blob: 82c5ea3d8d820005484298b1a41496a715354f8f [file]
// Licensed to the Apache Software Foundation (ASF) under one
// or more contributor license agreements. See the NOTICE file
// distributed with this work for additional information
// regarding copyright ownership. The ASF licenses this file
// to you under the Apache License, Version 2.0 (the
// "License"); you may not use this file except in compliance
// with the License. You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing,
// software distributed under the License is distributed on an
// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
// KIND, either express or implied. See the License for the
// specific language governing permissions and limitations
// under the License.
use datafusion_common::{DataFusionError, Result, ScalarValue};
use datafusion_expr::{lit, BinaryExpr, Expr, Like, Operator};
use regex_syntax::hir::{Capture, Hir, HirKind, Literal, Look};
/// Maximum number of regex alternations (`foo|bar|...`) that will be expanded into multiple `LIKE` expressions.
const MAX_REGEX_ALTERNATIONS_EXPANSION: usize = 4;
const ANY_CHAR_REGEX_PATTERN: &str = ".*";
/// Tries to convert a regexp expression to a `LIKE` or `Eq`/`NotEq` expression.
///
/// This function also validates the regex pattern. And will return error if the
/// pattern is invalid.
///
/// Typical cases this function can simplify:
/// - empty regex pattern to `LIKE '%'`
/// - literal regex patterns to `LIKE '%foo%'`
/// - full anchored regex patterns (e.g. `^foo$`) to `= 'foo'`
/// - partial anchored regex patterns (e.g. `^foo`) to `LIKE 'foo%'`
/// - combinations (alternatives) of the above, will be concatenated with `OR` or `AND`
/// - `EQ .*` to NotNull
/// - `NE .*` means IS EMPTY
///
/// Dev note: unit tests of this function are in `expr_simplifier.rs`, case `test_simplify_regex`.
pub fn simplify_regex_expr(
left: Box<Expr>,
op: Operator,
right: Box<Expr>,
) -> Result<Expr> {
let mode = OperatorMode::new(&op);
if let Expr::Literal(ScalarValue::Utf8(Some(pattern)), _) = right.as_ref() {
// Handle the special case for ".*" pattern
if pattern == ANY_CHAR_REGEX_PATTERN {
let new_expr = if mode.not {
// not empty
let empty_lit = Box::new(lit(""));
Expr::BinaryExpr(BinaryExpr {
left,
op: Operator::Eq,
right: empty_lit,
})
} else {
// not null
left.is_not_null()
};
return Ok(new_expr);
}
match regex_syntax::Parser::new().parse(pattern) {
Ok(hir) => {
let kind = hir.kind();
if let HirKind::Alternation(alts) = kind {
if alts.len() <= MAX_REGEX_ALTERNATIONS_EXPANSION {
if let Some(expr) = lower_alt(&mode, &left, alts) {
return Ok(expr);
}
}
} else if let Some(expr) = lower_simple(&mode, &left, &hir) {
return Ok(expr);
}
}
Err(e) => {
// error out early since the execution may fail anyways
return Err(DataFusionError::Context(
"Invalid regex".to_owned(),
Box::new(DataFusionError::External(Box::new(e))),
));
}
}
}
// Leave untouched if optimization didn't work
Ok(Expr::BinaryExpr(BinaryExpr { left, op, right }))
}
#[derive(Debug)]
struct OperatorMode {
/// Negative match.
not: bool,
/// Ignore case (`true` for case-insensitive).
i: bool,
}
impl OperatorMode {
fn new(op: &Operator) -> Self {
let not = match op {
Operator::RegexMatch | Operator::RegexIMatch => false,
Operator::RegexNotMatch | Operator::RegexNotIMatch => true,
_ => unreachable!(),
};
let i = match op {
Operator::RegexMatch | Operator::RegexNotMatch => false,
Operator::RegexIMatch | Operator::RegexNotIMatch => true,
_ => unreachable!(),
};
Self { not, i }
}
/// Creates an [`LIKE`](Expr::Like) from the given `LIKE` pattern.
fn expr(&self, expr: Box<Expr>, pattern: String) -> Expr {
let like = Like {
negated: self.not,
expr,
pattern: Box::new(Expr::Literal(ScalarValue::from(pattern), None)),
escape_char: None,
case_insensitive: self.i,
};
Expr::Like(like)
}
/// Creates an [`Expr::BinaryExpr`] of "`left` = `right`" or "`left` != `right`".
fn expr_matches_literal(&self, left: Box<Expr>, right: Box<Expr>) -> Expr {
let op = if self.not {
Operator::NotEq
} else {
Operator::Eq
};
Expr::BinaryExpr(BinaryExpr { left, op, right })
}
}
fn collect_concat_to_like_string(parts: &[Hir]) -> Option<String> {
let mut s = String::with_capacity(parts.len() + 2);
s.push('%');
for sub in parts {
if let HirKind::Literal(l) = sub.kind() {
s.push_str(like_str_from_literal(l)?);
} else {
return None;
}
}
s.push('%');
Some(s)
}
/// Returns a str represented by `Literal` if it contains a valid utf8
/// sequence and is safe for like (has no '%' and '_')
fn like_str_from_literal(l: &Literal) -> Option<&str> {
// if not utf8, no good
let s = std::str::from_utf8(&l.0).ok()?;
if s.chars().all(is_safe_for_like) {
Some(s)
} else {
None
}
}
/// Returns a str represented by `Literal` if it contains a valid utf8
fn str_from_literal(l: &Literal) -> Option<&str> {
// if not utf8, no good
let s = std::str::from_utf8(&l.0).ok()?;
Some(s)
}
fn is_safe_for_like(c: char) -> bool {
(c != '%') && (c != '_')
}
/// Returns true if the elements in a `Concat` pattern are:
/// - `[Look::Start, Look::End]`
/// - `[Look::Start, Literal(_), Look::End]`
fn is_anchored_literal(v: &[Hir]) -> bool {
match v.len() {
2..=3 => (),
_ => return false,
};
let first_last = (
v.first().expect("length checked"),
v.last().expect("length checked"),
);
if !matches!(first_last,
(s, e) if s.kind() == &HirKind::Look(Look::Start)
&& e.kind() == &HirKind::Look(Look::End)
) {
return false;
}
v.iter()
.skip(1)
.take(v.len() - 2)
.all(|h| matches!(h.kind(), HirKind::Literal(_)))
}
/// Returns true if the elements in a `Concat` pattern are:
/// - `[Look::Start, Capture(Alternation(Literals...)), Look::End]`
fn is_anchored_capture(v: &[Hir]) -> bool {
if v.len() != 3
|| !matches!(
(v.first().unwrap().kind(), v.last().unwrap().kind()),
(&HirKind::Look(Look::Start), &HirKind::Look(Look::End))
)
{
return false;
}
if let HirKind::Capture(cap, ..) = v[1].kind() {
let Capture { sub, .. } = cap;
if let HirKind::Alternation(alters) = sub.kind() {
let has_non_literal = alters
.iter()
.any(|v| !matches!(v.kind(), &HirKind::Literal(_)));
if has_non_literal {
return false;
}
}
}
true
}
/// Returns the `LIKE` pattern if the `Concat` pattern is partial anchored:
/// - `[Look::Start, Literal(_)]`
/// - `[Literal(_), Look::End]`
///
/// Full anchored patterns are handled by [`anchored_literal_to_expr`].
fn partial_anchored_literal_to_like(v: &[Hir]) -> Option<String> {
if v.len() != 2 {
return None;
}
let (lit, match_begin) = match (&v[0].kind(), &v[1].kind()) {
(HirKind::Look(Look::Start), HirKind::Literal(l)) => {
(like_str_from_literal(l)?, true)
}
(HirKind::Literal(l), HirKind::Look(Look::End)) => {
(like_str_from_literal(l)?, false)
}
_ => return None,
};
if match_begin {
Some(format!("{lit}%"))
} else {
Some(format!("%{lit}"))
}
}
/// Extracts a string literal expression assuming that [`is_anchored_literal`]
/// returned true.
fn anchored_literal_to_expr(v: &[Hir]) -> Option<Expr> {
match v.len() {
2 => Some(lit("")),
3 => {
let HirKind::Literal(l) = v[1].kind() else {
return None;
};
like_str_from_literal(l).map(lit)
}
_ => None,
}
}
fn anchored_alternation_to_exprs(v: &[Hir]) -> Option<Vec<Expr>> {
if 3 != v.len() {
return None;
}
if let HirKind::Capture(cap, ..) = v[1].kind() {
let Capture { sub, .. } = cap;
if let HirKind::Alternation(alters) = sub.kind() {
let mut literals = Vec::with_capacity(alters.len());
for hir in alters {
let mut is_safe = false;
if let HirKind::Literal(l) = hir.kind() {
if let Some(safe_literal) = str_from_literal(l).map(lit) {
literals.push(safe_literal);
is_safe = true;
}
}
if !is_safe {
return None;
}
}
return Some(literals);
} else if let HirKind::Literal(l) = sub.kind() {
if let Some(safe_literal) = str_from_literal(l).map(lit) {
return Some(vec![safe_literal]);
}
return None;
}
}
None
}
/// Tries to lower (transform) a simple regex pattern to a LIKE expression.
fn lower_simple(mode: &OperatorMode, left: &Expr, hir: &Hir) -> Option<Expr> {
match hir.kind() {
HirKind::Empty => {
return Some(mode.expr(Box::new(left.clone()), "%".to_owned()));
}
HirKind::Literal(l) => {
let s = like_str_from_literal(l)?;
return Some(mode.expr(Box::new(left.clone()), format!("%{s}%")));
}
HirKind::Concat(inner) if is_anchored_literal(inner) => {
return anchored_literal_to_expr(inner).map(|right| {
mode.expr_matches_literal(Box::new(left.clone()), Box::new(right))
});
}
HirKind::Concat(inner) if is_anchored_capture(inner) => {
return anchored_alternation_to_exprs(inner)
.map(|right| left.clone().in_list(right, mode.not));
}
HirKind::Concat(inner) => {
if let Some(pattern) = partial_anchored_literal_to_like(inner)
.or_else(|| collect_concat_to_like_string(inner))
{
return Some(mode.expr(Box::new(left.clone()), pattern));
}
}
_ => {}
}
None
}
/// Calls [`lower_simple`] for each alternative and combine the results with `or` or `and`
/// based on [`OperatorMode`]. Any fail attempt to lower an alternative will makes this
/// function to return `None`.
fn lower_alt(mode: &OperatorMode, left: &Expr, alts: &[Hir]) -> Option<Expr> {
let mut accu: Option<Expr> = None;
for part in alts {
if let Some(expr) = lower_simple(mode, left, part) {
accu = match accu {
Some(accu) => {
if mode.not {
Some(accu.and(expr))
} else {
Some(accu.or(expr))
}
}
None => Some(expr),
};
} else {
return None;
}
}
Some(accu.expect("at least two alts"))
}