R 闪亮：如何调试已部署的应用程序？
R shiny: How to debug deployed app?
我创建了一个 R shiny 应用程序，它 运行 在我的机器上非常完美。它还成功部署在 shinyapps.io 服务器上。但是，当我尝试单击其中一个按钮来执行任务时，屏幕变灰（挂起）。当我在本地 运行 我的应用程序时，同样的任务完成了。我看不出错误在哪里，因为它在我的本地机器上成功 运行。有什么办法可以调试吗？
这是我的申请日志：
2015-07-07T21:52:53.949714+00:00 shinyapps[50164]:
2015-07-07T21:52:53.950026+00:00 shinyapps[50164]:
2015-07-07T21:52:53.839040+00:00 shinyapps[50164]: The following object is masked from ‘package:stats’:
2015-07-07T21:52:53.949719+00:00 shinyapps[50164]:
2015-07-07T21:52:53.960914+00:00 shinyapps[50164]: isNamespaceLoaded
2015-07-07T21:52:53.949718+00:00 shinyapps[50164]: Attaching package: ‘pkgmaker’
2015-07-07T21:52:53.960916+00:00 shinyapps[50164]:
2015-07-07T21:52:53.950023+00:00 shinyapps[50164]: The following object is masked from ‘package:S4Vectors’:
2015-07-07T21:52:54.666591+00:00 shinyapps[50164]: NMF - BioConductor layer [OK] | Shared memory capabilities [NO: bigmemory] | Cores 15/16
2015-07-07T21:52:54.666968+00:00 shinyapps[50164]: To enable shared memory capabilities, try: install.extras('
2015-07-07T21:52:54.666971+00:00 shinyapps[50164]: NMF
2015-07-07T21:52:54.666973+00:00 shinyapps[50164]: ')
2015-07-07T21:52:54.672080+00:00 shinyapps[50164]:
2015-07-07T21:52:54.672084+00:00 shinyapps[50164]:
2015-07-07T21:52:54.672634+00:00 shinyapps[50164]: The following object is masked from ‘package:Rgraphviz’:
2015-07-07T21:52:54.672636+00:00 shinyapps[50164]:
2015-07-07T21:52:54.672637+00:00 shinyapps[50164]: name
2015-07-07T21:52:54.672638+00:00 shinyapps[50164]:
2015-07-07T21:52:54.676643+00:00 shinyapps[50164]: The following objects are masked from ‘package:topGO’:
2015-07-07T21:52:54.676645+00:00 shinyapps[50164]:
2015-07-07T21:52:54.672083+00:00 shinyapps[50164]: Attaching package: ‘NMF’
2015-07-07T21:52:54.676647+00:00 shinyapps[50164]:
2015-07-07T21:52:54.680862+00:00 shinyapps[50164]: The following object is masked from ‘package:IRanges’:
2015-07-07T21:52:54.680864+00:00 shinyapps[50164]:
2015-07-07T21:52:54.680865+00:00 shinyapps[50164]: compare
2015-07-07T21:52:54.680866+00:00 shinyapps[50164]:
2015-07-07T21:52:54.682353+00:00 shinyapps[50164]: The following objects are masked from ‘package:S4Vectors’:
2015-07-07T21:52:54.682355+00:00 shinyapps[50164]:
2015-07-07T21:52:54.682356+00:00 shinyapps[50164]: compare, nrun
2015-07-07T21:52:54.705236+00:00 shinyapps[50164]: Loading required package: KEGGgraph
2015-07-07T21:52:54.713283+00:00 shinyapps[50164]: Loading required package: XML
2015-07-07T21:52:54.676646+00:00 shinyapps[50164]: algorithm, algorithm<-
2015-07-07T21:52:54.682357+00:00 shinyapps[50164]:
2015-07-07T21:52:54.974597+00:00 shinyapps[50164]:
2015-07-07T21:52:54.974601+00:00 shinyapps[50164]: Attaching package: ‘XML’
2015-07-07T21:52:54.974602+00:00 shinyapps[50164]:
2015-07-07T21:52:54.975059+00:00 shinyapps[50164]: The following object is masked from ‘package:graph’:
2015-07-07T21:52:54.975061+00:00 shinyapps[50164]:
2015-07-07T21:52:54.975062+00:00 shinyapps[50164]: addNode
2015-07-07T21:52:54.975063+00:00 shinyapps[50164]:
2015-07-07T21:52:55.046069+00:00 shinyapps[50164]:
2015-07-07T21:52:55.046423+00:00 shinyapps[50164]: The following object is masked from ‘package:NMF’:
2015-07-07T21:52:55.046426+00:00 shinyapps[50164]: name<-
2015-07-07T21:52:55.046427+00:00 shinyapps[50164]:
2015-07-07T21:52:55.046425+00:00 shinyapps[50164]:
2015-07-07T21:52:55.046064+00:00 shinyapps[50164]:
2015-07-07T21:52:55.046068+00:00 shinyapps[50164]: Attaching package: ‘KEGGgraph’
2015-07-07T21:52:55.235031+00:00 shinyapps[50164]: Warning in run(timeoutMs) :
2015-07-07T21:52:55.235050+00:00 shinyapps[50164]: replacing previous import by ‘dendextend::%>%’ when loading ‘NMF’
2015-07-07T21:52:55.235175+00:00 shinyapps[50164]: Warning in run(timeoutMs) :
2015-07-07T21:52:55.235177+00:00 shinyapps[50164]: replacing previous import by ‘dendextend::cutree’ when loading ‘NMF’
谢谢
显然，这是一个内存问题，500MB 的内存对于这个应用程序来说是不够的。我将实例大小从中（免费用户的默认值）更改为 xx 大并且它有效。
可能 Warning in run(timeoutMs) 在日志中表示您内存不足。
我创建了一个 R shiny 应用程序，它 运行 在我的机器上非常完美。它还成功部署在 shinyapps.io 服务器上。但是，当我尝试单击其中一个按钮来执行任务时，屏幕变灰（挂起）。当我在本地 运行 我的应用程序时，同样的任务完成了。我看不出错误在哪里，因为它在我的本地机器上成功 运行。有什么办法可以调试吗？
这是我的申请日志：
2015-07-07T21:52:53.949714+00:00 shinyapps[50164]:
2015-07-07T21:52:53.950026+00:00 shinyapps[50164]:
2015-07-07T21:52:53.839040+00:00 shinyapps[50164]: The following object is masked from ‘package:stats’:
2015-07-07T21:52:53.949719+00:00 shinyapps[50164]:
2015-07-07T21:52:53.960914+00:00 shinyapps[50164]: isNamespaceLoaded
2015-07-07T21:52:53.949718+00:00 shinyapps[50164]: Attaching package: ‘pkgmaker’
2015-07-07T21:52:53.960916+00:00 shinyapps[50164]:
2015-07-07T21:52:53.950023+00:00 shinyapps[50164]: The following object is masked from ‘package:S4Vectors’:
2015-07-07T21:52:54.666591+00:00 shinyapps[50164]: NMF - BioConductor layer [OK] | Shared memory capabilities [NO: bigmemory] | Cores 15/16
2015-07-07T21:52:54.666968+00:00 shinyapps[50164]: To enable shared memory capabilities, try: install.extras('
2015-07-07T21:52:54.666971+00:00 shinyapps[50164]: NMF
2015-07-07T21:52:54.666973+00:00 shinyapps[50164]: ')
2015-07-07T21:52:54.672080+00:00 shinyapps[50164]:
2015-07-07T21:52:54.672084+00:00 shinyapps[50164]:
2015-07-07T21:52:54.672634+00:00 shinyapps[50164]: The following object is masked from ‘package:Rgraphviz’:
2015-07-07T21:52:54.672636+00:00 shinyapps[50164]:
2015-07-07T21:52:54.672637+00:00 shinyapps[50164]: name
2015-07-07T21:52:54.672638+00:00 shinyapps[50164]:
2015-07-07T21:52:54.676643+00:00 shinyapps[50164]: The following objects are masked from ‘package:topGO’:
2015-07-07T21:52:54.676645+00:00 shinyapps[50164]:
2015-07-07T21:52:54.672083+00:00 shinyapps[50164]: Attaching package: ‘NMF’
2015-07-07T21:52:54.676647+00:00 shinyapps[50164]:
2015-07-07T21:52:54.680862+00:00 shinyapps[50164]: The following object is masked from ‘package:IRanges’:
2015-07-07T21:52:54.680864+00:00 shinyapps[50164]:
2015-07-07T21:52:54.680865+00:00 shinyapps[50164]: compare
2015-07-07T21:52:54.680866+00:00 shinyapps[50164]:
2015-07-07T21:52:54.682353+00:00 shinyapps[50164]: The following objects are masked from ‘package:S4Vectors’:
2015-07-07T21:52:54.682355+00:00 shinyapps[50164]:
2015-07-07T21:52:54.682356+00:00 shinyapps[50164]: compare, nrun
2015-07-07T21:52:54.705236+00:00 shinyapps[50164]: Loading required package: KEGGgraph
2015-07-07T21:52:54.713283+00:00 shinyapps[50164]: Loading required package: XML
2015-07-07T21:52:54.676646+00:00 shinyapps[50164]: algorithm, algorithm<-
2015-07-07T21:52:54.682357+00:00 shinyapps[50164]:
2015-07-07T21:52:54.974597+00:00 shinyapps[50164]:
2015-07-07T21:52:54.974601+00:00 shinyapps[50164]: Attaching package: ‘XML’
2015-07-07T21:52:54.974602+00:00 shinyapps[50164]:
2015-07-07T21:52:54.975059+00:00 shinyapps[50164]: The following object is masked from ‘package:graph’:
2015-07-07T21:52:54.975061+00:00 shinyapps[50164]:
2015-07-07T21:52:54.975062+00:00 shinyapps[50164]: addNode
2015-07-07T21:52:54.975063+00:00 shinyapps[50164]:
2015-07-07T21:52:55.046069+00:00 shinyapps[50164]:
2015-07-07T21:52:55.046423+00:00 shinyapps[50164]: The following object is masked from ‘package:NMF’:
2015-07-07T21:52:55.046426+00:00 shinyapps[50164]: name<-
2015-07-07T21:52:55.046427+00:00 shinyapps[50164]:
2015-07-07T21:52:55.046425+00:00 shinyapps[50164]:
2015-07-07T21:52:55.046064+00:00 shinyapps[50164]:
2015-07-07T21:52:55.046068+00:00 shinyapps[50164]: Attaching package: ‘KEGGgraph’
2015-07-07T21:52:55.235031+00:00 shinyapps[50164]: Warning in run(timeoutMs) :
2015-07-07T21:52:55.235050+00:00 shinyapps[50164]: replacing previous import by ‘dendextend::%>%’ when loading ‘NMF’
2015-07-07T21:52:55.235175+00:00 shinyapps[50164]: Warning in run(timeoutMs) :
2015-07-07T21:52:55.235177+00:00 shinyapps[50164]: replacing previous import by ‘dendextend::cutree’ when loading ‘NMF’
谢谢
显然，这是一个内存问题，500MB 的内存对于这个应用程序来说是不够的。我将实例大小从中（免费用户的默认值）更改为 xx 大并且它有效。
可能 Warning in run(timeoutMs) 在日志中表示您内存不足。