When I have a variable of ICollection<T> in C#, I cannot pass it to a function that expects an IReadOnlyCollection<T>:
public void Foo()
{
  ICollection<int> data = new List<int>();
  // Bar(data); // Not allowed: Cannot implicitly cast ICollection<int> to IReadOnlyCollection<int>
  Bar(data.ToList()); // Works, since List<T> implements IReadOnlyCollection<T>
}
public void Bar(IReadOnlyCollection<int> data)
{
  if (data.Count == 1) { /* ... */ }
  // ...
}
Apparently the problem is that ICollection<T> does not inherit from IReadOnlyCollection<T> - but why? ICollection<T> should be the full functional set of IReadOnlyCollection<T> plus the functions that modify the collection.
And what is the best solution to pass the arguments?
On the one hand, since I don't want to alter the collection in Bar and just need the count and iterate over the collection, I'd like to require an IReadOnlyCollection.
On the other hand, I don't want to create a new list object every time I call that function.
There is no standard solution AFAIK, but it's not hard to make your own like this
public static class MyExtensions
{
    public static IReadOnlyCollection<T> AsReadOnly<T>(this ICollection<T> source)
    {
        if (source == null) throw new ArgumentNullException("source");
        return source as IReadOnlyCollection<T> ?? new ReadOnlyCollectionAdapter<T>(source);
    }
    sealed class ReadOnlyCollectionAdapter<T> : IReadOnlyCollection<T>
    {
        readonly ICollection<T> source;
        public ReadOnlyCollectionAdapter(ICollection<T> source) => this.source = source;
        public int Count => source.Count;
        public IEnumerator<T> GetEnumerator() => source.GetEnumerator();
        IEnumerator IEnumerable.GetEnumerator() => GetEnumerator();
    }
}
And then use it as follows
Bar(data.AsReadOnly());
You can pretty trivially create a class that composes an ICollection<T> while implementing IReadOnlyCollection<T>.  You can also create an extension method to do the wrapping (and thus allow for generic type inference):
public class ReadOnlyCollectionWrapper<T> : IReadOnlyCollection<T>
{
    private ICollection<T> collection;
    public ReadOnlyCollectionWrapper(ICollection<T> collection)
    {
        this.collection = collection;
    }
    public int Count
    {
        get { return collection.Count; }
    }
    public IEnumerator<T> GetEnumerator()
    {
        return collection.GetEnumerator();
    }
    IEnumerator IEnumerable.GetEnumerator()
    {
        return collection.GetEnumerator();
    }
}
public static class ReadOnlyCollectionWrapper
{
    public static IReadOnlyCollection<T> AsReadOnly<T>(this ICollection<T> collection)
    {
        return new ReadOnlyCollectionWrapper<T>(collection);
    }
}
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