davidlghellin commented on code in PR #20928:
URL: https://github.com/apache/datafusion/pull/20928#discussion_r3390490411


##########
datafusion/spark/src/function/string/concat_ws.rs:
##########
@@ -0,0 +1,289 @@
+// 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.
+
+//! Spark-compatible `concat_ws`: joins strings (and array elements) with a 
separator.
+//!
+//! Null scalar args and null array elements are skipped; a null separator 
yields a
+//! null row. Non-string args are coerced to STRING; list args (`List`, 
`LargeList`,
+//! `ListView`, `LargeListView`, `FixedSizeList`) expand their elements.
+//!
+//! Differences with DataFusion core `concat_ws`:
+//! - Accepts list arguments and expands their elements
+//! - Always returns Utf8 (Spark's `STRING` type)
+//! - Coerces non-string scalars (numbers, booleans, dates, ...) to Utf8
+
+use std::sync::Arc;
+
+use arrow::array::{
+    Array, ArrayRef, AsArray, GenericListArray, LargeStringArray, 
OffsetSizeTrait,
+    StringArray, StringBuilder, StringViewArray,
+};
+use arrow::datatypes::DataType;
+use datafusion_common::{Result, ScalarValue};
+use datafusion_expr::{
+    ColumnarValue, ScalarFunctionArgs, ScalarUDFImpl, Signature, Volatility,
+};
+
+use crate::function::error_utils::{
+    invalid_arg_count_exec_err, unsupported_data_type_exec_err,
+};
+
+#[derive(Debug, PartialEq, Eq, Hash)]
+pub struct SparkConcatWs {
+    signature: Signature,
+}
+
+impl Default for SparkConcatWs {
+    fn default() -> Self {
+        Self::new()
+    }
+}
+
+impl SparkConcatWs {
+    pub fn new() -> Self {
+        Self {
+            signature: Signature::user_defined(Volatility::Immutable),
+        }
+    }
+}
+
+impl ScalarUDFImpl for SparkConcatWs {
+    fn name(&self) -> &str {
+        "concat_ws"
+    }
+
+    fn signature(&self) -> &Signature {
+        &self.signature
+    }
+
+    fn return_type(&self, _arg_types: &[DataType]) -> Result<DataType> {
+        Ok(DataType::Utf8)
+    }
+
+    fn coerce_types(&self, arg_types: &[DataType]) -> Result<Vec<DataType>> {
+        if arg_types.is_empty() {
+            return Err(invalid_arg_count_exec_err("concat_ws", (1, i32::MAX), 
0));
+        }
+        Ok(arg_types
+            .iter()
+            .enumerate()
+            .map(|(i, dt)| match dt {
+                DataType::Utf8 | DataType::LargeUtf8 | DataType::Utf8View => 
dt.clone(),
+                // Non-separator list args expand their elements at runtime;
+                // normalize list variants so the kernel only sees 
List/LargeList.
+                DataType::List(f)
+                | DataType::ListView(f)
+                | DataType::FixedSizeList(f, _)
+                    if i > 0 =>
+                {
+                    DataType::List(Arc::clone(f))
+                }
+                DataType::LargeList(f) | DataType::LargeListView(f) if i > 0 
=> {
+                    DataType::LargeList(Arc::clone(f))
+                }
+                // Spark casts everything else (numbers, booleans, dates,
+                // binary, null...) to STRING.
+                _ => DataType::Utf8,
+            })
+            .collect())
+    }
+
+    fn invoke_with_args(&self, args: ScalarFunctionArgs) -> 
Result<ColumnarValue> {
+        // Only separator provided → empty string (or NULL if separator is 
null).
+        // Arg-count validation happens in coerce_types at planning time.
+        if args.args.len() == 1 {
+            return only_separator(&args.args[0]);
+        }
+
+        spark_concat_ws(&args.args, args.number_rows)
+    }
+}
+
+fn only_separator(sep: &ColumnarValue) -> Result<ColumnarValue> {
+    match sep {
+        ColumnarValue::Scalar(s) if s.is_null() => {
+            Ok(ColumnarValue::Scalar(ScalarValue::Utf8(None)))
+        }
+        ColumnarValue::Scalar(_) => 
Ok(ColumnarValue::Scalar(ScalarValue::Utf8(Some(
+            String::new(),
+        )))),
+        ColumnarValue::Array(arr) => {
+            let mut builder = StringBuilder::with_capacity(arr.len(), 0);
+            for row_idx in 0..arr.len() {
+                if arr.is_null(row_idx) {
+                    builder.append_null();
+                } else {
+                    builder.append_value("");
+                }
+            }
+            Ok(ColumnarValue::Array(Arc::new(builder.finish()) as ArrayRef))
+        }
+    }
+}
+
+fn spark_concat_ws(args: &[ColumnarValue], num_rows: usize) -> 
Result<ColumnarValue> {
+    let arrays = ColumnarValue::values_to_arrays(args)?;
+
+    // Untyped-NULL separator → every row is NULL. Returning a scalar is 
enough;
+    // the framework broadcasts it to `num_rows` nulls when needed.
+    if *arrays[0].data_type() == DataType::Null {
+        return Ok(ColumnarValue::Scalar(ScalarValue::Utf8(None)));
+    }
+
+    let sep_view = StringView::try_new(&arrays[0])?;
+    let arg_views: Vec<ArgView> = arrays[1..]
+        .iter()
+        .map(ArgView::try_new)
+        .collect::<Result<_>>()?;
+
+    let mut builder = StringBuilder::with_capacity(num_rows, num_rows * 16);
+    let mut buf = String::new();

Review Comment:
   Applied. Helpers now take `&mut StringBuilder` and write parts directly via 
`fmt::Write::write_str`; rows are finalised with `builder.append_value("")`. 
Confirmed in arrow-rs 58.3.0 `generic_bytes_builder.rs:359-364` that the 
`Write` impl is just `extend_from_slice` (non-fallible), so 
`.expect("StringBuilder::write_str is infallible")` documents the contract 
without a real failure path. Saves one memcpy per row.
   



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