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from pathlib import Path
from backend.classes.data_preparer import DataPreparerConfig, DataPreparer
from backend.utils.utils import initialize_logger, read_config, set_env_variables
from dotenv import load_dotenv
load_dotenv()
def run(config: dict):
"""
Run the RAG application.
:param config: Configuration dictionary
"""
logger.info("Prepare data")
data_preparer_config = DataPreparerConfig(input_data_path=config["data"]["input_data_path"],
output_data_path=config["data"]["output_data_path"],
output_file=config["data"]["output_file"],
pdf_extractor=config["pdf_extractor"],
vector_database=config["vector_database"],
embedding_model=config["embedding_model"])
data_preparer = DataPreparer(data_preparer_config)
data_preparer.prepare_data()
logger.info("Data prepared")
if __name__ == '__main__':
logger = initialize_logger()
# get current file path using Path
config = read_config(str(Path(Path(__file__).parent, "../conf/config.yaml")))
# check if environment variables are set
env_variables = set_env_variables(config["env_variables"])
app_config = config[env_variables["APP_ENV"]]
app_config["env_vars"] = env_variables
run(app_config)
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