#' Classify algae_traits data.frame
#'
#' @param extracted_dir path to the extracted data
#' @param timestamps `character` vector containing the timestamps to be classified
#' @param algae_traits_name
#' @param classifier classifier for flowcytometer
#' @param species_tracked names of the species tracked as a character vector. If `NULL` it will be read from the original configuration file in the `datadir`.
#' @param output path to which the classified data will be saved as `rds`
#' @param mc.cores number of cores to be used. Defaults to 1
#' @param bottle if not 'NULL' (default) only classify this bottle. Needs to be a single bottle!
#'
#' @return invisible `NULL`
#'
#' @importFrom pbmcapply pbmclapply
#' @export
#'
#' @md
#' @examples
#'
LEEF_2_classify_flowcam_archive <- function(
extracted_dir = NULL,
timestamps,
algae_traits_name = "algae_traits_filtered.rds",
classifier = NULL,
species_tracked = NULL,
output,
mc.cores = 1,
bottle = NULL
){
dir.create( output, showWarnings = FALSE, recursive = TRUE)
# dir <- tempfile(pattern = "extracted.data_")
# do the stuff -------------------------------------------------------
return(
pbmcapply::pbmclapply(
# lapply(
timestamps,
function(timestamp){
datadir <- file.path(
extracted_dir,
paste0("LEEF.flowcam.flowcam.", as.character(timestamp))
)
message("###############################################")
message("Classifying timestamp ", timestamp, "...")
# suppressMessages(
# {
classified <- NULL
try(
expr = {
classified <- LEEF_2_classify_flowcam_files(
datadir = datadir,
algae_traits_name = algae_traits_name,
classifier = classifier,
timestamp = timestamp,
species_tracked = species_tracked,
bottle = bottle
)
}
)
# }
# )
if (!is.null(classified)) {
message("Saving timestamp ", timestamp, "...")
saveRDS(
classified$algae_traits,
file = file.path(output, paste0("algae_traits.", timestamp, ".rds"))
)
saveRDS(
classified$algae_density,
file = file.path(output, paste0("algae_density.", timestamp, ".rds"))
)
}
message("Done")
message("###############################################")
return(NULL)
},
mc.preschedule = FALSE,
mc.cores = mc.cores
)
)
}
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