| from tools.ingest import parse_file, text_to_docs, load_embeddings_model, embed_faiss_save_to_zip | |
| borough_plan_text, file_names = parse_file([open("Lambeth_2030-Our_Future_Our_Lambeth.pdf")]) | |
| print("Borough plan text created") | |
| print(borough_plan_text) | |
| borough_plan_docs = text_to_docs(borough_plan_text) | |
| print("Borough plan docs created") | |
| embedding_model = "mixedbread-ai/mxbai-embed-xsmall-v1" # "mixedbread-ai/mxbai-embed-xsmall-v1" # | |
| embeddings = load_embeddings_model(embeddings_model = embedding_model) | |
| embed_faiss_save_to_zip(borough_plan_docs, save_folder="borough_plan", embeddings_model_object= embeddings, save_to="faiss_embedding", model_name = embedding_model) |