Avoid deprecated casting of size-1 np.ndarrays.

This used to be allowed but is now deprecated. Some logic that lies downstream
of many of our distributions' log_prob methods would invoke this behavior (in a
try/except, so it would not fail even post-deprecation, but we get an annoyting
warning all the time). This change avoids that deprecated behavior.

PiperOrigin-RevId: 574008432

tensorflow_probability/python/distributions/internal/statistical_testing.py

@@ -127,6 +127,7 @@
 import tensorflow.compat.v2 as tf
 from tensorflow_probability.python.internal import distribution_util
 from tensorflow_probability.python.internal import dtype_util
+from tensorflow_probability.python.internal import prefer_static as ps
 from tensorflow_probability.python.internal import tensorshape_util
 from tensorflow_probability.python.util.seed_stream import SeedStream
 
@@ -1494,7 +1495,7 @@ def _random_unit_hypersphere(sample_shape, event_shape, dtype, seed):
   target_shape = tf.concat([sample_shape, event_shape], axis=0)
   return tf.math.l2_normalize(
       tf.random.normal(target_shape, seed=seed, dtype=dtype),
-      axis=-1 - tf.range(tf.size(event_shape)))
+      axis=-1 - ps.range(ps.size(event_shape)))
 
 
 def assert_multivariate_true_cdf_equal_on_projections_two_sample(

tensorflow_probability/python/internal/backend/numpy/numpy_math.py

@@ -165,10 +165,15 @@
 
 def _astuple(x):
   """Attempt to convert the given argument to be a Python tuple."""
-  try:
-    return (int(x),)
-  except TypeError:
-    pass
+  # Numpy used to allow casting a size-1 ndarray to python scalar literal types.
+  # In version 1.25 this was deprecated, causing a warning to be issued in the
+  # below try/except. To avoid that, we just fall through in the case of an
+  # np.ndarray.
+  if not isinstance(x, np.ndarray):
+    try:
+      return (int(x),)
+    except TypeError:
+      pass
 
   try:
     return tuple(x)