Added tests for JIT Elbo classes in test_valid_models #2799
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I was attempting to fix #2798 by simply adding a minus sign to the
JitTraceGraph_ELBO
class and discovered some issues while testing. As I cannot figure out what is going on, @fritzo suggested I open a PR with failing tests for someone else to look at.So, for every use of an ELBO in
test_valid_models
, I added another test that used the Jit version of that ELBO if there was one. For a few tests this meant introducing parametrization (the TraceMeanField_ELBO tests lived on their own, and now they have a parameter for the normal and Jit class). Also, in cases where the test usedif Elbo is TraceEnum_ELBO
I changed it toif issubclass(Elbo, TraceEnum_ELBO)
so that the Jit version is included.This adds more than 200 failing tests (and some passing ones as well). 😬 I suspect that many of them are simply because the test model is not compatible with JITting, but it also uncovers a number where the outputs simply don't match the expected value from
JitTraceGraph_ELBO
andJitTraceMeanField_ELBO
.