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        |  | >>> def rosen_der(x):
         xm = x[1:-1]
         xm_m1 = x[:-2]
         xm_p1 = x[2:]
         der = zeros(x.shape,x.typecode())
         der[1:-1] = 200*(xm-xm_m1**2) - 400*(xm_p1 - xm**2)*xm - 2*(1-xm)
         der[0] = -400*x[0]*(x[1]-x[0]**2) - 2*(1-x[0])
         der[-1] = 200*(x[-1]-x[-2]**2)
         return der
 | 
 
  
                     
                    
                    
                 
            
         
    
      
    
    
    
    
    
        
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