X-Git-Url: https://git.auder.net/?a=blobdiff_plain;f=epclust%2FR%2Fde_serialize.R;h=b6684d2abfbf35b6e99ccfd5d529e2b8f3d50688;hb=492cd9e74a79cbcc0ecde55fa3071a44b7e463dc;hp=682db53c18a2c129af70431b5d9dc85b0c192331;hpb=56857861dc15088cf58e7438968fe5714b22168e;p=epclust.git diff --git a/epclust/R/de_serialize.R b/epclust/R/de_serialize.R index 682db53..b6684d2 100644 --- a/epclust/R/de_serialize.R +++ b/epclust/R/de_serialize.R @@ -1,11 +1,40 @@ -#data: matrix of double or connection -serialize = function(data_ascii, data_bin_file, nb_per_chunk, +#' @name de_serialize +#' @rdname de_serialize +#' @aliases binarize binarizeTransform getDataInFile +#' +#' @title (De)Serialization of a [big]matrix or data stream +#' +#' @description \code{binarize()} serializes a matrix or CSV file with minimal overhead, +#' into a binary file. \code{getDataInFile()} achieves the inverse task: she retrieves +#' (ASCII) data rows from indices in the binary file. Finally, +#' \code{binarizeTransform()} serialize transformations of all data chunks; to use it, +#' a data-retrieval function must be provided, thus \code{binarize} will most likely be +#' used first (and then a function defined to seek in generated binary file) +#' +#' @param data_ascii Either a matrix or CSV file, with items in rows +#' @param indices Indices of the lines to retrieve +#' @param data_bin_file Name of binary file on output (\code{binarize}) +#' or intput (\code{getDataInFile}) +#' @param nb_per_chunk Number of lines to process in one batch +#' @inheritParams claws +#' @param getData Function to retrieve data chunks +#' @param transform Transformation function to apply on data chunks +#' +#' @return For \code{getDataInFile()}, the matrix with rows corresponding to the +#' requested indices. \code{binarizeTransform} returns the number of processed lines. +#' \code{binarize} is designed to serialize in several calls, thus returns nothing. +NULL + +#' @rdname de_serialize +#' @export +binarize = function(data_ascii, data_bin_file, nb_per_chunk, sep=",", nbytes=4, endian=.Platform$endian) { if (is.character(data_ascii)) data_ascii = file(data_ascii, open="r") - else if (is(data_ascii,"connection") && !isOpen(data_ascii)) + else if (methods::is(data_ascii,"connection") && !isOpen(data_ascii)) open(data_ascii) + is_matrix = !methods::is(data_ascii,"connection") first_write = (!file.exists(data_bin_file) || file.info(data_bin_file)$size == 0) data_bin = file(data_bin_file, open=ifelse(first_write,"wb","ab")) @@ -14,60 +43,84 @@ serialize = function(data_ascii, data_bin_file, nb_per_chunk, if (first_write) { #number of items always on 8 bytes - writeBin(0L, data_bin, size=8) #,endian="little") - if (is.matrix(data_ascii)) + writeBin(0L, data_bin, size=8, endian=endian) + if ( is_matrix ) data_length = ncol(data_ascii) - else #if (is(data, "connection")) + else #connection { data_line = scan(data_ascii, double(), sep=sep, nlines=1, quiet=TRUE) - writeBin(data_line, data_bin, size=nbytes) + writeBin(data_line, data_bin, size=nbytes, endian=endian) data_length = length(data_line) } } - if (is.matrix(data_ascii)) + if (is_matrix) index = 1 repeat { - if (is.matrix(data_ascii)) + if ( is_matrix ) { - range = index:min(nrow(data_ascii),index+nb_per_chunk) data_chunk = - if (range[1] <= nrow(data_ascii)) - as.double(t(data_ascii[range,])) + if (index <= nrow(data_ascii)) + as.double(t(data_ascii[index:min(nrow(data_ascii),index+nb_per_chunk-1),])) else - integer(0) + double(0) index = index + nb_per_chunk } else data_chunk = scan(data_ascii, double(), sep=sep, nlines=nb_per_chunk, quiet=TRUE) if (length(data_chunk)==0) break - writeBin(data_chunk, data_bin, size=nbytes) + writeBin(data_chunk, data_bin, size=nbytes, endian=endian) } if (first_write) { - #ecrire file_size-1 / (nbytes*nbWritten) en 0 dans bin_data ! ignored == file_size + # Write data_length, = (file_size-1) / (nbytes*nbWritten) at offset 0 in data_bin ignored = seek(data_bin, 0) - writeBin(data_length, data_bin, size=8) + writeBin(data_length, data_bin, size=8, endian=endian) } close(data_bin) - if (is(data_ascii,"connection")) + if ( ! is_matrix ) close(data_ascii) } -#read in binary file, always same structure +#' @rdname de_serialize +#' @export +binarizeTransform = function(getData, transform, data_bin_file, nb_per_chunk, + nbytes=4, endian=.Platform$endian) +{ + nb_items = 0 + index = 1 + repeat + { + data_chunk = getData((index-1)+seq_len(nb_per_chunk)) + if (is.null(data_chunk)) + break + transformed_chunk = transform(data_chunk) + binarize(transformed_chunk, data_bin_file, nb_per_chunk, ",", nbytes, endian) + index = index + nb_per_chunk + nb_items = nb_items + nrow(data_chunk) + } + nb_items +} + +#' @rdname de_serialize +#' @export getDataInFile = function(indices, data_bin_file, nbytes=4, endian=.Platform$endian) { data_bin = file(data_bin_file, "rb") - data_length = readBin(data_bin, "integer", 1, 8, endian) + data_size = file.info(data_bin_file)$size + data_length = readBin(data_bin, "integer", n=1, size=8, endian=endian) #Ou t(sapply(...)) (+ rapide ?) data_ascii = do.call( rbind, lapply( indices, function(i) { - ignored = seek(data_bin, 8+((i-1)*data_length*nbytes)) - readBin(data_bin, "double", n=data_length, size=nbytes) + offset = 8+(i-1)*data_length*nbytes + if (offset > data_size) + return (vector("double",0)) + ignored = seek(data_bin, offset) + readBin(data_bin, "double", n=data_length, size=nbytes, endian=endian) } ) ) close(data_bin) - data_ascii + if (ncol(data_ascii)>0) data_ascii else NULL }