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The easiest way to use deep metric learning in your application
...In the diagram below, a miner finds the indices of hard pairs within a batch. These are used to index into the distance matrix, computed by the distance object. For this diagram, the loss function is pair-based, so it computes a loss per pair.
Eulumdat_3D the better Eulumdat viewer and editor.
You can view ldt files as 3D ,compare two luminaires, print a simple datasheet. From given light distribution you can create different ldt files depending on light flux and CCT
also as app under https://play.google.com/store/apps/details?id=com.riloc.eulumdat