tensorflow/probability

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Probabilistic reasoning and statistical analysis in TensorFlow

Stars: 4.4k
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

Beginner friendly Everything

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648 open issues indexed

Easy repetition of distribution parameters Open

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

tensorflow/probability#1475 · 2 comments · 1 reaction · Opened Dec 9, 2021
Plans for a Hypergeometric distribution implementation? Open

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

tensorflow/probability#1473 · 7 comments · Opened Dec 3, 2021
Hidden requirement of tensorflow version should use extras_require Open

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

tensorflow/probability#1468 · 2 comments · Opened Nov 18, 2021
Feature Request: Alternative Horseshoe Parameterization as tfp distribution Open

enhancement good first issue

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

tensorflow/probability#1465 · 3 comments · 1 reaction · Opened Nov 15, 2021
Copulas and discrete random variables Open

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

tensorflow/probability#1460 · 2 comments · Opened Nov 9, 2021
taking gradient of ODE solution results in matrix inversion error Open

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

tensorflow/probability#1459 · 1 comment · Opened Nov 4, 2021
Warning message: Distribution subclass TanhTransformedDistribution inherits _parameter_properties from its parent ... Open

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

tensorflow/probability#1458 · 2 comments · 4 reactions · Opened Nov 4, 2021
InvalidArgumentError: Shapes of all inputs must match: values[0].shape = [3,3,3,128,64] != values[1].shape = [3,3,3] [Op:Pack] name: loc Open

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

tensorflow/probability#1456 · Opened Nov 2, 2021
Cannot train tfb.Glow with tf.keras ? Open

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

tensorflow/probability#1454 · 1 comment · Opened Oct 26, 2021
Feature Request: Efficient Poisson Binomial PMF/CDF in tfp Open

enhancement good first issue

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

tensorflow/probability#1453 · 14 comments · 2 reactions · Opened Oct 26, 2021
Issue when calling log_prob attribute in a logistic mixture distribution instance Open

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

tensorflow/probability#1452 · Opened Oct 26, 2021
Bayesian Neural Network hierarchical prior Open

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

tensorflow/probability#1451 · 1 comment · Opened Oct 24, 2021
Variational inference with Truncated Normal distribution fails when jit_compile=True Open

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

tensorflow/probability#1450 · Opened Oct 23, 2021
Possible error in `tfp.mcmc.HamiltonianMonteCarlo` API documentation Open

Difficulty 1/5 Under an hour Newbie friendliness 48/100

tensorflow/probability#1449 · Opened Oct 22, 2021
[Jit compile error] unsupported operation: MatrixDeterminant Open

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

tensorflow/probability#1447 · 1 comment · Opened Oct 20, 2021
ImportError: cannot import name 'partial' from 'jax.util' Open

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

tensorflow/probability#1445 · 2 comments · 6 reactions · Opened Oct 18, 2021
build_factored_surrogate_posterior() got an unexpected keyword argument 'batch_shape' Open

Difficulty 3/5 1-2 days Newbie friendliness 20/100

tensorflow/probability#1443 · Opened Oct 14, 2021
How to save a tfp.distributions.JointDistributionNamed for reuse Open

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

tensorflow/probability#1442 · 1 comment · Opened Oct 13, 2021
MixtureSameFamily - Functional API Open

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

tensorflow/probability#1440 · Opened Oct 9, 2021
No trainable variables for real_nvp_default_template Open

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

tensorflow/probability#1439 · 3 comments · Opened Oct 4, 2021
NotImplementedError: quantile is not implemented: StudentT Open

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

tensorflow/probability#1438 · 1 comment · 3 reactions · Opened Oct 3, 2021
Inverse Autoregressive Flow (IAF) "symbolic Keras input/output" TypeError? Open

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

tensorflow/probability#1437 · Opened Oct 1, 2021
Setting dtype in Categorical breaks autograph Open

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

tensorflow/probability#1436 · 1 comment · Opened Sep 28, 2021
Hidden semi markov model using tfd.HiddenMarkovModel Open

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

tensorflow/probability#1435 · Opened Sep 22, 2021
Is there an efficient way to generate MCMC samples repeatedly? Open

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

tensorflow/probability#1433 · 5 comments · Opened Sep 15, 2021
log_prob issue when concatenating distributions across batch_shape Open

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

tensorflow/probability#1432 · 5 comments · Opened Sep 14, 2021
Training for the parameters of a probabilistic model does not work when use .trainable_variables Open

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

tensorflow/probability#1431 · 1 comment · Opened Sep 13, 2021
tfp.stats.histogram is not consistent in default behavior of out of bounds data and provides cryptic error Open

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

tensorflow/probability#1430 · 4 comments · Opened Sep 10, 2021
sample_annealed_importance_chain example consistently gives bad results Open

Difficulty 4/5 3-5 days Newbie friendliness 45/100

tensorflow/probability#1429 · Opened Sep 10, 2021
Cross entropy and KL Divergence for two binomial distributions. Open

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

tensorflow/probability#1427 · 3 comments · Opened Sep 9, 2021
MixturesSameFamily layer when data format is channels_first Open

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

tensorflow/probability#1422 · Opened Sep 4, 2021
Error in stats.kendalls_tau as Keras Metric Open

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

tensorflow/probability#1417 · 6 comments · Opened Aug 27, 2021
Feature request: Adding Backtracking Line Search Open

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

tensorflow/probability#1414 · 2 comments · Opened Aug 25, 2021
Conditional AutoregressiveNetwork doesn't work with tfb.Chain Open

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

tensorflow/probability#1410 · 3 comments · Opened Aug 23, 2021
Feature Request: Order Beta Regression Distribution Open

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

tensorflow/probability#1405 · 2 comments · Opened Aug 19, 2021
The shape of a probabilistic layer throws and error Open

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

tensorflow/probability#1404 · 1 comment · Opened Aug 19, 2021
Tensorflow Probability: saving and loading model Open

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

tensorflow/probability#1402 · 1 comment · Opened Aug 19, 2021
Strange/wrong sampler behavior for a variety of distributions Open

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

tensorflow/probability#1400 · 1 comment · Opened Aug 13, 2021
`cdf` in `distributions.NormalInverseGaussian` not implemented? Open

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

tensorflow/probability#1398 · 1 comment · Opened Aug 9, 2021
STS models running slower on GPUs Open

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

tensorflow/probability#1395 · 2 comments · 1 reaction · Opened Aug 6, 2021
NaN gradients of RelaxedBernoulli samples for p near 0 and 1 in recent TFP versions Open

Difficulty 4/5 3-5 days Newbie friendliness 38/100

tensorflow/probability#1393 · 4 comments · Opened Aug 4, 2021
Bug in lbfgs_minimize: Checking convergence with objective value doesn't work for negative objectives Open

Difficulty 2/5 1-3 hours Newbie friendliness 55/100

tensorflow/probability#1391 · Opened Aug 3, 2021
ODE Solvers cannot compute gradients with respect to time Open

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

tensorflow/probability#1387 · 1 comment · Opened Jul 28, 2021
Unable to run 'Gaussian Process Regression in TensorFlow Probability' tutorial Open

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

tensorflow/probability#1385 · Opened Jul 24, 2021
tf.keras.models.save_model not saving the probabilistic_model Open

Difficulty 4/5 3-5 days Newbie friendliness 32/100

tensorflow/probability#1382 · 3 comments · 2 reactions · Opened Jul 14, 2021
Do you have a plan to rewrite `DenseFlipout` in the TF2 style? Open

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

tensorflow/probability#1381 · Opened Jul 14, 2021
tf.keras.layers.Conv2D with and without tfpl.IndependentNormal | request for support Open

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

tensorflow/probability#1379 · Opened Jul 12, 2021
Mixture returning NaN `log_prob` for valid sample (or: Softplus(Normal) returning `nan` probability on negative numbers) Open

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

tensorflow/probability#1377 · 1 comment · Opened Jul 10, 2021
InternalError: libdevice not found at ./libdevice.10.bc Open

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

tensorflow/probability#1376 · Opened Jul 9, 2021
model.losses is not accessible with a model built via tf.keras.Model(inputs, outputs) Open

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

tensorflow/probability#1371 · 1 comment · Opened Jun 28, 2021

tensorflow/probability

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