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Initial commit: Multimodal RAG Pipeline V3.0 with Fallback Logic
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import hashlib
def calculate_hash(text: str) -> str:
"""Calculate SHA-256 hash of text."""
return hashlib.sha256(text.encode()).hexdigest()