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In order to use Qdrant as a vector database, set the environment variables QDRANT_URL and QDRANT_API_KEY which you can find on Qdrant Dashboard. 
from embedchain import App

# load qdrant configuration from yaml file
app = App.from_config(config_path="config.yaml")
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