Du kan inte välja fler än 25 ämnen Ämnen måste starta med en bokstav eller siffra, kan innehålla bindestreck ('-') och vara max 35 tecken långa.

document_app.py 20KB

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394395396397398399400401402403404405406407408409410411412413414415416417418419420421422423424425426427428429430431432433434435436437438439440441442443444445446447448449450451452453454455456457458459460461462463464465466467468469470471472473474475476477478479480481482483484485486487488489490491492493494495496497498499500501502503504505506507508509510511512513514515516517518519520521522523524525526527528529530531532533534535536537538539540541542543544545546547548549550
  1. #
  2. # Copyright 2024 The InfiniFlow 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 pathlib
  17. import re
  18. import flask
  19. from flask import request
  20. from flask_login import login_required, current_user
  21. from api.db.db_models import Task, File
  22. from api.db.services.file2document_service import File2DocumentService
  23. from api.db.services.file_service import FileService
  24. from api.db.services.task_service import TaskService, queue_tasks
  25. from api.db.services.user_service import UserTenantService
  26. from deepdoc.parser.html_parser import RAGFlowHtmlParser
  27. from rag.nlp import search
  28. from api.db.services import duplicate_name
  29. from api.db.services.knowledgebase_service import KnowledgebaseService
  30. from api.utils.api_utils import server_error_response, get_data_error_result, validate_request
  31. from api.utils import get_uuid
  32. from api.db import FileType, TaskStatus, ParserType, FileSource
  33. from api.db.services.document_service import DocumentService, doc_upload_and_parse
  34. from api.settings import RetCode, docStoreConn
  35. from api.utils.api_utils import get_json_result
  36. from rag.utils.storage_factory import STORAGE_IMPL
  37. from api.utils.file_utils import filename_type, thumbnail
  38. from api.utils.web_utils import html2pdf, is_valid_url
  39. from api.constants import IMG_BASE64_PREFIX
  40. @manager.route('/upload', methods=['POST'])
  41. @login_required
  42. @validate_request("kb_id")
  43. def upload():
  44. kb_id = request.form.get("kb_id")
  45. if not kb_id:
  46. return get_json_result(
  47. data=False, message='Lack of "KB ID"', code=RetCode.ARGUMENT_ERROR)
  48. if 'file' not in request.files:
  49. return get_json_result(
  50. data=False, message='No file part!', code=RetCode.ARGUMENT_ERROR)
  51. file_objs = request.files.getlist('file')
  52. for file_obj in file_objs:
  53. if file_obj.filename == '':
  54. return get_json_result(
  55. data=False, message='No file selected!', code=RetCode.ARGUMENT_ERROR)
  56. e, kb = KnowledgebaseService.get_by_id(kb_id)
  57. if not e:
  58. raise LookupError("Can't find this knowledgebase!")
  59. err, _ = FileService.upload_document(kb, file_objs, current_user.id)
  60. if err:
  61. return get_json_result(
  62. data=False, message="\n".join(err), code=RetCode.SERVER_ERROR)
  63. return get_json_result(data=True)
  64. @manager.route('/web_crawl', methods=['POST'])
  65. @login_required
  66. @validate_request("kb_id", "name", "url")
  67. def web_crawl():
  68. kb_id = request.form.get("kb_id")
  69. if not kb_id:
  70. return get_json_result(
  71. data=False, message='Lack of "KB ID"', code=RetCode.ARGUMENT_ERROR)
  72. name = request.form.get("name")
  73. url = request.form.get("url")
  74. if not is_valid_url(url):
  75. return get_json_result(
  76. data=False, message='The URL format is invalid', code=RetCode.ARGUMENT_ERROR)
  77. e, kb = KnowledgebaseService.get_by_id(kb_id)
  78. if not e:
  79. raise LookupError("Can't find this knowledgebase!")
  80. blob = html2pdf(url)
  81. if not blob: return server_error_response(ValueError("Download failure."))
  82. root_folder = FileService.get_root_folder(current_user.id)
  83. pf_id = root_folder["id"]
  84. FileService.init_knowledgebase_docs(pf_id, current_user.id)
  85. kb_root_folder = FileService.get_kb_folder(current_user.id)
  86. kb_folder = FileService.new_a_file_from_kb(kb.tenant_id, kb.name, kb_root_folder["id"])
  87. try:
  88. filename = duplicate_name(
  89. DocumentService.query,
  90. name=name + ".pdf",
  91. kb_id=kb.id)
  92. filetype = filename_type(filename)
  93. if filetype == FileType.OTHER.value:
  94. raise RuntimeError("This type of file has not been supported yet!")
  95. location = filename
  96. while STORAGE_IMPL.obj_exist(kb_id, location):
  97. location += "_"
  98. STORAGE_IMPL.put(kb_id, location, blob)
  99. doc = {
  100. "id": get_uuid(),
  101. "kb_id": kb.id,
  102. "parser_id": kb.parser_id,
  103. "parser_config": kb.parser_config,
  104. "created_by": current_user.id,
  105. "type": filetype,
  106. "name": filename,
  107. "location": location,
  108. "size": len(blob),
  109. "thumbnail": thumbnail(filename, blob)
  110. }
  111. if doc["type"] == FileType.VISUAL:
  112. doc["parser_id"] = ParserType.PICTURE.value
  113. if doc["type"] == FileType.AURAL:
  114. doc["parser_id"] = ParserType.AUDIO.value
  115. if re.search(r"\.(ppt|pptx|pages)$", filename):
  116. doc["parser_id"] = ParserType.PRESENTATION.value
  117. if re.search(r"\.(eml)$", filename):
  118. doc["parser_id"] = ParserType.EMAIL.value
  119. DocumentService.insert(doc)
  120. FileService.add_file_from_kb(doc, kb_folder["id"], kb.tenant_id)
  121. except Exception as e:
  122. return server_error_response(e)
  123. return get_json_result(data=True)
  124. @manager.route('/create', methods=['POST'])
  125. @login_required
  126. @validate_request("name", "kb_id")
  127. def create():
  128. req = request.json
  129. kb_id = req["kb_id"]
  130. if not kb_id:
  131. return get_json_result(
  132. data=False, message='Lack of "KB ID"', code=RetCode.ARGUMENT_ERROR)
  133. try:
  134. e, kb = KnowledgebaseService.get_by_id(kb_id)
  135. if not e:
  136. return get_data_error_result(
  137. message="Can't find this knowledgebase!")
  138. if DocumentService.query(name=req["name"], kb_id=kb_id):
  139. return get_data_error_result(
  140. message="Duplicated document name in the same knowledgebase.")
  141. doc = DocumentService.insert({
  142. "id": get_uuid(),
  143. "kb_id": kb.id,
  144. "parser_id": kb.parser_id,
  145. "parser_config": kb.parser_config,
  146. "created_by": current_user.id,
  147. "type": FileType.VIRTUAL,
  148. "name": req["name"],
  149. "location": "",
  150. "size": 0
  151. })
  152. return get_json_result(data=doc.to_json())
  153. except Exception as e:
  154. return server_error_response(e)
  155. @manager.route('/list', methods=['GET'])
  156. @login_required
  157. def list_docs():
  158. kb_id = request.args.get("kb_id")
  159. if not kb_id:
  160. return get_json_result(
  161. data=False, message='Lack of "KB ID"', code=RetCode.ARGUMENT_ERROR)
  162. tenants = UserTenantService.query(user_id=current_user.id)
  163. for tenant in tenants:
  164. if KnowledgebaseService.query(
  165. tenant_id=tenant.tenant_id, id=kb_id):
  166. break
  167. else:
  168. return get_json_result(
  169. data=False, message='Only owner of knowledgebase authorized for this operation.',
  170. code=RetCode.OPERATING_ERROR)
  171. keywords = request.args.get("keywords", "")
  172. page_number = int(request.args.get("page", 1))
  173. items_per_page = int(request.args.get("page_size", 15))
  174. orderby = request.args.get("orderby", "create_time")
  175. desc = request.args.get("desc", True)
  176. try:
  177. docs, tol = DocumentService.get_by_kb_id(
  178. kb_id, page_number, items_per_page, orderby, desc, keywords)
  179. for doc_item in docs:
  180. if doc_item['thumbnail'] and not doc_item['thumbnail'].startswith(IMG_BASE64_PREFIX):
  181. doc_item['thumbnail'] = f"/v1/document/image/{kb_id}-{doc_item['thumbnail']}"
  182. return get_json_result(data={"total": tol, "docs": docs})
  183. except Exception as e:
  184. return server_error_response(e)
  185. @manager.route('/infos', methods=['POST'])
  186. @login_required
  187. def docinfos():
  188. req = request.json
  189. doc_ids = req["doc_ids"]
  190. for doc_id in doc_ids:
  191. if not DocumentService.accessible(doc_id, current_user.id):
  192. return get_json_result(
  193. data=False,
  194. message='No authorization.',
  195. code=RetCode.AUTHENTICATION_ERROR
  196. )
  197. docs = DocumentService.get_by_ids(doc_ids)
  198. return get_json_result(data=list(docs.dicts()))
  199. @manager.route('/thumbnails', methods=['GET'])
  200. #@login_required
  201. def thumbnails():
  202. doc_ids = request.args.get("doc_ids").split(",")
  203. if not doc_ids:
  204. return get_json_result(
  205. data=False, message='Lack of "Document ID"', code=RetCode.ARGUMENT_ERROR)
  206. try:
  207. docs = DocumentService.get_thumbnails(doc_ids)
  208. for doc_item in docs:
  209. if doc_item['thumbnail'] and not doc_item['thumbnail'].startswith(IMG_BASE64_PREFIX):
  210. doc_item['thumbnail'] = f"/v1/document/image/{doc_item['kb_id']}-{doc_item['thumbnail']}"
  211. return get_json_result(data={d["id"]: d["thumbnail"] for d in docs})
  212. except Exception as e:
  213. return server_error_response(e)
  214. @manager.route('/change_status', methods=['POST'])
  215. @login_required
  216. @validate_request("doc_id", "status")
  217. def change_status():
  218. req = request.json
  219. if str(req["status"]) not in ["0", "1"]:
  220. return get_json_result(
  221. data=False,
  222. message='"Status" must be either 0 or 1!',
  223. code=RetCode.ARGUMENT_ERROR)
  224. if not DocumentService.accessible(req["doc_id"], current_user.id):
  225. return get_json_result(
  226. data=False,
  227. message='No authorization.',
  228. code=RetCode.AUTHENTICATION_ERROR)
  229. try:
  230. e, doc = DocumentService.get_by_id(req["doc_id"])
  231. if not e:
  232. return get_data_error_result(message="Document not found!")
  233. e, kb = KnowledgebaseService.get_by_id(doc.kb_id)
  234. if not e:
  235. return get_data_error_result(
  236. message="Can't find this knowledgebase!")
  237. if not DocumentService.update_by_id(
  238. req["doc_id"], {"status": str(req["status"])}):
  239. return get_data_error_result(
  240. message="Database error (Document update)!")
  241. status = int(req["status"])
  242. docStoreConn.update({"doc_id": req["doc_id"]}, {"available_int": status}, search.index_name(kb.tenant_id), doc.kb_id)
  243. return get_json_result(data=True)
  244. except Exception as e:
  245. return server_error_response(e)
  246. @manager.route('/rm', methods=['POST'])
  247. @login_required
  248. @validate_request("doc_id")
  249. def rm():
  250. req = request.json
  251. doc_ids = req["doc_id"]
  252. if isinstance(doc_ids, str): doc_ids = [doc_ids]
  253. for doc_id in doc_ids:
  254. if not DocumentService.accessible4deletion(doc_id, current_user.id):
  255. return get_json_result(
  256. data=False,
  257. message='No authorization.',
  258. code=RetCode.AUTHENTICATION_ERROR
  259. )
  260. root_folder = FileService.get_root_folder(current_user.id)
  261. pf_id = root_folder["id"]
  262. FileService.init_knowledgebase_docs(pf_id, current_user.id)
  263. errors = ""
  264. for doc_id in doc_ids:
  265. try:
  266. e, doc = DocumentService.get_by_id(doc_id)
  267. if not e:
  268. return get_data_error_result(message="Document not found!")
  269. tenant_id = DocumentService.get_tenant_id(doc_id)
  270. if not tenant_id:
  271. return get_data_error_result(message="Tenant not found!")
  272. b, n = File2DocumentService.get_storage_address(doc_id=doc_id)
  273. if not DocumentService.remove_document(doc, tenant_id):
  274. return get_data_error_result(
  275. message="Database error (Document removal)!")
  276. f2d = File2DocumentService.get_by_document_id(doc_id)
  277. FileService.filter_delete([File.source_type == FileSource.KNOWLEDGEBASE, File.id == f2d[0].file_id])
  278. File2DocumentService.delete_by_document_id(doc_id)
  279. STORAGE_IMPL.rm(b, n)
  280. except Exception as e:
  281. errors += str(e)
  282. if errors:
  283. return get_json_result(data=False, message=errors, code=RetCode.SERVER_ERROR)
  284. return get_json_result(data=True)
  285. @manager.route('/run', methods=['POST'])
  286. @login_required
  287. @validate_request("doc_ids", "run")
  288. def run():
  289. req = request.json
  290. for doc_id in req["doc_ids"]:
  291. if not DocumentService.accessible(doc_id, current_user.id):
  292. return get_json_result(
  293. data=False,
  294. message='No authorization.',
  295. code=RetCode.AUTHENTICATION_ERROR
  296. )
  297. try:
  298. for id in req["doc_ids"]:
  299. info = {"run": str(req["run"]), "progress": 0}
  300. if str(req["run"]) == TaskStatus.RUNNING.value:
  301. info["progress_msg"] = ""
  302. info["chunk_num"] = 0
  303. info["token_num"] = 0
  304. DocumentService.update_by_id(id, info)
  305. # if str(req["run"]) == TaskStatus.CANCEL.value:
  306. tenant_id = DocumentService.get_tenant_id(id)
  307. if not tenant_id:
  308. return get_data_error_result(message="Tenant not found!")
  309. e, doc = DocumentService.get_by_id(id)
  310. if not e:
  311. return get_data_error_result(message="Document not found!")
  312. if docStoreConn.indexExist(search.index_name(tenant_id), doc.kb_id):
  313. docStoreConn.delete({"doc_id": id}, search.index_name(tenant_id), doc.kb_id)
  314. if str(req["run"]) == TaskStatus.RUNNING.value:
  315. TaskService.filter_delete([Task.doc_id == id])
  316. e, doc = DocumentService.get_by_id(id)
  317. doc = doc.to_dict()
  318. doc["tenant_id"] = tenant_id
  319. bucket, name = File2DocumentService.get_storage_address(doc_id=doc["id"])
  320. queue_tasks(doc, bucket, name)
  321. return get_json_result(data=True)
  322. except Exception as e:
  323. return server_error_response(e)
  324. @manager.route('/rename', methods=['POST'])
  325. @login_required
  326. @validate_request("doc_id", "name")
  327. def rename():
  328. req = request.json
  329. if not DocumentService.accessible(req["doc_id"], current_user.id):
  330. return get_json_result(
  331. data=False,
  332. message='No authorization.',
  333. code=RetCode.AUTHENTICATION_ERROR
  334. )
  335. try:
  336. e, doc = DocumentService.get_by_id(req["doc_id"])
  337. if not e:
  338. return get_data_error_result(message="Document not found!")
  339. if pathlib.Path(req["name"].lower()).suffix != pathlib.Path(
  340. doc.name.lower()).suffix:
  341. return get_json_result(
  342. data=False,
  343. message="The extension of file can't be changed",
  344. code=RetCode.ARGUMENT_ERROR)
  345. for d in DocumentService.query(name=req["name"], kb_id=doc.kb_id):
  346. if d.name == req["name"]:
  347. return get_data_error_result(
  348. message="Duplicated document name in the same knowledgebase.")
  349. if not DocumentService.update_by_id(
  350. req["doc_id"], {"name": req["name"]}):
  351. return get_data_error_result(
  352. message="Database error (Document rename)!")
  353. informs = File2DocumentService.get_by_document_id(req["doc_id"])
  354. if informs:
  355. e, file = FileService.get_by_id(informs[0].file_id)
  356. FileService.update_by_id(file.id, {"name": req["name"]})
  357. return get_json_result(data=True)
  358. except Exception as e:
  359. return server_error_response(e)
  360. @manager.route('/get/<doc_id>', methods=['GET'])
  361. # @login_required
  362. def get(doc_id):
  363. try:
  364. e, doc = DocumentService.get_by_id(doc_id)
  365. if not e:
  366. return get_data_error_result(message="Document not found!")
  367. b, n = File2DocumentService.get_storage_address(doc_id=doc_id)
  368. response = flask.make_response(STORAGE_IMPL.get(b, n))
  369. ext = re.search(r"\.([^.]+)$", doc.name)
  370. if ext:
  371. if doc.type == FileType.VISUAL.value:
  372. response.headers.set('Content-Type', 'image/%s' % ext.group(1))
  373. else:
  374. response.headers.set(
  375. 'Content-Type',
  376. 'application/%s' %
  377. ext.group(1))
  378. return response
  379. except Exception as e:
  380. return server_error_response(e)
  381. @manager.route('/change_parser', methods=['POST'])
  382. @login_required
  383. @validate_request("doc_id", "parser_id")
  384. def change_parser():
  385. req = request.json
  386. if not DocumentService.accessible(req["doc_id"], current_user.id):
  387. return get_json_result(
  388. data=False,
  389. message='No authorization.',
  390. code=RetCode.AUTHENTICATION_ERROR
  391. )
  392. try:
  393. e, doc = DocumentService.get_by_id(req["doc_id"])
  394. if not e:
  395. return get_data_error_result(message="Document not found!")
  396. if doc.parser_id.lower() == req["parser_id"].lower():
  397. if "parser_config" in req:
  398. if req["parser_config"] == doc.parser_config:
  399. return get_json_result(data=True)
  400. else:
  401. return get_json_result(data=True)
  402. if ((doc.type == FileType.VISUAL and req["parser_id"] != "picture")
  403. or (re.search(
  404. r"\.(ppt|pptx|pages)$", doc.name) and req["parser_id"] != "presentation")):
  405. return get_data_error_result(message="Not supported yet!")
  406. e = DocumentService.update_by_id(doc.id,
  407. {"parser_id": req["parser_id"], "progress": 0, "progress_msg": "",
  408. "run": TaskStatus.UNSTART.value})
  409. if not e:
  410. return get_data_error_result(message="Document not found!")
  411. if "parser_config" in req:
  412. DocumentService.update_parser_config(doc.id, req["parser_config"])
  413. if doc.token_num > 0:
  414. e = DocumentService.increment_chunk_num(doc.id, doc.kb_id, doc.token_num * -1, doc.chunk_num * -1,
  415. doc.process_duation * -1)
  416. if not e:
  417. return get_data_error_result(message="Document not found!")
  418. tenant_id = DocumentService.get_tenant_id(req["doc_id"])
  419. if not tenant_id:
  420. return get_data_error_result(message="Tenant not found!")
  421. if docStoreConn.indexExist(search.index_name(tenant_id), doc.kb_id):
  422. docStoreConn.delete({"doc_id": doc.id}, search.index_name(tenant_id), doc.kb_id)
  423. return get_json_result(data=True)
  424. except Exception as e:
  425. return server_error_response(e)
  426. @manager.route('/image/<image_id>', methods=['GET'])
  427. # @login_required
  428. def get_image(image_id):
  429. try:
  430. bkt, nm = image_id.split("-")
  431. response = flask.make_response(STORAGE_IMPL.get(bkt, nm))
  432. response.headers.set('Content-Type', 'image/JPEG')
  433. return response
  434. except Exception as e:
  435. return server_error_response(e)
  436. @manager.route('/upload_and_parse', methods=['POST'])
  437. @login_required
  438. @validate_request("conversation_id")
  439. def upload_and_parse():
  440. if 'file' not in request.files:
  441. return get_json_result(
  442. data=False, message='No file part!', code=RetCode.ARGUMENT_ERROR)
  443. file_objs = request.files.getlist('file')
  444. for file_obj in file_objs:
  445. if file_obj.filename == '':
  446. return get_json_result(
  447. data=False, message='No file selected!', code=RetCode.ARGUMENT_ERROR)
  448. doc_ids = doc_upload_and_parse(request.form.get("conversation_id"), file_objs, current_user.id)
  449. return get_json_result(data=doc_ids)
  450. @manager.route('/parse', methods=['POST'])
  451. @login_required
  452. def parse():
  453. url = request.json.get("url")
  454. if url:
  455. if not is_valid_url(url):
  456. return get_json_result(
  457. data=False, message='The URL format is invalid', code=RetCode.ARGUMENT_ERROR)
  458. from selenium.webdriver import Chrome, ChromeOptions
  459. options = ChromeOptions()
  460. options.add_argument('--headless')
  461. options.add_argument('--disable-gpu')
  462. options.add_argument('--no-sandbox')
  463. options.add_argument('--disable-dev-shm-usage')
  464. driver = Chrome(options=options)
  465. driver.get(url)
  466. sections = RAGFlowHtmlParser()("", binary=driver.page_source)
  467. return get_json_result(data="\n".join(sections))
  468. if 'file' not in request.files:
  469. return get_json_result(
  470. data=False, message='No file part!', code=RetCode.ARGUMENT_ERROR)
  471. file_objs = request.files.getlist('file')
  472. txt = FileService.parse_docs(file_objs, current_user.id)
  473. return get_json_result(data=txt)