| // 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 arrow::array::builder::{Int32Builder, StringBuilder}; |
| use arrow::datatypes::DataType; |
| use arrow::datatypes::{Field, Schema}; |
| use arrow::record_batch::RecordBatch; |
| use criterion::{criterion_group, criterion_main, Criterion}; |
| use datafusion::common::ScalarValue; |
| use datafusion::logical_expr::Operator; |
| use datafusion::physical_expr::expressions::Column; |
| use datafusion::physical_expr::expressions::Literal; |
| use datafusion::physical_expr::expressions::{BinaryExpr, CaseExpr}; |
| use datafusion::physical_expr::PhysicalExpr; |
| use datafusion_comet_spark_expr::IfExpr; |
| use std::hint::black_box; |
| use std::sync::Arc; |
| |
| fn make_col(name: &str, index: usize) -> Arc<dyn PhysicalExpr> { |
| Arc::new(Column::new(name, index)) |
| } |
| |
| fn make_lit_i32(n: i32) -> Arc<dyn PhysicalExpr> { |
| Arc::new(Literal::new(ScalarValue::Int32(Some(n)))) |
| } |
| |
| fn make_null_lit() -> Arc<dyn PhysicalExpr> { |
| Arc::new(Literal::new(ScalarValue::Utf8(None))) |
| } |
| |
| fn criterion_benchmark(c: &mut Criterion) { |
| // create input data |
| let mut c1 = Int32Builder::new(); |
| let mut c2 = StringBuilder::new(); |
| let mut c3 = StringBuilder::new(); |
| for i in 0..1000 { |
| c1.append_value(i); |
| if i % 7 == 0 { |
| c2.append_null(); |
| } else { |
| c2.append_value(format!("string {i}")); |
| } |
| if i % 9 == 0 { |
| c3.append_null(); |
| } else { |
| c3.append_value(format!("other string {i}")); |
| } |
| } |
| let c1 = Arc::new(c1.finish()); |
| let c2 = Arc::new(c2.finish()); |
| let c3 = Arc::new(c3.finish()); |
| let schema = Schema::new(vec![ |
| Field::new("c1", DataType::Int32, true), |
| Field::new("c2", DataType::Utf8, true), |
| Field::new("c3", DataType::Utf8, true), |
| ]); |
| let batch = RecordBatch::try_new(Arc::new(schema), vec![c1, c2, c3]).unwrap(); |
| |
| // use same predicate for all benchmarks |
| let predicate = Arc::new(BinaryExpr::new( |
| make_col("c1", 0), |
| Operator::LtEq, |
| make_lit_i32(500), |
| )); |
| |
| // CASE WHEN c1 <= 500 THEN 1 ELSE 0 END |
| c.bench_function("case_when: scalar or scalar", |b| { |
| let expr = Arc::new( |
| CaseExpr::try_new( |
| None, |
| vec![(predicate.clone(), make_lit_i32(1))], |
| Some(make_lit_i32(0)), |
| ) |
| .unwrap(), |
| ); |
| b.iter(|| black_box(expr.evaluate(black_box(&batch)).unwrap())) |
| }); |
| c.bench_function("if: scalar or scalar", |b| { |
| let expr = Arc::new(IfExpr::new( |
| predicate.clone(), |
| make_lit_i32(1), |
| make_lit_i32(0), |
| )); |
| b.iter(|| black_box(expr.evaluate(black_box(&batch)).unwrap())) |
| }); |
| |
| // CASE WHEN c1 <= 500 THEN c2 [ELSE NULL] END |
| c.bench_function("case_when: column or null", |b| { |
| let expr = Arc::new( |
| CaseExpr::try_new(None, vec![(predicate.clone(), make_col("c2", 1))], None).unwrap(), |
| ); |
| b.iter(|| black_box(expr.evaluate(black_box(&batch)).unwrap())) |
| }); |
| c.bench_function("if: column or null", |b| { |
| let expr = Arc::new(IfExpr::new( |
| predicate.clone(), |
| make_col("c2", 1), |
| make_null_lit(), |
| )); |
| b.iter(|| black_box(expr.evaluate(black_box(&batch)).unwrap())) |
| }); |
| |
| // CASE WHEN c1 <= 500 THEN c2 ELSE c3 END |
| c.bench_function("case_when: expr or expr", |b| { |
| let expr = Arc::new( |
| CaseExpr::try_new( |
| None, |
| vec![(predicate.clone(), make_col("c2", 1))], |
| Some(make_col("c3", 2)), |
| ) |
| .unwrap(), |
| ); |
| b.iter(|| black_box(expr.evaluate(black_box(&batch)).unwrap())) |
| }); |
| c.bench_function("if: expr or expr", |b| { |
| let expr = Arc::new(IfExpr::new( |
| predicate.clone(), |
| make_col("c2", 1), |
| make_col("c3", 2), |
| )); |
| b.iter(|| black_box(expr.evaluate(black_box(&batch)).unwrap())) |
| }); |
| } |
| |
| criterion_group!(benches, criterion_benchmark); |
| criterion_main!(benches); |