rentruewang/aioway

17.6

Adjusted Score

17.6

Raw Score

100%

Time Factor

2026-07-09

Last Push

1.8K

Stars

Python

Language

14.3K

Lines of Code

170

Files

233

Pattern Hits

2026-07-14

Scan Date

0.01

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

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

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 1MEDIUM 8LOW 224

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 233 distinct pattern matches across 11 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.

Unused Imports93 hits · 93 pts

Severity	File	Line	Context
LOW	notebooks/aten.py	18	CODE
LOW	notebooks/aten.py	19	CODE
LOW	src/aioway/__init__.py	5	CODE
LOW	src/aioway/__init__.py	5	CODE
LOW	src/aioway/__init__.py	5	CODE
LOW	src/aioway/__init__.py	5	CODE
LOW	src/aioway/__init__.py	5	CODE
LOW	src/aioway/__init__.py	5	CODE
LOW	src/aioway/__init__.py	5	CODE
LOW	src/aioway/__init__.py	5	CODE
LOW	src/aioway/__init__.py	5	CODE
LOW	src/aioway/__init__.py	5	CODE
LOW	src/aioway/__init__.py	5	CODE
LOW	src/aioway/__init__.py	5	CODE
LOW	src/aioway/__init__.py	5	CODE
LOW	src/aioway/__init__.py	5	CODE
LOW	src/aioway/__init__.py	5	CODE
LOW	src/aioway/__init__.py	5	CODE
LOW	src/aioway/__init__.py	5	CODE
LOW	src/aioway/__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/_utils/__init__.py	12	CODE
LOW	src/aioway/_utils/__init__.py	13	CODE
LOW	src/aioway/_utils/__init__.py	14	CODE
LOW	src/aioway/_utils/tensors/__init__.py	5	CODE
LOW	src/aioway/_utils/tensors/__init__.py	6	CODE
LOW	src/aioway/_utils/tensors/__init__.py	7	CODE
LOW	src/aioway/_utils/tensors/__init__.py	8	CODE
LOW	src/aioway/codecs/__init__.py	5	CODE
LOW	src/aioway/codecs/__init__.py	6	CODE
LOW	src/aioway/codecs/__init__.py	7	CODE
LOW	src/aioway/codecs/__init__.py	8	CODE
LOW	src/aioway/codecs/__init__.py	9	CODE
LOW	src/aioway/attrs/__init__.py	3	CODE
LOW	src/aioway/attrs/__init__.py	4	CODE
LOW	src/aioway/attrs/__init__.py	5	CODE
LOW	src/aioway/attrs/__init__.py	6	CODE
LOW	src/aioway/attrs/__init__.py	7	CODE
LOW	src/aioway/modes/__init__.py	3	CODE
LOW	src/aioway/modes/__init__.py	4	CODE
LOW	src/aioway/modes/__init__.py	5	CODE
LOW	src/aioway/modes/__init__.py	6	CODE
LOW	src/aioway/modes/__init__.py	7	CODE
LOW	src/aioway/modes/__init__.py	8	CODE
LOW	src/aioway/modes/aten/__init__.py	3	CODE
LOW	src/aioway/modes/aten/__init__.py	4	CODE
LOW	src/aioway/modes/aten/__init__.py	5	CODE
LOW	src/aioway/modes/aten/__init__.py	6	CODE
LOW	src/aioway/modes/tracking/__init__.py	5	CODE
LOW	src/aioway/modes/tracking/__init__.py	6	CODE
LOW	src/aioway/emits/__init__.py	3	CODE
LOW	src/aioway/emits/__init__.py	4	CODE
LOW	src/aioway/io/__init__.py	3	CODE
LOW	src/aioway/io/__init__.py	4	CODE
33 more matches not shown…

Modern Structural Boilerplate83 hits · 82 pts

Severity	File	Line	Snippet	Context
LOW	src/aioway/_sess.py	12	__all__ = ["Session"]	CODE
LOW	src/aioway/_api.py	10	__all__ = ["public_api", "public_items", "AiowayApi"]	CODE
LOW	src/aioway/_thunks.py	12	__all__ = ["Thunk", "AnyThunk"]	CODE
LOW	src/aioway/trainers.py	12	__all__ = ["Trainer"]	CODE
LOW	src/aioway/indices.py	15	__all__ = ["AnnIndex", "AnnResult", "AnnIndexIter", "AnnIndexTrainerIter", "FaissIndex"]	CODE
LOW	src/aioway/_costs.py	14	__all__ = ["Cost", "CostSession"]	CODE
LOW	src/aioway/sklearn.py	12	__all__ = ["SklearnModel", "HasFit", "HasPredict", "HasFitPredict"]	CODE
LOW	src/aioway/_utils/tdicts.py	7	__all__ = ["tdict_rename", "tdict_all_equal"]	CODE
LOW	src/aioway/_utils/logging.py	11	__all__ = ["enable_log", "enable_rich_log"]	CODE
LOW	src/aioway/_utils/signs.py	10	__all__ = ["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", "AnySet", "AnyDict"]	CODE
LOW	src/aioway/_utils/dags.py	9	__all__ = ["DagNodeKey", "dag_node_key", "topo_sort"]	CODE
LOW	src/aioway/_utils/renders.py	16	__all__ = [	CODE
LOW	src/aioway/_utils/decomps.py	16	__all__ = [	CODE
LOW	src/aioway/_utils/typing.py	10	__all__ = [	CODE
LOW	src/aioway/_utils/tensors/hooks.py	11	__all__ = [	CODE
LOW	src/aioway/_utils/tensors/guards.py	11	__all__ = [	CODE
LOW	src/aioway/_utils/tensors/fake.py	14	__all__ = [	CODE
LOW	src/aioway/_utils/tensors/renders.py	9	__all__ = [	CODE
LOW	src/aioway/codecs/_bases.py	9	__all__ = ["TorchCompatible"]	CODE
LOW	src/aioway/codecs/texts.py	12	__all__ = ["TokenizerLoader", "TokenizeResult"]	CODE
LOW	src/aioway/codecs/collates.py	7	__all__ = ["chunk_collate", "chunk_collate_decompose_dim"]	CODE
LOW	src/aioway/codecs/images.py	18	__all__ = [	CODE
LOW	src/aioway/codecs/_av.py	14	__all__ = ["AudioStream"]	CODE
LOW	src/aioway/codecs/audios.py	19	__all__ = [	CODE
LOW	src/aioway/codecs/videos.py	17	__all__ = ["VideoLoader", "AvVideoLoader", "TorchCodecVideoLoader", "VideoData"]	CODE
LOW	src/aioway/attrs/shapes.py	14	__all__ = ["ShapeLike", "Shape"]	CODE
LOW	src/aioway/attrs/dtypes.py	13	__all__ = ["DType", "DTypeLike", "DTypeFamily"]	CODE
LOW	src/aioway/attrs/_bases.py	8	__all__ = ["TorchAttrBase"]	CODE
LOW	src/aioway/attrs/attrs.py	22	__all__ = ["Attr", "AttrLike", "AttrDict"]	CODE
LOW	src/aioway/attrs/layouts.py	11	__all__ = ["Layout", "LayoutLike"]	CODE
LOW	src/aioway/attrs/devices.py	10	__all__ = ["Device", "DeviceLike"]	CODE
LOW	src/aioway/modes/tensors.py	21	__all__ = ["TorchFuncMode", "TorchDispMode", "TorchFuncThunk", "TorchDispThunk"]	CODE
LOW	src/aioway/modes/modes.py	14	__all__ = ["Mode", "ModeStack", "ModeThunk"]	CODE
LOW	src/aioway/modes/toggles.py	10	__all__ = ["active_mode", "set_mode", "mode_off"]	CODE
LOW	src/aioway/modes/modules.py	18	__all__ = ["NnFwdThunk", "NnInitThunk", "NnFwdMode", "NnInitMode"]	CODE
LOW	src/aioway/modes/aten/binary.py	16	__all__ = [	CODE
LOW	src/aioway/modes/aten/getitem.py	13	__all__ = ["BooleanMasking", "IntSelect"]	CODE
LOW	src/aioway/modes/aten/fn.py	14	__all__ = ["AtenThunk"]	CODE
LOW	src/aioway/modes/aten/aten.py	19	__all__ = ["Aten", "aten_dcls", "find_aten", "all_aten_overrides"]	CODE
LOW	src/aioway/modes/tracking/hists.py	27	__all__ = ["Hist", "HistTensorGraph"]	CODE
LOW	src/aioway/modes/tracking/hists.py	132	def _update_ref(self, thunk: T, output: object) -> None:	STRING
LOW	src/aioway/modes/tracking/modes.py	27	__all__ = [	CODE
LOW	src/aioway/emits/linear.py	16	__all__ = ["linear_shape", "linear_from_attr", "MlpEmitter"]	CODE
LOW	src/aioway/emits/emitters.py	13	__all__ = [	CODE
LOW	src/aioway/io/envs.py	17	__all__ = ["Env", "EnvGen"]	CODE
LOW	src/aioway/io/sinks.py	12	__all__ = ["Sink", "sink_dcls"]	CODE
LOW	src/aioway/io/volatile.py	15	__all__ = ["TensorDictFrame", "TensorListIter", "TdictListIter"]	CODE
LOW	src/aioway/io/volatile.py	31	def _setup(self) -> None:	CODE
LOW	src/aioway/io/dsets.py	17	__all__ = [	CODE
LOW	src/aioway/io/dsets.py	67	def _setup(self) -> None:	CODE
LOW	src/aioway/io/sess.py	13	__all__ = ["DsetSession"]	CODE
LOW	src/aioway/spaces/gym.py	12	__all__ = ["DiscreteSpace", "BoxSpace", "MultiDiscreteSpace", "MultiBinarySpace"]	CODE
LOW	src/aioway/spaces/media.py	15	__all__ = ["ImageSpace", "ByteImageSpace", "FloatImageSpace"]	CODE
LOW	src/aioway/spaces/spaces.py	16	__all__ = ["Space", "AnySpace", "TensorSpace", "TdictSpace", "space_dcls"]	CODE
LOW	src/aioway/spaces/exact.py	16	__all__ = ["AttrSpace", "ShapeSpace", "DTypeSpace"]	CODE
LOW	src/aioway/spaces/dims.py	16	__all__ = ["DimSpace", "DimInfo"]	CODE
LOW	src/aioway/spaces/coercions.py	12	__all__ = ["register_coercsion", "coerce_space", "Coercion", "CoercionOutput"]	CODE
LOW	src/aioway/torch/optim.py	11	__all__ = ["OptimizerUFunc"]	CODE
23 more matches not shown…

Hyper-Verbose Identifiers31 hits · 34 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_sess.py	57	def test_no_abstract_session_current():	CODE
LOW	tests/_utils/test_types.py	19	def test_invoke_count_recursive():	CODE
LOW	tests/modes/test_history.py	103	def test_boolean_masking_should_fail(fake_a: torch.Tensor):	CODE
LOW	tests/modes/test_history.py	110	def test_boolean_masking_patched(fake_a: torch.Tensor):	CODE
LOW	tests/spaces/test_gym.py	42	def test_discrete_valid_sample(discrete: Space):	CODE
LOW	tests/spaces/test_gym.py	51	def test_discrete_invalid_init():	CODE
LOW⚡	tests/spaces/test_gym.py	78	def test_multi_discrete_valid(multi_discrete: Space):	CODE
LOW⚡	tests/spaces/test_gym.py	82	def test_multi_discrete_valid_sample(multi_discrete: Space):	CODE
LOW⚡	tests/spaces/test_gym.py	86	def test_multi_discrete_invalid(multi_discrete: Space):	CODE
LOW⚡	tests/spaces/test_gym.py	93	def test_multi_discrete_invalid_init():	CODE
LOW⚡	tests/spaces/test_gym.py	102	def test_multi_binary_valid_sample(multi_binary: Space):	CODE
LOW⚡	tests/spaces/test_gym.py	106	def test_multi_binary_invalid(multi_binary: Space):	CODE
LOW⚡	tests/spaces/test_gym.py	111	def test_multi_binary_invalid_init():	CODE
LOW	tests/torch/nn/test_nn_init.py	14	def test_layer_nn_init_module(layer_nn_init: NnInit):	CODE
LOW	tests/torch/nn/test_iters.py	55	def test_iter_replace_with_function(tensor_init: TensorListIter):	CODE
LOW	tests/torch/nn/test_iters.py	74	def test_iter_no_replace_with_function(tensor_init: TensorIter):	CODE
LOW	tests/relalg/test_maps.py	130	def test_map_stream_one_to_one(map_stream: MapIter, save_last: SaveLastMapStream):	CODE
LOW	tests/relalg/test_binary.py	120	def test_simple_nested_loop_join(	CODE
LOW	tests/relalg/test_binary.py	160	def test_join_equal_as_original(	CODE
LOW	tests/relalg/test_binary.py	222	def test_binary_stream_in_list(	CODE
LOW	src/aioway/_utils/tensors/hooks.py	34	def register_module_forward_pre_hook(hook: ModulePreHook):	CODE
LOW	src/aioway/_utils/tensors/hooks.py	49	def register_module_forward_hook(hook: ModuleHook, *, always_call: bool = False):	CODE
LOW	src/aioway/_utils/tensors/hooks.py	64	def register_module_full_backward_pre_hook(hook: ModulePreHook):	CODE
LOW	src/aioway/_utils/tensors/hooks.py	79	def register_module_full_backward_hook(hook: ModuleHook):	CODE
LOW	src/aioway/_utils/tensors/hooks.py	94	def nn_module_register_forward_pre_hook(module: nn.Module, hook: ModulePreHook):	CODE
LOW	src/aioway/_utils/tensors/hooks.py	109	def nn_module_register_forward_hook(	CODE
LOW	src/aioway/_utils/tensors/hooks.py	126	def nn_module_register_full_backward_pre_hook(module: nn.Module, hook: ModulePreHook):	CODE
LOW	src/aioway/_utils/tensors/hooks.py	141	def nn_module_register_full_backward_hook(module: nn.Module, hook: ModuleHook):	CODE
LOW	src/aioway/_utils/tensors/renders.py	32	def render_function_body_prefix(	CODE
LOW	src/aioway/codecs/collates.py	12	def chunk_collate_decompose_dim(max_len: int, dim: int) -> CollateFunc:	CODE
LOW	src/aioway/attrs/attrs.py	210	def _try_parse_attr_like_dict(cls, item: AttrLikeDict) -> typing.Self \| None:	CODE

Dead Code6 hits · 12 pts

Severity	File	Line	Context
MEDIUM	src/aioway/_utils/renders.py	59	CODE
MEDIUM	src/aioway/_utils/renders.py	62	CODE
MEDIUM	src/aioway/_utils/renders.py	66	CODE
MEDIUM	src/aioway/_utils/renders.py	69	CODE
MEDIUM	src/aioway/_utils/renders.py	70	CODE
MEDIUM	src/aioway/_ufuncs/compound.py	147	CODE

Over-Commented Block9 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	notebooks/hello.py	1	# ---	COMMENT
LOW	notebooks/nn_init.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/modules.py	1	# ---	COMMENT
LOW	notebooks/aten.py	1	# ---	COMMENT
LOW	notebooks/state_dicts.py	1	# ---	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/aioway/codecs/audios.py	137	# Create a fake tensor of float32 in fake mode.	COMMENT
MEDIUM	src/aioway/codecs/videos.py	55	# Create a fake tensor of float32 in fake mode.	COMMENT

Cross-Language Confusion1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	src/aioway/io/dsets.py	80	sess.push(self)	CODE

Excessive Try-Catch Wrapping4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	src/aioway/attrs/_bases.py	40	except Exception:	CODE
LOW	src/aioway/attrs/attrs.py	223	except Exception:	CODE
LOW	src/aioway/modes/tracking/hists.py	91	except Exception as e:	STRING
LOW	src/aioway/errors/exceptions.py	34	except Exception as e:	CODE

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	src/aioway/_utils/dags.py	95	# Check if data all have unique ids.	COMMENT
LOW	src/aioway/_utils/decomps.py	81	# Check if it's those primitives.	COMMENT

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/aioway/codecs/audios.py	103		CODE

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/aioway/attrs/dtypes.py	68		CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings