Persistent Storage

from mneno import MemoryClient
from mneno.storage import InMemoryMemoryStore

# Default behavior
client = MemoryClient()

# Explicitly using in-memory
client = MemoryClient(storage=InMemoryMemoryStore())

from mneno.storage import JSONFileStorage

client = MemoryClient(storage=JSONFileStorage("data/memories.json"))

from mneno.storage import SQLiteStorage

client = MemoryClient(storage=SQLiteStorage("data/mneno.db"))

from mneno.storage import JSONFileStorage, SQLiteStorage

# To migrate, you can export from one and import into another
old_client = MemoryClient(storage=JSONFileStorage("data/old.json"))
payload = old_client.export_json()

new_client = MemoryClient(storage=SQLiteStorage("data/new.db"))
new_client.import_json("data/old.json")

from mneno.storage.base import MemoryStore
from mneno.models import Memory

class MyCustomStorage(MemoryStore):
    def add(self, memory: Memory) -> Memory:
        # Your implementation
        pass

    def get(self, memory_id: str) -> Memory | None:
        # Your implementation
        pass

    # ... and so on