mirror of
https://github.com/langbot-app/LangBot.git
synced 2026-07-20 11:26:07 +00:00
@@ -36,17 +36,36 @@ class PreProcessor(stage.PipelineStage):
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session = await self.ap.sess_mgr.get_session(query)
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# When not local-agent, llm_model is None
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try:
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llm_model = (
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await self.ap.model_mgr.get_model_by_uuid(query.pipeline_config['ai']['local-agent']['model'])
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if selected_runner == 'local-agent'
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else None
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)
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except ValueError:
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self.ap.logger.warning(
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f'LLM model {query.pipeline_config["ai"]["local-agent"]["model"] + " "}not found or not configured'
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)
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llm_model = None
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llm_model = None
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if selected_runner == 'local-agent':
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# Read model config — new format is { primary: str, fallbacks: [str] },
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# but handle legacy plain string for backward compatibility
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model_config = query.pipeline_config['ai']['local-agent'].get('model', {})
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if isinstance(model_config, str):
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# Legacy format: plain UUID string
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primary_uuid = model_config
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fallback_uuids = []
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else:
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primary_uuid = model_config.get('primary', '')
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fallback_uuids = model_config.get('fallbacks', [])
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if primary_uuid:
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try:
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llm_model = await self.ap.model_mgr.get_model_by_uuid(primary_uuid)
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except ValueError:
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self.ap.logger.warning(f'LLM model {primary_uuid} not found or not configured')
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# Resolve fallback model UUIDs
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if fallback_uuids:
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valid_fallbacks = []
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for fb_uuid in fallback_uuids:
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try:
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await self.ap.model_mgr.get_model_by_uuid(fb_uuid)
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valid_fallbacks.append(fb_uuid)
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except ValueError:
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self.ap.logger.warning(f'Fallback model {fb_uuid} not found, skipping')
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if valid_fallbacks:
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query.variables['_fallback_model_uuids'] = valid_fallbacks
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conversation = await self.ap.sess_mgr.get_conversation(
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query,
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@@ -61,20 +80,28 @@ class PreProcessor(stage.PipelineStage):
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query.prompt = conversation.prompt.copy()
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query.messages = conversation.messages.copy()
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if selected_runner == 'local-agent' and llm_model:
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if selected_runner == 'local-agent':
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query.use_funcs = []
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query.use_llm_model_uuid = llm_model.model_entity.uuid
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if llm_model:
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query.use_llm_model_uuid = llm_model.model_entity.uuid
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if llm_model.model_entity.abilities.__contains__('func_call'):
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# Get bound plugins and MCP servers for filtering tools
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if llm_model.model_entity.abilities.__contains__('func_call'):
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# Get bound plugins and MCP servers for filtering tools
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bound_plugins = query.variables.get('_pipeline_bound_plugins', None)
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bound_mcp_servers = query.variables.get('_pipeline_bound_mcp_servers', None)
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query.use_funcs = await self.ap.tool_mgr.get_all_tools(bound_plugins, bound_mcp_servers)
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self.ap.logger.debug(f'Bound plugins: {bound_plugins}')
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self.ap.logger.debug(f'Bound MCP servers: {bound_mcp_servers}')
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self.ap.logger.debug(f'Use funcs: {query.use_funcs}')
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# If primary model doesn't support func_call but fallback models exist,
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# load tools anyway since fallback models may support them
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if not query.use_funcs and query.variables.get('_fallback_model_uuids'):
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bound_plugins = query.variables.get('_pipeline_bound_plugins', None)
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bound_mcp_servers = query.variables.get('_pipeline_bound_mcp_servers', None)
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query.use_funcs = await self.ap.tool_mgr.get_all_tools(bound_plugins, bound_mcp_servers)
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self.ap.logger.debug(f'Bound plugins: {bound_plugins}')
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self.ap.logger.debug(f'Bound MCP servers: {bound_mcp_servers}')
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self.ap.logger.debug(f'Use funcs: {query.use_funcs}')
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sender_name = ''
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if isinstance(query.message_event, platform_events.GroupMessage):
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