# # Copyright 2025 The InfiniFlow Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # from pathlib import Path from ragflow_sdk import Chat, Chunk, DataSet, Document, RAGFlow, Session from utils.file_utils import create_txt_file # DATASET MANAGEMENT def batch_create_datasets(client: RAGFlow, num: int) -> list[DataSet]: return [client.create_dataset(name=f"dataset_{i}") for i in range(num)] # FILE MANAGEMENT WITHIN DATASET def bulk_upload_documents(dataset: DataSet, num: int, tmp_path: Path) -> list[Document]: document_infos = [] for i in range(num): fp = create_txt_file(tmp_path / f"ragflow_test_upload_{i}.txt") with fp.open("rb") as f: blob = f.read() document_infos.append({"display_name": fp.name, "blob": blob}) return dataset.upload_documents(document_infos) # CHUNK MANAGEMENT WITHIN DATASET def batch_add_chunks(document: Document, num: int) -> list[Chunk]: return [document.add_chunk(content=f"chunk test {i}") for i in range(num)] # CHAT ASSISTANT MANAGEMENT def batch_create_chat_assistants(client: RAGFlow, num: int) -> list[Chat]: return [client.create_chat(name=f"test_chat_assistant_{i}") for i in range(num)] # SESSION MANAGEMENT def batch_add_sessions_with_chat_assistant(chat_assistant: Chat, num) -> list[Session]: return [chat_assistant.create_session(name=f"session_with_chat_assistant_{i}") for i in range(num)]