Load, Replicas & Resilience · Lesson 14

Partitioning and hot-key concentration

More owners do not redistribute repeated work for the same key.

External .NET10 SDK10.0.403, real Kestrel and HTTP driver. Experiments are limited to owned loopback processes. SQLite10.0.14 is a local-file classroom ledger, not a network production database.

Read or download the complete SDK project, then follow its setup on your computer. The separate C# companion practice below runs in SharpRune’s .NET 9 console environment.

A routing key chooses an owner, not free capacity

Partitioning groups work by a key and directs that work to a chosen owner. Repeated traffic for one hot key can therefore concentrate on one process even when another process is available. The lesson's contract is deliberately small: two known keys, two partitions and two owned loopback servers. It demonstrates actual HTTP routing to process owners, not a sharded database or a cluster scheduler. There is no replicated storage, durable handoff or automatic reassignment. A second process is useful capacity only when the routing policy sends appropriate work to it.

Follow the shared hash and the owner check

Both the driver and server compute a specified 32-bit noncryptographic byte hash: begin at 2166136261, XOR each UTF-8 byte and multiply by 16777619 using unchecked arithmetic. Modulo two selects the partition. The driver uses that result to choose a target URL and adds owner to /partition/{key}. The server recomputes the partition and requires both the query owner and its configured Lab:Partition to match. A mismatch returns 409 with expectedPartition. This check prevents a request from merely claiming another owner's label; it does not forward the request or repair an incorrect target list.

public static int For(string key, int count) { uint hash = 2166136261; foreach (byte b in System.Text.Encoding.UTF8.GetBytes(key)) hash = unchecked((hash ^ b) * 16777619); return (int)(hash % (uint)count); }

Trace the skew without inventing measurements

The portable program sends the sequence A, A, A, B through its same modulo-two function. It counts three entries for partition zero and one for partition one, printing partition0:3 and partition1:1. These are deterministic routing counts, not completions or latency samples. There is no concurrent service or storage behind those arrays. The explicitly specified UTF-8 representation makes this classroom contract reproducible; String.GetHashCode is unsuitable as a persisted or cross-process routing contract. Even this stable function is not a cryptographic guarantee or a complete strategy for arbitrary production keys and changing owner counts.

Practice one: compare balanced and concentrated routing

Start two owned servers with distinct replica labels and Lab:Partition values zero and one. Pass their loopback URLs to the driver in that partition order. Run shard mode with eight operations and concurrency four, then hot mode with the same bounds. Hint: shard alternates A and B, whereas hot always chooses A; successful replica labels should therefore cover two owners and then only the partition-zero owner. Record actual outcomes instead of assuming every operation succeeded. These endpoints are tiny ownership checks, so their elapsed times are not a measurement of a realistic hot database partition.

Practice two: prove the ownership guard rejects mistakes

Against the correctly configured partition-zero server, request /partition/A?owner=1 and compare it with owner=0. Then send the correctly computed owner value to the wrong process. Hint: the server validates its own partition as well as the supplied owner, so correcting only the query cannot repair the wrong target. Inspect the 409 payload without treating it as redirection. Keep this exercise independent of the driver's routing distribution: it tests rejection of an invalid ownership assertion, rather than merely observing which labels appeared in successful responses.

Changing the owner count changes the contract

Modulo routing is simple but can move many keys when its divisor changes. Adding a third server without coordinating the function, target order, data movement and ownership checks is not a valid extension of this two-partition fixture. A hot key also remains concentrated unless the application can safely split its work or change the key contract. Those choices can affect ordering, consistency and aggregation. The local SQLite ledger used elsewhere in this testbed does not become a network database because two process URLs exist, and the partition endpoint does not shard that ledger at all.

Describe ownership distribution within the observed scope

Save the exact URL order, server partition configuration, driver mode, operation count and returned replica labels. The report contains a set of observed labels, not per-owner request totals; collect additional response records if an extension needs a full histogram. A successful shard run shows that both real process owners answered this bounded key-routing workload. It does not establish even CPU load, fault recovery, resharding, durable state or balanced production traffic. Use the model's fixed counts and the external routing evidence for their separate purposes, and keep all requests on the owned loopback fixture.

External .NET10 SDK10.0.403, real Kestrel and HTTP driver. Experiments are limited to owned loopback processes. SQLite10.0.14 is a local-file classroom ledger, not a network production database.

Partitioning and hot-key concentration — real bounded loopback testbed

Set up the SDK project

  1. Save the complete Server and Driver directories plus global.json into one new owned folder. Install official .NET10 SDK10.0.403.
  2. Restore both projects explicitly: dotnet restore Server/Lab.Server.csproj --source https://api.nuget.org/v3/index.json ; then dotnet restore Driver/Lab.Driver.csproj --source https://api.nuget.org/v3/index.json
  3. In terminal1 start the first owned server: ASPNETCORE_ENVIRONMENT=Development dotnet run --project Server/Lab.Server.csproj --no-launch-profile --urls http://127.0.0.1:5081 --Lab:Replica=one --Lab:LedgerPath=./owned-ledger.db --Lab:Workers=2 --Lab:QueueCapacity=4 --Lab:PoolSize=2 --Lab:WorkMilliseconds=20
  4. For two-replica experiments use terminal2 with port5082, Lab:Replica=two and Lab:Partition=1. Resolve both ledger paths to the same owned absolute file only when the lesson explicitly tests shared local coordination.
  5. Run drivers only against your owned loopback ports. Maximum32 logical operations, maximum8 in flight and at most2 retry attempts keep each run below100 requests. Outputs include variable measured timings.
  6. Stop only the processes you started using Ctrl+C in their own terminals; clean up only your owned fixture directory.
  7. Start two servers with Lab:Partition=0 and1 respectively; run driver shard with both URLs and8 operations, then hot with8 operations. Balanced routing reaches both labels; hot A work reaches one.

Download complete SDK project ↗

Project files

global.jsonDownload file ↗
{
  "sdk": {
    "version": "10.0.403",
    "rollForward": "latestPatch"
  }
}
Server/Lab.Server.csprojDownload file ↗
<Project Sdk="Microsoft.NET.Sdk.Web"><PropertyGroup><TargetFramework>net10.0</TargetFramework><Nullable>enable</Nullable><ImplicitUsings>enable</ImplicitUsings></PropertyGroup><ItemGroup><PackageReference Include="Microsoft.Data.Sqlite" Version="10.0.14" /></ItemGroup></Project>
Server/Program.csDownload file ↗
using Microsoft.AspNetCore.Hosting.Server;
using Microsoft.AspNetCore.Hosting.Server.Features;
using Microsoft.Data.Sqlite;
var builder = WebApplication.CreateBuilder(args);
var settings = new LabSettings {
    Replica = builder.Configuration["Lab:Replica"] ?? "one",
    Workers = builder.Configuration.GetValue("Lab:Workers", 2),
    Partition = builder.Configuration.GetValue("Lab:Partition", 0),
    QueueCapacity = builder.Configuration.GetValue("Lab:QueueCapacity", 4),
    PoolSize = builder.Configuration.GetValue("Lab:PoolSize", 2),
    WorkMilliseconds = builder.Configuration.GetValue("Lab:WorkMilliseconds", 20),
    LedgerPath = builder.Configuration["Lab:LedgerPath"] ?? Path.Combine(Path.GetTempPath(), "sharprune-local-ledger.db")
};
settings.Validate(); builder.Services.AddSingleton(settings); builder.Services.AddSingleton<LabRuntime>(); builder.Services.AddSingleton<LocalIo>();
builder.Services.AddSingleton<IHostedService>(services => services.GetRequiredService<LabRuntime>());
builder.Services.AddSingleton<LocalLedger>(); var app = builder.Build();
app.Services.GetRequiredService<LocalLedger>().Initialize();
app.MapGet("/instance", (LabRuntime lab) => new { replica = settings.Replica, visits = lab.Visit() });
app.MapGet("/live", () => TypedResults.Text("live"));
app.MapGet("/io-delay", async (CancellationToken token) => { await Task.Delay(20, token); return TypedResults.Text("controlled loopback reply"); });
app.MapGet("/io", async (CancellationToken token, IServer server, LocalIo io) => {
    using var response = await io.Client.GetAsync(LocalAddress(server), token); response.EnsureSuccessStatusCode(); _ = await response.Content.ReadAsByteArrayAsync(token);
    return TypedResults.Ok(new { replica = settings.Replica, kind = "async-loopback-http" });
});
app.MapGet("/sync", (CancellationToken token, IServer server, LocalIo io) => {
    using var response = io.Client.GetAsync(LocalAddress(server), token).GetAwaiter().GetResult(); response.EnsureSuccessStatusCode(); _ = response.Content.ReadAsByteArrayAsync(token).GetAwaiter().GetResult();
    return TypedResults.Ok(new { replica = settings.Replica, kind = "deliberate-blocking-demo" });
});
app.MapGet("/cpu", () => { uint value = 1; for (int i = 0; i < 200000; i++) value = unchecked(value * 1664525 + 1013904223); return TypedResults.Ok(new { replica = settings.Replica, kind = "bounded-cpu", value }); });
app.MapGet("/threadpool", () => new { threads = ThreadPool.ThreadCount, pending = ThreadPool.PendingWorkItemCount, completed = ThreadPool.CompletedWorkItemCount });
app.MapGet("/ready", (LabRuntime lab) => lab.Accepting ? Results.Ok(new { ready = true }) : Results.StatusCode(503));
app.MapGet("/stats", (LabRuntime lab) => new { replica = settings.Replica, accepting = lab.Accepting, main = lab.Main.Snapshot(), batch = lab.Batch.Snapshot(), dependencyCalls = lab.Circuit.DependencyCalls });
app.MapGet("/work", (HttpContext context, LabRuntime lab, int? budgetMs) => Handle(context, lab.Main, lab, budgetMs));
app.MapGet("/batch", (HttpContext context, LabRuntime lab, int? budgetMs) => Handle(context, lab.Batch, lab, budgetMs));
app.MapGet("/unstable", (LabRuntime lab, string? key) => {
    if (key != "demo" && key != "always") return Results.BadRequest();
    int attempt = lab.Attempt(key); return key == "always" || attempt == 1 ? Results.StatusCode(503) : Results.Ok(new { replica = settings.Replica, attempt });
});
app.MapGet("/session/{name}", (LabRuntime lab, string name) => name == "demo" ? Results.Ok(new { replica = settings.Replica, value = lab.Session() }) : Results.BadRequest());
app.MapPost("/once/{key}", (string key, LedgerInput input, LocalLedger ledger) => {
    if (key != "demo" || input.Amount is < 1 or > 100) return Results.BadRequest();
    LedgerDecision result = ledger.Record(key, input.Amount); return result.Conflict ? Results.Conflict(new { error = "key amount conflict" }) : Results.Ok(result);
});
app.MapGet("/ledger", (LocalLedger ledger) => new { receipts = ledger.Count() });
app.MapGet("/guarded", (LabRuntime lab) => lab.Circuit.Invoke(lab.DependencyFailing));
app.MapGet("/partition/{key}", (string key, int? owner) => {
    if (key != "A" && key != "B") return Results.BadRequest();
    int partition = StablePartition.For(key, 2);
    return owner == partition && settings.Partition == partition ? Results.Ok(new { replica = settings.Replica, partition, key }) : Results.Conflict(new { expectedPartition = partition });
});
if (app.Environment.IsDevelopment()) {
    app.MapPost("/lab/gate/{lane}/{action}", (string lane, string action, LabRuntime lab) => {
        WorkLane? target = lane == "main" ? lab.Main : lane == "batch" ? lab.Batch : null;
        if (target is null || action != "open" && action != "close") return Results.BadRequest();
        if (action == "open") target.Gate.Open(); else target.Gate.Close(); return Results.NoContent();
    });
    app.MapPost("/lab/drain", (LabRuntime lab) => { lab.Drain(); return Results.NoContent(); });
    app.MapPost("/lab/dependency/{failing:bool}", (bool failing, LabRuntime lab) => { lab.DependencyFailing = failing; return Results.NoContent(); });
}
app.Run();
static async Task<IResult> Handle(HttpContext context, WorkLane lane, LabRuntime lab, int? budgetMs) {
    if (budgetMs is < 1 or > 1000) return Results.BadRequest();
    using var budget = CancellationTokenSource.CreateLinkedTokenSource(context.RequestAborted);
    if (budgetMs is int milliseconds) budget.CancelAfter(milliseconds);
    var item = new WorkItem(budget.Token);
    AdmissionDecision decision = lab.Admit(lane, item);
    if (decision == AdmissionDecision.Draining) return Results.StatusCode(503);
    if (decision == AdmissionDecision.Full) return Results.StatusCode(429);
    try { await item.Completion.Task.WaitAsync(budget.Token); return Results.Ok(new { replica = lab.Settings.Replica, completed = true }); }
    catch (OperationCanceledException) when (!context.RequestAborted.IsCancellationRequested) { return Results.Problem(statusCode: 504, title: "Classroom work budget expired"); }
}
static Uri LocalAddress(IServer server) {
    string address = server.Features.Get<IServerAddressesFeature>()!.Addresses.Single();
    return new UriBuilder("http", "127.0.0.1", new Uri(address).Port) { Path = "/io-delay" }.Uri;
}
public sealed class LocalIo : IDisposable { public HttpClient Client { get; } = new() { Timeout = TimeSpan.FromSeconds(5) }; public void Dispose() => Client.Dispose(); }
public sealed record LedgerInput(int Amount);
public sealed class LabSettings {
    public string Replica { get; init; } = "one"; public int Partition { get; init; } public int Workers { get; init; } public int QueueCapacity { get; init; }
    public int PoolSize { get; init; } public int WorkMilliseconds { get; init; } public string LedgerPath { get; init; } = "";
    public void Validate() {
        if (Partition is < 0 or > 1 || Replica.Length is < 1 or > 32 || Workers is < 1 or > 8 || QueueCapacity is < 1 or > 16 || PoolSize is < 1 or > 8 || WorkMilliseconds is < 1 or > 250 || string.IsNullOrWhiteSpace(LedgerPath)) throw new InvalidOperationException("Invalid bounded lab settings");
    }
}
public enum AdmissionDecision { Accepted, Full, Draining }
public sealed class LabRuntime : IHostedService, IDisposable {
    private readonly object admissionSync = new();
    private int accepting = 1, visits, sessions, demoAttempts, alwaysAttempts, failing = 1, disposed;
    public LabSettings Settings { get; } public WorkLane Main { get; } public WorkLane Batch { get; }
    public ClassroomCircuit Circuit { get; } = new();
    public LabRuntime(LabSettings settings) { Settings = settings; Main = new(settings.Workers, settings.QueueCapacity, settings.PoolSize, settings.WorkMilliseconds); Batch = new(1, 1, 1, settings.WorkMilliseconds); }
    public bool Accepting => Volatile.Read(ref accepting) == 1;
    public bool DependencyFailing { get => Volatile.Read(ref failing) == 1; set => Volatile.Write(ref failing, value ? 1 : 0); }
    public void Drain() { lock (admissionSync) Volatile.Write(ref accepting, 0); }
    public AdmissionDecision Admit(WorkLane lane, WorkItem item) {
        lock (admissionSync) {
            if (!Accepting) return AdmissionDecision.Draining;
            return lane.TrySubmit(item) ? AdmissionDecision.Accepted : AdmissionDecision.Full;
        }
    }
    public int Visit() => Interlocked.Increment(ref visits); public int Session() => Interlocked.Increment(ref sessions);
    public int Attempt(string key) => key == "demo" ? Interlocked.Increment(ref demoAttempts) : Interlocked.Increment(ref alwaysAttempts);
    public Task StartAsync(CancellationToken token) { Main.Start(); Batch.Start(); return Task.CompletedTask; }
    public Task StopAsync(CancellationToken token) => Task.WhenAll(Main.StopAsync(token), Batch.StopAsync(token));
    public void Dispose() { if (Interlocked.Exchange(ref disposed, 1) != 0) return; Main.Dispose(); Batch.Dispose(); }
}
public static class StablePartition {
    public static int For(string key, int count) { uint hash = 2166136261; foreach (byte b in System.Text.Encoding.UTF8.GetBytes(key)) hash = unchecked((hash ^ b) * 16777619); return (int)(hash % (uint)count); }
}
Server/WorkLane.csDownload file ↗
using System.Threading.Channels;
public sealed record WorkItem(CancellationToken Token) { public TaskCompletionSource<bool> Completion { get; } = new(TaskCreationOptions.RunContinuationsAsynchronously); }
public sealed class AsyncGate {
    private readonly object sync = new(); private TaskCompletionSource<bool> source = Completed();
    private static TaskCompletionSource<bool> Completed() { var value = new TaskCompletionSource<bool>(TaskCreationOptions.RunContinuationsAsynchronously); value.SetResult(true); return value; }
    public void Close() { lock (sync) { if (source.Task.IsCompleted) source = new(TaskCreationOptions.RunContinuationsAsynchronously); } }
    public void Open() { lock (sync) source.TrySetResult(true); }
    public Task WaitAsync(CancellationToken token) { lock (sync) return source.Task.WaitAsync(token); }
}
public sealed class WorkLane : IDisposable {
    private readonly Channel<WorkItem> queue; private readonly SemaphoreSlim pool; private readonly int workers, milliseconds;
    private readonly CancellationTokenSource stop = new(); private Task[] running = Array.Empty<Task>();
    private int active, inPool, maxActive, maxPool, accepted, rejected, completed, canceled, disposed;
    public AsyncGate Gate { get; } = new();
    public WorkLane(int workers, int capacity, int poolSize, int milliseconds) {
        this.workers = workers; this.milliseconds = milliseconds; pool = new(poolSize, poolSize);
        queue = Channel.CreateBounded<WorkItem>(new BoundedChannelOptions(capacity) { FullMode = BoundedChannelFullMode.Wait, SingleWriter = false, SingleReader = workers == 1 });
    }
    public void Start() { running = Enumerable.Range(0, workers).Select(_ => RunAsync()).ToArray(); }
    public bool TrySubmit(WorkItem item) { if (queue.Writer.TryWrite(item)) { Interlocked.Increment(ref accepted); return true; } Interlocked.Increment(ref rejected); return false; }
    private async Task RunAsync() {
        await foreach (WorkItem item in queue.Reader.ReadAllAsync(stop.Token)) {
            int now = Interlocked.Increment(ref active); Maximum(ref maxActive, now); bool entered = false;
            using var lifetime = CancellationTokenSource.CreateLinkedTokenSource(item.Token, stop.Token);
            try {
                lifetime.Token.ThrowIfCancellationRequested(); await Gate.WaitAsync(lifetime.Token);
                await pool.WaitAsync(lifetime.Token); entered = true; Maximum(ref maxPool, Interlocked.Increment(ref inPool));
                await Task.Delay(milliseconds, lifetime.Token); Interlocked.Increment(ref completed); item.Completion.TrySetResult(true);
            } catch (OperationCanceledException) { Interlocked.Increment(ref canceled); item.Completion.TrySetCanceled(lifetime.Token); }
            finally { if (entered) { Interlocked.Decrement(ref inPool); pool.Release(); } Interlocked.Decrement(ref active); }
        }
    }
    private static void Maximum(ref int field, int value) { int old; do { old = Volatile.Read(ref field); if (old >= value) return; } while (Interlocked.CompareExchange(ref field, value, old) != old); }
    public object Snapshot() => new { active = Volatile.Read(ref active), queued = queue.Reader.Count, inPool = Volatile.Read(ref inPool), maxActive = Volatile.Read(ref maxActive), maxPool = Volatile.Read(ref maxPool), accepted = Volatile.Read(ref accepted), rejected = Volatile.Read(ref rejected), completed = Volatile.Read(ref completed), canceled = Volatile.Read(ref canceled) };
    public async Task StopAsync(CancellationToken token) {
        queue.Writer.TryComplete();
        try { await Task.WhenAll(running).WaitAsync(token); }
        catch (OperationCanceledException) when (token.IsCancellationRequested) { stop.Cancel(); Gate.Open(); try { await Task.WhenAll(running); } catch (OperationCanceledException) { } }
    }
    public void Dispose() { if (Interlocked.Exchange(ref disposed, 1) != 0) return; stop.Cancel(); pool.Dispose(); stop.Dispose(); }
}
Server/LocalLedger.csDownload file ↗
using Microsoft.Data.Sqlite;
public sealed record LedgerDecision(bool Replay, bool Conflict, int Amount);
public sealed class LocalLedger {
    private readonly string connectionString;
    public LocalLedger(LabSettings settings) { connectionString = new SqliteConnectionStringBuilder { DataSource = settings.LedgerPath, DefaultTimeout = 2 }.ToString(); }
    private SqliteConnection Open() { var connection = new SqliteConnection(connectionString); connection.Open(); return connection; }
    public void Initialize() { using var connection = Open(); using var command = connection.CreateCommand(); command.CommandText = "CREATE TABLE IF NOT EXISTS receipts (request_key TEXT PRIMARY KEY, amount INTEGER NOT NULL)"; command.ExecuteNonQuery(); }
    public LedgerDecision Record(string key, int amount) {
        using var connection = Open(); using var transaction = connection.BeginTransaction();
        using var insert = connection.CreateCommand(); insert.Transaction = transaction;
        insert.CommandText = "INSERT INTO receipts(request_key, amount) VALUES ($key, $amount) ON CONFLICT(request_key) DO NOTHING";
        insert.Parameters.AddWithValue("$key", key); insert.Parameters.AddWithValue("$amount", amount); int changed = insert.ExecuteNonQuery();
        using var read = connection.CreateCommand(); read.Transaction = transaction; read.CommandText = "SELECT amount FROM receipts WHERE request_key = $key"; read.Parameters.AddWithValue("$key", key);
        int stored = Convert.ToInt32(read.ExecuteScalar(), System.Globalization.CultureInfo.InvariantCulture); transaction.Commit();
        return new LedgerDecision(changed == 0, stored != amount, stored);
    }
    public int Count() { using var connection = Open(); using var read = connection.CreateCommand(); read.CommandText = "SELECT COUNT(*) FROM receipts"; return Convert.ToInt32(read.ExecuteScalar(), System.Globalization.CultureInfo.InvariantCulture); }
}
Server/ClassroomCircuit.csDownload file ↗
public sealed class ClassroomCircuit {
    private readonly object sync = new(); private int failures, calls; private bool probe; private DateTimeOffset openUntil = DateTimeOffset.MinValue;
    public int DependencyCalls { get { lock (sync) return calls; } }
    public IResult Invoke(bool failing) {
        lock (sync) {
            DateTimeOffset now = DateTimeOffset.UtcNow;
            if (openUntil != DateTimeOffset.MinValue && now < openUntil) return Results.Json(new { state = "open", called = false }, statusCode: 503);
            if (probe) return Results.Json(new { state = "probe-busy", called = false }, statusCode: 503);
            bool halfOpen = openUntil != DateTimeOffset.MinValue; if (halfOpen) probe = true;
            calls++;
            // The dependency is an explicitly controlled in-process classroom outcome, not a real remote service.
            if (failing) {
                failures++; if (halfOpen || failures >= 2) openUntil = now.AddMilliseconds(250); probe = false;
                return Results.Json(new { state = openUntil == DateTimeOffset.MinValue ? "closed" : "open", called = true }, statusCode: 503);
            }
            failures = 0; openUntil = DateTimeOffset.MinValue; probe = false; return Results.Ok(new { state = "closed", called = true });
        }
    }
}
Driver/Lab.Driver.csprojDownload file ↗
<Project Sdk="Microsoft.NET.Sdk"><PropertyGroup><OutputType>Exe</OutputType><TargetFramework>net10.0</TargetFramework><Nullable>enable</Nullable><ImplicitUsings>enable</ImplicitUsings></PropertyGroup></Project>
Driver/Program.csDownload file ↗
using System.Collections.Concurrent;
using System.Diagnostics;
using System.Globalization;
using System.Text.Json;
if (args.Length < 2) throw new ArgumentException("Usage: closed|open|retry|shard|hot|io|cpu|sync baseUrl[,baseUrl] [count<=32] [concurrency<=8] [intervalMs]");
string mode = args[0];
if (!new[] { "closed", "open", "retry", "shard", "hot", "io", "cpu", "sync" }.Contains(mode)) throw new ArgumentException("Unknown mode");
Uri[] targets = args[1].Split(',').Select(s => new Uri(s.TrimEnd('/') + "/")).ToArray();
if (targets.Length is < 1 or > 2 || targets.Any(u => !u.IsLoopback || u.Scheme != "http" || u.AbsolutePath != "/" || !string.IsNullOrEmpty(u.Query) || !string.IsNullOrEmpty(u.UserInfo))) throw new ArgumentException("Only one or two owned HTTP loopback roots are allowed");
int count = args.Length > 2 ? int.Parse(args[2], CultureInfo.InvariantCulture) : 16;
int concurrency = args.Length > 3 ? int.Parse(args[3], CultureInfo.InvariantCulture) : 4;
int interval = args.Length > 4 ? int.Parse(args[4], CultureInfo.InvariantCulture) : 2;
if (count is < 1 or > 32 || concurrency is < 1 or > 8 || interval is < 1 or > 100 || (mode == "shard" || mode == "hot") && targets.Length != 2) throw new ArgumentException("Bounded local settings required");
using var client = new HttpClient { Timeout = TimeSpan.FromSeconds(5) };
var latencies = new ConcurrentBag<double>(); var replicas = new ConcurrentDictionary<string, byte>(StringComparer.Ordinal);
int attempted = 0, successful = 0, rejected = 0, skipped = 0, logical = 0;
async Task Invoke(int index) {
    string key = mode == "hot" || index % 2 == 0 ? "A" : "B"; int partition = Partition(key);
    Uri target = targets[(mode == "shard" || mode == "hot") ? partition : index % targets.Length];
    string route = mode switch { "retry" => "unstable?key=demo", "shard" or "hot" => "partition/" + key + "?owner=" + partition, "io" => "io", "cpu" => "cpu", "sync" => "sync", _ => "work" };
    int maximumAttempts = mode == "retry" ? 2 : 1;
    for (int attempt = 1; attempt <= maximumAttempts; attempt++) {
        var begin = Stopwatch.GetTimestamp(); Interlocked.Increment(ref attempted);
        using var request = new HttpRequestMessage(HttpMethod.Get, new Uri(target, route));
        using var response = await client.SendAsync(request); string body = await response.Content.ReadAsStringAsync();
        latencies.Add(Stopwatch.GetElapsedTime(begin).TotalMilliseconds);
        if ((int)response.StatusCode == 503 && attempt < maximumAttempts) { await Task.Delay(10 + index % 7); continue; }
        if (response.IsSuccessStatusCode) {
            Interlocked.Increment(ref successful); using var doc = JsonDocument.Parse(body);
            if (doc.RootElement.TryGetProperty("replica", out var name)) replicas.TryAdd(name.GetString()!, 0);
        } else Interlocked.Increment(ref rejected);
        break;
    }
}
var elapsed = Stopwatch.StartNew();
if (mode == "open") {
    using var slots = new SemaphoreSlim(concurrency, concurrency); var running = new List<Task>();
    for (int i = 0; i < count; i++) {
        double wait = i * interval - elapsed.Elapsed.TotalMilliseconds; if (wait > 0) await Task.Delay(TimeSpan.FromMilliseconds(wait));
        Interlocked.Increment(ref logical);
        if (!slots.Wait(0)) { Interlocked.Increment(ref skipped); continue; }
        int index = i; running.Add(Release(index));
    }
    await Task.WhenAll(running);
    async Task Release(int index) { try { await Invoke(index); } finally { slots.Release(); } }
} else {
    int next = -1;
    await Task.WhenAll(Enumerable.Range(0, concurrency).Select(async _ => {
        while (true) { int index = Interlocked.Increment(ref next); if (index >= count) return; Interlocked.Increment(ref logical); await Invoke(index); }
    }));
}
elapsed.Stop(); double[] sorted = latencies.OrderBy(x => x).ToArray();
double Percentile(double probability) => sorted.Length == 0 ? 0 : sorted[(int)Math.Ceiling(probability * sorted.Length) - 1];
Console.WriteLine(JsonSerializer.Serialize(new { mode, scheduled = logical, attempted, successful, rejected, skipped, concurrency, elapsedMs = elapsed.Elapsed.TotalMilliseconds, p50Ms = Percentile(.5), p95Ms = Percentile(.95), p99Ms = Percentile(.99), replicas = replicas.Keys.OrderBy(x => x).ToArray() }));
static int Partition(string key) { uint hash = 2166136261; foreach (byte b in System.Text.Encoding.UTF8.GetBytes(key)) hash = unchecked((hash ^ b) * 16777619); return (int)(hash % 2); }
Server/appsettings.jsonDownload file ↗
{
  "Lab": {
    "Replica": "one",
    "Workers": 2,
    "QueueCapacity": 4,
    "PoolSize": 2,
    "WorkMilliseconds": 20
  }
}

Expected result

Actual two-process routing reaches both owners for A/B and only partition0 for repeated A. A wrong owner query receives409; no database sharding is claimed.

Use the listed SDK and dependencies for this project. Open C# practice runs the separate portable exercise.

C# companion practice

using System;
using System.Linq;
using System.Collections.Generic;
using System.Globalization;
using System.Threading;
using System.Threading.Tasks;

int Partition(string key) { uint hash = 2166136261; foreach (byte b in System.Text.Encoding.UTF8.GetBytes(key)) hash = unchecked((hash ^ b) * 16777619); return (int)(hash % 2); }
int[] counts = new int[2]; foreach (string key in new[] { "A", "A", "A", "B" }) counts[Partition(key)]++;
Console.WriteLine("partition0:" + counts[0]); Console.WriteLine("partition1:" + counts[1]);
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C# practice output

partition0:3
partition1:1
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A stable illustrative hash chooses an owner; it does not provide migration, replication or hot-key spreading.

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