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using System;
using System.Collections.Generic;
using System.IO;
using System.Linq;
using System.Threading.Tasks;
using DuckDB.NET.Data;
using PerformanceMonitorLite.Analysis;
using PerformanceMonitorLite.Database;
using Xunit;
namespace PerformanceMonitorLite.Tests;
/// <summary>
/// Tests for the upgraded AnomalyDetector: time-bucketed baselines, new detection
/// methods (batch requests, sessions, query duration, memory), per-metric thresholds,
/// and baseline context metadata.
/// </summary>
public class AnomalyDetectorTests : IDisposable
{
private readonly string _tempDir;
private readonly DuckDbInitializer _duckDb;
private readonly BaselineProvider _baselineProvider;
private readonly AnomalyDetector _detector;
private const int ServerId = -999;
private const string ServerName = "TestServer";
// Fixed timestamps for deterministic testing
private static readonly DateTime _now = DateTime.UtcNow;
private static readonly DateTime _analysisEnd = _now;
private static readonly DateTime _analysisStart = _now.AddHours(-4);
private long _nextId = -1;
public AnomalyDetectorTests()
{
_tempDir = Path.Combine(Path.GetTempPath(), "AnomalyTests_" + Guid.NewGuid().ToString("N")[..8]);
Directory.CreateDirectory(_tempDir);
var dbPath = Path.Combine(_tempDir, "test.duckdb");
_duckDb = new DuckDbInitializer(dbPath);
_baselineProvider = new BaselineProvider(_duckDb);
_detector = new AnomalyDetector(_duckDb, _baselineProvider);
BaselineProvider.CacheTtl = TimeSpan.FromMilliseconds(1);
}
public void Dispose()
{
try
{
if (Directory.Exists(_tempDir))
Directory.Delete(_tempDir, recursive: true);
}
catch { }
}
private AnalysisContext CreateContext() => new()
{
ServerId = ServerId,
ServerName = ServerName,
TimeRangeStart = _analysisStart,
TimeRangeEnd = _analysisEnd
};
// ── Batch Requests ──
[Fact]
public async Task DetectBatchRequestAnomalies_Spike_DetectsAnomaly()
{
await _duckDb.InitializeAsync();
// Baseline: normal batch requests (~5000)
await SeedBaselinePerfmon("Batch Requests/sec", 5000, variance: 200);
// Analysis window: spike to 15000
for (int i = 0; i < 16; i++)
await SeedPerfmonAsync(_analysisStart.AddMinutes(i * 15), "Batch Requests/sec", 15000);
// Need wait/cpu data for HasBaselineDataAsync
await SeedBaselineCpu(10, variance: 2);
var anomalies = await _detector.DetectAnomaliesAsync(CreateContext());
Assert.Contains(anomalies, f => f.Key == "ANOMALY_BATCH_REQUESTS");
var fact = anomalies.First(f => f.Key == "ANOMALY_BATCH_REQUESTS");
Assert.True(fact.Metadata["deviation_sigma"] >= 2.0);
Assert.True(fact.Metadata.ContainsKey("baseline_hour"));
Assert.True(fact.Metadata.ContainsKey("baseline_dow"));
Assert.True(fact.Metadata.ContainsKey("baseline_tier"));
}
[Fact]
public async Task DetectBatchRequestAnomalies_Normal_NoAnomaly()
{
await _duckDb.InitializeAsync();
await SeedBaselinePerfmon("Batch Requests/sec", 5000, variance: 200);
// Analysis window: same as baseline
for (int i = 0; i < 16; i++)
await SeedPerfmonAsync(_analysisStart.AddMinutes(i * 15), "Batch Requests/sec", 5000);
await SeedBaselineCpu(10, variance: 2);
var anomalies = await _detector.DetectAnomaliesAsync(CreateContext());
Assert.DoesNotContain(anomalies, f => f.Key == "ANOMALY_BATCH_REQUESTS");
}
// ── Session Count ──
[Fact]
public async Task DetectSessionAnomalies_Spike_DetectsAnomaly()
{
await _duckDb.InitializeAsync();
// Baseline: ~20 connections
await SeedBaselineSessions(20, variance: 2);
// Analysis window: spike to 200 connections
for (int i = 0; i < 16; i++)
{
var t = _analysisStart.AddMinutes(i * 15);
await SeedSessionStatAsync(t, "App1", 150);
await SeedSessionStatAsync(t, "App2", 50);
}
await SeedBaselineCpu(10, variance: 2);
// CPU data in analysis window (needed for HasBaselineDataAsync and CPU detector to not exit early)
for (int i = 0; i < 4; i++)
await SeedCpuAsync(_analysisStart.AddMinutes(i * 15), 10);
var anomalies = await _detector.DetectAnomaliesAsync(CreateContext());
Assert.Contains(anomalies, f => f.Key == "ANOMALY_SESSION_SPIKE");
}
[Fact]
public async Task DetectSessionAnomalies_Normal_NoAnomaly()
{
await _duckDb.InitializeAsync();
await SeedBaselineSessions(20, variance: 2);
// Analysis window: same as baseline
for (int i = 0; i < 16; i++)
{
var t = _analysisStart.AddMinutes(i * 15);
await SeedSessionStatAsync(t, "App1", 15);
await SeedSessionStatAsync(t, "App2", 5);
}
await SeedBaselineCpu(10, variance: 2);
var anomalies = await _detector.DetectAnomaliesAsync(CreateContext());
Assert.DoesNotContain(anomalies, f => f.Key == "ANOMALY_SESSION_SPIKE");
}
// ── Query Duration ──
[Fact]
public async Task DetectQueryDurationAnomalies_Spike_DetectsAnomaly()
{
await _duckDb.InitializeAsync();
// Baseline: ~10000 microseconds total elapsed per collection
await SeedBaselineQueryStats(10_000, variance: 1000);
// Analysis window: spike to 500000 microseconds
for (int i = 0; i < 16; i++)
await SeedQueryStatAsync(_analysisStart.AddMinutes(i * 15), 500_000, 100);
await SeedBaselineCpu(10, variance: 2);
await SeedBaselineWaits();
var anomalies = await _detector.DetectAnomaliesAsync(CreateContext());
Assert.Contains(anomalies, f => f.Key == "ANOMALY_QUERY_DURATION");
}
// ── Memory Pressure ──
[Fact]
public async Task DetectMemoryAnomalies_HighPressure_DetectsAnomaly()
{
await _duckDb.InitializeAsync();
// Baseline: ~70% memory pressure
await SeedBaselineMemory(70_000, 100_000);
// Analysis window: spike to 99%
for (int i = 0; i < 16; i++)
await SeedMemoryStatAsync(_analysisStart.AddMinutes(i * 15), 99_000, 100_000);
await SeedBaselineCpu(10, variance: 2);
var anomalies = await _detector.DetectAnomaliesAsync(CreateContext());
Assert.Contains(anomalies, f => f.Key == "ANOMALY_MEMORY_PRESSURE");
}
[Fact]
public async Task DetectMemoryAnomalies_Normal_NoAnomaly()
{
await _duckDb.InitializeAsync();
await SeedBaselineMemory(70_000, 100_000);
// Analysis window: same as baseline
for (int i = 0; i < 16; i++)
await SeedMemoryStatAsync(_analysisStart.AddMinutes(i * 15), 70_000, 100_000);
await SeedBaselineCpu(10, variance: 2);
var anomalies = await _detector.DetectAnomaliesAsync(CreateContext());
Assert.DoesNotContain(anomalies, f => f.Key == "ANOMALY_MEMORY_PRESSURE");
}
// ── Per-metric threshold ──
[Fact]
public async Task SetDeviationThreshold_HigherThreshold_SuppressesAnomaly()
{
await _duckDb.InitializeAsync();
// Baseline: CPU ~10%
await SeedBaselineCpu(10, variance: 2);
// Analysis window: CPU spike to 60% (would normally be >2σ)
for (int i = 0; i < 16; i++)
await SeedCpuAsync(_analysisStart.AddMinutes(i * 15), 60);
// Default threshold (2σ) should detect it
var anomalies1 = await _detector.DetectAnomaliesAsync(CreateContext());
var hasCpu1 = anomalies1.Any(f => f.Key == "ANOMALY_CPU_SPIKE");
// Set very high threshold — should suppress it
_detector.SetDeviationThreshold(MetricNames.Cpu, 100.0);
_baselineProvider.ClearCache();
var anomalies2 = await _detector.DetectAnomaliesAsync(CreateContext());
var hasCpu2 = anomalies2.Any(f => f.Key == "ANOMALY_CPU_SPIKE");
// Reset
_detector.SetDeviationThreshold(MetricNames.Cpu, 2.0);
Assert.False(hasCpu2, "High threshold should suppress CPU anomaly");
}
// ── Baseline context metadata ──
[Fact]
public async Task AnomalyFacts_ContainBaselineContextMetadata()
{
await _duckDb.InitializeAsync();
await SeedBaselineCpu(10, variance: 2);
// Spike to trigger anomaly
for (int i = 0; i < 16; i++)
await SeedCpuAsync(_analysisStart.AddMinutes(i * 15), 90);
var anomalies = await _detector.DetectAnomaliesAsync(CreateContext());
var cpuAnomaly = anomalies.FirstOrDefault(f => f.Key == "ANOMALY_CPU_SPIKE");
if (cpuAnomaly != null)
{
Assert.True(cpuAnomaly.Metadata.ContainsKey("baseline_hour"), "Missing baseline_hour");
Assert.True(cpuAnomaly.Metadata.ContainsKey("baseline_dow"), "Missing baseline_dow");
Assert.True(cpuAnomaly.Metadata.ContainsKey("baseline_tier"), "Missing baseline_tier");
Assert.True(cpuAnomaly.Metadata.ContainsKey("baseline_mean"), "Missing baseline_mean");
Assert.True(cpuAnomaly.Metadata.ContainsKey("deviation_sigma"), "Missing deviation_sigma");
}
}
// ── No baseline = no anomalies ──
[Fact]
public async Task DetectAnomalies_NoBaselineData_ReturnsEmpty()
{
await _duckDb.InitializeAsync();
// Only analysis window data, no baseline
for (int i = 0; i < 16; i++)
await SeedCpuAsync(_analysisStart.AddMinutes(i * 15), 90);
var anomalies = await _detector.DetectAnomaliesAsync(CreateContext());
// Should not fire — no baseline to compare against
Assert.Empty(anomalies);
}
// ── Helpers: seed baseline data in the 30-day window before analysis ──
/// <summary>
/// Seeds baseline data across 14 days, keeping all samples within the same hour
/// as the analysis start so they land in the same time bucket. Uses 3-minute
/// intervals to stay within one hour (14 days × 4 samples = 56 total, enough
/// for flat/hour-only collapse).
/// </summary>
private async Task SeedBaselineCpu(int avgCpu, int variance)
{
var rng = new Random(42);
for (int day = 1; day <= 14; day++)
{
var baseDay = _analysisStart.AddDays(-day);
for (int i = 0; i < 4; i++)
{
var cpu = Math.Clamp(avgCpu + rng.Next(-variance, variance + 1), 0, 100);
await SeedCpuAsync(baseDay.AddMinutes(i * 3), cpu);
}
}
}
private async Task SeedBaselinePerfmon(string counterName, long avgValue, int variance)
{
var rng = new Random(42);
for (int day = 1; day <= 14; day++)
{
var baseDay = _analysisStart.AddDays(-day);
for (int i = 0; i < 4; i++)
{
var value = Math.Max(0, avgValue + rng.Next(-variance, variance + 1));
await SeedPerfmonAsync(baseDay.AddMinutes(i * 3), counterName, value);
}
}
}
private async Task SeedBaselineSessions(int avgConnections, int variance)
{
var rng = new Random(42);
for (int day = 1; day <= 14; day++)
{
var baseDay = _analysisStart.AddDays(-day);
for (int i = 0; i < 4; i++)
{
var count = Math.Max(1, avgConnections + rng.Next(-variance, variance + 1));
await SeedSessionStatAsync(baseDay.AddMinutes(i * 3), "App1", count);
}
}
}
private async Task SeedBaselineQueryStats(long avgElapsed, int variance)
{
var rng = new Random(42);
for (int day = 1; day <= 14; day++)
{
var baseDay = _analysisStart.AddDays(-day);
for (int i = 0; i < 4; i++)
{
var elapsed = Math.Max(0, avgElapsed + rng.Next(-variance, variance + 1));
await SeedQueryStatAsync(baseDay.AddMinutes(i * 3), elapsed, 100);
}
}
}
private async Task SeedBaselineWaits()
{
for (int day = 1; day <= 14; day++)
{
var baseDay = _analysisStart.AddDays(-day);
for (int i = 0; i < 4; i++)
await SeedWaitStatAsync(baseDay.AddMinutes(i * 3), "SOS_SCHEDULER_YIELD", 100);
}
}
private async Task SeedBaselineMemory(double avgTotalServerMb, double targetMb)
{
for (int day = 1; day <= 14; day++)
{
var baseDay = _analysisStart.AddDays(-day);
for (int i = 0; i < 4; i++)
await SeedMemoryStatAsync(baseDay.AddMinutes(i * 3), avgTotalServerMb, targetMb);
}
}
// ── Helpers: seed individual rows ──
private async Task SeedCpuAsync(DateTime time, int cpuValue)
{
using var readLock = _duckDb.AcquireReadLock();
using var conn = _duckDb.CreateConnection();
await conn.OpenAsync();
using var cmd = conn.CreateCommand();
cmd.CommandText = @"INSERT INTO cpu_utilization_stats
(collection_id, collection_time, server_id, server_name, sample_time,
sqlserver_cpu_utilization, other_process_cpu_utilization)
VALUES ($1, $2, $3, 'TestServer', $4, $5, 2)";
cmd.Parameters.Add(new DuckDBParameter { Value = _nextId-- });
cmd.Parameters.Add(new DuckDBParameter { Value = time });
cmd.Parameters.Add(new DuckDBParameter { Value = ServerId });
cmd.Parameters.Add(new DuckDBParameter { Value = time });
cmd.Parameters.Add(new DuckDBParameter { Value = cpuValue });
await cmd.ExecuteNonQueryAsync();
}
private async Task SeedPerfmonAsync(DateTime time, string counterName, long deltaValue)
{
using var readLock = _duckDb.AcquireReadLock();
using var conn = _duckDb.CreateConnection();
await conn.OpenAsync();
using var cmd = conn.CreateCommand();
cmd.CommandText = @"INSERT INTO perfmon_stats
(collection_id, collection_time, server_id, server_name,
object_name, counter_name, instance_name, cntr_value, delta_cntr_value, sample_interval_seconds)
VALUES ($1, $2, $3, 'TestServer', 'SQLServer:SQL Statistics', $4, '', $5, $5, 10)";
cmd.Parameters.Add(new DuckDBParameter { Value = _nextId-- });
cmd.Parameters.Add(new DuckDBParameter { Value = time });
cmd.Parameters.Add(new DuckDBParameter { Value = ServerId });
cmd.Parameters.Add(new DuckDBParameter { Value = counterName });
cmd.Parameters.Add(new DuckDBParameter { Value = deltaValue });
await cmd.ExecuteNonQueryAsync();
}
private async Task SeedWaitStatAsync(DateTime time, string waitType, long deltaWaitMs)
{
using var readLock = _duckDb.AcquireReadLock();
using var conn = _duckDb.CreateConnection();
await conn.OpenAsync();
using var cmd = conn.CreateCommand();
cmd.CommandText = @"INSERT INTO wait_stats
(collection_id, collection_time, server_id, server_name, wait_type,
waiting_tasks_count, wait_time_ms, signal_wait_time_ms,
delta_waiting_tasks, delta_wait_time_ms, delta_signal_wait_time_ms)
VALUES ($1, $2, $3, 'TestServer', $4, 0, 0, 0, 0, $5, 0)";
cmd.Parameters.Add(new DuckDBParameter { Value = _nextId-- });
cmd.Parameters.Add(new DuckDBParameter { Value = time });
cmd.Parameters.Add(new DuckDBParameter { Value = ServerId });
cmd.Parameters.Add(new DuckDBParameter { Value = waitType });
cmd.Parameters.Add(new DuckDBParameter { Value = deltaWaitMs });
await cmd.ExecuteNonQueryAsync();
}
private async Task SeedSessionStatAsync(DateTime time, string programName, long connectionCount)
{
using var readLock = _duckDb.AcquireReadLock();
using var conn = _duckDb.CreateConnection();
await conn.OpenAsync();
using var cmd = conn.CreateCommand();
cmd.CommandText = @"INSERT INTO session_stats
(collection_id, collection_time, server_id, server_name, program_name,
connection_count, running_count, sleeping_count, dormant_count)
VALUES ($1, $2, $3, 'TestServer', $4, $5, 0, 0, 0)";
cmd.Parameters.Add(new DuckDBParameter { Value = _nextId-- });
cmd.Parameters.Add(new DuckDBParameter { Value = time });
cmd.Parameters.Add(new DuckDBParameter { Value = ServerId });
cmd.Parameters.Add(new DuckDBParameter { Value = programName });
cmd.Parameters.Add(new DuckDBParameter { Value = connectionCount });
await cmd.ExecuteNonQueryAsync();
}
private async Task SeedQueryStatAsync(DateTime time, long deltaElapsed, long deltaExecCount)
{
using var readLock = _duckDb.AcquireReadLock();
using var conn = _duckDb.CreateConnection();
await conn.OpenAsync();
using var cmd = conn.CreateCommand();
cmd.CommandText = @"INSERT INTO query_stats
(collection_id, collection_time, server_id, server_name,
execution_count, total_elapsed_time, total_worker_time,
total_logical_reads, total_logical_writes, total_physical_reads,
delta_execution_count, delta_elapsed_time, delta_worker_time,
delta_logical_reads, delta_logical_writes, delta_physical_reads, delta_rows, delta_spills)
VALUES ($1, $2, $3, 'TestServer', $4, $5, 0, 0, 0, 0, $4, $5, 0, 0, 0, 0, 0, 0)";
cmd.Parameters.Add(new DuckDBParameter { Value = _nextId-- });
cmd.Parameters.Add(new DuckDBParameter { Value = time });
cmd.Parameters.Add(new DuckDBParameter { Value = ServerId });
cmd.Parameters.Add(new DuckDBParameter { Value = deltaExecCount });
cmd.Parameters.Add(new DuckDBParameter { Value = deltaElapsed });
await cmd.ExecuteNonQueryAsync();
}
private async Task SeedMemoryStatAsync(DateTime time, double totalServerMb, double targetMb)
{
using var readLock = _duckDb.AcquireReadLock();
using var conn = _duckDb.CreateConnection();
await conn.OpenAsync();
using var cmd = conn.CreateCommand();
cmd.CommandText = @"INSERT INTO memory_stats
(collection_id, collection_time, server_id, server_name,
total_physical_memory_mb, available_physical_memory_mb,
target_server_memory_mb, total_server_memory_mb, buffer_pool_mb)
VALUES ($1, $2, $3, 'TestServer', $4, $5, $6, $7, $7)";
cmd.Parameters.Add(new DuckDBParameter { Value = _nextId-- });
cmd.Parameters.Add(new DuckDBParameter { Value = time });
cmd.Parameters.Add(new DuckDBParameter { Value = ServerId });
cmd.Parameters.Add(new DuckDBParameter { Value = targetMb * 1.2 });
cmd.Parameters.Add(new DuckDBParameter { Value = targetMb * 0.2 });
cmd.Parameters.Add(new DuckDBParameter { Value = targetMb });
cmd.Parameters.Add(new DuckDBParameter { Value = totalServerMb });
await cmd.ExecuteNonQueryAsync();
}
}