Path Lines of Code examples/contrib/oed/ab_test.py 74 tests/__init__.py 4 tests/common.py 204 tests/conftest.py 72 tests/contrib/__init__.py 1 tests/contrib/autoguide/test_inference.py 144 tests/contrib/autoguide/test_mean_field_entropy.py 20 tests/contrib/autoname/test_named.py 77 tests/contrib/autoname/test_scoping.py 137 tests/contrib/bnn/test_hidden_layer.py 35 tests/contrib/cevae/test_cevae.py 54 tests/contrib/conftest.py 8 tests/contrib/easyguide/test_easyguide.py 186 tests/contrib/epidemiology/__init__.py 1 tests/contrib/epidemiology/test_distributions.py 183 tests/contrib/epidemiology/test_models.py 427 tests/contrib/epidemiology/test_quant.py 19 tests/contrib/epidemiology/test_util.py 33 tests/contrib/forecast/__init__.py 1 tests/contrib/forecast/test_evaluate.py 103 tests/contrib/forecast/test_forecaster.py 179 tests/contrib/forecast/test_util.py 103 tests/contrib/funsor/conftest.py 10 tests/contrib/funsor/test_enum_funsor.py 1139 tests/contrib/funsor/test_named_handlers.py 100 tests/contrib/funsor/test_pyroapi_funsor.py 13 tests/contrib/funsor/test_tmc.py 110 tests/contrib/funsor/test_valid_models_enum.py 315 tests/contrib/funsor/test_valid_models_plate.py 138 tests/contrib/funsor/test_valid_models_sequential_plate.py 85 tests/contrib/gp/__init__.py 1 tests/contrib/gp/test_conditional.py 70 tests/contrib/gp/test_kernels.py 143 tests/contrib/gp/test_likelihoods.py 125 tests/contrib/gp/test_models.py 326 tests/contrib/gp/test_parameterized.py 108 tests/contrib/oed/test_ewma.py 38 tests/contrib/oed/test_finite_spaces_eig.py 121 tests/contrib/oed/test_glmm.py 117 tests/contrib/oed/test_linear_models_eig.py 137 tests/contrib/oed/test_xexpx.py 10 tests/contrib/randomvariable/test_random_variable.py 61 tests/contrib/test_hessian.py 21 tests/contrib/test_minipyro.py 166 tests/contrib/test_util.py 62 tests/contrib/timeseries/test_gp.py 99 tests/contrib/timeseries/test_lgssm.py 54 tests/contrib/tracking/__init__.py 1 tests/contrib/tracking/test_assignment.py 248 tests/contrib/tracking/test_distributions.py 19 tests/contrib/tracking/test_dynamic_models.py 137 tests/contrib/tracking/test_ekf.py 64 tests/contrib/tracking/test_em.py 149 tests/contrib/tracking/test_hashing.py 123 tests/contrib/tracking/test_measurements.py 20 tests/distributions/__init__.py 1 tests/distributions/conftest.py 482 tests/distributions/dist_fixture.py 129 tests/distributions/test_binomial.py 38 tests/distributions/test_categorical.py 71 tests/distributions/test_coalescent.py 141 tests/distributions/test_conjugate.py 80 tests/distributions/test_conjugate_update.py 40 tests/distributions/test_cuda.py 67 tests/distributions/test_delta.py 55 tests/distributions/test_distributions.py 224 tests/distributions/test_empirical.py 134 tests/distributions/test_extended.py 64 tests/distributions/test_gaussian_mixtures.py 159 tests/distributions/test_haar.py 10 tests/distributions/test_hmm.py 700 tests/distributions/test_ig.py 22 tests/distributions/test_improper_uniform.py 20 tests/distributions/test_independent.py 94 tests/distributions/test_kl.py 69 tests/distributions/test_lkj.py 79 tests/distributions/test_lowrank_mvn.py 28 tests/distributions/test_mask.py 106 tests/distributions/test_mixture.py 93 tests/distributions/test_mvn.py 27 tests/distributions/test_mvt.py 111 tests/distributions/test_omt_mvn.py 87 tests/distributions/test_one_hot_categorical.py 76 tests/distributions/test_pickle.py 68 tests/distributions/test_polya_gamma.py 13 tests/distributions/test_rejector.py 125 tests/distributions/test_relaxed_straight_through.py 81 tests/distributions/test_reshape.py 101 tests/distributions/test_shapes.py 71 tests/distributions/test_spanning_tree.py 136 tests/distributions/test_stable.py 104 tests/distributions/test_tensor_type.py 44 tests/distributions/test_torch_patch.py 25 tests/distributions/test_transforms.py 212 tests/distributions/test_unit.py 22 tests/distributions/test_util.py 165 tests/distributions/test_von_mises.py 84 tests/distributions/test_zero_inflated.py 83 tests/doctest_fixtures.py 27 tests/infer/__init__.py 1 tests/infer/conftest.py 8 tests/infer/mcmc/__init__.py 1 tests/infer/mcmc/test_adaptation.py 50 tests/infer/mcmc/test_hmc.py 265 tests/infer/mcmc/test_mcmc_api.py 195 tests/infer/mcmc/test_mcmc_util.py 96 tests/infer/mcmc/test_nuts.py 390 tests/infer/mcmc/test_valid_models.py 321 tests/infer/reparam/__init__.py 1 tests/infer/reparam/test_conjugate.py 158 tests/infer/reparam/test_discrete_cosine.py 67 tests/infer/reparam/test_haar.py 67 tests/infer/reparam/test_hmm.py 182 tests/infer/reparam/test_loc_scale.py 48 tests/infer/reparam/test_neutra.py 59 tests/infer/reparam/test_split.py 45 tests/infer/reparam/test_stable.py 102 tests/infer/reparam/test_studentt.py 49 tests/infer/reparam/test_transform.py 43 tests/infer/reparam/test_unit_jacobian.py 42 tests/infer/test_abstract_infer.py 50 tests/infer/test_autoguide.py 628 tests/infer/test_compute_downstream_costs.py 347 tests/infer/test_conjugate_gradients.py 23 tests/infer/test_csis.py 62 tests/infer/test_discrete.py 247 tests/infer/test_elbo_mapdata.py 90 tests/infer/test_enum.py 2709 tests/infer/test_gradient.py 201 tests/infer/test_inference.py 638 tests/infer/test_initialization.py 25 tests/infer/test_jit.py 396 tests/infer/test_multi_sample_elbos.py 43 tests/infer/test_predictive.py 119 tests/infer/test_sampling.py 57 tests/infer/test_smcfilter.py 187 tests/infer/test_svgd.py 97 tests/infer/test_tmc.py 158 tests/infer/test_util.py 54 tests/infer/test_valid_models.py 1621 tests/integration_tests/__init__.py 1 tests/integration_tests/conftest.py 8 tests/integration_tests/test_conjugate_gaussian_models.py 398 tests/integration_tests/test_tracegraph_elbo.py 396 tests/nn/__init__.py 1 tests/nn/conftest.py 8 tests/nn/test_autoregressive.py 77 tests/nn/test_module.py 486 tests/ops/__init__.py 1 tests/ops/conftest.py 8 tests/ops/einsum/conftest.py 8 tests/ops/einsum/test_adjoint.py 98 tests/ops/einsum/test_torch_log.py 43 tests/ops/gamma_gaussian.py 35 tests/ops/gaussian.py 29 tests/ops/test_arrowhead.py 31 tests/ops/test_contract.py 559 tests/ops/test_gamma_gaussian.py 247 tests/ops/test_gaussian.py 304 tests/ops/test_indexing.py 135 tests/ops/test_integrator.py 126 tests/ops/test_jit.py 29 tests/ops/test_linalg.py 20 tests/ops/test_newton.py 92 tests/ops/test_packed.py 58 tests/ops/test_special.py 34 tests/ops/test_ssm_gp.py 18 tests/ops/test_stats.py 177 tests/ops/test_tensor_utils.py 134 tests/ops/test_welford.py 69 tests/optim/__init__.py 1 tests/optim/conftest.py 8 tests/optim/test_multi.py 53 tests/optim/test_optim.py 192 tests/params/__init__.py 1 tests/params/conftest.py 8 tests/params/test_module.py 73 tests/params/test_param.py 108 tests/perf/__init__.py 1 tests/perf/conftest.py 8 tests/perf/test_benchmark.py 137 tests/poutine/__init__.py 1 tests/poutine/conftest.py 8 tests/poutine/test_counterfactual.py 59 tests/poutine/test_mapdata.py 124 tests/poutine/test_nesting.py 23 tests/poutine/test_poutines.py 695 tests/poutine/test_properties.py 92 tests/poutine/test_trace_struct.py 38 tests/pyroapi/conftest.py 6 tests/pyroapi/test_pyroapi.py 8 tests/test_examples.py 244 tests/test_generic.py 67 tests/test_primitives.py 21 tests/test_util.py 81