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import os
from transformers import LayoutLMv3Processor, AutoModel
# Step 1: Create the cache directory
cache_directory = os.path.expanduser('~/huggingface_cache') # Change path as needed
os.makedirs(cache_directory, exist_ok=True)
# Step 2: Set the HF_HOME environment variable
os.environ['HF_HOME'] = cache_directory
# Step 3: Load the processor and model from Hugging Face
try:
# Load the LayoutLMv3 processor
processor = LayoutLMv3Processor.from_pretrained("HURIDOCS/pdf-document-layout-analysis")
# Load the model
model = AutoModel.from_pretrained("HURIDOCS/pdf-document-layout-analysis")
print("Model and processor loaded successfully.")
except Exception as e:
print(f"An error occurred: {e}")