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In the logp
for the categorical distribution, the method rightly bounds the value at the appropriate index limits for the vector of probabilities, However, since the log-probability is calculated before the bound is checked, you can still get an IndexError. Unfortunately, Theano breaks the usual exception handling for this.
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