AhoCorasickSearchList {AhoCorasickTrie} | R Documentation |
Fast searching for one or more keywords in a list of texts
Description
Builds an Aho-Corasick trie from one or more keywords and uses it to search a list of
one or more texts. For a large number of keywords, Aho-Corasick is much faster
than a naive approach (such as lapply(keywords, gregexpr, text)
).
Use AhoCorasickSearchList
instead of AhoCorasickSearch
when you want to keep the matches
of each input sublist separate. If the sublists of the input list have names, the resulting list of lists
will use those names, but sublists with no matches will still be in the resulting list.
If the texts of the sublists have names, the resulting sublists of matches will use
those names, and the texts with no matches will be dropped. If the input texts do
not have names, then the resulting sublists of matches will be in the same order as the
input texts, and non-matched texts will be kept to preserve that order. Thus, it is more
efficient to use named input texts (so non-matched texts can be dropped).
The default alphabet allows all 128 ASCII characters in the keywords and the texts.
Characters outside this range will cause an error. A more efficient trie is possible
if the alphabet size can be reduced. For example, DNA sequences use at most 19 distinct
characters and usually only 4; protein sequences use at most 26 distinct characters and
usually only 20. Set the alphabet
parameter if a reduced alphabet is appropriate.
UTF-8 (Unicode) matching is not currently supported.
Usage
AhoCorasickSearchList(
keywords,
textList,
alphabet = "ascii",
groupByKeyword = FALSE,
iterationFeedback = 0L
)
Arguments
keywords |
Character vector of one or more keywords |
textList |
List of lists, each sublist with one or more texts to search |
alphabet |
Alphabet to use; one of |
groupByKeyword |
If true, matches are grouped by keyword (instead of by text) |
iterationFeedback |
When set to a positive integer |
Value
List of lists of matches, grouped by either text or by keyword (each list of texts gets its own list of matches)
See Also
-
Aho-Corasick string matching in C# for the article this package is based on
-
matchPDict
for a more memory efficient, but DNA-only, implementation of the algorithm
Examples
listEquals = function(a, b) { is.null(unlist(a)) && is.null(unlist(b)) ||
!is.null(a) && !is.null(b) && all(unlist(a) == unlist(b)) }
keywords = c("Abra", "cadabra", "is", "the", "Magic", "Word")
# 1. Search a list of lists without names
# * sublists are accessed by index
# * texts are accessed by index
# * non-matched texts are kept (input index order is preserved)
listSearch = AhoCorasickSearchList(keywords,
list(c("What in", "the world"),
c("is"),
"secret about",
"the Magic Word?"))
stopifnot(listEquals(listSearch[[1]][[1]], list()))
stopifnot(listEquals(listSearch[[1]][[2]][[1]], list(keyword="the", offset=1)))
stopifnot(listEquals(listSearch[[2]][[1]][[1]], list(keyword="is", offset=1)))
stopifnot(listEquals(listSearch[[3]], list()))
stopifnot(listEquals(listSearch[[4]][[1]][[1]], list(keyword="the", offset=1)))
stopifnot(listEquals(listSearch[[4]][[1]][[2]], list(keyword="Magic", offset=5)))
stopifnot(listEquals(listSearch[[4]][[1]][[3]], list(keyword="Word", offset=11)))
# 2. Search a named list of named lists
# * sublists are accessed by name
# * matched texts are accessed by name
# * non-matched texts are dropped
namedSearch = AhoCorasickSearchList(keywords,
list(subject=c(phrase1="What in", phrase2="the world"),
verb=c(phrase1="is"),
predicate1=c(phrase1="secret about"),
predicate2=c(phrase1="the Magic Word?")))
stopifnot(listEquals(namedSearch$subject$phrase2[[1]], list(keyword="the", offset=1)))
stopifnot(listEquals(namedSearch$verb$phrase1[[1]], list(keyword="is", offset=1)))
stopifnot(listEquals(namedSearch$predicate1, list()))
stopifnot(listEquals(namedSearch$predicate2$phrase1[[1]], list(keyword="the", offset=1)))
stopifnot(listEquals(namedSearch$predicate2$phrase1[[2]], list(keyword="Magic", offset=5)))
stopifnot(listEquals(namedSearch$predicate2$phrase1[[3]], list(keyword="Word", offset=11)))