First stable

.gitignore

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+**/__pycache__/
+*.py[cod]
+*$py.class

config.py

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+model_url             = "http://localhost:11434/api/embed"
+model_name            = "nomic-embed-text"
+memories_db_path      = "./memories"
+memories_table        = "knowledge_stories"
+memories_vector_size  = 768

memories_semantic_search.py

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+import lancedb
+import config, embedding
+db = lancedb.connect(config.memories_db_path)
+table = db.open_table(config.memories_table)
+question = "Email group Microsoft tidak muncul, apakah masuk spam?"
+query_vector = embedding.embed_text(question)
+results = (
+    table.search(query_vector, vector_column_name="vector_title")
+    .limit(3)
+    .to_list()
+)
+print("Pertanyaan:")
+print(question)
+print("Hasil paling mirip:")
+for row in results:
+    print("=" * 60)
+    print("ID:", row["id"])
+    print("Title:", row["title"])
+    print("Story:", row["story"])
+    print("Distance:", row["_distance"])

memories_test.py

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+import config, embedding
+text = "Saya lupa password di HRIS AFMS2"
+vector = embedding.embed_text(config.model_url, config.model_name, text)
+print("Text:")
+print(text)
+print("Vector:")
+print(str(vector))

requirements.txt

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+lancedb
+pyarrow

table_modify.py

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+import lancedb
+import embedding
+db = lancedb.connect(config.memories_db_path)
+table = db.open_table(config.memories_table)
+docs = [
+    {
+        "id": "wifi-001",
+        "title": "Perubahan password WiFi menjadi login portal",
+        "story": (
+            "Password WiFi kantor telah berubah. "
+            "Sekarang akses WiFi menggunakan login portal. "
+            "Akun login akan diberikan melalui chat pribadi masing-masing user."
+        ),
+    },
+    {
+        "id": "m365-001",
+        "title": "Cara cek spam pada Outlook Group",
+        "story": (
+            "Untuk mengecek spam pada Outlook Group, buka Outlook Web. "
+            "Masuk ke menu Groups, pilih group terkait, lalu cek folder Junk Email atau Spam."
+        ),
+    },
+    {
+        "id": "printer-001",
+        "title": "Printer tidak terdeteksi di komputer",
+        "story": (
+            "Jika printer tidak terdeteksi, cek koneksi kabel atau jaringan. "
+            "Pastikan driver printer sudah terinstall, lalu coba restart service Print Spooler."
+        ),
+    },
+]
+for doc in docs:
+    row = {
+        "id"            : doc["id"     ],
+        "title"         : doc["title"  ],
+        "story"         : doc["story"  ],
+        "vector_title"  : embedding.embed_text(doc["title"]),
+    }
+    table.add([row])
+    print(f"Menambahkan record: {doc['title']}")
+print("\nTable berhasil diproses.")
+print("Nama table:", config.memories_table)
+print("Jumlah row:", table.count_rows())