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pip install colivara_py

# Import and initialize ColiVara
from colivara_py import ColiVara

rag_client = ColiVara()

# Upload a document to the default collection
document = rag_client.upsert_document(
  name="sample_document",
  url="https://example.com/sample.pdf",
  metadata={"author": "John Doe"}
)
results = rag_client.search(query="machine learning")
print(results) # top 3 pages with the most relevant information