from rank_bm25 import BM25Okapi

tokenized_chunks = [
    chunk.lower().split()
    for chunk in chunks
]

bm25 = BM25Okapi(tokenized_chunks)

query_tokens = query.lower().split()
bm25_scores = bm25.get_scores(query_tokens)

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