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Pyro API
Generic API for modeling and inference for dispatch to different Pyro backends.
Testing
For testing API compatibility on different backends, install pytest and other test dependencies that includes backends like funsor and numpyro and run the test suite:
pip install -e .[test]
pytest -vs
This library has no dependencies and can easily be installed for testing your particular Pyro backend
implementation. You can use the following pattern and test your backend on models in the pyroapi.testing
module.
from pyro_api.dispatch import pyro_backend
from pyro_api.testing import MODELS
with pyro_backend(handlers='my_backend.handlers',
distributions='my_backend.distributions',
...):
for model in MODELS:
f = MODELS[model]()
model, model_args = f['model'], f.get('model_args', ())
model(*model_args)
...