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This page was generated on 2026-05-23 11:32 -0400 (Sat, 23 May 2026).

HostnameOSArch (*)R versionInstalled pkgs
nebbiolo1Linux (Ubuntu 24.04.4 LTS)x86_644.6.0 RC (2026-04-17 r89917) -- "Because it was There" 4995
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Package 1200/2418HostnameOS / ArchINSTALLBUILDCHECKBUILD BIN
maaslin3 1.4.0  (landing page)
William Nickols
Snapshot Date: 2026-05-22 13:40 -0400 (Fri, 22 May 2026)
git_url: https://git.bioconductor.org/packages/maaslin3
git_branch: RELEASE_3_23
git_last_commit: f7a411e
git_last_commit_date: 2026-04-28 09:04:13 -0400 (Tue, 28 Apr 2026)
nebbiolo1Linux (Ubuntu 24.04.4 LTS) / x86_64  OK    OK    OK  UNNEEDED, same version is already published
See other builds for maaslin3 in R Universe.


CHECK results for maaslin3 on nebbiolo1

To the developers/maintainers of the maaslin3 package:
- Allow up to 24 hours (and sometimes 48 hours) for your latest push to git@git.bioconductor.org:packages/maaslin3.git to reflect on this report. See Troubleshooting Build Report for more information.
- Use the following Renviron settings to reproduce errors and warnings.
- If 'R CMD check' started to fail recently on the Linux builder(s) over a missing dependency, add the missing dependency to 'Suggests:' in your DESCRIPTION file. See Renviron.bioc for more information.

raw results


Summary

Package: maaslin3
Version: 1.4.0
Command: /home/biocbuild/bbs-3.23-bioc/R/bin/R CMD check --install=check:maaslin3.install-out.txt --library=/home/biocbuild/bbs-3.23-bioc/R/site-library --timings maaslin3_1.4.0.tar.gz
StartedAt: 2026-05-23 01:35:30 -0400 (Sat, 23 May 2026)
EndedAt: 2026-05-23 01:51:24 -0400 (Sat, 23 May 2026)
EllapsedTime: 954.3 seconds
RetCode: 0
Status:   OK  
CheckDir: maaslin3.Rcheck
Warnings: 0

Command output

##############################################################################
##############################################################################
###
### Running command:
###
###   /home/biocbuild/bbs-3.23-bioc/R/bin/R CMD check --install=check:maaslin3.install-out.txt --library=/home/biocbuild/bbs-3.23-bioc/R/site-library --timings maaslin3_1.4.0.tar.gz
###
##############################################################################
##############################################################################


* using log directory ‘/home/biocbuild/bbs-3.23-bioc/meat/maaslin3.Rcheck’
* using R version 4.6.0 RC (2026-04-17 r89917)
* using platform: x86_64-pc-linux-gnu
* R was compiled by
    gcc (Ubuntu 13.3.0-6ubuntu2~24.04.1) 13.3.0
    GNU Fortran (Ubuntu 13.3.0-6ubuntu2~24.04.1) 13.3.0
* running under: Ubuntu 24.04.4 LTS
* using session charset: UTF-8
* current time: 2026-05-23 05:35:30 UTC
* checking for file ‘maaslin3/DESCRIPTION’ ... OK
* this is package ‘maaslin3’ version ‘1.4.0’
* checking package namespace information ... OK
* checking package dependencies ... OK
* checking if this is a source package ... OK
* checking if there is a namespace ... OK
* checking for hidden files and directories ... OK
* checking for portable file names ... OK
* checking for sufficient/correct file permissions ... OK
* checking whether package ‘maaslin3’ can be installed ... OK
* checking installed package size ... OK
* checking package directory ... OK
* checking ‘build’ directory ... OK
* checking DESCRIPTION meta-information ... NOTE
License stub is invalid DCF.
* checking top-level files ... OK
* checking for left-over files ... OK
* checking index information ... OK
* checking package subdirectories ... OK
* checking code files for non-ASCII characters ... OK
* checking R files for syntax errors ... OK
* checking whether the package can be loaded ... OK
* checking whether the package can be loaded with stated dependencies ... OK
* checking whether the package can be unloaded cleanly ... OK
* checking whether the namespace can be loaded with stated dependencies ... OK
* checking whether the namespace can be unloaded cleanly ... OK
* checking loading without being on the library search path ... OK
* checking dependencies in R code ... NOTE
Unexported objects imported by ':::' calls:
  ‘lmerTest:::summary.lmerModLmerTest’ ‘survival:::summary.coxph’
  See the note in ?`:::` about the use of this operator.
* checking S3 generic/method consistency ... OK
* checking replacement functions ... OK
* checking foreign function calls ... OK
* checking R code for possible problems ... OK
* checking Rd files ... OK
* checking Rd metadata ... OK
* checking Rd cross-references ... NOTE
Found the following Rd file(s) with Rd \link{} targets missing package
anchors:
  maaslin3.Rd: mirai
  maaslin_fit.Rd: mirai
  maaslin_log_arguments.Rd: mirai
Please provide package anchors for all Rd \link{} targets not in the
package itself and the base packages.
* checking for missing documentation entries ... OK
* checking for code/documentation mismatches ... OK
* checking Rd \usage sections ... OK
* checking Rd contents ... OK
* checking for unstated dependencies in examples ... OK
* checking files in ‘vignettes’ ... OK
* checking examples ... OK
Examples with CPU (user + system) or elapsed time > 5s
                                     user system elapsed
maaslin_plot_results               38.249  0.436  39.392
maaslin_plot_results_from_output   35.159  0.425  35.562
maaslin3                           17.012  0.677  17.674
maaslin_contrast_test              17.024  0.433  17.440
maaslin_write_results_lefse_format 14.608  0.210  14.799
maaslin_fit                        13.515  0.382  13.892
maaslin_write_results              13.200  0.223  13.411
* checking for unstated dependencies in ‘tests’ ... OK
* checking tests ...
  Running ‘testthat.R’
 OK
* checking for unstated dependencies in vignettes ... OK
* checking package vignettes ... OK
* checking re-building of vignette outputs ... OK
* checking PDF version of manual ... OK
* DONE

Status: 3 NOTEs
See
  ‘/home/biocbuild/bbs-3.23-bioc/meat/maaslin3.Rcheck/00check.log’
for details.


Installation output

maaslin3.Rcheck/00install.out

##############################################################################
##############################################################################
###
### Running command:
###
###   /home/biocbuild/bbs-3.23-bioc/R/bin/R CMD INSTALL maaslin3
###
##############################################################################
##############################################################################


* installing to library ‘/home/biocbuild/bbs-3.23-bioc/R/site-library’
* installing *source* package ‘maaslin3’ ...
** this is package ‘maaslin3’ version ‘1.4.0’
** using staged installation
** R
** inst
** byte-compile and prepare package for lazy loading
** help
*** installing help indices
** building package indices
** installing vignettes
** testing if installed package can be loaded from temporary location
** testing if installed package can be loaded from final location
** testing if installed package keeps a record of temporary installation path
* DONE (maaslin3)

Tests output

maaslin3.Rcheck/tests/testthat.Rout


R version 4.6.0 RC (2026-04-17 r89917) -- "Because it was There"
Copyright (C) 2026 The R Foundation for Statistical Computing
Platform: x86_64-pc-linux-gnu

R is free software and comes with ABSOLUTELY NO WARRANTY.
You are welcome to redistribute it under certain conditions.
Type 'license()' or 'licence()' for distribution details.

R is a collaborative project with many contributors.
Type 'contributors()' for more information and
'citation()' on how to cite R or R packages in publications.

Type 'demo()' for some demos, 'help()' for on-line help, or
'help.start()' for an HTML browser interface to help.
Type 'q()' to quit R.

> library(testthat)
> library(maaslin3)
> 
> test_check("maaslin3")
2026-05-23 01:41:15.27 ERROR::Please select a normalization from the list of available options : TSS, CLR, NONE
2026-05-23 01:41:15.29 ERROR::Please select a transform from the list of available options : LOG, PLOG, NONE
2026-05-23 01:41:15.30 ERROR::Please select a correction method from the list of available options : BH, holm, hochberg, hommel, bonferroni, BY
2026-05-23 01:41:15.35 ERROR::No fixed, group, or
                        ordered effects included in formula.
2026-05-23 01:41:15.36 ERROR::Effect name not found in metadata: d
2026-05-23 01:41:15.36 ERROR::No user formula provided
2026-05-23 01:41:15.39 ERROR::Effect name not found in metadata so not applied to formula as random effect: d
2026-05-23 01:41:15.40 ERROR::No fixed/group/ordered/
                        feature-specific effects provided.
2026-05-23 01:41:18.07 INFO::Writing function arguments to log file
2026-05-23 01:41:18.09 INFO::Verifying options selected are valid
2026-05-23 01:41:22.37 INFO::Writing function arguments to log file
2026-05-23 01:41:22.40 INFO::Verifying options selected are valid
2026-05-23 01:41:22.40 INFO::Determining format of input files
2026-05-23 01:41:22.40 INFO::Input format is data samples as rows and metadata samples as rows
2026-05-23 01:41:22.40 INFO::Running selected normalization method: TSS
2026-05-23 01:41:22.40 INFO::Creating output feature tables folder
2026-05-23 01:41:22.41 INFO::Writing normalized data to file /tmp/RtmpgGJIj8/file160b211bc130c/features/data_norm.tsv
2026-05-23 01:41:22.41 INFO::Filter data based on min abundance, min prevalence, and max prevalence
2026-05-23 01:41:22.41 INFO::Total samples in data: 16
2026-05-23 01:41:22.41 INFO::Min samples required with min abundance for a feature not to be filtered: 0.000000
2026-05-23 01:41:22.41 INFO::Max samples allowed with min abundance for a feature not to be filtered: 16.160000
2026-05-23 01:41:22.42 INFO::Total filtered features: 0
2026-05-23 01:41:22.42 INFO::Filtered feature names from abundance, min prevalence, and max prevalence filtering:
2026-05-23 01:41:22.42 INFO::Total features filtered by non-zero variance filtering: 0
2026-05-23 01:41:22.42 INFO::Filtered feature names from variance filtering:
2026-05-23 01:41:22.42 INFO::Writing filtered data to file /tmp/RtmpgGJIj8/file160b211bc130c/features/filtered_data.tsv
2026-05-23 01:41:22.42 INFO::Running selected transform method: LOG
2026-05-23 01:41:22.43 INFO::Writing normalized, filtered, transformed data to file /tmp/RtmpgGJIj8/file160b211bc130c/features/data_transformed.tsv
2026-05-23 01:41:22.43 INFO::Applying z-score to standardize continuous metadata
2026-05-23 01:41:22.43 INFO::Running the linear model component
2026-05-23 01:41:22.45 INFO::Fitting model to feature number 1, a
2026-05-23 01:41:22.46 INFO::Fitting model to feature number 2, b
2026-05-23 01:41:22.47 INFO::Fitting model to feature number 3, c
2026-05-23 01:41:22.47 INFO::Counting total values for each feature
2026-05-23 01:41:22.47 INFO::Running the logistic model component
2026-05-23 01:41:22.50 INFO::Fitting model to feature number 1, a
2026-05-23 01:41:22.51 INFO::Fitting model to feature number 2, b
2026-05-23 01:41:22.52 INFO::Fitting model to feature number 3, c
2026-05-23 01:41:22.53 INFO::Counting total values for each feature
2026-05-23 01:41:22.53 INFO::Re-running abundances for warn_prevalence
2026-05-23 01:41:22.53 INFO::Running selected normalization method: TSS
2026-05-23 01:41:22.53 INFO::Running selected transform method: LOG
2026-05-23 01:41:22.56 INFO::Fitting model to feature number 1, a
2026-05-23 01:41:22.56 INFO::Fitting model to feature number 2, b
2026-05-23 01:41:22.57 INFO::Fitting model to feature number 3, c
2026-05-23 01:41:22.58 INFO::Creating fits folder
2026-05-23 01:41:22.58 INFO::Writing residuals to file /tmp/RtmpgGJIj8/file160b211bc130c/fits/residuals_linear.rds
2026-05-23 01:41:22.59 INFO::Writing fitted values to file /tmp/RtmpgGJIj8/file160b211bc130c/fits/fitted_linear.rds
2026-05-23 01:41:22.59 INFO::Writing residuals to file /tmp/RtmpgGJIj8/file160b211bc130c/fits/residuals_logistic.rds
2026-05-23 01:41:22.59 INFO::Writing fitted values to file /tmp/RtmpgGJIj8/file160b211bc130c/fits/fitted_logistic.rds
2026-05-23 01:41:22.59 INFO::Writing all the results to file (ordered 
            by increasing individual q-values): /tmp/RtmpgGJIj8/file160b211bc130c/all_results.tsv
2026-05-23 01:41:22.59 INFO::Writing the significant results without errors (those which have joint q-values less than or equal to the threshold of 0.100000 ) to file (ordered by increasing individual q-values): /tmp/RtmpgGJIj8/file160b211bc130c/significant_results.tsv
2026-05-23 01:41:22.60 INFO::Creating output figures folder
2026-05-23 01:41:22.60 INFO::Writing summary plot of significant
                        results to file: /tmp/RtmpgGJIj8/file160b211bc130c/figures/summary_plot.pdf
2026-05-23 01:41:24.21 INFO::Writing association plots (one for each significant association) to output folder: /tmp/RtmpgGJIj8/file160b211bc130c/figures
2026-05-23 01:41:24.21 INFO::Plotting associations from most to least significant, grouped by metadata
2026-05-23 01:41:24.22 INFO::Creating boxplot for continuous data (logistic), var1 vs a
2026-05-23 01:41:24.75 INFO::Writing summary plot of
                        significant results to file: /tmp/RtmpgGJIj8/file160b211bc130c/figures/summary_plot.pdf
2026-05-23 01:41:26.30 INFO::Writing association plots (one for each significant association) to output folder: /tmp/RtmpgGJIj8/file160b211bc130c/figures
2026-05-23 01:41:26.30 INFO::Plotting associations from most to least significant, grouped by metadata
2026-05-23 01:41:26.31 INFO::Creating boxplot for continuous data (logistic), var1 vs a
2026-05-23 01:41:26.84 INFO::Running the linear model component
2026-05-23 01:41:26.85 INFO::Fitting model to feature number 1, a
2026-05-23 01:41:26.85 INFO::Fitting model to feature number 2, b
2026-05-23 01:41:26.86 INFO::Fitting model to feature number 3, c
2026-05-23 01:41:26.86 INFO::Counting total values for each feature
2026-05-23 01:41:26.86 INFO::Running the logistic model component
2026-05-23 01:41:26.87 INFO::Fitting model to feature number 1, a
2026-05-23 01:41:26.88 INFO::Fitting model to feature number 2, b
2026-05-23 01:41:26.89 INFO::Fitting model to feature number 3, c
2026-05-23 01:41:26.90 INFO::Counting total values for each feature
2026-05-23 01:41:26.90 INFO::Re-running abundances for warn_prevalence
2026-05-23 01:41:26.90 INFO::Running selected normalization method: TSS
2026-05-23 01:41:26.90 INFO::Running selected transform method: LOG
2026-05-23 01:41:26.92 INFO::Fitting model to feature number 1, a
2026-05-23 01:41:26.93 INFO::Fitting model to feature number 2, b
2026-05-23 01:41:26.93 INFO::Fitting model to feature number 3, c
2026-05-23 01:41:26.94 INFO::Creating output folder
2026-05-23 01:41:26.94 INFO::Creating output figures folder
2026-05-23 01:41:26.95 INFO::Writing summary plot of significant
                        results to file: /tmp/RtmpgGJIj8/file160b236f9bef9/figures/summary_plot.pdf
2026-05-23 01:41:28.52 INFO::Writing association plots (one for each significant association) to output folder: /tmp/RtmpgGJIj8/file160b236f9bef9/figures
2026-05-23 01:41:28.52 INFO::Plotting associations from most to least significant, grouped by metadata
2026-05-23 01:41:28.52 INFO::Creating boxplot for continuous data (logistic), var1 vs a
2026-05-23 01:41:29.06 INFO::Applying z-score to standardize continuous metadata
2026-05-23 01:41:29.06 INFO::Factor detected for categorial metadata 'c'. Using as-is.
2026-05-23 01:41:29.07 INFO::Bypass z-score application to metadata
2026-05-23 01:41:29.07 INFO::Bypass z-score application to metadata
2026-05-23 01:41:29.11 INFO::Determining format of input files
2026-05-23 01:41:29.11 INFO::Input format is data samples as rows and metadata samples as rows
2026-05-23 01:41:29.11 INFO::Input format is data samples as rows and feature_specific_covariate samples as rows
2026-05-23 01:41:29.12 INFO::Determining format of input files
2026-05-23 01:41:29.12 INFO::Input format is data samples as columns and metadata samples as rows
2026-05-23 01:41:29.13 INFO::Input format is feature_specific_covariate samples as columns
2026-05-23 01:41:29.13 INFO::Determining format of input files
2026-05-23 01:41:29.13 INFO::Input format is data samples as rows and metadata samples as rows
2026-05-23 01:41:29.14 INFO::Input format is feature_specific_covariate samples as columns
2026-05-23 01:41:29.14 INFO::The following samples were found to have metadata but no features (or feature specific covariates if applicable). They will be removed. sample1
2026-05-23 01:41:29.14 INFO::The following samples were found to have feature specific covariates but no features or no metadata. They will be removed. sample1
2026-05-23 01:41:29.15 INFO::Running selected transform method: LOG
2026-05-23 01:41:29.15 INFO::Creating output feature tables folder
2026-05-23 01:41:29.15 INFO::Writing normalized, filtered, transformed data to file /tmp/RtmpgGJIj8/file160b242c4b00c/features/data_transformed.tsv
2026-05-23 01:41:29.16 INFO::Running selected transform method: LOG
2026-05-23 01:41:29.16 INFO::Writing normalized, filtered, transformed data to file /tmp/RtmpgGJIj8/file160b242c4b00c/features/data_transformed.tsv
2026-05-23 01:41:29.16 INFO::Running selected transform method: PLOG
2026-05-23 01:41:29.16 INFO::Writing normalized, filtered, transformed data to file /tmp/RtmpgGJIj8/file160b242c4b00c/features/data_transformed.tsv
2026-05-23 01:41:29.17 INFO::Running selected transform method: NONE
2026-05-23 01:41:29.17 INFO::Writing normalized, filtered, transformed data to file /tmp/RtmpgGJIj8/file160b242c4b00c/features/data_transformed.tsv
2026-05-23 01:41:29.18 INFO::Running the linear model component
2026-05-23 01:41:29.19 INFO::Fitting model to feature number 1, a
2026-05-23 01:41:29.19 INFO::Fitting model to feature number 2, b
2026-05-23 01:41:29.20 INFO::Fitting model to feature number 3, c
2026-05-23 01:41:29.20 INFO::Counting total values for each feature
2026-05-23 01:41:29.20 INFO::Running the logistic model component
2026-05-23 01:41:29.21 INFO::Fitting model to feature number 1, a
2026-05-23 01:41:29.22 INFO::Fitting model to feature number 2, b
2026-05-23 01:41:29.23 INFO::Fitting model to feature number 3, c
2026-05-23 01:41:29.23 INFO::Counting total values for each feature
2026-05-23 01:41:29.24 INFO::Re-running abundances for warn_prevalence
2026-05-23 01:41:29.24 INFO::Running selected normalization method: TSS
2026-05-23 01:41:29.24 INFO::Running selected transform method: LOG
2026-05-23 01:41:29.25 INFO::Fitting model to feature number 1, a
2026-05-23 01:41:29.25 INFO::Fitting model to feature number 2, b
2026-05-23 01:41:29.26 INFO::Fitting model to feature number 3, c
2026-05-23 01:41:29.27 INFO::Creating output folder
2026-05-23 01:41:29.27 INFO::Creating fits folder
2026-05-23 01:41:29.27 INFO::Writing residuals to file /tmp/RtmpgGJIj8/file160b21965d57a/fits/residuals_linear.rds
2026-05-23 01:41:29.27 INFO::Writing fitted values to file /tmp/RtmpgGJIj8/file160b21965d57a/fits/fitted_linear.rds
2026-05-23 01:41:29.27 INFO::Writing residuals to file /tmp/RtmpgGJIj8/file160b21965d57a/fits/residuals_logistic.rds
2026-05-23 01:41:29.27 INFO::Writing fitted values to file /tmp/RtmpgGJIj8/file160b21965d57a/fits/fitted_logistic.rds
2026-05-23 01:41:29.28 INFO::Writing all the results to file (ordered 
            by increasing individual q-values): /tmp/RtmpgGJIj8/file160b21965d57a/all_results.tsv
2026-05-23 01:41:29.28 INFO::Writing the significant results without errors (those which have joint q-values less than or equal to the threshold of 0.100000 ) to file (ordered by increasing individual q-values): /tmp/RtmpgGJIj8/file160b21965d57a/significant_results.tsv
2026-05-23 01:41:29.92 INFO::Running the linear model component
2026-05-23 01:41:29.93 INFO::Fitting model to feature number 1, a
2026-05-23 01:41:29.93 INFO::Fitting model to feature number 2, b
2026-05-23 01:41:29.94 INFO::Fitting model to feature number 3, c
2026-05-23 01:41:29.94 INFO::Counting total values for each feature
2026-05-23 01:41:29.95 INFO::Running the logistic model component
2026-05-23 01:41:29.96 INFO::Fitting model to feature number 1, a
2026-05-23 01:41:29.96 INFO::Fitting model to feature number 2, b
2026-05-23 01:41:29.96 INFO::Fitting model to feature number 3, c
2026-05-23 01:41:29.97 INFO::Counting total values for each feature
2026-05-23 01:41:29.97 INFO::Re-running abundances for warn_prevalence
2026-05-23 01:41:29.98 INFO::Running selected normalization method: TSS
2026-05-23 01:41:29.98 INFO::Running selected transform method: LOG
2026-05-23 01:41:29.99 INFO::Fitting model to feature number 1, a
2026-05-23 01:41:29.99 INFO::Fitting model to feature number 2, b
2026-05-23 01:41:30.00 INFO::Fitting model to feature number 3, c
2026-05-23 01:41:30.86 INFO::Started 2 mirai daemons via `cores` argument
2026-05-23 01:41:30.86 INFO::Running the linear model component
2026-05-23 01:41:32.23 INFO::Counting total values for each feature
2026-05-23 01:41:32.23 INFO::Running the logistic model component
2026-05-23 01:41:32.32 INFO::Counting total values for each feature
2026-05-23 01:41:32.32 INFO::Re-running abundances for warn_prevalence
2026-05-23 01:41:32.32 INFO::Running selected normalization method: TSS
2026-05-23 01:41:32.32 INFO::Running selected transform method: LOG
2026-05-23 01:41:34.31 INFO::Running the linear model component
2026-05-23 01:41:35.70 INFO::Counting total values for each feature
2026-05-23 01:41:35.71 INFO::Running the logistic model component
2026-05-23 01:41:35.80 INFO::Counting total values for each feature
2026-05-23 01:41:35.81 INFO::Re-running abundances for warn_prevalence
2026-05-23 01:41:35.81 INFO::Running selected normalization method: TSS
2026-05-23 01:41:35.81 INFO::Running selected transform method: LOG
2026-05-23 01:41:38.33 INFO::Running the linear model component
2026-05-23 01:41:39.79 INFO::Counting total values for each feature
2026-05-23 01:41:39.79 INFO::Running the logistic model component
2026-05-23 01:41:39.87 INFO::Counting total values for each feature
2026-05-23 01:41:39.88 INFO::Re-running abundances for warn_prevalence
2026-05-23 01:41:39.88 INFO::Running selected normalization method: TSS
2026-05-23 01:41:39.88 INFO::Running selected transform method: LOG
2026-05-23 01:41:41.86 INFO::Writing function arguments to log file
2026-05-23 01:41:41.91 INFO::Verifying options selected are valid
2026-05-23 01:41:41.91 INFO::Determining format of input files
2026-05-23 01:41:41.91 INFO::Input format is data samples as rows and metadata samples as rows
2026-05-23 01:41:41.92 INFO::Running selected normalization method: TSS
2026-05-23 01:41:41.92 INFO::Creating output feature tables folder
2026-05-23 01:41:41.92 INFO::Writing normalized data to file /tmp/RtmpgGJIj8/maaslin3_parallel_test_160b272b99058/features/data_norm.tsv
2026-05-23 01:41:41.92 INFO::Filter data based on min abundance, min prevalence, and max prevalence
2026-05-23 01:41:41.93 INFO::Total samples in data: 30
2026-05-23 01:41:41.93 INFO::Min samples required with min abundance for a feature not to be filtered: 0.000000
2026-05-23 01:41:41.93 INFO::Max samples allowed with min abundance for a feature not to be filtered: 30.300000
2026-05-23 01:41:41.93 INFO::Total filtered features: 0
2026-05-23 01:41:41.93 INFO::Filtered feature names from abundance, min prevalence, and max prevalence filtering:
2026-05-23 01:41:41.94 INFO::Total features filtered by non-zero variance filtering: 0
2026-05-23 01:41:41.94 INFO::Filtered feature names from variance filtering:
2026-05-23 01:41:41.94 INFO::Writing filtered data to file /tmp/RtmpgGJIj8/maaslin3_parallel_test_160b272b99058/features/filtered_data.tsv
2026-05-23 01:41:41.94 INFO::Running selected transform method: LOG
2026-05-23 01:41:41.94 INFO::Writing normalized, filtered, transformed data to file /tmp/RtmpgGJIj8/maaslin3_parallel_test_160b272b99058/features/data_transformed.tsv
2026-05-23 01:41:41.94 INFO::Applying z-score to standardize continuous metadata
2026-05-23 01:41:41.95 INFO::Running the linear model component
2026-05-23 01:41:43.38 INFO::Counting total values for each feature
2026-05-23 01:41:43.39 INFO::Running the logistic model component
2026-05-23 01:41:43.50 INFO::Counting total values for each feature
2026-05-23 01:41:43.51 INFO::Creating fits folder
2026-05-23 01:41:43.51 INFO::Writing residuals to file /tmp/RtmpgGJIj8/maaslin3_parallel_test_160b272b99058/fits/residuals_linear.rds
2026-05-23 01:41:43.51 INFO::Writing fitted values to file /tmp/RtmpgGJIj8/maaslin3_parallel_test_160b272b99058/fits/fitted_linear.rds
2026-05-23 01:41:43.51 INFO::Writing residuals to file /tmp/RtmpgGJIj8/maaslin3_parallel_test_160b272b99058/fits/residuals_logistic.rds
2026-05-23 01:41:43.51 INFO::Writing fitted values to file /tmp/RtmpgGJIj8/maaslin3_parallel_test_160b272b99058/fits/fitted_logistic.rds
2026-05-23 01:41:43.51 INFO::Writing all the results to file (ordered 
            by increasing individual q-values): /tmp/RtmpgGJIj8/maaslin3_parallel_test_160b272b99058/all_results.tsv
2026-05-23 01:41:43.52 INFO::Writing the significant results without errors (those which have joint q-values less than or equal to the threshold of 0.100000 ) to file (ordered by increasing individual q-values): /tmp/RtmpgGJIj8/maaslin3_parallel_test_160b272b99058/significant_results.tsv
2026-05-23 01:41:44.24 INFO::Running the linear model component
2026-05-23 01:41:44.26 INFO::Fitting model to feature number 1, a
2026-05-23 01:41:44.26 INFO::Fitting model to feature number 2, b
2026-05-23 01:41:44.27 INFO::Fitting model to feature number 3, c
2026-05-23 01:41:44.27 INFO::Counting total values for each feature
2026-05-23 01:41:44.28 INFO::Running the logistic model component
2026-05-23 01:41:44.29 INFO::Fitting model to feature number 1, a
2026-05-23 01:41:44.29 INFO::Fitting model to feature number 2, b
2026-05-23 01:41:44.30 INFO::Fitting model to feature number 3, c
2026-05-23 01:41:44.31 INFO::Counting total values for each feature
2026-05-23 01:41:44.31 INFO::Re-running abundances for warn_prevalence
2026-05-23 01:41:44.31 INFO::Running selected normalization method: TSS
2026-05-23 01:41:44.31 INFO::Running selected transform method: LOG
2026-05-23 01:41:44.32 INFO::Fitting model to feature number 1, a
2026-05-23 01:41:44.33 INFO::Fitting model to feature number 2, b
2026-05-23 01:41:44.33 INFO::Fitting model to feature number 3, c
2026-05-23 01:41:45.05 INFO::Started 2 mirai daemons via `cores` argument
2026-05-23 01:41:45.05 INFO::Running the linear model component
2026-05-23 01:41:46.45 INFO::Counting total values for each feature
2026-05-23 01:41:46.46 INFO::Running the logistic model component
2026-05-23 01:41:46.55 INFO::Counting total values for each feature
2026-05-23 01:41:46.55 INFO::Re-running abundances for warn_prevalence
2026-05-23 01:41:46.56 INFO::Running selected normalization method: TSS
2026-05-23 01:41:46.56 INFO::Running selected transform method: LOG
2026-05-23 01:41:46.84 INFO::Running the linear model component
2026-05-23 01:41:46.86 INFO::Fitting model to feature number 1, a
2026-05-23 01:41:46.86 INFO::Fitting model to feature number 2, b
2026-05-23 01:41:46.87 INFO::Counting total values for each feature
2026-05-23 01:41:46.87 INFO::Running the logistic model component
2026-05-23 01:41:46.88 INFO::Fitting model to feature number 1, a
2026-05-23 01:41:46.89 INFO::Fitting model to feature number 2, b
2026-05-23 01:41:46.89 INFO::Counting total values for each feature
2026-05-23 01:41:46.90 INFO::Re-running abundances for warn_prevalence
2026-05-23 01:41:46.90 INFO::Running selected normalization method: TSS
2026-05-23 01:41:46.90 INFO::Running selected transform method: LOG
2026-05-23 01:41:46.91 INFO::Fitting model to feature number 1, a
2026-05-23 01:41:46.92 INFO::Fitting model to feature number 2, b
2026-05-23 01:41:46.93 INFO::Creating output folder
2026-05-23 01:41:46.93 INFO::Creating output figures folder
2026-05-23 01:41:46.93 INFO::Writing summary plot of significant
                        results to file: /tmp/RtmpgGJIj8/file160b214eae970/figures/summary_plot.pdf
2026-05-23 01:41:49.07 INFO::Writing association plots (one for each significant association) to output folder: /tmp/RtmpgGJIj8/file160b214eae970/figures
2026-05-23 01:41:49.08 INFO::Plotting associations from most to least significant, grouped by metadata
2026-05-23 01:41:49.08 INFO::Creating scatter plot for continuous 
                        data (linear), var1 vs b
2026-05-23 01:41:49.63 INFO::Creating boxplot for continuous data (logistic), var1 vs a
2026-05-23 01:41:51.60 INFO::Running the linear model component
2026-05-23 01:41:51.61 INFO::Fitting model to feature number 1, a
2026-05-23 01:41:51.68 INFO::Fitting model to feature number 2, b
2026-05-23 01:41:51.75 INFO::Counting total values for each feature
2026-05-23 01:41:51.75 INFO::Running the logistic model component
2026-05-23 01:41:51.76 INFO::Fitting model to feature number 1, a
2026-05-23 01:41:51.84 INFO::Fitting model to feature number 2, b
2026-05-23 01:41:51.93 INFO::Counting total values for each feature
2026-05-23 01:41:51.94 INFO::Re-running abundances for warn_prevalence
2026-05-23 01:41:51.94 INFO::Running selected normalization method: TSS
2026-05-23 01:41:51.94 INFO::Running selected transform method: LOG
2026-05-23 01:41:51.95 INFO::Fitting model to feature number 1, a
2026-05-23 01:41:52.01 INFO::Fitting model to feature number 2, b
[ FAIL 0 | WARN 0 | SKIP 1 | PASS 190 ]

══ Skipped tests (1) ═══════════════════════════════════════════════════════════
• empty test (1): 'test_no_dplyr_in_tests.R:4:1'

[ FAIL 0 | WARN 0 | SKIP 1 | PASS 190 ]
> 
> 
> proc.time()
   user  system elapsed 
158.315   2.837 177.921 

Example timings

maaslin3.Rcheck/maaslin3-Ex.timings

nameusersystemelapsed
maaslin317.012 0.67717.674
maaslin_check_arguments0.1190.0040.124
maaslin_check_formula0.1390.0060.146
maaslin_compute_formula0.1610.0040.165
maaslin_contrast_test17.024 0.43317.440
maaslin_filter0.4520.0180.471
maaslin_fit13.515 0.38213.892
maaslin_log_arguments0.1400.0110.152
maaslin_normalize0.2750.0160.290
maaslin_plot_results38.249 0.43639.392
maaslin_plot_results_from_output35.159 0.42535.562
maaslin_process_metadata0.4550.0350.491
maaslin_read_data0.1510.0070.158
maaslin_reorder_data0.1510.0070.158
maaslin_transform0.5690.0200.589
maaslin_write_results13.200 0.22313.411
maaslin_write_results_lefse_format14.608 0.21014.799
preprocess_dna_mtx0.0020.0020.004
preprocess_taxa_mtx0.0030.0010.005