init

llama_stack/providers/impls/meta_reference/memory/config.py

@@ -5,9 +5,10 @@
 # the root directory of this source tree.
 
 from llama_models.schema_utils import json_schema_type
-
+from llama_stack.providers.utils.kvstore.config import KVStoreConfig, SqliteKVStoreConfig
 from pydantic import BaseModel
 
 
 @json_schema_type
-class FaissImplConfig(BaseModel): ...
+class FaissImplConfig(BaseModel):
+    kvstore: KVStoreConfig = SqliteKVStoreConfig()  # Uses default SQLite config

llama_stack/providers/impls/meta_reference/memory/faiss.py

@@ -25,9 +25,12 @@ from llama_stack.providers.utils.memory.vector_store import (
 from llama_stack.providers.utils.telemetry import tracing
 
 from .config import FaissImplConfig
+from llama_stack.providers.utils.kvstore import kvstore_impl
 
 logger = logging.getLogger(__name__)
 
+MEMORY_BANKS_PREFIX = "memory_banks:"
+
 
 class FaissIndex(EmbeddingIndex):
     id_by_index: Dict[int, str]
@@ -69,10 +72,26 @@ class FaissMemoryImpl(Memory, MemoryBanksProtocolPrivate):
     def __init__(self, config: FaissImplConfig) -> None:
         self.config = config
         self.cache = {}
+        self.kvstore = None
+        
+    async def initialize(self) -> None:
+        self.kvstore = await kvstore_impl(self.config.kvstore)
+        # Load existing banks from kvstore
+        start_key = MEMORY_BANKS_PREFIX
+        end_key = f"{MEMORY_BANKS_PREFIX}\xff"
+        stored_banks = await self.kvstore.range(start_key, end_key)
+        
+        for bank_data in stored_banks:
+            bank = VectorMemoryBankDef.model_validate_json(bank_data)
+            index = BankWithIndex(
+                bank=bank, 
+                index=FaissIndex(ALL_MINILM_L6_V2_DIMENSION)
+            )
+            self.cache[bank.identifier] = index
 
-    async def initialize(self) -> None: ...
+    async def shutdown(self) -> None:
-
+        # Cleanup if needed
-    async def shutdown(self) -> None: ...
+        pass
 
     async def register_memory_bank(
         self,
@@ -82,8 +101,17 @@ class FaissMemoryImpl(Memory, MemoryBanksProtocolPrivate):
             memory_bank.type == MemoryBankType.vector.value
         ), f"Only vector banks are supported {memory_bank.type}"
 
+        # Store in kvstore
+        key = f"{MEMORY_BANKS_PREFIX}{memory_bank.identifier}"
+        await self.kvstore.set(
+            key=key,
+            value=memory_bank.json(),
+        )
+
+        # Store in cache
         index = BankWithIndex(
-            bank=memory_bank, index=FaissIndex(ALL_MINILM_L6_V2_DIMENSION)
+            bank=memory_bank, 
+            index=FaissIndex(ALL_MINILM_L6_V2_DIMENSION)
         )
         self.cache[memory_bank.identifier] = index