use std::any::Any;
use std::sync::Arc;
use arrow::array::{
ArrayAccessor, ArrayIter, ArrayRef, AsArray, GenericStringArray, OffsetSizeTrait,
};
use arrow::datatypes::DataType;
use datafusion_common::HashMap;
use unicode_segmentation::UnicodeSegmentation;
use crate::utils::{make_scalar_function, utf8_to_str_type};
use datafusion_common::{Result, exec_err};
use datafusion_expr::TypeSignature::Exact;
use datafusion_expr::{
ColumnarValue, Documentation, 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 as_any(&self) -> &dyn Any {
self
}
fn name(&self) -> &str {
"translate"
}
fn signature(&self) -> &Signature {
&self.signature
}
fn return_type(&self, arg_types: &[DataType]) -> Result<DataType> {
utf8_to_str_type(&arg_types[0], "translate")
}
fn invoke_with_args(
&self,
args: datafusion_expr::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_graphemes: Vec<&str> = to_str.graphemes(true).collect();
let mut from_map: HashMap<&str, usize> = HashMap::new();
for (index, c) in from_str.graphemes(true).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 result = match string_array.data_type() {
DataType::Utf8View => {
let arr = string_array.as_string_view();
translate_with_map::<i32, _>(
arr,
&from_map,
&to_graphemes,
ascii_table.as_ref(),
)
}
DataType::Utf8 => {
let arr = string_array.as_string::<i32>();
translate_with_map::<i32, _>(
arr,
&from_map,
&to_graphemes,
ascii_table.as_ref(),
)
}
DataType::LargeUtf8 => {
let arr = string_array.as_string::<i64>();
translate_with_map::<i64, _>(
arr,
&from_map,
&to_graphemes,
ascii_table.as_ref(),
)
}
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()
}
}
fn try_as_scalar_str(cv: &ColumnarValue) -> Option<&str> {
match cv {
ColumnarValue::Scalar(s) => s.try_as_str().flatten(),
_ => None,
}
}
fn invoke_translate(args: &[ArrayRef]) -> Result<ArrayRef> {
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>();
translate::<i32, _, _>(string_array, from_array, to_array)
}
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>();
translate::<i32, _, _>(string_array, from_array, to_array)
}
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>();
translate::<i64, _, _>(string_array, from_array, to_array)
}
other => {
exec_err!("Unsupported data type {other:?} for function translate")
}
}
}
fn translate<'a, T: OffsetSizeTrait, V, B>(
string_array: V,
from_array: B,
to_array: B,
) -> Result<ArrayRef>
where
V: ArrayAccessor<Item = &'a str>,
B: ArrayAccessor<Item = &'a str>,
{
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<&str, usize> = HashMap::new();
let mut from_graphemes: Vec<&str> = Vec::new();
let mut to_graphemes: Vec<&str> = Vec::new();
let mut string_graphemes: Vec<&str> = Vec::new();
let mut result_graphemes: Vec<&str> = Vec::new();
let result = string_array_iter
.zip(from_array_iter)
.zip(to_array_iter)
.map(|((string, from), to)| match (string, from, to) {
(Some(string), Some(from), Some(to)) => {
from_map.clear();
from_graphemes.clear();
to_graphemes.clear();
string_graphemes.clear();
result_graphemes.clear();
from_graphemes.extend(from.graphemes(true));
for (index, c) in from_graphemes.iter().enumerate() {
from_map.entry(*c).or_insert(index);
}
to_graphemes.extend(to.graphemes(true));
string_graphemes.extend(string.graphemes(true));
for c in &string_graphemes {
match from_map.get(*c) {
Some(n) => {
if let Some(replacement) = to_graphemes.get(*n) {
result_graphemes.push(*replacement);
}
}
None => result_graphemes.push(*c),
}
}
Some(result_graphemes.concat())
}
_ => None,
})
.collect::<GenericStringArray<T>>();
Ok(Arc::new(result) as ArrayRef)
}
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, T: OffsetSizeTrait, V>(
string_array: V,
from_map: &HashMap<&str, usize>,
to_graphemes: &[&str],
ascii_table: Option<&[u8; 128]>,
) -> Result<ArrayRef>
where
V: ArrayAccessor<Item = &'a str>,
{
let mut result_graphemes: Vec<&str> = Vec::new();
let mut ascii_buf: Vec<u8> = Vec::new();
let result = ArrayIter::new(string_array)
.map(|string| {
string.map(|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);
}
}
return unsafe {
std::str::from_utf8_unchecked(&ascii_buf).to_owned()
};
}
result_graphemes.clear();
for c in s.graphemes(true) {
match from_map.get(c) {
Some(n) => {
if let Some(replacement) = to_graphemes.get(*n) {
result_graphemes.push(*replacement);
}
}
None => result_graphemes.push(c),
}
}
result_graphemes.concat()
})
})
.collect::<GenericStringArray<T>>();
Ok(Arc::new(result) as ArrayRef)
}
#[cfg(test)]
mod tests {
use arrow::array::{Array, StringArray};
use arrow::datatypes::DataType::Utf8;
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
);
#[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(())
}
}