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Entity framework: When adding to new entities, how to use autogen ID from entity B as foreign key in entity A?

I have two entities where entity A has a foreign key to entity B. Entity PK's are autogenerated in DB. When I create a new object for each of those entities and links entity A to B, I expect SaveChanges() to update foreign key in entity A after saving entity B and before saving entity A, but this doesn't happen - am I expecting too much? Do I have to use two SaveChanges()-calls?

Code:

public class Product
{
  [Key]
  public int ProductId { get; set; }

  [Required]
  public int ProductTypeId { get; set; }

  [ForeignKey("ProductTypeId")]
  public virtual ProductType ProductTypeRef { get; set; }
}

public class ProductType
{
  [Key]
  public int ProductTypeId { get; set; }
}

Product product = new Product();
product.ProductTypeRef = new ProductType();
_context.Products.Add(product);
_context.SaveChanges();  // leads to exception telling foreign key constraint not met

This works fine for me:

using System;
using System.Linq;
using System.Collections.Generic;
using System.ComponentModel.DataAnnotations;
using System.ComponentModel.DataAnnotations.Schema;
using System.Data.Entity;
using System.Data;
using System.Diagnostics;
using System.Threading.Tasks;

namespace Ef6Test
{

    public class Product
    {
        [Key]
        public int ProductId { get; set; }

        [Required]
        public int ProductTypeId { get; set; }

        [ForeignKey("ProductTypeId")]
        public virtual ProductType ProductType { get; set; }
    }

    public class ProductType
    {
        [Key]
        public int ProductTypeId { get; set; }
    }


    class Db : DbContext
    {


        public DbSet<Product> Products { get; set; }
        public DbSet<ProductType> ProductTypes { get; set; }
        protected override void OnModelCreating(DbModelBuilder modelBuilder)
        {
            base.OnModelCreating(modelBuilder);
        }
    }

    class Program
    {
        static void Main(string[] args)
        {

            Database.SetInitializer(new DropCreateDatabaseAlways<Db>());

            using (var db = new Db())
            {
                Product product = new Product();
                product.ProductType = new ProductType();
                db.Products.Add(product);
                db.SaveChanges();  // works fine
            }

            Console.WriteLine("Hit any key to exit");
            Console.ReadKey();
        }
    }
}

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