forked from mi-erasmusmc/Explore
-
Notifications
You must be signed in to change notification settings - Fork 0
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
- Loading branch information
1 parent
0cff836
commit 290e618
Showing
9 changed files
with
37 additions
and
248 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file was deleted.
Oops, something went wrong.
This file was deleted.
Oops, something went wrong.
This file was deleted.
Oops, something went wrong.
Some generated files are not rendered by default. Learn more about how customized files appear on GitHub.
Oops, something went wrong.
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -1,59 +1,52 @@ | ||
library(testthat) | ||
library(Explore) | ||
|
||
### Tests for EXPLORE using iris dataset | ||
data <- farff::readARFF(paste0(getwd(),"/tests/testthat/examples/iris.arff")) | ||
output_path <- paste0(getwd(),"/tests/testthat/examples/") | ||
|
||
for (file_name in c("iris", "train_data")) { | ||
settings_path <- paste0(output_path, file_name,".project") | ||
settings <- paste0(paste(readLines(settings_path), collapse="\n"),"\n") | ||
|
||
settings <- changeSetting(settings, parameter = "OutputFile", input = paste0(gsub("examples/", "results/" , output_path), file_name, ".result"), default_setting = NA) | ||
settings <- changeSetting(settings, parameter = "DataFile", input = paste0(output_path, file_name, ".arff"), default_setting = NA) | ||
settings <- changeSetting(settings, parameter = "CutoffFile", input = paste0(output_path, file_name, ".cutoff"), default_setting = NA) | ||
|
||
write.table(settings, | ||
file=settings_path, | ||
quote = FALSE, | ||
col.names = FALSE, | ||
row.names = FALSE) | ||
} | ||
# TODO: check differences variable names with / without '' | ||
|
||
### Tests for EXPLORE using iris dataset | ||
root_folder <- "../.." | ||
|
||
data_path <- file.path(root_folder, "inst/examples/iris.arff") | ||
settings_path <- file.path(root_folder, "inst/examples/iris.project") | ||
output_path <- file.path(root_folder, "inst/examples/output/") | ||
|
||
data <- farff::readARFF(data_path) | ||
|
||
test_that("option 1: fully pre-specified settings file works", { | ||
model <- Explore::trainExplore(output_path = gsub("examples/", "results/" , output_path), file_name = "iris", settings_path = paste0(output_path, "iris.project")) | ||
model <- Explore::trainExplore(output_path = output_path, file_name = "iris", settings_path = settings_path) | ||
|
||
expect_equal(class(model), "character") | ||
expect_false(model == "NA", info = "Test failed because model is NA") | ||
expect_equal(model, "petallength>2.45ANDpetallength<=4.95ANDpetalwidth<=1.65") | ||
}) | ||
|
||
test_that("option 2: pre-specified settings file with input data works", { | ||
model <- Explore::trainExplore(output_path = gsub("examples/", "results/" , output_path), train_data = data, settings_path = paste0(output_path, "train_data.project"), ClassFeature = "'class'", PositiveClass = '"Iris-versicolor"', PrintSettings = "no", PrintPerformance = "no") | ||
model <- Explore::trainExplore(output_path = output_path, train_data = data, settings_path = settings_path, ClassFeature = "'class'", PositiveClass = '"Iris-versicolor"') | ||
expect_equal(class(model), "character") | ||
expect_false(model == "NA", info = "Test failed because model is NA") | ||
expect_equal(model, "'petallength'>2.45AND'petallength'<=4.95AND'petalwidth'<=1.65") # "'sepallength'>4.85" | ||
expect_equal(model, "'petallength'>2.45AND'petallength'<=4.95AND'petalwidth'<=1.65") # OR "'sepallength'>4.85" ? | ||
}) | ||
|
||
test_that("option 3: only input parameters (no settings file) works", { | ||
model <- Explore::trainExplore(output_path = gsub("examples/", "results/" , output_path), file_name = "iris", settings_path = paste0(output_path, "iris.project")) | ||
model <- Explore::trainExplore(output_path = output_path, file_name = "iris", train_data = data, ClassFeature = "'class'", PositiveClass = '"Iris-versicolor"') | ||
expect_equal(class(model), "character") | ||
expect_false(model == "NA", info = "Test failed because model is NA") | ||
expect_equal(model, "petallength>2.45ANDpetallength<=4.95ANDpetalwidth<=1.65") | ||
expect_equal(model, "'petallength'>2.45AND'petallength'<=4.95AND'petalwidth'<=1.65") | ||
}) | ||
|
||
test_that("prediction (with model option 2)", { | ||
model <- Explore::trainExplore(output_path = gsub("examples/", "results/" , output_path), train_data = data, settings_path = paste0(output_path, "train_data.project"), ClassFeature = "'class'", PositiveClass = '"Iris-versicolor"', PrintSettings = "no", PrintPerformance = "no") | ||
test_that("prediction", { | ||
model <- Explore::trainExplore(output_path = output_path, train_data = data, settings_path = settings_path, ClassFeature = "'class'", PositiveClass = '"Iris-versicolor"') | ||
prediction <- Explore::predictExplore(model, test_data = data) | ||
|
||
expect_equal(class(prediction), "integer") | ||
expect_equal(length(prediction), nrow(data)) | ||
expect_equal(sum(prediction %in% c(0,1) == FALSE),0) | ||
}) | ||
|
||
test_that("compute AUC", { | ||
aucroc <- Explore::aucrocExplore(output_path = gsub("examples/", "results/" , output_path), train_data = data, OutputFile = paste0(gsub("examples/", "results/" , output_path), "train_data.result"), settings_path = paste0(output_path, "train_data.project"), ClassFeature = "'class'", PositiveClass = '"Iris-versicolor"') | ||
auroc <- Explore::aurocEXPLORE(output_path = output_path, train_data = data, settings_path = settings_path, ClassFeature = "'class'", PositiveClass = '"Iris-versicolor"') | ||
|
||
expect_equal(class(aucroc), "numeric") | ||
expect_true(aucroc < 100) | ||
expect_true(aucroc > 0) | ||
expect_equal(class(auroc), "numeric") | ||
expect_true(auroc < 100) | ||
expect_true(auroc > 0) | ||
}) |