    "model_name": get_model_name_from_path(model_path),
    "query": prompt,
    "conv_mode": None,
    "image_file": image_file,
    "sep": ",",
    "temperature": 0,
    "top_p": None,
    "num_beams": 1,
    "max_new_tokens": 512
})()

eval_model(args)

Example: