pyro-ppl/pyro

14.7

Adjusted Score

14.7

Raw Score

100%

Time Factor

2026-08-04

Last Push

9.0K

Stars

Python

Language

137.0K

Lines of Code

668

Files

1.7K

Pattern Hits

2026-08-09

Scan Date

0.14

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 95MEDIUM 69LOW 1494

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 1658 distinct pattern matches across 16 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Hyper-Verbose Identifiers570 hits · 541 pts

Severity	File	Line	Snippet	Context
LOW	tests/conftest.py	58	def _get_highest_specificity_marker(stage_marker):	CODE
LOW	tests/conftest.py	86	def pytest_collection_modifyitems(config, items):	CODE
LOW	tests/nn/conftest.py	7	def pytest_collection_modifyitems(items):	CODE
LOW	tests/nn/test_module.py	76	def test_svi_elbomodule_interface(	CODE
LOW	tests/nn/test_module.py	139	def test_local_param_global_behavior_fails(local_params):	CODE
LOW	tests/nn/test_module.py	266	def test_submodule_contains_torch_module():	CODE
LOW	tests/nn/test_module.py	273	def test_hierarchy_prior_cached():	CODE
LOW	tests/nn/test_module.py	669	def test_torch_serialize_attributes(local_params):	CODE
LOW	tests/nn/test_module.py	692	def test_torch_serialize_decorators(local_params):	CODE
LOW	tests/nn/test_module.py	1016	def get_position_indexing_modulelist_bnn(self) -> PositionIndexingModuleListBNN:	CODE
LOW	tests/nn/test_module.py	1024	def get_slice_indexing_modulelist_bnn(self) -> SliceIndexingModuleListBNN:	CODE
LOW	tests/nn/test_module.py	1043	def test_with_position_indexing(self) -> None:	CODE
LOW	tests/nn/test_module.py	1055	def test_with_position_indexing(self) -> None:	CODE
LOW	tests/nn/test_module.py	1069	def test_render_constrained_param(use_module_local_params):	CODE
LOW	tests/integration_tests/conftest.py	7	def pytest_collection_modifyitems(items):	CODE
LOW	tests/integration_tests/test_tracegraph_elbo.py	51	def test_elbo_reparameterized(self):	CODE
LOW	tests/integration_tests/test_tracegraph_elbo.py	55	def test_elbo_nonreparameterized(self):	CODE
LOW	tests/integration_tests/test_tracegraph_elbo.py	121	def test_elbo_reparameterized(self):	CODE
LOW	tests/integration_tests/test_tracegraph_elbo.py	124	def test_elbo_nonreparameterized_both_baselines(self):	CODE
LOW	tests/integration_tests/test_tracegraph_elbo.py	135	def test_elbo_nonreparameterized_decaying_baseline(self):	CODE
LOW	tests/integration_tests/test_tracegraph_elbo.py	146	def test_elbo_nonreparameterized_nn_baseline(self):	CODE
LOW	tests/integration_tests/test_tracegraph_elbo.py	296	def test_elbo_reparameterized(self):	CODE
LOW	tests/integration_tests/test_tracegraph_elbo.py	299	def test_elbo_nonreparameterized(self):	CODE
LOW	tests/integration_tests/test_tracegraph_elbo.py	359	def test_elbo_reparameterized(self):	CODE
LOW	tests/integration_tests/test_tracegraph_elbo.py	362	def test_elbo_nonreparameterized(self):	CODE
LOW	tests/integration_tests/test_tracegraph_elbo.py	437	def test_nested_iplate_in_elbo(self, n_steps=4000):	CODE
LOW	tests/integration_tests/test_tracegraph_elbo.py	499	def test_plate_in_elbo_with_superfluous_rvs(self):	CODE
LOW⚡	…ts/integration_tests/test_conjugate_gaussian_models.py	310	def test_elbo_reparameterized_three_layers(self):	CODE
LOW⚡	…ts/integration_tests/test_conjugate_gaussian_models.py	317	def test_elbo_reparameterized_four_layers(self):	CODE
LOW⚡	…ts/integration_tests/test_conjugate_gaussian_models.py	324	def test_elbo_nonreparameterized_two_layers(self):	CODE
LOW⚡	…ts/integration_tests/test_conjugate_gaussian_models.py	330	def test_elbo_nonreparameterized_three_layers(self):	CODE
LOW⚡	…ts/integration_tests/test_conjugate_gaussian_models.py	336	def test_elbo_nonreparameterized_two_layers_model_permuted(self):	CODE
LOW⚡	…ts/integration_tests/test_conjugate_gaussian_models.py	346	def test_elbo_nonreparameterized_three_layers_model_permuted(self):	CODE
LOW⚡	…ts/integration_tests/test_conjugate_gaussian_models.py	352	def calculate_variational_targets(self):	CODE
LOW	tests/poutine/test_poutines.py	183	def test_block_full_hide_expose(self):	CODE
LOW	tests/poutine/test_poutines.py	209	def test_block_partial_expose(self):	CODE
LOW	tests/poutine/test_poutines.py	454	def test_random_module_prior_dict(self):	CODE
LOW	tests/poutine/test_poutines.py	583	def test_stack_overwrite_behavior(self):	CODE
LOW	tests/poutine/test_poutines.py	627	def test_stack_overwrite_behavior(self):	CODE
LOW	tests/poutine/test_poutines.py	774	def test_sample_site_equalization(self):	CODE
LOW	tests/poutine/test_poutines.py	812	def test_condition_by_equalize(loc_x, scale_x, loc_y, scale_y, keep_dist):	CODE
LOW	tests/poutine/test_poutines.py	880	def test_replay_enumerate_poutine(depth, first_available_dim):	CODE
LOW	tests/poutine/test_poutines.py	921	def test_plate_preserves_has_rsample(has_rsample, depth):	CODE
LOW	tests/poutine/test_poutines.py	932	def test_plate_error_on_enter():	CODE
LOW	tests/poutine/test_poutines.py	957	def test_decorator_interface_primitives():	CODE
LOW	tests/poutine/test_poutines.py	987	def test_decorator_interface_queue():	CODE
LOW	tests/poutine/test_poutines.py	1008	def test_method_decorator_interface_condition():	CODE
LOW⚡	tests/poutine/test_poutines.py	1024	def test_trace_log_prob_err_msg():	CODE
LOW⚡	tests/poutine/test_poutines.py	1034	def test_trace_log_prob_sum_err_msg():	CODE
LOW⚡	tests/poutine/test_poutines.py	1044	def test_trace_score_parts_err_msg():	CODE
LOW	tests/poutine/conftest.py	7	def pytest_collection_modifyitems(items):	CODE
LOW	tests/poutine/test_trace_struct.py	56	def test_connectivity_on_removal(edges):	CODE
LOW	tests/poutine/test_counterfactual.py	28	def test_counterfactual_query(intervene, observe, flip):	CODE
LOW	tests/poutine/test_counterfactual.py	81	def test_plate_duplication_smoke():	CODE
LOW	tests/poutine/test_mapdata.py	177	def test_model_guide_mismatch(behavior, model_size, guide_size, model):	CODE
LOW	tests/optim/conftest.py	7	def pytest_collection_modifyitems(items):	CODE
LOW	tests/optim/test_optim.py	245	def test_dctadam_param_subsample():	CODE
LOW	tests/optim/test_optim.py	281	def test_name_preserved_by_to_pyro_module():	CODE
LOW	tests/optim/test_optim.py	440	def test_centered_clipped_adam(plot):	CODE
LOW	tests/optim/test_multi.py	75	def test_multi_optimizer_disjoint_ok():	CODE
510 more matches not shown…

Cross-File Repetition93 hits · 465 pts

Severity	File	Line	Snippet	Context
HIGH	tutorial/source/search_inference.py	0	exact inference by enumerating over all possible executions	STRING
HIGH	examples/rsa/search_inference.py	0	exact inference by enumerating over all possible executions	STRING
HIGH	pyro/contrib/oed/search.py	0	exact inference by enumerating over all possible executions	STRING
HIGH	tests/contrib/test_minipyro.py	0	assert that inference works without warnings or errors.	STRING
HIGH	tests/infer/test_valid_models.py	0	assert that inference works without warnings or errors.	STRING
HIGH	tests/infer/mcmc/test_valid_models.py	0	assert that inference works without warnings or errors.	STRING
HIGH	pyro/contrib/timeseries/lgssm.py	0	get the :class:`~pyro.distributions.gaussianhmm` distribution that corresponds to :class:`genericlgssmwithgpnoisemodel`.	STRING
HIGH	pyro/contrib/timeseries/gp.py	0	get the :class:`~pyro.distributions.gaussianhmm` distribution that corresponds to :class:`genericlgssmwithgpnoisemodel`.	STRING
HIGH	pyro/contrib/timeseries/lgssmgp.py	0	get the :class:`~pyro.distributions.gaussianhmm` distribution that corresponds to :class:`genericlgssmwithgpnoisemodel`.	STRING
HIGH	pyro/contrib/timeseries/lgssm.py	0	:param torch.tensor targets: a 2-dimensional tensor of real-valued targets of shape ``(t, obs_dim)``, where ``t`` is the	STRING
HIGH	pyro/contrib/timeseries/lgssmgp.py	0	:param torch.tensor targets: a 2-dimensional tensor of real-valued targets of shape ``(t, obs_dim)``, where ``t`` is the	STRING
HIGH	pyro/contrib/timeseries/gp.py	0	:param torch.tensor targets: a 2-dimensional tensor of real-valued targets of shape ``(t, obs_dim)``, where ``t`` is the	STRING
HIGH	pyro/contrib/timeseries/lgssm.py	0	return the filtering state for the associated state space model.	STRING
HIGH	pyro/contrib/timeseries/gp.py	0	return the filtering state for the associated state space model.	STRING
HIGH	pyro/contrib/timeseries/lgssmgp.py	0	return the filtering state for the associated state space model.	STRING
HIGH	pyro/contrib/gp/likelihoods/binary.py	0	samples :math:`y` given :math:`f_{loc}`, :math:`f_{var}` according to .. math:: f & \sim \mathbb{normal}(f_{loc}, f_{var	STRING
HIGH	pyro/contrib/gp/likelihoods/poisson.py	0	samples :math:`y` given :math:`f_{loc}`, :math:`f_{var}` according to .. math:: f & \sim \mathbb{normal}(f_{loc}, f_{var	STRING
HIGH	pyro/contrib/gp/likelihoods/multi_class.py	0	samples :math:`y` given :math:`f_{loc}`, :math:`f_{var}` according to .. math:: f & \sim \mathbb{normal}(f_{loc}, f_{var	STRING
HIGH	pyro/infer/predictive.py	0	guesses max_plate_nesting by running the (model,guide) pair once without enumeration. this optimistically assumes static	STRING
HIGH	pyro/infer/mcmc/util.py	0	guesses max_plate_nesting by running the (model,guide) pair once without enumeration. this optimistically assumes static	STRING
HIGH	pyro/infer/elbo.py	0	guesses max_plate_nesting by running the (model,guide) pair once without enumeration. this optimistically assumes static	STRING
HIGH	pyro/infer/predictive.py	0	method that calls :meth:`forward` and returns parameter values of the guide as a `tuple` instead of a `dict`, which is a	STRING
HIGH	pyro/infer/autoguide/guides.py	0	method that calls :meth:`forward` and returns parameter values of the guide as a `tuple` instead of a `dict`, which is a	STRING
HIGH	pyro/infer/autoguide/effect.py	0	method that calls :meth:`forward` and returns parameter values of the guide as a `tuple` instead of a `dict`, which is a	STRING
HIGH	pyro/infer/rws.py	0	returns a single trace from the guide, and the model that is run against it.	STRING
HIGH	pyro/infer/traceenum_elbo.py	0	returns a single trace from the guide, and the model that is run against it.	STRING
HIGH	pyro/infer/tracetmc_elbo.py	0	returns a single trace from the guide, and the model that is run against it.	STRING
HIGH	pyro/infer/tracegraph_elbo.py	0	returns a single trace from the guide, and the model that is run against it.	STRING
HIGH	pyro/infer/trace_elbo.py	0	returns a single trace from the guide, and the model that is run against it.	STRING
HIGH	pyro/infer/elbo.py	0	returns a single trace from the guide, and the model that is run against it.	STRING
HIGH	pyro/infer/renyi_elbo.py	0	returns a single trace from the guide, and the model that is run against it.	STRING
HIGH	pyro/infer/trace_mmd.py	0	returns a single trace from the guide, and the model that is run against it.	STRING
HIGH	pyro/infer/traceenum_elbo.py	0	runs the guide and runs the model against the guide with the result packaged as a trace generator.	STRING
HIGH	pyro/infer/tracetmc_elbo.py	0	runs the guide and runs the model against the guide with the result packaged as a trace generator.	STRING
HIGH	pyro/infer/elbo.py	0	runs the guide and runs the model against the guide with the result packaged as a trace generator.	STRING
HIGH	pyro/infer/traceenum_elbo.py	0	like :class:`tracemeanfield_elbo` but uses :func:`pyro.ops.jit.trace` to compile :meth:`loss_and_grads`. this works only	STRING
HIGH	pyro/infer/tracegraph_elbo.py	0	like :class:`tracemeanfield_elbo` but uses :func:`pyro.ops.jit.trace` to compile :meth:`loss_and_grads`. this works only	STRING
HIGH	pyro/infer/trace_elbo.py	0	like :class:`tracemeanfield_elbo` but uses :func:`pyro.ops.jit.trace` to compile :meth:`loss_and_grads`. this works only	STRING
HIGH	pyro/infer/trace_mean_field_elbo.py	0	like :class:`tracemeanfield_elbo` but uses :func:`pyro.ops.jit.trace` to compile :meth:`loss_and_grads`. this works only	STRING
HIGH	pyro/infer/tracegraph_elbo.py	0	:returns: returns an estimate of the elbo :rtype: float evaluates the elbo with an estimator that uses num_particles man	STRING
HIGH	pyro/infer/trace_elbo.py	0	:returns: returns an estimate of the elbo :rtype: float evaluates the elbo with an estimator that uses num_particles man	STRING
HIGH	pyro/infer/trace_mean_field_elbo.py	0	:returns: returns an estimate of the elbo :rtype: float evaluates the elbo with an estimator that uses num_particles man	STRING
HIGH	pyro/infer/renyi_elbo.py	0	:returns: returns an estimate of the elbo :rtype: float evaluates the elbo with an estimator that uses num_particles man	STRING
HIGH	pyro/distributions/transforms/spline.py	0	:param y: the output of the bijection :type y: torch.tensor inverts y => x. uses a previously cached inverse if availabl	STRING
HIGH	pyro/distributions/transforms/spline_autoregressive.py	0	:param y: the output of the bijection :type y: torch.tensor inverts y => x. uses a previously cached inverse if availabl	STRING
HIGH	pyro/distributions/transforms/spline_coupling.py	0	:param y: the output of the bijection :type y: torch.tensor inverts y => x. uses a previously cached inverse if availabl	STRING
HIGH	pyro/distributions/transforms/affine_autoregressive.py	0	:param y: the output of the bijection :type y: torch.tensor inverts y => x. uses a previously cached inverse if availabl	STRING
HIGH	pyro/distributions/transforms/affine_coupling.py	0	:param y: the output of the bijection :type y: torch.tensor inverts y => x. uses a previously cached inverse if availabl	STRING
HIGH	pyro/distributions/transforms/spline.py	0	calculates the elementwise determinant of the log jacobian	STRING
HIGH	pyro/distributions/transforms/radial.py	0	calculates the elementwise determinant of the log jacobian	STRING
HIGH	pyro/distributions/transforms/planar.py	0	calculates the elementwise determinant of the log jacobian	STRING
HIGH	pyro/distributions/transforms/block_autoregressive.py	0	calculates the elementwise determinant of the log jacobian	STRING
HIGH	pyro/distributions/transforms/spline_autoregressive.py	0	calculates the elementwise determinant of the log jacobian	STRING
HIGH	pyro/distributions/transforms/spline_coupling.py	0	calculates the elementwise determinant of the log jacobian	STRING
HIGH	pyro/distributions/transforms/affine_autoregressive.py	0	calculates the elementwise determinant of the log jacobian	STRING
HIGH	pyro/distributions/transforms/sylvester.py	0	calculates the elementwise determinant of the log jacobian	STRING
HIGH	pyro/distributions/transforms/neural_autoregressive.py	0	calculates the elementwise determinant of the log jacobian	STRING
HIGH	pyro/distributions/transforms/polynomial.py	0	calculates the elementwise determinant of the log jacobian	STRING
HIGH	pyro/distributions/transforms/affine_coupling.py	0	calculates the elementwise determinant of the log jacobian	STRING
HIGH	pyro/distributions/transforms/spline.py	0	a helper function to create a :class:`~pyro.distributions.transforms.splinecoupling` object for consistency with other h	STRING
33 more matches not shown…

Unused Imports554 hits · 450 pts

Severity	File	Line	Context
LOW	tests/contrib/funsor/test_pyroapi_funsor.py	17	CODE
LOW	tests/contrib/funsor/test_pyroapi_funsor.py	10	CODE
LOW	tests/pyroapi/test_pyroapi.py	6	CODE
LOW	pyro/primitives.py	32	CODE
LOW	pyro/util.py	32	CODE
LOW	pyro/util.py	33	CODE
LOW	pyro/util.py	34	CODE
LOW	pyro/generic.py	6	CODE
LOW	pyro/generic.py	7	CODE
LOW	pyro/__init__.py	4	CODE
LOW	pyro/__init__.py	5	CODE
LOW	pyro/__init__.py	6	CODE
LOW	pyro/__init__.py	7	CODE
LOW	pyro/__init__.py	7	CODE
LOW	pyro/__init__.py	7	CODE
LOW	pyro/__init__.py	8	CODE
LOW	pyro/__init__.py	8	CODE
LOW	pyro/__init__.py	8	CODE
LOW	pyro/__init__.py	8	CODE
LOW	pyro/__init__.py	8	CODE
LOW	pyro/__init__.py	8	CODE
LOW	pyro/__init__.py	8	CODE
LOW	pyro/__init__.py	8	CODE
LOW	pyro/__init__.py	8	CODE
LOW	pyro/__init__.py	8	CODE
LOW	pyro/__init__.py	8	CODE
LOW	pyro/__init__.py	8	CODE
LOW	pyro/__init__.py	8	CODE
LOW	pyro/__init__.py	8	CODE
LOW	pyro/__init__.py	8	CODE
LOW	pyro/__init__.py	8	CODE
LOW	pyro/__init__.py	26	CODE
LOW	pyro/__init__.py	28	CODE
LOW	pyro/nn/__init__.py	4	CODE
LOW	pyro/nn/__init__.py	4	CODE
LOW	pyro/nn/__init__.py	4	CODE
LOW	pyro/nn/__init__.py	6	CODE
LOW	pyro/nn/__init__.py	6	CODE
LOW	pyro/nn/__init__.py	6	CODE
LOW	pyro/nn/__init__.py	11	CODE
LOW	pyro/nn/__init__.py	11	CODE
LOW	pyro/nn/__init__.py	12	CODE
LOW	pyro/nn/__init__.py	12	CODE
LOW	pyro/nn/__init__.py	12	CODE
LOW	pyro/nn/__init__.py	12	CODE
LOW	pyro/nn/__init__.py	12	CODE
LOW	pyro/nn/module.py	68	CODE
LOW	pyro/nn/module.py	69	CODE
LOW	pyro/poutine/guide.py	16	CODE
LOW	pyro/poutine/block_messenger.py	10	CODE
LOW	pyro/poutine/util.py	10	CODE
LOW	pyro/poutine/util.py	11	CODE
LOW	pyro/poutine/replay_messenger.py	9	CODE
LOW	pyro/poutine/replay_messenger.py	11	CODE
LOW	pyro/poutine/replay_messenger.py	12	CODE
LOW	pyro/poutine/scale_messenger.py	12	CODE
LOW	pyro/poutine/handlers.py	93	CODE
LOW	pyro/poutine/handlers.py	95	CODE
LOW	pyro/poutine/handlers.py	97	CODE
LOW	pyro/poutine/handlers.py	98	CODE
494 more matches not shown…

Deep Nesting152 hits · 144 pts

Severity	File	Line	Context
LOW	tests/common.py	198	CODE
LOW	tests/common.py	246	CODE
LOW	tests/test_examples.py	327	CODE
LOW	tests/nn/test_autoregressive.py	19	CODE
LOW	tests/nn/test_autoregressive.py	61	CODE
LOW	tests/nn/test_autoregressive.py	124	CODE
LOW	…ts/integration_tests/test_conjugate_gaussian_models.py	170	CODE
LOW	tests/poutine/test_nesting.py	14	CODE
LOW	tests/poutine/test_counterfactual.py	28	CODE
LOW	tests/contrib/forecast/test_forecaster.py	177	CODE
LOW	tests/contrib/forecast/test_util.py	47	CODE
LOW	tests/contrib/timeseries/test_gp.py	42	CODE
LOW	tests/contrib/mue/test_missingdatahmm.py	257	CODE
LOW	tests/contrib/mue/test_statearrangers.py	21	CODE
LOW	tests/contrib/funsor/test_valid_models_plate.py	54	CODE
LOW	tests/contrib/funsor/test_valid_models_plate.py	55	CODE
LOW	tests/contrib/funsor/test_enum_funsor.py	272	CODE
LOW	tests/contrib/funsor/test_enum_funsor.py	341	CODE
LOW	tests/contrib/funsor/test_enum_funsor.py	294	CODE
LOW	tests/contrib/funsor/test_enum_funsor.py	363	CODE
LOW	tests/contrib/funsor/test_named_handlers.py	52	CODE
LOW	tests/contrib/funsor/test_named_handlers.py	53	CODE
LOW	tests/contrib/funsor/test_valid_models_enum.py	94	CODE
LOW	tests/contrib/tracking/test_assignment.py	111	CODE
LOW	tests/infer/test_inference.py	174	CODE
LOW	tests/infer/test_inference.py	404	CODE
LOW	tests/infer/test_inference.py	718	CODE
LOW	tests/infer/test_compute_downstream_costs.py	98	CODE
LOW	tests/infer/test_valid_models.py	876	CODE
LOW	tests/infer/test_valid_models.py	1355	CODE
LOW	tests/infer/test_valid_models.py	1417	CODE
LOW	tests/infer/test_valid_models.py	1701	CODE
LOW	tests/infer/test_valid_models.py	883	CODE
LOW	tests/infer/test_valid_models.py	896	CODE
LOW	tests/infer/test_valid_models.py	1356	CODE
LOW	tests/infer/test_valid_models.py	1420	CODE
LOW	tests/infer/test_valid_models.py	1705	CODE
LOW	tests/infer/test_enum.py	1974	CODE
LOW	tests/infer/test_enum.py	2044	CODE
LOW	tests/infer/test_enum.py	1996	CODE
LOW	tests/infer/test_enum.py	2066	CODE
LOW	tests/infer/reparam/util.py	14	CODE
LOW	tests/infer/reparam/test_loc_scale.py	35	CODE
LOW	tests/infer/reparam/test_loc_scale.py	41	CODE
LOW	tests/ops/test_gamma_gaussian.py	98	CODE
LOW	tests/ops/test_contract.py	119	CODE
LOW	tests/ops/test_gaussian.py	89	CODE
LOW	tests/ops/einsum/test_adjoint.py	52	CODE
LOW	tests/distributions/test_gaussian_mixtures.py	29	CODE
LOW	tests/distributions/test_distributions.py	97	CODE
LOW	tests/distributions/test_distributions.py	336	CODE
LOW	tests/distributions/test_distributions.py	362	CODE
LOW	tests/distributions/test_spanning_tree.py	181	CODE
LOW	examples/svi_horovod.py	64	CODE
LOW	examples/dmm.py	263	CODE
LOW	examples/hmm.py	175	CODE
LOW	examples/hmm.py	266	CODE
LOW	examples/hmm.py	317	CODE
LOW	examples/hmm.py	372	CODE
LOW	examples/hmm.py	460	CODE
92 more matches not shown…

Self-Referential Comments35 hits · 108 pts

Severity	File	Line	Snippet	Context
MEDIUM	setup.py	12	# This file is auto-generated with the version information during setup.py installation.	COMMENT
MEDIUM	tutorial/source/conf.py	13	# This file is execfile()d with the current directory set to its	COMMENT
MEDIUM	tests/infer/reparam/test_split.py	111	# Create a model conditioned on the observation	COMMENT
MEDIUM	docs/source/conf.py	14	# This file is execfile()d with the current directory set to its	COMMENT
MEDIUM	examples/svi_horovod.py	65	# Create a model, synthetic data, and a guide.	COMMENT
MEDIUM	examples/svi_horovod.py	90	# Create an ELBO loss and a Pyro optimizer.	COMMENT
MEDIUM	examples/svi_horovod.py	98	# Create a dataloader.	COMMENT
MEDIUM	examples/sparse_regression.py	216	# Create an artifical dataset with N datapoints and P feature dimensions. Of the P	COMMENT
MEDIUM⚡	examples/svi_torch.py	57	# Create a synthetic dataset from a randomly initialized model.	COMMENT
MEDIUM⚡	examples/svi_torch.py	64	# Create a model and a guide, both as (Pyro)Modules.	COMMENT
MEDIUM⚡	examples/svi_torch.py	68	# Create a loss function as a Module that includes model and guide parameters.	COMMENT
MEDIUM⚡	examples/svi_torch.py	76	# Create a dataloader.	COMMENT
MEDIUM⚡	examples/svi_torch.py	86	# Create a PyTorch optimizer for the parameters of the model and guide in loss_fn.	COMMENT
MEDIUM	examples/minipyro.py	20	# Define a basic model with a single Normal latent random variable `loc`	COMMENT
MEDIUM	examples/minipyro.py	27	# Define a guide (i.e. variational distribution) with a Normal	COMMENT
MEDIUM	examples/svi_lightning.py	80	# Create a model, synthetic data, a guide, and a lightning module.	COMMENT
MEDIUM	examples/svi_lightning.py	90	# Create a dataloader.	COMMENT
MEDIUM	examples/sparse_gamma_def.py	168	# Define a guide using the EasyGuide class.	COMMENT
MEDIUM	examples/vae/utils/vae_plots.py	55	# Create the FacetGrid with scatter plot	COMMENT
MEDIUM	examples/vae/utils/mnist_cached.py	14	# This file contains utilities for caching, transforming and splitting MNIST data	COMMENT
MEDIUM	pyro/nn/auto_reg_nn.py	63	# Create the indices that are assigned to the neurons	COMMENT
MEDIUM	pyro/nn/module.py	681	# Create a new sub PyroModule, overwriting any old value.	COMMENT
MEDIUM	pyro/nn/module.py	690	# Create a new PyroParam, overwriting any old value.	COMMENT
MEDIUM	pyro/nn/module.py	738	# Create a new nn.Parameter, overwriting any old value.	COMMENT
MEDIUM	pyro/nn/module.py	775	# Create a new PyroSample, overwriting any old value.	COMMENT
MEDIUM	pyro/contrib/minipyro.py	301	# This method handles running the model and guide, constructing the loss	COMMENT
MEDIUM	pyro/contrib/forecast/forecaster.py	146	# Create a sample site.	COMMENT
MEDIUM	pyro/contrib/autoname/named.py	24	>>> state.xs = named.List() # Create a contained list.	STRING
MEDIUM	pyro/infer/discrete.py	46	# Create an enumerated trace.	COMMENT
MEDIUM	pyro/infer/autoguide/structured.py	347	# Create a reparametrized Delta distribution.	COMMENT
MEDIUM	pyro/infer/autoguide/gaussian.py	425	# Create a dense joint Gaussian over flattened variables.	COMMENT
MEDIUM	pyro/infer/reparam/strategies.py	207	# Create an elementwise-learnable reparametrizer.	COMMENT
MEDIUM	pyro/ops/einsum/util.py	17	# This function is copied and adapted from:	COMMENT
MEDIUM	pyro/distributions/transforms/simplex_to_ordered.py	11	# This class is a port of https://num.pyro.ai/en/stable/_modules/numpyro/distributions/transforms.html#SimplexToOrderedT	COMMENT
MEDIUM	pyro/distributions/transforms/neural_autoregressive.py	71	# Create the intermediate transform used	STRING

Modern Structural Boilerplate91 hits · 89 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_examples.py	21	logger = logging.getLogger(__name__)	CODE
LOW	tests/integration_tests/test_tracegraph_elbo.py	20	logger = logging.getLogger(__name__)	CODE
LOW	…ts/integration_tests/test_conjugate_gaussian_models.py	21	logger = logging.getLogger(__name__)	CODE
LOW	tests/poutine/test_poutines.py	24	logger = logging.getLogger(__name__)	CODE
LOW	tests/poutine/test_nesting.py	11	logger = logging.getLogger(__name__)	CODE
LOW	tests/poutine/test_mapdata.py	14	logger = logging.getLogger(__name__)	CODE
LOW	tests/contrib/epidemiology/test_models.py	28	logger = logging.getLogger(__name__)	CODE
LOW	tests/contrib/funsor/test_valid_models_plate.py	26	logger = logging.getLogger(__name__)	CODE
LOW	tests/contrib/funsor/test_enum_funsor.py	29	logger = logging.getLogger(__name__)	CODE
LOW	tests/contrib/funsor/test_tmc.py	26	logger = logging.getLogger(__name__)	CODE
LOW	…s/contrib/funsor/test_valid_models_sequential_plate.py	25	logger = logging.getLogger(__name__)	CODE
LOW	tests/contrib/funsor/test_named_handlers.py	24	logger = logging.getLogger(__name__)	CODE
LOW	tests/contrib/funsor/test_valid_models_enum.py	32	logger = logging.getLogger(__name__)	CODE
LOW	tests/contrib/funsor/test_infer_discrete.py	26	logger = logging.getLogger(__name__)	CODE
LOW	tests/contrib/autoname/test_scoping.py	13	logger = logging.getLogger(__name__)	CODE
LOW	tests/contrib/gp/test_models.py	26	logger = logging.getLogger(__name__)	CODE
LOW	tests/contrib/tracking/test_em.py	19	logger = logging.getLogger(__name__)	CODE
LOW	tests/contrib/tracking/test_assignment.py	20	logger = logging.getLogger(__name__)	CODE
LOW	tests/contrib/tracking/test_hashing.py	12	logger = logging.getLogger(__name__)	CODE
LOW	tests/infer/test_gradient.py	31	logger = logging.getLogger(__name__)	CODE
LOW	tests/infer/test_inference.py	44	logger = logging.getLogger(__name__)	CODE
LOW	tests/infer/test_discrete.py	20	logger = logging.getLogger(__name__)	CODE
LOW	tests/infer/test_tmc.py	22	logger = logging.getLogger(__name__)	CODE
LOW	tests/infer/test_elbo_mapdata.py	15	logger = logging.getLogger(__name__)	CODE
LOW	tests/infer/test_jit.py	42	logger = logging.getLogger(__name__)	CODE
LOW	tests/infer/test_valid_models.py	34	logger = logging.getLogger(__name__)	CODE
LOW	tests/infer/test_enum.py	32	logger = logging.getLogger(__name__)	CODE
LOW	tests/infer/autoguide/test_inference.py	28	logger = logging.getLogger(__name__)	CODE
LOW	tests/infer/mcmc/test_nuts.py	29	logger = logging.getLogger(__name__)	CODE
LOW	tests/infer/mcmc/test_valid_models.py	25	logger = logging.getLogger(__name__)	CODE
LOW	tests/infer/mcmc/test_hmc.py	18	logger = logging.getLogger(__name__)	CODE
LOW	tests/ops/test_newton.py	14	logger = logging.getLogger(__name__)	CODE
LOW	tests/ops/test_integrator.py	13	logger = logging.getLogger(__name__)	CODE
LOW	tests/distributions/test_gaussian_mixtures.py	17	logger = logging.getLogger(__name__)	CODE
LOW	tests/distributions/test_hmm.py	39	logger = logging.getLogger(__name__)	CODE
LOW	pyro/util.py	37	def set_rng_seed(rng_seed: int) -> None:	CODE
LOW	pyro/util.py	56	def set_rng_state(state: Dict[str, Any]) -> None:	CODE
LOW	pyro/__init__.py	39	__all__ = [	CODE
LOW	pyro/nn/__init__.py	20	__all__ = [	CODE
LOW	pyro/poutine/__init__.py	31	__all__ = [	CODE
LOW	pyro/poutine/runtime.py	255	def set_first_available_dim(self, first_available_dim: int) -> None:	CODE
LOW	pyro/optim/pytorch_optimizers.py	9	__all__ = []	CODE
LOW	pyro/optim/__init__.py	11	__all__ = [	CODE
LOW	pyro/optim/optim.py	168	def set_state(self, state_dict: Dict) -> None:	CODE
LOW	pyro/contrib/__init__.py	23	__all__ = [	STRING
LOW	pyro/contrib/forecast/__init__.py	7	__all__ = [	CODE
LOW	pyro/contrib/forecast/forecaster.py	30	logger = logging.getLogger(__name__)	CODE
LOW	pyro/contrib/forecast/evaluate.py	15	logger = logging.getLogger(__name__)	CODE
LOW	pyro/contrib/easyguide/__init__.py	6	__all__ = [	CODE
LOW	pyro/contrib/timeseries/__init__.py	18	__all__ = [	CODE
LOW	pyro/contrib/bnn/__init__.py	6	__all__ = [	CODE
LOW	pyro/contrib/cevae/__init__.py	40	logger = logging.getLogger(__name__)	CODE
LOW	pyro/contrib/oed/__init__.py	72	__all__ = ["search", "eig"]	CODE
LOW	pyro/contrib/oed/eig.py	17	__all__ = [	CODE
LOW	pyro/contrib/epidemiology/models.py	1271	__all__ = []	STRING
LOW⚡	pyro/contrib/epidemiology/compartmental.py	54	logger = logging.getLogger(__name__)	CODE
LOW	pyro/contrib/epidemiology/__init__.py	9	__all__ = [	CODE
LOW	pyro/contrib/funsor/__init__.py	40	__all__ = [	CODE
LOW	pyro/contrib/autoname/__init__.py	13	__all__ = [	CODE
LOW	pyro/contrib/gp/__init__.py	7	__all__ = [	CODE
31 more matches not shown…

Over-Commented Block63 hits · 61 pts

Severity	File	Line	Snippet	Context
LOW	tutorial/source/conf.py	1	# Copyright (c) 2017-2019 Uber Technologies, Inc.	COMMENT
LOW	tutorial/source/conf.py	21		COMMENT
LOW	tutorial/source/conf.py	101	# extend timeout	COMMENT
LOW	tutorial/source/conf.py	141	# The font size ('10pt', '11pt' or '12pt').	COMMENT
LOW	tests/contrib/funsor/test_enum_funsor.py	1101	elbo = infer.TraceEnum_ELBO(max_plate_nesting=0)	COMMENT
LOW	tests/contrib/funsor/test_enum_funsor.py	1241	elbo.differentiable_loss(model_plate_plate, guide, data)	COMMENT
LOW	tests/contrib/funsor/test_valid_models_enum.py	321	# z00 z10 z20	COMMENT
LOW	tests/infer/test_inspect.py	261	"x": {"x": {"p"}, "y": {"p"}, "z": set()},	COMMENT
LOW	tests/infer/test_inspect.py	301	},	COMMENT
LOW	tests/infer/test_inspect.py	341	"y": {"y": _, "z": _},	COMMENT
LOW	tests/infer/test_valid_models.py	1841	)	COMMENT
LOW	tests/infer/test_valid_models.py	1861	# -------------------	COMMENT
LOW	tests/infer/test_enum.py	2801	def test_elbo_enumerate_plates_6(scale):	COMMENT
LOW	tests/infer/test_enum.py	2941	# +-------------+	COMMENT
LOW	tests/ops/test_contract.py	321	# a\ /a	COMMENT
LOW	tests/ops/test_contract.py	341	# \|d	COMMENT
LOW	tests/distributions/test_stable_log_prob.py	141	# # The below tests will be executed:	COMMENT
LOW	docs/source/conf.py	1	# Copyright (c) 2017-2019 Uber Technologies, Inc.	COMMENT
LOW	docs/source/conf.py	21	# serve to show the default.	COMMENT
LOW	docs/source/conf.py	141	# Output file base name for HTML help builder.	COMMENT
LOW	examples/svi_horovod.py	1	# Copyright Contributors to the Pyro project.	COMMENT
LOW	examples/sir_hmc.py	1	# Copyright Contributors to the Pyro project.	COMMENT
LOW	examples/sir_hmc.py	41	# This models the dynamics of three groups within a population:	COMMENT
LOW	examples/sir_hmc.py	141		COMMENT
LOW	examples/svi_lightning.py	1	# Copyright Contributors to the Pyro project.	COMMENT
LOW	examples/sparse_gamma_def.py	1	# Copyright (c) 2017-2019 Uber Technologies, Inc.	COMMENT
LOW	examples/sparse_gamma_def.py	161	def clip_params():	COMMENT
LOW	examples/dmm.py	221	# we enclose all the sample statements in the model in a plate.	COMMENT
LOW	examples/dmm.py	281	# push the observed x's through the rnn;	COMMENT
LOW	examples/hmm.py	61	log = logging.getLogger()	COMMENT
LOW	examples/hmm.py	121	dist.Bernoulli(probs_y[x.squeeze(-1)]),	COMMENT
LOW	examples/hmm.py	141	# y_178_0 dist 16 88 \|	COMMENT
LOW	examples/hmm.py	161	# -2 and -3. If we had not used pyro.markov above, each enumerated variable	COMMENT
LOW	examples/hmm.py	221	# Let's see how batching changes the shapes of sample sites:	COMMENT
LOW	examples/hmm.py	241	# x_2 dist 16 1 10 1 \|	COMMENT
LOW	examples/hmm.py	301		COMMENT
LOW	examples/hmm.py	361	# w[t-1] ----> w[t] ---> w[t+1]	COMMENT
LOW	examples/hmm.py	501	# _______>______	COMMENT
LOW	examples/air/main.py	81	# http://akosiorek.github.io/ml/2017/09/03/implementing-air.html	COMMENT
LOW	examples/contrib/funsor/hmm.py	81	# x[t-1] --> x[t] --> x[t+1]	COMMENT
LOW	examples/contrib/funsor/hmm.py	141	# Sample Sites:	COMMENT
LOW	examples/contrib/funsor/hmm.py	161	# value 88 \|	COMMENT
LOW	examples/contrib/funsor/hmm.py	241	# value 88 \|	COMMENT
LOW	examples/contrib/funsor/hmm.py	261	# value 16 1 1 \|	COMMENT
LOW	examples/contrib/funsor/hmm.py	301	)	COMMENT
LOW	examples/contrib/funsor/hmm.py	361	with tones_plate as tones:	COMMENT
LOW	examples/contrib/funsor/hmm.py	501	with pyro.plate("tones_{}".format(t), data_dim, dim=-1):	COMMENT
LOW	examples/contrib/funsor/hmm.py	641	# value \| 16 51	COMMENT
LOW	pyro/nn/module.py	941	PyroModule[torch.nn.RNNBase]._flat_weights = _FlatWeightsDescriptor() # type: ignore[attr-defined]	COMMENT
LOW	pyro/poutine/reparam_messenger.py	81	else:	COMMENT
LOW	pyro/contrib/minipyro.py	321		COMMENT
LOW	pyro/contrib/forecast/forecaster.py	121	)	COMMENT
LOW	pyro/contrib/funsor/handlers/plate_messenger.py	241	# x_0 dist \|	COMMENT
LOW	pyro/contrib/funsor/handlers/plate_messenger.py	261	# value 3 1 1 1 1 \|	COMMENT
LOW	pyro/contrib/gp/models/sgpr.py	201	"""	COMMENT
LOW	pyro/infer/reparam/conjugate.py	81	infer={	COMMENT
LOW	pyro/infer/reparam/stable.py	181	# 3. Decompose S = G * sqrt(Z) via the symmetric strategy, where	COMMENT
LOW	pyro/infer/mcmc/nuts.py	381	r, r_unscaled = self._sample_r(name="r_t={}".format(self._t))	COMMENT
LOW	pyro/infer/mcmc/logger.py	21	LOG_MSG = "LOG"	COMMENT
LOW	pyro/distributions/hmm.py	121	# 1 0 2	COMMENT
3 more matches not shown…

Decorative Section Separators18 hits · 44 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/contrib/funsor/test_valid_models_enum.py	328	# -------------------	COMMENT
MEDIUM	tests/infer/test_valid_models.py	1861	# -------------------	STRING
MEDIUM	tests/ops/test_contract.py	153	# ------------------------------------------------------	COMMENT
MEDIUM	tests/ops/test_contract.py	197	# ------------------------------------------------------	COMMENT
MEDIUM	examples/sir_hmc.py	5	# ============	COMMENT
MEDIUM	examples/sir_hmc.py	37	# ====================	COMMENT
MEDIUM	examples/sir_hmc.py	512	# ==========================	COMMENT
MEDIUM	examples/sir_hmc.py	602	# ===========	COMMENT
MEDIUM	examples/baseball.py	58	# ===================================	COMMENT
MEDIUM	examples/baseball.py	60	# ===================================	COMMENT
MEDIUM	examples/baseball.py	136	# ===================================	STRING
MEDIUM	examples/baseball.py	138	# ===================================	STRING
MEDIUM⚡	examples/baseball.py	196	# ===================================	STRING
MEDIUM⚡	examples/baseball.py	198	# ===================================	STRING
MEDIUM	pyro/contrib/forecast/util.py	175	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	pyro/params/param_store.py	56	# -------------------------------------------------------------------------------	COMMENT
MEDIUM	pyro/params/param_store.py	198	# -------------------------------------------------------------------------------	COMMENT
MEDIUM	pyro/params/param_store.py	273	# -------------------------------------------------------------------------------	COMMENT

AI Structural Patterns42 hits · 42 pts

Severity	File	Line	Context
LOW	tests/infer/mcmc/test_mcmc_api.py	79	CODE
LOW	tests/infer/mcmc/test_mcmc_api.py	106	CODE
LOW	tests/distributions/dist_fixture.py	17	CODE
LOW	examples/dmm.py	153	CODE
LOW	examples/air/air.py	364	CODE
LOW	examples/air/air.py	379	CODE
LOW	examples/air/air.py	35	CODE
LOW	pyro/poutine/block_messenger.py	145	CODE
LOW	pyro/poutine/handlers.py	141	CODE
LOW	pyro/poutine/handlers.py	155	CODE
LOW	pyro/poutine/handlers.py	169	CODE
LOW	pyro/contrib/forecast/forecaster.py	262	CODE
LOW	pyro/contrib/forecast/forecaster.py	427	CODE
LOW	pyro/contrib/forecast/evaluate.py	71	CODE
LOW	pyro/contrib/mue/models.py	371	CODE
LOW	pyro/contrib/mue/missingdatahmm.py	113	CODE
LOW	pyro/contrib/bnn/hidden_layer.py	61	CODE
LOW	pyro/contrib/oed/glmm/glmm.py	209	CODE
LOW	pyro/contrib/epidemiology/compartmental.py	384	CODE
LOW	pyro/contrib/funsor/handlers/__init__.py	38	CODE
LOW	pyro/infer/elbo.py	110	CODE
LOW	pyro/infer/trace_mmd.py	64	CODE
LOW	pyro/infer/autoguide/guides.py	842	CODE
LOW	pyro/infer/mcmc/util.py	370	CODE
LOW	pyro/infer/mcmc/nuts.py	137	CODE
LOW	pyro/infer/mcmc/api.py	454	CODE
LOW	pyro/infer/mcmc/api.py	663	CODE
LOW	pyro/infer/mcmc/hmc.py	96	CODE
LOW	pyro/ops/tensor_utils.py	98	CODE
LOW	pyro/ops/tensor_utils.py	179	CODE
LOW	pyro/ops/gaussian.py	474	CODE
LOW	pyro/distributions/diag_normal_mixture_shared_cov.py	122	CODE
LOW	pyro/distributions/mixture.py	126	CODE
LOW	pyro/distributions/mixture.py	136	CODE
LOW	pyro/distributions/mixture.py	151	CODE
LOW	pyro/distributions/diag_normal_mixture.py	120	CODE
LOW	pyro/distributions/torch.py	350	CODE
LOW	pyro/distributions/one_one_matching.py	175	CODE
LOW	pyro/distributions/hmm.py	369	CODE
LOW	pyro/distributions/hmm.py	582	CODE
LOW	pyro/distributions/hmm.py	899	CODE
LOW	pyro/distributions/transforms/spline.py	83	CODE

AI Slop Vocabulary11 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	examples/contrib/forecast/bart.py	50	# simply pass in an empty tensor (see the preprocess() function above).	COMMENT
MEDIUM	examples/scanvi/scanvi.py	318	# Note we use TraceEnum_ELBO in order to leverage Pyro's machinery	COMMENT
MEDIUM	scripts/perf_test.sh	22	# Use process time whenever possible to make timing more robust	COMMENT
MEDIUM	pyro/optim/optim.py	40	# provides no comprehensive class hierarchy, and (2) the base class	COMMENT
MEDIUM	pyro/contrib/epidemiology/compartmental.py	736	@set_approx_sample_thresh(100) # This is robust to gross approximation.	STRING
MEDIUM	pyro/contrib/funsor/handlers/named_messenger.py	94	batch_shape = raw_value.batch_shape # TODO make make this more robust	CODE
MEDIUM	pyro/infer/inspect.py	230	# u is henceforth downstream and d is henceforth upstream.	STRING
MEDIUM	pyro/infer/mcmc/logger.py	35	# not be used in advertising or publicity pertaining to distribution	COMMENT
MEDIUM	pyro/infer/mcmc/adaptation.py	521	# here, we will leverage mass_matrix_sqrt_inverse to reduce the cost to	STRING
MEDIUM	pyro/distributions/one_two_matching.py	110	# We find that Sinkhorn iteration is more robust and faster than the	STRING
MEDIUM	pyro/distributions/one_one_matching.py	109	# We find that Sinkhorn iteration is more robust and faster than the	STRING

Excessive Try-Catch Wrapping17 hits · 19 pts

Severity	File	Line	Snippet	Context
LOW	setup.py	40	except Exception:	STRING
LOW	setup.py	57	except Exception as e:	STRING
LOW	tests/ops/test_gaussian.py	382	except Exception:	CODE
LOW	tests/distributions/test_pickle.py	84	except Exception:	CODE
LOW	profiler/hmm.py	43	except Exception:	CODE
LOW	pyro/infer/mcmc/util.py	497	except Exception:	CODE
MEDIUM	pyro/infer/mcmc/util.py	494	def wrapped(sample, args, *kwargs):	CODE
LOW	pyro/infer/mcmc/logger.py	179	except Exception:	CODE
LOW	pyro/infer/mcmc/logger.py	196	except Exception:	CODE
LOW	pyro/infer/mcmc/logger.py	229	except Exception:	CODE
MEDIUM	pyro/infer/mcmc/logger.py	189	def emit(self, record):	CODE
MEDIUM	pyro/infer/mcmc/logger.py	217	def emit(self, record):	CODE
LOW	pyro/infer/mcmc/api.py	141	except Exception as e:	CODE
LOW	pyro/infer/mcmc/hmc.py	179	except Exception as e:	STRING
LOW	pyro/ops/integrator.py	85	except Exception as e:	STRING
LOW	pyro/distributions/torch_patch.py	27	except Exception:	CODE
MEDIUM	pyro/distributions/torch_patch.py	24	def decorator(new_fn):	CODE

Cross-Language Confusion2 hits · 8 pts

Severity	File	Line	Snippet	Context
HIGH	profiler/distributions.py	124	out.push(result_row)	CODE
HIGH	pyro/infer/csis.py	19	program to minimise KL(model posterior \|\| guide), and inference with	STRING

Redundant / Tautological Comments4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	examples/cvae/util.py	138	# Iterate over data.	COMMENT
LOW	examples/cvae/cvae.py	150	# Iterate over data.	COMMENT
LOW	pyro/primitives.py	157	# Check if stack is empty.	COMMENT
LOW	pyro/contrib/examples/multi_mnist.py	81	# Set RNG to known state.	COMMENT

Slop Phrases2 hits · 5 pts

Severity	File	Line	Snippet	Context
MEDIUM	pyro/contrib/minipyro.py	323	# This is a basic implementation of the Evidence Lower Bound, which is the	COMMENT
MEDIUM	pyro/infer/inspect.py	115	Here is a simple example with no plates. We see every node depends on	CODE

Fake / Example Data3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	tests/infer/mcmc/test_mcmc_api.py	47	return {"dummy_key": "dummy_value"}	CODE
LOW⚡	tests/infer/mcmc/test_mcmc_api.py	321	assert diagnostics["dummy_key"] == {	CODE
LOW⚡	tests/infer/mcmc/test_mcmc_api.py	322	"chain {}".format(i): "dummy_value" for i in range(num_chains)	CODE

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	pyro/contrib/examples/polyphonic_data_loader.py	58	def process_data(base_path, dataset, min_note=21, note_range=88):	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings