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model.logpt, model.dlogpt and model.d2logpt would be a bit more intuitive without the t suffix. Historically that was done to distinguish the tensor graphs from the compiled functions, but those are now obtained via model.compile_logp, model.compile_dlogp and model.compile_d2logp.