将flask改成fastapi
This commit is contained in:
496
api/db/services/knowledgebase_service.py
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496
api/db/services/knowledgebase_service.py
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#
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# Copyright 2024 The InfiniFlow Authors. All Rights Reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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#
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from datetime import datetime
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from peewee import fn, JOIN
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from api.db import StatusEnum, TenantPermission
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from api.db.db_models import DB, Document, Knowledgebase, User, UserTenant, UserCanvas
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from api.db.services.common_service import CommonService
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from api.utils import current_timestamp, datetime_format
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class KnowledgebaseService(CommonService):
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"""Service class for managing knowledge base operations.
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This class extends CommonService to provide specialized functionality for knowledge base
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management, including document parsing status tracking, access control, and configuration
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management. It handles operations such as listing, creating, updating, and deleting
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knowledge bases, as well as managing their associated documents and permissions.
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The class implements a comprehensive set of methods for:
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- Document parsing status verification
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- Knowledge base access control
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- Parser configuration management
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- Tenant-based knowledge base organization
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Attributes:
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model: The Knowledgebase model class for database operations.
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"""
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model = Knowledgebase
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@classmethod
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@DB.connection_context()
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def accessible4deletion(cls, kb_id, user_id):
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"""Check if a knowledge base can be deleted by a specific user.
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This method verifies whether a user has permission to delete a knowledge base
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by checking if they are the creator of that knowledge base.
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Args:
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kb_id (str): The unique identifier of the knowledge base to check.
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user_id (str): The unique identifier of the user attempting the deletion.
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Returns:
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bool: True if the user has permission to delete the knowledge base,
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False if the user doesn't have permission or the knowledge base doesn't exist.
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Example:
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>>> KnowledgebaseService.accessible4deletion("kb123", "user456")
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True
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Note:
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- This method only checks creator permissions
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- A return value of False can mean either:
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1. The knowledge base doesn't exist
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2. The user is not the creator of the knowledge base
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"""
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# Check if a knowledge base can be deleted by a user
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docs = cls.model.select(
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cls.model.id).where(cls.model.id == kb_id, cls.model.created_by == user_id).paginate(0, 1)
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docs = docs.dicts()
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if not docs:
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return False
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return True
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@classmethod
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@DB.connection_context()
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def is_parsed_done(cls, kb_id):
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# Check if all documents in the knowledge base have completed parsing
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#
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# Args:
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# kb_id: Knowledge base ID
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#
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# Returns:
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# If all documents are parsed successfully, returns (True, None)
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# If any document is not fully parsed, returns (False, error_message)
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from api.db import TaskStatus
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from api.db.services.document_service import DocumentService
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# Get knowledge base information
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kbs = cls.query(id=kb_id)
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if not kbs:
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return False, "Knowledge base not found"
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kb = kbs[0]
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# Get all documents in the knowledge base
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docs, _ = DocumentService.get_by_kb_id(kb_id, 1, 1000, "create_time", True, "", [], [])
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# Check parsing status of each document
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for doc in docs:
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# If document is being parsed, don't allow chat creation
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if doc['run'] == TaskStatus.RUNNING.value or doc['run'] == TaskStatus.CANCEL.value or doc['run'] == TaskStatus.FAIL.value:
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return False, f"Document '{doc['name']}' in dataset '{kb.name}' is still being parsed. Please wait until all documents are parsed before starting a chat."
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# If document is not yet parsed and has no chunks, don't allow chat creation
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if doc['run'] == TaskStatus.UNSTART.value and doc['chunk_num'] == 0:
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return False, f"Document '{doc['name']}' in dataset '{kb.name}' has not been parsed yet. Please parse all documents before starting a chat."
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return True, None
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@classmethod
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@DB.connection_context()
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def list_documents_by_ids(cls, kb_ids):
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# Get document IDs associated with given knowledge base IDs
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# Args:
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# kb_ids: List of knowledge base IDs
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# Returns:
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# List of document IDs
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doc_ids = cls.model.select(Document.id.alias("document_id")).join(Document, on=(cls.model.id == Document.kb_id)).where(
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cls.model.id.in_(kb_ids)
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)
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doc_ids = list(doc_ids.dicts())
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doc_ids = [doc["document_id"] for doc in doc_ids]
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return doc_ids
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@classmethod
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@DB.connection_context()
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def get_by_tenant_ids(cls, joined_tenant_ids, user_id,
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page_number, items_per_page,
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orderby, desc, keywords,
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parser_id=None
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):
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# Get knowledge bases by tenant IDs with pagination and filtering
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# Args:
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# joined_tenant_ids: List of tenant IDs
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# user_id: Current user ID
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# page_number: Page number for pagination
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# items_per_page: Number of items per page
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# orderby: Field to order by
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# desc: Boolean indicating descending order
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# keywords: Search keywords
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# parser_id: Optional parser ID filter
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# Returns:
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# Tuple of (knowledge_base_list, total_count)
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fields = [
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cls.model.id,
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cls.model.avatar,
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cls.model.name,
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cls.model.language,
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cls.model.description,
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cls.model.tenant_id,
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cls.model.permission,
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cls.model.doc_num,
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cls.model.token_num,
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cls.model.chunk_num,
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cls.model.parser_id,
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cls.model.embd_id,
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User.nickname,
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User.avatar.alias('tenant_avatar'),
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cls.model.update_time
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]
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if keywords:
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kbs = cls.model.select(*fields).join(User, on=(cls.model.tenant_id == User.id)).where(
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((cls.model.tenant_id.in_(joined_tenant_ids) & (cls.model.permission ==
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TenantPermission.TEAM.value)) | (
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cls.model.tenant_id == user_id))
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& (cls.model.status == StatusEnum.VALID.value),
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(fn.LOWER(cls.model.name).contains(keywords.lower()))
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)
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else:
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kbs = cls.model.select(*fields).join(User, on=(cls.model.tenant_id == User.id)).where(
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((cls.model.tenant_id.in_(joined_tenant_ids) & (cls.model.permission ==
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TenantPermission.TEAM.value)) | (
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cls.model.tenant_id == user_id))
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& (cls.model.status == StatusEnum.VALID.value)
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)
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if parser_id:
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kbs = kbs.where(cls.model.parser_id == parser_id)
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if desc:
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kbs = kbs.order_by(cls.model.getter_by(orderby).desc())
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else:
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kbs = kbs.order_by(cls.model.getter_by(orderby).asc())
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count = kbs.count()
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if page_number and items_per_page:
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kbs = kbs.paginate(page_number, items_per_page)
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return list(kbs.dicts()), count
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@classmethod
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@DB.connection_context()
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def get_all_kb_by_tenant_ids(cls, tenant_ids, user_id):
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# will get all permitted kb, be cautious.
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fields = [
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cls.model.name,
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cls.model.language,
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cls.model.permission,
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cls.model.doc_num,
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cls.model.token_num,
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cls.model.chunk_num,
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cls.model.status,
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cls.model.create_date,
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cls.model.update_date
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]
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# find team kb and owned kb
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kbs = cls.model.select(*fields).where(
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(cls.model.tenant_id.in_(tenant_ids) & (cls.model.permission ==TenantPermission.TEAM.value)) | (
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cls.model.tenant_id == user_id
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)
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)
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# sort by create_time asc
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kbs.order_by(cls.model.create_time.asc())
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# maybe cause slow query by deep paginate, optimize later.
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offset, limit = 0, 50
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res = []
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while True:
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kb_batch = kbs.offset(offset).limit(limit)
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_temp = list(kb_batch.dicts())
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if not _temp:
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break
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res.extend(_temp)
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offset += limit
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return res
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@classmethod
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@DB.connection_context()
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def get_kb_ids(cls, tenant_id):
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# Get all knowledge base IDs for a tenant
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# Args:
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# tenant_id: Tenant ID
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# Returns:
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# List of knowledge base IDs
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fields = [
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cls.model.id,
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]
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kbs = cls.model.select(*fields).where(cls.model.tenant_id == tenant_id)
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kb_ids = [kb.id for kb in kbs]
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return kb_ids
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@classmethod
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@DB.connection_context()
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def get_detail(cls, kb_id):
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# Get detailed information about a knowledge base
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# Args:
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# kb_id: Knowledge base ID
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# Returns:
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# Dictionary containing knowledge base details
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fields = [
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cls.model.id,
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cls.model.embd_id,
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cls.model.avatar,
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cls.model.name,
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cls.model.language,
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cls.model.description,
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cls.model.permission,
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cls.model.doc_num,
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cls.model.token_num,
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cls.model.chunk_num,
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cls.model.parser_id,
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cls.model.pipeline_id,
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UserCanvas.title.alias("pipeline_name"),
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UserCanvas.avatar.alias("pipeline_avatar"),
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cls.model.parser_config,
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cls.model.pagerank,
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cls.model.graphrag_task_id,
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cls.model.graphrag_task_finish_at,
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cls.model.raptor_task_id,
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cls.model.raptor_task_finish_at,
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cls.model.mindmap_task_id,
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cls.model.mindmap_task_finish_at,
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cls.model.create_time,
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cls.model.update_time
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]
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kbs = cls.model.select(*fields)\
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.join(UserCanvas, on=(cls.model.pipeline_id == UserCanvas.id), join_type=JOIN.LEFT_OUTER)\
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.where(
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(cls.model.id == kb_id),
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(cls.model.status == StatusEnum.VALID.value)
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).dicts()
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if not kbs:
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return
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return kbs[0]
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@classmethod
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@DB.connection_context()
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def update_parser_config(cls, id, config):
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# Update parser configuration for a knowledge base
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# Args:
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# id: Knowledge base ID
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# config: New parser configuration
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e, m = cls.get_by_id(id)
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if not e:
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raise LookupError(f"knowledgebase({id}) not found.")
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def dfs_update(old, new):
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# Deep update of nested configuration
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for k, v in new.items():
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if k not in old:
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old[k] = v
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continue
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if isinstance(v, dict):
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assert isinstance(old[k], dict)
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dfs_update(old[k], v)
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elif isinstance(v, list):
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assert isinstance(old[k], list)
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old[k] = list(set(old[k] + v))
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else:
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old[k] = v
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dfs_update(m.parser_config, config)
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cls.update_by_id(id, {"parser_config": m.parser_config})
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@classmethod
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@DB.connection_context()
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def delete_field_map(cls, id):
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e, m = cls.get_by_id(id)
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if not e:
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raise LookupError(f"knowledgebase({id}) not found.")
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m.parser_config.pop("field_map", None)
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cls.update_by_id(id, {"parser_config": m.parser_config})
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@classmethod
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@DB.connection_context()
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def get_field_map(cls, ids):
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# Get field mappings for knowledge bases
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# Args:
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# ids: List of knowledge base IDs
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# Returns:
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# Dictionary of field mappings
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conf = {}
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for k in cls.get_by_ids(ids):
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if k.parser_config and "field_map" in k.parser_config:
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conf.update(k.parser_config["field_map"])
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return conf
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@classmethod
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@DB.connection_context()
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def get_by_name(cls, kb_name, tenant_id):
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# Get knowledge base by name and tenant ID
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# Args:
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# kb_name: Knowledge base name
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# tenant_id: Tenant ID
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# Returns:
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# Tuple of (exists, knowledge_base)
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kb = cls.model.select().where(
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(cls.model.name == kb_name)
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& (cls.model.tenant_id == tenant_id)
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& (cls.model.status == StatusEnum.VALID.value)
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)
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if kb:
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return True, kb[0]
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return False, None
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@classmethod
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@DB.connection_context()
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def get_all_ids(cls):
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# Get all knowledge base IDs
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# Returns:
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# List of all knowledge base IDs
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return [m["id"] for m in cls.model.select(cls.model.id).dicts()]
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@classmethod
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@DB.connection_context()
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def get_list(cls, joined_tenant_ids, user_id,
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page_number, items_per_page, orderby, desc, id, name):
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# Get list of knowledge bases with filtering and pagination
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# Args:
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# joined_tenant_ids: List of tenant IDs
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# user_id: Current user ID
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# page_number: Page number for pagination
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# items_per_page: Number of items per page
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# orderby: Field to order by
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# desc: Boolean indicating descending order
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# id: Optional ID filter
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# name: Optional name filter
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# Returns:
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# List of knowledge bases
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kbs = cls.model.select()
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if id:
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kbs = kbs.where(cls.model.id == id)
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if name:
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kbs = kbs.where(cls.model.name == name)
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kbs = kbs.where(
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((cls.model.tenant_id.in_(joined_tenant_ids) & (cls.model.permission ==
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TenantPermission.TEAM.value)) | (
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cls.model.tenant_id == user_id))
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& (cls.model.status == StatusEnum.VALID.value)
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)
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if desc:
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kbs = kbs.order_by(cls.model.getter_by(orderby).desc())
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else:
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kbs = kbs.order_by(cls.model.getter_by(orderby).asc())
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kbs = kbs.paginate(page_number, items_per_page)
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return list(kbs.dicts())
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@classmethod
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@DB.connection_context()
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def accessible(cls, kb_id, user_id):
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# Check if a knowledge base is accessible by a user
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# Args:
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# kb_id: Knowledge base ID
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# user_id: User ID
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# Returns:
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# Boolean indicating accessibility
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docs = cls.model.select(
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cls.model.id).join(UserTenant, on=(UserTenant.tenant_id == Knowledgebase.tenant_id)
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).where(cls.model.id == kb_id, UserTenant.user_id == user_id).paginate(0, 1)
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docs = docs.dicts()
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if not docs:
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return False
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return True
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@classmethod
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@DB.connection_context()
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def get_kb_by_id(cls, kb_id, user_id):
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# Get knowledge base by ID and user ID
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# Args:
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# kb_id: Knowledge base ID
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# user_id: User ID
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# Returns:
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# List containing knowledge base information
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kbs = cls.model.select().join(UserTenant, on=(UserTenant.tenant_id == Knowledgebase.tenant_id)
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).where(cls.model.id == kb_id, UserTenant.user_id == user_id).paginate(0, 1)
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kbs = kbs.dicts()
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return list(kbs)
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@classmethod
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@DB.connection_context()
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def get_kb_by_name(cls, kb_name, user_id):
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# Get knowledge base by name and user ID
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# Args:
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# kb_name: Knowledge base name
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# user_id: User ID
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# Returns:
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# List containing knowledge base information
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kbs = cls.model.select().join(UserTenant, on=(UserTenant.tenant_id == Knowledgebase.tenant_id)
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).where(cls.model.name == kb_name, UserTenant.user_id == user_id).paginate(0, 1)
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kbs = kbs.dicts()
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return list(kbs)
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@classmethod
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@DB.connection_context()
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def atomic_increase_doc_num_by_id(cls, kb_id):
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data = {}
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data["update_time"] = current_timestamp()
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data["update_date"] = datetime_format(datetime.now())
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data["doc_num"] = cls.model.doc_num + 1
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num = cls.model.update(data).where(cls.model.id == kb_id).execute()
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return num
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@classmethod
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||||
@DB.connection_context()
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def update_document_number_in_init(cls, kb_id, doc_num):
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"""
|
||||
Only use this function when init system
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||||
"""
|
||||
ok, kb = cls.get_by_id(kb_id)
|
||||
if not ok:
|
||||
return
|
||||
kb.doc_num = doc_num
|
||||
|
||||
dirty_fields = kb.dirty_fields
|
||||
if cls.model._meta.combined.get("update_time") in dirty_fields:
|
||||
dirty_fields.remove(cls.model._meta.combined["update_time"])
|
||||
|
||||
if cls.model._meta.combined.get("update_date") in dirty_fields:
|
||||
dirty_fields.remove(cls.model._meta.combined["update_date"])
|
||||
|
||||
try:
|
||||
kb.save(only=dirty_fields)
|
||||
except ValueError as e:
|
||||
if str(e) == "no data to save!":
|
||||
pass # that's OK
|
||||
else:
|
||||
raise e
|
||||
|
||||
@classmethod
|
||||
@DB.connection_context()
|
||||
def decrease_document_num_in_delete(cls, kb_id, doc_num_info: dict):
|
||||
kb_row = cls.model.get_by_id(kb_id)
|
||||
if not kb_row:
|
||||
raise RuntimeError(f"kb_id {kb_id} does not exist")
|
||||
update_dict = {
|
||||
'doc_num': kb_row.doc_num - doc_num_info['doc_num'],
|
||||
'chunk_num': kb_row.chunk_num - doc_num_info['chunk_num'],
|
||||
'token_num': kb_row.token_num - doc_num_info['token_num'],
|
||||
'update_time': current_timestamp(),
|
||||
'update_date': datetime_format(datetime.now())
|
||||
}
|
||||
return cls.model.update(update_dict).where(cls.model.id == kb_id).execute()
|
||||
Reference in New Issue
Block a user