Patterns and techniques for evaluating and improving AI agent outputs.
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Runs BenchmarkDotNet microbenchmarks. Setup, memory diagnosers, baselines, result analysis.
インストール方法を見るインストールする前に、エージェントに与えられる指示の中身を確認できます。
Microbenchmarking guidance for .NET using BenchmarkDotNet v0.14+. Covers benchmark class setup, memory and disassembly diagnosers, exporters for CI artifact collection, baseline comparisons, and common pitfalls that invalidate measurements.
Version assumptions: BenchmarkDotNet v0.14+ on .NET 8.0+ baseline. Examples use current stable APIs.
Cross-references: [skill:dotnet-performance-patterns] for zero-allocation patterns measured by benchmarks, [skill:dotnet-csharp-modern-patterns] for Span/Memory syntax foundation, [skill:dotnet-csharp-coding-standards] for sealed class style conventions, [skill:dotnet-native-aot] for AOT performance characteristics and benchmark considerations, [skill:dotnet-serialization] for serialization format performance tradeoffs.
<!-- Benchmarks.csproj -->
<Project Sdk="Microsoft.NET.Sdk">
<PropertyGroup>
<OutputType>Exe</OutputType>
<TargetFramework>net8.0</TargetFramework>
</PropertyGroup>
<ItemGroup>
<PackageReference Include="BenchmarkDotNet" Version="0.14.*" />
</ItemGroup>
</Project>
```text
Keep benchmark projects separate from production code. Use a `benchmarks/` directory at the solution root.
---
## Benchmark Class Setup
### Basic Benchmark with [Benchmark] Attribute
```csharp
using BenchmarkDotNet.Attributes;
using BenchmarkDotNet.Running;
[MemoryDiagnoser]
public class StringConcatBenchmarks
{
private readonly string[] _items = Enumerable.Range(0, 100)
.Select(i => i.ToString())
.ToArray();
[Benchmark(Baseline = true)]
public string StringConcat()
{
var result = string.Empty;
foreach (var item in _items)
result += item;
return result;
}
[Benchmark]
public string StringBuilder()
{
var sb = new System.Text.StringBuilder();
foreach (var item in _items)
sb.Append(item);
return sb.ToString();
}
[Benchmark]
public string StringJoin() => string.Join(string.Empty, _items);
}
```text
### Running Benchmarks
```csharp
// Program.cs
using BenchmarkDotNet.Running;
BenchmarkRunner.Run<StringConcatBenchmarks>();
```csharp
Run in Release mode (mandatory for valid results):
```bash
dotnet run -c Release
```bash
### Parameterized Benchmarks
```csharp
[MemoryDiagnoser]
public class CollectionBenchmarks
{
[Params(10, 100, 1000)]
public int Size { get; set; }
private int[] _data = null!;
[GlobalSetup]
public void Setup()
{
_data = Enumerable.Range(0, Size).ToArray();
}
[Benchmark(Baseline = true)]
public int ForLoop()
{
var sum = 0;
for (var i = 0; i < _data.Length; i++)
sum += _data[i];
return sum;
}
[Benchmark]
public int LinqSum() => _data.Sum();
}
```text
---
## Memory Diagnosers
### MemoryDiagnoser
Tracks GC allocations and collection counts per benchmark invocation. Apply at class level to all benchmarks:
```csharp
[MemoryDiagnoser]
public class AllocationBenchmarks
{
[Benchmark]
public byte[] AllocateArray() => new byte[1024];
[Benchmark]
public int UseStackalloc()
{
Span<byte> buffer = stackalloc byte[1024];
buffer[0] = 42;
return buffer[0];
}
}
```text
Output columns:
| Column | Meaning |
| ----------- | ---------------------------------------- |
| `Allocated` | Bytes allocated per operation |
| `Gen0` | Gen 0 GC collections per 1000 operations |
| `Gen1` | Gen 1 GC collections per 1000 operations |
| `Gen2` | Gen 2 GC collections per 1000 operations |
Zero in `Allocated` column confirms zero-allocation code paths.
### DisassemblyDiagnoser
Inspects JIT-compiled assembly to verify optimizations (devirtualization, inlining):
```csharp
[DisassemblyDiagnoser(maxDepth: 2)]
[MemoryDiagnoser]
public class DevirtualizationBenchmarks
{
// sealed enables JIT devirtualization -- verify in disassembly output
// See [skill:dotnet-csharp-coding-standards] for sealed class conventions
[Benchmark]
public int SealedCall()
{
var obj = new SealedService();
return obj.Calculate(42);
}
[Benchmark]
public int VirtualCall()
{
IService obj = new SealedService();
return obj.Calculate(42);
}
}
public interface IService { int Calculate(int x); }
public sealed class SealedService : IService
{
public int Calculate(int x) => x * 2;
}
```text
Use `DisassemblyDiagnoser` to verify that `sealed` classes receive devirtualization from the JIT, confirming the
performance rationale documented in [skill:dotnet-csharp-coding-standards].
---
## Exporters for CI Integration
### Configuring Exporters
```csharp
using BenchmarkDotNet.Attributes;
using BenchmarkDotNet.Exporters;
using BenchmarkDotNet.Exporters.Json;
[MemoryDiagnoser]
[JsonExporterAttribute.Full]
[HtmlExporter]
[MarkdownExporter]
public class CiBenchmarks
{
[Benchmark]
public void MyOperation()
{
// benchmark code
}
}
```text
### Exporter Output
| Exporter | File | Use Case |
| ---------------------------- | ------------------------------------------------------ | ------------------------------------------- |
| `JsonExporterAttribute.Full` | `BenchmarkDotNet.Artifacts/results/*-report-full.json` | CI regression comparison (machine-readable) |
| `HtmlExporter` | `BenchmarkDotNet.Artifacts/results/*-report.html` | Human-readable PR review artifact |
| `MarkdownExporter` | `BenchmarkDotNet.Artifacts/results/*-report-github.md` | Paste into PR comments |
### Custom Config for CI
```csharp
using BenchmarkDotNet.Configs;
using BenchmarkDotNet.Exporters.Json;
using BenchmarkDotNet.Jobs;
var config = ManualConfig.Create(DefaultConfig.Instance)
.AddJob(Job.ShortRun) // fewer iterations for CI speed
.AddExporter(JsonExporter.Full)
.WithArtifactsPath("./benchmark-results");
BenchmarkRunner.Run<CiBenchmarks>(config);
```json
### GitHub Actions Artifact Upload
```yaml
- name: Run benchmarks
run: dotnet run -c Release --project benchmarks/MyBenchmarks.csproj
- name: Upload benchmark results
uses: actions/upload-artifact@v4
with:
name: benchmark-results
path: benchmarks/BenchmarkDotNet.Artifacts/results/
retention-days: 30
```text
---
## Baseline Comparison
### Setting a Baseline
Mark one benchmark as the baseline for ratio comparison:
```csharp
[MemoryDiagnoser]
public class SerializationBenchmarks
{
// Serialization format choice -- see [skill:dotnet-serialization] for API details
private readonly JsonSerializerOptions _options = new()
{
PropertyNamingPolicy = JsonNamingPolicy.CamelCase,
};
private readonly WeatherForecast _data = new()
{
Date = DateOnly.FromDateTime(DateTime.Now),
TemperatureC = 25,
Summary = "Warm"
};
[Benchmark(Baseline = true)]
public string SystemTextJson()
=> System.Text.Json.JsonSerializer.Serialize(_data, _options);
[Benchmark]
public byte[] Utf8Serialization()
=> System.Text.Json.JsonSerializer.SerializeToUtf8Bytes(_data, _options);
}
public record WeatherForecast
{
public DateOnly Date { get; init; }
public int TemperatureC { get; init; }
public string? Summary { get; init; }
}
```text
The `Ratio` column in output shows performance relative to the baseline (1.00). Values below 1.00 indicate faster than
baseline; above 1.00 indicate slower.
### Benchmark Categories
Group benchmarks with `[BenchmarkCategory]` and filter at runtime:
```csharp
[MemoryDiagnoser]
[GroupBenchmarksBy(BenchmarkLogicalGroupRule.ByCategory)]
public class CategorizedBenchmarks
{
[Benchmark, BenchmarkCategory("Serialization")]
public string JsonSerialize() => "...";
[Benchmark, BenchmarkCategory("Allocation")]
public byte[] ArrayAlloc() => new byte[1024];
}
```text
Run a specific category:
```bash
dotnet run -c Release -- --filter *Serialization*
```bash
---
## BenchmarkRunner.Run Patterns
### Running Specific Benchmarks
```csharp
// Run a single benchmark class
BenchmarkRunner.Run<StringConcatBenchmarks>();
// Run all benchmarks in assembly
BenchmarkSwitcher.FromAssembly(typeof(Program).Assembly).Run(args);
```text
### Command-Line Filtering
```bash
# Run benchmarks matching a pattern
dotnet run -c Release -- --filter *StringBuilder*
# List all available benchmarks without running
dotnet run -c Release -- --list flat
# Dry run (validates setup without full benchmark)
dotnet run -c Release -- --filter *StringBuilder* --job Dry
```text
### AOT Benchmark Considerations
When benchmarking Native AOT scenarios, the JIT diagnosers are not available (there is no JIT). Use wall-clock time and
memory comparisons instead. See [skill:dotnet-native-aot] for AOT compilation setup:
```csharp
[MemoryDiagnoser]
// Do NOT use DisassemblyDiagnoser with AOT -- no JIT to disassemble
public class AotBenchmarks
{
[Benchmark]
public string SourceGenSerialize()
=> System.Text.Json.JsonSerializer.Serialize(
new { Value = 42 },
AppJsonContext.Default.Options);
}
```json
---
## Common Pitfalls
### Dead Code Elimination
The JIT may eliminate benchmark code whose result is unused. Always **return** or **consume** the result:
```csharp
// BAD: JIT may eliminate the entire loop
[Benchmark]
public void DeadCode()
{
var sum = 0;
for (var i = 0; i < 1000; i++)
sum += i;
// sum is never used -- JIT removes the loop
}
// GOOD: return the value to prevent elimination
[Benchmark]
public int LiveCode()
{
var sum = 0;
for (var i = 0; i < 1000; i++)
sum += i;
return sum;
}
```text
### Measurement Bias
| Pitfall | Cause | Fix |
| ---------------------- | -------------------------------------------- | ------------------------------------------------------------------------------------------------------ |
| Running in Debug mode | No JIT optimizations applied | Always use `-c Release` |
| Shared mutable state | Benchmarks interfere with each other | Use `[IterationSetup]` or immutable data |
| Cold-start measurement | First run includes JIT compilation | BenchmarkDotNet handles warmup automatically -- do not add manual warmup |
| Allocations in setup | Setup allocations inflate `Allocated` column | Use `[GlobalSetup]` (runs once) vs `[IterationSetup]` (runs per iteration) |
| Environment noise | Background processes skew results | BenchmarkDotNet detects and warns about environment issues; use `Job.MediumRun` for noisy environments |
### Setup vs Iteration Lifecycle
```csharp
[MemoryDiagnoser]
public class LifecycleBenchmarks
{
private byte[] _data = null!;
[GlobalSetup] // Runs once before all benchmark iterations
public void GlobalSetup() => _data = new byte[1024];
[IterationSetup] // Runs before each benchmark iteration
public void IterationSetup() => Array.Fill(_data, (byte)0);
[Benchmark]
public int Process()
{
// uses _data
return _data.Length;
}
[GlobalCleanup] // Runs once after all iterations
public void GlobalCleanup() { /* dispose resources */ }
}
```text
Prefer `[GlobalSetup]` over `[IterationSetup]` unless the benchmark mutates shared state. `[IterationSetup]` adds
overhead that BenchmarkDotNet excludes from timing, but it still affects GC pressure measurement.
---
## Code Navigation (Serena MCP)
**Primary approach:** Use Serena symbol operations for efficient code navigation:
1. **Find definitions**: `serena_find_symbol` instead of text search
2. **Understand structure**: `serena_get_symbols_overview` for file organization
3. **Track references**: `serena_find_referencing_symbols` for impact analysis
4. **Precise edits**: `serena_replace_symbol_body` for clean modifications
**When to use Serena vs traditional tools:**
- ✅ **Use Serena**: Navigation, refactoring, dependency analysis, precise edits
- ✅ **Use Read/Grep**: Reading full files, pattern matching, simple text operations
- ✅ **Fallback**: If Serena unavailable, traditional tools work fine
**Example workflow:**
```text
# Instead of:
Read: src/Services/OrderService.cs
Grep: "public void ProcessOrder"
# Use:
serena_find_symbol: "OrderService/ProcessOrder"
serena_get_symbols_overview: "src/Services/OrderService.cs"
```
## Agent Gotchas
1. **Always run benchmarks in Release mode** -- `dotnet run -c Release`. Debug mode disables JIT optimizations and
produces meaningless results.
2. **Never benchmark in a test project** -- xUnit/NUnit test runners interfere with BenchmarkDotNet's measurement
harness. Use a standalone console project.
3. **Return values from benchmark methods** to prevent dead code elimination. The JIT will remove computation whose
result is discarded.
4. **Do not add manual Thread.Sleep or Task.Delay in benchmarks** -- BenchmarkDotNet manages warmup and iteration timing
automatically.
5. **Use `[GlobalSetup]` not constructor** for initialization -- BenchmarkDotNet creates benchmark instances multiple
times during a run; constructor code runs repeatedly.
6. **Prefer `[Params]` over manual loops** for parameterized benchmarks. BenchmarkDotNet runs each parameter combination
independently with proper statistical analysis.
7. **Export JSON for CI** -- use `[JsonExporterAttribute.Full]` to produce machine-readable artifacts for regression
detection, not just Markdown.
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概要と使いどころ
Patterns and techniques for evaluating and improving AI agent outputs.
日本語の概要は準備中です。原文の説明を表示しています。
Comprehensive AI prompt engineering safety review and improvement prompt. Analyzes prompts for safety, bias, security vulnerabilities, and effectiveness while providing detailed improvement recommendations.
日本語の概要は準備中です。原文の説明を表示しています。
Use when user requests research requiring multiple sources, comprehensive analysis, or synthesis across topics - technical research, domain knowledge gathering, market analysis, or learning about complex subjects
日本語の概要は準備中です。原文の説明を表示しています。
AI-powered wiki generation for code repositories with commands, agents, and skills
日本語の概要は準備中です。原文の説明を表示しています。
Use when building .NET 10 or C# 14 applications; when using minimal APIs, modular monolith patterns, or feature folders; when implementing HTTP resilience, Options pattern, Channels, or validation; when seeing outdated patterns like old extension method syntax
日本語の概要は準備中です。原文の説明を表示しています。
Implements accessible .NET UI. SemanticProperties, ARIA, AutomationPeer, testing per platform.
日本語の概要は準備中です。原文の説明を表示しています。