Verified Solution[tensorflow/tensorflow] tf.linalg.logdet aggressively outputs NaNs on batched 4x4 float64 inputs during framework translation
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### ROOT CAUSE
The issue arises because `tf.linalg.logdet` returns NaN for non-positive definite matrices or matrices with NaN/Inf values in the diagonal of the Cholesky decomposition. During framework translation, the input matrices might become non-positive definite due to precision issues or NaN values, leading to NaN outputs. The current implementation does not handle these cases, resulting in aggressive NaN outputs.
### CODE FIX
```python
def logdet(x, name=None):
r"""Computes log|det(A)| for a positive definite matrix `x`.
Args:
x: A tensor of shape [..., n, n] with dtype float or double.
name: Optional name for the operation.
Returns:
The log determinant of `x`.
"""
dtype = x.dtype
chol = chol(x, name=name)
diag = chol._diag() # pylint: disable=protected-access
# Check if the diagonal is finite and positive.
tol = 1e-8
is_positive = diag > tol
is_finite = tf.math.is_finite(diag)
mask = ~(is_positive | is_finite)
# Reduce along the last dimension to get a mask for the batch.
any_bad = tf.reduce_any(mask, axis=-1)
# Compute the log of the diagonal.
log_diag = tf.math.log(diag)
result = tf.reduce_sum(log_diag, axis=-1, keepdims=False)
# Replace the result with -inf for any batch element that has any bad diagonal element.
neg_inf = tf.cast(-math.inf, dtype)
result = tf.where(any_bad, neg_inf, result)
return result
```
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