tensorflow / tensorflow/probability
a bug when using MultivariateStudentTLinearOperator in DistributionLamda during training
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Description
I want to build a distribution layer of multivariate students't distribution. when I using tensorflow.distribution.MultivariateStudentTLinearOperator in DistributionLambda, always have an error:
`AttributeError: Exception encountered when calling layer "distribution_lambda_20" (type DistributionLambda).
'Tensor' object has no attribute 'range_dimension'
Call arguments received:
• inputs=['tf.Tensor(shape=(None, 64), dtype=float32)', 'tf.Tensor(shape=(None, 64), dtype=float32)']
• args=<class 'inspect._empty'>
• kwargs={'training': 'None'}`
My code:
`
inputs = tfk.Input(shape=input_shape)
x1= tfkl.Dense(64)(inputs)
x2= tfkl.Dense(64)(inputs)
outputs=tfpl.DistributionLambda(
make_distribution_fn=lambda t: tfd.multivariate_student_t.MultivariateStudentTLinearOperator (df=3,loc=t[0],scale=1e-05+ tf.math.softplus(0.01 *t[1]))
)([x1, x2]) `
This seems like could not receive 'None', but it works when using tfd.StudenT. Is anyone know what is the problem? Any solution? Thank you very much!
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First steps
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- Comment on the issue to say you are picking it up — it saves two people doing the same work.
- Fork the repository and make your change on a branch.
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Research direction
Start by running the provided TensorFlow Probability reproduction with DistributionLambda and MultivariateStudentTLinearOperator, comparing it with the working StudentT case. Trace the range_dimension error during training and confirm the issue is resolved when the multivariate distribution layer accepts the shown inputs without raising the AttributeError.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- python
- Domain
- machine-learning
- Issue type
- Bug
- Difficulty
- 3/5
- Estimated time
- 1-2 days
- Activity status
- Stale
- Clarity
- Mostly clear
- Newbie friendliness
- 42/100