Bemb chunked first cut #25
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TODO 1. check rehshaping code 2. add reshaping for other coeffs 3. fix printing code 4. fix code for log variational (although this probably never needs to be done as we never need to use `trace_log_q`)
run python main.py configs3_1.yaml in tutorials/supermarket to test removed lognormal from bemb.py, will remove from bemb_chunked.py too
1. the hyperprior is gaussian 2. the prior is gaussian 3. the lower bound of the lognormal is lowered 4. handling is changed to make it clearer
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take a look and tell me what you think of this @TianyuDu