Transformers How to use MachinePulseAI/karpo-decision-31B with Transformers:
# Use a pipeline as a high-level helper
from transformers import pipeline
pipe = pipeline("text-classification", model="MachinePulseAI/karpo-decision-31B") # pip install -U transformers accelerate
# Load model directly
from transformers import AutoProcessor, AutoModelForMultimodalLM
processor = AutoProcessor.from_pretrained("MachinePulseAI/karpo-decision-31B")
model = AutoModelForMultimodalLM.from_pretrained("MachinePulseAI/karpo-decision-31B", device_map="auto") 
