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Python 3.6.0 (default, Jan 13 2017, 20:56:47) | |
[GCC 5.4.0 20160609] on linux | |
Type "help", "copyright", "credits" or "license" for more information. | |
>>> import tensorflow as tf | |
>>> import tensorflow_probability as tfp | |
>>> dist1 = tfp.distributions.Beta(tf.ones([1]), tf.ones([1])) | |
>>> dist2 = tfp.distributions.TransformedDistribution(distribution=dist1, bijector=tfp.bijectors.Affine(shift=tf.ones([1]))) | |
>>> dist2.log_prob(tf.zeros([1])) | |
Traceback (most recent call last): | |
File "<stdin>", line 1, in <module> | |
File "/nail/home/krall/pg/katamari/virtualenv_run/lib/python3.6/site-packages/tensorflow/python/ops/distributions/distribution.py", line 739, in log_prob | |
return self._call_log_prob(value, name) | |
File "/nail/home/krall/pg/katamari/virtualenv_run/lib/python3.6/site-packages/tensorflow/python/ops/distributions/distribution.py", line 724, in _call_log_prob | |
return self._log_prob(value, **kwargs) | |
File "/nail/home/krall/pg/katamari/virtualenv_run/lib/python3.6/site-packages/tensorflow/python/ops/distributions/transformed_distribution.py", line 421, in _log_prob | |
ildj = self.bijector.inverse_log_det_jacobian(y, event_ndims=event_ndims) | |
File "/nail/home/krall/pg/katamari/virtualenv_run/lib/python3.6/site-packages/tensorflow/python/ops/distributions/bijector_impl.py", line 885, in inverse_log_det_jacobian | |
return self._call_inverse_log_det_jacobian(y, event_ndims, name) | |
File "/nail/home/krall/pg/katamari/virtualenv_run/lib/python3.6/site-packages/tensorflow/python/ops/distributions/bijector_impl.py", line 826, in _call_inverse_log_det_jacobian | |
event_ndims=event_ndims)): | |
File "/nail/home/krall/pg/katamari/virtualenv_run/lib/python3.6/site-packages/tensorflow/python/ops/distributions/bijector_impl.py", line 1071, in _check_valid_event_ndims | |
event_ndims_, min_event_ndims)) | |
ValueError: event_ndims (0) must be larger than min_event_ndims (1) | |
>>> dist1.batch_shape | |
TensorShape([Dimension(1)]) | |
>>> dist2.batch_shape | |
TensorShape([Dimension(1)]) | |
>>> dist1.event_shape | |
TensorShape([]) | |
>>> dist2.event_shape | |
TensorShape([]) | |
>>> dist1.log_prob(tf.zeros([1])) | |
<tf.Tensor 'Beta_2/log_prob/sub_3:0' shape=(1,) dtype=float32> |
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