Speed up kl_div computation #6
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This turns the original M_N_K ops into (M+N)_K, by converting Sum_i Sum_j Sum_k W_ik_HjkintoSum_j Sum_k (H_jk*(Sum_i W_ik)).
I suggest that we add the description into the comments.
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