tensorflow/probability

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Probabilistic reasoning and statistical analysis in TensorFlow

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Forks: 1.1k
Open beginner issues: 0
Indexed issues: 648

Dominant language: Jupyter Notebook
License: Apache-2.0
Last GitHub push: Sep 15, 2026
Latest indexed: Sep 19, 2026
Contributing guide: Contributing guide
Code of conduct: Code of conduct
Beginner labels: good first issue help wanted
PR merge metrics: No merged PRs in 30d

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648 open issues indexed

Unable to load a saved model with WeightNorm layer Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

tensorflow/probability#937 · 3 comments · 1 reaction · Opened May 18, 2020
log_cdf not available in MultivariateNormalFullCovariance Open

Difficulty 4/5 3-5 days Newbie friendliness 30/100

tensorflow/probability#930 · 2 comments · Opened May 13, 2020
PoissonLogNormalQuadratureCompound parameterization doesn't match LogNormal parameterization Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

tensorflow/probability#929 · 5 comments · Opened May 13, 2020
save_weights causes ValueError when DistributionLambda is used with JointDistributionSequential Open

Difficulty 4/5 3-5 days Newbie friendliness 28/100

tensorflow/probability#926 · 3 comments · Opened May 12, 2020
Keras VariationalGaussianProcess-Layer Open

keras layers

Difficulty 4/5 3-5 days Newbie friendliness 25/100

tensorflow/probability#919 · Opened May 8, 2020
NotImplementedError: Cannot convert a symbolic Tensor (truediv_4577:0) to a numpy array. Open

Difficulty 4/5 3-5 days Newbie friendliness 20/100

tensorflow/probability#911 · 1 comment · Opened May 2, 2020
Max_iterations parameter, L-BFGS Open

Difficulty 4/5 3-5 days Newbie friendliness 30/100

tensorflow/probability#908 · Opened May 1, 2020
tf.summary in trace_fn with experimental_compile=True Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

tensorflow/probability#905 · Opened Apr 28, 2020
Custom gradients in HMC? Open

Difficulty 5/5 Over a week Newbie friendliness 20/100

tensorflow/probability#904 · 17 comments · 1 reaction · Opened Apr 28, 2020
tfp.sts.decompose_by_component fails when time series batch_size > 1 Open

Difficulty 4/5 3-5 days Newbie friendliness 42/100

tensorflow/probability#893 · Opened Apr 22, 2020
Extract learned NN posterior weight distribution parameters from DenseVariational layer(s) Open

Difficulty 3/5 1-2 days Newbie friendliness 35/100

tensorflow/probability#892 · 3 comments · Opened Apr 22, 2020
cifar10_bnn.py: No module named 'tensorflow_probability.examples' Open

Difficulty 2/5 1-3 hours Newbie friendliness 25/100

tensorflow/probability#889 · 2 comments · Opened Apr 21, 2020
How to run/use bayesian_neural_network example Open

Difficulty 4/5 3-5 days Newbie friendliness 30/100

tensorflow/probability#888 · Opened Apr 21, 2020
Failed to convert a NumPy array to a Tensor (Unsupported numpy type: NPY_INT) Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

tensorflow/probability#886 · 3 comments · Opened Apr 20, 2020
Where exactly are the KL losses used after the forward pass? Open

layers

Difficulty 3/5 1-2 days Newbie friendliness 25/100

tensorflow/probability#885 · 1 comment · Opened Apr 20, 2020
Variational conv layers divergence not applied in tf.function Open

layers

Difficulty 2/5 1-3 hours Newbie friendliness 45/100

tensorflow/probability#883 · 1 comment · 1 reaction · Opened Apr 19, 2020
Get mean and std from probability-layer in a model with coupled features Open

layers

Difficulty 4/5 3-5 days Newbie friendliness 20/100

tensorflow/probability#879 · Opened Apr 16, 2020
Optimizators Step Tracking Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

tensorflow/probability#878 · Opened Apr 16, 2020
Adding probability layer to tensorflow model Open

layers

Difficulty 5/5 Over a week Newbie friendliness 25/100

tensorflow/probability#870 · Opened Apr 9, 2020
Add support for weights in Empirical distributions Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

tensorflow/probability#869 · 1 reaction · Opened Apr 9, 2020
KLDivergence on output layer from trainable prior causes freezing Open

layers

Difficulty 4/5 3-5 days Newbie friendliness 35/100

tensorflow/probability#868 · 3 comments · Opened Apr 8, 2020
KLDivergenceAddLoss not returning a distribution Open

keras layers

Difficulty 3/5 1-2 days Newbie friendliness 42/100

tensorflow/probability#865 · 2 comments · 1 reaction · Opened Apr 5, 2020
dtype issues with tfp.mcmc.sample_chain Open

Difficulty 3/5 1-2 days Newbie friendliness 35/100

tensorflow/probability#863 · 3 comments · Opened Apr 4, 2020
Tanh bijector's fldj/ildj don't preserve dtype when numpy backend is used Open

Difficulty 3/5 1-2 days Newbie friendliness 35/100

tensorflow/probability#861 · 2 comments · Opened Apr 2, 2020
Multi-step predictions with STS Open

Difficulty 5/5 Over a week Newbie friendliness 20/100

tensorflow/probability#857 · 2 comments · Opened Mar 27, 2020
Errors in cifar10_bnn.py example Open

Difficulty 2/5 1-3 hours Newbie friendliness 45/100

tensorflow/probability#856 · Opened Mar 27, 2020
FeatureRequest: Adding Constant and WhiteNoise kernel in tfp.math.psd_kernels Open

Difficulty 5/5 Over a week Newbie friendliness 30/100

tensorflow/probability#852 · 5 comments · Opened Mar 25, 2020
InvalidArgumentError: Requires start <= limit when delta > 0: 0/-1 [Op:Range] Open

Difficulty 4/5 3-5 days Newbie friendliness 20/100

tensorflow/probability#851 · 1 comment · Opened Mar 24, 2020
FeatureRequest: Conditional masked autoregressive flows Open

Difficulty 5/5 Over a week Newbie friendliness 20/100

tensorflow/probability#849 · 1 comment · 2 reactions · Opened Mar 20, 2020
Bijector log_prob outputs nan when executing with @tf.function but not without it. Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

tensorflow/probability#840 · 10 comments · Opened Mar 14, 2020
bijector_fn argument does not work for bijector examples Open

Difficulty 3/5 1-2 days Newbie friendliness 35/100

tensorflow/probability#839 · 3 comments · Opened Mar 13, 2020
`GaussianProcess` sample does not work with new index points Open

Difficulty 3/5 1-2 days Newbie friendliness 45/100

tensorflow/probability#837 · 2 comments · Opened Mar 10, 2020
NaN Losses for GradientDescentOptimizer and MomentumOptimizer Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

tensorflow/probability#833 · Opened Mar 6, 2020
Initialization-Dependent Priors in Bayesian NN Layers - Feature Request Open

layers

Difficulty 4/5 3-5 days Newbie friendliness 35/100

tensorflow/probability#832 · 8 comments · 1 reaction · Opened Mar 5, 2020
VGP stddev not working properly Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

tensorflow/probability#831 · 19 comments · Opened Mar 5, 2020
Question about the generalization capability of a BNN Open

layers

Difficulty 5/5 Over a week Newbie friendliness 15/100

tensorflow/probability#827 · 1 comment · 1 reaction · Opened Mar 3, 2020
Feature request - ZeroInflatedPoisson Distribution Open

distributions/bijectors

Difficulty 5/5 Over a week Newbie friendliness 25/100

tensorflow/probability#826 · 3 comments · 1 reaction · Opened Mar 3, 2020
Loss is automatically converted? Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

tensorflow/probability#825 · Opened Mar 3, 2020
VariableLayer prevents saving (except in weights-only save modes). Open

layers

Difficulty 3/5 1-2 days Newbie friendliness 35/100

tensorflow/probability#824 · Opened Mar 3, 2020
Tensorflow Probability change of prior in tfp.layers (Possible Issue) Open

layers

Difficulty 4/5 3-5 days Newbie friendliness 25/100

tensorflow/probability#823 · 3 comments · 3 reactions · Opened Mar 3, 2020
fix shape inconsistencies for lambertw_transform between tailweight and input tensors Open

Difficulty 3/5 1-2 days Newbie friendliness 35/100

tensorflow/probability#820 · Opened Feb 28, 2020
Conditional Covariance Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

tensorflow/probability#819 · Opened Feb 28, 2020
Is it possible to have a mixture of distributions as the prior of a Bayesian layer? Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

tensorflow/probability#816 · 4 comments · 1 reaction · Opened Feb 27, 2020
It is not possible to save a PixelCNN model Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

tensorflow/probability#812 · 5 comments · 1 reaction · Opened Feb 24, 2020
Importing ABC directly from collections was deprecated from Python 3.4 and will be removed in 3.10 Open

Difficulty 3/5 1-2 days Newbie friendliness 48/100

tensorflow/probability#810 · 3 comments · Opened Feb 23, 2020
Graphical Model: Visualization Open

Difficulty 5/5 Over a week Newbie friendliness 20/100

tensorflow/probability#808 · Opened Feb 22, 2020
Conflicting behaviour in Copula distribution example Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

tensorflow/probability#807 · Opened Feb 22, 2020
Saving models with DenseVariational layers Open

layers

Difficulty 4/5 3-5 days Newbie friendliness 35/100

tensorflow/probability#801 · 3 comments · 8 reactions · Opened Feb 20, 2020
MCMC samples fill up GPU memory, how do I get model prediction only. Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

tensorflow/probability#799 · 4 comments · Opened Feb 18, 2020
ffjord bijector takes so long to process one mnist size data with a simple ODEnet Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

tensorflow/probability#798 · 3 comments · Opened Feb 18, 2020

tensorflow/probability

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