diff --git a/native/Cargo.lock b/native/Cargo.lock index df1828ee0..c0f22fa1a 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 79d393fdb..13860fbdf 100644 --- a/native/Cargo.toml +++ b/native/Cargo.toml @@ -16,7 +16,8 @@ # under the License. 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[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 385857f1e..98b422dce 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 for EvalMode { - type Error = DecodeError; - - fn try_from(value: i32) -> Result { - 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 360380400..ee208ac74 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 = Result; @@ -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 { + 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 000000000..d10d04944 --- /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 000000000..a7ee75363 --- /dev/null +++ b/native/spark-expr/README.md @@ -0,0 +1,23 @@ + + +# 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 a037e5cbc..198a96e57 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, eval_mode: EvalMode, data_type_name: String, } -impl CometAbsFunc { - pub fn new(eval_mode: EvalMode, data_type_name: String) -> Result { +impl Abs { + pub fn new(eval_mode: EvalMode, data_type_name: String) -> Result { 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 { 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 000000000..3873754be --- /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) + } + } +}