use arrow::array::{
ArrayAccessor, ArrayIter, ArrayRef, AsArray, LargeStringBuilder, StringBuilder,
StringLikeArrayBuilder, StringViewBuilder,
};
use arrow::datatypes::DataType;
use datafusion_common::HashMap;
use crate::utils::make_scalar_function;
use datafusion_common::{Result, exec_err};
use datafusion_expr::TypeSignature::Exact;
use datafusion_expr::{
ColumnarValue, Documentation, ScalarFunctionArgs, ScalarUDFImpl, Signature,
Volatility,
};
use datafusion_macros::user_doc;
#[user_doc(
doc_section(label = "String Functions"),
description = "Performs character-wise substitution based on a mapping.",
syntax_example = "translate(str, from, to)",
sql_example = r#"```sql
> select translate('twice', 'wic', 'her');
+--------------------------------------------------+
| translate(Utf8("twice"),Utf8("wic"),Utf8("her")) |
+--------------------------------------------------+
| there |
+--------------------------------------------------+
```"#,
standard_argument(name = "str", prefix = "String"),
argument(name = "from", description = "The characters to be replaced."),
argument(
name = "to",
description = "The characters to replace them with. Each character in **from** that is found in **str** is replaced by the character at the same index in **to**. Any characters in **from** that don't have a corresponding character in **to** are removed. If a character appears more than once in **from**, the first occurrence determines the mapping."
)
)]
#[derive(Debug, PartialEq, Eq, Hash)]
pub struct TranslateFunc {
signature: Signature,
}
impl Default for TranslateFunc {
fn default() -> Self {
Self::new()
}
}
impl TranslateFunc {
pub fn new() -> Self {
use DataType::*;
Self {
signature: Signature::one_of(
vec![
Exact(vec![Utf8View, Utf8, Utf8]),
Exact(vec![Utf8, Utf8, Utf8]),
Exact(vec![LargeUtf8, Utf8, Utf8]),
],
Volatility::Immutable,
),
}
}
}
impl ScalarUDFImpl for TranslateFunc {
fn name(&self) -> &str {
"translate"
}
fn signature(&self) -> &Signature {
&self.signature
}
fn return_type(&self, arg_types: &[DataType]) -> Result<DataType> {
Ok(arg_types[0].clone())
}
fn invoke_with_args(&self, args: ScalarFunctionArgs) -> Result<ColumnarValue> {
if let (Some(from_str), Some(to_str)) = (
try_as_scalar_str(&args.args[1]),
try_as_scalar_str(&args.args[2]),
) {
let to_chars: Vec<char> = to_str.chars().collect();
let mut from_map: HashMap<char, usize> = HashMap::new();
for (index, c) in from_str.chars().enumerate() {
from_map.entry(c).or_insert(index);
}
let ascii_table = build_ascii_translate_table(from_str, to_str);
let string_array = args.args[0].to_array_of_size(args.number_rows)?;
let len = string_array.len();
let result = match string_array.data_type() {
DataType::Utf8View => {
let arr = string_array.as_string_view();
let builder = StringViewBuilder::with_capacity(len);
translate_with_map(
arr,
&from_map,
&to_chars,
ascii_table.as_ref(),
builder,
)
}
DataType::Utf8 => {
let arr = string_array.as_string::<i32>();
let builder =
StringBuilder::with_capacity(len, arr.value_data().len());
translate_with_map(
arr,
&from_map,
&to_chars,
ascii_table.as_ref(),
builder,
)
}
DataType::LargeUtf8 => {
let arr = string_array.as_string::<i64>();
let builder =
LargeStringBuilder::with_capacity(len, arr.value_data().len());
translate_with_map(
arr,
&from_map,
&to_chars,
ascii_table.as_ref(),
builder,
)
}
other => {
return exec_err!(
"Unsupported data type {other:?} for function translate"
);
}
}?;
return Ok(ColumnarValue::Array(result));
}
make_scalar_function(invoke_translate, vec![])(&args.args)
}
fn documentation(&self) -> Option<&Documentation> {
self.doc()
}
}
use super::common::try_as_scalar_str;
fn invoke_translate(args: &[ArrayRef]) -> Result<ArrayRef> {
let len = args[0].len();
match args[0].data_type() {
DataType::Utf8View => {
let string_array = args[0].as_string_view();
let from_array = args[1].as_string::<i32>();
let to_array = args[2].as_string::<i32>();
let builder = StringViewBuilder::with_capacity(len);
translate(string_array, from_array, to_array, builder)
}
DataType::Utf8 => {
let string_array = args[0].as_string::<i32>();
let from_array = args[1].as_string::<i32>();
let to_array = args[2].as_string::<i32>();
let builder =
StringBuilder::with_capacity(len, string_array.value_data().len());
translate(string_array, from_array, to_array, builder)
}
DataType::LargeUtf8 => {
let string_array = args[0].as_string::<i64>();
let from_array = args[1].as_string::<i32>();
let to_array = args[2].as_string::<i32>();
let builder =
LargeStringBuilder::with_capacity(len, string_array.value_data().len());
translate(string_array, from_array, to_array, builder)
}
other => {
exec_err!("Unsupported data type {other:?} for function translate")
}
}
}
fn translate<'a, V, B, O>(
string_array: V,
from_array: B,
to_array: B,
mut builder: O,
) -> Result<ArrayRef>
where
V: ArrayAccessor<Item = &'a str>,
B: ArrayAccessor<Item = &'a str>,
O: StringLikeArrayBuilder,
{
let string_array_iter = ArrayIter::new(string_array);
let from_array_iter = ArrayIter::new(from_array);
let to_array_iter = ArrayIter::new(to_array);
let mut from_map: HashMap<char, usize> = HashMap::new();
let mut to_chars: Vec<char> = Vec::new();
let mut result_buf = String::new();
for ((string, from), to) in string_array_iter.zip(from_array_iter).zip(to_array_iter)
{
match (string, from, to) {
(Some(string), Some(from), Some(to)) => {
from_map.clear();
to_chars.clear();
result_buf.clear();
for (index, c) in from.chars().enumerate() {
from_map.entry(c).or_insert(index);
}
to_chars.extend(to.chars());
translate_char_by_char(string, &from_map, &to_chars, &mut result_buf);
builder.append_value(&result_buf);
}
_ => builder.append_null(),
}
}
Ok(builder.finish())
}
#[inline]
fn translate_char_by_char(
input: &str,
from_map: &HashMap<char, usize>,
to_chars: &[char],
buf: &mut String,
) {
for c in input.chars() {
match from_map.get(&c) {
Some(n) => {
if let Some(&replacement) = to_chars.get(*n) {
buf.push(replacement);
}
}
None => buf.push(c),
}
}
}
const ASCII_DELETE: u8 = 0xFF;
fn build_ascii_translate_table(from: &str, to: &str) -> Option<[u8; 128]> {
if !from.is_ascii() || !to.is_ascii() {
return None;
}
let mut table = [0u8; 128];
for i in 0..128u8 {
table[i as usize] = i;
}
let to_bytes = to.as_bytes();
let mut seen = [false; 128];
for (i, from_byte) in from.bytes().enumerate() {
let idx = from_byte as usize;
if !seen[idx] {
seen[idx] = true;
if i < to_bytes.len() {
table[idx] = to_bytes[i];
} else {
table[idx] = ASCII_DELETE;
}
}
}
Some(table)
}
fn translate_with_map<'a, V, O>(
string_array: V,
from_map: &HashMap<char, usize>,
to_chars: &[char],
ascii_table: Option<&[u8; 128]>,
mut builder: O,
) -> Result<ArrayRef>
where
V: ArrayAccessor<Item = &'a str>,
O: StringLikeArrayBuilder,
{
let mut result_buf = String::new();
let mut ascii_buf: Vec<u8> = Vec::new();
for string in ArrayIter::new(string_array) {
match string {
Some(s) => {
if let Some(table) = ascii_table
&& s.is_ascii()
{
ascii_buf.clear();
for &b in s.as_bytes() {
let mapped = table[b as usize];
if mapped != ASCII_DELETE {
ascii_buf.push(mapped);
}
}
builder.append_value(unsafe {
std::str::from_utf8_unchecked(&ascii_buf)
});
} else {
result_buf.clear();
translate_char_by_char(s, from_map, to_chars, &mut result_buf);
builder.append_value(&result_buf);
}
}
None => builder.append_null(),
}
}
Ok(builder.finish())
}
#[cfg(test)]
mod tests {
use arrow::array::{Array, StringArray, StringViewArray};
use arrow::datatypes::DataType::{Utf8, Utf8View};
use datafusion_common::{Result, ScalarValue};
use datafusion_expr::{ColumnarValue, ScalarUDFImpl};
use crate::unicode::translate::TranslateFunc;
use crate::utils::test::test_function;
#[test]
fn test_functions() -> Result<()> {
test_function!(
TranslateFunc::new(),
vec![
ColumnarValue::Scalar(ScalarValue::from("12345")),
ColumnarValue::Scalar(ScalarValue::from("143")),
ColumnarValue::Scalar(ScalarValue::from("ax"))
],
Ok(Some("a2x5")),
&str,
Utf8,
StringArray
);
test_function!(
TranslateFunc::new(),
vec![
ColumnarValue::Scalar(ScalarValue::Utf8(None)),
ColumnarValue::Scalar(ScalarValue::from("143")),
ColumnarValue::Scalar(ScalarValue::from("ax"))
],
Ok(None),
&str,
Utf8,
StringArray
);
test_function!(
TranslateFunc::new(),
vec![
ColumnarValue::Scalar(ScalarValue::from("12345")),
ColumnarValue::Scalar(ScalarValue::Utf8(None)),
ColumnarValue::Scalar(ScalarValue::from("ax"))
],
Ok(None),
&str,
Utf8,
StringArray
);
test_function!(
TranslateFunc::new(),
vec![
ColumnarValue::Scalar(ScalarValue::from("12345")),
ColumnarValue::Scalar(ScalarValue::from("143")),
ColumnarValue::Scalar(ScalarValue::Utf8(None))
],
Ok(None),
&str,
Utf8,
StringArray
);
test_function!(
TranslateFunc::new(),
vec![
ColumnarValue::Scalar(ScalarValue::from("abcabc")),
ColumnarValue::Scalar(ScalarValue::from("aa")),
ColumnarValue::Scalar(ScalarValue::from("de"))
],
Ok(Some("dbcdbc")),
&str,
Utf8,
StringArray
);
test_function!(
TranslateFunc::new(),
vec![
ColumnarValue::Scalar(ScalarValue::from("é2íñ5")),
ColumnarValue::Scalar(ScalarValue::from("éñí")),
ColumnarValue::Scalar(ScalarValue::from("óü")),
],
Ok(Some("ó2ü5")),
&str,
Utf8,
StringArray
);
test_function!(
TranslateFunc::new(),
vec![
ColumnarValue::Scalar(ScalarValue::from("café")),
ColumnarValue::Scalar(ScalarValue::from("ae")),
ColumnarValue::Scalar(ScalarValue::from("AE"))
],
Ok(Some("cAfé")),
&str,
Utf8,
StringArray
);
test_function!(
TranslateFunc::new(),
vec![
ColumnarValue::Scalar(ScalarValue::Utf8View(Some("12345".into()))),
ColumnarValue::Scalar(ScalarValue::from("143")),
ColumnarValue::Scalar(ScalarValue::from("ax"))
],
Ok(Some("a2x5")),
&str,
Utf8View,
StringViewArray
);
test_function!(
TranslateFunc::new(),
vec![
ColumnarValue::Scalar(ScalarValue::Utf8View(None)),
ColumnarValue::Scalar(ScalarValue::from("143")),
ColumnarValue::Scalar(ScalarValue::from("ax"))
],
Ok(None),
&str,
Utf8View,
StringViewArray
);
test_function!(
TranslateFunc::new(),
vec![
ColumnarValue::Scalar(ScalarValue::Utf8View(Some("é2íñ5".into()))),
ColumnarValue::Scalar(ScalarValue::from("éñí")),
ColumnarValue::Scalar(ScalarValue::from("óü"))
],
Ok(Some("ó2ü5")),
&str,
Utf8View,
StringViewArray
);
#[cfg(not(feature = "unicode_expressions"))]
test_function!(
TranslateFunc::new(),
vec![
ColumnarValue::Scalar(ScalarValue::from("12345")),
ColumnarValue::Scalar(ScalarValue::from("143")),
ColumnarValue::Scalar(ScalarValue::from("ax")),
],
internal_err!(
"function translate requires compilation with feature flag: unicode_expressions."
),
&str,
Utf8,
StringArray
);
Ok(())
}
}