rentruewang/aioway

Pattern Findings

The scanner identified 298 distinct pattern matches across 11 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. 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 configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Unused Imports95 hits · 95 pts

Severity	File	Line	Context
LOW	src/aioway/rewrites/__init__.py	3	CODE
LOW	src/aioway/rewrites/__init__.py	4	CODE
LOW	src/aioway/rewrites/__init__.py	5	CODE
LOW	src/aioway/_utils/__init__.py	5	CODE
LOW	src/aioway/_utils/__init__.py	6	CODE
LOW	src/aioway/_utils/__init__.py	7	CODE
LOW	src/aioway/_utils/__init__.py	8	CODE
LOW	src/aioway/_utils/__init__.py	9	CODE
LOW	src/aioway/_utils/__init__.py	10	CODE
LOW	src/aioway/_utils/__init__.py	11	CODE
LOW	src/aioway/ir/__init__.py	3	CODE
LOW	src/aioway/ir/__init__.py	4	CODE
LOW	src/aioway/ir/__init__.py	5	CODE
LOW	src/aioway/ir/__init__.py	6	CODE
LOW	src/aioway/ir/__init__.py	7	CODE
LOW	src/aioway/ir/__init__.py	8	CODE
LOW	src/aioway/ir/instrs/__init__.py	5	CODE
LOW	src/aioway/ir/instrs/__init__.py	6	CODE
LOW	src/aioway/ir/intrptrs/__init__.py	3	CODE
LOW	src/aioway/ir/intrptrs/__init__.py	4	CODE
LOW	src/aioway/ir/intrptrs/__init__.py	5	CODE
LOW	src/aioway/ir/queries/__init__.py	3	CODE
LOW	src/aioway/ir/queries/__init__.py	4	CODE
LOW	src/aioway/ir/progs/__init__.py	3	CODE
LOW	src/aioway/ir/progs/__init__.py	4	CODE
LOW	src/aioway/emits/__init__.py	3	CODE
LOW	src/aioway/emits/__init__.py	4	CODE
LOW	src/aioway/emits/__init__.py	5	CODE
LOW	src/aioway/emits/__init__.py	6	CODE
LOW	src/aioway/emits/__init__.py	7	CODE
LOW	src/aioway/emits/__init__.py	8	CODE
LOW	src/aioway/emits/losses/__init__.py	3	CODE
LOW	src/aioway/emits/losses/__init__.py	4	CODE
LOW	src/aioway/emits/losses/__init__.py	5	CODE
LOW	src/aioway/em/__init__.py	3	CODE
LOW	src/aioway/em/__init__.py	4	CODE
LOW	src/aioway/em/__init__.py	5	CODE
LOW	src/aioway/em/__init__.py	6	CODE
LOW	src/aioway/em/__init__.py	7	CODE
LOW	src/aioway/em/expls/__init__.py	3	CODE
LOW	src/aioway/em/expls/__init__.py	4	CODE
LOW	src/aioway/io/__init__.py	3	CODE
LOW	src/aioway/io/__init__.py	4	CODE
LOW	src/aioway/io/dsets/__init__.py	3	CODE
LOW	src/aioway/io/dsets/__init__.py	4	CODE
LOW	src/aioway/io/codecs/__init__.py	5	CODE
LOW	src/aioway/io/codecs/__init__.py	6	CODE
LOW	src/aioway/io/codecs/__init__.py	7	CODE
LOW	src/aioway/io/codecs/__init__.py	8	CODE
LOW	src/aioway/io/codecs/__init__.py	9	CODE
LOW	src/aioway/_api/__init__.py	3	CODE
LOW	src/aioway/_api/__init__.py	4	CODE
LOW	src/aioway/t/__init__.py	5	CODE
LOW	src/aioway/t/__init__.py	6	CODE
LOW	src/aioway/t/__init__.py	7	CODE
LOW	src/aioway/t/__init__.py	8	CODE
LOW	src/aioway/t/__init__.py	9	CODE
LOW	src/aioway/t/__init__.py	10	CODE
LOW	src/aioway/t/__init__.py	11	CODE
LOW	src/aioway/t/__init__.py	12	CODE
35 more matches not shown…

Hyper-Verbose Identifiers83 hits · 94 pts

Severity	File	Line	Snippet	Context
LOW	tests/rewrites/test_morphing.py	131	def test_type_query_finds_block():	CODE
LOW	tests/rewrites/test_morphing.py	142	def test_exact_query_by_instance():	CODE
LOW	tests/rewrites/test_morphing.py	154	def test_exact_query_module_called_twice():	CODE
LOW	tests/rewrites/test_morphing.py	163	def test_needs_single_dependency():	CODE
LOW	tests/rewrites/test_morphing.py	203	def test_netmorph_skips_shared_intermediate():	CODE
LOW	tests/rewrites/test_morphing.py	209	def test_netmorph_skips_shape_change():	CODE
LOW	tests/rewrites/test_morphing.py	235	def test_netmorph_rewrite_longer_middle():	CODE
LOW	tests/rewrites/test_morphing.py	253	def test_netmorph_rewrite_keeps_io():	CODE
LOW	tests/rewrites/test_morphing.py	262	def test_netmorph_rewrite_keeps_original():	CODE
LOW	tests/rewrites/test_matchers.py	35	def test_linear_match_sequential(linear_matcher: Matcher, sequential: nn.Sequential):	CODE
LOW	tests/_utils/test_sets.py	14	def test_any_set_with_defaults():	CODE
LOW⚡	tests/_utils/test_sets.py	27	def test_any_set_unhashable_uses_identity():	CODE
LOW⚡	tests/_utils/test_sets.py	34	def test_any_set_add_and_discard():	CODE
LOW⚡	tests/_utils/test_sets.py	43	def test_any_set_wrong_type_raises():	CODE
LOW	tests/_utils/test_sets.py	102	def test_isdisjoint_no_mutation():	CODE
LOW⚡	tests/_utils/test_sets.py	113	def test_any_dict_with_defaults():	CODE
LOW⚡	tests/_utils/test_sets.py	120	def test_any_dict_set_get_del():	CODE
LOW⚡	tests/_utils/test_sets.py	130	def test_any_dict_missing_key_raises():	CODE
LOW⚡	tests/_utils/test_sets.py	138	def test_any_dict_unhashable_keys():	CODE
LOW	tests/_utils/test_sets.py	152	def test_any_dict_keys_values_items():	CODE
LOW	tests/_utils/test_types.py	21	def test_invoke_count_recursive():	CODE
LOW	tests/ir/test_calls.py	29	def test_torch_func_dag_returns():	CODE
LOW	tests/ir/test_calls.py	40	def test_torch_func_calls_funcs():	CODE
LOW	tests/ir/test_calls.py	68	def test_fake_aten_dag_tensor():	CODE
LOW	tests/ir/test_calls.py	105	def test_dag_inputs_first_use_order():	CODE
LOW	tests/ir/test_calls.py	120	def test_dag_inputs_many_same_step():	CODE
LOW	tests/ir/test_calls.py	186	def test_traced_matches_eager(trace, fn):	CODE
LOW⚡	tests/ir/test_calls.py	202	def test_inputs_are_traced_fakes(trace):	CODE
LOW⚡	tests/ir/test_calls.py	212	def test_wrong_shape_rejected(trace):	CODE
LOW⚡	tests/ir/test_calls.py	219	def test_aten_records_only_aten_ops():	CODE
LOW	tests/ir/test_execs.py	43	def test_wrong_input_signature(exec: Exec):	CODE
LOW	tests/ir/test_queries.py	114	def test_no_depending_on_intermediate(graph: Graph):	CODE
LOW	tests/ir/test_queries.py	157	def test_rewrite_with_itself_setitem(graph: Graph):	CODE
LOW	tests/ir/test_queries.py	205	def test_rewrite_keeps_io_attrs(graph: Graph):	CODE
LOW	tests/ir/test_queries.py	217	def test_rewrite_keeps_original(graph: Graph):	CODE
LOW	tests/ir/test_queries.py	229	def test_rewrite_rejects_wrong_shape(graph: Graph):	CODE
LOW	tests/ir/test_queries.py	237	def test_rewrite_rejects_wrong_arity(graph: Graph):	CODE
LOW	tests/ir/test_queries.py	277	def test_seqs_whole_program_fail(graph: Graph):	CODE
LOW	tests/ir/test_queries.py	287	def test_seqs_longer_than_program(graph: Graph):	CODE
LOW	tests/ir/test_queries.py	299	def test_seqs_by_type_no_match(graph: Graph):	CODE
LOW	tests/ir/test_modules.py	69	def test_thunk_upstream_yields(module: nn.Module) -> None:	CODE
LOW	tests/ir/test_modules.py	76	def test_thunk_downstream_yields(thunk: ModuleCall) -> None:	CODE
LOW	tests/ir/test_modules.py	97	def test_append_index_all_outputs(hist: ModuleHist, module: nn.Module) -> None:	CODE
LOW	tests/ir/test_modules.py	114	def test_thunk_of_unknown_fail(hist: ModuleHist, thunk: ModuleCall) -> None:	CODE
LOW⚡	tests/ir/test_modules.py	137	def test_tracker_records_leaves(tracker: ModuleTracker, hist: ModuleHist) -> None:	CODE
LOW⚡	tests/ir/test_modules.py	146	def test_tracker_records_parents(tracker: ModuleTracker, hist: ModuleHist) -> None:	CODE
LOW⚡	tests/ir/test_modules.py	155	def test_tracker_records_shapes(tracker: ModuleTracker, hist: ModuleHist) -> None:	CODE
LOW	tests/ir/test_modules.py	173	def test_tracker_active_only_context(tracker: ModuleTracker, hist: ModuleHist) -> None:	CODE
LOW	tests/emits/test_convs.py	42	def test_emit_image_regressor(	CODE
LOW	tests/emits/losses/test_losses.py	17	def test_route_unbounded_loss():	CODE
LOW	tests/t/test_nested.py	91	def test_find_skips_non_tensors():	CODE
LOW	tests/t/test_nested.py	108	def test_leaves_typed_filters():	CODE
LOW	tests/t/test_nested.py	116	def test_leaves_typed_container():	CODE
LOW	tests/t/test_nested.py	129	def test_map_memo_keeps_structure():	CODE
LOW	tests/t/test_nested.py	146	def test_map_memo_custom_memo():	CODE
LOW⚡	tests/t/test_lists.py	68	def test_tlist_order_dependent(x, y):	CODE
LOW⚡	tests/t/test_lists.py	73	def test_tlist_fake_check_all(tlist: TList):	CODE
LOW⚡	tests/t/test_lists.py	78	def test_tlist_fake_check_mixed(x):	CODE
LOW⚡	tests/t/test_lists.py	85	def test_tlist_flatten_unflatten(tlist, x, y):	CODE
LOW	tests/t/overrides/test_fake.py	52	def test_fake_tensor_identity(fake: torch.Tensor):	CODE
23 more matches not shown…

Modern Structural Boilerplate92 hits · 92 pts

Severity	File	Line	Snippet	Context
LOW	src/aioway/_thunks.py	11	__all__ = ["Thunk", "AnyThunk"]	CODE
LOW	src/aioway/rewrites/rewrites.py	10	__all__ = ["Rewriter"]	CODE
LOW	src/aioway/rewrites/morphing.py	16	__all__ = ["NetMorphLinearSeqDeeper"]	CODE
LOW	src/aioway/rewrites/matchers.py	11	__all__ = ["MatchFunc", "Matcher"]	CODE
LOW	src/aioway/_utils/signs.py	15	__all__ = ["Param", "Sign"]	CODE
LOW	src/aioway/_utils/platforms.py	8	__all__ = ["num_threads"]	CODE
LOW	src/aioway/_utils/types.py	8	__all__ = ["track_call_count", "Stack", "find_common_base"]	CODE
LOW	src/aioway/_utils/renders.py	11	__all__ = [	CODE
LOW	src/aioway/_utils/profs.py	16	__all__ = ["Profiler", "ProfilerStack", "CallerProfiler", "ProfilerCollection"]	CODE
LOW	src/aioway/_utils/typing.py	12	__all__ = [	CODE
LOW	src/aioway/_utils/sets.py	7	__all__ = ["any_set", "AnySet", "any_dict", "AnyDict"]	CODE
LOW	src/aioway/ir/modules.py	18	__all__ = ["ModuleTracker", "ModuleHist", "track_module_thunks"]	CODE
LOW	src/aioway/ir/calls.py	22	__all__ = ["TorchFuncDag", "fake_aten_dag"]	CODE
LOW	src/aioway/ir/rebuild.py	10	__all__ = ["rebuild_module"]	CODE
LOW	src/aioway/ir/instrs/instrs.py	16	__all__ = ["Instr", "InstrList"]	CODE
LOW	src/aioway/ir/instrs/calls.py	21	__all__ = ["FuncCall", "ModuleCall"]	CODE
LOW	src/aioway/ir/intrptrs/codes.py	20	__all__ = ["CodeRender", "render_stateless_program"]	CODE
LOW	src/aioway/ir/intrptrs/intrptrs.py	14	__all__ = ["Intrptr"]	CODE
LOW	src/aioway/ir/intrptrs/execs.py	18	__all__ = ["Exec", "LocalScope"]	CODE
LOW	src/aioway/ir/queries/queries.py	18	__all__ = ["Query", "OrderedIndex", "IndexQuery"]	CODE
LOW	src/aioway/ir/queries/seqs.py	16	__all__ = ["SequentialQuery", "ExactSequential", "TypeSequential"]	CODE
LOW	src/aioway/ir/progs/subs.py	12	__all__ = ["FuncProgram", "NnProgram", "NnProgramModule"]	CODE
LOW	src/aioway/ir/progs/progs.py	20	__all__ = ["TensorRef", "Program", "TensorLifetime"]	CODE
LOW	src/aioway/emits/convs.py	17	__all__ = ["ImageRegressorEmitter"]	CODE
LOW	src/aioway/emits/linear.py	14	__all__ = [	CODE
LOW	src/aioway/emits/compound.py	14	__all__ = ["CompoundBuilder", "BuilderNode", "BuiltModule"]	CODE
LOW	src/aioway/emits/emitters.py	14	__all__ = [	CODE
LOW	src/aioway/emits/args.py	14	__all__ = ["ArgsTSpec", "NnArgs"]	CODE
LOW	src/aioway/emits/norms.py	14	__all__ = ["NormEmitter", "NormType", "layer_norm_emitter"]	CODE
LOW	src/aioway/emits/losses/contrastive.py	14	__all__ = ["ContrastiveLoss", "ContrastiveLossEmitter"]	CODE
LOW	src/aioway/emits/losses/recon.py	10	__all__ = ["LossLike", "ReconstructionLoss"]	CODE
LOW	src/aioway/emits/losses/routes.py	14	__all__ = ["emit_loss", "route_loss"]	CODE
LOW	src/aioway/em/steps.py	18	__all__ = ["Step", "ValidateStep", "TrainStep", "IncSkLearnStep"]	CODE
LOW	src/aioway/em/tasks.py	9	__all__ = ["Task"]	CODE
LOW	src/aioway/em/rl.py	13	__all__ = ["vec_env", "collector"]	CODE
LOW	src/aioway/em/distils.py	7	__all__ = ["distil"]	CODE
LOW	src/aioway/em/static.py	23	__all__ = ["StaticTrainer", "TrainCfg", "Task", "BatchIter"]	CODE
LOW	src/aioway/em/nmf.py	10	__all__ = ["NmfTrainer"]	CODE
LOW	src/aioway/em/expls/expls.py	17	__all__ = ["Expl", "expl_dcls"]	CODE
LOW	src/aioway/em/expls/inputs.py	7	__all__ = [	CODE
LOW	src/aioway/io/dsets/dsets.py	13	__all__ = ["Dset", "IdxDset", "IterDset", "DatasetIdxDset"]	CODE
LOW	src/aioway/io/dsets/comps.py	17	__all__ = [	CODE
LOW	src/aioway/io/codecs/_bases.py	9	__all__ = ["TorchCompatible"]	CODE
LOW	src/aioway/io/codecs/texts.py	12	__all__ = ["TokenizerLoader", "TokenizeResult"]	CODE
LOW	src/aioway/io/codecs/collates.py	7	__all__ = ["chunk_collate", "chunk_collate_decompose_dim"]	CODE
LOW	src/aioway/io/codecs/images.py	17	__all__ = [	CODE
LOW	src/aioway/io/codecs/_av.py	14	__all__ = ["AudioStream"]	CODE
LOW	src/aioway/io/codecs/audios.py	17	__all__ = [	CODE
LOW	src/aioway/io/codecs/videos.py	16	__all__ = ["VideoLoader", "AvVideoLoader", "TorchCodecVideoLoader", "VideoData"]	CODE
LOW	src/aioway/_api/fast.py	8	__all__ = ["fastapi_app", "route_fastapi"]	CODE
LOW	src/aioway/_api/items.py	10	__all__ = ["public_api", "public_items", "AiowayApi"]	CODE
LOW	src/aioway/t/hooks.py	11	__all__ = [	CODE
LOW	src/aioway/t/lists.py	22	__all__ = ["TList"]	CODE
LOW	src/aioway/t/guards.py	11	__all__ = [	CODE
LOW	src/aioway/t/discovery.py	15	__all__ = ["batch_tspec", "iter_tspec"]	CODE
LOW	src/aioway/t/_utils.py	21	__all__ = ["tcol_to_tdict", "render_torch_func_name", "camel_to_snake"]	CODE
LOW	src/aioway/t/routes.py	23	__all__ = [	CODE
LOW	src/aioway/t/nested.py	14	__all__ = [	CODE
LOW	src/aioway/t/overrides/fake.py	13	__all__ = [	CODE
LOW	src/aioway/t/overrides/modes.py	21	__all__ = [	CODE
32 more matches not shown…

Dead Code6 hits · 12 pts

Severity	File	Line	Context
MEDIUM	src/aioway/_utils/renders.py	52	CODE
MEDIUM	src/aioway/_utils/renders.py	55	CODE
MEDIUM	src/aioway/_utils/renders.py	59	CODE
MEDIUM	src/aioway/_utils/renders.py	62	CODE
MEDIUM	src/aioway/_utils/renders.py	63	CODE
MEDIUM	src/aioway/emits/compound.py	133	CODE

Over-Commented Block11 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	notebooks/hello.py	1	# ---	COMMENT
LOW	notebooks/rendering.py	1	# ---	COMMENT
LOW	notebooks/attributes.py	1	# ---	COMMENT
LOW	notebooks/disable_ops.py	1	# ---	COMMENT
LOW	notebooks/print_torch_ops.py	1	# ---	COMMENT
LOW	notebooks/grads.py	1	# ---	COMMENT
LOW	notebooks/aten.py	1	# ---	COMMENT
LOW	notebooks/missing_values.py	1	# ---	COMMENT
LOW	notebooks/mnist.py	1	# ---	COMMENT
LOW	notebooks/state_dicts.py	1	# ---	COMMENT
LOW	notebooks/history.py	1	# ---	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/aioway/io/codecs/audios.py	135	# Create a fake tensor of float32 in fake mode.	COMMENT
MEDIUM	src/aioway/io/codecs/videos.py	54	# Create a fake tensor of float32 in fake mode.	COMMENT

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	src/aioway/t/tspecs/__init__.py	13	except ImportError:	CODE

Excessive Try-Catch Wrapping4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	src/aioway/t/routes.py	53	except Exception as e:	CODE
LOW	src/aioway/t/attrs/_bases.py	39	except Exception:	CODE
LOW	src/aioway/t/attrs/attrs.py	410	except Exception:	CODE
LOW	src/aioway/errors/exceptions.py	34	except Exception as e:	CODE

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	ci/group-actions.py	23	# Set columns to current terminal size - indent.	COMMENT
LOW	src/aioway/ir/modules.py	63	# Check if the keys already exists,	COMMENT

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/aioway/io/codecs/audios.py	101		CODE

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/aioway/t/attrs/dtypes.py	66		CODE

Maintenance and Governance Review

Risk Review · v3

What These Metrics Mean

Pattern-Signal History

Severity Breakdown

Directory Score Breakdown

Pattern Findings