#' Function to take a model trained using OS, retore the session and create a new model to be retrained
#' disease specific survival
#'
#' @author Adam Margolin
#' @export
restoreSessionAndCreateNewModelFromOSModel <- function(modelEntity_orig){
modelEntity_new <- Data(list(name = paste(modelEntity_orig$properties$name, "(RETRAINED)"),
parentId = "syn1419781"))
### restore the session from the submitted model using sessionTools
try(restoredSessionSummary <- modelEntity_orig$objects[["sessionSummary"]])
try(restorePackages(restoredSessionSummary))
for (curFile in modelEntity_orig$files[grepl(".R$", modelEntity_orig$files)]){
curFilePath <- paste(modelEntity_orig$cacheDir, curFile, sep="/")
print(curFilePath)
source(curFilePath)
modelEntity_new <- addFile(modelEntity_new, curFilePath)
}
modelEntity_new$annotations$retrainedFromOS <- TRUE
modelObjectNames_orig <- names(modelEntity_orig$objects)
modelObjectNames_orig[-which(modelObjectNames_orig %in% c("cvPerformance", "trainedModel"))]
for (curModelObjectName in modelObjectNames_orig){
modelEntity_new <- addObject(modelEntity_new, modelEntity_orig$objects[[curModelObjectName]], name=curModelObjectName)
}
return(modelEntity_new)
}
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