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Revision 966 -
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Mon Jun 29 09:05:14 2009 UTC (9 years, 7 months ago) by feinerer
File size: 24784 byte(s)
Mon Jun 29 09:05:14 2009 UTC (9 years, 7 months ago) by feinerer
File size: 24784 byte(s)
Remove TODO item.
# Author: Ingo Feinerer prepareReader <- function(readerControl, defaultReader = NULL, ...) { if (is.null(readerControl$reader)) readerControl$reader <- defaultReader if (is(readerControl$reader, "FunctionGenerator")) readerControl$reader <- readerControl$reader(...) if (is.null(readerControl$language)) readerControl$language <- "eng" readerControl } ## Fast Corpus ## - provides a prototype implementation of a more time and memory efficient representation of a corpus ## - allows performance tests and comparisons to other corpus types #FCorpus <- function(object, readerControl = list(language = "eng")) { # readerControl <- prepareReader(readerControl) # # if (!object@Vectorized) # stop("Source is not vectorized") # # tdl <- lapply(mapply(c, pGetElem(object), id = seq_len(object@Length), SIMPLIFY = FALSE), # function(x) readSlim(x[c("content", "uri")], # readerControl$language, # as.character(x$id))) # # new("FCorpus", .Data = tdl) #} PCorpus <- function(object, readerControl = list(reader = object@DefaultReader, language = "eng"), dbControl = list(dbName = "", dbType = "DB1"), ...) { readerControl <- prepareReader(readerControl, object@DefaultReader, ...) if (!filehash::dbCreate(dbControl$dbName, dbControl$dbType)) stop("error in creating database") db <- filehash::dbInit(dbControl$dbName, dbControl$dbType) # Allocate memory in advance if length is known tdl <- if (object@Length > 0) vector("list", as.integer(object@Length)) else list() counter <- 1 while (!eoi(object)) { object <- stepNext(object) elem <- getElem(object) doc <- readerControl$reader(elem, readerControl$language, as.character(counter)) filehash::dbInsert(db, ID(doc), doc) if (object@Length > 0) tdl[[counter]] <- ID(doc) else tdl <- c(tdl, ID(doc)) counter <- counter + 1 } df <- data.frame(MetaID = rep(0, length(tdl)), stringsAsFactors = FALSE) filehash::dbInsert(db, "DMetaData", df) dmeta.df <- data.frame(key = "DMetaData", subset = I(list(NA))) cmeta.node <- new("MetaDataNode", NodeID = 0, MetaData = list(create_date = as.POSIXlt(Sys.time(), tz = "GMT"), creator = Sys.getenv("LOGNAME")), children = list()) new("PCorpus", .Data = tdl, DMetaData = dmeta.df, CMetaData = cmeta.node, DBControl = dbControl) } # The "..." are additional arguments for the FunctionGenerator reader VCorpus <- Corpus <- function(object, readerControl = list(reader = object@DefaultReader, language = "eng"), ...) { readerControl <- prepareReader(readerControl, object@DefaultReader, ...) # Allocate memory in advance if length is known tdl <- if (object@Length > 0) vector("list", as.integer(object@Length)) else list() if (object@Vectorized) tdl <- lapply(mapply(c, pGetElem(object), id = seq_len(object@Length), SIMPLIFY = FALSE), function(x) readerControl$reader(x[c("content", "uri")], readerControl$language, as.character(x$id))) else { counter <- 1 while (!eoi(object)) { object <- stepNext(object) elem <- getElem(object) doc <- readerControl$reader(elem, readerControl$language, as.character(counter)) if (object@Length > 0) tdl[[counter]] <- doc else tdl <- c(tdl, list(doc)) counter <- counter + 1 } } df <- data.frame(MetaID = rep(0, length(tdl)), stringsAsFactors = FALSE) cmeta.node <- new("MetaDataNode", NodeID = 0, MetaData = list(create_date = as.POSIXlt(Sys.time(), tz = "GMT"), creator = Sys.getenv("LOGNAME")), children = list()) new("VCorpus", .Data = tdl, DMetaData = df, CMetaData = cmeta.node) } setGeneric("tmMap", function(object, FUN, ..., lazy = FALSE) standardGeneric("tmMap")) #setMethod("tmMap", # signature(object = "FCorpus", FUN = "function"), # function(object, FUN, ..., lazy = FALSE) { # if (lazy) # warning("lazy mapping is deactivated") # # new("FCorpus", .Data = lapply(object, FUN, ..., DMetaData = data.frame())) # }) setMethod("tmMap", signature(object = "VCorpus", FUN = "function"), function(object, FUN, ..., lazy = FALSE) { result <- object # Lazy mapping if (lazy) { lazyTmMap <- meta(object, tag = "lazyTmMap", type = "corpus") if (is.null(lazyTmMap)) { meta(result, tag = "lazyTmMap", type = "corpus") <- list(index = rep(TRUE, length(result)), maps = list(function(x, DMetaData) FUN(x, ..., DMetaData = DMetaData))) } else { lazyTmMap$maps <- c(lazyTmMap$maps, list(function(x, DMetaData) FUN(x, ..., DMetaData = DMetaData))) meta(result, tag = "lazyTmMap", type = "corpus") <- lazyTmMap } } else { result@.Data <- if (clusterAvailable()) snow::parLapply(snow::getMPIcluster(), object, FUN, ..., DMetaData = DMetaData(object)) else lapply(object, FUN, ..., DMetaData = DMetaData(object)) } result }) setMethod("tmMap", signature(object = "PCorpus", FUN = "function"), function(object, FUN, ..., lazy = FALSE) { if (lazy) warning("lazy mapping is deactived when using database backend") db <- filehash::dbInit(DBControl(object)[["dbName"]], DBControl(object)[["dbType"]]) i <- 1 for (id in unlist(object)) { db[[id]] <- FUN(object[[i]], ..., DMetaData = DMetaData(object)) i <- i + 1 } # Suggested by Christian Buchta filehash::dbReorganize(db) object }) # Materialize lazy mappings # Improvements by Christian Buchta materialize <- function(corpus, range = seq_along(corpus)) { lazyTmMap <- meta(corpus, tag = "lazyTmMap", type = "corpus") if (!is.null(lazyTmMap)) { # Make valid and lazy index idx <- (seq_along(corpus) %in% range) & lazyTmMap$index if (any(idx)) { res <- corpus@.Data[idx] for (m in lazyTmMap$maps) res <- lapply(res, m, DMetaData = DMetaData(corpus)) corpus@.Data[idx] <- res lazyTmMap$index[idx] <- FALSE } } # Clean up if everything is materialized if (!any(lazyTmMap$index)) lazyTmMap <- NULL meta(corpus, tag = "lazyTmMap", type = "corpus") <- lazyTmMap corpus } setGeneric("asPlain", function(object, FUN, ...) standardGeneric("asPlain")) setMethod("asPlain", signature(object = "PlainTextDocument"), function(object, FUN, ...) object) setMethod("asPlain", signature(object = "XMLTextDocument"), function(object, FUN, ...) { require("XML") corpus <- Content(object) # As XMLDocument is no native S4 class, restore valid information class(corpus) <- "XMLDocument" names(corpus) <- c("doc","dtd") return(FUN(xmlRoot(corpus), ...)) }) setMethod("asPlain", signature(object = "Reuters21578Document"), function(object, FUN, ...) { require("XML") FUN <- convertReut21578XMLPlain corpus <- Content(object) # As XMLDocument is no native S4 class, restore valid information class(corpus) <- "XMLDocument" names(corpus) <- c("doc","dtd") return(FUN(xmlRoot(corpus), ...)) }) setMethod("asPlain", signature(object = "RCV1Document"), function(object, FUN, ...) convertRCV1Plain(object, ...)) setMethod("asPlain", signature(object = "NewsgroupDocument"), function(object, FUN, ...) { new("PlainTextDocument", .Data = Content(object), Author = Author(object), DateTimeStamp = DateTimeStamp(object), Description = Description(object), ID = ID(object), Origin = Origin(object), Heading = Heading(object), Language = Language(object), LocalMetaData = LocalMetaData(object)) }) setMethod("asPlain", signature(object = "StructuredTextDocument"), function(object, FUN, ...) { new("PlainTextDocument", .Data = unlist(Content(object)), Author = Author(object), DateTimeStamp = DateTimeStamp(object), Description = Description(object), ID = ID(object), Origin = Origin(object), Heading = Heading(object), Language = Language(object), LocalMetaData = LocalMetaData(object)) }) setGeneric("tmFilter", function(object, ..., FUN = searchFullText, doclevel = TRUE) standardGeneric("tmFilter")) setMethod("tmFilter", signature(object = "Corpus"), function(object, ..., FUN = searchFullText, doclevel = TRUE) object[tmIndex(object, ..., FUN = FUN, doclevel = doclevel)]) setGeneric("tmIndex", function(object, ..., FUN = searchFullText, doclevel = TRUE) standardGeneric("tmIndex")) setMethod("tmIndex", signature(object = "Corpus"), function(object, ..., FUN = searchFullText, doclevel = TRUE) { if (!is.null(attr(FUN, "doclevel"))) doclevel <- attr(FUN, "doclevel") if (doclevel) { if (clusterAvailable()) return(snow::parSapply(snow::getMPIcluster(), object, FUN, ..., DMetaData = DMetaData(object))) else return(sapply(object, FUN, ..., DMetaData = DMetaData(object))) } else return(FUN(object, ...)) }) setGeneric("appendElem", function(object, data, meta = NULL) standardGeneric("appendElem")) setMethod("appendElem", signature(object = "Corpus", data = "TextDocument"), function(object, data, meta = NULL) { if (DBControl(object)[["useDb"]] && require("filehash")) { db <- dbInit(DBControl(object)[["dbName"]], DBControl(object)[["dbType"]]) if (dbExists(db, ID(data))) warning("document with identical ID already exists") dbInsert(db, ID(data), data) object@.Data[[length(object)+1]] <- ID(data) } else object@.Data[[length(object)+1]] <- data DMetaData(object) <- rbind(DMetaData(object), c(MetaID = CMetaData(object)@NodeID, meta)) return(object) }) prescindMeta <- function(object, meta) { df <- DMetaData(object) for (m in meta) df <- cbind(df, structure(data.frame(I(meta(object, tag = m, type = "local"))), names = m)) df } #setMethod("[", # signature(x = "FCorpus", i = "ANY", j = "ANY", drop = "ANY"), # function(x, i, j, ... , drop) { # if (missing(i)) return(x) # # x@.Data <- x@.Data[i, ..., drop = FALSE] # x # }) setMethod("[", signature(x = "PCorpus", i = "ANY", j = "ANY", drop = "ANY"), function(x, i, j, ... , drop) { if (missing(i)) return(x) x@.Data <- x@.Data[i, ..., drop = FALSE] index <- x@DMetaData[[1 , "subset"]] if (any(is.na(index))) x@DMetaData[[1 , "subset"]] <- i else x@DMetaData[[1 , "subset"]] <- index[i] x }) setMethod("[", signature(x = "VCorpus", i = "ANY", j = "ANY", drop = "ANY"), function(x, i, j, ... , drop) { if (missing(i)) return(x) x@.Data <- x@.Data[i, ..., drop = FALSE] DMetaData(x) <- DMetaData(x)[i, , drop = FALSE] x }) setMethod("[<-", signature(x = "PCorpus", i = "ANY", j = "ANY", value = "ANY"), function(x, i, j, ... , value) { db <- filehash::dbInit(DBControl(x)[["dbName"]], DBControl(x)[["dbType"]]) counter <- 1 for (id in x@.Data[i, ...]) { if (identical(length(value), 1)) db[[id]] <- value else db[[id]] <- value[[counter]] counter <- counter + 1 } x }) setMethod("[<-", signature(x = "VCorpus", i = "ANY", j = "ANY", value = "ANY"), function(x, i, j, ... , value) { x@.Data[i, ...] <- value x }) setMethod("[[", signature(x = "PCorpus", i = "ANY", j = "ANY"), function(x, i, j, ...) { db <- filehash::dbInit(DBControl(x)[["dbName"]], DBControl(x)[["dbType"]]) filehash::dbFetch(db, x@.Data[[i]]) }) setMethod("[[", signature(x = "VCorpus", i = "ANY", j = "ANY"), function(x, i, j, ...) { lazyTmMap <- meta(x, tag = "lazyTmMap", type = "corpus") if (!is.null(lazyTmMap)) .Call("copyCorpus", x, materialize(x, i)) x@.Data[[i]] }) setMethod("[[<-", signature(x = "PCorpus", i = "ANY", j = "ANY", value = "ANY"), function(x, i, j, ..., value) { db <- filehash::dbInit(DBControl(x)[["dbName"]], DBControl(x)[["dbType"]]) index <- x@.Data[[i]] db[[index]] <- value x }) setMethod("[[<-", signature(x = "VCorpus", i = "ANY", j = "ANY", value = "ANY"), function(x, i, j, ..., value) { # Mark new objects as not active for lazy mapping lazyTmMap <- meta(x, tag = "lazyTmMap", type = "corpus") if (!is.null(lazyTmMap)) { lazyTmMap$index[i] <- FALSE meta(x, tag = "lazyTmMap", type = "corpus") <- lazyTmMap } # Set the value x@.Data[[i, ...]] <- value x }) # Update \code{NodeID}s of a CMetaData tree update_id <- function(object, id = 0, mapping = NULL, left.mapping = NULL, level = 0) { # Traversal of (binary) CMetaData tree with setup of \code{NodeID}s set_id <- function(object) { object@NodeID <- id id <<- id + 1 level <<- level + 1 if (length(object@children) > 0) { mapping <<- cbind(mapping, c(object@children[[1]]@NodeID, id)) left <- set_id(object@children[[1]]) if (level == 1) { left.mapping <<- mapping mapping <<- NULL } mapping <<- cbind(mapping, c(object@children[[2]]@NodeID, id)) right <- set_id(object@children[[2]]) object@children <- list(left, right) } level <<- level - 1 return(object) } list(root = set_id(object), left.mapping = left.mapping, right.mapping = mapping) } setMethod("c", signature(x = "Corpus"), function(x, ..., meta = list(merge_date = as.POSIXlt(Sys.time(), tz = "GMT"), merger = Sys.getenv("LOGNAME")), recursive = FALSE) { args <- list(...) if (identical(length(args), 0)) return(x) if (!all(sapply(args, inherits, class(x)))) stop("not all arguments are of the same corpus type") if (inherits(x, "PCorpus")) stop("concatenation of corpora with underlying databases is not supported") Reduce(c2, base::c(list(x), args)) }) setGeneric("c2", function(x, y, ..., meta = list(merge_date = as.POSIXlt(Sys.time(), tz = "GMT"), merger = Sys.getenv("LOGNAME"))) standardGeneric("c2")) #setMethod("c2", signature(x = "FCorpus", y = "FCorpus"), # function(x, y, ..., meta = list(merge_date = as.POSIXlt(Sys.time(), tz = "GMT"), merger = Sys.getenv("LOGNAME"))) { # new("FCorpus", .Data = c(as(x, "list"), as(y, "list"))) # }) setMethod("c2", signature(x = "VCorpus", y = "VCorpus"), function(x, y, ..., meta = list(merge_date = as.POSIXlt(Sys.time(), tz = "GMT"), merger = Sys.getenv("LOGNAME"))) { object <- x # Concatenate data slots object@.Data <- c(as(x, "list"), as(y, "list")) # Update the CMetaData tree cmeta <- new("MetaDataNode", NodeID = 0, MetaData = meta, children = list(CMetaData(x), CMetaData(y))) update.struct <- update_id(cmeta) object@CMetaData <- update.struct$root # Find indices to be updated for the left tree indices.mapping <- NULL for (m in levels(as.factor(DMetaData(x)$MetaID))) { indices <- (DMetaData(x)$MetaID == m) indices.mapping <- c(indices.mapping, list(m = indices)) names(indices.mapping)[length(indices.mapping)] <- m } # Update the DMetaData data frames for the left tree for (i in 1:ncol(update.struct$left.mapping)) { map <- update.struct$left.mapping[,i] x@DMetaData$MetaID <- replace(DMetaData(x)$MetaID, indices.mapping[[as.character(map[1])]], map[2]) } # Find indices to be updated for the right tree indices.mapping <- NULL for (m in levels(as.factor(DMetaData(y)$MetaID))) { indices <- (DMetaData(y)$MetaID == m) indices.mapping <- c(indices.mapping, list(m = indices)) names(indices.mapping)[length(indices.mapping)] <- m } # Update the DMetaData data frames for the right tree for (i in 1:ncol(update.struct$right.mapping)) { map <- update.struct$right.mapping[,i] y@DMetaData$MetaID <- replace(DMetaData(y)$MetaID, indices.mapping[[as.character(map[1])]], map[2]) } # Merge the DMetaData data frames labels <- setdiff(names(DMetaData(y)), names(DMetaData(x))) na.matrix <- matrix(NA, nrow = nrow(DMetaData(x)), ncol = length(labels), dimnames = list(row.names(DMetaData(x)), labels)) x.dmeta.aug <- cbind(DMetaData(x), na.matrix) labels <- setdiff(names(DMetaData(x)), names(DMetaData(y))) na.matrix <- matrix(NA, nrow = nrow(DMetaData(y)), ncol = length(labels), dimnames = list(row.names(DMetaData(y)), labels)) y.dmeta.aug <- cbind(DMetaData(y), na.matrix) object@DMetaData <- rbind(x.dmeta.aug, y.dmeta.aug) object }) setMethod("c", signature(x = "TextDocument"), function(x, ..., recursive = FALSE){ args <- list(...) if (identical(length(args), 0)) return(x) dmeta.df <- data.frame(MetaID = rep(0, length(list(x, ...))), stringsAsFactors = FALSE) cmeta.node <- new("MetaDataNode", NodeID = 0, MetaData = list(create_date = as.POSIXlt(Sys.time(), tz = "GMT"), creator = Sys.getenv("LOGNAME")), children = list()) new("VCorpus", .Data = list(x, ...), DMetaData = dmeta.df, CMetaData = cmeta.node) }) setMethod("show", signature(object = "Corpus"), function(object){ cat(sprintf(ngettext(length(object), "A corpus with %d text document\n", "A corpus with %d text documents\n"), length(object))) }) setMethod("summary", signature(object = "Corpus"), function(object){ show(object) if (length(DMetaData(object)) > 0) { cat(sprintf(ngettext(length(CMetaData(object)@MetaData), "\nThe metadata consists of %d tag-value pair and a data frame\n", "\nThe metadata consists of %d tag-value pairs and a data frame\n"), length(CMetaData(object)@MetaData))) cat("Available tags are:\n") cat(strwrap(paste(names(CMetaData(object)@MetaData), collapse = " "), indent = 2, exdent = 2), "\n") cat("Available variables in the data frame are:\n") cat(strwrap(paste(names(DMetaData(object)), collapse = " "), indent = 2, exdent = 2), "\n") } }) inspect <- function(x) UseMethod("inspect", x) inspect.PCorpus <- function(x) { summary(x) cat("\n") db <- filehash::dbInit(DBControl(x)[["dbName"]], DBControl(x)[["dbType"]]) show(filehash::dbMultiFetch(db, unlist(x))) } #inspect.FCorpus <- inspect.VCorpus <- function(x) { summary(x) cat("\n") print(noquote(lapply(x, identity))) } # No metadata is checked setGeneric("%IN%", function(x, y) standardGeneric("%IN%")) setMethod("%IN%", signature(x = "TextDocument", y = "PCorpus"), function(x, y) { db <- filehash::dbInit(DBControl(y)[["dbName"]], DBControl(y)[["dbType"]]) any(sapply(y, function(x, z) {x %in% Content(z)}, x)) }) setMethod("%IN%", signature(x = "TextDocument", y = "VCorpus"), function(x, y) x %in% y) setMethod("lapply", signature(X = "VCorpus"), function(X, FUN, ...) { lazyTmMap <- meta(X, tag = "lazyTmMap", type = "corpus") if (!is.null(lazyTmMap)) .Call("copyCorpus", X, materialize(X)) base::lapply(X, FUN, ...) }) setMethod("lapply", signature(X = "PCorpus"), function(X, FUN, ...) { db <- filehash::dbInit(DBControl(X)[["dbName"]], DBControl(X)[["dbType"]]) lapply(filehash::dbMultiFetch(db, unlist(X)), FUN, ...) }) setMethod("sapply", signature(X = "VCorpus"), function(X, FUN, ..., simplify = TRUE, USE.NAMES = TRUE) { lazyTmMap <- meta(X, tag = "lazyTmMap", type = "corpus") if (!is.null(lazyTmMap)) .Call("copyCorpus", X, materialize(X)) base::sapply(X, FUN, ...) }) setMethod("sapply", signature(X = "PCorpus"), function(X, FUN, ..., simplify = TRUE, USE.NAMES = TRUE) { db <- filehash::dbInit(DBControl(X)[["dbName"]], DBControl(X)[["dbType"]]) sapply(filehash::dbMultiFetch(db, unlist(X)), FUN, ...) }) setAs("list", "VCorpus", function(from) { cmeta.node <- new("MetaDataNode", NodeID = 0, MetaData = list(create_date = as.POSIXlt(Sys.time(), tz = "GMT"), creator = Sys.getenv("LOGNAME")), children = list()) data <- vector("list", length(from)) counter <- 1 for (f in from) { data[[counter]] <- new("PlainTextDocument", .Data = f, DateTimeStamp = as.POSIXlt(Sys.time(), tz = "GMT"), ID = as.character(counter), Language = "eng") counter <- counter + 1 } new("VCorpus", .Data = data, DMetaData = data.frame(MetaID = rep(0, length(from)), stringsAsFactors = FALSE), CMetaData = cmeta.node) }) setGeneric("writeCorpus", function(object, path = ".", filenames = NULL) standardGeneric("writeCorpus")) setMethod("writeCorpus", signature(object = "Corpus"), function(object, path = ".", filenames = NULL) { filenames <- file.path(path, if (is.null(filenames)) sapply(object, function(x) sprintf("%s.txt", ID(x))) else filenames) i <- 1 for (o in object) { writeLines(asPlain(o), filenames[i]) i <- i + 1 } })
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