Regular expression syntaxRegular expression syntax — syntax and semantics of regular expressions supported by GRegex |
A regular expression is a pattern that is matched against a string from left to right. Most characters stand for themselves in a pattern, and match the corresponding characters in the string. As a trivial example, the pattern
The quick brown fox
matches a portion of a string that is identical to itself. When
caseless matching is specified (the G_REGEX_CASELESS
flag), letters are
matched independently of case.
The power of regular expressions comes from the ability to include alternatives and repetitions in the pattern. These are encoded in the pattern by the use of metacharacters, which do not stand for themselves but instead are interpreted in some special way.
There are two different sets of metacharacters: those that are recognized anywhere in the pattern except within square brackets, and those that are recognized in square brackets. Outside square brackets, the metacharacters are as follows:
Table 1. Metacharacters outside square brackets
Character | Meaning |
---|---|
\ | general escape character with several uses |
^ | assert start of string (or line, in multiline mode) |
$ | assert end of string (or line, in multiline mode) |
. | match any character except newline (by default) |
[ | start character class definition |
| | start of alternative branch |
( | start subpattern |
) | end subpattern |
? | extends the meaning of (, or 0/1 quantifier, or quantifier minimizer |
* | 0 or more quantifier |
+ | 1 or more quantifier, also "possessive quantifier" |
{ | start min/max quantifier |
Part of a pattern that is in square brackets is called a "character class". In a character class the only metacharacters are:
Table 2. Metacharacters inside square brackets
Character | Meaning |
---|---|
\ | general escape character |
^ | negate the class, but only if the first character |
- | indicates character range |
[ | POSIX character class (only if followed by POSIX syntax) |
] | terminates the character class |
The backslash character has several uses. Firstly, if it is followed by a non-alphanumeric character, it takes away any special meaning that character may have. This use of backslash as an escape character applies both inside and outside character classes.
For example, if you want to match a * character, you write \* in the pattern. This escaping action applies whether or not the following character would otherwise be interpreted as a metacharacter, so it is always safe to precede a non-alphanumeric with backslash to specify that it stands for itself. In particular, if you want to match a backslash, you write \\.
If a pattern is compiled with the G_REGEX_EXTENDED
option, whitespace in the pattern (other than in a character class) and
characters between a # outside a character class and the next newline
are ignored.
An escaping backslash can be used to include a whitespace or # character
as part of the pattern.
Note that the C compiler interprets backslash in strings itself, therefore you need to duplicate all \ characters when you put a regular expression in a C string, like "\\d{3}".
If you want to remove the special meaning from a sequence of characters, you can do so by putting them between \Q and \E. The \Q...\E sequence is recognized both inside and outside character classes.
A second use of backslash provides a way of encoding non-printing characters in patterns in a visible manner. There is no restriction on the appearance of non-printing characters, apart from the binary zero that terminates a pattern, but when a pattern is being prepared by text editing, it is usually easier to use one of the following escape sequences than the binary character it represents:
Table 3. Non-printing characters
Escape | Meaning |
---|---|
\a | alarm, that is, the BEL character (hex 07) |
\cx | "control-x", where x is any character |
\e | escape (hex 1B) |
\f | formfeed (hex 0C) |
\n | newline (hex 0A) |
\r | carriage return (hex 0D) |
\t | tab (hex 09) |
\ddd | character with octal code ddd, or backreference |
\xhh | character with hex code hh |
\x{hhh..} | character with hex code hhh.. |
The precise effect of \cx is as follows: if x is a lower case letter, it is converted to upper case. Then bit 6 of the character (hex 40) is inverted. Thus \cz becomes hex 1A, but \c{ becomes hex 3B, while \c; becomes hex 7B.
After \x, from zero to two hexadecimal digits are read (letters can be in upper or lower case). Any number of hexadecimal digits may appear between \x{ and }, but the value of the character code must be less than 2**31 (that is, the maximum hexadecimal value is 7FFFFFFF). If characters other than hexadecimal digits appear between \x{ and }, or if there is no terminating }, this form of escape is not recognized. Instead, the initial \x will be interpreted as a basic hexadecimal escape, with no following digits, giving a character whose value is zero.
Characters whose value is less than 256 can be defined by either of the two syntaxes for \x. There is no difference in the way they are handled. For example, \xdc is exactly the same as \x{dc}.
After \0 up to two further octal digits are read. If there are fewer than two digits, just those that are present are used. Thus the sequence \0\x\07 specifies two binary zeros followed by a BEL character (code value 7). Make sure you supply two digits after the initial zero if the pattern character that follows is itself an octal digit.
The handling of a backslash followed by a digit other than 0 is complicated. Outside a character class, GRegex reads it and any following digits as a decimal number. If the number is less than 10, or if there have been at least that many previous capturing left parentheses in the expression, the entire sequence is taken as a back reference. A description of how this works is given later, following the discussion of parenthesized subpatterns.
Inside a character class, or if the decimal number is greater than 9 and there have not been that many capturing subpatterns, GRegex re-reads up to three octal digits following the backslash, and uses them to generate a data character. Any subsequent digits stand for themselves. For example:
Table 4. Non-printing characters
Escape | Meaning |
---|---|
\040 | is another way of writing a space |
\40 | is the same, provided there are fewer than 40 previous capturing subpatterns |
\7 | is always a back reference |
\11 | might be a back reference, or another way of writing a tab |
\011 | is always a tab |
\0113 | is a tab followed by the character "3" |
\113 | might be a back reference, otherwise the character with octal code 113 |
\377 | might be a back reference, otherwise the byte consisting entirely of 1 bits |
\81 | is either a back reference, or a binary zero followed by the two characters "8" and "1" |
Note that octal values of 100 or greater must not be introduced by a leading zero, because no more than three octal digits are ever read.
All the sequences that define a single character can be used both inside and outside character classes. In addition, inside a character class, the sequence \b is interpreted as the backspace character (hex 08), and the sequences \R and \X are interpreted as the characters "R" and "X", respectively. Outside a character class, these sequences have different meanings (see below).
The sequence \g followed by a positive or negative number, optionally enclosed in braces, is an absolute or relative back reference. Back references are discussed later, following the discussion of parenthesized subpatterns.
Another use of backslash is for specifying generic character types. The following are always recognized:
Table 5. Generic characters
Escape | Meaning |
---|---|
\d | any decimal digit |
\D | any character that is not a decimal digit |
\s | any whitespace character |
\S | any character that is not a whitespace character |
\w | any "word" character |
\W | any "non-word" character |
Each pair of escape sequences partitions the complete set of characters into two disjoint sets. Any given character matches one, and only one, of each pair.
These character type sequences can appear both inside and outside character classes. They each match one character of the appropriate type. If the current matching point is at the end of the passed string, all of them fail, since there is no character to match.
For compatibility with Perl, \s does not match the VT character (code 11). This makes it different from the POSIX "space" class. The \s characters are HT (9), LF (10), FF (12), CR (13), and space (32).
A "word" character is an underscore or any character less than 256 that is a letter or digit.
Characters with values greater than 128 never match \d, \s, or \w, and always match \D, \S, and \W.
Outside a character class, the escape sequence \R matches any Unicode newline sequence. This particular group matches either the two-character sequence CR followed by LF, or one of the single characters LF (linefeed, U+000A), VT (vertical tab, U+000B), FF (formfeed, U+000C), CR (carriage return, U+000D), NEL (next line, U+0085), LS (line separator, U+2028), or PS (paragraph separator, U+2029). The two-character sequence is treated as a single unit that cannot be split. Inside a character class, \R matches the letter "R".
To support generic character types there are three additional escape sequences, they are:
Table 6. Generic character types
Escape | Meaning |
---|---|
\p{xx} | a character with the xx property |
\P{xx} | a character without the xx property |
\X | an extended Unicode sequence |
The property names represented by xx above are limited to the Unicode script names, the general category properties, and "Any", which matches any character (including newline). Other properties such as "InMusicalSymbols" are not currently supported. Note that \P{Any} does not match any characters, so always causes a match failure.
Sets of Unicode characters are defined as belonging to certain scripts. A character from one of these sets can be matched using a script name. For example, \p{Greek} or \P{Han}.
Those that are not part of an identified script are lumped together as "Common". The current list of scripts can be found in the documentation for the #GUnicodeScript enumeration. Script names for use with \p{} can be found by replacing all spaces with underscores, e.g. for Linear B use \p{Linear_B}.
Each character has exactly one general category property, specified by a two-letter abbreviation. For compatibility with Perl, negation can be specified by including a circumflex between the opening brace and the property name. For example, \p{^Lu} is the same as \P{Lu}.
If only one letter is specified with \p or \P, it includes all the general category properties that start with that letter. In this case, in the absence of negation, the curly brackets in the escape sequence are optional; these two examples have the same effect:
\p{L} \pL
In addition to the two-letter category codes listed in the documentation for the #GUnicodeType enumeration, the following general category property codes are supported:
Table 7. Property codes
Code | Meaning |
---|---|
C | Other |
L | Letter |
M | Mark |
N | Number |
P | Punctuation |
S | Symbol |
Z | Separator |
The special property L& is also supported: it matches a character that has the Lu, Ll, or Lt property, in other words, a letter that is not classified as a modifier or "other".
The long synonyms for these properties that Perl supports (such as \ep{Letter}) are not supported by GRegex, nor is it permitted to prefix any of these properties with "Is".
No character that is in the Unicode table has the Cn (unassigned) property. Instead, this property is assumed for any code point that is not in the Unicode table.
Specifying caseless matching does not affect these escape sequences. For example, \p{Lu} always matches only upper case letters.
The \X escape matches any number of Unicode characters that form an extended Unicode sequence. \X is equivalent to
(?>\PM\pM*)
That is, it matches a character without the "mark" property, followed by zero or more characters with the "mark" property, and treats the sequence as an atomic group (see below). Characters with the "mark" property are typically accents that affect the preceding character.
Matching characters by Unicode property is not fast, because GRegex has to search a structure that contains data for over fifteen thousand characters. That is why the traditional escape sequences such as \d and \w do not use Unicode properties.
The final use of backslash is for certain simple assertions. An assertion specifies a condition that has to be met at a particular point in a match, without consuming any characters from the string. The use of subpatterns for more complicated assertions is described below. The backslashed assertions are:
Table 8. Simple assertions
Escape | Meaning |
---|---|
\b | matches at a word boundary |
\B | matches when not at a word boundary |
\A | matches at the start of the string |
\Z | matches at the end of the string or before a newline at the end of the string |
\z | matches only at the end of the string |
\G | matches at first matching position in the string |
These assertions may not appear in character classes (but note that \b has a different meaning, namely the backspace character, inside a character class).
A word boundary is a position in the string where the current character and the previous character do not both match \w or \W (i.e. one matches \w and the other matches \W), or the start or end of the string if the first or last character matches \w, respectively.
The \A, \Z, and \z assertions differ from the traditional circumflex
and dollar (described in the next section) in that they only ever match
at the very start and end of the string, whatever options are
set. Thus, they are independent of multiline mode. These three assertions
are not affected by the G_REGEX_MATCH_NOTBOL
or G_REGEX_MATCH_NOTEOL
options,
which affect only the behaviour of the circumflex and dollar metacharacters.
However, if the start_position argument of a matching function is non-zero,
indicating that matching is to start at a point other than the beginning of
the string, \A can never match. The difference between \Z and \z is
that \Z matches before a newline at the end of the string as well at the
very end, whereas \z matches only at the end.
The \G assertion is true only when the current matching position is at the start point of the match, as specified by the start_position argument to the matching functions. It differs from \A when the value of startoffset is non-zero.
Note, however, that the interpretation of \G, as the start of the current match, is subtly different from Perl’s, which defines it as the end of the previous match. In Perl, these can be different when the previously matched string was empty.
If all the alternatives of a pattern begin with \G, the expression is anchored to the starting match position, and the "anchored" flag is set in the compiled regular expression.
Outside a character class, in the default matching mode, the circumflex
character is an assertion that is true only if the current matching
point is at the start of the string. If the start_position argument to
the matching functions is non-zero, circumflex can never match if the
G_REGEX_MULTILINE
option is unset. Inside a character class, circumflex
has an entirely different meaning (see below).
Circumflex need not be the first character of the pattern if a number of alternatives are involved, but it should be the first thing in each alternative in which it appears if the pattern is ever to match that branch. If all possible alternatives start with a circumflex, that is, if the pattern is constrained to match only at the start of the string, it is said to be an "anchored" pattern. (There are also other constructs that can cause a pattern to be anchored.)
A dollar character is an assertion that is true only if the current matching point is at the end of the string, or immediately before a newline at the end of the string (by default). Dollar need not be the last character of the pattern if a number of alternatives are involved, but it should be the last item in any branch in which it appears. Dollar has no special meaning in a character class.
The meaning of dollar can be changed so that it matches only at the
very end of the string, by setting the G_REGEX_DOLLAR_ENDONLY
option at
compile time. This does not affect the \Z assertion.
The meanings of the circumflex and dollar characters are changed if the
G_REGEX_MULTILINE
option is set. When this is the case,
a circumflex matches immediately after internal newlines as well as at the
start of the string. It does not match after a newline that ends the string.
A dollar matches before any newlines in the string, as well as at the very
end, when G_REGEX_MULTILINE
is set. When newline is
specified as the two-character sequence CRLF, isolated CR and LF characters
do not indicate newlines.
For example, the pattern /^abc$/ matches the string "def\nabc" (where
\n represents a newline) in multiline mode, but not otherwise. Consequently,
patterns that are anchored in single line mode because all branches start with
^ are not anchored in multiline mode, and a match for circumflex is possible
when the start_position
argument of a matching function
is non-zero. The G_REGEX_DOLLAR_ENDONLY
option is ignored
if G_REGEX_MULTILINE
is set.
Note that the sequences \A, \Z, and \z can be used to match the start and
end of the string in both modes, and if all branches of a pattern start with
\A it is always anchored, whether or not G_REGEX_MULTILINE
is set.
Outside a character class, a dot in the pattern matches any one character in the string, including a non-printing character, but not (by default) newline. In UTF-8 a character might be more than one byte long.
When a line ending is defined as a single character, dot never matches that character; when the two-character sequence CRLF is used, dot does not match CR if it is immediately followed by LF, but otherwise it matches all characters (including isolated CRs and LFs). When any Unicode line endings are being recognized, dot does not match CR or LF or any of the other line ending characters.
If the G_REGEX_DOTALL
flag is set, dots match newlines
as well. The handling of dot is entirely independent of the handling of circumflex
and dollar, the only relationship being that they both involve newline
characters. Dot has no special meaning in a character class.
The behaviour of dot with regard to newlines can be changed. If the
G_REGEX_DOTALL
option is set, a dot matches any one
character, without exception. If newline is defined as the two-character
sequence CRLF, it takes two dots to match it.
The handling of dot is entirely independent of the handling of circumflex and dollar, the only relationship being that they both involve newlines. Dot has no special meaning in a character class.
Outside a character class, the escape sequence \C matches any one byte, both in and out of UTF-8 mode. Unlike a dot, it always matches any line ending characters. The feature is provided in Perl in order to match individual bytes in UTF-8 mode. Because it breaks up UTF-8 characters into individual bytes, what remains in the string may be a malformed UTF-8 string. For this reason, the \C escape sequence is best avoided.
GRegex does not allow \C to appear in lookbehind assertions (described below), because in UTF-8 mode this would make it impossible to calculate the length of the lookbehind.
An opening square bracket introduces a character class, terminated by a closing square bracket. A closing square bracket on its own is not special. If a closing square bracket is required as a member of the class, it should be the first data character in the class (after an initial circumflex, if present) or escaped with a backslash.
A character class matches a single character in the string. A matched character must be in the set of characters defined by the class, unless the first character in the class definition is a circumflex, in which case the string character must not be in the set defined by the class. If a circumflex is actually required as a member of the class, ensure it is not the first character, or escape it with a backslash.
For example, the character class [aeiou] matches any lower case vowel, while [^aeiou] matches any character that is not a lower case vowel. Note that a circumflex is just a convenient notation for specifying the characters that are in the class by enumerating those that are not. A class that starts with a circumflex is not an assertion: it still consumes a character from the string, and therefore it fails if the current pointer is at the end of the string.
In UTF-8 mode, characters with values greater than 255 can be included in a class as a literal string of bytes, or by using the \x{ escaping mechanism.
When caseless matching is set, any letters in a class represent both their upper case and lower case versions, so for example, a caseless [aeiou] matches "A" as well as "a", and a caseless [^aeiou] does not match "A", whereas a caseful version would.
Characters that might indicate line breaks are never treated
in any special way when matching character classes, whatever line-ending
sequence is in use, and whatever setting of the G_REGEX_DOTALL
and G_REGEX_MULTILINE
options is used. A class such as [^a]
always matches one of these characters.
The minus (hyphen) character can be used to specify a range of characters in a character class. For example, [d-m] matches any letter between d and m, inclusive. If a minus character is required in a class, it must be escaped with a backslash or appear in a position where it cannot be interpreted as indicating a range, typically as the first or last character in the class.
It is not possible to have the literal character "]" as the end character of a range. A pattern such as [W-]46] is interpreted as a class of two characters ("W" and "-") followed by a literal string "46]", so it would match "W46]" or "-46]". However, if the "]" is escaped with a backslash it is interpreted as the end of range, so [W-\]46] is interpreted as a class containing a range followed by two other characters. The octal or hexadecimal representation of "]" can also be used to end a range.
Ranges operate in the collating sequence of character values. They can also be used for characters specified numerically, for example [\000-\037]. In UTF-8 mode, ranges can include characters whose values are greater than 255, for example [\x{100}-\x{2ff}].
The character types \d, \D, \p, \P, \s, \S, \w, and \W may also appear in a character class, and add the characters that they match to the class. For example, [\dABCDEF] matches any hexadecimal digit. A circumflex can conveniently be used with the upper case character types to specify a more restricted set of characters than the matching lower case type. For example, the class [^\W_] matches any letter or digit, but not underscore.
The only metacharacters that are recognized in character classes are backslash, hyphen (only where it can be interpreted as specifying a range), circumflex (only at the start), opening square bracket (only when it can be interpreted as introducing a POSIX class name - see the next section), and the terminating closing square bracket. However, escaping other non-alphanumeric characters does no harm.
GRegex supports the POSIX notation for character classes. This uses names enclosed by [: and :] within the enclosing square brackets. For example,
[01[:alpha:]%]
matches "0", "1", any alphabetic character, or "%". The supported class names are
Table 9. Posix classes
Name | Meaning |
---|---|
alnum | letters and digits |
alpha | letters |
ascii | character codes 0 - 127 |
blank | space or tab only |
cntrl | control characters |
digit | decimal digits (same as \d) |
graph | printing characters, excluding space |
lower | lower case letters |
printing characters, including space | |
punct | printing characters, excluding letters and digits |
space | white space (not quite the same as \s) |
upper | upper case letters |
word | "word" characters (same as \w) |
xdigit | hexadecimal digits |
The "space" characters are HT (9), LF (10), VT (11), FF (12), CR (13), and space (32). Notice that this list includes the VT character (code 11). This makes "space" different to \s, which does not include VT (for Perl compatibility).
The name "word" is a Perl extension, and "blank" is a GNU extension. Another Perl extension is negation, which is indicated by a ^ character after the colon. For example,
[12[:^digit:]]
matches "1", "2", or any non-digit. GRegex also recognize the POSIX syntax [.ch.] and [=ch=] where "ch" is a "collating element", but these are not supported, and an error is given if they are encountered.
In UTF-8 mode, characters with values greater than 128 do not match any of the POSIX character classes.
Vertical bar characters are used to separate alternative patterns. For example, the pattern
gilbert|sullivan
matches either "gilbert" or "sullivan". Any number of alternatives may appear, and an empty alternative is permitted (matching the empty string). The matching process tries each alternative in turn, from left to right, and the first one that succeeds is used. If the alternatives are within a subpattern (defined below), "succeeds" means matching the rest of the main pattern as well as the alternative in the subpattern.
The settings of the G_REGEX_CASELESS
, G_REGEX_MULTILINE
, G_REGEX_MULTILINE
,
and G_REGEX_EXTENDED
options can be changed from within the pattern by a
sequence of Perl-style option letters enclosed between "(?" and ")". The
option letters are
Table 10. Option settings
Option | Flag |
---|---|
i | G_REGEX_CASELESS |
m | G_REGEX_MULTILINE |
s | G_REGEX_DOTALL |
x | G_REGEX_EXTENDED |
For example, (?im) sets caseless, multiline matching. It is also
possible to unset these options by preceding the letter with a hyphen, and a
combined setting and unsetting such as (?im-sx), which sets G_REGEX_CASELESS
and G_REGEX_MULTILINE
while unsetting G_REGEX_DOTALL
and G_REGEX_EXTENDED
,
is also permitted. If a letter appears both before and after the
hyphen, the option is unset.
When an option change occurs at top level (that is, not inside subpattern parentheses), the change applies to the remainder of the pattern that follows.
An option change within a subpattern (see below for a description of subpatterns) affects only that part of the current pattern that follows it, so
(a(?i)b)c
matches abc and aBc and no other strings (assuming G_REGEX_CASELESS
is not
used). By this means, options can be made to have different settings
in different parts of the pattern. Any changes made in one alternative
do carry on into subsequent branches within the same subpattern. For
example,
(a(?i)b|c)
matches "ab", "aB", "c", and "C", even though when matching "C" the first branch is abandoned before the option setting. This is because the effects of option settings happen at compile time. There would be some very weird behaviour otherwise.
The options G_REGEX_UNGREEDY
and
G_REGEX_EXTRA
and G_REGEX_DUPNAMES
can be changed in the same way as the Perl-compatible options by using
the characters U, X and J respectively.
Subpatterns are delimited by parentheses (round brackets), which can be nested. Turning part of a pattern into a subpattern does two things:
It localizes a set of alternatives. For example, the pattern cat(aract|erpillar|) matches one of the words "cat", "cataract", or "caterpillar". Without the parentheses, it would match "cataract", "erpillar" or an empty string.
It sets up the subpattern as a capturing subpattern. This means
that, when the whole pattern matches, that portion of the
string that matched the subpattern can be obtained using g_match_info_fetch()
.
Opening parentheses are counted from left to right (starting from 1, as
subpattern 0 is the whole matched string) to obtain numbers for the
capturing subpatterns.
For example, if the string "the red king" is matched against the pattern
the ((red|white) (king|queen))
the captured substrings are "red king", "red", and "king", and are numbered 1, 2, and 3, respectively.
The fact that plain parentheses fulfil two functions is not always helpful. There are often times when a grouping subpattern is required without a capturing requirement. If an opening parenthesis is followed by a question mark and a colon, the subpattern does not do any capturing, and is not counted when computing the number of any subsequent capturing subpatterns. For example, if the string "the white queen" is matched against the pattern
the ((?:red|white) (king|queen))
the captured substrings are "white queen" and "queen", and are numbered 1 and 2. The maximum number of capturing subpatterns is 65535.
As a convenient shorthand, if any option settings are required at the start of a non-capturing subpattern, the option letters may appear between the "?" and the ":". Thus the two patterns
(?i:saturday|sunday) (?:(?i)saturday|sunday)
match exactly the same set of strings. Because alternative branches are tried from left to right, and options are not reset until the end of the subpattern is reached, an option setting in one branch does affect subsequent branches, so the above patterns match "SUNDAY" as well as "Saturday".
Identifying capturing parentheses by number is simple, but it can be very hard to keep track of the numbers in complicated regular expressions. Furthermore, if an expression is modified, the numbers may change. To help with this difficulty, GRegex supports the naming of subpatterns. A subpattern can be named in one of three ways: (?<name>...) or (?'name'...) as in Perl, or (?P<name>...) as in Python. References to capturing parentheses from other parts of the pattern, such as backreferences, recursion, and conditions, can be made by name as well as by number.
Names consist of up to 32 alphanumeric characters and underscores. Named
capturing parentheses are still allocated numbers as well as names, exactly as
if the names were not present.
By default, a name must be unique within a pattern, but it is possible to relax
this constraint by setting the G_REGEX_DUPNAMES
option at
compile time. This can be useful for patterns where only one instance of the
named parentheses can match. Suppose you want to match the name of a weekday,
either as a 3-letter abbreviation or as the full name, and in both cases you
want to extract the abbreviation. This pattern (ignoring the line breaks) does
the job:
(?<DN>Mon|Fri|Sun)(?:day)?| (?<DN>Tue)(?:sday)?| (?<DN>Wed)(?:nesday)?| (?<DN>Thu)(?:rsday)?| (?<DN>Sat)(?:urday)?
There are five capturing substrings, but only one is ever set after a match. The function for extracting the data by name returns the substring for the first (and in this example, the only) subpattern of that name that matched. This saves searching to find which numbered subpattern it was. If you make a reference to a non-unique named subpattern from elsewhere in the pattern, the one that corresponds to the lowest number is used.
Repetition is specified by quantifiers, which can follow any of the following items:
a literal data character
the dot metacharacter
the \C escape sequence
the \X escape sequence (in UTF-8 mode)
the \R escape sequence
an escape such as \d that matches a single character
a character class
a back reference (see next section)
a parenthesized subpattern (unless it is an assertion)
The general repetition quantifier specifies a minimum and maximum number of permitted matches, by giving the two numbers in curly brackets (braces), separated by a comma. The numbers must be less than 65536, and the first must be less than or equal to the second. For example:
z{2,4}
matches "zz", "zzz", or "zzzz". A closing brace on its own is not a special character. If the second number is omitted, but the comma is present, there is no upper limit; if the second number and the comma are both omitted, the quantifier specifies an exact number of required matches. Thus
[aeiou]{3,}
matches at least 3 successive vowels, but may match many more, while
\d{8}
matches exactly 8 digits. An opening curly bracket that appears in a position where a quantifier is not allowed, or one that does not match the syntax of a quantifier, is taken as a literal character. For example, {,6} is not a quantifier, but a literal string of four characters.
In UTF-8 mode, quantifiers apply to UTF-8 characters rather than to individual bytes. Thus, for example, \x{100}{2} matches two UTF-8 characters, each of which is represented by a two-byte sequence. Similarly, \X{3} matches three Unicode extended sequences, each of which may be several bytes long (and they may be of different lengths).
The quantifier {0} is permitted, causing the expression to behave as if the previous item and the quantifier were not present.
For convenience, the three most common quantifiers have single-character abbreviations:
Table 11. Abbreviations for quantifiers
Abbreviation | Meaning |
---|---|
* | is equivalent to {0,} |
+ | is equivalent to {1,} |
? | is equivalent to {0,1} |
It is possible to construct infinite loops by following a subpattern that can match no characters with a quantifier that has no upper limit, for example:
(a?)*
Because there are cases where this can be useful, such patterns are accepted, but if any repetition of the subpattern does in fact match no characters, the loop is forcibly broken.
By default, the quantifiers are "greedy", that is, they match as much as possible (up to the maximum number of permitted times), without causing the rest of the pattern to fail. The classic example of where this gives problems is in trying to match comments in C programs. These appear between /* and */ and within the comment, individual * and / characters may appear. An attempt to match C comments by applying the pattern
/\*.*\*/
to the string
/* first comment */ not comment /* second comment */
fails, because it matches the entire string owing to the greediness of the .* item.
However, if a quantifier is followed by a question mark, it ceases to be greedy, and instead matches the minimum number of times possible, so the pattern
/\*.*?\*/
does the right thing with the C comments. The meaning of the various quantifiers is not otherwise changed, just the preferred number of matches. Do not confuse this use of question mark with its use as a quantifier in its own right. Because it has two uses, it can sometimes appear doubled, as in
\d??\d
which matches one digit by preference, but can match two if that is the only way the rest of the pattern matches.
If the G_REGEX_UNGREEDY
flag is set, the quantifiers are not greedy
by default, but individual ones can be made greedy by following them with
a question mark. In other words, it inverts the default behaviour.
When a parenthesized subpattern is quantified with a minimum repeat count that is greater than 1 or with a limited maximum, more memory is required for the compiled pattern, in proportion to the size of the minimum or maximum.
If a pattern starts with .* or .{0,} and the G_REGEX_DOTALL
flag
is set, thus allowing the dot to match newlines, the
pattern is implicitly anchored, because whatever follows will be tried
against every character position in the string, so there is no
point in retrying the overall match at any position after the first.
GRegex normally treats such a pattern as though it were preceded by \A.
In cases where it is known that the string contains no newlines, it
is worth setting G_REGEX_DOTALL
in order to obtain this optimization,
or alternatively using ^ to indicate anchoring explicitly.
However, there is one situation where the optimization cannot be used. When .* is inside capturing parentheses that are the subject of a backreference elsewhere in the pattern, a match at the start may fail where a later one succeeds. Consider, for example:
(.*)abc\1
If the string is "xyz123abc123" the match point is the fourth character. For this reason, such a pattern is not implicitly anchored.
When a capturing subpattern is repeated, the value captured is the substring that matched the final iteration. For example, after
(tweedle[dume]{3}\s*)+
has matched "tweedledum tweedledee" the value of the captured substring is "tweedledee". However, if there are nested capturing subpatterns, the corresponding captured values may have been set in previous iterations. For example, after
/(a|(b))+/
matches "aba" the value of the second captured substring is "b".
With both maximizing ("greedy") and minimizing ("ungreedy" or "lazy") repetition, failure of what follows normally causes the repeated item to be re-evaluated to see if a different number of repeats allows the rest of the pattern to match. Sometimes it is useful to prevent this, either to change the nature of the match, or to cause it fail earlier than it otherwise might, when the author of the pattern knows there is no point in carrying on.
Consider, for example, the pattern \d+foo when applied to the string
123456bar
After matching all 6 digits and then failing to match "foo", the normal action of the matcher is to try again with only 5 digits matching the \d+ item, and then with 4, and so on, before ultimately failing. "Atomic grouping" (a term taken from Jeffrey Friedl’s book) provides the means for specifying that once a subpattern has matched, it is not to be re-evaluated in this way.
If we use atomic grouping for the previous example, the matcher give up immediately on failing to match "foo" the first time. The notation is a kind of special parenthesis, starting with (?> as in this example:
(?>\d+)foo
This kind of parenthesis "locks up" the part of the pattern it contains once it has matched, and a failure further into the pattern is prevented from backtracking into it. Backtracking past it to previous items, however, works as normal.
An alternative description is that a subpattern of this type matches the string of characters that an identical standalone pattern would match, if anchored at the current point in the string.
Atomic grouping subpatterns are not capturing subpatterns. Simple cases such as the above example can be thought of as a maximizing repeat that must swallow everything it can. So, while both \d+ and \d+? are prepared to adjust the number of digits they match in order to make the rest of the pattern match, (?>\d+) can only match an entire sequence of digits.
Atomic groups in general can of course contain arbitrarily complicated subpatterns, and can be nested. However, when the subpattern for an atomic group is just a single repeated item, as in the example above, a simpler notation, called a "possessive quantifier" can be used. This consists of an additional + character following a quantifier. Using this notation, the previous example can be rewritten as
\d++foo
Possessive quantifiers are always greedy; the setting of the
G_REGEX_UNGREEDY
option is ignored. They are a convenient notation for the
simpler forms of atomic group. However, there is no difference in the
meaning of a possessive quantifier and the equivalent
atomic group, though there may be a performance difference;
possessive quantifiers should be slightly faster.
The possessive quantifier syntax is an extension to the Perl syntax. It was invented by Jeffrey Friedl in the first edition of his book and then implemented by Mike McCloskey in Sun's Java package. It ultimately found its way into Perl at release 5.10.
GRegex has an optimization that automatically "possessifies" certain simple pattern constructs. For example, the sequence A+B is treated as A++B because there is no point in backtracking into a sequence of A's when B must follow.
When a pattern contains an unlimited repeat inside a subpattern that can itself be repeated an unlimited number of times, the use of an atomic group is the only way to avoid some failing matches taking a very long time indeed. The pattern
(\D+|<\d+>)*[!?]
matches an unlimited number of substrings that either consist of non- digits, or digits enclosed in <>, followed by either ! or ?. When it matches, it runs quickly. However, if it is applied to
aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa
it takes a long time before reporting failure. This is because the string can be divided between the internal \D+ repeat and the external * repeat in a large number of ways, and all have to be tried. (The example uses [!?] rather than a single character at the end, because GRegex has an optimization that allows for fast failure when a single character is used. It remember the last single character that is required for a match, and fail early if it is not present in the string.) If the pattern is changed so that it uses an atomic group, like this:
((?>\D+)|<\d+>)*[!?]
sequences of non-digits cannot be broken, and failure happens quickly.
Outside a character class, a backslash followed by a digit greater than 0 (and possibly further digits) is a back reference to a capturing subpattern earlier (that is, to its left) in the pattern, provided there have been that many previous capturing left parentheses.
However, if the decimal number following the backslash is less than 10, it is always taken as a back reference, and causes an error only if there are not that many capturing left parentheses in the entire pattern. In other words, the parentheses that are referenced need not be to the left of the reference for numbers less than 10. A "forward back reference" of this type can make sense when a repetition is involved and the subpattern to the right has participated in an earlier iteration.
It is not possible to have a numerical "forward back reference" to subpattern whose number is 10 or more using this syntax because a sequence such as \e50 is interpreted as a character defined in octal. See the subsection entitled "Non-printing characters" above for further details of the handling of digits following a backslash. There is no such problem when named parentheses are used. A back reference to any subpattern is possible using named parentheses (see below).
Another way of avoiding the ambiguity inherent in the use of digits following a backslash is to use the \g escape sequence (introduced in Perl 5.10.) This escape must be followed by a positive or a negative number, optionally enclosed in braces.
A positive number specifies an absolute reference without the ambiguity that is present in the older syntax. It is also useful when literal digits follow the reference. A negative number is a relative reference. Consider "(abc(def)ghi)\g{-1}", the sequence \g{-1} is a reference to the most recently started capturing subpattern before \g, that is, is it equivalent to \2. Similarly, \g{-2} would be equivalent to \1. The use of relative references can be helpful in long patterns, and also in patterns that are created by joining together fragments that contain references within themselves.
A back reference matches whatever actually matched the capturing subpattern in the current string, rather than anything matching the subpattern itself (see "Subpatterns as subroutines" below for a way of doing that). So the pattern
(sens|respons)e and \1ibility
matches "sense and sensibility" and "response and responsibility", but not "sense and responsibility". If caseful matching is in force at the time of the back reference, the case of letters is relevant. For example,
((?i)rah)\s+\1
matches "rah rah" and "RAH RAH", but not "RAH rah", even though the original capturing subpattern is matched caselessly.
Back references to named subpatterns use the Perl syntax \k<name> or \k'name' or the Python syntax (?P=name). We could rewrite the above example in either of the following ways:
(?<p1>(?i)rah)\s+\k<p1> (?P<p1>(?i)rah)\s+(?P=p1)
A subpattern that is referenced by name may appear in the pattern before or after the reference.
There may be more than one back reference to the same subpattern. If a subpattern has not actually been used in a particular match, any back references to it always fail. For example, the pattern
(a|(bc))\2
always fails if it starts to match "a" rather than "bc". Because there
may be many capturing parentheses in a pattern, all digits following
the backslash are taken as part of a potential back reference number.
If the pattern continues with a digit character, some delimiter must be
used to terminate the back reference. If the G_REGEX_EXTENDED
flag is
set, this can be whitespace. Otherwise an empty comment (see "Comments" below) can be used.
A back reference that occurs inside the parentheses to which it refers fails when the subpattern is first used, so, for example, (a\1) never matches. However, such references can be useful inside repeated subpatterns. For example, the pattern
(a|b\1)+
matches any number of "a"s and also "aba", "ababbaa" etc. At each iteration of the subpattern, the back reference matches the character string corresponding to the previous iteration. In order for this to work, the pattern must be such that the first iteration does not need to match the back reference. This can be done using alternation, as in the example above, or by a quantifier with a minimum of zero.
An assertion is a test on the characters following or preceding the current matching point that does not actually consume any characters. The simple assertions coded as \b, \B, \A, \G, \Z, \z, ^ and $ are described above.
More complicated assertions are coded as subpatterns. There are two kinds: those that look ahead of the current position in the string, and those that look behind it. An assertion subpattern is matched in the normal way, except that it does not cause the current matching position to be changed.
Assertion subpatterns are not capturing subpatterns, and may not be repeated, because it makes no sense to assert the same thing several times. If any kind of assertion contains capturing subpatterns within it, these are counted for the purposes of numbering the capturing subpatterns in the whole pattern. However, substring capturing is carried out only for positive assertions, because it does not make sense for negative assertions.
Lookahead assertions start with (?= for positive assertions and (?! for negative assertions. For example,
\w+(?=;)
matches a word followed by a semicolon, but does not include the semicolon in the match, and
foo(?!bar)
matches any occurrence of "foo" that is not followed by "bar". Note that the apparently similar pattern
(?!foo)bar
does not find an occurrence of "bar" that is preceded by something other than "foo"; it finds any occurrence of "bar" whatsoever, because the assertion (?!foo) is always true when the next three characters are "bar". A lookbehind assertion is needed to achieve the other effect.
If you want to force a matching failure at some point in a pattern, the most convenient way to do it is with (?!) because an empty string always matches, so an assertion that requires there not to be an empty string must always fail.
Lookbehind assertions start with (?<= for positive assertions and (?<! for negative assertions. For example,
(?<!foo)bar
does find an occurrence of "bar" that is not preceded by "foo". The contents of a lookbehind assertion are restricted such that all the strings it matches must have a fixed length. However, if there are several top-level alternatives, they do not all have to have the same fixed length. Thus
(?<=bullock|donkey)
is permitted, but
(?<!dogs?|cats?)
causes an error at compile time. Branches that match different length strings are permitted only at the top level of a lookbehind assertion. An assertion such as
(?<=ab(c|de))
is not permitted, because its single top-level branch can match two different lengths, but it is acceptable if rewritten to use two top- level branches:
(?<=abc|abde)
The implementation of lookbehind assertions is, for each alternative, to temporarily move the current position back by the fixed length and then try to match. If there are insufficient characters before the current position, the assertion fails.
GRegex does not allow the \C escape (which matches a single byte in UTF-8 mode) to appear in lookbehind assertions, because it makes it impossible to calculate the length of the lookbehind. The \X and \R escapes, which can match different numbers of bytes, are also not permitted.
Possessive quantifiers can be used in conjunction with lookbehind assertions to specify efficient matching at the end of the subject string. Consider a simple pattern such as
abcd$
when applied to a long string that does not match. Because matching proceeds from left to right, GRegex will look for each "a" in the string and then see if what follows matches the rest of the pattern. If the pattern is specified as
^.*abcd$
the initial .* matches the entire string at first, but when this fails (because there is no following "a"), it backtracks to match all but the last character, then all but the last two characters, and so on. Once again the search for "a" covers the entire string, from right to left, so we are no better off. However, if the pattern is written as
^.*+(?<=abcd)
there can be no backtracking for the .*+ item; it can match only the entire string. The subsequent lookbehind assertion does a single test on the last four characters. If it fails, the match fails immediately. For long strings, this approach makes a significant difference to the processing time.
Several assertions (of any sort) may occur in succession. For example,
(?<=\d{3})(?<!999)foo
matches "foo" preceded by three digits that are not "999". Notice that each of the assertions is applied independently at the same point in the string. First there is a check that the previous three characters are all digits, and then there is a check that the same three characters are not "999". This pattern does not match "foo" preceded by six characters, the first of which are digits and the last three of which are not "999". For example, it doesn’t match "123abcfoo". A pattern to do that is
(?<=\d{3}...)(?<!999)foo
This time the first assertion looks at the preceding six characters, checking that the first three are digits, and then the second assertion checks that the preceding three characters are not "999".
Assertions can be nested in any combination. For example,
(?<=(?<!foo)bar)baz
matches an occurrence of "baz" that is preceded by "bar" which in turn is not preceded by "foo", while
(?<=\d{3}(?!999)...)foo
is another pattern that matches "foo" preceded by three digits and any three characters that are not "999".
It is possible to cause the matching process to obey a subpattern conditionally or to choose between two alternative subpatterns, depending on the result of an assertion, or whether a previous capturing subpattern matched or not. The two possible forms of conditional subpattern are
(?(condition)yes-pattern) (?(condition)yes-pattern|no-pattern)
If the condition is satisfied, the yes-pattern is used; otherwise the no-pattern (if present) is used. If there are more than two alternatives in the subpattern, a compile-time error occurs.
There are four kinds of condition: references to subpatterns, references to recursion, a pseudo-condition called DEFINE, and assertions.
If the text between the parentheses consists of a sequence of digits, the condition is true if the capturing subpattern of that number has previously matched.
Consider the following pattern, which contains non-significant white space
to make it more readable (assume the G_REGEX_EXTENDED
)
and to divide it into three parts for ease of discussion:
( \( )? [^()]+ (?(1) \) )
The first part matches an optional opening parenthesis, and if that character is present, sets it as the first captured substring. The second part matches one or more characters that are not parentheses. The third part is a conditional subpattern that tests whether the first set of parentheses matched or not. If they did, that is, if string started with an opening parenthesis, the condition is true, and so the yes-pattern is executed and a closing parenthesis is required. Otherwise, since no-pattern is not present, the subpattern matches nothing. In other words, this pattern matches a sequence of non-parentheses, optionally enclosed in parentheses.
Perl uses the syntax (?(<name>)...) or (?('name')...) to test for a used subpattern by name, the Python syntax (?(name)...) is also recognized. However, there is a possible ambiguity with this syntax, because subpattern names may consist entirely of digits. GRegex looks first for a named subpattern; if it cannot find one and the name consists entirely of digits, GRegex looks for a subpattern of that number, which must be greater than zero. Using subpattern names that consist entirely of digits is not recommended.
Rewriting the above example to use a named subpattern gives this:
(?<OPEN> \( )? [^()]+ (?(<OPEN>) \) )
If the condition is the string (R), and there is no subpattern with the name R, the condition is true if a recursive call to the whole pattern or any subpattern has been made. If digits or a name preceded by ampersand follow the letter R, for example:
(?(R3)...) (?(R&name)...)
the condition is true if the most recent recursion is into the subpattern whose number or name is given. This condition does not check the entire recursion stack.
At "top level", all these recursion test conditions are false. Recursive patterns are described below.
If the condition is the string (DEFINE), and there is no subpattern with the name DEFINE, the condition is always false. In this case, there may be only one alternative in the subpattern. It is always skipped if control reaches this point in the pattern; the idea of DEFINE is that it can be used to define "subroutines" that can be referenced from elsewhere. (The use of "subroutines" is described below.) For example, a pattern to match an IPv4 address could be written like this (ignore whitespace and line breaks):
(?(DEFINE) (?<byte> 2[0-4]\d | 25[0-5] | 1\d\d | [1-9]?\d) ) \b (?&byte) (\.(?&byte)){3} \b
The first part of the pattern is a DEFINE group inside which a another group named "byte" is defined. This matches an individual component of an IPv4 address (a number less than 256). When matching takes place, this part of the pattern is skipped because DEFINE acts like a false condition.
The rest of the pattern uses references to the named group to match the four dot-separated components of an IPv4 address, insisting on a word boundary at each end.
If the condition is not in any of the above formats, it must be an assertion. This may be a positive or negative lookahead or lookbehind assertion. Consider this pattern, again containing non-significant white space, and with the two alternatives on the second line:
(?(?=[^a-z]*[a-z]) \d{2}-[a-z]{3}-\d{2} | \d{2}-\d{2}-\d{2} )
The condition is a positive lookahead assertion that matches an optional sequence of non-letters followed by a letter. In other words, it tests for the presence of at least one letter in the string. If a letter is found, the string is matched against the first alternative; otherwise it is matched against the second. This pattern matches strings in one of the two forms dd-aaa-dd or dd-dd-dd, where aaa are letters and dd are digits.
The sequence (?# marks the start of a comment that continues up to the next closing parenthesis. Nested parentheses are not permitted. The characters that make up a comment play no part in the pattern matching at all.
If the G_REGEX_EXTENDED
option is set, an unescaped #
character outside a character class introduces a comment that continues to
immediately after the next newline in the pattern.
Consider the problem of matching a string in parentheses, allowing for unlimited nested parentheses. Without the use of recursion, the best that can be done is to use a pattern that matches up to some fixed depth of nesting. It is not possible to handle an arbitrary nesting depth.
For some time, Perl has provided a facility that allows regular expressions to recurse (amongst other things). It does this by interpolating Perl code in the expression at run time, and the code can refer to the expression itself. A Perl pattern using code interpolation to solve the parentheses problem can be created like this:
$re = qr{\( (?: (?>[^()]+) | (?p{$re}) )* \)}x;
The (?p{...}) item interpolates Perl code at run time, and in this case refers recursively to the pattern in which it appears.
Obviously, GRegex cannot support the interpolation of Perl code. Instead, it supports special syntax for recursion of the entire pattern, and also for individual subpattern recursion. This kind of recursion was introduced into Perl at release 5.10.
A special item that consists of (? followed by a number greater than zero and a closing parenthesis is a recursive call of the subpattern of the given number, provided that it occurs inside that subpattern. (If not, it is a "subroutine" call, which is described in the next section.) The special item (?R) or (?0) is a recursive call of the entire regular expression.
In GRegex (like Python, but unlike Perl), a recursive subpattern call is always treated as an atomic group. That is, once it has matched some of the subject string, it is never re-entered, even if it contains untried alternatives and there is a subsequent matching failure.
This pattern solves the nested parentheses problem (assume the
G_REGEX_EXTENDED
option is set so that white space is
ignored):
\( ( (?>[^()]+) | (?R) )* \)
First it matches an opening parenthesis. Then it matches any number of substrings which can either be a sequence of non-parentheses, or a recursive match of the pattern itself (that is, a correctly parenthesized substring). Finally there is a closing parenthesis.
If this were part of a larger pattern, you would not want to recurse the entire pattern, so instead you could use this:
( \( ( (?>[^()]+) | (?1) )* \) )
We have put the pattern into parentheses, and caused the recursion to refer to them instead of the whole pattern. In a larger pattern, keeping track of parenthesis numbers can be tricky. It may be more convenient to use named parentheses instead. The Perl syntax for this is (?&name); GRegex also supports the(?P>name) syntac. We could rewrite the above example as follows:
(?<pn> \( ( (?>[^()]+) | (?&pn) )* \) )
If there is more than one subpattern with the same name, the earliest one is used. This particular example pattern contains nested unlimited repeats, and so the use of atomic grouping for matching strings of non-parentheses is important when applying the pattern to strings that do not match. For example, when this pattern is applied to
(aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa()
it yields "no match" quickly. However, if atomic grouping is not used, the match runs for a very long time indeed because there are so many different ways the + and * repeats can carve up the string, and all have to be tested before failure can be reported.
At the end of a match, the values set for any capturing subpatterns are those from the outermost level of the recursion at which the subpattern value is set. If the pattern above is matched against
(ab(cd)ef)
the value for the capturing parentheses is "ef", which is the last value taken on at the top level. If additional parentheses are added, giving
\( ( ( (?>[^()]+) | (?R) )* ) \) ^ ^ ^ ^
the string they capture is "ab(cd)ef", the contents of the top level parentheses.
Do not confuse the (?R) item with the condition (R), which tests for recursion. Consider this pattern, which matches text in angle brackets, allowing for arbitrary nesting. Only digits are allowed in nested brackets (that is, when recursing), whereas any characters are permitted at the outer level.
< (?: (?(R) \d++ | [^<>]*+) | (?R)) * >
In this pattern, (?(R) is the start of a conditional subpattern, with two different alternatives for the recursive and non-recursive cases. The (?R) item is the actual recursive call.
If the syntax for a recursive subpattern reference (either by number or by name) is used outside the parentheses to which it refers, it operates like a subroutine in a programming language. The "called" subpattern may be defined before or after the reference. An earlier example pointed out that the pattern
(sens|respons)e and \1ibility
matches "sense and sensibility" and "response and responsibility", but not "sense and responsibility". If instead the pattern
(sens|respons)e and (?1)ibility
is used, it does match "sense and responsibility" as well as the other two strings. Another example is given in the discussion of DEFINE above.
Like recursive subpatterns, a "subroutine" call is always treated as an atomic group. That is, once it has matched some of the string, it is never re-entered, even if it contains untried alternatives and there is a subsequent matching failure.
When a subpattern is used as a subroutine, processing options such as case-independence are fixed when the subpattern is defined. They cannot be changed for different calls. For example, consider this pattern:
(abc)(?i:(?1))
It matches "abcabc". It does not match "abcABC" because the change of processing option does not affect the called subpattern.
This document was copied and adapted from the PCRE documentation, specifically from the man page for pcrepattern. The original copyright note is:
Copyright (c) 1997-2006 University of Cambridge. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: * Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. * Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. * Neither the name of the University of Cambridge nor the name of Google Inc. nor the names of their contributors may be used to endorse or promote products derived from this software without specific prior written permission. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.