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https://github.com/langbot-app/LangBot.git
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feat: external knowledge bases (#1783)
* Initial plan * Add backend support for external knowledge bases Co-authored-by: RockChinQ <45992437+RockChinQ@users.noreply.github.com> * Add frontend support for external knowledge bases with tabs UI Co-authored-by: RockChinQ <45992437+RockChinQ@users.noreply.github.com> * Add i18n translations for all languages (Traditional Chinese and Japanese) Co-authored-by: RockChinQ <45992437+RockChinQ@users.noreply.github.com> * Update knowledge base tab list styling to match plugins page Co-authored-by: RockChinQ <45992437+RockChinQ@users.noreply.github.com> * perf: margin-top for kb page * refactor: switch RetrievalResultEntry to langbot_plugin pkg ones * feat: knowledge retriever listing and creating * stash * refactor: unify sync mechanism for polymorphic components * feat: use unified retireval result struct in retrieval test page * chore: remove unused methods * feat: retriever icon displaying * feat: localagent retrieval with external kbs * chore: bump version of langbot-plugin to 0.2.0b1 * fix: i18n --------- Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com> Co-authored-by: RockChinQ <45992437+RockChinQ@users.noreply.github.com> Co-authored-by: Junyan Qin <rockchinq@gmail.com>
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import quart
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from ... import group
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@group.group_class('external_knowledge_base', '/api/v1/knowledge/external-bases')
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class ExternalKnowledgeBaseRouterGroup(group.RouterGroup):
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async def initialize(self) -> None:
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@self.route('/retrievers', methods=['GET'])
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async def list_knowledge_retrievers() -> quart.Response:
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"""List all available knowledge retrievers from plugins."""
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retrievers = await self.ap.plugin_connector.list_knowledge_retrievers()
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return self.success(data={'retrievers': retrievers})
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@self.route('', methods=['POST', 'GET'])
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async def handle_external_knowledge_bases() -> quart.Response:
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if quart.request.method == 'GET':
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external_kbs = await self.ap.external_kb_service.get_external_knowledge_bases()
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return self.success(data={'bases': external_kbs})
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elif quart.request.method == 'POST':
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json_data = await quart.request.json
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kb_uuid = await self.ap.external_kb_service.create_external_knowledge_base(json_data)
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return self.success(data={'uuid': kb_uuid})
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return self.http_status(405, -1, 'Method not allowed')
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@self.route(
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'/<kb_uuid>',
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methods=['GET', 'DELETE', 'PUT'],
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)
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async def handle_specific_external_knowledge_base(kb_uuid: str) -> quart.Response:
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if quart.request.method == 'GET':
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external_kb = await self.ap.external_kb_service.get_external_knowledge_base(kb_uuid)
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if external_kb is None:
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return self.http_status(404, -1, 'external knowledge base not found')
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return self.success(
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data={
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'base': external_kb,
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}
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)
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elif quart.request.method == 'PUT':
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json_data = await quart.request.json
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await self.ap.external_kb_service.update_external_knowledge_base(kb_uuid, json_data)
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return self.success({})
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elif quart.request.method == 'DELETE':
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await self.ap.external_kb_service.delete_external_knowledge_base(kb_uuid)
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return self.success({})
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@self.route(
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'/<kb_uuid>/retrieve',
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methods=['POST'],
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)
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async def retrieve_external_knowledge_base(kb_uuid: str) -> str:
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json_data = await quart.request.json
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query = json_data.get('query')
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results = await self.ap.external_kb_service.retrieve_external_knowledge_base(kb_uuid, query)
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return self.success(data={'results': results})
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80
src/langbot/pkg/api/http/service/external_kb.py
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80
src/langbot/pkg/api/http/service/external_kb.py
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from __future__ import annotations
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from ....core import app
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import sqlalchemy
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from langbot.pkg.entity.persistence import rag as persistence_rag
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import uuid
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class ExternalKBService:
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"""External KB service"""
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ap: app.Application
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def __init__(self, ap: app.Application) -> None:
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self.ap = ap
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# External Knowledge Base methods
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async def get_external_knowledge_bases(self) -> list[dict]:
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result = await self.ap.persistence_mgr.execute_async(sqlalchemy.select(persistence_rag.ExternalKnowledgeBase))
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external_kbs = result.all()
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return [
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self.ap.persistence_mgr.serialize_model(persistence_rag.ExternalKnowledgeBase, external_kb)
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for external_kb in external_kbs
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]
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async def get_external_knowledge_base(self, kb_uuid: str) -> dict | None:
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result = await self.ap.persistence_mgr.execute_async(
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sqlalchemy.select(persistence_rag.ExternalKnowledgeBase).where(
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persistence_rag.ExternalKnowledgeBase.uuid == kb_uuid
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)
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)
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external_kb = result.first()
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if external_kb is None:
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return None
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return self.ap.persistence_mgr.serialize_model(persistence_rag.ExternalKnowledgeBase, external_kb)
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async def create_external_knowledge_base(self, kb_data: dict) -> str:
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kb_data['uuid'] = str(uuid.uuid4())
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await self.ap.persistence_mgr.execute_async(
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sqlalchemy.insert(persistence_rag.ExternalKnowledgeBase).values(kb_data)
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)
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kb = await self.get_external_knowledge_base(kb_data['uuid'])
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await self.ap.rag_mgr.load_external_knowledge_base(kb)
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return kb_data['uuid']
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async def retrieve_external_knowledge_base(self, kb_uuid: str, query: str) -> list[dict]:
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"""Retrieve external knowledge base"""
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runtime_kb = await self.ap.rag_mgr.get_knowledge_base_by_uuid(kb_uuid)
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if runtime_kb is None:
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raise Exception('Knowledge base not found')
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return [
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result.model_dump() for result in await runtime_kb.retrieve(query, 5)
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] # top_k is just a placeholder for external knowledge base
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async def update_external_knowledge_base(self, kb_uuid: str, kb_data: dict) -> None:
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if 'uuid' in kb_data:
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del kb_data['uuid']
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await self.ap.persistence_mgr.execute_async(
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sqlalchemy.update(persistence_rag.ExternalKnowledgeBase)
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.values(kb_data)
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.where(persistence_rag.ExternalKnowledgeBase.uuid == kb_uuid)
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)
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await self.ap.rag_mgr.remove_knowledge_base_from_runtime(kb_uuid)
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kb = await self.get_external_knowledge_base(kb_uuid)
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await self.ap.rag_mgr.load_external_knowledge_base(kb)
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async def delete_external_knowledge_base(self, kb_uuid: str) -> None:
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await self.ap.rag_mgr.delete_knowledge_base(kb_uuid)
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await self.ap.persistence_mgr.execute_async(
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sqlalchemy.delete(persistence_rag.ExternalKnowledgeBase).where(
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persistence_rag.ExternalKnowledgeBase.uuid == kb_uuid
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)
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)
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@@ -71,6 +71,9 @@ class KnowledgeService:
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runtime_kb = await self.ap.rag_mgr.get_knowledge_base_by_uuid(kb_uuid)
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if runtime_kb is None:
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raise Exception('Knowledge base not found')
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# Only internal KBs support file storage
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if runtime_kb.get_type() != 'internal':
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raise Exception('Only internal knowledge bases support file storage')
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return await runtime_kb.store_file(file_id)
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async def retrieve_knowledge_base(self, kb_uuid: str, query: str) -> list[dict]:
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@@ -78,9 +81,16 @@ class KnowledgeService:
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runtime_kb = await self.ap.rag_mgr.get_knowledge_base_by_uuid(kb_uuid)
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if runtime_kb is None:
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raise Exception('Knowledge base not found')
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return [
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result.model_dump() for result in await runtime_kb.retrieve(query, runtime_kb.knowledge_base_entity.top_k)
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]
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# Get top_k based on KB type
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if runtime_kb.get_type() == 'internal':
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top_k = runtime_kb.knowledge_base_entity.top_k
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elif runtime_kb.get_type() == 'external':
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top_k = runtime_kb.external_kb_entity.top_k
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else:
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top_k = 5 # default fallback
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return [result.model_dump() for result in await runtime_kb.retrieve(query, top_k)]
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async def get_files_by_knowledge_base(self, kb_uuid: str) -> list[dict]:
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"""获取知识库文件"""
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@@ -95,6 +105,9 @@ class KnowledgeService:
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runtime_kb = await self.ap.rag_mgr.get_knowledge_base_by_uuid(kb_uuid)
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if runtime_kb is None:
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raise Exception('Knowledge base not found')
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# Only internal KBs support file deletion
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if runtime_kb.get_type() != 'internal':
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raise Exception('Only internal knowledge bases support file deletion')
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await runtime_kb.delete_file(file_id)
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async def delete_knowledge_base(self, kb_uuid: str) -> None:
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