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#!/usr/bin/env Rscript | ||
## | ||
## cf filters.cc | ||
## | ||
## When run, this program will create a 2D sparse array with each dimension | ||
## having separate datatypes, similar to a dataframe. It will write some data to | ||
## it, and read a slice of the data back. | ||
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library(tiledb) | ||
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## Name of the array to create. | ||
array_name <- "filters_array" | ||
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## Path is either current directory, or a local config value is found | ||
uri <- file.path(getOption("TileDB_Data_Path", "."), array_name) | ||
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create_array <- function(uri) { | ||
## The array will be 4x4 with dimensions "rows" and "cols" | ||
## "rows" is a string dimension type so domain and extend are NULL | ||
## and space tiles 2x2 | ||
dom <- tiledb_domain(dims = c(tiledb_dim("rows", c(1L,4L), 4L, "INT32"), | ||
tiledb_dim("cols", c(1L,4L), 4L, "INT32"))) | ||
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## Filters | ||
fbwd <- tiledb_filter("BIT_WIDTH_REDUCTION") | ||
fzstd <- tiledb_filter("ZSTD") | ||
fla1 <- tiledb_filter_list(c(fbwd,fzstd)) | ||
fla2 <- tiledb_filter_list(tiledb_filter("GZIP")) | ||
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## Sparse schema | ||
schema <- tiledb_array_schema(dom, | ||
attrs = c(tiledb_attr("a1", type = "INT32", filter_list=fla1), | ||
tiledb_attr("a2", type = "INT32", filter_list=fla2)), | ||
sparse = TRUE) | ||
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## Create the (empty) array on disk. | ||
tiledb_array_create(uri, schema) | ||
invisible(NULL) | ||
} | ||
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write_array <- function(uri) { | ||
## Write some simple data to cells (1, 1), (2, 4) and (2, 3). | ||
data_a1 <- c(1L, 2L, 3L) | ||
data_a2 <- c(-1L, -2L, -3L) | ||
coords_rows <- c(1L, 2L, 2L) | ||
coords_cols <- c(1L, 4L, 3L) | ||
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arr <- tiledb_array(uri, query_type="WRITE", is.sparse=TRUE) | ||
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arr[] <- data.frame(rows=coords_rows, cols=coords_cols, a1=data_a1, a2=data_a2) | ||
invisible(NULL) | ||
} | ||
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read_array <- function(uri) { | ||
## opening in data.frame mode; could also open with as.data.frame=FALSE | ||
## returning three vectors | ||
arr <- tiledb_array(uri, as.data.frame=TRUE) | ||
dat <- arr[] | ||
print(dat) | ||
} | ||
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if (dir.exists(uri)) unlink(uri, recursive=TRUE) | ||
create_array(uri) | ||
write_array(uri) | ||
read_array(uri) |
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