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.
BumpyMatrixLet’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:
## [1] "_environment.json" "concatenated/basic_columns.h5"
## [3] "concatenated/OBJECT" "OBJECT"
## [5] "partitions.h5"
BumpyMatrixThe 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.
## 5 x 4 BumpyDataFrameMatrix
## rownames: NULL
## colnames: NULL
## preview [1,1]:
## DataFrame with 7 rows and 2 columns
## x y
## <numeric> <numeric>
## 1 0.37737563 0.182961
## 2 0.29054688 0.529658
## 3 0.39593988 0.533977
## 4 0.00783464 0.629008
## 5 0.15916201 0.511599
## 6 0.94184673 0.963789
## 7 0.38558840 0.536891
## R version 4.6.1 (2026-06-24)
## Platform: x86_64-pc-linux-gnu
## Running under: Ubuntu 26.04 LTS
##
## Matrix products: default
## BLAS: /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3
## LAPACK: /usr/lib/x86_64-linux-gnu/openblas-pthread/libopenblasp-r0.3.32.so; LAPACK version 3.12.0
##
## locale:
## [1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C
## [3] LC_TIME=en_US.UTF-8 LC_COLLATE=en_US.UTF-8
## [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: Etc/UTC
## tzcode source: system (glibc)
##
## attached base packages:
## [1] stats4 stats graphics grDevices utils datasets methods
## [8] base
##
## other attached packages:
## [1] alabaster.bumpy_1.13.0 alabaster.base_1.13.1 S4Vectors_0.51.5
## [4] BiocGenerics_0.59.8 generics_0.1.4 BumpyMatrix_1.21.0
## [7] BiocStyle_2.41.0
##
## loaded via a namespace (and not attached):
## [1] cli_3.6.6 knitr_1.51 rlang_1.2.0
## [4] xfun_0.59 otel_0.2.0 jsonlite_2.0.0
## [7] buildtools_1.0.0 htmltools_0.5.9 maketools_1.3.2
## [10] sys_3.4.3 sass_0.4.10 rmarkdown_2.31
## [13] grid_4.6.1 evaluate_1.0.5 jquerylib_0.1.4
## [16] fastmap_1.2.0 Rhdf5lib_2.1.0 alabaster.schemas_1.13.0
## [19] yaml_2.3.12 IRanges_2.47.2 lifecycle_1.0.5
## [22] BiocManager_1.30.27 compiler_4.6.1 Rcpp_1.1.1-1.1
## [25] rhdf5filters_1.25.0 rhdf5_2.57.1 lattice_0.22-9
## [28] digest_0.6.39 R6_2.6.1 Matrix_1.7-5
## [31] bslib_0.11.0 tools_4.6.1 cachem_1.1.0