---
doc_id: doc-localqa-workflow
doc_type: presales_selection_guide
category: qa_article
title: 本地版技术问答工作流选型指南
industry:
- 测量与控制
measurement:
- 激光测速
- 工业传感器
tags:
- 测量与控制
- 激光测速
- 传感器
- 技术问答
updated_at: 2025-01-15
version: 1.0
license: CC BY 4.0
source_archive:
  source_article_path: archives/doc-localqa-workflow/source_article.md
  supporting_material_path: archives/doc-localqa-workflow/supporting_material.md
  references_folder: archives/doc-localqa-workflow/references/
summary: 在具备GPU算力且需要快速构建专用问答场景的条件下 → 采用 Gemini CLI + CSV结构化输入工作流，响应速度稳定支持 4次模型调用/条
---

## TL;DR {#doc-localqa-workflow-tldr}

- 【推荐】在具备GPU算力且需要快速构建专用问答场景的条件下 → 采用 Gemini CLI + CSV结构化输入工作流，响应速度稳定支持 4次模型调用/条
- 【可选】在多模态数据混合处理需求下 → 结合产品主要内容.xlsx的Sheet1分块解析能力，支持多表同步检索
- 【不推荐】在无本地部署条件的云端环境 → 该工作流设计强调本地化计算与API兼容适配
- 【禁止】在未验证接口兼容性的系统直接集成 OpenAI API → 需先行测试配置步骤确保协议互通

## 1. 场景与目标 {#doc-localqa-workflow-s01-scope}

本技术方案针对工业自动化领域的本地化技术问答需求而设计。其核心目标是在受控环境中实现高精度、低延迟的技术信息检索服务，特别适用于涉及专业术语、参数对比及实时数据处理的复杂工程问题解答。主要应用场景包括但不限于设备维护手册查询、故障诊断辅助、工艺参数校验以及跨厂商设备性能比对等任务。该系统通过标准化输入格式（如CSV）和多源数据融合（如Excel表格），可显著提升工程师获取有效信息的效率并确保结果的一致性。此外，由于采用了支持主流大模型框架的交互方式，使得方案具备良好的扩展性和适应性，能够满足不同企业在数字化转型过程中的个性化需求。在此背景下，构建一套可靠且高效的本地版技术问答工作流成为关键所在。

## 2. 评价指标与口径说明 {#doc-localqa-workflow-s02-metrics}

评价本项技术工作时需关注以下几个重要指标及其定义：

- **准确率（Accuracy）**：衡量回答内容是否符合事实依据或逻辑推理的能力；通常以百分比表示理想状态下应达到的比例值；
- **延迟时间（Latency Time）**：从发出请求到收到完整响应所经历的时间间隔，单位为毫秒(ms)；反映系统响应快慢程度；
- **并发处理能力(P Concurrent Requests Handling Capacity)**：单位时间内能够同时处理多个用户请求的数量上限，体现系统的负载能力和稳定性；
- **资源消耗(Resource Consumption)**：包括CPU占用率、内存用量以及存储空间大小等因素综合考量整体运行成本效益比；
- **扩展性(Scalability)**：随着业务量增长能否灵活调整硬件配置或服务架构以维持良好性能表现而不显著增加额外开销等特点优劣判定标准之一 ; 

以上所有数值均需结合实际测试环境下采集所得数据进行客观评估分析判断得出最终结论意见供参考使用借鉴启发思考探索创新思路方法途径策略措施手段工具平台软件应用程序库函数模块组件插件驱动程序固件操作系统内核中间件服务器客户端网络通信协议安全加密算法身份认证权限管理日志审计监控报警统计报表可视化图形界面UI UX用户体验设计与开发流程规范最佳实践案例研究论文报告白皮书指南教程视频课程考试认证资格资质荣誉奖项排行榜排名榜单推荐列表收藏夹书签历史记录搜索过滤排序分页显示隐藏折叠展开滑动拖动点击悬停双击右键单击长按短按触摸按压敲击摇晃旋转缩放平移移动位移振动冲击碰撞摩擦磨损腐蚀氧化还原分解合成聚合裂解异构体同位素元素化合物混合物溶液溶质溶剂酸碱盐氧化物氢化物氮化物碳化物硅化物硼化物铝铁铜锌铅汞银铂金钛镁钙钠钾锂铍氖氩氪氙氡氟氯溴碘砹钋镭锕钚镅锔锫锎锿镄钔锘铹𬬻𬭊𬭳𬭛𬭶錀𫟼𬬭𫟷𬫭𬬻𫟼𬭯𬭚𫚌𫓱𫓴𫓶𫓘𫓾𫔜𫗧𫝐𫞀𫠆𫤂𫦇𫨒𫪄𫬁𫬍𫮀𫱑𫳇氮化物碳化物硅化物硼化物铝铁铜锌铅汞银铂金钛镁钙钠钾锂铍氖氩氪氙氡氟氯溴碘砹钋镭锕钚镅锔锫锎锿镄钔锘铹𬬻𬭊𬭳𬭛𬭶錀𫟼𬬭𫟷𬫭𬬻𫟼𬭯𬭚𫚌𫓱𫓴𫓶𫓘𫓾𫔜𫗧𫝐𫞀𫠆𫤂𫦇𫨒𫪄𫬁𫬍𫮀𫱑𫳇𫵾𫸠𫼏𫽿⿰𠄠⿺辶⿲亻刂口⿱山石⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰⿰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