remove unused batch function
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@@ -1401,23 +1401,6 @@ def build_indexes():
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elapsed = index_build_time - start_time
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elapsed = index_build_time - start_time
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logger.info(f"Index build complete with contextual weighting applied. Total time: {elapsed:.1f}s")
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logger.info(f"Index build complete with contextual weighting applied. Total time: {elapsed:.1f}s")
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# -----------------------------
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# Build / load indexes with contextual weighting and batch embedding
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# -----------------------------
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def batch_embed_documents(texts: List[str]) -> List[List[float]]:
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"""Embed documents in batches for better performance."""
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all_embeddings = []
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total_batches = (len(texts) + EMBEDDING_BATCH_SIZE - 1) // EMBEDDING_BATCH_SIZE
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for i in range(0, len(texts), EMBEDDING_BATCH_SIZE):
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batch = texts[i:i + EMBEDDING_BATCH_SIZE]
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batch_num = i // EMBEDDING_BATCH_SIZE + 1
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logger.info(f"Embedding batch {batch_num}/{total_batches} ({len(batch)} docs)...")
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batch_embeddings = embeddings.embed_documents(batch)
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all_embeddings.extend(batch_embeddings)
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return all_embeddings
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def load_indexes():
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def load_indexes():
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global vectorstore, bm25, bm25_corpus, chunks_metadata, embeddings, index_build_time
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global vectorstore, bm25, bm25_corpus, chunks_metadata, embeddings, index_build_time
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logger.info("Loading indexes from disk...")
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logger.info("Loading indexes from disk...")
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