alabaster.bumpy 1.6.0
The BumpyMatrix
class provides a representation of complex ragged data structures - see the BumpyMatrix package for more information.
This is used to coerce immune repertoire, spatial transcriptomics and drug response data into a familiar 2D array for easy manipulation.
The alabaster.bumpy package allows users to save a BumpyMatrix
to file within the alabaster framework.
BumpyMatrix
Let’s make a BumpyMatrix
to demonstrate:
library(BumpyMatrix)
library(S4Vectors)
df <- DataFrame(x=runif(100), y=runif(100))
f <- factor(sample(letters[1:20], nrow(df), replace=TRUE), letters[1:20])
mat <- BumpyMatrix(split(df, f), c(5, 4))
Saving it to file involves calling saveObject
:
library(alabaster.bumpy)
tmp <- tempfile()
saveObject(mat, tmp)
list.files(tmp, recursive=TRUE)
## [1] "OBJECT" "concatenated/OBJECT"
## [3] "concatenated/basic_columns.h5" "partitions.h5"
BumpyMatrix
The loading procedure is even simpler as the metadata of the saved BumpyMatrix
remembers how it was saved.
We can just use alabaster.base::readObject()
or related functions, and the R interface will automatically do the rest.
readObject(tmp)
## 5 x 4 BumpyDataFrameMatrix
## rownames: NULL
## colnames: NULL
## preview [1,1]:
## DataFrame with 2 rows and 2 columns
## x y
## <numeric> <numeric>
## 1 0.398103 0.4686365
## 2 0.518044 0.0616416
sessionInfo()
## R version 4.4.1 (2024-06-14)
## Platform: x86_64-pc-linux-gnu
## Running under: Ubuntu 24.04.1 LTS
##
## Matrix products: default
## BLAS: /home/biocbuild/bbs-3.20-bioc/R/lib/libRblas.so
## LAPACK: /usr/lib/x86_64-linux-gnu/lapack/liblapack.so.3.12.0
##
## locale:
## [1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C
## [3] LC_TIME=en_GB LC_COLLATE=C
## [5] LC_MONETARY=en_US.UTF-8 LC_MESSAGES=en_US.UTF-8
## [7] LC_PAPER=en_US.UTF-8 LC_NAME=C
## [9] LC_ADDRESS=C LC_TELEPHONE=C
## [11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C
##
## time zone: America/New_York
## tzcode source: system (glibc)
##
## attached base packages:
## [1] stats4 stats graphics grDevices utils datasets methods
## [8] base
##
## other attached packages:
## [1] alabaster.bumpy_1.6.0 alabaster.base_1.6.0 S4Vectors_0.44.0
## [4] BiocGenerics_0.52.0 BumpyMatrix_1.14.0 BiocStyle_2.34.0
##
## loaded via a namespace (and not attached):
## [1] cli_3.6.3 knitr_1.48 rlang_1.1.4
## [4] xfun_0.48 jsonlite_1.8.9 htmltools_0.5.8.1
## [7] sass_0.4.9 rmarkdown_2.28 grid_4.4.1
## [10] evaluate_1.0.1 jquerylib_0.1.4 fastmap_1.2.0
## [13] Rhdf5lib_1.28.0 alabaster.schemas_1.6.0 yaml_2.3.10
## [16] IRanges_2.40.0 lifecycle_1.0.4 bookdown_0.41
## [19] BiocManager_1.30.25 compiler_4.4.1 Rcpp_1.0.13
## [22] rhdf5filters_1.18.0 rhdf5_2.50.0 lattice_0.22-6
## [25] digest_0.6.37 R6_2.5.1 bslib_0.8.0
## [28] Matrix_1.7-1 tools_4.4.1 cachem_1.1.0