Merge pull request #391 from aurelio-labs/tolga/function-schemas

feat: optimize local/remote routes flow and store them on Pinecone

.gitignore

@@ -27,6 +27,7 @@ node_modules
 package-lock.json
 package.json
 test.ipynb
+test_sync.ipynb
 ```
 
 # docs

semantic_router/index/base.py

@@ -26,6 +26,8 @@ def add(
         embeddings: List[List[float]],
         routes: List[str],
         utterances: List[Any],
+        function_schemas: Optional[List[Dict[str, Any]]] = None,
+        metadata_list: List[Dict[str, Any]] = [],
     ):
         """
         Add embeddings to the index.
@@ -109,17 +111,22 @@ def delete_index(self):
         raise NotImplementedError("This method should be implemented by subclasses.")
 
     def _sync_index(
-        self, local_route_names: List[str], local_utterances: List[str], dimensions: int
+        self,
+        local_route_names: List[str],
+        local_utterances: List[str],
+        local_function_schemas: List[Dict[str, Any]],
+        local_metadata: List[Dict[str, Any]],
+        dimensions: int,
     ):
         """
         Synchronize the local index with the remote index based on the specified mode.
         Modes:
         - "error": Raise an error if local and remote are not synchronized.
         - "remote": Take remote as the source of truth and update local to align.
         - "local": Take local as the source of truth and update remote to align.
-        - "merge-force-remote": Merge both local and remote taking only remote routes utterances when a route with same route name is present both locally and remotely.
-        - "merge-force-local": Merge both local and remote taking only local routes utterances when a route with same route name is present both locally and remotely.
-        - "merge": Merge both local and remote, merging also local and remote utterances when a route with same route name is present both locally and remotely.
+        - "merge-force-remote": Merge both local and remote taking only remote routes features when a route with same route name is present both locally and remotely.
+        - "merge-force-local": Merge both local and remote taking only local routes features when a route with same route name is present both locally and remotely.
+        - "merge": Merge both local and remote, merging also local and remote features when a route with same route name is present both locally and remotely.
 
         This method should be implemented by subclasses.
         """

semantic_router/index/local.py

@@ -5,6 +5,7 @@
 from semantic_router.index.base import BaseIndex
 from semantic_router.linear import similarity_matrix, top_scores
 from semantic_router.utils.logger import logger
+from typing import Any
 
 
 class LocalIndex(BaseIndex):
@@ -26,6 +27,8 @@ def add(
         embeddings: List[List[float]],
         routes: List[str],
         utterances: List[str],
+        function_schemas: Optional[List[Dict[str, Any]]] = None,
+        metadata_list: List[Dict[str, Any]] = [],
     ):
         embeds = np.array(embeddings)  # type: ignore
         routes_arr = np.array(routes)
@@ -47,7 +50,12 @@ def _remove_and_sync(self, routes_to_delete: dict):
             logger.warning("Sync remove is not implemented for LocalIndex.")
 
     def _sync_index(
-        self, local_route_names: List[str], local_utterances: List[str], dimensions: int
+        self,
+        local_route_names: List[str],
+        local_utterances: List[str],
+        local_function_schemas: List[Dict[str, Any]],
+        local_metadata: List[Dict[str, Any]],
+        dimensions: int,
     ):
         if self.sync is not None:
             logger.error("Sync remove is not implemented for LocalIndex.")