Solved by RaLo4 in post #4 
              
              
                I saw you completely changed your question by editing it. 
I almost missed that, it might have been better to post your new question below. 

As it is now you are not doing anything inherently wrong. As long as the all_samples value is correct. 
Take a look at this. 
What reduction='none' changes co…