Many thanks, yes it looks very like a Desmodium but perhaps not a D. rotundifolium (which is an herbaceous plant). My plant is a deciduous shrub much branched, 2 m tall and about 2,5 meters wide. Its autumn bloom makes me think about a Desmodium elegans..
