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							- #
 - #  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
 - 
 - import requests
 - from configs import HOST_ADDRESS, VERSION
 - from requests_toolbelt import MultipartEncoder
 - from utils.file_utils import create_txt_file
 - 
 - HEADERS = {"Content-Type": "application/json"}
 - 
 - KB_APP_URL = f"/{VERSION}/kb"
 - DOCUMENT_APP_URL = f"/{VERSION}/document"
 - # FILE_API_URL = "/api/v1/datasets/{dataset_id}/documents"
 - # FILE_CHUNK_API_URL = "/api/v1/datasets/{dataset_id}/chunks"
 - # CHUNK_API_URL = "/api/v1/datasets/{dataset_id}/documents/{document_id}/chunks"
 - # CHAT_ASSISTANT_API_URL = "/api/v1/chats"
 - # SESSION_WITH_CHAT_ASSISTANT_API_URL = "/api/v1/chats/{chat_id}/sessions"
 - # SESSION_WITH_AGENT_API_URL = "/api/v1/agents/{agent_id}/sessions"
 - 
 - 
 - # KB APP
 - def create_kb(auth, payload=None, *, headers=HEADERS, data=None):
 -     res = requests.post(url=f"{HOST_ADDRESS}{KB_APP_URL}/create", headers=headers, auth=auth, json=payload, data=data)
 -     return res.json()
 - 
 - 
 - def list_kbs(auth, params=None, payload=None, *, headers=HEADERS, data=None):
 -     if payload is None:
 -         payload = {}
 -     res = requests.post(url=f"{HOST_ADDRESS}{KB_APP_URL}/list", headers=headers, auth=auth, params=params, json=payload, data=data)
 -     return res.json()
 - 
 - 
 - def update_kb(auth, payload=None, *, headers=HEADERS, data=None):
 -     res = requests.post(url=f"{HOST_ADDRESS}{KB_APP_URL}/update", headers=headers, auth=auth, json=payload, data=data)
 -     return res.json()
 - 
 - 
 - def rm_kb(auth, payload=None, *, headers=HEADERS, data=None):
 -     res = requests.post(url=f"{HOST_ADDRESS}{KB_APP_URL}/rm", headers=headers, auth=auth, json=payload, data=data)
 -     return res.json()
 - 
 - 
 - def detail_kb(auth, params=None, *, headers=HEADERS):
 -     res = requests.get(url=f"{HOST_ADDRESS}{KB_APP_URL}/detail", headers=headers, auth=auth, params=params)
 -     return res.json()
 - 
 - 
 - def list_tags_from_kbs(auth, params=None, *, headers=HEADERS):
 -     res = requests.get(url=f"{HOST_ADDRESS}{KB_APP_URL}/tags", headers=headers, auth=auth, params=params)
 -     return res.json()
 - 
 - 
 - def list_tags(auth, dataset_id, params=None, *, headers=HEADERS):
 -     res = requests.get(url=f"{HOST_ADDRESS}{KB_APP_URL}/{dataset_id}/tags", headers=headers, auth=auth, params=params)
 -     return res.json()
 - 
 - 
 - def rm_tags(auth, dataset_id, payload=None, *, headers=HEADERS, data=None):
 -     res = requests.post(url=f"{HOST_ADDRESS}{KB_APP_URL}/{dataset_id}/rm_tags", headers=headers, auth=auth, json=payload, data=data)
 -     return res.json()
 - 
 - 
 - def rename_tags(auth, dataset_id, payload=None, *, headers=HEADERS, data=None):
 -     res = requests.post(url=f"{HOST_ADDRESS}{KB_APP_URL}/{dataset_id}/rename_tags", headers=headers, auth=auth, json=payload, data=data)
 -     return res.json()
 - 
 - 
 - def knowledge_graph(auth, dataset_id, params=None, *, headers=HEADERS):
 -     res = requests.get(url=f"{HOST_ADDRESS}{KB_APP_URL}/{dataset_id}/knowledge_graph", headers=headers, auth=auth, params=params)
 -     return res.json()
 - 
 - 
 - def delete_knowledge_graph(auth, dataset_id, payload=None, *, headers=HEADERS, data=None):
 -     res = requests.delete(url=f"{HOST_ADDRESS}{KB_APP_URL}/{dataset_id}/delete_knowledge_graph", headers=headers, auth=auth, json=payload, data=data)
 -     return res.json()
 - 
 - 
 - def batch_create_datasets(auth, num):
 -     ids = []
 -     for i in range(num):
 -         res = create_kb(auth, {"name": f"kb_{i}"})
 -         ids.append(res["data"]["kb_id"])
 -     return ids
 - 
 - 
 - # DOCUMENT APP
 - def upload_documents(auth, payload=None, files_path=None):
 -     url = f"{HOST_ADDRESS}{DOCUMENT_APP_URL}/upload"
 - 
 -     if files_path is None:
 -         files_path = []
 - 
 -     fields = []
 -     file_objects = []
 -     try:
 -         if payload:
 -             for k, v in payload.items():
 -                 fields.append((k, str(v)))
 - 
 -         for fp in files_path:
 -             p = Path(fp)
 -             f = p.open("rb")
 -             fields.append(("file", (p.name, f)))
 -             file_objects.append(f)
 -         m = MultipartEncoder(fields=fields)
 - 
 -         res = requests.post(
 -             url=url,
 -             headers={"Content-Type": m.content_type},
 -             auth=auth,
 -             data=m,
 -         )
 -         return res.json()
 -     finally:
 -         for f in file_objects:
 -             f.close()
 - 
 - 
 - def create_document(auth, payload=None, *, headers=HEADERS, data=None):
 -     res = requests.post(url=f"{HOST_ADDRESS}{DOCUMENT_APP_URL}/create", headers=headers, auth=auth, json=payload, data=data)
 -     return res.json()
 - 
 - 
 - def list_documents(auth, params=None, payload=None, *, headers=HEADERS, data=None):
 -     if payload is None:
 -         payload = {}
 -     res = requests.post(url=f"{HOST_ADDRESS}{DOCUMENT_APP_URL}/list", headers=headers, auth=auth, params=params, json=payload, data=data)
 -     return res.json()
 - 
 - 
 - def delete_document(auth, payload=None, *, headers=HEADERS, data=None):
 -     res = requests.post(url=f"{HOST_ADDRESS}{DOCUMENT_APP_URL}/rm", headers=headers, auth=auth, json=payload, data=data)
 -     return res.json()
 - 
 - 
 - def parse_documents(auth, payload=None, *, headers=HEADERS, data=None):
 -     res = requests.post(url=f"{HOST_ADDRESS}{DOCUMENT_APP_URL}/run", headers=headers, auth=auth, json=payload, data=data)
 -     return res.json()
 - 
 - 
 - def bulk_upload_documents(auth, kb_id, num, tmp_path):
 -     fps = []
 -     for i in range(num):
 -         fp = create_txt_file(tmp_path / f"ragflow_test_upload_{i}.txt")
 -         fps.append(fp)
 - 
 -     res = upload_documents(auth, {"kb_id": kb_id}, fps)
 -     document_ids = []
 -     for document in res["data"]:
 -         document_ids.append(document["id"])
 -     return document_ids
 
 
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