feat: demo app

app.py

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+import asyncio
+import datetime
+from typing import Annotated
+
+import dbally
+import sqlalchemy
+from dbally import SqlAlchemyBaseView
+from dbally.audit import CLIEventHandler
+from dbally.embeddings import LiteLLMEmbeddingClient
+from dbally.gradio import create_gradio_interface
+from dbally.llms import LiteLLM
+from dbally.similarity import SimilarityIndex, SimpleSqlAlchemyFetcher, FaissStore
+from dbally.views import decorators
+from dotenv import load_dotenv
+from sqlalchemy import create_engine
+from sqlalchemy.ext.automap import automap_base
+
+dbally.event_handlers = [CLIEventHandler()]
+
+engine = create_engine('sqlite:///clients.db')
+load_dotenv()
+
+Base = automap_base()
+Base.prepare(autoload_with=engine)
+Clients = Base.classes.clients
+
+cities_fetcher = SimpleSqlAlchemyFetcher(
+    sqlalchemy_engine=engine, 
+    table=Clients, 
+    column=Clients.city,
+)
+cities_store = FaissStore(
+    index_dir="indexes",
+    index_name="cities_index",
+    embedding_client=LiteLLMEmbeddingClient("text-embedding-3-small"),
+)
+
+CityIndex = SimilarityIndex(
+    fetcher=cities_fetcher,
+    store=cities_store,
+)
+
+
+class ClientsView(SqlAlchemyBaseView):
+
+    def get_select(self) -> sqlalchemy.Select:
+        return sqlalchemy.select(Clients)
+
+    @decorators.view_filter()
+    def filter_by_city(self, city: Annotated[str, CityIndex]):
+        return Clients.city == city
+    
+    @decorators.view_filter()
+    def eligible_for_loyalty_program(self):
+        total_orders_check = Clients.total_orders > 3
+        date_joined_check = Clients.date_joined < (datetime.datetime.now() - datetime.timedelta(days=365))
+        return total_orders_check & date_joined_check
+
+
+async def main() -> None:
+    llm = LiteLLM(model_name="gpt-4-turbo")
+
+    collection = dbally.create_collection("clients", llm=llm)
+    collection.add(ClientsView, lambda: ClientsView(engine))
+
+    await collection.update_similarity_indexes()
+
+    interface = create_gradio_interface(collection)
+    interface.launch()
+
+
+if __name__ == '__main__':
+    asyncio.run(main())

requirements.txt

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+dbally[litellm,faiss,gradio]==0.7.0