.NET Core Service Provider Gotchas and Less-Known Features

Introduction

In this post I’m going to talk about a few gotchas with the .NET Core’s built-in inversion of control (IoC) / service provider (SP)/dependency injection (DI) library. It is made available as the Microsoft.Extensions.DependencyInjection NuGet package.

I wrote another post some time ago, but this one supersedes it, in many ways.

Extension Methods

The single method exposed by the IServiceProvider interface, GetService, is not strongly typed. If you add a using statement for Microsoft.Extensions.DependencyInjection, you’ll get a few ones that are:

  • GetRequiredService<T>: tries to retrieve a service that is registered under the type of the generic template parameter and throws an exception if one cannot be found; if it is, it is cast to the template parameter;
  • GetService<T>: retrieves a service and casts it to the template parameter; if no service is found, null is returned;
  • GetServices<T>: returns all services registered as the template parameter type, cast appropriately.

Using a Different Service Provider

You are not forced to use the built-in service provider; you can use anyone you like, as long as it exposes an IServiceProvider implementation. You just need to return this implementation from the ConfigureServices method, which normally does not return anything:

public IServiceProvider ConfigureServices(IServiceCollection services)
{
//return an implementation of IServiceProvider
}

Why would you want to do that, you may ask? Well, there are service providers out there that offer much more interesting features than Microsoft’s (for example, more lifetimes), and this has a reason: Microsoft kept his simple on purpose.

Multiple Registrations

You may not have realized that you can register any number of implementations for a given service, even with different lifetimes:

services.AddTransient<IService, ServiceA>();
services.AddScoped<IService, ServiceB>();

So, what happens when you ask for an implementation for IService? Well, you get the last one registered, in this case, ServiceB. However, you can ask for all the implementations, if you call GetServices<T>.

Registration Factories

You can specify how a service implementation is constructed when you register a service, and it can depend upon other services that are also registered in the service provider:

services.AddTransient<IService>(sp => new ServiceImpl(sp.GetRequiredService<IOtherService>));

Don’t worry about registration order: IOtherService will only be required once IService is retrieved.

Lifetime Dependencies

You cannot have a Singleton registration depend upon a Scoped service. This makes sense, if you think about it, as a singleton has a much longer lifetime than a scoped service.

Nested Scopes

You can create nested scopes at any time and retrieve services from them. If you are using the extension methods in the Microsoft.Extensions.DependencyInjection namespace, it’s as easy as this:

using (var scope = serviceProvider.CreateScope())
{
    var svc = scope.ServiceProvider.GetRequiredService<IService>();
}

The CreateScope method comes from the IServiceScopeFactory implementation that is registered automatically by the dependency injection implementation. See next for implications of this.

Why is this needed? Because of lifetime dependencies: using this approach you can instantiate a service marked as a singleton that takes as a parameter a scoped one, inside a scope.

Dispose Pattern

All services instantiated using the Scoped or Transient lifetimes that implement the IDisposable interface will have their Dispose methods called at the end of the request – or the nested scope (when it is disposed). The root service provider is only disposed with the app itself.

Scope Validation

The built-in service provider validates the registrations so that a singleton does not depend on a scoped registration. This has the effect of preventing retrieving services in the Configure method, through IApplicationBuilder.ApplicationServices, that are not transient or singletons.

If, however, you think you know what you’re doing, you can bypass this validation:

public IServiceProvider ConfigureServices(IServiceCollection services)
{
//add services
return services.BuildServiceProvider(validateScopes: false);
}

As I said before, the other alternative is creating a scope and instantiating your singleton service inside the scope. This will always work.

Injecting Services

ASP.NET Core only supports constructor:

public HomeController(IService svc)
{
}

and parameter:

public IActionResult Index([FromServices] IService svc)
{
}

inheritance, but not property, in controllers and Razor Pages. You can achieve that through actions or conventions. Another option is to use the Service Locator pattern.

Service Locator

You can retrieve any registered services from HttpContext.RequestServices, so whenever you have a reference to an HttpContext, you’re good. From the Configure method, you can also retrieve services from IApplicationBuilder.ApplicationServices, but not scoped ones (read the previous topics). However, it is generally accepted that you should prefer constructor or parameter injection over the Service Locator approach.

Conclusion

Although the service provider that comes with .NET Core is OK for most scenarios, it is clearly insufficient for a number of others. These include:

  • Other lifetimes, such as, per resolve-context, per thread, etc;
  • Property injection;
  • Lazy<T> support;
  • Named registrations;
  • Automatic discovery and configuration of services;
  • Child containers.

You should consider a more featured DI library, and there are many out there, if you need any of these.

Integrating Managed Extensibility Framework with the .NET Service Provider

Introduction

It seems I’m in the mood for Managed Extensibility Framework: second post in a week about it! This time, I’m going to talk about how we can integrate it with the .NET Core’s service provider/dependency injection (DI) library (Microsoft.Extensions.DependencyInjection).

Mind you, this will apply to both ASP.NET Core and .NET Core console apps.

Locating Services

We’ve seen before how we can find all types that match a given interface:

public static class ContainerConfigurationExtensions     {         public static ContainerConfiguration WithAssembliesInPath(this ContainerConfiguration configuration, string path, SearchOption searchOption = SearchOption.TopDirectoryOnly)         {             return WithAssembliesInPath(configuration, path, null, searchOption);         }         public static ContainerConfiguration WithAssembliesInPath(this ContainerConfiguration configuration, string path, AttributedModelProvider conventions, SearchOption searchOption = SearchOption.TopDirectoryOnly)         {             var assemblyFiles = Directory                 .GetFiles(path, "*.dll", searchOption);             var assemblies = assemblyFiles                 .Select(AssemblyLoadContext.Default.LoadFromAssemblyPath);             configuration = configuration.WithAssemblies(assemblies, conventions);             return configuration;         }     }

Service Registration

The next step is picking up all of the found types and registering them with the DI:

public static class ServiceCollectionExtensions     {         public static IServiceCollection AddFromAssembliesInPath<T>(this IServiceCollection services, ServiceLifetime lifetime, string path = null) where T : class         {             var factory = new ExportFactory<T, object>(() => new Tuple<T, Action>(Activator.CreateInstance<T>(), () => { }), new object());             var conventions = new ConventionBuilder();             var builder = conventions                 .ForTypesDerivedFrom<T>()                 .Export<T>();             if (lifetime == ServiceLifetime.Singleton)             {                 builder = builder.Shared();             }             path = path ?? AppContext.BaseDirectory;             var configuration = new ContainerConfiguration()                 .WithAssembliesInPath(path, conventions);             using (var container = configuration.CreateContainer())             {                 var svcs = container.GetExports<Lazy<T>>();                 foreach (var svc in svcs)                 {                     services.Add(new ServiceDescriptor(typeof(T), sp => svc.Value, lifetime));                 }             }             return services;         }         public static IServiceCollection AddSingletonFromAssembliesInPath<T>(this IServiceCollection services, string path = null) where T : class         {             return AddFromAssembliesInPath<T>(services, ServiceLifetime.Singleton, path);         }         public static IServiceCollection AddScopedFromAssembliesInPath<T>(this IServiceCollection services, string path = null) where T : class         {             return AddFromAssembliesInPath<T>(services, ServiceLifetime.Scoped, path);         }         public static IServiceCollection AddTransientFromAssembliesInPath<T>(this IServiceCollection services, string path = null) where T : class         {             return AddFromAssembliesInPath<T>(services, ServiceLifetime.Transient, path);         }     }

The AddFromAssembliesInPath extension method is what does all the work; it leverages the previous WithAssembliesInPath method to locate all types that match a given interface, in the assemblies inside a specific folder (which can be the current one). AddSingletonFromAssembliesInPath, AddScopedFromAssembliesInPath and AddTransientFromAssembliesInPath are merely here to make your life a (little bit) easier. Although MEF only supports singletons (Shared) and transient (Non-shared) lifetimes, with this approach

Notice how MEF let’s us resolve Lazy<T> instances besides T. This is pretty cool, as we can delay object instantiation to a later stage, when the object is actually needed. A word of caution: the instantiation will actually be done by MEF, not by the .NET Core DI, so you won’t have constructor injection.

Putting it all Together

So, armed with these two extension methods, we can add this to the ConfigureServices method of your ASP.NET Core app (or wherever you populate your service provider):

services.AddTransientFromAssembliesInPath<IPlugin>();

Here IPlugin is just some interface, nothing to do with the one described in the previous post. After this, you should be able to inject all of the actual implementations:

public class HomeController : Controller

{

public HomeController(IEnumerable<IPlugin> plugins) { … }

}

Dynamically Loading Middleware in ASP.NET Core

Introduction

The concept of middleware has been around since ASP.NET MVC (pre-Core) and OWIN. Essentially, a middleware component lives in a pipeline and handles requests and acts as a chain of responsibility, delegating to any subsequent middleware components registered in the pipeline after itself. The following image (taken from the Microsoft site) shows this.

Image result for asp.net core middleware

MVC itself is implemented as a middleware component, as is redirection, exception handling, buffering, etc.

A middleware component can be added in several ways, but in ASP.NET Core, it all goes down to the Use method in IApplicationBuilder. Lots of API-specific methods rely on it to add their own middleware.

For the time being, we’ll make use of the IMiddleware interface that comes with ASP.NET Core. It provides a simple contract that has no dependencies other than the common HTTP abstractions.

One common request is the ability to load and inject middleware components dynamically into the pipeline. Let’s see how we can

Managed Extensibility Framework

.NET Core has Managed Extensibility Framework (MEF), and I previously blogged about it. MEF offers an API that can be used to find and instantiate plugins from assemblies, which makes it an interesting candidate for the discovery and instantiation of such middleware components.

Image result for managed extensibility frameworkWe’ll use the System.Composition NuGet package. As in my previous post, we’ll iterate through all the assemblies in a given path (normally, the ASP.NET Core’s bin folder) and try to find all implementations of our target interface. After that we’ll register them all to the MEF configuration.

Implementation

Our target interface will be called IPlugin and it actually inherits from IMiddleware. If we so wish, we can add more members to it, for now, it really doesn’t matter:

public interface IPlugin : IMiddleware
{
}

The IMiddleware offers an InvokeAsync method that can be called asynchronously and takes the current context and a pointer to the next delegate (or middleware component).

I wrote the following extension method for IApplicationBuilder:

public static class ApplicationBuilderExtensions

{

public static IApplicationBuilder UsePlugins(this IApplicationBuilder app, string path = null)        {

     var conventions = new ConventionBuilder();

        conventions

           .ForTypesDerivedFrom<IPlugin>()

           .Export<IPlugin>()

           .Shared();

           path = path ?? AppContext.BaseDirectory;

            var configuration = new ContainerConfiguration()

            .WithAssembliesInPath(path, conventions);

            using (var container = configuration.CreateContainer())

            {

           var plugins = container

                .GetExports<IPlugin>()

                    .OrderBy(p => p.GetType().GetCustomAttributes<ExportMetadataAttribute>(true)

.SingleOrDefault(x => x.Name == “Order”)?.Value as IComparable ?? int.MaxValue); 

               foreach (var plugin in plugins)

                {

                    app.Use(async (ctx, next) =>

                    {

                    await plugin.InvokeAsync(ctx, null);

                        await next();

                    });

                }

          }

          return app;

    }

}

We define a convention that for each type found that implements IPlugin we register it as shared, meaning, as a singleton.

As you can see, if the path parameter is not supplied, it will default to AppContext.BaseDirectory.

We can add to the plugin/middleware implementation an ExportMetadataAttribute with an Order value to specify the order by which our plugins will be loaded, more on this in a moment.

The WithAssembliesInPath extension method comes from my previous post but I’ll add it here for your convenience:

public static class ContainerConfigurationExtensions
{     public static ContainerConfiguration WithAssembliesInPath(this ContainerConfiguration configuration, string path, SearchOption searchOption = SearchOption.TopDirectoryOnly)     {      return WithAssembliesInPath(configuration, path, null, searchOption);     }     public static ContainerConfiguration WithAssembliesInPath(this ContainerConfiguration configuration, string path, AttributedModelProvider conventions, SearchOption searchOption = SearchOption.TopDirectoryOnly)     {         var assemblyFiles = Directory          .GetFiles(path, "*.dll", searchOption);         var assemblies = assemblyFiles             .Select(AssemblyLoadContext.Default.LoadFromAssemblyPath);         configuration = configuration.WithAssemblies(assemblies, conventions);         return configuration;     }
}

If you want to search all assemblies in nested directories, you need to pass SearchOption.AllDirectories as the searchOption parameter, but this, of course, will have a performance penalty if you have a deep directory structure.

Putting it All Together

So, let’s write a few classes that implement the IPlugin interface and therefore are suitable to be used as middleware components:

[Export(typeof(IPlugin))] [ExportMetadata(“Order”, 1)] public class MyPlugin1 : IPlugin {     public async Task InvokeAsync(HttpContext context, RequestDelegate next)     {         //do something here

//this is needed because this can be the last middleware in the pipeline (next = null)         if (next != null)         {             await next(context);         }

//do something here     } }

Notice how we applied an ExportMetadataAttribute to the class with an Order value; this is not needed and if not supplied, it will default to the highest integer (int.MaxValue), which means it will load after all other plugins. These classes need to be public and have a public parameterless constructor. You can retrieve any registered services from the HttpContext’s RequestServices property.

Now, all we need to do is add a couple of assemblies to the web application’s bin path (or some other path that is passed to UsePlugins) and call this extension method inside Configure:

public void Configure(IApplicationBuilder app, IHostingEnvironment env)

{

//rest goes here

app.UsePlugins(/*path: “some path”*/);

//rest goes here

}

And here you have it: ASP.NET Core will find middleware from any assemblies that it can find on the given path.

Hope you find this useful! Winking smile

Performance in .NET – Part 1

Updated: thanks, Paulo Morgado!

Introduction

Along the years I wrote a couple of posts about performance in the .NET world. Some were more tied to specific frameworks, such as NHibernate or Entity Framework, while others focus on the generic bits. In this series of posts I will summarize my findings on .NET in general, namely:

  • Object creation (this post)
  • Object cloning
  • Value Types versus Reference Types
  • Collections
  • Possibly other stuff

I won’t be talking about object serialization, as there are lots of serializers out there, each with its pros and cons. In general, I’d say either serializing to and from JSON or from a binary format seem to be the most demanded ones, and each has quite a few options, either provided by Microsoft or from third parties. The actual usage also affects what we want – is it a general-purpose serializer or one for a particular usage, that needs classes prepared accordingly? Let’s keep it out of this discussion.

As always, feel free to reach out to me if you want to discuss any of these! So, lets start with object creation.

Object Creation

Let’s start with object creation and by defining our purpose: we want to be able to create object instances of a certain type as fast as possible. We have a couple of strategies:

Let’s cover them all one by one.

Using the new Operator

This is the most obvious (and fast), but does not play well with dynamic instantiation, meaning, the type to instantiate needs to be hardcoded. I call it direct instantiation, and it goes as this (you know, you know…):

var obj = new Xpto();

This should be the baseline for all performance operations, as it should offer the best possible performance.

Using Reflection

Here I’m caching the public parameterless constructor and invoking it, then casting the result to the target type:

var ci = typeof(Xpto).GetConstructor(Type.EmptyTypes);<br />var obj = ci.Invoke(null) as Xpto;

Just avoid getting the constructor over and over again, do it once for each type then cache it somewhere.

Using FormatterServices.GetUninitializedObject

The GetUninitializedObject method is used internally by some serializers and what it does is, it merely allocates memory for the target type and zeroes all of its fields, without actually running any constructor. This has the effect that any explicitly declared field and property values will be lost, so use with care. It is available in .NET Core:

var obj = FormatterServices.GetUninitializedObject(typeof(Xpto)) as Xpto;

Pay attention that none of the constructors of your type are executed, and no fields or properties have their initial values set, other than the default value for each type (null for reference types, the default for value types).

Using System.Reflection.Emit code generation

This one uses the code generation library that is built-in with .NET (but not .NET Core, for the time being):

var m = new DynamicMethod(string.Empty, typeof(object), null, typeof(Xpto), true);<br />var ci = typeof(Xpto).GetConstructor(Type.EmptyTypes);<br />var il = m.GetILGenerator();<br />il.Emit(OpCodes.Newobj, ci);<br />il.Emit(OpCodes.Ret);<br />var creator = m.CreateDelegate(typeof(Func<object>)) as Func<object>;<br />var obj = creator() as Xpto;

As you can see, we are just generating code for a dynamic method, providing a simple content that does “new Xpto()”, and execute it.

Using Activator.CreateInstance

This is essentially a wrapper around the reflection code I’ve shown earlier, with the drawback that it does not cache each types’ public parameterless constructor:

var obj = Activator.CreateInstance(typeof(Xpto)) as Xpto;

Using LINQ expressions

The major drawback of this approach is the time it takes to build the actual code (the first call to Compile). After that, it should be fast:

var ci = typeof(Xpto).GetConstructor(Type.EmptyTypes);<br />var expr = Expression.New(ci);<br />var del = Expression.Lambda(expr).Compile();<br />var obj = del.DynamicInvoke() as Xpto;

Of course, if you are to call this a number of times for the same type, it may be worth caching the constructor for each type.

Using Delegates

The LINQ expressions approach actually compiles to this one, but this is strongly typed:

Func<Xpto> del = () => new Xpto();<br />var obj = del();

Using Roslyn

This one is relatively new in .NET. As you may know, Microsoft now uses Roslyn to both parse and generate code dynamically. The scripting capabilities are made available through the Microsoft.CodeAnalysis.CSharp.Scripting NuGet package. The actual code for instantiating a class (or actually executing any code) dynamically goes like this:

var obj = CSharpScript.EvaluateAsync("new Xpto()").GetAwaiter().GetResult() as Xpto;

Do keep in mind that Roslyn is asynchronous by nature, so you need to wait for the result, also, do add the full namespace of your type, which I omitted for brevity. There are other APIs that allow you to compile code and reuse the compilation:

var script = CSharpScript.Create<Xpto>("new Xpto()", ScriptOptions.Default.AddReferences(typeof(Xpto).Assembly));<br />var runner = script.CreateDelegate();<br />var obj = runner().GetAwaiter().GetResult();

Conclusion

Feel free to run your tests, with a few iterations, and look at the results. Always compare with the normal way to create objects, the new operator. Do not forget the problems with each approach, like the need to cache something or any limitations on the instantiated object.

In my machine, for 1000 iterations, a couple times for the same run, I get these average results (elapsed ticks):

Technique Delay
Direct 0.148
FormatterServices.GetUninitializedObject 0.324
Activator.CreateInstance 0.296
Reflection 0.6
IL 0.557
LINQ Expression 4.085
Delegate 0.109
Roslyn 2400.796

Some of these may be surprising to you, as they were to me! It seems that reflection is not that much slower than direct instantiation as one might think… hmmm…

As usual, I’d love to hear your thoughts on this! More to come soon! Winking smile

Succinctly Books Index

This page lists all the books I wrote or reviewed for Syncfusion’s Succinctly series.

Books I wrote:

Books I reviewed:

Stackify Posts Index

As some of you may remember, last year I started writing occasionally a few posts for Stackify (@Stackify). In this page I will try to keep this list updated.

Stay tuned for more!

Interpose.Core Changes

I’m writing this from the 2018 MVP Global Summit!

Got my first pull request for Interpose.Core: it came from @x2764tech and it was suggested that Interpose should target .NET Standard. For some reason, I had come to the impression that it wasn’t possible – I *had* tried – but now it seems otherwise. Also, I got a heads up that the unit tests were failing for attribute-based interception, and I now fixed it.

Interpose.Core is now at version 1.4.0. Some of the changes were:

  • BUG: fixed interception with attributes where the interception attribute was being applied at the method level, not class
  • IMPROVEMENT: targeting .NET Standard instead of .NET Core
  • IMPROVEMENT: added caching of handler instances
  • IMPROVEMENT: added support for providing a service provider
  • IMPROVEMENT: small fixes here and there

Huge thanks to x2764tech for the contribution! Winking smile

Interpose.Core Updates

Some of you may have read my previous post on Interpose.Core. I’ve made a few modifications since:

  • Added caching for type generators, meaning, you won’t have to generate the same types twice
  • Added DispatchProxy interception; if you don’t know DispatchProxy, it’s .NET Core’s replacement for RealProxy, the transparent proxy mechanism that exists in .NET “full” framework. It may be used as an alternative to interface interception, as we don’t need to generate a type at runtime

The source code is updated and so is the NuGet package. Do have a look and share your thoughts! Winking smile

Introducing Interpose.Core

Update: see this post and this one.

I’m writing this from the 2018 MVP Global Summit!

Some of you may remember a series of posts I wrote about AOP and code interception in .NET. In them I built an AOP framework from scratch that could do custom interception. A few years passed by and I decided to revisit it and turn it into a .NET Core project: I introduce to you Interpose.Core.

Interpose: place or insert between one thing and another.

Interpose is available as an open source project (under Lesser GNU Public License) which you can get from GitHub or NuGet. It can do type and instance interception:

  • Type: virtual methods, the type to intercept cannot be sealed
  • Instance: interface and dynamic interception

Interpose uses Roslyn to generate the proxy types. As it targets .NET Core, you can use it on any supported platform.

At its core, you have an interceptor class (IInstanceInterceptor or ITypeInterceptor) and you ask for an instance or a type to be intercepted using a given handler (instance or type). It then generates a proxy instance (or type, which you must instantiate yourself). When using the generated proxy instance, for the target methods or properties, it will execute the provided handler.

So, what’s an handler like? An handler is just any implementation of the IInterceptionHandler method, that offers a single method, Invoke. This method takes a parameter that describes all of the execution context (target object, target method, parameters). From it, you can run the base implementation before or after performing any actions, or you can skip it altogether, in which case, you must provide a return value yourself.

Two instance interception examples, one for each interceptor, first, interface:

var interceptor = new InterfaceInterceptor();
var instance = new MyType();
var handler = new MyHandler();
var proxy = interceptor.Intercept(instance, typeof(IMyType), handler) as IMyType;

As you can see, you need to explicitly state which interface in the target instance you wish to intercept.

For dynamic, you can do something similar:

var interceptor = new DynamicInterceptor(); var instance = new MyType(); var handler = new MyHandler(); dynamic proxy = interceptor.Intercept(instance, null, handler);

Here you don’t need to specify an interface, but you do need to declare your proxy instance as dynamic.

Types are easy to intercept too, the major difference is that you pass types, not instances:

var interceptor = new VirtualMethodInterceptor();

var proxyType = interceptor.Intercept(typeof(MyType), typeof(MyHandler));

var proxy = Activator.CreateInstance(proxyType) as MyType;

Here the handler must be a public non-abstract class with a public parameterless constructor.

A very simple handler could be:

class MyHandler : IInterceptionHandler

{

public void Invoke(InterceptionArgs args)

{

if (args.Method.ReturnType == typeof(int))

{

//always return 100

args.Result = 100;

}

else

{

Console.Out.WriteLine(“Before base method call”);

args.Proceed();

Console.Out.WriteLine(“After base method call”);

}

}

}

There are a couple of extensions that allow you to use a registry for mapping methods to intercept to handlers or handlers defined as attributes.

You can integrate it with .NET Core’s dependency injection framework:

services.AddInterfaceInterceptor();

services.AddVirtualMethodInterceptor();

services.AddDynamicInterceptor();

Still some features missing, such as caching of generated proxy types, interception of generic types or the ability to maintain custom attributes from the base types or interfaces. Will try to address these when I have the time. Also, might be useful to have a small library of common handlers (logging, exception handling, measuring time, etc), if this ever comes to live, I will do it in a different assembly.

In the meantime, enjoy it and let me know what you think!

ASP.NET Core Pitfalls – Session Storage

Previous versions of ASP.NET featured several ways to persist sessions:

  • InProc: sessions would be stored on the server’s process memory
  • SQL Server: sessions would be serialized and stored in a SQL Server database; other vendors offered similar functionality
  • State Server: sessions would be serialized and stored on an instance of the ASP.NET State Service
  • Custom: we had to implement our own persistence mechanism

InProc was probably the most commonly used; it was the fastest, as the items in the session weren’t serialized, but on the other side they would not survive server crashes. Using this approach things usually worked well, because the session object merely provided a reference to the items stored in memory, so manipulating these items didn’t mandate that the session be explicitly saved.

In ASP.NET Core, all of this is gone. By default, sessions are still stored in memory but one can also use one of the available distributed cache mechanisms. The main difference, however, is that even when the session objects are stored in memory, they still need to be serialized and deserialized prior to persisting or retrieving them. It is no longer possible to just store a pointer to a memory object and keep manipulating it transparently; the object to be stored needs to be converted into a byte array first. You can use any serializer you want.

If we think about it seriously, it was probably a good decision: I’ve seen applications where a lot of data was being stored on the session using InProc mode, but then there was a need to switch to another mode to improve scalability, and the application would just stop working, as the objects being stored weren’t serializable. This time, we need to carefully think about it beforehand.