From db0019917d3cacedfcfca36f26de4aef37bcac31 Mon Sep 17 00:00:00 2001
From: Andy Grove <agrove@apache.org>
Date: Wed, 10 Jul 2024 13:32:40 -0600
Subject: [PATCH] feat: Create new `datafusion-comet-spark-expr` crate
 containing Spark-compatible DataFusion expressions (#638)

* convert into workspace project

* update GitHub actions

* update Makefile

* fix regression

* update target path

* update protobuf path in pom.xml

* update more paths

* add new datafusion-comet-expr crate

* rename CometAbsFunc to Abs and add documentation

* fix error message

* improve error handling

* update crate description

* remove unused dep

* address feedback

* finish renaming crate

* update README for datafusion-spark-expr

* rename crate to datafusion-comet-spark-expr
---
 native/Cargo.lock                             |   74 +-
 native/Cargo.toml                             |   24 +-
 native/core/Cargo.lock                        | 3301 -----------------
 native/core/Cargo.toml                        |   34 +-
 .../execution/datafusion/expressions/mod.rs   |   23 +-
 .../core/src/execution/datafusion/planner.rs  |   17 +-
 native/spark-expr/Cargo.toml                  |   38 +
 native/spark-expr/README.md                   |   23 +
 .../expressions => spark-expr/src}/abs.rs     |   31 +-
 native/spark-expr/src/lib.rs                  |   56 +
 10 files changed, 228 insertions(+), 3393 deletions(-)
 delete mode 100644 native/core/Cargo.lock
 create mode 100644 native/spark-expr/Cargo.toml
 create mode 100644 native/spark-expr/README.md
 rename native/{core/src/execution/datafusion/expressions => spark-expr/src}/abs.rs (81%)
 create mode 100644 native/spark-expr/src/lib.rs

diff --git a/native/Cargo.lock b/native/Cargo.lock
index df1828ee03..c0f22fa1aa 100644
--- a/native/Cargo.lock
+++ b/native/Cargo.lock
@@ -341,13 +341,13 @@ checksum = "0c24e9d990669fbd16806bff449e4ac644fd9b1fca014760087732fe4102f131"
 
 [[package]]
 name = "async-trait"
-version = "0.1.80"
+version = "0.1.81"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c6fa2087f2753a7da8cc1c0dbfcf89579dd57458e36769de5ac750b4671737ca"
+checksum = "6e0c28dcc82d7c8ead5cb13beb15405b57b8546e93215673ff8ca0349a028107"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.68",
+ "syn 2.0.70",
 ]
 
 [[package]]
@@ -482,9 +482,9 @@ checksum = "37b2a672a2cb129a2e41c10b1224bb368f9f37a2b16b612598138befd7b37eb5"
 
 [[package]]
 name = "cc"
-version = "1.0.104"
+version = "1.0.106"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "74b6a57f98764a267ff415d50a25e6e166f3831a5071af4995296ea97d210490"
+checksum = "066fce287b1d4eafef758e89e09d724a24808a9196fe9756b8ca90e86d0719a2"
 dependencies = [
  "jobserver",
  "libc",
@@ -866,9 +866,9 @@ dependencies = [
  "crc32fast",
  "criterion",
  "datafusion",
+ "datafusion-comet-spark-expr",
  "datafusion-common",
  "datafusion-expr",
- "datafusion-functions",
  "datafusion-physical-expr",
  "datafusion-physical-expr-common",
  "flate2",
@@ -902,6 +902,17 @@ dependencies = [
  "zstd",
 ]
 
+[[package]]
+name = "datafusion-comet-spark-expr"
+version = "0.1.0"
+dependencies = [
+ "arrow",
+ "arrow-schema",
+ "datafusion",
+ "datafusion-common",
+ "datafusion-functions",
+]
+
 [[package]]
 name = "datafusion-common"
 version = "40.0.0"
@@ -1300,7 +1311,7 @@ checksum = "87750cf4b7a4c0625b1529e4c543c2182106e4dedc60a2a6455e00d212c489ac"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.68",
+ "syn 2.0.70",
 ]
 
 [[package]]
@@ -1992,9 +2003,9 @@ checksum = "3fdb12b2476b595f9358c5161aa467c2438859caa136dec86c26fdd2efe17b92"
 
 [[package]]
 name = "oorandom"
-version = "11.1.3"
+version = "11.1.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0ab1bc2a289d34bd04a330323ac98a1b4bc82c9d9fcb1e66b63caa84da26b575"
+checksum = "b410bbe7e14ab526a0e86877eb47c6996a2bd7746f027ba551028c925390e4e9"
 
 [[package]]
 name = "ordered-float"
@@ -2030,9 +2041,8 @@ dependencies = [
 
 [[package]]
 name = "parquet"
-version = "52.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0f22ba0d95db56dde8685e3fadcb915cdaadda31ab8abbe3ff7f0ad1ef333267"
+version = "52.0.0"
+source = "git+https://github.com/apache/arrow-rs.git?rev=0a4d8a1#0a4d8a14b58e45ef92e31541f0b51a5b25de5f10"
 dependencies = [
  "ahash",
  "bytes",
@@ -2261,7 +2271,7 @@ dependencies = [
  "itertools 0.12.1",
  "proc-macro2",
  "quote",
- "syn 2.0.68",
+ "syn 2.0.70",
 ]
 
 [[package]]
@@ -2382,9 +2392,9 @@ checksum = "7a66a03ae7c801facd77a29370b4faec201768915ac14a721ba36f20bc9c209b"
 
 [[package]]
 name = "rgb"
-version = "0.8.40"
+version = "0.8.44"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a7439be6844e40133eda024efd85bf07f59d0dd2f59b10c00dd6cfb92cc5c741"
+checksum = "1aee83dc281d5a3200d37b299acd13b81066ea126a7f16f0eae70fc9aed241d9"
 dependencies = [
  "bytemuck",
 ]
@@ -2458,9 +2468,9 @@ checksum = "a3f0bf26fd526d2a95683cd0f87bf103b8539e2ca1ef48ce002d67aad59aa0b4"
 
 [[package]]
 name = "serde"
-version = "1.0.203"
+version = "1.0.204"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7253ab4de971e72fb7be983802300c30b5a7f0c2e56fab8abfc6a214307c0094"
+checksum = "bc76f558e0cbb2a839d37354c575f1dc3fdc6546b5be373ba43d95f231bf7c12"
 dependencies = [
  "serde_derive",
 ]
@@ -2477,13 +2487,13 @@ dependencies = [
 
 [[package]]
 name = "serde_derive"
-version = "1.0.203"
+version = "1.0.204"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "500cbc0ebeb6f46627f50f3f5811ccf6bf00643be300b4c3eabc0ef55dc5b5ba"
+checksum = "e0cd7e117be63d3c3678776753929474f3b04a43a080c744d6b0ae2a8c28e222"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.68",
+ "syn 2.0.70",
 ]
 
 [[package]]
@@ -2594,7 +2604,7 @@ checksum = "01b2e185515564f15375f593fb966b5718bc624ba77fe49fa4616ad619690554"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.68",
+ "syn 2.0.70",
 ]
 
 [[package]]
@@ -2634,7 +2644,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "rustversion",
- "syn 2.0.68",
+ "syn 2.0.70",
 ]
 
 [[package]]
@@ -2679,9 +2689,9 @@ dependencies = [
 
 [[package]]
 name = "syn"
-version = "2.0.68"
+version = "2.0.70"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "901fa70d88b9d6c98022e23b4136f9f3e54e4662c3bc1bd1d84a42a9a0f0c1e9"
+checksum = "2f0209b68b3613b093e0ec905354eccaedcfe83b8cb37cbdeae64026c3064c16"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -2717,7 +2727,7 @@ checksum = "46c3384250002a6d5af4d114f2845d37b57521033f30d5c3f46c4d70e1197533"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.68",
+ "syn 2.0.70",
 ]
 
 [[package]]
@@ -2762,9 +2772,9 @@ dependencies = [
 
 [[package]]
 name = "tinyvec"
-version = "1.7.0"
+version = "1.8.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ce6b6a2fb3a985e99cebfaefa9faa3024743da73304ca1c683a36429613d3d22"
+checksum = "445e881f4f6d382d5f27c034e25eb92edd7c784ceab92a0937db7f2e9471b938"
 dependencies = [
  "tinyvec_macros",
 ]
@@ -2796,7 +2806,7 @@ checksum = "5f5ae998a069d4b5aba8ee9dad856af7d520c3699e6159b185c2acd48155d39a"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.68",
+ "syn 2.0.70",
 ]
 
 [[package]]
@@ -2818,7 +2828,7 @@ checksum = "34704c8d6ebcbc939824180af020566b01a7c01f80641264eba0999f6c2b6be7"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.68",
+ "syn 2.0.70",
 ]
 
 [[package]]
@@ -2967,7 +2977,7 @@ dependencies = [
  "once_cell",
  "proc-macro2",
  "quote",
- "syn 2.0.68",
+ "syn 2.0.70",
  "wasm-bindgen-shared",
 ]
 
@@ -2989,7 +2999,7 @@ checksum = "e94f17b526d0a461a191c78ea52bbce64071ed5c04c9ffe424dcb38f74171bb7"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.68",
+ "syn 2.0.70",
  "wasm-bindgen-backend",
  "wasm-bindgen-shared",
 ]
@@ -3218,7 +3228,7 @@ checksum = "fa4f8080344d4671fb4e831a13ad1e68092748387dfc4f55e356242fae12ce3e"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.68",
+ "syn 2.0.70",
 ]
 
 [[package]]
diff --git a/native/Cargo.toml b/native/Cargo.toml
index 79d393fdb3..13860fbdf9 100644
--- a/native/Cargo.toml
+++ b/native/Cargo.toml
@@ -16,7 +16,8 @@
 # under the License.
 
 [workspace]
-members = ["core"]
+members = ["core", "spark-expr"]
+resolver = "2"
 
 [workspace.package]
 version = "0.1.0"
@@ -30,3 +31,24 @@ edition = "2021"
 
 # Comet uses the same minimum Rust version as DataFusion
 rust-version = "1.75"
+
+[workspace.dependencies]
+arrow = { version = "52.1.0", features = ["prettyprint", "ffi", "chrono-tz"] }
+arrow-array = { version = "52.1.0" }
+arrow-buffer = { version = "52.1.0" }
+arrow-data = { version = "52.1.0" }
+arrow-schema = { version = "52.1.0" }
+parquet = { version = "52.1.0", default-features = false, features = ["experimental"] }
+datafusion-common = { git = "https://github.com/apache/datafusion.git", rev = "40.0.0-rc1" }
+datafusion = { default-features = false, git = "https://github.com/apache/datafusion.git", rev = "40.0.0-rc1", features = ["unicode_expressions", "crypto_expressions"] }
+datafusion-functions = { git = "https://github.com/apache/datafusion.git", rev = "40.0.0-rc1", features = ["crypto_expressions"] }
+datafusion-expr = { git = "https://github.com/apache/datafusion.git", rev = "40.0.0-rc1", default-features = false }
+datafusion-physical-expr-common = { git = "https://github.com/apache/datafusion.git", rev = "40.0.0-rc1", default-features = false }
+datafusion-physical-expr = { git = "https://github.com/apache/datafusion.git", rev = "40.0.0-rc1", default-features = false }
+
+[profile.release]
+debug = true
+overflow-checks = false
+lto = "thin"
+codegen-units = 1
+strip = "debuginfo"
diff --git a/native/core/Cargo.lock b/native/core/Cargo.lock
deleted file mode 100644
index 71fe6eb2e7..0000000000
--- a/native/core/Cargo.lock
+++ /dev/null
@@ -1,3301 +0,0 @@
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-# It is not intended for manual editing.
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diff --git a/native/core/Cargo.toml b/native/core/Cargo.toml
index 160db2949e..3820bdd38a 100644
--- a/native/core/Cargo.toml
+++ b/native/core/Cargo.toml
@@ -31,13 +31,16 @@ include = [
     "Cargo.toml",
 ]
 
+# this crate is used in the Spark plugin and does not contain public Rust APIs so we do not publish this crate
+publish = false
+
 [dependencies]
-arrow = { version = "52.1.0", features = ["prettyprint", "ffi", "chrono-tz"] }
-arrow-array = { version = "52.1.0" }
-arrow-buffer = { version = "52.1.0" }
-arrow-data = { version = "52.1.0" }
-arrow-schema = { version = "52.1.0" }
-parquet = { version = "52.1.0", default-features = false, features = ["experimental"] }
+arrow = { workspace = true }
+arrow-array = { workspace = true }
+arrow-buffer = { workspace = true }
+arrow-data = { workspace = true }
+arrow-schema = { workspace = true }
+parquet = { git = "https://github.com/apache/arrow-rs.git", rev = "0a4d8a1", default-features = false, features = ["experimental"] }
 half = { version = "2.4.1", default-features = false }
 futures = "0.3.28"
 mimalloc = { version = "*", default-features = false, optional = true }
@@ -64,17 +67,17 @@ itertools = "0.11.0"
 chrono = { version = "0.4", default-features = false, features = ["clock"] }
 chrono-tz = { version = "0.8" }
 paste = "1.0.14"
-datafusion-common = { git = "https://github.com/apache/datafusion.git", rev = "40.0.0-rc1" }
-datafusion = { default-features = false, git = "https://github.com/apache/datafusion.git", rev = "40.0.0-rc1", features = ["unicode_expressions", "crypto_expressions"] }
-datafusion-functions = { git = "https://github.com/apache/datafusion.git", rev = "40.0.0-rc1", features = ["crypto_expressions"] }
-datafusion-expr = { git = "https://github.com/apache/datafusion.git", rev = "40.0.0-rc1", default-features = false }
-datafusion-physical-expr-common = { git = "https://github.com/apache/datafusion.git", rev = "40.0.0-rc1", default-features = false }
-datafusion-physical-expr = { git = "https://github.com/apache/datafusion.git", rev = "40.0.0-rc1", default-features = false }
+datafusion-common = { workspace = true }
+datafusion = {  workspace = true }
+datafusion-expr = {  workspace = true }
+datafusion-physical-expr-common = {  workspace = true }
+datafusion-physical-expr = {  workspace = true }
 unicode-segmentation = "^1.10.1"
 once_cell = "1.18.0"
 regex = "1.9.6"
 crc32fast = "1.3.2"
 simd-adler32 = "0.3.7"
+datafusion-comet-spark-expr = { path = "../spark-expr", version = "0.1.0" }
 
 [build-dependencies]
 prost-build = "0.9.0"
@@ -91,13 +94,6 @@ twox-hash = "1.6.3"
 [features]
 default = []
 
-[profile.release]
-debug = true
-overflow-checks = false
-lto = "thin"
-codegen-units = 1
-strip = "debuginfo"
-
 [lib]
 name = "comet"
 # "rlib" is for benchmarking with criterion.
diff --git a/native/core/src/execution/datafusion/expressions/mod.rs b/native/core/src/execution/datafusion/expressions/mod.rs
index 385857f1e4..98b422dce3 100644
--- a/native/core/src/execution/datafusion/expressions/mod.rs
+++ b/native/core/src/execution/datafusion/expressions/mod.rs
@@ -24,10 +24,8 @@ pub mod if_expr;
 mod normalize_nan;
 pub mod scalar_funcs;
 pub use normalize_nan::NormalizeNaNAndZero;
-use prost::DecodeError;
 
-use crate::{errors::CometError, execution::spark_expression};
-pub mod abs;
+use crate::errors::CometError;
 pub mod avg;
 pub mod avg_decimal;
 pub mod bloom_filter_might_contain;
@@ -46,24 +44,7 @@ mod utils;
 pub mod variance;
 pub mod xxhash64;
 
-#[derive(Debug, Hash, PartialEq, Clone, Copy)]
-pub enum EvalMode {
-    Legacy,
-    Ansi,
-    Try,
-}
-
-impl TryFrom<i32> for EvalMode {
-    type Error = DecodeError;
-
-    fn try_from(value: i32) -> Result<Self, Self::Error> {
-        match spark_expression::EvalMode::try_from(value)? {
-            spark_expression::EvalMode::Legacy => Ok(EvalMode::Legacy),
-            spark_expression::EvalMode::Try => Ok(EvalMode::Try),
-            spark_expression::EvalMode::Ansi => Ok(EvalMode::Ansi),
-        }
-    }
-}
+pub use datafusion_comet_spark_expr::EvalMode;
 
 fn arithmetic_overflow_error(from_type: &str) -> CometError {
     CometError::ArithmeticOverflow {
diff --git a/native/core/src/execution/datafusion/planner.rs b/native/core/src/execution/datafusion/planner.rs
index 360380400a..ee208ac74a 100644
--- a/native/core/src/execution/datafusion/planner.rs
+++ b/native/core/src/execution/datafusion/planner.rs
@@ -107,7 +107,8 @@ use crate::{
     },
 };
 
-use super::expressions::{abs::CometAbsFunc, create_named_struct::CreateNamedStruct, EvalMode};
+use super::expressions::{create_named_struct::CreateNamedStruct, EvalMode};
+use datafusion_comet_spark_expr::abs::Abs;
 
 // For clippy error on type_complexity.
 type ExecResult<T> = Result<T, ExecutionError>;
@@ -368,7 +369,7 @@ impl PhysicalPlanner {
                 let child = self.create_expr(expr.child.as_ref().unwrap(), input_schema)?;
                 let datatype = to_arrow_datatype(expr.datatype.as_ref().unwrap());
                 let timezone = expr.timezone.clone();
-                let eval_mode = expr.eval_mode.try_into()?;
+                let eval_mode = from_protobuf_eval_mode(expr.eval_mode)?;
 
                 Ok(Arc::new(Cast::new(child, datatype, eval_mode, timezone)))
             }
@@ -507,8 +508,8 @@ impl PhysicalPlanner {
                 let child = self.create_expr(expr.child.as_ref().unwrap(), input_schema.clone())?;
                 let return_type = child.data_type(&input_schema)?;
                 let args = vec![child];
-                let eval_mode = expr.eval_mode.try_into()?;
-                let comet_abs = Arc::new(ScalarUDF::new_from_impl(CometAbsFunc::new(
+                let eval_mode = from_protobuf_eval_mode(expr.eval_mode)?;
+                let comet_abs = Arc::new(ScalarUDF::new_from_impl(Abs::new(
                     eval_mode,
                     return_type.to_string(),
                 )?));
@@ -1814,6 +1815,14 @@ fn rewrite_physical_expr(
     Ok(expr.rewrite(&mut rewriter).data()?)
 }
 
+fn from_protobuf_eval_mode(value: i32) -> Result<EvalMode, prost::DecodeError> {
+    match spark_expression::EvalMode::try_from(value)? {
+        spark_expression::EvalMode::Legacy => Ok(EvalMode::Legacy),
+        spark_expression::EvalMode::Try => Ok(EvalMode::Try),
+        spark_expression::EvalMode::Ansi => Ok(EvalMode::Ansi),
+    }
+}
+
 #[cfg(test)]
 mod tests {
     use std::{sync::Arc, task::Poll};
diff --git a/native/spark-expr/Cargo.toml b/native/spark-expr/Cargo.toml
new file mode 100644
index 0000000000..d10d04944b
--- /dev/null
+++ b/native/spark-expr/Cargo.toml
@@ -0,0 +1,38 @@
+# 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.
+
+[package]
+name = "datafusion-comet-spark-expr"
+description = "DataFusion expressions that emulate Apache Spark's behavior"
+version = { workspace = true }
+homepage = { workspace = true }
+repository = { workspace = true }
+authors = { workspace = true }
+readme = { workspace = true }
+license = { workspace = true }
+edition = { workspace = true }
+
+[dependencies]
+arrow = { workspace = true }
+arrow-schema = { workspace = true }
+datafusion = { workspace = true }
+datafusion-common = { workspace = true }
+datafusion-functions = { workspace = true }
+
+[lib]
+name = "datafusion_comet_spark_expr"
+path = "src/lib.rs"
diff --git a/native/spark-expr/README.md b/native/spark-expr/README.md
new file mode 100644
index 0000000000..a7ee753632
--- /dev/null
+++ b/native/spark-expr/README.md
@@ -0,0 +1,23 @@
+<!--
+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.
+-->
+
+# datafusion-comet-spark-expr: Spark-compatible Expressions
+
+This crate provides Apache Spark-compatible expressions for use with DataFusion and is maintained as part of the 
+[Apache DataFusion Comet](https://github.com/apache/datafusion-comet/) subproject.
\ No newline at end of file
diff --git a/native/core/src/execution/datafusion/expressions/abs.rs b/native/spark-expr/src/abs.rs
similarity index 81%
rename from native/core/src/execution/datafusion/expressions/abs.rs
rename to native/spark-expr/src/abs.rs
index a037e5cbc1..198a96e571 100644
--- a/native/core/src/execution/datafusion/expressions/abs.rs
+++ b/native/spark-expr/src/abs.rs
@@ -15,26 +15,29 @@
 // specific language governing permissions and limitations
 // under the License.
 
+//! Spark-compatible implementation of abs function
+
+use std::{any::Any, sync::Arc};
+
 use arrow::datatypes::DataType;
 use arrow_schema::ArrowError;
+
 use datafusion::logical_expr::{ColumnarValue, ScalarUDFImpl, Signature};
 use datafusion_common::DataFusionError;
 use datafusion_functions::math;
-use std::{any::Any, sync::Arc};
-
-use crate::execution::operators::ExecutionError;
 
-use super::{arithmetic_overflow_error, EvalMode};
+use super::{EvalMode, SparkError};
 
+/// Spark-compatible ABS expression
 #[derive(Debug)]
-pub struct CometAbsFunc {
+pub struct Abs {
     inner_abs_func: Arc<dyn ScalarUDFImpl>,
     eval_mode: EvalMode,
     data_type_name: String,
 }
 
-impl CometAbsFunc {
-    pub fn new(eval_mode: EvalMode, data_type_name: String) -> Result<Self, ExecutionError> {
+impl Abs {
+    pub fn new(eval_mode: EvalMode, data_type_name: String) -> Result<Self, DataFusionError> {
         if let EvalMode::Legacy | EvalMode::Ansi = eval_mode {
             Ok(Self {
                 inner_abs_func: math::abs().inner().clone(),
@@ -42,7 +45,7 @@ impl CometAbsFunc {
                 data_type_name,
             })
         } else {
-            Err(ExecutionError::GeneralError(format!(
+            Err(DataFusionError::Execution(format!(
                 "Invalid EvalMode: \"{:?}\"",
                 eval_mode
             )))
@@ -50,7 +53,7 @@ impl CometAbsFunc {
     }
 }
 
-impl ScalarUDFImpl for CometAbsFunc {
+impl ScalarUDFImpl for Abs {
     fn as_any(&self) -> &dyn Any {
         self
     }
@@ -68,17 +71,15 @@ impl ScalarUDFImpl for CometAbsFunc {
 
     fn invoke(&self, args: &[ColumnarValue]) -> Result<ColumnarValue, DataFusionError> {
         match self.inner_abs_func.invoke(args) {
-            Err(DataFusionError::ArrowError(ArrowError::ComputeError(msg), trace))
+            Err(DataFusionError::ArrowError(ArrowError::ComputeError(msg), _))
                 if msg.contains("overflow") =>
             {
                 if self.eval_mode == EvalMode::Legacy {
                     Ok(args[0].clone())
                 } else {
-                    let msg = arithmetic_overflow_error(&self.data_type_name).to_string();
-                    Err(DataFusionError::ArrowError(
-                        ArrowError::ComputeError(msg),
-                        trace,
-                    ))
+                    Err(DataFusionError::External(Box::new(
+                        SparkError::ArithmeticOverflow(self.data_type_name.clone()),
+                    )))
                 }
             }
             other => other,
diff --git a/native/spark-expr/src/lib.rs b/native/spark-expr/src/lib.rs
new file mode 100644
index 0000000000..3873754be5
--- /dev/null
+++ b/native/spark-expr/src/lib.rs
@@ -0,0 +1,56 @@
+// 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 std::error::Error;
+use std::fmt::{Display, Formatter};
+
+pub mod abs;
+
+/// Spark supports three evaluation modes when evaluating expressions, which affect
+/// the behavior when processing input values that are invalid or would result in an
+/// error, such as divide by zero errors, and also affects behavior when converting
+/// between types.
+#[derive(Debug, Hash, PartialEq, Clone, Copy)]
+pub enum EvalMode {
+    /// Legacy is the default behavior in Spark prior to Spark 4.0. This mode silently ignores
+    /// or replaces errors during SQL operations. Operations resulting in errors (like
+    /// division by zero) will produce NULL values instead of failing. Legacy mode also
+    /// enables implicit type conversions.
+    Legacy,
+    /// Adheres to the ANSI SQL standard for error handling by throwing exceptions for
+    /// operations that result in errors. Does not perform implicit type conversions.
+    Ansi,
+    /// Same as Ansi mode, except that it converts errors to NULL values without
+    /// failing the entire query.
+    Try,
+}
+
+#[derive(Debug)]
+pub enum SparkError {
+    ArithmeticOverflow(String),
+}
+
+impl Error for SparkError {}
+
+impl Display for SparkError {
+    fn fmt(&self, f: &mut Formatter<'_>) -> std::fmt::Result {
+        match self {
+            Self::ArithmeticOverflow(data_type) =>
+                write!(f, "[ARITHMETIC_OVERFLOW] {} overflow. If necessary set \"spark.sql.ansi.enabled\" to \"false\" to bypass this error.", data_type)
+        }
+    }
+}