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pipeComp

This is the development version of pipeComp; for the stable release version, see pipeComp.

All versions 3.24 (devel), 3.23 (release), 3.22, 3.21, 3.20, 3.19, 3.18, 3.17, 3.16, 3.15, 3.14, 3.13, 3.12

pipeComp pipeline benchmarking framework


Bioconductor version: Development (3.24)

A simple framework to facilitate the comparison of pipelines involving various steps and parameters. The `pipelineDefinition` class represents pipelines as, minimally, a set of functions consecutively executed on the output of the previous one, and optionally accompanied by step-wise evaluation and aggregation functions. Given such an object, a set of alternative parameters/methods, and benchmark datasets, the `runPipeline` function then proceeds through all combinations arguments, avoiding recomputing the same step twice and compiling evaluations on the fly to avoid storing potentially large intermediate data.

Author: Pierre-Luc Germain [cre, aut] ORCID iD ORCID: 0000-0003-3418-4218 , Anthony Sonrel [aut] ORCID iD ORCID: 0000-0002-2414-715X , Mark D. Robinson [aut, fnd] ORCID iD ORCID: 0000-0002-3048-5518

Maintainer: Pierre-Luc Germain <pierre-luc.germain at hest.ethz.ch>

Citation (from within R, enter citation("pipeComp")):

Pierre-Luc Germain, Anthony Sonrel, Mark D. Robinson. pipeComp: pipeComp pipeline benchmarking framework. doi:10.18129/B9.bioc.pipeComp, R package version 1.23.5, https://bioconductor.org/packages/pipeComp.

Generated from the package metadata; it may differ from the package's own citation.

Installation

To install this package, start R (version "4.6") and enter:

if (!require("BiocManager", quietly = TRUE))
    install.packages("BiocManager")

## The following initializes the development version of Bioconductor
BiocManager::install(version = "devel")

BiocManager::install("pipeComp")

For older versions of R, please refer to the appropriate Bioconductor release.

Documentation

To view documentation for the version of this package installed in your system, start R and enter:

browseVignettes("pipeComp")
pipeComp_dea HTML R Script
pipeComp_scRNA HTML R Script
pipeComp HTML R Script
Reference ManualPDF
NEWSText
LICENSEText

Details

biocViews Clustering, DataRepresentation, GeneExpression, Software, Transcriptomics
Version1.23.5
In Bioconductor sinceBioC 3.12 (R-4.0) (6 years)
License GPL
Depends R (>= 4.1)
Imports BiocParallel, S4Vectors, ComplexHeatmap, SingleCellExperiment, SummarizedExperiment, Seurat, matrixStats, Matrix, cluster, aricode, methods, utils, dplyr, grid, scales, scran, viridisLite, clue, randomcoloR, ggplot2, cowplot, intrinsicDimension, scater, knitr, reshape2, stats, Rtsne, uwot, circlize, RColorBrewer
System Requirements
URLhttps://doi.org/10.1186/s13059-020-02136-7
Bug Reportshttps://github.com/plger/pipeComp
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Suggests BiocStyle, rmarkdown
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Build Report Build Report, r-universe

Package Archives

Follow Installation instructions to use this package in your R session.

Source Package pipeComp_1.23.5.tar.gz
Windows Binary (x86_64) pipeComp_1.23.5.zip
macOS Binary (big-sur-x86_64) pipeComp_1.23.5.tgz
macOS Binary (sonoma-arm64) pipeComp_1.23.5.tgz
Source Repositorygit clone https://git.bioconductor.org/packages/pipeComp
Source Repository (Developer Access)git clone git@git.bioconductor.org:packages/pipeComp
Package Short Url https://bioconductor.org/packages/pipeComp/
Package Downloads ReportDownload Stats