memories/memories_semantic_search.py

import gc, sys, lancedb
import config, lib.ragroleplay as ragroleplay

def memories_check(question, search_limit):
    db = lancedb.connect(config.memories_db_path)
    table = db.open_table("knowledge_memories")
    query_vector = ragroleplay.embed_text(config.model_url, config.model_name, question)
    results = table.search(query_vector, vector_column_name="vector_context").limit(search_limit).to_list()

    print("")
    print(f"Pertanyaan: {question}")
    print("")

    if not results:
        print("Tidak ada memori yang ditemukan.")
    else:
        print(f"Ditemukan {len(results)} memori yang relevan berdasarkan KONTEKS:\n")
        for i, row in enumerate(results, 1):
            print(f"Memori #{i}")
            print(f"Kapan: {row['relative_time']}")
            print(f"Kejadian: {row['event']}")
            print(f"Detail: {row['detail']}")
            print(f"Kondisi Fisik: {row['physical']}")
            print(f"Emosi: {row['emotional']}")
            print(f"Kategori: {row['category']}")
            print(f"Skor Jarak: {row.get('_distance', 'N/A')}")
            print("")

    del table
    del db
    gc.collect()

if __name__ == "__main__":
    memories_check(sys.argv[1], 3)