## ----local-examples, echo = TRUE, results = "hide"---------------------------- list.dirs( system.file("extdata", "zarr_examples", package = "Rarr"), recursive = TRUE ) |> grep(pattern = "zarr$", value = TRUE) ## ----installation, eval = FALSE----------------------------------------------- # ## we need BiocManager to perform the installation # if (!require("BiocManager", quietly = TRUE)) # install.packages("BiocManager") # ## install Rarr # BiocManager::install("Rarr") ## ----message=FALSE------------------------------------------------------------ library(Rarr) ## ----use-example-------------------------------------------------------------- zarr_example <- system.file( "extdata", "zarr_examples", "column-first", "int32.zarr", package = "Rarr" ) ## ----overview-1--------------------------------------------------------------- zarr_overview(zarr_example) ## ----------------------------------------------------------------------------- index <- list(1:4, 1:2, 1) ## ----extract-subset----------------------------------------------------------- read_zarr_array(zarr_example, index = index) ## ----read-from-s3-shown, echo = TRUE, eval = FALSE---------------------------- # s3_address <- "https://uk1s3.embassy.ebi.ac.uk/idr/zarr/v0.4/idr0076A/10501752.zarr/0" # zarr_overview(s3_address) ## ----read-from-s3, echo = FALSE, eval = TRUE---------------------------------- s3_address <- "https://uk1s3.embassy.ebi.ac.uk/idr/zarr/v0.4/idr0076A/10501752.zarr/0" s3_client <- paws.storage::s3(config = list( credentials = list(anonymous = TRUE), region = "auto", endpoint = "https://uk1s3.embassy.ebi.ac.uk")) zarr_overview(s3_address, s3_client = s3_client) ## ----get-slices-not-run, echo = TRUE, eval = FALSE---------------------------- # z2 <- read_zarr_array(s3_address, index = list(c(1, 10), NULL, NULL)) ## ----get-slices, echo = FALSE, eval = TRUE------------------------------------ z2 <- read_zarr_array(s3_address, index = list(c(1, 10), NULL, NULL), s3_client = s3_client) ## ----plot-raster, echo = 2:9, cache = TRUE, out.width="30%", eval = TRUE------ par(mar = c(0, 0, 0, 0)) ## plot the first slice in blue image(log2(z2[1, , ]), col = hsv(h = 0.6, v = 1, s = 1, alpha = 0:100 / 100), asp = dim(z2)[2] / dim(z2)[3], axes = FALSE ) ## overlay the tenth slice in green image(log2(z2[2, , ]), col = hsv(h = 0.3, v = 1, s = 1, alpha = 0:100 / 100), asp = dim(z2)[2] / dim(z2)[3], axes = FALSE, add = TRUE ) ## ----example-array------------------------------------------------------------ x <- array(1:600, dim = c(10, 10, 6)) ## ----------------------------------------------------------------------------- path_to_new_zarr <- file.path(tempdir(), "new.zarr") write_zarr_array(x = x, zarr_array_path = path_to_new_zarr, chunk_dim = c(10, 5, 1)) ## ----check-written-array------------------------------------------------------ read_zarr_array(zarr_array_path = path_to_new_zarr, index = list(6:10, 10, 1)) identical(read_zarr_array(zarr_array_path = path_to_new_zarr), x) ## ----overview-2--------------------------------------------------------------- zarr_overview(zarr_example, as_data_frame = TRUE) ## ----s3-forbidden, error=TRUE------------------------------------------------ try({ zarr_overview("https://s3.embl.de/rarr-testing/bzip2.zarr") }) ## ----------------------------------------------------------------------------- Sys.setenv( "AWS_ACCESS_KEY_ID" = "V352gmotks4ZyhfU", "AWS_SECRET_ACCESS_KEY" = "2jveausI91c8P3c7OCRIOrxdLbp3LNW8" ) zarr_overview("https://s3.embl.de/rarr-testing/bzip2.zarr") ## ----bad-s3, error = TRUE----------------------------------------------------- try({ s3_address <- "https://uk1s3.embassy.ebi.ac.uk/idr/zarr/v0.4/idr0076A/10501752.zarr/0" zarr_overview(s3_address) }) ## ----paws-s3-client, eval = TRUE, echo = TRUE--------------------------------- s3_client <- paws.storage::s3( config = list( credentials = list(anonymous = TRUE), region = "auto", endpoint = "https://uk1s3.embassy.ebi.ac.uk") ) ## ----works-again, error = TRUE------------------------------------------------ try({ zarr_overview(s3_address, s3_client = s3_client) }) ## ----create-empty-array------------------------------------------------------- path <- tempfile() create_empty_zarr_array( zarr_array_path = path, dim = c(50, 20), chunk_dim = c(5, 10), data_type = "integer", fill_value = 7L ) ## ----check-empty-array-------------------------------------------------------- list.files(path, all.files = TRUE, no.. = TRUE) table(read_zarr_array(path)) ## ----update-array------------------------------------------------------------- x <- 1:20 update_zarr_array( zarr_array_path = path, x = x, index = list(1, 1:20) ) ## ----check-update------------------------------------------------------------- list.files(path, all.files = TRUE, no.. = TRUE) read_zarr_array(path, index = list(1:2, 1:5)) table(read_zarr_array(path)) ## ----loading-library, echo=FALSE---------------------------------------------- library(Rarr) ## ----use-example-2------------------------------------------------------------ zarr_example <- system.file( "extdata", "zarr_examples", "column-first", "int32.zarr", package = "Rarr" ) ## ----create-ZarrArray--------------------------------------------------------- zarr_array <- ZarrArray( zarr_example ) ## ----show-ZarrArray----------------------------------------------------------- zarr_array ## ----test-ZarrArray----------------------------------------------------------- is(zarr_array) dim(zarr_array) chunkdim(zarr_array) ## ----------------------------------------------------------------------------- X <- matrix(rnorm(1000), ncol=10) zarr_path <- tempfile(fileext = ".zarr") zarr_X <- writeZarrArray(X, zarr_array_path = zarr_path, chunk_dim = c(10,10)) zarr_X ## ----session-info, echo = FALSE----------------------------------------------- sessionInfo()