How do I filter query objects by date range in Django?

I’ve got a field in one model like:

class Sample(models.Model):
    date = fields.DateField(auto_now=False)

Now, I need to filter the objects by a date range.

How do I filter all the objects that have a date between 1-Jan-2011 and 31-Jan-2011?