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

Importing substrates is slow Open

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

tensorflow/probability#1714 · 2 comments · Opened Apr 17, 2023
TypeError: __init__() missing 1 required positional argument: 'distribution' Open

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

tensorflow/probability#1711 · 7 comments · 1 reaction · Opened Apr 11, 2023
Implementation of Cholesky rank-1 update is orders of magnitude slower than the naive approach? Open

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

tensorflow/probability#1710 · 1 comment · Opened Apr 5, 2023
API error in jax substrate? Open

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

tensorflow/probability#1709 · 4 comments · Opened Mar 30, 2023
Status of tfp.experimental.tangent_spaces Open

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

tensorflow/probability#1708 · 3 comments · Opened Mar 28, 2023
Suggestion: do not reoptimize already converged points Open

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

tensorflow/probability#1707 · Opened Mar 21, 2023
Speed of tfp.sts.fit_with_hmc Open

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

tensorflow/probability#1704 · 3 comments · Opened Mar 15, 2023
layer.add_variable is deprecated Open

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

tensorflow/probability#1702 · Opened Mar 4, 2023
Error initializing tfb.AutoregressiveNetwork using jax substrate Open

Difficulty 3/5 1-2 days Newbie friendliness 30/100

tensorflow/probability#1699 · 1 comment · 1 reaction · Opened Feb 28, 2023
Performance issue in discussion/turnkey_inference_candidate/window_tune_nuts_sampling.py Open

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

tensorflow/probability#1698 · 1 comment · Opened Feb 24, 2023
Feature Request: Batched Update of RunningCentralMoments Open

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

tensorflow/probability#1697 · 2 comments · Opened Feb 21, 2023
NotImplementedError: The adjoint sensitivity method does not support complex dtypes. Open

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

tensorflow/probability#1696 · 1 comment · Opened Feb 17, 2023
nan encountered with tfp.substrates.jax.distributions.WishartTriL Open

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

tensorflow/probability#1694 · Opened Feb 13, 2023
DeprecationWarning: distutils Version classes are deprecated Open

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

tensorflow/probability#1693 · 4 comments · 2 reactions · Opened Feb 12, 2023
Observed values input for JointDistributionNamed give Value Error Open

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

tensorflow/probability#1691 · Opened Feb 3, 2023
Errors related to `name` argument in tfp.sts package Open

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

tensorflow/probability#1689 · 1 comment · Opened Feb 3, 2023
Suggesting example notebooks on LDA with tfp Open

Difficulty 3/5 1-2 days Newbie friendliness 30/100

tensorflow/probability#1688 · Opened Feb 1, 2023
Is it able to conver point cloud model to tensorflow Probabilistic Deep Learning model ? Open

Difficulty 5/5 Over a week Newbie friendliness 12/100

tensorflow/probability#1686 · Opened Jan 29, 2023
Output is Nan when stacking multiple MAFs but normal when using only 1 MAF Open

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

tensorflow/probability#1685 · Opened Jan 25, 2023
Missing preference for parameters in tfp.math.psd_kernels.RationalQuadratic Open

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

tensorflow/probability#1682 · Opened Jan 13, 2023
JointDistributionSequential cannot be serialized via tf.train.Checkpoint Open

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

tensorflow/probability#1681 · 1 comment · Opened Jan 12, 2023
Cant slice along batch for MixtureSameDistribution produced by Keras layer Open

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

tensorflow/probability#1679 · 2 comments · Opened Jan 6, 2023
MultivariateNormalFullCovariance gives false log_prob with JAX backend, GPU and fp64 Open

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

tensorflow/probability#1678 · Opened Jan 6, 2023
distributions.mvn_diag using deprecated scale_identity_multiplier kwarg Open

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

tensorflow/probability#1677 · 1 comment · Opened Jan 4, 2023
RelaxedOneHotCategorical has incorrect output for logits under 1 when logits are type of float32 Open

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

tensorflow/probability#1674 · Opened Jan 2, 2023
Model stuck when calling .fit(x, y) using negative binomial in DistributionLambda Layer Open

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

tensorflow/probability#1667 · 1 comment · Opened Dec 23, 2022
Error when running shared HMC on distributed GPUs with big dataset Open

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

tensorflow/probability#1666 · 5 comments · Opened Dec 23, 2022
passing a loss defined as -distr.log_prob(y) as one of the metrics Open

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

tensorflow/probability#1664 · Opened Dec 12, 2022
Shared Covariance in MultivariateNormalTriL? Open

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

tensorflow/probability#1662 · 2 comments · Opened Dec 9, 2022
Probabilistic Neural Network- MICHAEL POLLIND https://www.kaggle.com/code/mpollind/titanic-data-probabilistic-neural-network/notebook Open

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

tensorflow/probability#1661 · Opened Dec 8, 2022
tfp.JointDistributionSequential._build() -> line 236, in _build if not isinstance(model, collections.Sequence): AttributeError: module 'collections' has no attribute 'Sequence' Open

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

tensorflow/probability#1656 · 3 comments · 2 reactions · Opened Nov 28, 2022
variational_posteriors.log_prob error for run_smc_ in SMC Demo file Open

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

tensorflow/probability#1652 · 1 comment · Opened Nov 15, 2022
Normal Inverse Gamma distribution in tfp? Open

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

tensorflow/probability#1647 · 2 comments · Opened Nov 3, 2022
AttributeError: tfp.jax.vi has no attribute 'build_factored_surrogate_posterior' Open

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

tensorflow/probability#1646 · 1 comment · 1 reaction · Opened Nov 3, 2022
XlaRuntimeError: STS Seasonal component does not work under tfp.substrates.jax.sts Open

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

tensorflow/probability#1645 · Opened Nov 3, 2022
Performance: Noncentral Chi2 Quantile is painfully slow for certain values Open

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

tensorflow/probability#1642 · 1 comment · Opened Oct 27, 2022
Feature Request: histogramdd Open

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

tensorflow/probability#1636 · Opened Oct 14, 2022
Probabilistic regression with 3-parameters LogNormal distribution ? Open

Difficulty 5/5 Over a week Newbie friendliness 18/100

tensorflow/probability#1632 · 2 comments · Opened Oct 6, 2022
NotImplementedError: Layer DenseVariational has arguments in `__init__` and therefore must override `get_config`. Open

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

tensorflow/probability#1627 · 2 comments · Opened Sep 27, 2022
Beta Distribution WARNING:tensorflow:@custom_gradient grad_fn has 'variables' in signature, but no ResourceVariables were used on the forward pass. Open

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

tensorflow/probability#1626 · 1 comment · Opened Sep 27, 2022
Construct Multinomial conditional distributions, where total_count is a random variable Open

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

tensorflow/probability#1624 · 36 comments · Opened Sep 26, 2022
DistributionLambda incompatible with graph mode Open

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

tensorflow/probability#1623 · Opened Sep 23, 2022
implicit reparametrization for bivariate distribution Open

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

tensorflow/probability#1621 · Opened Sep 19, 2022
rational_quadratic_spline Open

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

tensorflow/probability#1620 · 1 comment · Opened Sep 16, 2022
feature request: support for (matrix)-normal-inverse-wishart Open

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

tensorflow/probability#1618 · Opened Sep 13, 2022
Error when inheriting from JointDistributionSequential in tfp version 0.18.0 Open

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

tensorflow/probability#1617 · 3 comments · Opened Sep 13, 2022
TypeError from joint_distribution(observed_time_series=co2_by_month_training_data).log_prob Open

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

tensorflow/probability#1615 · Opened Sep 12, 2022
GaussianProcessRegressionModel - None index_points Open

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

tensorflow/probability#1614 · Opened Sep 12, 2022
DenseVariational on Apple Silicon with GPU Open

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

tensorflow/probability#1612 · Opened Sep 10, 2022
copy.deepcopy TransformedDistribution fails Open

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

tensorflow/probability#1609 · 3 comments · Opened Sep 4, 2022

tensorflow/probability

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