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["open_aigc","public","export_topic_snapshot","11","total_posts","integer / int4","NO",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/models.py:492 (ExportTopicSnapshot)"]
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["open_aigc","public","global_category","4,944","stable_id","bigint / int8","NO",null,"逻辑稳定ID，同一分类跨版本保持不变","逻辑稳定ID，同一分类跨版本保持不变","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/models.py:257 (GlobalCategory)"]
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["open_aigc","public","global_category","4,944","level","integer / int4","YES",null,"层级深度","层级深度","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/models.py:264 (GlobalCategory)"]
["open_aigc","public","global_category","4,944","path","character varying / varchar","YES",null,"完整路径，如 /主体/角色类型/人物角色","完整路径，如 /主体/角色类型/人物角色","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/models.py:265 (GlobalCategory)"]
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["open_aigc","public","global_element","290,864","description","text / text","YES",null,"元素描述","元素描述","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/models.py:294 (GlobalElement)"]
["open_aigc","public","global_element","290,864","belong_category_stable_id","bigint / int8","NO",null,"所属分类的stable_id","所属分类的stable_id","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/models.py:295 (GlobalElement)"]
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["open_aigc","public","global_element","290,864","element_sub_type","character varying / varchar","YES",null,"具体元素/具象概念/抽象概念等","具体元素/具象概念/抽象概念等","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/models.py:298 (GlobalElement)"]
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["open_aigc","public","global_element_embedding","455,269","belong_category_stable_id","bigint / int8","YES",null,"所属分类的stable_id（冗余，便于过滤）","所属分类的stable_id（冗余，便于过滤）","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/models.py:460 (GlobalElementEmbedding)"]
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["open_aigc","public","global_element_embedding","455,269","embedding_field","character varying / varchar","NO",null,"用于生成embedding的字段名，如 name/description/name+description","用于生成embedding的字段名，如 name/description/name+description","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/models.py:462 (GlobalElementEmbedding)"]
["open_aigc","public","global_element_embedding","455,269","embedding_model","character varying / varchar","YES",null,"生成embedding使用的模型名称","生成embedding使用的模型名称","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/models.py:464 (GlobalElementEmbedding)"]
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["open_aigc","public","global_element_embedding","455,269","embedding_text","text / text","YES",null,"生成embedding时使用的原始文本","生成embedding时使用的原始文本","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/models.py:467 (GlobalElementEmbedding)"]
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["open_aigc","public","global_element_semantic_map","18,248","element_id","bigint / int8","NO",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/models.py:595 (GlobalElementSemanticMap)"]
["open_aigc","public","global_element_semantic_map","18,248","semantic_cluster_id","bigint / int8","NO",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/models.py:596 (GlobalElementSemanticMap)"]
["open_aigc","public","global_element_semantic_map","18,248","created_at","timestamp without time zone / timestamp","NO","CURRENT_TIMESTAMP",null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/models.py:597 (GlobalElementSemanticMap)"]
["open_aigc","public","optimize_review_proposal","0","id","bigint / int8","NO","nextval('optimize_review_proposal_id_seq'::regclass)",null,"主键ID","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/models.py:633 (OptimizeReviewProposal)"]
["open_aigc","public","optimize_review_proposal","0","source_type","character varying / varchar","NO",null,null,"维度类型：实质/形式/意图/作用/感受","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/models.py:636 (OptimizeReviewProposal)"]
["open_aigc","public","optimize_review_proposal","0","target_stable_id","bigint / int8","NO",null,null,"被处理的分类节点 stable_id","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/models.py:637 (OptimizeReviewProposal)"]
["open_aigc","public","optimize_review_proposal","0","trigger_reason","character varying / varchar","NO",null,null,"触发原因：element_count/sibling_count/check_issue","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/models.py:640 (OptimizeReviewProposal)"]
["open_aigc","public","optimize_review_proposal","0","trigger_detail","jsonb / jsonb","YES",null,null,"触发详情，如 {element_count, threshold, ...}","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/models.py:641 (OptimizeReviewProposal)"]
["open_aigc","public","optimize_review_proposal","0","proposal_plan","jsonb / jsonb","YES",null,"结构化 DSL，包含 create/move/transfer/delete 操作列表","结构化 DSL，包含 create/move/transfer/delete 操作列表","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/models.py:644 (OptimizeReviewProposal)"]
["open_aigc","public","optimize_review_proposal","0","proposal_summary","text / text","YES",null,null,"Markdown 形式的人类可读说明","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/models.py:645 (OptimizeReviewProposal)"]
["open_aigc","public","optimize_review_proposal","0","dryrun_execution_id","bigint / int8","YES",null,null,"关联生成方案的 ClassifyExecution(execution_type=optimize_dryrun)","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/models.py:648 (OptimizeReviewProposal)"]
["open_aigc","public","optimize_review_proposal","0","apply_execution_id","bigint / int8","YES",null,null,"关联真正落库的 ClassifyExecution(execution_type=optimize)","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/models.py:649 (OptimizeReviewProposal)"]
["open_aigc","public","optimize_review_proposal","0","status","character varying / varchar","NO","'pending_review'::character varying","pending_review=待审核, revising=反馈修订中, approved=已批准, applied=已落库, no_action=判定无需拆分, rejected=方案被拒, failed=执行失败","pending_review=待审核, revising=反馈修订中, approved=已批准, applied=已落库, no_action=判定无需拆分, rejected=方案被拒, failed=执行失败","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/models.py:652 (OptimizeReviewProposal)"]
["open_aigc","public","optimize_review_proposal","0","feedback_history","jsonb / jsonb","YES","'[]'::jsonb","反馈历史数组，每条包含时间、类型、内容","反馈历史数组，每条包含时间、类型、内容","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/models.py:660 (OptimizeReviewProposal)"]
["open_aigc","public","optimize_review_proposal","0","reviewer","character varying / varchar","YES",null,null,"审核人","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/models.py:663 (OptimizeReviewProposal)"]
["open_aigc","public","optimize_review_proposal","0","reviewed_at","timestamp without time zone / timestamp","YES",null,null,"审核时间","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/models.py:664 (OptimizeReviewProposal)"]
["open_aigc","public","optimize_review_proposal","0","created_at","timestamp without time zone / timestamp","NO","CURRENT_TIMESTAMP",null,"创建时间","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/models.py:667 (OptimizeReviewProposal)"]
["open_aigc","public","optimize_review_proposal","0","updated_at","timestamp without time zone / timestamp","NO","CURRENT_TIMESTAMP",null,"更新时间","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/models.py:668 (OptimizeReviewProposal)"]
["open_aigc","public","pattern_account_itemset_cache","0","id","bigint / int8","NO","nextval('pattern_account_itemset_cache_id_seq'::regclass)",null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:470 (PatternAccountItemsetCache)"]
["open_aigc","public","pattern_account_itemset_cache","0","execution_id","bigint / int8","NO",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:471 (PatternAccountItemsetCache)"]
["open_aigc","public","pattern_account_itemset_cache","0","account_name","character varying / varchar","NO",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:472 (PatternAccountItemsetCache)"]
["open_aigc","public","pattern_account_itemset_cache","0","itemset_ids","json / json","NO",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:473 (PatternAccountItemsetCache)"]
["open_aigc","public","pattern_account_itemset_cache","0","itemset_id_count","integer / int4","YES",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:474 (PatternAccountItemsetCache)"]
["open_aigc","public","pattern_account_itemset_cache","0","computed_at","timestamp without time zone / timestamp","NO",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:475 (PatternAccountItemsetCache)"]
["open_aigc","public","pattern_account_itemset_cache","0","max_itemset_id","bigint / int8","YES",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:476 (PatternAccountItemsetCache)"]
["open_aigc","public","pattern_group_itemset","2,997","id","bigint / int8","NO","nextval('pattern_group_itemset_id_seq'::regclass)",null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_group_itemset","2,997","execution_id","bigint / int8","NO",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_group_itemset","2,997","mining_config_id","bigint / int8","NO",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_group_itemset","2,997","group_kind","character varying / varchar","NO",null,"子分组类型: topic_point / script_paragraph","子分组类型: topic_point / script_paragraph","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_group_itemset","2,997","group_subtype_count","json / json","YES",null,"分组子类分布 {子类: 命中分组数}；topic_point 即 {灵感点/目的点/关键点: n}。item 身份不含子类，一个 itemset 可跨多个子类，故此处是分布而非单值","分组子类分布 {子类: 命中分组数}；topic_point 即 {灵感点/目的点/关键点: n}。item 身份不含子类，一个 itemset 可跨多个子类，故此处是分布而非单值","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_group_itemset","2,997","group_subtype_post_count","json / json","YES",null,"分组子类的去重帖子数 {子类: 帖子数}；与 group_subtype_count（命中分组数）平行，按子类筛选时列表/详情据此收窄帖子数","分组子类的去重帖子数 {子类: 帖子数}；与 group_subtype_count（命中分组数）平行，按子类筛选时列表/详情据此收窄帖子数","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_group_itemset","2,997","granularity","character varying / varchar","NO",null,"元素 / 分类","元素 / 分类","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_group_itemset","2,997","item_count","integer / int4","NO",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_group_itemset","2,997","support","double precision / float8","NO",null,"absolute_support / transaction 数","absolute_support / transaction 数","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_group_itemset","2,997","absolute_support","integer / int4","NO",null,"FP-Growth 报告的支持度计数","FP-Growth 报告的支持度计数","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_group_itemset","2,997","matched_group_count","integer / int4","NO",null,"命中的分组单元数（无合并时 = absolute_support）","命中的分组单元数（无合并时 = absolute_support）","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_group_itemset","2,997","matched_post_count","integer / int4","NO",null,"命中分组去重到帖子的数量","命中分组去重到帖子的数量","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_group_itemset","2,997","element_types","json / json","YES",null,"[\"实质\",\"形式\"]","[\"实质\",\"形式\"]","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_group_itemset","2,997","cross_element_type","boolean / bool","NO",null,"是否跨 ≥2 种 element_type","是否跨 ≥2 种 element_type","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_group_itemset","2,997","vertical_domain_item_count","integer / int4","NO",null,"classified_as='垂直领域细分' 的 item 数","classified_as='垂直领域细分' 的 item 数","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_group_itemset","2,997","platform_group_count","json / json","YES",null,"按平台的命中分组数 {\"xiaohongshu\":12,...}","按平台的命中分组数 {\"xiaohongshu\":12,...}","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_group_itemset","2,997","platform_post_count","json / json","YES",null,"按平台的去重帖子数 {平台: 帖子数}","按平台的去重帖子数 {平台: 帖子数}","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_group_itemset","2,997","scope_count","json / json","YES",null,"point类型×平台 交叉表 {pt: {平台: {\"c\":命中分组数, \"p\":去重帖子数}}}；点类型与平台同时筛选时据此取交叉格","point类型×平台 交叉表 {pt: {平台: {\"c\":命中分组数, \"p\":去重帖子数}}}；点类型与平台同时筛选时据此取交叉格","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_group_itemset","2,997","group_count_xiaohongshu","integer / int4","NO",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_group_itemset","2,997","group_count_gongzhonghao","integer / int4","NO",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_group_itemset","2,997","group_count_piaoquan","integer / int4","NO",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_group_itemset_item","6,138","id","bigint / int8","NO","nextval('pattern_group_itemset_item_id_seq'::regclass)",null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_group_itemset_item","6,138","itemset_id","bigint / int8","NO",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_group_itemset_item","6,138","execution_id","bigint / int8","NO",null,"冗余:便于按 execution 清理/聚合","冗余:便于按 execution 清理/聚合","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_group_itemset_item","6,138","element_type","character varying / varchar","NO",null,"实质/形式/意图/作用/感受","实质/形式/意图/作用/感受","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_group_itemset_item","6,138","granularity","character varying / varchar","NO",null,"元素 / 分类","元素 / 分类","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_group_itemset_item","6,138","value","character varying / varchar","NO",null,"元素名（granularity=元素）或分类路径（granularity=分类）","元素名（granularity=元素）或分类路径（granularity=分类）","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_group_itemset_item","6,138","category_id","bigint / int8","YES",null,"FK → pattern_mining_category.id;预留，暂未回填","FK → pattern_mining_category.id;预留，暂未回填","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_group_itemset_item","6,138","classified_as","character varying / varchar","YES",null,"内容创作要素 / 垂直领域细分","内容创作要素 / 垂直领域细分","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_group_itemset_item","6,138","is_vertical_domain","boolean / bool","NO",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_group_itemset_member","39,191","itemset_id","bigint / int8","NO",null,"FK → pattern_group_itemset.id","FK → pattern_group_itemset.id","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_group_itemset_member","39,191","group_id","bigint / int8","NO",null,"分组单元标识: topic_point_id / paragraph_id","分组单元标识: topic_point_id / paragraph_id","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_group_itemset_member","39,191","group_subtype","character varying / varchar","YES",null,"该分组单元的子类（topic_point 即 point 类型），供详情按子类筛选命中帖子","该分组单元的子类（topic_point 即 point 类型），供详情按子类筛选命中帖子","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_group_itemset_member","39,191","platform","character varying / varchar","YES",null,"该分组单元所属帖子的平台，供详情按平台筛选命中帖子","该分组单元所属帖子的平台，供详情按平台筛选命中帖子","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_group_itemset_member","39,191","execution_id","bigint / int8","NO",null,"冗余:级联清理 & 聚合","冗余:级联清理 & 聚合","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_group_itemset_member","39,191","post_id","character varying / varchar","NO",null,"该分组所属帖子","该分组所属帖子","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证"]
["open_aigc","public","pattern_itemset","449,216","id","bigint / int8","NO","nextval('pattern_itemset_id_seq'::regclass)",null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:194 (PatternItemset)"]
["open_aigc","public","pattern_itemset","449,216","execution_id","bigint / int8","NO",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:195 (PatternItemset)"]
["open_aigc","public","pattern_itemset","449,216","mining_config_id","bigint / int8","NO",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:196 (PatternItemset)"]
["open_aigc","public","pattern_itemset","449,216","scope","character varying / varchar","NO",null,"topic / cross_layer","topic / cross_layer","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:197 (PatternItemset)"]
["open_aigc","public","pattern_itemset","449,216","combination_type","character varying / varchar","YES",null,"项集组合类型签名","项集组合类型签名","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:199 (PatternItemset)"]
["open_aigc","public","pattern_itemset","449,216","item_count","integer / int4","NO",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:200 (PatternItemset)"]
["open_aigc","public","pattern_itemset","449,216","support","double precision / float8","NO",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:201 (PatternItemset)"]
["open_aigc","public","pattern_itemset","449,216","absolute_support","integer / int4","NO",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:202 (PatternItemset)"]
["open_aigc","public","pattern_itemset","449,216","dimensions","json / json","YES",null,"[\"实质\",\"形式\"]","[\"实质\",\"形式\"]","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:203 (PatternItemset)"]
["open_aigc","public","pattern_itemset","449,216","is_cross_point","boolean / bool","NO",null,"topic scope：是否跨选题点","topic scope：是否跨选题点","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:204 (PatternItemset)"]
["open_aigc","public","pattern_itemset","449,216","is_cross_layer","boolean / bool","NO",null,"cross_layer scope：是否跨层","cross_layer scope：是否跨层","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:205 (PatternItemset)"]
["open_aigc","public","pattern_itemset","449,216","post_count_xiaohongshu","integer / int4","NO","0",null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:209 (PatternItemset)"]
["open_aigc","public","pattern_itemset","449,216","post_count_gongzhonghao","integer / int4","NO","0",null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:210 (PatternItemset)"]
["open_aigc","public","pattern_itemset","449,216","post_count_piaoquan","integer / int4","NO","0",null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:211 (PatternItemset)"]
["open_aigc","public","pattern_itemset_item","1,808,629","id","bigint / int8","NO","nextval('pattern_itemset_item_id_seq'::regclass)",null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:244 (PatternItemsetItem)"]
["open_aigc","public","pattern_itemset_item","1,808,629","itemset_id","bigint / int8","NO",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:245 (PatternItemsetItem)"]
["open_aigc","public","pattern_itemset_item","1,808,629","layer","character varying / varchar","YES",null,"topic / script（cross_layer 必填）","topic / script（cross_layer 必填）","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:247 (PatternItemsetItem)"]
["open_aigc","public","pattern_itemset_item","1,808,629","point_type","character varying / varchar","YES",null,"灵感点/目的点/关键点（topic 专用）","灵感点/目的点/关键点（topic 专用）","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:248 (PatternItemsetItem)"]
["open_aigc","public","pattern_itemset_item","1,808,629","dimension","character varying / varchar","YES",null,"实质/形式/意图","实质/形式/意图","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:249 (PatternItemsetItem)"]
["open_aigc","public","pattern_itemset_item","1,808,629","category_id","bigint / int8","YES",null,"FK → pattern_mining_category.id","FK → pattern_mining_category.id","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:250 (PatternItemsetItem)"]
["open_aigc","public","pattern_itemset_item","1,808,629","category_path","character varying / varchar","YES",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:251 (PatternItemsetItem)"]
["open_aigc","public","pattern_itemset_item","1,808,629","element_name","character varying / varchar","YES",null,"name 层 item 才有值","name 层 item 才有值","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:252 (PatternItemsetItem)"]
["open_aigc","public","pattern_itemset_item","1,808,629","element_id","bigint / int8","YES",null,null,"代表性 pattern_mining_element.id; MIN(id) per (execution_id,name); 仅 topic_element 层有值","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:253 (PatternItemsetItem)"]
["open_aigc","public","pattern_itemset_item","1,808,629","post_count","integer / int4","YES",null,null,"该 item 在所属 itemset matched_post_ids 中的出现次数;","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:255 (PatternItemsetItem)"]
["open_aigc","public","pattern_itemset_post","3,910,262","itemset_id","bigint / int8","NO",null,"FK → pattern_itemset.id","FK → pattern_itemset.id","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:230 (PatternItemsetPost)"]
["open_aigc","public","pattern_itemset_post","3,910,262","post_id","character varying / varchar","NO",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:231 (PatternItemsetPost)"]
["open_aigc","public","pattern_itemset_post","3,910,262","execution_id","bigint / int8","NO",null,"冗余：级联清理 & 按 execution 聚合","冗余：级联清理 & 按 execution 聚合","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:232 (PatternItemsetPost)"]
["open_aigc","public","pattern_mining_category","25,816","id","bigint / int8","NO","nextval('pattern_mining_category_id_seq'::regclass)",null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:79 (PatternMiningCategory)"]
["open_aigc","public","pattern_mining_category","25,816","execution_id","bigint / int8","NO",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:80 (PatternMiningCategory)"]
["open_aigc","public","pattern_mining_category","25,816","source_stable_id","bigint / int8","YES",null,"global_category.stable_id 弱引用","global_category.stable_id 弱引用","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:81 (PatternMiningCategory)"]
["open_aigc","public","pattern_mining_category","25,816","source_type","character varying / varchar","NO",null,"实质/形式/意图/作用/感受","实质/形式/意图/作用/感受","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:82 (PatternMiningCategory)"]
["open_aigc","public","pattern_mining_category","25,816","name","character varying / varchar","NO",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:83 (PatternMiningCategory)"]
["open_aigc","public","pattern_mining_category","25,816","description","text / text","YES",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:84 (PatternMiningCategory)"]
["open_aigc","public","pattern_mining_category","25,816","path","character varying / varchar","YES",null,"完整路径，如 /主体/角色类型/人物角色","完整路径，如 /主体/角色类型/人物角色","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:85 (PatternMiningCategory)"]
["open_aigc","public","pattern_mining_category","25,816","level","integer / int4","YES",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:86 (PatternMiningCategory)"]
["open_aigc","public","pattern_mining_category","25,816","parent_id","bigint / int8","YES",null,"本表内父节点 id（execution 内）","本表内父节点 id（execution 内）","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:87 (PatternMiningCategory)"]
["open_aigc","public","pattern_mining_category","25,816","parent_source_stable_id","bigint / int8","YES",null,"原 parent_stable_id，便于建树","原 parent_stable_id，便于建树","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:88 (PatternMiningCategory)"]
["open_aigc","public","pattern_mining_category","25,816","category_nature","character varying / varchar","YES",null,"[DEPRECATED] 旧字段，改用 classified_as","[DEPRECATED] 旧字段，改用 classified_as","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:89 (PatternMiningCategory)"]
["open_aigc","public","pattern_mining_category","25,816","element_count","integer / int4","NO",null,"该分类下直属元素数（本 execution 内）","该分类下直属元素数（本 execution 内）","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:91 (PatternMiningCategory)"]
["open_aigc","public","pattern_mining_category","25,816","classified_as","character varying / varchar","YES",null,"分类视角: 内容创作要素 / 垂直领域细分","分类视角: 内容创作要素 / 垂直领域细分","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:90 (PatternMiningCategory)"]
["open_aigc","public","pattern_mining_config","45","id","bigint / int8","NO","nextval('pattern_mining_config_id_seq'::regclass)",null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:165 (PatternMiningConfig)"]
["open_aigc","public","pattern_mining_config","45","execution_id","bigint / int8","NO",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:166 (PatternMiningConfig)"]
["open_aigc","public","pattern_mining_config","45","algorithm","character varying / varchar","NO",null,"fpgrowth / prefixspan","fpgrowth / prefixspan","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:167 (PatternMiningConfig)"]
["open_aigc","public","pattern_mining_config","45","scope","character varying / varchar","NO",null,"topic / cross_layer / script_sequence","topic / cross_layer / script_sequence","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:168 (PatternMiningConfig)"]
["open_aigc","public","pattern_mining_config","45","name","character varying / varchar","NO",null,"dimension_mode+depth 或 depth_name+dimension","dimension_mode+depth 或 depth_name+dimension","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:169 (PatternMiningConfig)"]
["open_aigc","public","pattern_mining_config","45","params","json / json","YES",null,"算法参数","算法参数","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:170 (PatternMiningConfig)"]
["open_aigc","public","pattern_mining_config","45","transaction_count","integer / int4","YES",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:173 (PatternMiningConfig)"]
["open_aigc","public","pattern_mining_config","45","result_count","integer / int4","YES",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:174 (PatternMiningConfig)"]
["open_aigc","public","pattern_mining_config","45","input_bucket_key","character varying / varchar","YES",null,null,"引用 pattern_mining_post_bucket.bucket_key；NULL 表示用 execution 全集","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:177 (PatternMiningConfig)"]
["open_aigc","public","pattern_mining_element","1,950,755","id","bigint / int8","NO","nextval('pattern_mining_element_id_seq'::regclass)",null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:110 (PatternMiningElement)"]
["open_aigc","public","pattern_mining_element","1,950,755","execution_id","bigint / int8","NO",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:111 (PatternMiningElement)"]
["open_aigc","public","pattern_mining_element","1,950,755","post_id","character varying / varchar","NO",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:112 (PatternMiningElement)"]
["open_aigc","public","pattern_mining_element","1,950,755","source_table","character varying / varchar","NO",null,"post_decode_topic_point_element / post_script_paragraph_field_element / post_script_element","post_decode_topic_point_element / post_script_paragraph_field_element / post_script_element","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:114 (PatternMiningElement)"]
["open_aigc","public","pattern_mining_element","1,950,755","source_element_id","bigint / int8","YES",null,"原表主键，便于回溯","原表主键，便于回溯","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:116 (PatternMiningElement)"]
["open_aigc","public","pattern_mining_element","1,950,755","element_type","character varying / varchar","NO",null,"实质/形式/意图/作用/感受","实质/形式/意图/作用/感受","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:119 (PatternMiningElement)"]
["open_aigc","public","pattern_mining_element","1,950,755","element_sub_type","character varying / varchar","YES",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:120 (PatternMiningElement)"]
["open_aigc","public","pattern_mining_element","1,950,755","name","character varying / varchar","NO",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:121 (PatternMiningElement)"]
["open_aigc","public","pattern_mining_element","1,950,755","description","text / text","YES",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:122 (PatternMiningElement)"]
["open_aigc","public","pattern_mining_element","1,950,755","category_id","bigint / int8","YES",null,"FK → pattern_mining_category.id","FK → pattern_mining_category.id","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:125 (PatternMiningElement)"]
["open_aigc","public","pattern_mining_element","1,950,755","category_path","character varying / varchar","YES",null,"冗余：分类路径","冗余：分类路径","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:126 (PatternMiningElement)"]
["open_aigc","public","pattern_mining_element","1,950,755","point_type","character varying / varchar","YES",null,"灵感点/目的点/关键点","灵感点/目的点/关键点","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:129 (PatternMiningElement)"]
["open_aigc","public","pattern_mining_element","1,950,755","point_text","character varying / varchar","YES",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:130 (PatternMiningElement)"]
["open_aigc","public","pattern_mining_element","1,950,755","paragraph_id","bigint / int8","YES",null,"→ post_script_paragraph.id","→ post_script_paragraph.id","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:137 (PatternMiningElement)"]
["open_aigc","public","pattern_mining_element","1,950,755","paragraph_index","integer / int4","YES",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:138 (PatternMiningElement)"]
["open_aigc","public","pattern_mining_element","1,950,755","paragraph_level","integer / int4","YES",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:139 (PatternMiningElement)"]
["open_aigc","public","pattern_mining_element","1,950,755","field_type","character varying / varchar","YES",null,"theme/form/function/feeling","theme/form/function/feeling","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:140 (PatternMiningElement)"]
["open_aigc","public","pattern_mining_element","1,950,755","extra_info","json / json","YES",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:143 (PatternMiningElement)"]
["open_aigc","public","pattern_mining_element","1,950,755","topic_point_id","bigint / int8","YES",null,null,"→ post_decode_topic_point.id;同 post_id 下用于区分","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:131 (PatternMiningElement)"]
["open_aigc","public","pattern_mining_element_semantic_map","15,525","id","bigint / int8","NO","nextval('pattern_mining_element_semantic_map_id_seq'::regclass)",null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:437 (PatternMiningElementSemanticMap)"]
["open_aigc","public","pattern_mining_element_semantic_map","15,525","execution_id","bigint / int8","NO",null,"FK → pattern_mining_execution.id","FK → pattern_mining_execution.id","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:438 (PatternMiningElementSemanticMap)"]
["open_aigc","public","pattern_mining_element_semantic_map","15,525","semantic_cluster_id","bigint / int8","NO",null,"FK → global_element_semantic_cluster.id","FK → global_element_semantic_cluster.id","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:439 (PatternMiningElementSemanticMap)"]
["open_aigc","public","pattern_mining_element_semantic_map","15,525","normalized_name","character varying / varchar","NO",null,"cluster.name 快照","cluster.name 快照","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:443 (PatternMiningElementSemanticMap)"]
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["open_aigc","public","pattern_mining_execution","7","is_retired","boolean / bool","NO",null,"是否已退役（仅标记，不删）","是否已退役（仅标记，不删）","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:36 (PatternMiningExecution)"]
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["open_aigc","public","pattern_mining_execution","7","cross_itemset_count","integer / int4","YES",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:52 (PatternMiningExecution)"]
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["open_aigc","public","pattern_mining_response_cache","855","cache_key","character varying / varchar","NO",null,"业务自定义 key，如 \"category_tree|实质|elements=1|platforms=\"","业务自定义 key，如 \"category_tree|实质|elements=1|platforms=\"","PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:401 (PatternMiningResponseCache)"]
["open_aigc","public","pattern_mining_response_cache","855","payload","json / json","NO",null,null,null,"PostgreSQL information_schema + pg_description；ORM 注释补充","实连验证","image_article_comprehension/aiddit/pattern_global_v2/db/pattern/models.py:403 (PatternMiningResponseCache)"]
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["open_aigc_pattern",null,"xhs_benchmark_account","实测 10 行","updated_at","datetime","YES","CURRENT_TIMESTAMP","更新时间","更新时间","information_schema.columns 实连字段；源码/ORM/业务代码补充含义","真实内网 IP 实连验证","image_article_comprehension/aiddit/pattern/patter_from_global_and_build/external_search_service.py:646"]

{"sheet":"数据加工流转","index":2,"n_rows":15,"n_cols":10,"rows_kept":15,"cut":false,"hidden":false,"merged":[]}
["阶段序号","阶段","输入库表/文件","关键输入字段","处理逻辑","关键代码","输出库表/文件","关键输出字段","下游消费方","核验状态"]
[1,"内容采集/外部输入","crawler、ODPS、外部任务 API、本地 JSON","post_id, content, image_url, task/result JSON","采集或接收内容和解构结果","aiddit/xhs；pattern_global_v2/data_io","本地 JSON、open_aigc.post","post_id, account/platform/merge_leve2","topic/script 导入","源码核对 + PG 实连"]
[2,"选题导入","topic decode JSON / ODPS / API","topic point, element_type, element_name","写帖子、解构结果、topic point 和 element","pattern_global_v2/data_io/import_*","open_aigc.post_decode_*","post_id, point, element_type, name","dedup、分类、topic pattern","PG 实连"]
[3,"脚本导入","script split/decode JSON","paragraph, field_type, element_type, name","写段落、一级元素、字段元素","pattern_global_v2/data_io/import_script_data.py","open_aigc.post_script_*","paragraph_id, field_type, element_type, name","dedup、paragraph/sequence pattern","PG 实连"]
[4,"去重","open_aigc 原始元素表","source_type, source_table, normalized_name","按来源表和归一化名称分组","dedup_manager.py","open_aigc.element_dedup_group","representative_name, occurrence_count","embedding、聚类、分类 batch","PG 实连；分类辅助链路，非 run_classify.py 硬前置"]
[5,"embedding/距离矩阵","dedup 代表元素、global embedding、本地 cache","element/global ids, vector","生成/复用向量并计算 cosine distance","distance_matrix_manager.py","global_*_embedding、本地 cache/dist_rows_*","embedding, distance rows","DBSCAN","PG + 本地文件口径；分类辅助链路，非 run_classify.py 硬前置"]
[6,"DBSCAN 聚类","距离矩阵、dedup 组","distance, eps, min_samples","聚相似元素；不直接写分类树","cluster_batch_prepare.py","cluster_on_demand 内存结果；旧/归档路径可写本地 cache/global_clusters_*","cluster_id, members","分类 agent/人工筛选；非 run_classify.py 硬前置","源码核对"]
[7,"分类","cluster batch 或未分类元素 batch","source element, cluster context","agent tool 创建/调整分类、元素、映射","agents/classify；data_operation.py","open_aigc.global_category/global_element/element_classification_mapping","stable_id, category_id, global_element_id","pattern snapshot/API（消费 classify 输出；global 三表非狭义 Pattern V2 生成）","PG 实连"]
[8,"pattern 快照","element_classification_mapping、活跃 global_category、三张源元素表、可选 global_element_semantic_map/cluster","global_category/global_element/mapping","固化 execution 视角，写 pattern_mining_*；不写 global 三表","pattern/persistence","open_aigc.pattern_mining_execution/category/element","execution_id, snapshot_date, element/category","挖掘算法（Pattern V2 下游）","PG 实连"]
[9,"默认 pattern loop","pattern_mining_element topic 元素","execution_id, scope=topic_element","默认 topic_element FP-Growth","run_daily_main.py","open_aigc.pattern_itemset*","itemset_id, support, matched posts","visualization/build","PG 实连 + 源码核对"]
[10,"可选 pattern loop","topic/cross/paragraph/script 输入","ENABLE_TOPIC/POINT/CROSS/PARAGRAPH/SCRIPT","按开关运行 FP-Growth/PrefixSpan","pattern/daily/run_daily_main.py","open_aigc.pattern_itemset* / pattern_script_sequence* / pattern_group_itemset*","scope, sequence/itemset ids","visualization/build","源码核对"]
[11,"build 配置/输入","open_aigc_pattern.base_config/prompt*/build_strategy*/account_constant/topic_piaoquan_demand/xhs_benchmark_account","config_key, prompt_content, strategy_type, account_name, demand_id","读取默认 execution、prompt、策略、账号常量、批量需求和对标账号缓存","base_config_util.py；prompt_service.py；pattern_strategy_service.py；external_search_service.py","build 运行上下文","execution_id, prompt, strategy, demand, account constants","topic/script build agent","MySQL 真实内网 IP 实连"]
[12,"应用 build","pattern v2 HTTP API、open_aigc 帖子/脚本库、用户需求、外部搜索","demand, itemset/category/element/post refs, dataset_from","消费 pattern v2 HTTP API、open_aigc 帖子/脚本库、用户需求和外部搜索，保存 composition item、段落、证据来源、决策 trace；不回写 global 三表。","TopicBuildClaudeCodeAgent.py；topic_build_tool_runtime.py；ScriptClaudeCodeBuildAgent.py","open_aigc_pattern.topic_build_* / script_build_* / external_search_case_log","build_id, topic_id, item_id, paragraph_id, source_type, post_data","业务应用层（open_aigc_pattern build 工作台，不生成 global 三表）","MySQL 真实内网 IP 实连；不读大 JSON 行值"]
[13,"旧 topic pattern 兼容","pattern_global_v2 export API 快照","snapshot_id, execution_id, category/element/itemset","旧本地 topic mining、详情页/脚本辅助兼容查询","pattern_service.py；pattern_server.py；script_build_agent_tools.py","open_aigc_pattern.topic_pattern_*","topic_pattern_itemset, matched_post_ids","兼容展示和兜底；不替代 pattern v2 主事实","MySQL 真实内网 IP 实连 + 源码核对"]
[14,"后台辅助","aigc-admin-prod.agent_channel_cookies 字段元数据","cookies, type, profileId","提供 browser helper 登录态配置","sync_mysql_help.py；browser/baseClass.py","浏览器工具运行态","cookie/profile 配置","外部网页/平台操作","MySQL 实连字段元数据；不读 cookie 行值"]

{"sheet":"Loop状态核对","index":3,"n_rows":16,"n_cols":7,"rows_kept":16,"cut":false,"hidden":false,"merged":[]}
["Loop","状态","默认是否执行","输入","输出","业务逻辑","证据"]
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["dedup 同步","保留主加工","按任务/批处理","原始元素表","open_aigc.element_dedup_group","source_type + source_table + normalized_name 分组","dedup_manager.py"]
["embedding/距离矩阵","保留聚类主加工/分类辅助加工","按任务/批处理","dedup 代表元素、embedding cache","global_*_embedding、本地 cache","聚类前语义距离准备；非 run_classify.py 必经","distance_matrix_manager.py"]
["DBSCAN 聚类","保留辅助加工","按任务/批处理","距离矩阵","cluster_on_demand 内存结果；旧/归档路径可写本地 cache/global_clusters_*","辅助分类 agent/人工批处理，不直接写最终分类；非 run_classify.py 必经","cluster_batch_prepare.py"]
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["pattern snapshot","保留主加工","按 daily/pipeline","当前分类树和映射","pattern_mining_execution/category/element","固化一次 pattern 视图","pattern/persistence"]
["topic_element FP-Growth","默认启用","是","pattern_mining_element topic 元素","pattern_itemset* scope=topic_element","当前 run_daily_main 默认唯一启用的挖掘 loop","run_daily_main.py ENABLE_TOPIC_ELEMENT=True"]
["topic FP-Growth","可配置启用/历史输出","否","topic 分类 item","pattern_itemset* scope=topic","配置项，不写成默认都会跑","run_daily_main.py ENABLE_TOPIC=False"]
["point_pattern","可配置启用/历史输出","否","topic point/group transaction","pattern_group_itemset*","配置项/历史输出","run_daily_main.py ENABLE_POINT_PATTERN=False"]
["cross_layer","可配置启用/历史输出","否","fully_classified post","pattern_itemset* scope=cross_layer","配置项/历史输出","run_daily_main.py ENABLE_CROSS_LAYER=False"]
["paragraph","可配置启用/历史输出","否","paragraph transaction","pattern_itemset* scope=paragraph","配置项/历史输出","run_daily_main.py ENABLE_PARAGRAPH=False"]
["script sequence","可配置启用/历史输出","否","段落顺序","pattern_script_sequence*","配置项/历史输出","run_daily_main.py ENABLE_SCRIPT=False"]
["open_aigc_pattern build 工作台","当前应用主链路","按 API/Agent 触发","pattern v2 HTTP API、open_aigc 帖子/脚本、配置/prompt/strategy/外部搜索","topic_build_* / script_build_* / external_search_case_log","当前 topic/script 构建过程和结果写入 MySQL 构建库；不参与聚类/分类，也不生成 global 三表","TopicBuildClaudeCodeAgent.py；ScriptClaudeCodeBuildAgent.py；MySQL 实连"]
["open_aigc_pattern topic_pattern_*","兼容/展示兜底","否，当前 pattern 查询默认走 HTTP v2 API","v2 export API 快照","MySQL topic_pattern_*","旧本地 mining/兼容层；不是 pattern v2 主事实","pattern_service.py；topic_pattern_tool.py；topic_build_tool_runtime.py"]
["AIGC 后台 cookie/profile","外部辅助","按浏览器工具需要","agent_channel_cookies 字段元数据","浏览器工具登录态","不参与 pattern 加工，不读 cookie 行值","sync_mysql_help.py；browser/baseClass.py"]

{"sheet":"关键统计校验","index":4,"n_rows":25,"n_cols":6,"rows_kept":25,"cut":false,"hidden":false,"merged":[]}
["校验项","旧报告值","2026-05-28/29 实测/核验值","差异/结论","采用口径","证据"]
["表行数：post","53,414","66,974","13,560","PostgreSQL public.<table> count(*) 只读查询","DB 实连"]
["表行数：post_decode_result","53,110","66,670","13,560","PostgreSQL public.<table> count(*) 只读查询","DB 实连"]
["表行数：post_decode_topic_point","452,528","572,780","120,252","PostgreSQL public.<table> count(*) 只读查询","DB 实连"]
["表行数：post_decode_topic_point_element","1,002,659","1,308,993","306,334","PostgreSQL public.<table> count(*) 只读查询","DB 实连"]
["表行数：post_script_paragraph_field_element","177,856","177,856","0","PostgreSQL public.<table> count(*) 只读查询","DB 实连"]
["表行数：element_dedup_group","262,326","262,326","0","PostgreSQL public.<table> count(*) 只读查询","DB 实连"]
["表行数：global_category","4,944","4,944","0","PostgreSQL public.<table> count(*) 只读查询","DB 实连"]
["表行数：global_element","290,864","290,864","0","PostgreSQL public.<table> count(*) 只读查询","DB 实连"]
["表行数：element_classification_mapping","1,123,373","1,123,373","0","PostgreSQL public.<table> count(*) 只读查询","DB 实连"]
["表行数：pattern_mining_execution","7","7","0","PostgreSQL public.<table> count(*) 只读查询","DB 实连"]
["表行数：pattern_itemset","449,216","449,216","0","PostgreSQL public.<table> count(*) 只读查询","DB 实连"]
["表行数：pattern_script_sequence","2,753","2,753","0","PostgreSQL public.<table> count(*) 只读查询","DB 实连"]
["topic 感受元素","旧报告曾写 3 行","38,773 行，覆盖 12,827 个 post","旧口径错误","post_decode_topic_point_element 按 element_type 聚合","DB 实连"]
["topic dedup 漂移","旧 raw 与 dedup 近似一致","实质 raw 681,856 vs dedup occurrence 537,822；topic 感受 raw 38,773 但无 dedup 组","dedup 未同步最新 topic raw","element_dedup_group 聚合 + raw 聚合","DB 实连"]
["run_daily_main 默认 loop","容易误写为全部 pattern 都跑","默认只启用 topic_element；topic/cross/paragraph/script 等关闭","报告改为默认/可配置分开","源码常量核对","run_daily_main.py"]
["aigc-admin-prod 字段元数据","未查询业务表","实连成功，仅 agent_channel_cookies 3 个字段","只作为后台辅助库","information_schema.COLUMNS，不读 cookie 行","DB 实连"]
["废弃库处理","两个废弃库曾列入","已从三库口径清单和流转分析删除","不再纳入本项目数据工程口径","文档/Excel 过滤","本次整理"]
["open_aigc_pattern 连接","历史旧口径：只记录域名路径失败，未使用真实内网 IP 补测","2026-05-29：域名 Fake-IP 198.18.0.59:3306 路径无 MySQL greeting；192.168.202.204:3306 只读实连成功","旧报告缺 MySQL 实测统计，已改为 Fake-IP 失败 + 真实内网直连成功口径","socket greeting + PyMySQL SELECT VERSION()/information_schema","socket greeting + PyMySQL SELECT VERSION()/information_schema；只读查询"]
["open_aigc_pattern 表/字段规模","历史旧口径：缺 MySQL live schema，仅按源码模型整理","2026-05-29：35 张表，332 个字段","补齐 live information_schema 字段字典；此前缺失 5 表已补：account_constant、base_config、topic_build_strategy、topic_build_strategy_version、xhs_benchmark_account","information_schema.tables/columns","SELECT table_name FROM information_schema.tables；SELECT * FROM information_schema.columns"]
["open_aigc_pattern topic build 核心表","历史旧口径：缺 MySQL build 表行数","topic_build_record=1093；topic_build_topic=1264；topic_build_composition_item=22579；topic_build_item_source=23504","证明 open_aigc_pattern 是当前选题 build 工作台库，不只是旧兼容库","COUNT(*)","MySQL 真实内网 IP 只读 COUNT(*)"]
["open_aigc_pattern script build 核心表","历史旧口径：缺 MySQL script build 表行数","script_build_record=269；script_build_paragraph=945；script_build_element=2459；script_build_paragraph_element=4447","补齐脚本构建输出表规模","COUNT(*)","MySQL 真实内网 IP 只读 COUNT(*)"]
["open_aigc_pattern 外部搜索缓存","历史旧口径：缺 MySQL 外部搜索缓存表行数","external_search_case_log=12043；topic_build_id 非空 12,038；script_build_id 非空 669","外部搜索结果落 MySQL 构建库，不来自 aigc-admin-prod","COUNT(*) + linkage SUM","external_search_case_log 只读聚合，不读取 post_data 行值"]
["open_aigc_pattern 旧 topic_pattern_*","历史旧口径：仅标兼容角色，缺 MySQL 实测规模","topic_pattern_execution=58；topic_pattern_itemset=655513；topic_pattern_itemset_item=3007048","确认它有数据但仍是旧本地 mining/兼容/展示兜底层，不替代 open_aigc pattern v2 主事实","COUNT(*) + 源码核对","pattern_service.py；topic_pattern_tool.py；topic_build_tool_runtime.py"]
["topic_build_record.execution_id 口径","可能被理解为只指向 MySQL topic_pattern_execution.id","build 记录中高频 execution_id 含 401/281/79 等远端/open_aigc pattern v2 口径","补充不能简单按 MySQL FK 理解","GROUP BY execution_id","SELECT execution_id, COUNT(*) FROM topic_build_record GROUP BY execution_id"]

{"sheet":"Pattern明细","index":5,"n_rows":72,"n_cols":9,"rows_kept":72,"cut":false,"hidden":false,"merged":[]}
["类别","execution_id","维度/scope","来源/算法","统计1","统计2","统计3","统计4","说明"]
["快照分类树",401,"作用",null,185,2,140,8,"节点/根/叶子/最大层级"]
["快照分类树",401,"实质",null,2278,2,1708,11,"节点/根/叶子/最大层级"]
["快照分类树",401,"形式",null,1330,2,984,10,"节点/根/叶子/最大层级"]
["快照分类树",401,"意图",null,28,3,18,3,"节点/根/叶子/最大层级"]
["快照分类树",401,"感受",null,174,3,94,6,"节点/根/叶子/最大层级"]
["快照分类树",581,"作用",null,184,2,139,8,"节点/根/叶子/最大层级"]
["快照分类树",581,"实质",null,950,2,717,7,"节点/根/叶子/最大层级"]
["快照分类树",581,"形式",null,596,2,432,6,"节点/根/叶子/最大层级"]
["快照分类树",581,"意图",null,28,3,18,3,"节点/根/叶子/最大层级"]
["快照分类树",581,"感受",null,174,3,94,6,"节点/根/叶子/最大层级"]
["快照元素",401,"作用","post_script_paragraph_field_element",22951,1614,4418,176,"元素行/覆盖post/distinct name/分类节点"]
["快照元素",401,"实质","post_decode_topic_point_element",92874,12122,37597,2183,"元素行/覆盖post/distinct name/分类节点"]
["快照元素",401,"实质","post_script_element",22657,1628,7432,1222,"元素行/覆盖post/distinct name/分类节点"]
["快照元素",401,"实质","post_script_paragraph_field_element",10741,355,6382,1286,"元素行/覆盖post/distinct name/分类节点"]
["快照元素",401,"形式","post_decode_topic_point_element",87787,12102,17908,1231,"元素行/覆盖post/distinct name/分类节点"]
["快照元素",401,"形式","post_script_element",11925,1647,6236,733,"元素行/覆盖post/distinct name/分类节点"]
["快照元素",401,"形式","post_script_paragraph_field_element",29750,1627,3841,683,"元素行/覆盖post/distinct name/分类节点"]
["快照元素",401,"意图","post_decode_topic_point_element",11911,11774,154,22,"元素行/覆盖post/distinct name/分类节点"]
["快照元素",401,"感受","post_script_paragraph_field_element",24793,1628,1987,113,"元素行/覆盖post/distinct name/分类节点"]
["快照元素",581,"作用","post_script_paragraph_field_element",22951,1614,4418,175,"元素行/覆盖post/distinct name/分类节点"]
["快照元素",581,"实质","post_decode_topic_point_element",70127,11944,26049,897,"元素行/覆盖post/distinct name/分类节点"]
["快照元素",581,"实质","post_script_element",19975,1624,6423,512,"元素行/覆盖post/distinct name/分类节点"]
["快照元素",581,"实质","post_script_paragraph_field_element",8820,355,5145,584,"元素行/覆盖post/distinct name/分类节点"]
["快照元素",581,"形式","post_decode_topic_point_element",92113,12758,12708,539,"元素行/覆盖post/distinct name/分类节点"]
["快照元素",581,"形式","post_script_element",11267,1647,5680,317,"元素行/覆盖post/distinct name/分类节点"]
["快照元素",581,"形式","post_script_paragraph_field_element",28510,1627,3376,334,"元素行/覆盖post/distinct name/分类节点"]
["快照元素",581,"意图","post_decode_topic_point_element",11911,11774,154,22,"元素行/覆盖post/distinct name/分类节点"]
["快照元素",581,"感受","post_script_paragraph_field_element",24793,1628,1987,113,"元素行/覆盖post/distinct name/分类节点"]
["Itemset输出",401,"cross_layer","fpgrowth",2649,2,9,31911,"pattern数/min item/max item/support总和"]
["Itemset输出",401,"cross_layer_element","fpgrowth",2468,2,13,16144,"pattern数/min item/max item/support总和"]
["Itemset输出",401,"paragraph","fpgrowth",3219,2,8,28102,"pattern数/min item/max item/support总和"]
["Itemset输出",401,"paragraph_element","fpgrowth",1193,2,8,11092,"pattern数/min item/max item/support总和"]
["Itemset输出",401,"topic","fpgrowth",69540,3,20,743152,"pattern数/min item/max item/support总和"]
["Itemset输出",401,"topic_element","fpgrowth",25316,3,15,277836,"pattern数/min item/max item/support总和"]
["Itemset输出",581,"topic","fpgrowth",35406,2,10,381793,"pattern数/min item/max item/support总和"]
["Itemset输出",581,"topic_element","fpgrowth",18491,2,9,188056,"pattern数/min item/max item/support总和"]
["Sequence输出",401,"主题","script_sequence",303,2,7,"2-13","序列数/min长度/max长度/support范围"]
["Sequence输出",401,"作用","script_sequence",894,2,6,"2-45","序列数/min长度/max长度/support范围"]
["Sequence输出",401,"主题","script_sequence_element",2,2,2,"5-7","序列数/min长度/max长度/support范围"]
["Sequence输出",401,"作用","script_sequence_element",30,2,3,"5-46","序列数/min长度/max长度/support范围"]
["Sequence输出",401,"形式","script_sequence_element",71,2,5,"5-23","序列数/min长度/max长度/support范围"]
["Sequence输出",401,"感受","script_sequence_element",423,2,4,"5-46","序列数/min长度/max长度/support范围"]
["Mining配置",401,"cross_layer","fpgrowth","cross_layer_supp10","fully_classified",354,2649,"name/bucket/transaction/result"]
["Mining配置",401,"cross_layer_element","fpgrowth","cross_layer_element_supp5","fully_classified",354,2468,"name/bucket/transaction/result"]
["Mining配置",401,"paragraph","fpgrowth","paragraph_supp5","fully_classified",1233,3219,"name/bucket/transaction/result"]
["Mining配置",401,"paragraph_element","fpgrowth","paragraph_element_supp5","fully_classified",1233,1193,"name/bucket/transaction/result"]
["Mining配置",401,"script_sequence","prefixspan","script_seq_主题_dmax","fully_classified",353,303,"name/bucket/transaction/result"]
["Mining配置",401,"script_sequence","prefixspan","script_seq_作用_dmax","fully_classified",354,894,"name/bucket/transaction/result"]
["Mining配置",401,"script_sequence_element","prefixspan","script_seq_element_主题","fully_classified",353,2,"name/bucket/transaction/result"]
["Mining配置",401,"script_sequence_element","prefixspan","script_seq_element_作用","fully_classified",354,30,"name/bucket/transaction/result"]
["Mining配置",401,"script_sequence_element","prefixspan","script_seq_element_形式","fully_classified",353,71,"name/bucket/transaction/result"]
["Mining配置",401,"script_sequence_element","prefixspan","script_seq_element_感受","fully_classified",354,423,"name/bucket/transaction/result"]
["Mining配置",401,"topic","fpgrowth","topic_full_dmax","topic_classified",12124,22285,"name/bucket/transaction/result"]
["Mining配置",401,"topic","fpgrowth","topic_point_type_only_dmax","topic_classified",12124,20406,"name/bucket/transaction/result"]
["Mining配置",401,"topic","fpgrowth","topic_substance_form_only_dmax","topic_classified",12124,26849,"name/bucket/transaction/result"]
["Mining配置",401,"topic_element","fpgrowth","topic_element_full","topic_classified",12124,8106,"name/bucket/transaction/result"]
["Mining配置",401,"topic_element","fpgrowth","topic_element_point_type_only","topic_classified",12124,8290,"name/bucket/transaction/result"]
["Mining配置",401,"topic_element","fpgrowth","topic_element_substance_form_only","topic_classified",12124,8920,"name/bucket/transaction/result"]
["Mining配置",581,"topic","fpgrowth","topic_substance_form_only_dmax","topic_partially_classified",12755,19493,"name/bucket/transaction/result"]
["Mining配置",581,"topic","fpgrowth","topic_需求_all_ancestors","topic_partially_classified",10714,14865,"name/bucket/transaction/result"]
["Mining配置",581,"topic","fpgrowth","topic_需求_dmax","topic_partially_classified",10714,1048,"name/bucket/transaction/result"]
["Mining配置",581,"topic_element","fpgrowth","topic_element_substance_form_only","topic_partially_classified",12781,18270,"name/bucket/transaction/result"]
["Mining配置",581,"topic_element","fpgrowth","topic_element_需求","topic_partially_classified",10714,221,"name/bucket/transaction/result"]
["Mining配置",581,"topic_point","fpgrowth","group_pattern_元素","topic_partially_classified",94958,1657,"name/bucket/transaction/result"]
["Mining配置",581,"topic_point","fpgrowth","group_pattern_分类","topic_partially_classified",71173,1340,"name/bucket/transaction/result"]
["口径说明",null,"run_daily_main 默认",{"$nulls":5},"当前默认只跑 topic_element；其他 pattern 明细是历史 execution 或可配置输出"]
["MySQL旧topic pattern",null,"topic_pattern_execution","open_aigc_pattern 本地 mining/兼容层","rows=58","success=39; deleted=19",null,null,"旧本地 topic pattern 执行表；不是 pattern v2 主事实"]
["MySQL旧topic pattern",null,"topic_pattern_category / element","open_aigc_pattern 本地快照","category=29363","element=565571",null,null,"兼容层从 v2 export API 快照同步到 open_aigc_pattern.topic_pattern_category/topic_pattern_element 的本地镜像；不是 global_category/global_element/element_classification_mapping 的生成链路。"]
["MySQL旧topic pattern",null,"topic_pattern_itemset / item","本地 FP-Growth 结果","itemset=655513","item=3007048","account_cache=15",null,"详情页/脚本辅助可兜底读取 matched_post_ids，但当前 pattern 查询默认走 HTTP v2 API"]
["MySQL旧topic pattern",null,"mining_config","dimension_mode/target_depth","rows=100","full/max: configs=31, itemsets=48256; substance_form_only/max: configs=17, itemsets=143156; full/3: configs=16, itemsets=142853; point_type_only/max: configs=13, itemsets=105175; substance_form_only/3: configs=13, itemsets=78988; point_type_only/3: configs=10, itemsets=137085",null,null,"仅用于旧本地 mining 配置统计"]
["口径说明",null,"pattern v2 主事实","open_aigc + pattern_global_v2 HTTP debug API",{"$nulls":4},"狭义 Pattern V2 主事实在 open_aigc 的 pattern_mining_* / HTTP API；open_aigc_pattern.topic_pattern_* 只是兼容/展示兜底层；global 三表由 classify agent / 分类库链路生成。"]