import logging logging.basicConfig(level=logging.ERROR) from langchain_chroma import Chroma from langchain_google_genai import GoogleGenerativeAIEmbeddings import os from dotenv import load_dotenv load_dotenv() emb = GoogleGenerativeAIEmbeddings(model="models/gemini-embedding-2-preview") db = Chroma(persist_directory="data/viking_context/chroma_fallback", embedding_function=emb) count = db._collection.count() print(f"Total embedded chunks in DB: {count}")