coherence_detection

# First install PyTorch with the correct CUDA version for your system
# Visit https://pytorch.org/get-started/locally/ for the right command

# Example for CUDA 11.8:
pip install torch torchvision --index-url https://download.pytorch.org/whl/cu118

# Example for CPU-only:
pip install torch torchvision --index-url https://download.pytorch.org/whl/cpu

# Once torch is installed and verified:
pip install -r requirements.txt

python example_usage.py

from example_usage import CoherenceClassifier
# Initialize with your model
classifier = CoherenceClassifier("coherence_model.safetensors")
# Predict on an image
result = classifier.predict("your_image.jpg", return_probs=True)
print(result)  # {'coherent': 0.85, 'incoherent': 0.05, 'semi-incoherent': 0.10}