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

Trying to compile HMC with Tensor arguments - Dynamic inferencing name: "pad" is not supported Open

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

tensorflow/probability#1103 · 1 comment · Opened Oct 5, 2020
tfb.ScaleMatvecTriL does not work as expected Open

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

tensorflow/probability#1098 · 2 comments · Opened Oct 2, 2020
How to constrain initial_weights_prior being positive in tfp.DynamicLinearRegression Open

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

tensorflow/probability#1096 · 1 comment · Opened Oct 1, 2020
Regularization in FFJORD Open

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

tensorflow/probability#1095 · 12 comments · Opened Sep 30, 2020
unable to execute 'bazel': No such file or directory Open

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

tensorflow/probability#1089 · 9 comments · Opened Sep 25, 2020
[Feature Request] tensorflow_probability.distributions.GeneralizedGamma Open

good first issue

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

tensorflow/probability#1081 · 11 comments · Opened Sep 16, 2020
Difference returning dtype of tfp.layers.IndependentNormal.params_size on Windows and Google Colab (Linux ) Open

layers

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

tensorflow/probability#1080 · 3 comments · Opened Sep 16, 2020
`tfp.experimental.as_composite()` is unable to handle Distributions/Bijectors with parameters that are containers of sub-Distributions/sub-Bijectors Open

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

tensorflow/probability#1078 · 1 reaction · Opened Sep 10, 2020
Excessive retracing in autobatched joint distributions Open

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

tensorflow/probability#1076 · 3 comments · 3 reactions · Opened Sep 4, 2020
Gamma sampler raises a UserWarning in recent nightly versions Open

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

tensorflow/probability#1072 · Opened Aug 31, 2020
Recent change in tf.vectorized_map breaks MCMC when batch_shape = 1 Open

tensorflow/probability#1071 · 3 comments · 1 assignee · Opened Aug 30, 2020
monitor progress of lbfgs_minimize Open

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

tensorflow/probability#1069 · Opened Aug 30, 2020
Gathering values from the HMC kernel: How to? Open

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

tensorflow/probability#1064 · 3 comments · Opened Aug 19, 2020
Best way to use/implement MixtureLogistic layer with tfp in VAE setting Open

layers

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

tensorflow/probability#1051 · Opened Aug 11, 2020
[Feature request] Independent Multinomial layer Open

layers

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

tensorflow/probability#1048 · Opened Aug 9, 2020
[oryx] harvest after grad Open

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

tensorflow/probability#1045 · 8 comments · Opened Aug 6, 2020
BFGS user should be able to pass parameters to the line search Open

good first issue

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

tensorflow/probability#1043 · 8 comments · Opened Aug 5, 2020
observed_time_series arg in tfp.sts.fit_with_hmc formatting is off Open

Difficulty 1/5 Under an hour Newbie friendliness 45/100

tensorflow/probability#1039 · Opened Aug 4, 2020
Bayesian neural networks with non gaussian priors Open

layers

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

tensorflow/probability#1038 · 2 comments · Opened Aug 3, 2020
Awkward thinning/burn-in semantics for `sample_chain` Open

Difficulty 3/5 1-2 days Newbie friendliness 40/100

tensorflow/probability#1031 · Opened Jul 29, 2020
joint_distribution._DefaultJointBijector is broken in nightly Open

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

tensorflow/probability#1026 · Opened Jul 28, 2020
Poor fit with Linear Regression in tfp.sts Open

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

tensorflow/probability#1023 · 3 comments · Opened Jul 27, 2020
Components for individual features in LinearRegression and SparseLinearRegression Open

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

tensorflow/probability#1022 · 2 comments · Opened Jul 27, 2020
Transformed RandomWalkMetropolis Does not Yield Constrained Samples when using a JointDistributionNamed model Open

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

tensorflow/probability#1020 · 3 comments · Opened Jul 25, 2020
Bayesian neural network pipeline Open

layers

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

tensorflow/probability#1019 · Opened Jul 25, 2020
AttributeError: 'Tensor' object has no attribute 'log_prob' with ModelCheckpoint callback and save_best_only=True Open

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

tensorflow/probability#1014 · 6 comments · 2 reactions · Opened Jul 20, 2020
Very unclear about what psychometrics does it returns Open

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

tensorflow/probability#1011 · Opened Jul 17, 2020
tracking variables in multivariate normal distributions Open

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

tensorflow/probability#999 · 8 comments · 1 reaction · Opened Jul 6, 2020
Adding Stochastic Gradient Hamiltonian Monte Carlo (SGHMC) to TFP Open

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

tensorflow/probability#997 · 3 comments · 1 reaction · Opened Jul 5, 2020
Adding Gaussian Process Classification Function and Example Open

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

tensorflow/probability#995 · 3 comments · Opened Jul 2, 2020
Saving transform_distribution with tf.train.checkpoint encounter 'Unable to save the object ListWrapper' error Open

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

tensorflow/probability#988 · Opened Jul 1, 2020
ConvTransposeFlipout1,2,3D Open

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

tensorflow/probability#986 · Opened Jun 26, 2020
Custom Mean And Covariance for Variational Candidate in BNN example Open

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

tensorflow/probability#985 · 2 comments · Opened Jun 25, 2020
Adaptive step size and NUTS Open

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

tensorflow/probability#983 · 2 comments · Opened Jun 24, 2020
Independent logprob, per component return Open

layers

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

tensorflow/probability#982 · 1 comment · Opened Jun 24, 2020
InvalidArgumentError when evaluating logp on inits sampled from model Open

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

tensorflow/probability#974 · 5 comments · Opened Jun 18, 2020
tfd.Categorical.log_prob returns wrong dtype Open

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

tensorflow/probability#973 · 1 comment · Opened Jun 17, 2020
FFJORD: Calculating for multiple final timesteps Open

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

tensorflow/probability#972 · 5 comments · Opened Jun 16, 2020
KL Divergence for Independent and Transformed distributions Open

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

tensorflow/probability#969 · Opened Jun 14, 2020
is_accepted vs. log_accept_ratio Open

Difficulty 4/5 3-5 days Newbie friendliness 15/100

tensorflow/probability#967 · 1 reaction · Opened Jun 12, 2020
Sampling from a categorical distribution without replacement Open

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

tensorflow/probability#964 · 2 comments · 3 reactions · Opened Jun 9, 2020
Add support for multivariate truncated normal Open

distributions/bijectors help wanted

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

tensorflow/probability#959 · 2 comments · 2 reactions · Opened Jun 1, 2020
Error on import of tensorflow_probability #321 Open

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

tensorflow/probability#955 · Opened May 30, 2020
impute_missing_values is not working Open

Difficulty 2/5 1-3 hours Newbie friendliness 38/100

tensorflow/probability#953 · 2 comments · Opened May 27, 2020
Sequential ordinal distributions Open

Difficulty 5/5 Over a week Newbie friendliness 35/100

tensorflow/probability#952 · 1 comment · Opened May 27, 2020
VariationalGaussianProcess layers can't handle batch size of 1 Open

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

tensorflow/probability#951 · 3 comments · Opened May 27, 2020
Propagation with multiple weight samples in denseVariational not working Open

Difficulty 3/5 1-2 days Newbie friendliness 38/100

tensorflow/probability#949 · Opened May 25, 2020
gradient descent and performance issues with Tf 2.2 Open

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

tensorflow/probability#948 · Opened May 23, 2020
Transformed Variable not trainable in Keras model Open

keras layers

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

tensorflow/probability#946 · 6 comments · Opened May 23, 2020
Other than standard normal distributions for momentum in HMC/NUTS? Open

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

tensorflow/probability#945 · 5 comments · Opened May 21, 2020

tensorflow/probability

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