| // 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. |
| |
| using System.Collections.Generic; |
| using Apache.Arrow.Scalars.Variant; |
| using BenchmarkDotNet.Attributes; |
| |
| namespace Apache.Arrow.Variant.Benchmarks |
| { |
| /// <summary> |
| /// Realistic mixed workload: build rows {id: int, name: string, scores: [double, double, double], active: bool} |
| /// and traverse them to compute aggregate results. |
| /// </summary> |
| [MemoryDiagnoser] |
| public class MixedWorkloadBenchmarks |
| { |
| [Params(100, 1_000)] |
| public int RowCount; |
| |
| // --------------------------------------------------------------- |
| // Build + traverse: Class (baseline) |
| // --------------------------------------------------------------- |
| |
| [Benchmark(Baseline = true)] |
| public double Class_BuildAndTraverse() |
| { |
| VariantValue[] rows = new VariantValue[RowCount]; |
| for (int i = 0; i < RowCount; i++) |
| { |
| Dictionary<string, VariantValue> fields = new Dictionary<string, VariantValue>(4) |
| { |
| ["id"] = VariantValue.FromInt32(i), |
| ["name"] = VariantValue.FromString("user" + i), |
| ["scores"] = VariantValue.FromArray( |
| VariantValue.FromDouble(i * 1.1), |
| VariantValue.FromDouble(i * 2.2), |
| VariantValue.FromDouble(i * 3.3)), |
| ["active"] = VariantValue.FromBoolean(i % 2 == 0), |
| }; |
| rows[i] = VariantValue.FromObject(fields); |
| } |
| |
| double totalScore = 0; |
| int activeCount = 0; |
| for (int i = 0; i < rows.Length; i++) |
| { |
| IReadOnlyDictionary<string, VariantValue> obj = rows[i].AsObject(); |
| if (obj["active"].AsBoolean()) |
| { |
| activeCount++; |
| IReadOnlyList<VariantValue> scores = obj["scores"].AsArray(); |
| for (int j = 0; j < scores.Count; j++) |
| { |
| totalScore += scores[j].AsDouble(); |
| } |
| } |
| } |
| |
| return totalScore + activeCount; |
| } |
| |
| // --------------------------------------------------------------- |
| // Build + traverse: Struct |
| // --------------------------------------------------------------- |
| |
| [Benchmark] |
| public double Struct_BuildAndTraverse() |
| { |
| StructVariantValue[] rows = new StructVariantValue[RowCount]; |
| for (int i = 0; i < RowCount; i++) |
| { |
| Dictionary<string, StructVariantValue> fields = new Dictionary<string, StructVariantValue>(4) |
| { |
| ["id"] = StructVariantValue.FromInt32(i), |
| ["name"] = StructVariantValue.FromString("user" + i), |
| ["scores"] = StructVariantValue.FromArray(new List<StructVariantValue> |
| { |
| StructVariantValue.FromDouble(i * 1.1), |
| StructVariantValue.FromDouble(i * 2.2), |
| StructVariantValue.FromDouble(i * 3.3), |
| }), |
| ["active"] = StructVariantValue.FromBoolean(i % 2 == 0), |
| }; |
| rows[i] = StructVariantValue.FromObject(fields); |
| } |
| |
| double totalScore = 0; |
| int activeCount = 0; |
| for (int i = 0; i < rows.Length; i++) |
| { |
| Dictionary<string, StructVariantValue> obj = rows[i].AsObject(); |
| if (obj["active"].AsBoolean()) |
| { |
| activeCount++; |
| List<StructVariantValue> scores = obj["scores"].AsArray(); |
| for (int j = 0; j < scores.Count; j++) |
| { |
| totalScore += scores[j].AsDouble(); |
| } |
| } |
| } |
| |
| return totalScore + activeCount; |
| } |
| } |
| } |