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| from src.prepare_openAIEmbeddings_vectordb import PrepareVectorDB | |
| from typing import List, Tuple | |
| from src.load_config import LoadConfig | |
| APP_CONFIG = LoadConfig() | |
| class UploadFile: | |
| """ | |
| Utility class for handling file uploads and processing. | |
| This class provides static methods for checking directories and processing uploaded files | |
| to prepare a VectorDB. | |
| """ | |
| def process_uploaded_files(files_dir: List, chatbot: List, rag_with_dropdown: str) -> Tuple: | |
| """ | |
| Prepares and saves a VectorDB from uploaded files. | |
| Parameters: | |
| files_dir (List): List of paths to the uploaded files. | |
| chatbot: An instance of the chatbot for communication. | |
| Returns: | |
| Tuple: A tuple containing an empty string and the updated chatbot instance. | |
| """ | |
| if rag_with_dropdown == "Upload new data": | |
| prepare_vectordb_instance = PrepareVectorDB(data_directory=files_dir, | |
| persist_directory=APP_CONFIG.custom_persist_directory, | |
| embedding_model_engine=APP_CONFIG.embedding_model_engine, | |
| chunk_size=APP_CONFIG.chunk_size, | |
| chunk_overlap=APP_CONFIG.chunk_overlap) | |
| prepare_vectordb_instance.prepare_and_save_vectordb() | |
| chatbot.append( | |
| (" ", "Uploaded files are ready for querying.")) | |
| else: | |
| chatbot.append( | |
| (" ", "If you want to upload your own PDF, please select 'Upload new data' from the dropdown.")) | |
| return "", chatbot | |