xudong963 commented on code in PR #20768:
URL: https://github.com/apache/datafusion/pull/20768#discussion_r2917168108


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datafusion/common/src/utils/aggregate.rs:
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@@ -0,0 +1,149 @@
+// 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.
+
+//! Scalar-level aggregation utilities for statistics merging.
+//!
+//! Provides a cheap pairwise [`ScalarValue`] addition that directly
+//! extracts inner primitive values, avoiding the expensive
+//! `ScalarValue::add` path (which round-trips through Arrow arrays).
+use arrow::datatypes::i256;
+
+use crate::stats::Precision;
+use crate::{Result, ScalarValue};
+
+/// Saturating addition for [`i256`] (which lacks a built-in
+/// `saturating_add`).  Returns `i256::MAX` on positive overflow and
+/// `i256::MIN` on negative overflow.
+#[inline]
+fn i256_saturating_add(a: i256, b: i256) -> i256 {
+    match a.checked_add(b) {
+        Some(sum) => sum,
+        None => {
+            // If b is non-negative the overflow is positive, otherwise
+            // negative.
+            if b >= i256::ZERO {
+                i256::MAX
+            } else {
+                i256::MIN
+            }
+        }
+    }
+}
+
+/// Add two [`ScalarValue`]s by directly extracting and adding their
+/// inner primitive values.
+///
+/// This avoids `ScalarValue::add` which converts both operands to
+/// single-element Arrow arrays, runs the `add_wrapping` kernel, and
+/// converts the result back — 3 heap allocations per call.
+///
+/// For non-primitive types, falls back to `ScalarValue::add`.
+pub(crate) fn scalar_add(lhs: &ScalarValue, rhs: &ScalarValue) -> 
Result<ScalarValue> {
+    macro_rules! add_int {
+        ($lhs:expr, $rhs:expr, $VARIANT:ident) => {
+            match ($lhs, $rhs) {
+                (ScalarValue::$VARIANT(Some(a)), 
ScalarValue::$VARIANT(Some(b))) => {
+                    Ok(ScalarValue::$VARIANT(Some(a.saturating_add(*b))))
+                }
+                (ScalarValue::$VARIANT(None), other)
+                | (other, ScalarValue::$VARIANT(None)) => Ok(other.clone()),
+                _ => unreachable!(),
+            }
+        };
+    }
+
+    macro_rules! add_decimal {
+        ($lhs:expr, $rhs:expr, $VARIANT:ident) => {
+            match ($lhs, $rhs) {
+                (
+                    ScalarValue::$VARIANT(Some(a), p, s),
+                    ScalarValue::$VARIANT(Some(b), _, _),
+                ) => Ok(ScalarValue::$VARIANT(Some(a.saturating_add(*b)), *p, 
*s)),
+                (ScalarValue::$VARIANT(None, _, _), other)
+                | (other, ScalarValue::$VARIANT(None, _, _)) => 
Ok(other.clone()),
+                _ => unreachable!(),
+            }
+        };
+    }
+
+    macro_rules! add_float {
+        ($lhs:expr, $rhs:expr, $VARIANT:ident) => {
+            match ($lhs, $rhs) {
+                (ScalarValue::$VARIANT(Some(a)), 
ScalarValue::$VARIANT(Some(b))) => {
+                    Ok(ScalarValue::$VARIANT(Some(*a + *b)))
+                }
+                (ScalarValue::$VARIANT(None), other)
+                | (other, ScalarValue::$VARIANT(None)) => Ok(other.clone()),
+                _ => unreachable!(),
+            }
+        };
+    }
+
+    match lhs {
+        ScalarValue::Int8(_) => add_int!(lhs, rhs, Int8),
+        ScalarValue::Int16(_) => add_int!(lhs, rhs, Int16),
+        ScalarValue::Int32(_) => add_int!(lhs, rhs, Int32),
+        ScalarValue::Int64(_) => add_int!(lhs, rhs, Int64),
+        ScalarValue::UInt8(_) => add_int!(lhs, rhs, UInt8),
+        ScalarValue::UInt16(_) => add_int!(lhs, rhs, UInt16),
+        ScalarValue::UInt32(_) => add_int!(lhs, rhs, UInt32),
+        ScalarValue::UInt64(_) => add_int!(lhs, rhs, UInt64),
+        ScalarValue::Float16(_) => add_float!(lhs, rhs, Float16),
+        ScalarValue::Float32(_) => add_float!(lhs, rhs, Float32),
+        ScalarValue::Float64(_) => add_float!(lhs, rhs, Float64),
+        ScalarValue::Decimal32(_, _, _) => add_decimal!(lhs, rhs, Decimal32),
+        ScalarValue::Decimal64(_, _, _) => add_decimal!(lhs, rhs, Decimal64),
+        ScalarValue::Decimal128(_, _, _) => add_decimal!(lhs, rhs, Decimal128),

Review Comment:
   For Decimal128(Some(a), p, s), saturating to i128::MAX doesn't respect the 
precision constraint. A Decimal128 with precision 5 can't hold i128::MAX.
   
   For example: 
   ```
   let a = Decimal128(Some(99999), 5, 2);  // 999.99
     let b = Decimal128(Some(99999), 5, 2);  // 999.99
   ```



##########
datafusion/common/src/utils/aggregate.rs:
##########
@@ -0,0 +1,149 @@
+// Licensed to the Apache Software Foundation (ASF) under one

Review Comment:
   Not sure if we can put it into a higher level, is it possible that other 
nodes may use this code in the future, not only agg.



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