from __future__ import annotations import datetime from .. import stage, entities, stagemgr from ...core import entities as core_entities from ...provider import entities as llm_entities from ...plugin import events from ...platform.types import message as platform_message @stage.stage_class("PreProcessor") class PreProcessor(stage.PipelineStage): """请求预处理阶段 签出会话、prompt、上文、模型、内容函数。 改写: - session - prompt - messages - user_message - use_model - use_funcs """ async def process( self, query: core_entities.Query, stage_inst_name: str, ) -> entities.StageProcessResult: """处理 """ session = await self.ap.sess_mgr.get_session(query) conversation = await self.ap.sess_mgr.get_conversation(session) # 设置query query.session = session query.prompt = conversation.prompt.copy() query.messages = conversation.messages.copy() query.use_model = conversation.use_model query.use_funcs = conversation.use_funcs if query.use_model.tool_call_supported else None query.variables = { "session_id": f"{query.session.launcher_type.value}_{query.session.launcher_id}", "conversation_id": conversation.uuid, "msg_create_time": int(query.message_event.time) if query.message_event.time else int(datetime.datetime.now().timestamp()), } # 检查vision是否启用,没启用就删除所有图片 if not self.ap.provider_cfg.data['enable-vision'] or (self.ap.provider_cfg.data['runner'] == 'local-agent' and not query.use_model.vision_supported): for msg in query.messages: if isinstance(msg.content, list): for me in msg.content: if me.type == 'image_url': msg.content.remove(me) content_list = [] plain_text = "" for me in query.message_chain: if isinstance(me, platform_message.Plain): content_list.append( llm_entities.ContentElement.from_text(me.text) ) plain_text += me.text elif isinstance(me, platform_message.Image): if self.ap.provider_cfg.data['enable-vision'] and (self.ap.provider_cfg.data['runner'] != 'local-agent' or query.use_model.vision_supported): if me.base64 is not None: content_list.append( llm_entities.ContentElement.from_image_base64(me.base64) ) query.variables['user_message_text'] = plain_text query.user_message = llm_entities.Message( role='user', content=content_list ) # =========== 触发事件 PromptPreProcessing event_ctx = await self.ap.plugin_mgr.emit_event( event=events.PromptPreProcessing( session_name=f'{query.session.launcher_type.value}_{query.session.launcher_id}', default_prompt=query.prompt.messages, prompt=query.messages, query=query ) ) query.prompt.messages = event_ctx.event.default_prompt query.messages = event_ctx.event.prompt return entities.StageProcessResult( result_type=entities.ResultType.CONTINUE, new_query=query )