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Coupling flows (#48)

* added the Stacked bijector

* a couple of style fixes

* added size assertion to Stacked and better testing

* added Stacked test to tests for norm flows

* export TransformedDistribution

* added som useful implementations for TransformedDistribution

* fixed composer which had a bug leftover from previous PR

* removed vectorization in logabsdetjac to fail loadly rather than silently

* initial implementation of coupling-layers

* added some docstrings

* currently relies on Tracker#master due to Tracker/issues/12

* added extra construct of coupling layer from couplinglayer and mask

* added dimension of expected input to Bijector type

* composition now fails upon dimension mismatch

* removed dots in logabsdetjac accumulates so as to not fail silently

* updated Identity to work with batches

* batch-specialization for Log and Exp

* batch-specialization for Scale and Shift

* added dimension method for bijectors

* added tests for batch computation for a bunch of bijectors

* removed a false comment

* removed some left-over stuff from a failed merge

* added some convenient constructors for SimplexBijector

* fixed bug from previous commit and added tests for Stacked

* fixed some left-over stuff from a merge

* added comments convincing myself that entropy is invariant

* removed redundant comment

* fixed tests which had be messed up in the merge

* added message for size-discrepancy in Stacked and tests

* remvoed reexport of StatsBase

* fixed a couple of typos

* checking something with CI

* more CI test stuff

* fixed the test which failed on CI

* okay now I fixed it

* okay NOW i fixed the test

* added asserts to evaluation of SimplexBijector to catch length-1

* made Stacked constructor more strict as it should be

* added messages to assertions for SimplexBijector

* updated Manifest

* updated README to include info about Stacked... (continued)

856 of 1606 relevant lines covered (53.3%)

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