{
  "source_url": "https://salt.sunbird.ai/sunflower/inference/",
  "chunk_id": "11_1",
  "text": "mport the necessary libraries for loading and running the model. import torch import transformers from transformers import AutoModelForCausalLM , AutoTokenizer , BitsAndBytesConfig import os from getpass import getpass 3. Authentication  Set your Hugging Face token to access models os . environ  HFTOKEN   getpass ( HFTOKEN  ) 4. Load Tokenizer and Model Replace MODELNAME with the specific model you want to use, e.g., SunbirdSunflower-14B-4bit-nf4-bnb or SunbirdSunflower-14B-8bit-bnb .  Load toke"
}