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README
GPL-3.0

LinkPlot App

image-20240810122213358

image-20230102181146282

❗️❗️❗️特别注意

  • STDF文件名称会作为key将缓存数据存储在硬盘中
  • 若有同名的STDF, 需要解析载入最新的数据, 请在解析界面使用重载按钮解析数据, 而不是载入
    • 载入会先根据文件名为key去磁盘索引缓存数据
    • 仅为了减少本地数据解析分析时间
  • ❗️❗️❗️Demo限制单文件解析功能,避免异常数据报告流出
    • 测试项目数目<500的STDF,限制<5000颗数
    • 测试项目数目>500的STDF,限制<100颗数
  • ✅Pro版本可免费用于提供企业作业,用于提供准确的经过数据验证的数据分析App

简介

LinkPlotDemo/Pro是一种用于协助半导体行业提升芯片良率的分析工具,通过对半导体核心数据分析和探查能力,作为行业整体成本降低的撬棍

App运行前言

  • ✅ App数据分析架构可以将不同的程序的数据同时解析,并根据测试项目进行Merge
  • ✅ App对数字芯片的分析模型也有着良好的支持 √
    • Logger:提供高效的STDF Logger模块,轻易嵌入可以生成STDF数据的测试机台中
    • SHMOO/Sweep:Logger模块预设了多种SHMOO,扫描,IV曲线等各类打印格式,便于App进行可视化分析
    • FailCycle:Pro中的WvtPlot功能可以轻易的将测试中的芯片实际波形/实际输出可视化分析,并导出报告
  • ❗️❗️❗️ App只可以在Windows7/10/11 X64的环境下运行
  • ❗️ 运行硬件建议>=8G内存
  • ❗️ 若没有D盘,App会自动在C盘中对数据进行缓存,缓存文件夹命名为 1_STDF

App操作文档

简易操作流程

功能查找表

数据载入空间的使用

image-20230306223819730

数据载入空间从左到右依次分为五个区域部分

  1. Group区域
  2. 文件载入设定区域
  3. 载入Lot树,基本信息查看,数据选取
  4. 载入整体制程能力Table区
  5. 数据分析操作区

使用顺序依次为 区域2->区域3->区域4->区域1->区域5

image-20230306232335094

  1. 区域2:文件载入设定区域 -> 用于查看载入的每个数据文件的基本信息
  2. 区域3:载入Lot树-> 用于基本信息查看,数据选取,确认后进行数据载入动作
  3. 区域4:制程能力Table-> 用于查看测试项目,测试项目的相关制程能力,可以在此对数据进行选取
  4. 区域1:Group区域-> 用于By参数分组,分组后可以分组分析制程能力,以及分组的可视化
  5. 区域5:数据分析操作区-> 用于数据转为CSV/Excel格式保存,打开Python脚本操作空间,子数据Limit对比,快速可视化,快速分组分析制程能力等功能

载入整体制程能力Table区域的使用(Data TEST NO&ITEM Analysis)

核心区域

image-20230307224735314

主要分为三个区域

区域1:测试项目选取,整体制程能力分析区域,用于选取需要可视化的测试项目,修改Limit等

区域2:Fail区域散点图

区域3:操作按钮区域(功能持续集成)

按钮/下拉按钮的功能

按钮名称 按钮类型 按钮功能
改变Limit后重算Rate 按键 在区域1中的Table中,修改测试项目的上下限,通过此按钮重新计算良率,生成最新的测试数据,以及Fail Mapping
只看选中项目PASS数据 按键 在区域1中的Table中,选中需要只看PASS数据的测试项目,系统会将这些项目的FAIL Die从数据中剔除
只看选中项目FAIL数据 按键 在区域1中的Table中,选中需要只看FAIL数据的测试项目,系统会将这些项目的PASS Die从数据中剔除
对选中项目分析 按键 在区域1中的Table中,选中需要检查的测试项目,系统会将其余测试项目剔除
搜索框 输入框 输入想要查看的测试项目,从Table中模糊搜索数据,可支持正则表达式
Top Fail显示 复选框 勾选后,将Table中的数据按照TopFail的顺序排序

Group区域的使用

用于By参数分组,如下示例

通过GroupText分组
image-20230307230453160
通过LOT_ID/SITE_NUM分组
image-20230307230545956
对应的可视化数据也会进行分组
image-20230730152342868

会使用筛选很重要

保存选取筛选DIE的选取项目的测试数据

1. 理解筛选的含义
主要可以进行数据筛选的地方如下两处
1.1 ChartData By Group勾选区域,勾选的数据就会筛选
1.2 内部可数据联动的绘图,选取的数据区域
image-20230730160220484
2. 可以看到,上图中,我们筛选了SITE2和3的数据后,又勾选了中间一部分的数据
3. 点击115020保存筛选DIE的选取项目按钮,使用CSV&Excel保存,我们使用Excel演示
image-20230730160541101
4. 会将我们选取的两个测试项目的数据保存为Excel,并自动会失效数据进行标色

保存筛选DIE的所有数据为csv&excel

1. 理解筛选的含义
主要可以进行数据筛选的地方如下两处
1.1 ChartData By Group勾选区域,勾选的数据就会筛选
1.2 内部可数据联动的绘图,选取的数据区域
image-20230730160220484
2. 可以看到,上图中,我们筛选了SITE2和3的数据后,又勾选了中间一部分的数据
3. 点击115010保存筛选DIE的所有数据按钮,使用CSV&Excel保存,我们使用Excel演示
image-20230730160404496
4. 会将所有测试项目的数据保存为Excel,并自动会失效数据进行标色

基础可视化

统计分析

支持DPAT的Limit解析

image-20240810130555906 img

高阶可视化

统计分析

image-20240810131101701 image-20240810131131778
image-20240810131153839 image-20240810131224689

数字芯片分析WvtPlot

image-20240810130215608 image-20240810130804784

SHMOO/SWEEP

img

大数据

管理平台

image-20240810131911163

image-20240810132115525 image-20240810132048100

自动生成报表管理平台

使用web平台来便于管理和查阅历史生成的可视化报表

image-20240810132315577

BASE

  • ✅Sample文件中有示例STDF用于解析使用
  • ❗️禁止源码和下载的软件用于 商业/半导体行业分析 行为,作者不对非作者本人分发的任何版本进行负责
  • ❗️未经允许不能修改软件中的软件名,邮箱和QT信息以及Message信息并进行分发
  • ✅Win7/Win10/Win11 X64可用
  • ✅文件目录下的.env文件用于进行缓存盘的配置以及其他参数修改
配置名称 配置数据类型 默认值 配置用处
SKIP_FTR 布尔字符串(True/False) True 是否默认跳过FTR数据
DISK 字符串 D 软件的缓存文件盘符,默认会在D盘生成1_STDF缓存文件夹路径
FILE_FILTER 字符串 .std;.stdf;*.std_temp 软件默认支持的STDF数据类型, 使用英文;分割
EN 布尔字符串(True/False) False 是否使用英文版本(App按钮均为机翻)

功能性

功能性 Demo Release/Pro Web
实时的数据解析
数据解析准确性(Demo限制单文件解析行数<5000) 🔲
多批次数据分析
多种数据分组(Lot,Wafer,工单,机台,配件,Site等)
无人值守,服务器/FTP/网盘数据自动化解析
后台解析异常监控
链接后台数据仓库
数据可视化筛选并导出为csv
数据可视化筛选并导出为excel
数据导入筛选(PASS/FAIL,初测复测,坐标)
数据导入筛选(Bin)
测试项目去重(TestNo,TestName)
数据合并/抽样分析
更改某项或多项Limit并重新计算失效比例,TopFail,Yield,制程能力
对测试项目进行排除并重计算
通过数据重新生成DIE的坐标
自定义组合生成UUID
Dtr文本Log解析,指定自定义脚本运行
对比不同数据文件的测试项目差异
基础快速可视化分析(散点,VisualMap,分布图),视图联动,分析测试稳定性为主
专业数据可视化分析,视图联动,异常探索,相关性探索,良率提升为主
数据链接,相关性探索
HTML可视化分析报告分享,自动发送批次数据分析报告
自动删除偏离群值
自动生成模拟测试项目6SigmaLimit
Csv转STDF(预制几种机台数据转为STDF)
SYL/SBL/测试项目/CPK监控
测试项目监控,可视化监控
大数据探索,实时分辨,多批次预处理数据快速比对分析
机器学习,预测建模,预估成品良率
非标数据分析以及导入
定制化App, DashBoard
自动化监控模块
生成新的测试Map
辅助的文档管理系统,用于自动化报告存储和管理分发

配置需求

🔲:可选

✅:必须

✅🔲:二选一

❌:不需要的

设备 Demo Release/Pro Web
PC ✅🔲 ✅🔲
工作站 ✅🔲 ✅🔲 🔲
服务器 🔲
Web系统 🔲
数据处理能级 0.1k 10kk 不限

版本列表

Demo

类型 详细
LinkPlotDemo PySide GUI开发学习代码
最新版本 24V2
免责声明 Demo只用于提供Python代码/GUI的学习和参考

Release/Pro

类型 详细
LinkPlotRelease 用于半导体测试行业的测试数据半自动处理以及分析
最新版本 V4P0525
支持声明 ✅数据准确性支持,在ISSUS提交后一周内回复
版本控制 暂时是临时使用license控制版本,App开启后输入下面的License后打开程序,
后续考虑网络检测自动更新方案
License 7646aa5ca2d0b84120273c1d66ca925cabb6732e6e40aa96c31406deef890d4b6464ce7790ec6fe20656f188267c973154561f07a5b8c96f2ad6035fd1ea0d7c4821d07e560d8c302dc7d1ca0dbb0134f3027b5e4c134f6c4d03539a1d26751cd62d5ada5c4d3843b16aab0fe8d6bebf

致谢

对如下开源/商业工具的使用和借鉴,使得LinkPlot成为好用易用的测试数据分析App

GNU GENERAL PUBLIC LICENSE Version 3, 29 June 2007 Copyright (C) 2007 Free Software Foundation, Inc. <https://fsf.org/> Everyone is permitted to copy and distribute verbatim copies of this license document, but changing it is not allowed. Preamble The GNU General Public License is a free, copyleft license for software and other kinds of works. The licenses for most software and other practical works are designed to take away your freedom to share and change the works. By contrast, the GNU General Public License is intended to guarantee your freedom to share and change all versions of a program--to make sure it remains free software for all its users. We, the Free Software Foundation, use the GNU General Public License for most of our software; it applies also to any other work released this way by its authors. You can apply it to your programs, too. When we speak of free software, we are referring to freedom, not price. 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LinkPlot是一个用于解析芯片测试生成的STDF数据,并从多维度数据分析并进行快速可视化,良率预测的分析工具 expand collapse
Python and 2 more languages
GPL-3.0
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