initial structure implemented

docs -> _docs

helpers/faiss_index_manager.py

@@ -0,0 +1,34 @@
+from typing import Optional
+import numpy as np
+
+
+class FaissIndexManager:
+    def __init__(self, dimension: int, index_type: str = "IVF"):
+        self._dimension = dimension
+        self._index_type = index_type
+        self._index = None
+        self._id_map: dict[int, str] = {}
+
+    def build_index(self, vectors: np.ndarray, ids: list[str]) -> bool:
+        raise NotImplementedError
+
+    def add_vectors(self, vectors: np.ndarray, ids: list[str]) -> bool:
+        raise NotImplementedError
+
+    def search(
+        self, query: np.ndarray, top_k: int = 10
+    ) -> list[tuple[str, float]]:
+        raise NotImplementedError
+
+    def remove_vectors(self, ids: list[str]) -> bool:
+        raise NotImplementedError
+
+    def save_index(self, path: str) -> bool:
+        raise NotImplementedError
+
+    def load_index(self, path: str) -> bool:
+        raise NotImplementedError
+
+    def get_vector_count(self) -> int:
+        raise NotImplementedError
+