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FLOATX='float32' TESTCMD="--durations=10 --ignore=pymc3/tests/test_examples.py --cov-append --ignore=pymc3/tests/test_distributions_random.py --ignore=pymc3/tests/test_variational_inference.py --ignore=pymc3/tests/test_shared.py --ignore=pymc3/tests/test_smc.py --ignore=pymc3/tests/test_updates.py --ignore=pymc3/tests/test_posteriors.py --ignore=pymc3/tests/test_sampling.py --ignore=pymc3/tests/test_parallel_sampling.py --ignore=pymc3/tests/test_dist_math.py --ignore=pymc3/tests/test_distribution_defaults.py --ignore=pymc3/tests/test_distributions_timeseries.py --ignore=pymc3/tests/test_random.py --ignore=pymc3/tests/test_gp.py --ignore=pymc3/tests/test_shape_handling.py"

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ColCarroll 
Improve shape handling in generate_samples (#3456)

* Added shape_utils script

* Import from shape_utils and change generate samples

* Fixed lint and errors

* Still errors with broadcast shapes

* Fixed triangular errors

* Fixed distrubutions random errors.

* Fixed Multinomial error

* Fixed multinomial n shape error

* Added shape broadcasting tests

* Added broadcast samples tests

* Made all tests use fixtures. Finished shape broadcasting tests.

* Fixed shape_utils docstrings.

* Added random variable sampling to test_shape testsuite.

* Removed redundant broadcast_distribution_samples from random methods. This is now handled in generate_samples.

* Fixed lint

* Moved test_shape_handling to last travis environment

* Changed test skip to xfail

* Fixed Bound random error

* Changes to increase code coverage

* Moved to_tuple to shape_utils

* Used numpy vectorize to fix 3422

* Fixed signature for empty input and one_d reshaping.

* Removed unused fixture and added more details to RELEASE-NOTES

* Addressed colcarrol comments

12347 of 20026 relevant lines covered (61.65%)

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Source Files on job 8903.1 (FLOATX='float32' TESTCMD="--durations=10 --ignore=pymc3/tests/test_examples.py --cov-append --ignore=pymc3/tests/test_distributions_random.py --ignore=pymc3/tests/test_variational_inference.py --ignore=pymc3/tests/test_shared.py --ignore=pymc3/tests/test_smc.py --ignore=pymc3/tests/test_updates.py --ignore=pymc3/tests/test_posteriors.py --ignore=pymc3/tests/test_sampling.py --ignore=pymc3/tests/test_parallel_sampling.py --ignore=pymc3/tests/test_dist_math.py --ignore=pymc3/tests/test_distribution_defaults.py --ignore=pymc3/tests/test_distributions_timeseries.py --ignore=pymc3/tests/test_random.py --ignore=pymc3/tests/test_gp.py --ignore=pymc3/tests/test_shape_handling.py")