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  1. #
  2. # Copyright 2019 The RAG Flow Authors. All Rights Reserved.
  3. #
  4. # Licensed under the Apache License, Version 2.0 (the "License");
  5. # you may not use this file except in compliance with the License.
  6. # You may obtain a copy of the License at
  7. #
  8. # http://www.apache.org/licenses/LICENSE-2.0
  9. #
  10. # Unless required by applicable law or agreed to in writing, software
  11. # distributed under the License is distributed on an "AS IS" BASIS,
  12. # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
  13. # See the License for the specific language governing permissions and
  14. # limitations under the License.
  15. #
  16. import base64
  17. import pathlib
  18. from elasticsearch_dsl import Q
  19. from flask import request
  20. from flask_login import login_required, current_user
  21. from rag.nlp import search
  22. from rag.utils import ELASTICSEARCH
  23. from web_server.db.services import duplicate_name
  24. from web_server.db.services.kb_service import KnowledgebaseService
  25. from web_server.utils.api_utils import server_error_response, get_data_error_result, validate_request
  26. from web_server.utils import get_uuid
  27. from web_server.db import FileType
  28. from web_server.db.services.document_service import DocumentService
  29. from web_server.settings import RetCode
  30. from web_server.utils.api_utils import get_json_result
  31. from rag.utils.minio_conn import MINIO
  32. from web_server.utils.file_utils import filename_type
  33. @manager.route('/upload', methods=['POST'])
  34. @login_required
  35. @validate_request("kb_id")
  36. def upload():
  37. kb_id = request.form.get("kb_id")
  38. if not kb_id:
  39. return get_json_result(
  40. data=False, retmsg='Lack of "KB ID"', retcode=RetCode.ARGUMENT_ERROR)
  41. if 'file' not in request.files:
  42. return get_json_result(
  43. data=False, retmsg='No file part!', retcode=RetCode.ARGUMENT_ERROR)
  44. file = request.files['file']
  45. if file.filename == '':
  46. return get_json_result(
  47. data=False, retmsg='No file selected!', retcode=RetCode.ARGUMENT_ERROR)
  48. try:
  49. e, kb = KnowledgebaseService.get_by_id(kb_id)
  50. if not e:
  51. return get_data_error_result(
  52. retmsg="Can't find this knowledgebase!")
  53. filename = duplicate_name(
  54. DocumentService.query,
  55. name=file.filename,
  56. kb_id=kb.id)
  57. location = filename
  58. while MINIO.obj_exist(kb_id, location):
  59. location += "_"
  60. blob = request.files['file'].read()
  61. MINIO.put(kb_id, filename, blob)
  62. doc = DocumentService.insert({
  63. "id": get_uuid(),
  64. "kb_id": kb.id,
  65. "parser_id": kb.parser_id,
  66. "created_by": current_user.id,
  67. "type": filename_type(filename),
  68. "name": filename,
  69. "location": location,
  70. "size": len(blob)
  71. })
  72. return get_json_result(data=doc.to_json())
  73. except Exception as e:
  74. return server_error_response(e)
  75. @manager.route('/create', methods=['POST'])
  76. @login_required
  77. @validate_request("name", "kb_id")
  78. def create():
  79. req = request.json
  80. kb_id = req["kb_id"]
  81. if not kb_id:
  82. return get_json_result(
  83. data=False, retmsg='Lack of "KB ID"', retcode=RetCode.ARGUMENT_ERROR)
  84. try:
  85. e, kb = KnowledgebaseService.get_by_id(kb_id)
  86. if not e:
  87. return get_data_error_result(
  88. retmsg="Can't find this knowledgebase!")
  89. if DocumentService.query(name=req["name"], kb_id=kb_id):
  90. return get_data_error_result(
  91. retmsg="Duplicated document name in the same knowledgebase.")
  92. doc = DocumentService.insert({
  93. "id": get_uuid(),
  94. "kb_id": kb.id,
  95. "parser_id": kb.parser_id,
  96. "created_by": current_user.id,
  97. "type": FileType.VIRTUAL,
  98. "name": req["name"],
  99. "location": "",
  100. "size": 0
  101. })
  102. return get_json_result(data=doc.to_json())
  103. except Exception as e:
  104. return server_error_response(e)
  105. @manager.route('/list', methods=['GET'])
  106. @login_required
  107. def list():
  108. kb_id = request.args.get("kb_id")
  109. if not kb_id:
  110. return get_json_result(
  111. data=False, retmsg='Lack of "KB ID"', retcode=RetCode.ARGUMENT_ERROR)
  112. keywords = request.args.get("keywords", "")
  113. page_number = request.args.get("page", 1)
  114. items_per_page = request.args.get("page_size", 15)
  115. orderby = request.args.get("orderby", "create_time")
  116. desc = request.args.get("desc", True)
  117. try:
  118. docs = DocumentService.get_by_kb_id(
  119. kb_id, page_number, items_per_page, orderby, desc, keywords)
  120. return get_json_result(data=docs)
  121. except Exception as e:
  122. return server_error_response(e)
  123. @manager.route('/change_status', methods=['POST'])
  124. @login_required
  125. @validate_request("doc_id", "status")
  126. def change_status():
  127. req = request.json
  128. if str(req["status"]) not in ["0", "1"]:
  129. get_json_result(
  130. data=False,
  131. retmsg='"Status" must be either 0 or 1!',
  132. retcode=RetCode.ARGUMENT_ERROR)
  133. try:
  134. e, doc = DocumentService.get_by_id(req["doc_id"])
  135. if not e:
  136. return get_data_error_result(retmsg="Document not found!")
  137. e, kb = KnowledgebaseService.get_by_id(doc.kb_id)
  138. if not e:
  139. return get_data_error_result(
  140. retmsg="Can't find this knowledgebase!")
  141. if not DocumentService.update_by_id(
  142. req["doc_id"], {"status": str(req["status"])}):
  143. return get_data_error_result(
  144. retmsg="Database error (Document update)!")
  145. if str(req["status"]) == "0":
  146. ELASTICSEARCH.updateScriptByQuery(Q("term", doc_id=req["doc_id"]),
  147. scripts="""
  148. if(ctx._source.kb_id.contains('%s'))
  149. ctx._source.kb_id.remove(
  150. ctx._source.kb_id.indexOf('%s')
  151. );
  152. """ % (doc.kb_id, doc.kb_id),
  153. idxnm=search.index_name(
  154. kb.tenant_id)
  155. )
  156. else:
  157. ELASTICSEARCH.updateScriptByQuery(Q("term", doc_id=req["doc_id"]),
  158. scripts="""
  159. if(!ctx._source.kb_id.contains('%s'))
  160. ctx._source.kb_id.add('%s');
  161. """ % (doc.kb_id, doc.kb_id),
  162. idxnm=search.index_name(
  163. kb.tenant_id)
  164. )
  165. return get_json_result(data=True)
  166. except Exception as e:
  167. return server_error_response(e)
  168. @manager.route('/rm', methods=['POST'])
  169. @login_required
  170. @validate_request("doc_id")
  171. def rm():
  172. req = request.json
  173. try:
  174. e, doc = DocumentService.get_by_id(req["doc_id"])
  175. if not e:
  176. return get_data_error_result(retmsg="Document not found!")
  177. if not ELASTICSEARCH.deleteByQuery(Q("match", doc_id=doc.id), idxnm=search.index_name(doc.kb_id)):
  178. return get_json_result(data=False, retmsg='Remove from ES failure"', retcode=RetCode.SERVER_ERROR)
  179. DocumentService.increment_chunk_num(doc.id, doc.kb_id, doc.token_num*-1, doc.chunk_num*-1, 0)
  180. if not DocumentService.delete_by_id(req["doc_id"]):
  181. return get_data_error_result(
  182. retmsg="Database error (Document removal)!")
  183. MINIO.rm(doc.kb_id, doc.location)
  184. return get_json_result(data=True)
  185. except Exception as e:
  186. return server_error_response(e)
  187. @manager.route('/rename', methods=['POST'])
  188. @login_required
  189. @validate_request("doc_id", "name", "old_name")
  190. def rename():
  191. req = request.json
  192. if pathlib.Path(req["name"].lower()).suffix != pathlib.Path(
  193. req["old_name"].lower()).suffix:
  194. get_json_result(
  195. data=False,
  196. retmsg="The extension of file can't be changed",
  197. retcode=RetCode.ARGUMENT_ERROR)
  198. try:
  199. e, doc = DocumentService.get_by_id(req["doc_id"])
  200. if not e:
  201. return get_data_error_result(retmsg="Document not found!")
  202. if DocumentService.query(name=req["name"], kb_id=doc.kb_id):
  203. return get_data_error_result(
  204. retmsg="Duplicated document name in the same knowledgebase.")
  205. if not DocumentService.update_by_id(
  206. req["doc_id"], {"name": req["name"]}):
  207. return get_data_error_result(
  208. retmsg="Database error (Document rename)!")
  209. return get_json_result(data=True)
  210. except Exception as e:
  211. return server_error_response(e)
  212. @manager.route('/get', methods=['GET'])
  213. @login_required
  214. def get():
  215. doc_id = request.args["doc_id"]
  216. try:
  217. e, doc = DocumentService.get_by_id(doc_id)
  218. if not e:
  219. return get_data_error_result(retmsg="Document not found!")
  220. blob = MINIO.get(doc.kb_id, doc.location)
  221. return get_json_result(data={"base64": base64.b64decode(blob)})
  222. except Exception as e:
  223. return server_error_response(e)
  224. @manager.route('/change_parser', methods=['POST'])
  225. @login_required
  226. @validate_request("doc_id", "parser_id")
  227. def change_parser():
  228. req = request.json
  229. try:
  230. e, doc = DocumentService.get_by_id(req["doc_id"])
  231. if not e:
  232. return get_data_error_result(retmsg="Document not found!")
  233. if doc.parser_id.lower() == req["parser_id"].lower():
  234. return get_json_result(data=True)
  235. e = DocumentService.update_by_id(doc.id, {"parser_id": req["parser_id"], "progress":0, "progress_msg": ""})
  236. if not e:
  237. return get_data_error_result(retmsg="Document not found!")
  238. e = DocumentService.increment_chunk_num(doc.id, doc.kb_id, doc.token_num*-1, doc.chunk_num*-1, doc.process_duation*-1)
  239. if not e:
  240. return get_data_error_result(retmsg="Document not found!")
  241. return get_json_result(data=True)
  242. except Exception as e:
  243. return server_error_response(e)