mirror of
https://github.com/langbot-app/LangBot.git
synced 2026-06-04 04:54:36 +00:00
Feat/dbm20 rag (#2037)
* feat(rag): add knowledge base migration from v4.9.0 to plugin architecture Rewrite dbm020 to backup old knowledge_bases data and preserve external_knowledge_bases table. Add migration API endpoints and frontend dialog so users can opt-in to auto-install LangRAG plugin and restore their knowledge bases with original UUIDs preserved. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * fix(rag): query marketplace for actual plugin version instead of 'latest' The marketplace API does not support 'latest' as a version string. Fetch the plugin info first to get latest_version, then use that concrete version for installation. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * feat(rag): add data-only migration option and fix dialog width Add option to migrate knowledge base data without auto-installing the LangRAG plugin (for offline/intranet environments). Also narrow the migration dialog to match other confirmation dialogs. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * refactor: to red and no more * fix lint * fix ruff lint * feat: add external migration * fix: show * feat: add external plugin auto download * feat: update migration messages for knowledge base in multiple languages --------- Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com> Co-authored-by: Junyan Qin <rockchinq@gmail.com>
This commit is contained in:
huanghuoguoguo
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import asyncio
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import json
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import httpx
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import quart
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import sqlalchemy
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from ... import group
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from ......core import taskmgr
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from ......entity.persistence import metadata as persistence_metadata
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from langbot_plugin.runtime.plugin.mgr import PluginInstallSource
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LANGRAG_PLUGIN_AUTHOR = 'langbot-team'
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LANGRAG_PLUGIN_NAME = 'LangRAG'
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LANGRAG_PLUGIN_ID = f'{LANGRAG_PLUGIN_AUTHOR}/{LANGRAG_PLUGIN_NAME}'
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DEFAULT_SPACE_URL = 'https://space.langbot.app'
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# Old Retriever plugin_name -> New Connector plugin_name
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EXTERNAL_PLUGIN_NAME_MAPPING = {
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'DifyDatasetsRetriever': 'DifyDatasetsConnector',
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'RAGFlowRetriever': 'RAGFlowConnector',
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'FastGPTRetriever': 'FastGPTConnector',
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}
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# Per-plugin: which old retriever_config fields belong to creation_settings.
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# Remaining fields go to retrieval_settings.
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# None means ALL fields go to creation_settings (no retrieval_schema).
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EXTERNAL_PLUGIN_CREATION_FIELDS: dict[str, set[str] | None] = {
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'langbot-team/DifyDatasetsConnector': {'api_base_url', 'dify_apikey', 'dataset_id'},
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'langbot-team/RAGFlowConnector': {'api_base_url', 'api_key', 'dataset_ids'},
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'langbot-team/FastGPTConnector': None, # all fields -> creation_settings
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}
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@group.group_class('knowledge/migration', '/api/v1/knowledge/migration')
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class KnowledgeMigrationRouterGroup(group.RouterGroup):
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async def _get_migration_flag(self) -> bool:
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"""Check if rag_plugin_migration_needed flag is set."""
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result = await self.ap.persistence_mgr.execute_async(
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sqlalchemy.select(persistence_metadata.Metadata).where(
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persistence_metadata.Metadata.key == 'rag_plugin_migration_needed'
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)
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)
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row = result.first()
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return row is not None and row.value == 'true'
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async def _set_migration_flag(self, value: str):
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"""Set rag_plugin_migration_needed flag."""
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await self.ap.persistence_mgr.execute_async(
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sqlalchemy.update(persistence_metadata.Metadata)
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.where(persistence_metadata.Metadata.key == 'rag_plugin_migration_needed')
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.values(value=value)
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)
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async def _table_exists(self, table_name: str) -> bool:
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"""Check if a table exists."""
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if self.ap.persistence_mgr.db.name == 'postgresql':
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result = await self.ap.persistence_mgr.execute_async(
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sqlalchemy.text(
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'SELECT EXISTS (SELECT FROM information_schema.tables WHERE table_name = :table_name);'
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).bindparams(table_name=table_name)
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)
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return result.scalar()
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else:
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result = await self.ap.persistence_mgr.execute_async(
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sqlalchemy.text("SELECT name FROM sqlite_master WHERE type='table' AND name=:table_name;").bindparams(
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table_name=table_name
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)
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)
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return result.first() is not None
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async def _install_plugin_from_marketplace(
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self, plugin_id: str, task_context: taskmgr.TaskContext, space_url: str
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) -> None:
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"""Install a single plugin from the marketplace."""
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p_author, p_name = plugin_id.split('/', 1)
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self.ap.logger.info(f'RAG migration: installing plugin {plugin_id} from marketplace...')
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task_context.trace(f'Installing plugin {plugin_id} from marketplace...')
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async with httpx.AsyncClient(trust_env=True, timeout=15) as client:
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resp = await client.get(f'{space_url}/api/v1/marketplace/plugins/{p_author}/{p_name}')
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resp.raise_for_status()
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p_data = resp.json().get('data', {}).get('plugin', {})
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p_version = p_data.get('latest_version')
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if not p_version:
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raise Exception(f'Could not determine latest version for {plugin_id}')
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await self.ap.plugin_connector.install_plugin(
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PluginInstallSource.MARKETPLACE,
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{
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'plugin_author': p_author,
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'plugin_name': p_name,
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'plugin_version': p_version,
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},
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task_context=task_context,
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)
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self.ap.logger.info(f'RAG migration: plugin {plugin_id} install request sent.')
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async def _execute_rag_migration(self, task_context: taskmgr.TaskContext, install_plugin: bool = True):
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"""Execute RAG migration: install required plugins and restore backup data."""
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warnings = []
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# Collect all plugins we need: LangRAG (always) + connector plugins (from external KBs)
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needed_plugins: dict[str, str] = {
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LANGRAG_PLUGIN_ID: LANGRAG_PLUGIN_NAME,
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}
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has_external = await self._table_exists('external_knowledge_bases')
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if has_external:
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result = await self.ap.persistence_mgr.execute_async(
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sqlalchemy.text('SELECT DISTINCT plugin_author, plugin_name FROM external_knowledge_bases;')
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)
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for row in result.fetchall():
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plugin_author = row[0] or ''
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plugin_name = row[1] or ''
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mapped_name = EXTERNAL_PLUGIN_NAME_MAPPING.get(plugin_name, plugin_name)
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plugin_id = f'{plugin_author}/{mapped_name}'
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if plugin_id not in needed_plugins:
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needed_plugins[plugin_id] = mapped_name
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self.ap.logger.info(f'RAG migration: plugins needed: {list(needed_plugins.keys())}')
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if install_plugin:
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# Step 1: Install all required plugins from marketplace
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task_context.trace('Installing required plugins...', action='install-plugin')
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space_url = self.ap.instance_config.data.get('space', {}).get('url', DEFAULT_SPACE_URL).rstrip('/')
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for plugin_id in needed_plugins:
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try:
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await self._install_plugin_from_marketplace(plugin_id, task_context, space_url)
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except Exception as e:
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self.ap.logger.warning(f'RAG migration: plugin {plugin_id} install returned: {e}')
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task_context.trace(f'Plugin install note ({plugin_id}): {e}')
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# Step 2: Wait for all plugins to become available as knowledge engines
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task_context.trace(
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f'Waiting for plugins to become available: {list(needed_plugins.keys())}...',
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action='wait-plugin',
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)
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max_retries = 30
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engine_id_set: set[str] = set()
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for i in range(max_retries):
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try:
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engines = await self.ap.plugin_connector.list_knowledge_engines()
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engine_id_set = {e.get('plugin_id') for e in engines}
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except Exception:
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pass
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if all(pid in engine_id_set for pid in needed_plugins):
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self.ap.logger.info(f'RAG migration: all plugins ready: {engine_id_set}')
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task_context.trace('All required plugins are ready.')
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break
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if i == max_retries - 1:
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still_missing = [pid for pid in needed_plugins if pid not in engine_id_set]
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warning = f'Plugin(s) {still_missing} did not become available after {max_retries} retries'
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self.ap.logger.warning(f'RAG migration: {warning}')
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warnings.append(warning)
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task_context.trace(warning)
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await asyncio.sleep(2)
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else:
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try:
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engines = await self.ap.plugin_connector.list_knowledge_engines()
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engine_id_set = {e.get('plugin_id') for e in engines}
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except Exception:
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engine_id_set = set()
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# Step 3: Restore internal knowledge bases from backup
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task_context.trace('Restoring internal knowledge bases...', action='restore-internal')
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if await self._table_exists('knowledge_bases_backup'):
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result = await self.ap.persistence_mgr.execute_async(
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sqlalchemy.text('SELECT * FROM knowledge_bases_backup;')
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)
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rows = result.fetchall()
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columns = result.keys()
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for row in rows:
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row_dict = dict(zip(columns, row))
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kb_uuid = row_dict.get('uuid')
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name = row_dict.get('name', 'Untitled')
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description = row_dict.get('description', '')
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emoji = row_dict.get('emoji', '\U0001f4da')
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embedding_model_uuid = row_dict.get('embedding_model_uuid', '')
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top_k = row_dict.get('top_k', 5)
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created_at = row_dict.get('created_at')
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updated_at = row_dict.get('updated_at')
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creation_settings = json.dumps({'embedding_model_uuid': embedding_model_uuid})
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retrieval_settings = json.dumps({'top_k': top_k})
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await self.ap.persistence_mgr.execute_async(
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sqlalchemy.text(
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'INSERT INTO knowledge_bases '
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'(uuid, name, description, emoji, created_at, updated_at, '
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'knowledge_engine_plugin_id, collection_id, creation_settings, retrieval_settings) '
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'VALUES (:uuid, :name, :description, :emoji, :created_at, :updated_at, '
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':plugin_id, :collection_id, :creation_settings, :retrieval_settings);'
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).bindparams(
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uuid=kb_uuid,
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name=name,
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description=description,
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emoji=emoji,
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created_at=created_at,
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updated_at=updated_at,
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plugin_id=LANGRAG_PLUGIN_ID,
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collection_id=kb_uuid,
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creation_settings=creation_settings,
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retrieval_settings=retrieval_settings,
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)
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)
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try:
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config = {'embedding_model_uuid': embedding_model_uuid}
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await self.ap.plugin_connector.rag_on_kb_create(LANGRAG_PLUGIN_ID, kb_uuid, config)
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task_context.trace(f'Restored internal KB: {name} ({kb_uuid})')
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except Exception as e:
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warning = f'Failed to notify plugin for KB {name} ({kb_uuid}): {e}'
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warnings.append(warning)
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task_context.trace(warning)
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await self.ap.rag_mgr.load_knowledge_bases_from_db()
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# Step 4: Restore external knowledge bases
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task_context.trace('Restoring external knowledge bases...', action='restore-external')
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if has_external:
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result = await self.ap.persistence_mgr.execute_async(
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sqlalchemy.text('SELECT * FROM external_knowledge_bases;')
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)
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rows = result.fetchall()
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columns = result.keys()
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self.ap.logger.info(
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f'RAG migration: {len(rows)} external KB(s) to restore. Available engines: {engine_id_set}'
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)
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task_context.trace(f'Found {len(rows)} external KB(s). Available engines: {engine_id_set}')
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for row in rows:
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row_dict = dict(zip(columns, row))
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kb_uuid = row_dict.get('uuid')
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name = row_dict.get('name', 'Untitled')
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description = row_dict.get('description', '')
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emoji = row_dict.get('emoji', '\U0001f517')
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plugin_author = row_dict.get('plugin_author', '')
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plugin_name = row_dict.get('plugin_name', '')
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retriever_config = row_dict.get('retriever_config', {})
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created_at = row_dict.get('created_at')
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mapped_plugin_name = EXTERNAL_PLUGIN_NAME_MAPPING.get(plugin_name, plugin_name)
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external_plugin_id = f'{plugin_author}/{mapped_plugin_name}'
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self.ap.logger.info(
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f'RAG migration: processing external KB "{name}" ({kb_uuid}), '
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f'plugin: {plugin_author}/{plugin_name} -> {external_plugin_id}'
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)
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if isinstance(retriever_config, str):
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try:
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retriever_config = json.loads(retriever_config)
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except (json.JSONDecodeError, TypeError):
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retriever_config = {}
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creation_fields = EXTERNAL_PLUGIN_CREATION_FIELDS.get(external_plugin_id)
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if creation_fields is None:
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creation_settings_dict = retriever_config
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retrieval_settings_dict = {}
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else:
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creation_settings_dict = {k: v for k, v in retriever_config.items() if k in creation_fields}
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retrieval_settings_dict = {k: v for k, v in retriever_config.items() if k not in creation_fields}
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await self.ap.persistence_mgr.execute_async(
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sqlalchemy.text(
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'INSERT INTO knowledge_bases '
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'(uuid, name, description, emoji, created_at, updated_at, '
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'knowledge_engine_plugin_id, collection_id, creation_settings, retrieval_settings) '
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'VALUES (:uuid, :name, :description, :emoji, :created_at, :updated_at, '
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':plugin_id, :collection_id, :creation_settings, :retrieval_settings);'
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).bindparams(
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uuid=kb_uuid,
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name=name,
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description=description,
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emoji=emoji,
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created_at=created_at,
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updated_at=created_at,
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plugin_id=external_plugin_id,
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collection_id=kb_uuid,
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creation_settings=json.dumps(creation_settings_dict),
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retrieval_settings=json.dumps(retrieval_settings_dict),
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)
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)
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if external_plugin_id not in engine_id_set:
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warning = (
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f'External KB "{name}" ({kb_uuid}) record saved, but plugin {external_plugin_id} '
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f'is not installed yet. Install the connector plugin to use it.'
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)
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warnings.append(warning)
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task_context.trace(warning)
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else:
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try:
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await self.ap.plugin_connector.rag_on_kb_create(
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external_plugin_id, kb_uuid, creation_settings_dict
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)
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task_context.trace(f'Restored external KB: {name} ({kb_uuid})')
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except Exception as e:
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warning = f'Failed to notify plugin for external KB {name} ({kb_uuid}): {e}'
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warnings.append(warning)
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task_context.trace(warning)
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await self.ap.rag_mgr.load_knowledge_bases_from_db()
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# Step 5: Clear migration flag
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await self._set_migration_flag('false')
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task_context.trace('RAG migration completed.', action='done')
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if warnings:
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task_context.trace(f'Completed with {len(warnings)} warning(s).')
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async def initialize(self) -> None:
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@self.route('/status', methods=['GET'], auth_type=group.AuthType.USER_TOKEN)
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async def _() -> str:
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needed = await self._get_migration_flag()
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internal_kb_count = 0
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external_kb_count = 0
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if needed:
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if await self._table_exists('knowledge_bases_backup'):
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result = await self.ap.persistence_mgr.execute_async(
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sqlalchemy.text('SELECT COUNT(*) FROM knowledge_bases_backup;')
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)
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internal_kb_count = result.scalar() or 0
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if await self._table_exists('external_knowledge_bases'):
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result = await self.ap.persistence_mgr.execute_async(
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sqlalchemy.text('SELECT COUNT(*) FROM external_knowledge_bases;')
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)
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external_kb_count = result.scalar() or 0
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return self.success(
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data={
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'needed': needed,
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'internal_kb_count': internal_kb_count,
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'external_kb_count': external_kb_count,
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}
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)
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@self.route('/execute', methods=['POST'], auth_type=group.AuthType.USER_TOKEN)
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async def _() -> str:
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needed = await self._get_migration_flag()
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if not needed:
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return self.http_status(400, -1, 'RAG migration is not needed')
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data = await quart.request.get_json(silent=True) or {}
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install_plugin = data.get('install_plugin', True)
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ctx = taskmgr.TaskContext.new()
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wrapper = self.ap.task_mgr.create_user_task(
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self._execute_rag_migration(task_context=ctx, install_plugin=install_plugin),
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kind='rag-migration',
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name='rag-migration-execute',
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label='Migrating knowledge bases to plugin architecture',
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context=ctx,
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)
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return self.success(data={'task_id': wrapper.id})
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@self.route('/dismiss', methods=['POST'], auth_type=group.AuthType.USER_TOKEN)
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async def _() -> str:
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needed = await self._get_migration_flag()
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if not needed:
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return self.http_status(400, -1, 'RAG migration is not needed')
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await self._set_migration_flag('false')
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return self.success()
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