#init ocean # TODO upload ocean to pip and config it to the abstract class import logging from typing import Union, List import oceandb from oceandb.utils.embedding_function import MultiModalEmbeddingFunction class OceanDB: def __init__(self): try: self.client = oceandb.Client() print(self.client.heartbeat()) except Exception as e: logging.error(f"Failed to initialize OceanDB client. Error: {e}") def create_collection(self, collection_name: str, modality: str): try: embedding_function = MultiModalEmbeddingFunction(modality=modality) collection = self.client.create_collection(collection_name, embedding_function=embedding_function) return collection except Exception as e: logging.error(f"Failed to create collection. Error {e}") def append_document(self, collection, document: str, id: str): try: return collection.add(documents=[document], ids[id]) except Exception as e: logging.error(f"Faield to append document to the collection. Error {e}") raise def add_documents(self, collection, documents: List[str], ids: List[str]): try: return collection.add(documents=documents, ids=ids) except Exception as e: logging.error(f"Failed to add documents to collection. Error: {e}") raise def query(self, collection, query_texts: list[str], n_results: int): try: results = collection.query(query_texts=query_texts, n_results=n_results) return results except Exception as e: logging.error(f"Failed to query the collection. Error {e}") raise