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XAItest
Update the following URL to point to the GitHub repository of the package you wish to submit to Bioconductor
- Repository: https://github.com/GhislainFievet/XAItest
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Hi @GhislainFievet
Thanks for submitting your package. We are taking a quick look at it and you will hear back from us soon.
The DESCRIPTION file for this package is:
Package: XAItest
Title: XAItest: Enhancing Feature Discovery with eXplainable AI
Version: 0.99.0
Authors@R: c(
person("Ghislain", "FIEVET", , "[email protected]", role = c("aut", "cre"),
comment = c(ORCID = "0000-0002-0337-7327")),
person("Sébastien", "HERGALANT", role = "aut",
email="[email protected]", comment=c(ORCID = "0000-0001-8456-7992")))
Description:
XAItest is an R Package that identifies features using explainable AI
methods such as SHAP or LIME. This package allows users to compare
these methods with traditional statistical tests like t-tests, empirical
Bayes, and Fisher's test. Additionally, it includes a system that enables
the comparison of feature importance with p-values by incorporating
calibrated simulated data.
License: MIT + file LICENSE
Encoding: UTF-8
Roxygen: list(markdown = TRUE)
RoxygenNote: 7.2.3
biocViews: Software, StatisticalMethod, FeatureExtraction, Classification, Regression
Suggests: knitr, ggplot2, ggforce, shapr
Imports: limma, randomForest, kernelshap, caret, lime, DT, methods
VignetteBuilder: knitr
Author: Prénom Nom [aut, cre] (<[email protected]>)
Maintainer: Prénom Nom <[email protected]>
When I try to build your vignette I get an ERROR
R CMD build XAItest
* checking for file 'XAItest/DESCRIPTION' ... OK
* preparing 'XAItest':
* checking DESCRIPTION meta-information ... OK
* installing the package to build vignettes
* creating vignettes ... ERROR
--- re-building ‘doc.Rmd’ using knitr
Quitting from lines 120-122 [unnamed-chunk-4] (doc.Rmd)
Error: processing vignette 'doc.Rmd' failed with diagnostics:
Predictions must be numeric!
--- failed re-building ‘doc.Rmd’
SUMMARY: processing the following file failed:
‘doc.Rmd’
Error: Vignette re-building failed.
Execution halted
This package doesn't currently integrate with any existing Bioconductor classes. Could you show an example in the vignette, possibly with already existing data from another package and how your functions can be integrated into a Bioconductor ecosystem. See https://contributions.bioconductor.org/important-bioconductor-package-development-features.html#commonclass
Also please consider renaming the vignette file to something more informative than doc.Rmd; we recommend the name of the package
Thank you for the review :-) I'll work on it.
Hi lshep,
I modified what you mentionned:
- I fixed the Error problem, now the
devtools::install_github("GhislainFievet/XAItest", build_vignettes = TRUE, force=TRUE)runs fine. - I added the possibility to take as input a SummarizedExperiment object for the main function XAI.test, I also added some example of it in the man documentation, and added as a first example in the vignette the dataset airway from the bioconductor airway package.
- I renamed the vignette as XAItest.Rmd.
Thank you :-)
Ghislain
Your package has been added to git.bioconductor.org to continue the pre-review process. A build report will be posted shortly. Please fix any ERROR and WARNING in the build report before a reviewer is assigned or provide a justification on why you feel the ERROR or WARNING should be granted an exception.
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Dear Package contributor,
This is the automated single package builder at bioconductor.org.
Your package has been built on the Bioconductor Single Package Builder.
On one or more platforms, the build results were: "ERROR". This may mean there is a problem with the package that you need to fix. Or it may mean that there is a problem with the build system itself.
Please see the build report for more details.
The following are build products from R CMD build on the Single Package Builder: Linux (Ubuntu 22.04.3 LTS): XAItest_0.99.0.tar.gz Linux (Ubuntu 24.04.1 LTS): XAItest_0.99.0.tar.gz
Links above active for 21 days.
Remember: if you submitted your package after July 7th, 2020,
when making changes to your repository push to
[email protected]:packages/XAItest to trigger a new build.
A quick tutorial for setting up remotes and pushing to upstream can be found here.
Received a valid push on git.bioconductor.org; starting a build for commit id: 8c94d6c04147daa1ba43a418011e5cc50a5a2386
Dear Package contributor,
This is the automated single package builder at bioconductor.org.
Your package has been built on the Bioconductor Single Package Builder.
On one or more platforms, the build results were: "ERROR". This may mean there is a problem with the package that you need to fix. Or it may mean that there is a problem with the build system itself.
Please see the build report for more details.
The following are build products from R CMD build on the Single Package Builder: Linux (Ubuntu 24.04.1 LTS): XAItest_0.99.1.tar.gz Linux (Ubuntu 22.04.3 LTS): XAItest_0.99.1.tar.gz
Links above active for 21 days.
Remember: if you submitted your package after July 7th, 2020,
when making changes to your repository push to
[email protected]:packages/XAItest to trigger a new build.
A quick tutorial for setting up remotes and pushing to upstream can be found here.
Received a valid push on git.bioconductor.org; starting a build for commit id: e92555f395a8edf9c29ebb54528fe00fd55f8a93
Dear Package contributor,
This is the automated single package builder at bioconductor.org.
Your package has been built on the Bioconductor Single Package Builder.
On one or more platforms, the build results were: "ERROR". This may mean there is a problem with the package that you need to fix. Or it may mean that there is a problem with the build system itself.
Please see the build report for more details.
The following are build products from R CMD build on the Single Package Builder: Linux (Ubuntu 22.04.3 LTS): XAItest_0.99.2.tar.gz Linux (Ubuntu 24.04.1 LTS): XAItest_0.99.2.tar.gz
Links above active for 21 days.
Remember: if you submitted your package after July 7th, 2020,
when making changes to your repository push to
[email protected]:packages/XAItest to trigger a new build.
A quick tutorial for setting up remotes and pushing to upstream can be found here.
Received a valid push on git.bioconductor.org; starting a build for commit id: d0fe83e715ca1ba6f4aee039eec37b18d528bf9c
Dear Package contributor,
This is the automated single package builder at bioconductor.org.
Your package has been built on the Bioconductor Single Package Builder.
On one or more platforms, the build results were: "ERROR". This may mean there is a problem with the package that you need to fix. Or it may mean that there is a problem with the build system itself.
Please see the build report for more details.
The following are build products from R CMD build on the Single Package Builder: Linux (Ubuntu 24.04.1 LTS): XAItest_0.99.3.tar.gz Linux (Ubuntu 22.04.3 LTS): XAItest_0.99.3.tar.gz
Links above active for 21 days.
Remember: if you submitted your package after July 7th, 2020,
when making changes to your repository push to
[email protected]:packages/XAItest to trigger a new build.
A quick tutorial for setting up remotes and pushing to upstream can be found here.
Received a valid push on git.bioconductor.org; starting a build for commit id: 595c94194ceb35d66f73dbaae30e0e34bd3342bc
Dear Package contributor,
This is the automated single package builder at bioconductor.org.
Your package has been built on the Bioconductor Single Package Builder.
On one or more platforms, the build results were: "WARNINGS". This may mean there is a problem with the package that you need to fix. Or it may mean that there is a problem with the build system itself.
Please see the build report for more details.
The following are build products from R CMD build on the Single Package Builder: Linux (Ubuntu 22.04.3 LTS): XAItest_0.99.4.tar.gz Linux (Ubuntu 24.04.1 LTS): XAItest_0.99.4.tar.gz
Links above active for 21 days.
Remember: if you submitted your package after July 7th, 2020,
when making changes to your repository push to
[email protected]:packages/XAItest to trigger a new build.
A quick tutorial for setting up remotes and pushing to upstream can be found here.
Received a valid push on git.bioconductor.org; starting a build for commit id: a3d726a2cd42be0102a6bf85a4782cff0135d2d5
Dear Package contributor,
This is the automated single package builder at bioconductor.org.
Your package has been built on the Bioconductor Single Package Builder.
On one or more platforms, the build results were: "WARNINGS". This may mean there is a problem with the package that you need to fix. Or it may mean that there is a problem with the build system itself.
Please see the build report for more details.
The following are build products from R CMD build on the Single Package Builder: Linux (Ubuntu 22.04.3 LTS): XAItest_0.99.5.tar.gz Linux (Ubuntu 24.04.1 LTS): XAItest_0.99.5.tar.gz
Links above active for 21 days.
Remember: if you submitted your package after July 7th, 2020,
when making changes to your repository push to
[email protected]:packages/XAItest to trigger a new build.
A quick tutorial for setting up remotes and pushing to upstream can be found here.
Received a valid push on git.bioconductor.org; starting a build for commit id: c681fc974ad68ac14b9bba12f7c6b1207b6bc8e0
Received a valid push on git.bioconductor.org; starting a build for commit id: 0d76526ca49200d52cb2af95c27dd25d01c89ed1
Dear Package contributor,
This is the automated single package builder at bioconductor.org.
Your package has been built on the Bioconductor Single Package Builder.
Congratulations! The package built without errors or warnings on all platforms.
Please see the build report for more details.
The following are build products from R CMD build on the Single Package Builder: Linux (Ubuntu 22.04.3 LTS): XAItest_0.99.6.tar.gz Linux (Ubuntu 24.04.1 LTS): XAItest_0.99.6.tar.gz
Links above active for 21 days.
Remember: if you submitted your package after July 7th, 2020,
when making changes to your repository push to
[email protected]:packages/XAItest to trigger a new build.
A quick tutorial for setting up remotes and pushing to upstream can be found here.
Dear Package contributor,
This is the automated single package builder at bioconductor.org.
Your package has been built on the Bioconductor Single Package Builder.
Congratulations! The package built without errors or warnings on all platforms.
Please see the build report for more details.
The following are build products from R CMD build on the Single Package Builder: Linux (Ubuntu 22.04.3 LTS): XAItest_0.99.7.tar.gz Linux (Ubuntu 24.04.1 LTS): XAItest_0.99.7.tar.gz
Links above active for 21 days.
Remember: if you submitted your package after July 7th, 2020,
when making changes to your repository push to
[email protected]:packages/XAItest to trigger a new build.
A quick tutorial for setting up remotes and pushing to upstream can be found here.
A reviewer has been assigned to your package for an indepth review. Please respond accordingly to any further comments from the reviewer.
Hi @GhislainFievet
Sorry for the delay. Thank you for your submission. Please see the review below.
Best regards, Marcel
XAItest #3519
- Please make a stronger case for submission to Bioconductor. The main
data representation in the package is
data.frameand many of the functions and classes use either adata.frameor alist. The use of S4 should be reconsidered given the type of classes that your class inherits from.
DESCRIPTION
- Add
BugReportsandURLfields. - Add
xgboost,shaprto theSuggestsfield in theDESCRIPTION
NAMESPACE
- Looks good.
vignettes
- Consider wrapping text within the 80 character width.
- Use the citation feature of RMarkdown with following in the YAML front matter:
bibliography: ../inst/REFERENCES.bib
- Remove the reference to the
develversion from the vignette. After acceptance, the vignette will be published to the release version. - Remove any commented code from the vignette.
- It is strongly discouraged to use static images. Please run the function and
show any graphical outputs for
mapPvalImportance(objXAI). - Consider moving the custom function creation to a different vignette.
R
- S4 classes have the convention of starting with a capital letter.
- The class constructor should usually be
.objXAIrather thancontXAI - Reconsider using S4 for your composed class. It seems to be more fitting as an S3.
- Use
catfor theshowmethod. - Wrap text in the documentation and code to a limit of 80 character width.
- Set the defaults
refPvalColumnandfeatImpColumnsto be the ones you are grepping for i.e.,adjpvaland let the user change it if the column names are different (e.g.,refPvalColumn = "adjpval"). - Avoid the use of
sapplyand use eitherlapplyorvapply. - Create class accessors and avoid using
objXAI@metricsTableor use S3. - Avoid using
printand usemessageinstead forverboseoutputs. - Check that
ggplot2is installed if you will keep it inSuggestse.g., withBiocBaseUtils::checkInstalled. Otherwise move it to theImportsfield. - Rename
dfinput of your main functionXAI.testto be more descriptive as it also acceptsSummarizedExperiment.
tests
- Coverage looks good. Consider increasing the coverage for
plotModel.R:
> covr::package_coverage(type = "all")
XAItest Coverage: 86.50%
R/plotModel.R: 66.67%
R/getFeatImpThresholds.R: 82.35%
R/mapPvalImportance.R: 88.89%
R/XAI.test.R: 89.01%
R/modelsOverview.R: 93.75%
R/allClasses.R: 100.00%
Thank you for the review :-) I will make those changes and get back to you.
Received a valid push on git.bioconductor.org; starting a build for commit id: 71f86283e3114e723574d3d0c646fdfaa9942c91
Dear Package contributor,
This is the automated single package builder at bioconductor.org.
Your package has been built on the Bioconductor Single Package Builder.
On one or more platforms, the build results were: "WARNINGS". This may mean there is a problem with the package that you need to fix. Or it may mean that there is a problem with the build system itself.
Please see the build report for more details.
The following are build products from R CMD build on the Single Package Builder: Linux (Ubuntu 24.04.1 LTS): XAItest_0.99.8.tar.gz
Links above active for 21 days.
Remember: if you submitted your package after July 7th, 2020,
when making changes to your repository push to
[email protected]:packages/XAItest to trigger a new build.
A quick tutorial for setting up remotes and pushing to upstream can be found here.
Received a valid push on git.bioconductor.org; starting a build for commit id: 24615ea3b9e76ab15a2a195d9cb8ede786249542
Dear Package contributor,
This is the automated single package builder at bioconductor.org.
Your package has been built on the Bioconductor Single Package Builder.
On one or more platforms, the build results were: "ERROR". This may mean there is a problem with the package that you need to fix. Or it may mean that there is a problem with the build system itself.
Please see the build report for more details.
The following are build products from R CMD build on the Single Package Builder: Linux (Ubuntu 24.04.1 LTS): XAItest_0.99.9.tar.gz
Links above active for 21 days.
Remember: if you submitted your package after July 7th, 2020,
when making changes to your repository push to
[email protected]:packages/XAItest to trigger a new build.
A quick tutorial for setting up remotes and pushing to upstream can be found here.
Received a valid push on git.bioconductor.org; starting a build for commit id: 9f358b2be69f7a139d5a192b6bac025265aa85d7
Dear Package contributor,
This is the automated single package builder at bioconductor.org.
Your package has been built on the Bioconductor Single Package Builder.
On one or more platforms, the build results were: "WARNINGS". This may mean there is a problem with the package that you need to fix. Or it may mean that there is a problem with the build system itself.
Please see the build report for more details.
The following are build products from R CMD build on the Single Package Builder: Linux (Ubuntu 24.04.1 LTS): XAItest_0.99.10.tar.gz
Links above active for 21 days.
Remember: if you submitted your package after July 7th, 2020,
when making changes to your repository push to
[email protected]:packages/XAItest to trigger a new build.
A quick tutorial for setting up remotes and pushing to upstream can be found here.