import pytest from app.services.ai_pmo.workflow_semantic_planner import ( WorkflowSemanticPlanner, ) def test_workflow_semantic_planner_builds_multi_workflow_bundle() -> None: bundle = WorkflowSemanticPlanner.plan_message( message_text="帮我创建一个项目,并把这个需求接入信号源", source_system="feishu", ) workflow_types = [item.workflow_type for item in bundle.workflows] assert bundle.source_system == "feishu" assert bundle.primary_workflow == "new_project_flow" assert workflow_types == ["new_project_flow", "signal_source_flow"] assert bundle.reply_contract.mode == "aggregate_card" def test_workflow_semantic_planner_derives_query_bundle() -> None: bundle = WorkflowSemanticPlanner.plan_message( message_text="现在项目进展怎么样?", source_system="pmflow_manual", ) assert bundle.primary_workflow == "query_flow" assert [item.workflow_type for item in bundle.workflows] == ["query_flow"] assert bundle.message_gate == "auto_execute" def test_workflow_semantic_planner_helpers_cover_legacy_entry_semantics() -> None: assert WorkflowSemanticPlanner.looks_like_project_lookup_question("现在有哪些项目?") is True assert WorkflowSemanticPlanner.extract_project_lookup_keyword("请问项目 智能风控平台 有吗?") == "智能风控平台" assert WorkflowSemanticPlanner.is_legacy_business_command("把项目状态改成已完成") is True assert WorkflowSemanticPlanner.is_legacy_business_command("项目现在状态怎么样?") is False assert WorkflowSemanticPlanner.wants_followup_continue("继续处理刚才那个") is True assert WorkflowSemanticPlanner.wants_followup_status("它现在怎么样了?") is True def test_workflow_semantic_planner_contextual_write_confirmation_is_stateful() -> None: assert WorkflowSemanticPlanner.looks_like_contextual_write_confirmation("那就按这个继续执行") is True assert WorkflowSemanticPlanner.looks_like_contextual_write_confirmation("这个项目现在怎么样?") is False def test_workflow_semantic_planner_routes_new_business_review_with_five_lenses() -> None: bundle = WorkflowSemanticPlanner.plan_message( message_text="我要做一个大模型 API 聚合平台,帮我分析下要怎么做", source_system="feishu", ) assert bundle.primary_workflow == "query_flow" assert [item.workflow_type for item in bundle.workflows] == ["query_flow"] assert bundle.message_gate == "auto_execute" assert bundle.workflows[0].metadata["message_intent"] == "business_review" assert bundle.workflows[0].metadata["review_framework"] == "five_lenses" assert bundle.diagnostics["message_intent"] == "business_review" assert bundle.diagnostics["consultant_mode_preference"] == "clarify" def test_workflow_semantic_planner_marks_correction_escalation_queries() -> None: bundle = WorkflowSemanticPlanner.plan_message( message_text="不对,调用高级模型重新回答我的问题", source_system="feishu", ) assert bundle.primary_workflow == "query_flow" assert bundle.workflows[0].metadata["message_intent"] == "correction_escalation" assert bundle.workflows[0].metadata["force_thinking_mode"] == "deep" assert bundle.diagnostics["message_intent"] == "correction_escalation" assert bundle.diagnostics["consultant_mode_preference"] == "challenge" def test_workflow_semantic_planner_treats_natural_problem_statement_as_new_project_candidate() -> None: bundle = WorkflowSemanticPlanner.plan_message( message_text="最近直播复盘太慢了,我想做个给运营用的小工具,能自动切片、总结亮点掉点,再给复盘清单。", source_system="feishu", ) assert bundle.primary_workflow == "new_project_flow" assert [item.workflow_type for item in bundle.workflows] == ["new_project_flow"] assert bundle.workflows[0].workflow_action == "create" def test_workflow_semantic_planner_keeps_natural_solution_consulting_in_query_flow() -> None: bundle = WorkflowSemanticPlanner.plan_message( message_text="我们最近直播复盘很慢,先帮我分析一下第一版应该怎么做,不要直接创建。", source_system="feishu", ) assert bundle.primary_workflow == "query_flow" assert [item.workflow_type for item in bundle.workflows] == ["query_flow"] def test_workflow_semantic_planner_keeps_deferred_creation_request_in_new_project_flow() -> None: bundle = WorkflowSemanticPlanner.plan_message( message_text="最近直播复盘太慢了,想做个给运营团队用的小工具,先不要直接创建,我再补充几轮,最后确认再入库。", source_system="feishu", ) assert bundle.primary_workflow == "query_flow" assert [item.workflow_type for item in bundle.workflows] == ["query_flow"] assert bundle.workflows[0].metadata["message_intent"] == "requirement_plan" assert bundle.workflows[0].metadata["consultant_mode_preference"] == "clarify" def test_workflow_semantic_planner_keeps_scope_framing_discussion_in_query_flow() -> None: bundle = WorkflowSemanticPlanner.plan_message( message_text="我们想做一个面向医疗器械 BD 的政策雷达工具,先聚焦华东三省,先别创建项目,我还在补范围。", source_system="feishu", ) assert bundle.primary_workflow == "query_flow" assert [item.workflow_type for item in bundle.workflows] == ["query_flow"] assert bundle.workflows[0].metadata["message_intent"] == "requirement_plan" assert bundle.workflows[0].metadata["consultant_mode_preference"] == "clarify" def test_workflow_semantic_planner_marks_explicit_new_requirement_topic_switch() -> None: bundle = WorkflowSemanticPlanner.plan_message( message_text="不对啊,现在是另一个需求,先不要沿用刚才那版。", source_system="feishu", ) assert bundle.primary_workflow == "query_flow" assert bundle.workflows[0].metadata["message_intent"] == "requirement_plan" assert bundle.workflows[0].metadata["topic_switch"] == "new" assert bundle.diagnostics["topic_switch"] == "new" def test_workflow_semantic_planner_marks_chatty_new_requirement_phrase_as_topic_switch() -> None: bundle = WorkflowSemanticPlanner.plan_message( message_text="想跟你聊个新需求关于批量自动化部署openclaw的", source_system="feishu", ) assert bundle.primary_workflow == "query_flow" assert bundle.workflows[0].metadata["message_intent"] == "requirement_plan" assert bundle.workflows[0].metadata["topic_switch"] == "new" assert bundle.diagnostics["topic_switch"] == "new" def test_workflow_semantic_planner_routes_assignee_recommendation_back_to_query_flow() -> None: bundle = WorkflowSemanticPlanner.plan_message( message_text="那你觉得分配给谁做比较合适?", source_system="feishu", ) assert bundle.primary_workflow == "query_flow" assert [item.workflow_type for item in bundle.workflows] == ["query_flow"] assert bundle.workflows[0].metadata["message_intent"] == "business_review" assert bundle.workflows[0].metadata["consultant_mode_preference"] == "advise" def test_workflow_semantic_planner_routes_plain_assignee_recommendation_without_question_mark() -> None: bundle = WorkflowSemanticPlanner.plan_message( message_text="那你觉得这件事分配给谁做比较合适", source_system="feishu", ) assert bundle.primary_workflow == "query_flow" assert bundle.workflows[0].metadata["message_intent"] == "business_review" assert bundle.workflows[0].metadata["consultant_mode_preference"] == "advise" def test_workflow_semantic_planner_marks_casual_chat_as_chat_query() -> None: bundle = WorkflowSemanticPlanner.plan_message( message_text="最近有点累,今天先不推进需求了,陪我简单聊两句。", source_system="feishu", ) assert bundle.primary_workflow == "query_flow" assert bundle.workflows[0].metadata["message_intent"] == "casual_chat" assert bundle.workflows[0].metadata["consultant_mode_preference"] == "brainstorm" def test_workflow_semantic_planner_marks_requirement_followup_clarify_as_business_review() -> None: bundle = WorkflowSemanticPlanner.plan_message( message_text="那就先按上面的方向继续,但是别太重", source_system="feishu", ) assert bundle.primary_workflow == "query_flow" assert bundle.workflows[0].metadata["message_intent"] == "business_review" assert bundle.workflows[0].metadata["consultant_mode_preference"] == "clarify" def test_workflow_semantic_planner_marks_requirement_scope_advise_as_business_review() -> None: bundle = WorkflowSemanticPlanner.plan_message( message_text="如果第一版先做 MVP,这个需求范围怎么收才比较稳?", source_system="feishu", ) assert bundle.primary_workflow == "query_flow" assert bundle.workflows[0].metadata["message_intent"] == "business_review" assert bundle.workflows[0].metadata["consultant_mode_preference"] == "advise" def test_workflow_semantic_planner_routes_requirement_chat_into_requirement_plan() -> None: bundle = WorkflowSemanticPlanner.plan_message( message_text="想跟你聊聊需求,关于自动给每日的大A趋势打分", source_system="feishu", ) assert bundle.primary_workflow == "query_flow" assert [item.workflow_type for item in bundle.workflows] == ["query_flow"] assert bundle.workflows[0].metadata["message_intent"] == "requirement_plan" assert bundle.workflows[0].metadata["consultant_mode_preference"] == "clarify" assert bundle.diagnostics["message_intent"] == "requirement_plan" @pytest.mark.parametrize( "message_text", [ "技术指标吧", "主要给投顾看", "飞书日报就行", "每天收盘后发", "先给内部 PM 和研发负责人用", "飞书总结就行", "每次会后半小时内整理出来", ], ) def test_workflow_semantic_planner_treats_short_requirement_slot_answers_as_requirement_plan( message_text: str, ) -> None: bundle = WorkflowSemanticPlanner.plan_message( message_text=message_text, source_system="feishu", ) assert bundle.primary_workflow == "query_flow" assert bundle.workflows[0].metadata["message_intent"] == "requirement_plan" assert bundle.workflows[0].metadata["consultant_mode_preference"] == "clarify" def test_workflow_semantic_planner_routes_generic_requirement_chat_into_requirement_plan() -> None: bundle = WorkflowSemanticPlanner.plan_message( message_text="想跟你聊个需求,我们开完会以后待办经常散掉,想做个小工具自动从会议纪要里提待办,先别创建,先收第一版。", source_system="feishu", ) assert bundle.primary_workflow == "query_flow" assert bundle.workflows[0].metadata["message_intent"] == "requirement_plan" assert bundle.workflows[0].metadata["consultant_mode_preference"] == "clarify" def test_workflow_semantic_planner_treats_natural_draft_details_as_revision() -> None: action, note = WorkflowSemanticPlanner.parse_draft_action( message_text="第一版先做直播录屏和评论回放切片,再加亮点和掉点总结,最后给一份可执行复盘清单。" ) assert action == "revise" assert note == "第一版先做直播录屏和评论回放切片,再加亮点和掉点总结,最后给一份可执行复盘清单。" def test_workflow_semantic_planner_does_not_treat_smalltalk_as_revision() -> None: action, note = WorkflowSemanticPlanner.parse_draft_action(message_text="收到,辛苦了") assert action == "unknown" assert note == "" def test_workflow_semantic_planner_treats_scope_narrowing_as_revision_not_cancel() -> None: message = "第一版先别做太大,先把三件事做好就行:直播录屏和评论回放切片、亮点和掉点自动总结、给团队一份能直接执行的复盘清单。" action, note = WorkflowSemanticPlanner.parse_draft_action(message_text=message) assert action == "revise" assert note == message def test_workflow_semantic_planner_keeps_terminal_stop_phrase_as_cancel() -> None: action, note = WorkflowSemanticPlanner.parse_draft_action(message_text="这个需求先别做了,取消吧。") assert action == "cancel" assert note == ""