How to interrupt a BlockingQueue which is blocking on take()?

Very late but Hope this helps other too as I faced the similar problem and used the poll approach suggested by erickson above with some minor changes,

class MyObjHandler implements Runnable 
{
    private final BlockingQueue<MyObj> queue;
    public volatile boolean Finished;  //VOLATILE GUARANTEES UPDATED VALUE VISIBLE TO ALL
    public MyObjHandler(BlockingQueue queue) 
    {
        this.queue = queue;
        Finished = false;
    }
    @Override
    public void run() 
    {        
        while (true) 
        {
            try 
            {
                MyObj obj = queue.poll(100, TimeUnit.MILLISECONDS);
                if(obj!= null)//Checking if job is to be processed then processing it first and then checking for return
                {
                    // process obj here
                    // ...
                }
                if(Finished && queue.isEmpty())
                    return;

            } 
            catch (InterruptedException e) 
            {                   
                return;
            }
        }
    }
}

public void testHandler() 
{
    BlockingQueue<MyObj> queue = new ArrayBlockingQueue<MyObj>(100); 

    MyObjHandler  handler = new MyObjHandler(queue);
    new Thread(handler).start();

    // get objects for handler to process
    for (Iterator<MyObj> i = getMyObjIterator(); i.hasNext(); )
    {
        queue.put(i.next());
    }

    // what code should go here to tell the handler to stop waiting for more objects?
    handler.Finished = true; //THIS TELLS HIM
    //If you need you can wait for the termination otherwise remove join
    myThread.join();
}

This solved both the problems

1. Flagged the BlockingQueue so that it knows it has not to wait more for elements
2. Did not interrupted in between so that processing blocks terminates only when all the items in queue are processed and there are no items remaining to be added

If interrupting the thread is not an option, another is to place a "marker" or "command" object on the queue that would be recognized as such by MyObjHandler and break out of the loop.

BlockingQueue<MyObj> queue = new ArrayBlockingQueue<MyObj>(100);
MyObjectHandler handler = new MyObjectHandler(queue);
Thread thread = new Thread(handler);
thread.start();
for (Iterator<MyObj> i = getMyObjIterator(); i.hasNext(); ) {
  queue.put(i.next());
}
thread.interrupt();

However, if you do this, the thread might be interrupted while there are still items in the queue, waiting to be processed. You might want to consider using poll instead of take, which will allow the processing thread to timeout and terminate when it has waited for a while with no new input.