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import logging |
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import re |
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import os |
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from concurrent.futures import ThreadPoolExecutor |
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from flask_login import current_user |
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from peewee import fn |
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from api.db import FileType, KNOWLEDGEBASE_FOLDER_NAME, FileSource, ParserType |
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from api.db.db_models import DB, File2Document, Knowledgebase |
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from api.db.db_models import File, Document |
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from api.db.services import duplicate_name |
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from api.db.services.common_service import CommonService |
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from api.db.services.document_service import DocumentService |
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from api.db.services.file2document_service import File2DocumentService |
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from api.utils import get_uuid |
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from api.utils.file_utils import filename_type, thumbnail_img |
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from rag.utils.storage_factory import STORAGE_IMPL |
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class FileService(CommonService): |
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model = File |
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@classmethod |
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@DB.connection_context() |
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def get_by_pf_id(cls, tenant_id, pf_id, page_number, items_per_page, |
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orderby, desc, keywords): |
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if keywords: |
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files = cls.model.select().where( |
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(cls.model.tenant_id == tenant_id), |
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(cls.model.parent_id == pf_id), |
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(fn.LOWER(cls.model.name).contains(keywords.lower())), |
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~(cls.model.id == pf_id) |
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) |
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else: |
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files = cls.model.select().where((cls.model.tenant_id == tenant_id), |
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(cls.model.parent_id == pf_id), |
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~(cls.model.id == pf_id) |
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) |
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count = files.count() |
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if desc: |
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files = files.order_by(cls.model.getter_by(orderby).desc()) |
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else: |
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files = files.order_by(cls.model.getter_by(orderby).asc()) |
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files = files.paginate(page_number, items_per_page) |
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res_files = list(files.dicts()) |
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for file in res_files: |
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if file["type"] == FileType.FOLDER.value: |
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file["size"] = cls.get_folder_size(file["id"]) |
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file['kbs_info'] = [] |
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children = list(cls.model.select().where( |
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(cls.model.tenant_id == tenant_id), |
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(cls.model.parent_id == file["id"]), |
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~(cls.model.id == file["id"]), |
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).dicts()) |
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file["has_child_folder"] = any(value["type"] == FileType.FOLDER.value for value in children) |
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continue |
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kbs_info = cls.get_kb_id_by_file_id(file['id']) |
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file['kbs_info'] = kbs_info |
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return res_files, count |
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@classmethod |
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@DB.connection_context() |
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def get_kb_id_by_file_id(cls, file_id): |
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kbs = (cls.model.select(*[Knowledgebase.id, Knowledgebase.name]) |
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.join(File2Document, on=(File2Document.file_id == file_id)) |
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.join(Document, on=(File2Document.document_id == Document.id)) |
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.join(Knowledgebase, on=(Knowledgebase.id == Document.kb_id)) |
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.where(cls.model.id == file_id)) |
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if not kbs: return [] |
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kbs_info_list = [] |
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for kb in list(kbs.dicts()): |
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kbs_info_list.append({"kb_id": kb['id'], "kb_name": kb['name']}) |
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return kbs_info_list |
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@classmethod |
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@DB.connection_context() |
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def get_by_pf_id_name(cls, id, name): |
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file = cls.model.select().where((cls.model.parent_id == id) & (cls.model.name == name)) |
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if file.count(): |
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e, file = cls.get_by_id(file[0].id) |
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if not e: |
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raise RuntimeError("Database error (File retrieval)!") |
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return file |
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return None |
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@classmethod |
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@DB.connection_context() |
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def get_id_list_by_id(cls, id, name, count, res): |
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if count < len(name): |
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file = cls.get_by_pf_id_name(id, name[count]) |
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if file: |
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res.append(file.id) |
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return cls.get_id_list_by_id(file.id, name, count + 1, res) |
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else: |
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return res |
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else: |
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return res |
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@classmethod |
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@DB.connection_context() |
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def get_all_innermost_file_ids(cls, folder_id, result_ids): |
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subfolders = cls.model.select().where(cls.model.parent_id == folder_id) |
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if subfolders.exists(): |
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for subfolder in subfolders: |
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cls.get_all_innermost_file_ids(subfolder.id, result_ids) |
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else: |
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result_ids.append(folder_id) |
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return result_ids |
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@classmethod |
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@DB.connection_context() |
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def create_folder(cls, file, parent_id, name, count): |
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if count > len(name) - 2: |
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return file |
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else: |
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file = cls.insert({ |
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"id": get_uuid(), |
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"parent_id": parent_id, |
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"tenant_id": current_user.id, |
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"created_by": current_user.id, |
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"name": name[count], |
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"location": "", |
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"size": 0, |
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"type": FileType.FOLDER.value |
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}) |
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return cls.create_folder(file, file.id, name, count + 1) |
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@classmethod |
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@DB.connection_context() |
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def is_parent_folder_exist(cls, parent_id): |
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parent_files = cls.model.select().where(cls.model.id == parent_id) |
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if parent_files.count(): |
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return True |
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cls.delete_folder_by_pf_id(parent_id) |
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return False |
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@classmethod |
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@DB.connection_context() |
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def get_root_folder(cls, tenant_id): |
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for file in cls.model.select().where((cls.model.tenant_id == tenant_id), |
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(cls.model.parent_id == cls.model.id) |
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): |
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return file.to_dict() |
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file_id = get_uuid() |
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file = { |
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"id": file_id, |
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"parent_id": file_id, |
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"tenant_id": tenant_id, |
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"created_by": tenant_id, |
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"name": "/", |
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"type": FileType.FOLDER.value, |
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"size": 0, |
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"location": "", |
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} |
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cls.save(**file) |
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return file |
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@classmethod |
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@DB.connection_context() |
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def get_kb_folder(cls, tenant_id): |
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for root in cls.model.select().where( |
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(cls.model.tenant_id == tenant_id), (cls.model.parent_id == cls.model.id)): |
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for folder in cls.model.select().where( |
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(cls.model.tenant_id == tenant_id), (cls.model.parent_id == root.id), |
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(cls.model.name == KNOWLEDGEBASE_FOLDER_NAME)): |
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return folder.to_dict() |
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assert False, "Can't find the KB folder. Database init error." |
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@classmethod |
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@DB.connection_context() |
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def new_a_file_from_kb(cls, tenant_id, name, parent_id, ty=FileType.FOLDER.value, size=0, location=""): |
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for file in cls.query(tenant_id=tenant_id, parent_id=parent_id, name=name): |
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return file.to_dict() |
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file = { |
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"id": get_uuid(), |
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"parent_id": parent_id, |
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"tenant_id": tenant_id, |
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"created_by": tenant_id, |
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"name": name, |
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"type": ty, |
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"size": size, |
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"location": location, |
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"source_type": FileSource.KNOWLEDGEBASE |
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} |
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cls.save(**file) |
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return file |
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@classmethod |
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@DB.connection_context() |
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def init_knowledgebase_docs(cls, root_id, tenant_id): |
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for _ in cls.model.select().where((cls.model.name == KNOWLEDGEBASE_FOLDER_NAME)\ |
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& (cls.model.parent_id == root_id)): |
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return |
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folder = cls.new_a_file_from_kb(tenant_id, KNOWLEDGEBASE_FOLDER_NAME, root_id) |
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for kb in Knowledgebase.select(*[Knowledgebase.id, Knowledgebase.name]).where(Knowledgebase.tenant_id==tenant_id): |
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kb_folder = cls.new_a_file_from_kb(tenant_id, kb.name, folder["id"]) |
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for doc in DocumentService.query(kb_id=kb.id): |
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FileService.add_file_from_kb(doc.to_dict(), kb_folder["id"], tenant_id) |
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@classmethod |
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@DB.connection_context() |
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def get_parent_folder(cls, file_id): |
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file = cls.model.select().where(cls.model.id == file_id) |
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if file.count(): |
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e, file = cls.get_by_id(file[0].parent_id) |
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if not e: |
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raise RuntimeError("Database error (File retrieval)!") |
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else: |
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raise RuntimeError("Database error (File doesn't exist)!") |
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return file |
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@classmethod |
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@DB.connection_context() |
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def get_all_parent_folders(cls, start_id): |
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parent_folders = [] |
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current_id = start_id |
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while current_id: |
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e, file = cls.get_by_id(current_id) |
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if file.parent_id != file.id and e: |
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parent_folders.append(file) |
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current_id = file.parent_id |
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else: |
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parent_folders.append(file) |
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break |
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return parent_folders |
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@classmethod |
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@DB.connection_context() |
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def insert(cls, file): |
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if not cls.save(**file): |
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raise RuntimeError("Database error (File)!") |
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e, file = cls.get_by_id(file["id"]) |
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if not e: |
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raise RuntimeError("Database error (File retrieval)!") |
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return file |
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@classmethod |
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@DB.connection_context() |
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def delete(cls, file): |
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return cls.delete_by_id(file.id) |
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@classmethod |
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@DB.connection_context() |
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def delete_by_pf_id(cls, folder_id): |
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return cls.model.delete().where(cls.model.parent_id == folder_id).execute() |
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@classmethod |
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@DB.connection_context() |
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def delete_folder_by_pf_id(cls, user_id, folder_id): |
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try: |
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files = cls.model.select().where((cls.model.tenant_id == user_id) |
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& (cls.model.parent_id == folder_id)) |
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for file in files: |
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cls.delete_folder_by_pf_id(user_id, file.id) |
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return cls.model.delete().where((cls.model.tenant_id == user_id) |
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& (cls.model.id == folder_id)).execute(), |
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except Exception: |
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logging.exception("delete_folder_by_pf_id") |
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raise RuntimeError("Database error (File retrieval)!") |
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@classmethod |
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@DB.connection_context() |
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def get_file_count(cls, tenant_id): |
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files = cls.model.select(cls.model.id).where(cls.model.tenant_id == tenant_id) |
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return len(files) |
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@classmethod |
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@DB.connection_context() |
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def get_folder_size(cls, folder_id): |
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size = 0 |
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def dfs(parent_id): |
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nonlocal size |
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for f in cls.model.select(*[cls.model.id, cls.model.size, cls.model.type]).where( |
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cls.model.parent_id == parent_id, cls.model.id != parent_id): |
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size += f.size |
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if f.type == FileType.FOLDER.value: |
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dfs(f.id) |
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dfs(folder_id) |
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return size |
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@classmethod |
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@DB.connection_context() |
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def add_file_from_kb(cls, doc, kb_folder_id, tenant_id): |
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for _ in File2DocumentService.get_by_document_id(doc["id"]): return |
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file = { |
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"id": get_uuid(), |
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"parent_id": kb_folder_id, |
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"tenant_id": tenant_id, |
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"created_by": tenant_id, |
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"name": doc["name"], |
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"type": doc["type"], |
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"size": doc["size"], |
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"location": doc["location"], |
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"source_type": FileSource.KNOWLEDGEBASE |
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} |
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cls.save(**file) |
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File2DocumentService.save(**{"id": get_uuid(), "file_id": file["id"], "document_id": doc["id"]}) |
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@classmethod |
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@DB.connection_context() |
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def move_file(cls, file_ids, folder_id): |
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try: |
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cls.filter_update((cls.model.id << file_ids, ), { 'parent_id': folder_id }) |
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except Exception: |
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logging.exception("move_file") |
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raise RuntimeError("Database error (File move)!") |
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@classmethod |
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@DB.connection_context() |
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def upload_document(self, kb, file_objs, user_id): |
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root_folder = self.get_root_folder(user_id) |
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pf_id = root_folder["id"] |
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self.init_knowledgebase_docs(pf_id, user_id) |
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kb_root_folder = self.get_kb_folder(user_id) |
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kb_folder = self.new_a_file_from_kb(kb.tenant_id, kb.name, kb_root_folder["id"]) |
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err, files = [], [] |
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for file in file_objs: |
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try: |
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MAX_FILE_NUM_PER_USER = int(os.environ.get('MAX_FILE_NUM_PER_USER', 0)) |
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if MAX_FILE_NUM_PER_USER > 0 and DocumentService.get_doc_count(kb.tenant_id) >= MAX_FILE_NUM_PER_USER: |
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raise RuntimeError("Exceed the maximum file number of a free user!") |
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filename = duplicate_name( |
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DocumentService.query, |
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name=file.filename, |
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kb_id=kb.id) |
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filetype = filename_type(filename) |
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if filetype == FileType.OTHER.value: |
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raise RuntimeError("This type of file has not been supported yet!") |
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location = filename |
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while STORAGE_IMPL.obj_exist(kb.id, location): |
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location += "_" |
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blob = file.read() |
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STORAGE_IMPL.put(kb.id, location, blob) |
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doc_id = get_uuid() |
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img = thumbnail_img(filename, blob) |
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thumbnail_location = '' |
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if img is not None: |
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thumbnail_location = f'thumbnail_{doc_id}.png' |
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STORAGE_IMPL.put(kb.id, thumbnail_location, img) |
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doc = { |
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"id": doc_id, |
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"kb_id": kb.id, |
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"parser_id": self.get_parser(filetype, filename, kb.parser_id), |
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"parser_config": kb.parser_config, |
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"created_by": user_id, |
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"type": filetype, |
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"name": filename, |
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"location": location, |
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"size": len(blob), |
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"thumbnail": thumbnail_location |
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} |
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DocumentService.insert(doc) |
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FileService.add_file_from_kb(doc, kb_folder["id"], kb.tenant_id) |
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files.append((doc, blob)) |
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except Exception as e: |
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err.append(file.filename + ": " + str(e)) |
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return err, files |
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@staticmethod |
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def parse_docs(file_objs, user_id): |
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from rag.app import presentation, picture, naive, audio, email |
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def dummy(prog=None, msg=""): |
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pass |
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FACTORY = { |
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ParserType.PRESENTATION.value: presentation, |
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ParserType.PICTURE.value: picture, |
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ParserType.AUDIO.value: audio, |
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ParserType.EMAIL.value: email |
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} |
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parser_config = {"chunk_token_num": 16096, "delimiter": "\n!?;。;!?", "layout_recognize": False} |
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exe = ThreadPoolExecutor(max_workers=12) |
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threads = [] |
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for file in file_objs: |
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kwargs = { |
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"lang": "English", |
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"callback": dummy, |
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"parser_config": parser_config, |
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"from_page": 0, |
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"to_page": 100000, |
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"tenant_id": user_id |
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} |
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filetype = filename_type(file.filename) |
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blob = file.read() |
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threads.append(exe.submit(FACTORY.get(FileService.get_parser(filetype, file.filename, ""), naive).chunk, file.filename, blob, **kwargs)) |
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res = [] |
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for th in threads: |
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res.append("\n".join([ck["content_with_weight"] for ck in th.result()])) |
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return "\n\n".join(res) |
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@staticmethod |
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def get_parser(doc_type, filename, default): |
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if doc_type == FileType.VISUAL: |
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return ParserType.PICTURE.value |
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if doc_type == FileType.AURAL: |
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return ParserType.AUDIO.value |
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if re.search(r"\.(ppt|pptx|pages)$", filename): |
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return ParserType.PRESENTATION.value |
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if re.search(r"\.(eml)$", filename): |
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return ParserType.EMAIL.value |
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return default |