princeton-vl/infinigen

9.1

Adjusted Score

9.1

Raw Score

100%

Time Factor

2026-07-09

Last Push

7.1K

Stars

Python

Language

369.1K

Lines of Code

1.2K

Files

3.0K

Pattern Hits

2026-07-14

Scan Date

0.03

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 31HIGH 11MEDIUM 68LOW 2840

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 2950 distinct pattern matches across 21 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 Identifiers783 hits · 806 pts

Severity	File	Line	Snippet	Context
LOW	tests/infinigen2/test_determinism.py	65	def test_no_nondeterministic_sources():	CODE
LOW	tests/infinigen2/test_determinism.py	87	def _scene_geometry_signature() -> list[tuple]:	CODE
LOW	tests/infinigen2/test_determinism.py	145	def test_generator_determinism(pathspec, kind):	CODE
LOW	tests/infinigen2/test_docs_image_layout.py	6	def test_conf_emits_assets_images_layout() -> None:	CODE
LOW	tests/infinigen2/test_generators.py	181	def test_generators_mesh_object(pathspec, rng):	CODE
LOW	tests/infinigen2/test_generators.py	200	def test_generators_naming_validate(name: str) -> None:	CODE
LOW	tests/infinigen2/util/test_external_assets.py	13	def test_resolve_asset_paths_with_glob(tmp_path: Path):	CODE
LOW	tests/infinigen2/util/test_external_assets.py	25	def test_sample_asset_path_is_deterministic():	CODE
LOW	tests/infinigen2/util/test_instance.py	12	def test_instance_parent_child_instancing_data(rng: pf.RNG):	CODE
LOW	tests/infinigen2/util/test_collision_collection.py	22	def test_collision_add_and_query():	CODE
LOW	tests/infinigen2/util/test_collision_collection.py	45	def test_collision_cube_and_sphere():	CODE
LOW	tests/infinigen2/util/test_collision_collection.py	58	def test_collision_list_update_changes_queries():	CODE
LOW	tests/infinigen2/util/test_collision_collection.py	80	def test_collision_reuses_aliased_mesh_collider():	CODE
LOW	tests/infinigen2/util/test_collision_collection.py	100	def test_collision_skips_non_mesh_objects_and_raycast_hits():	CODE
LOW⚡	tests/infinigen2/util/test_collision_collection.py	119	def test_any_self_collision_empty_and_single():	CODE
LOW⚡	tests/infinigen2/util/test_collision_collection.py	128	def test_any_self_collision_non_overlapping():	CODE
LOW⚡	tests/infinigen2/util/test_collision_collection.py	137	def test_any_self_collision_overlapping():	CODE
LOW⚡	tests/infinigen2/util/test_collision_collection.py	146	def test_any_self_collision_updates_after_move():	CODE
LOW	tests/infinigen2/util/test_collision_collection.py	160	def test_any_self_collision_clears_after_move():	CODE
LOW	tests/infinigen2/util/test_collision_collection.py	177	def test_collision_detects_after_object_moves_into_range():	CODE
LOW	tests/infinigen2/util/test_collision_collection.py	194	def test_collision_clears_after_object_moves_away():	CODE
LOW	tests/infinigen2/util/test_collision_collection.py	211	def test_collision_box_intersection_detects_after_move():	CODE
LOW	tests/infinigen2/util/test_collision_collection.py	225	def test_collision_box_intersection_clears_after_move():	CODE
LOW	tests/infinigen2/util/test_collision_collection.py	238	def test_collision_moving_one_of_multiple_objects():	CODE
LOW	tests/infinigen2/util/test_collision_collection.py	261	def test_collision_object_moves_back_and_forth():	CODE
LOW	tests/infinigen2/util/test_collision_collection.py	282	def test_collision_raycast_detects_after_move():	CODE
LOW	tests/infinigen2/util/test_collision_collection.py	299	def test_collision_cube_passes_through(tmp_path, save_blend=True):	CODE
LOW	tests/infinigen2/util/test_collision_collection.py	347	def test_collision_detects_after_object_rotates():	CODE
LOW	tests/infinigen2/exporters/test_lighting_passes.py	62	def simple_test_cube_render_lighting_splits(tmp_path, method, save_blend=False):	CODE
LOW	tests/infinigen2/exporters/test_lighting_passes.py	127	def test_emission_pass_matches_rgb(tmp_path, method, save_blend=False):	CODE
LOW	tests/infinigen2/exporters/test_lighting_passes.py	191	def test_cube_render_lighting_splits_extended(tmp_path, method, save_blend=False):	CODE
LOW	tests/infinigen2/exporters/test_lighting_passes.py	240	def configure_environment_scene():	CODE
LOW	tests/infinigen2/exporters/test_lighting_passes.py	264	def test_emission_scene_all_lighting_passes(tmp_path, method, save_blend=False):	CODE
LOW	tests/infinigen2/exporters/test_lighting_passes.py	341	def test_environment_pass_matches_rgb(tmp_path, method, save_blend=False):	CODE
LOW	tests/infinigen2/exporters/test_lighting_passes.py	408	def create_transmission_material(color=(1, 1, 1, 1)):	CODE
LOW	tests/infinigen2/exporters/test_lighting_passes.py	430	def test_lighting_passes_diffuse_material(tmp_path, method, save_blend=False):	CODE
LOW	tests/infinigen2/exporters/test_lighting_passes.py	485	def test_lighting_passes_glossy_material(tmp_path, method, save_blend=False):	CODE
LOW	tests/infinigen2/exporters/test_lighting_passes.py	540	def test_lighting_passes_transmission_material(tmp_path, method, save_blend=False):	CODE
LOW	tests/infinigen2/exporters/test_lighting_passes.py	595	def test_lighting_passes_volume_direct(tmp_path, method, save_blend=False):	CODE
LOW	tests/infinigen2/exporters/test_lighting_passes.py	637	def test_lighting_passes_diffuse_color_albedo_invariance(	CODE
LOW	tests/infinigen2/exporters/test_lighting_passes.py	737	def test_lighting_passes_ambient_occlusion_suzanne_vs_cube(	CODE
LOW	tests/infinigen2/exporters/test_exporters.py	112	def test_cube_render_ground_truth_zoomed_in(tmp_path, method, save_blend=True):	CODE
LOW	tests/infinigen2/exporters/test_exporters.py	284	def test_cube_render_ground_truth_surface_normals(	CODE
LOW	tests/infinigen2/exporters/test_exporters.py	366	def test_cube_render_surface_normals_multiframe(tmp_path, method):	CODE
LOW	tests/infinigen2/exporters/test_exporters.py	453	def test_cube_render_optical_flow(tmp_path, method, save_blend=True, plot=False):	CODE
LOW	tests/infinigen2/exporters/test_exporters.py	552	def test_cube_render_optical_flow_horizontal(tmp_path, method, save_blend=True):	CODE
LOW	tests/infinigen2/exporters/test_exporters.py	623	def test_cube_render_optical_flow_object_moving(	CODE
LOW	tests/infinigen2/exporters/test_indices.py	19	def _configure_two_cubes_scene():	CODE
LOW	tests/infinigen2/exporters/test_indices.py	79	def test_object_and_material_indices(tmp_path, method, save_blend=False):	CODE
LOW	tests/infinigen2/exporters/test_trajectory.py	19	def test_export_imu_tum_and_camera(tmp_path, save_blend=False):	CODE
LOW⚡	tests/infinigen2/exporters/test_render_error_check.py	37	def test_count_material_nodes_includes_group_contents():	CODE
LOW⚡	tests/infinigen2/exporters/test_render_error_check.py	42	def test_count_material_nodes_under_threshold():	CODE
LOW⚡	tests/infinigen2/exporters/test_render_error_check.py	47	def test_count_material_nodes_over_threshold():	CODE
LOW⚡	tests/infinigen2/exporters/test_render_error_check.py	158	def test_uv_map_displacement_flagged():	CODE
LOW⚡	tests/infinigen2/exporters/test_render_error_check.py	163	def test_texcoord_displacement_safe():	CODE
LOW⚡	tests/infinigen2/exporters/test_render_error_check.py	168	def test_gate_raises_on_named_attribute():	CODE
LOW⚡	tests/infinigen2/exporters/test_render_error_check.py	174	def test_attribute_node_displacement_flagged():	CODE
LOW⚡	tests/infinigen2/exporters/test_render_error_check.py	181	def test_gate_passes_on_safe_coords():	CODE
LOW⚡	tests/infinigen2/exporters/test_render_error_check.py	186	def test_uv_map_nested_in_group_displacement_flagged():	CODE
LOW⚡	tests/infinigen2/exporters/test_render_error_check.py	239	def test_texcoord_uv_with_valid_layer_no_issue():	CODE
723 more matches not shown…

Modern Structural Boilerplate741 hits · 748 pts

Severity	File	Line	Snippet	Context
LOW	tests/infinigen/sim/conftest.py	23	logger = logging.getLogger(__name__)	CODE
LOW	tests/infinigen/sim/test_sim_export.py	28	logger = logging.getLogger(__name__)	CODE
LOW	tests/infinigen/sim/test_blender_assets.py	31	logger = logging.getLogger(__name__)	CODE
LOW	examples/render_floatingobj_stereo.py	36	logger = logging.getLogger(__name__)	CODE
LOW	examples/render_clay_pan_video.py	39	logger = logging.getLogger(__name__)	CODE
LOW	scripts/visualize_renders_as_videos.py	24	logger = logging.getLogger(__name__)	CODE
LOW	scripts/transpile_v1_to_v2.py	20	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/graph_json.py	19	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/generate.py	63	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/__init__.py	33	__all__ = [	CODE
LOW	src/infinigen2/scenes/collision_collection.py	18	__all__ = [	CODE
LOW	src/infinigen2/scenes/collision_collection.py	28	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/scenes/placement_utils.py	15	__all__ = [	CODE
LOW	src/infinigen2/scenes/placement_utils.py	47	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/scenes/asset_demo.py	18	__all__ = [	CODE
LOW	src/infinigen2/scenes/asset_demo.py	35	logger = logging.getLogger(__name__)	CODE
LOW⚡	src/infinigen2/scenes/floating_objects.py	33	__all__ = [	CODE
LOW⚡	src/infinigen2/scenes/floating_objects.py	42	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/scenes/room/room_furniture.py	29	__all__ = [	CODE
LOW	src/infinigen2/scenes/room/room_furniture.py	45	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/scenes/room/room_surface_features.py	35	__all__ = [	CODE
LOW	src/infinigen2/scenes/room/room_surface_features.py	64	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/scenes/room/room_small_objects.py	28	__all__ = [	CODE
LOW	src/infinigen2/scenes/room/room_small_objects.py	34	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/scenes/room/room.py	29	__all__ = [	CODE
LOW	src/infinigen2/scenes/room/room.py	34	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/scenes/room/room_shape.py	19	__all__ = [	CODE
LOW	src/infinigen2/util/mesh.py	12	__all__ = [	CODE
LOW	src/infinigen2/util/curve.py	11	__all__ = [	CODE
LOW	src/infinigen2/util/external_assets.py	19	__all__ = [	CODE
LOW	src/infinigen2/util/external_assets.py	26	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/util/scene_cleanup.py	14	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/util/math.py	9	__all__ = [	CODE
LOW	src/infinigen2/util/camera_projection.py	17	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/util/codestats/__init__.py	17	__all__ = [	CODE
LOW	src/infinigen2/util/codestats/setup.py	38	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/exporters/visualize_gt.py	23	__all__ = [	CODE
LOW	src/infinigen2/exporters/visualize_gt.py	37	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/exporters/render_error_check.py	21	__all__ = [	CODE
LOW⚡	src/infinigen2/exporters/realize_mesh.py	12	__all__ = [	CODE
LOW⚡	src/infinigen2/exporters/realize_mesh.py	17	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/exporters/render_cycles_clay.py	17	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/exporters/render_cycles.py	46	__all__ = [	CODE
LOW	src/infinigen2/exporters/render_cycles.py	56	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/exporters/render_workbench.py	25	__all__ = [	CODE
LOW	src/infinigen2/exporters/render_workbench.py	30	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/exporters/camera_pose.py	17	__all__ = [	CODE
LOW	src/infinigen2/exporters/imu.py	15	__all__ = [	CODE
LOW	src/infinigen2/exporters/imu.py	21	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/exporters/render_eevee.py	38	__all__ = [	CODE
LOW	src/infinigen2/exporters/render_eevee.py	45	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/exporters/util/export_utils.py	16	__all__ = [	CODE
LOW	src/infinigen2/exporters/util/blender_render.py	24	__all__ = [	CODE
LOW	src/infinigen2/exporters/util/blender_render.py	36	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/exporters/util/flow_vis.py	19	__all__ = [	CODE
LOW	src/infinigen2/exporters/util/eevee_aov.py	14	__all__ = [	CODE
LOW	src/infinigen2/exporters/util/eevee_aov.py	19	logger = logging.getLogger(__name__)	CODE
LOW	src/infinigen2/exporters/util/format.py	12	__all__ = [	CODE
LOW	src/infinigen2/objects/desk.py	18	__all__ = [	CODE
LOW	src/infinigen2/objects/drawers.py	17	__all__ = [	CODE
681 more matches not shown…

Unused Imports649 hits · 608 pts

Severity	File	Line	Context
LOW	src/infinigen2/__init__.py	8	CODE
LOW	src/infinigen2/__init__.py	14	CODE
LOW	src/infinigen2/scenes/collision_collection.py	6	CODE
LOW	src/infinigen2/scenes/room/__init__.py	6	CODE
LOW	src/infinigen2/scenes/room/__init__.py	6	CODE
LOW	src/infinigen2/scenes/room/__init__.py	10	CODE
LOW	src/infinigen2/util/external_assets.py	6	CODE
LOW	src/infinigen2/util/codestats/__init__.py	6	CODE
LOW	src/infinigen2/util/codestats/__init__.py	6	CODE
LOW	src/infinigen2/util/codestats/__init__.py	6	CODE
LOW	src/infinigen2/util/codestats/__init__.py	11	CODE
LOW	src/infinigen2/util/codestats/__init__.py	11	CODE
LOW	src/infinigen2/util/codestats/__init__.py	11	CODE
LOW	src/infinigen2/util/codestats/setup.py	21	CODE
LOW	src/infinigen2/util/codestats/compute.py	15	CODE
LOW	src/infinigen2/exporters/__init__.py	1	CODE
LOW	src/infinigen2/exporters/__init__.py	1	CODE
LOW	src/infinigen2/exporters/__init__.py	1	CODE
LOW	src/infinigen2/exporters/__init__.py	2	CODE
LOW	src/infinigen2/exporters/__init__.py	3	CODE
LOW	src/infinigen2/cameras/__init__.py	1	CODE
LOW	src/infinigen2/cameras/__init__.py	2	CODE
LOW	src/infinigen2/cameras/__init__.py	2	CODE
LOW	src/infinigen2/cameras/__init__.py	2	CODE
LOW	src/infinigen2/cameras/__init__.py	2	CODE
LOW	src/infinigen2/cameras/__init__.py	2	CODE
LOW	src/infinigen2/cameras/__init__.py	9	CODE
LOW	src/infinigen2/cameras/__init__.py	10	CODE
LOW	src/infinigen2/cameras/__init__.py	10	CODE
LOW	src/infinigen2/cameras/__init__.py	11	CODE
LOW	src/infinigen2/cameras/__init__.py	11	CODE
LOW	src/infinigen2/cameras/__init__.py	15	CODE
LOW	src/infinigen2/cameras/__init__.py	15	CODE
LOW	src/infinigen_examples/generate_indoors.py	62	CODE
LOW	src/infinigen_examples/generate_nature.py	63	CODE
LOW	src/infinigen_examples/generate_nature.py	80	CODE
LOW	src/infinigen/__init__.py	6	CODE
LOW	src/infinigen/tools/blendscript_import_infinigen.py	23	CODE
LOW	src/infinigen/tools/blendscript_import_infinigen.py	34	CODE
LOW	src/infinigen/tools/blendscript_import_infinigen.py	35	CODE
LOW	src/infinigen/core/tags.py	7	CODE
LOW	src/infinigen/core/constraints/evaluator/__init__.py	1	CODE
LOW	src/infinigen/core/constraints/evaluator/__init__.py	1	CODE
LOW	src/infinigen/core/constraints/evaluator/__init__.py	1	CODE
LOW	src/infinigen/core/constraints/evaluator/__init__.py	2	CODE
LOW	src/infinigen/core/constraints/evaluator/__init__.py	2	CODE
LOW	src/infinigen/core/constraints/evaluator/__init__.py	2	CODE
LOW	src/infinigen/core/constraints/evaluator/__init__.py	2	CODE
LOW	…re/constraints/evaluator/node_impl/trimesh_geometry.py	9	CODE
LOW	…nigen/core/constraints/evaluator/node_impl/__init__.py	1	CODE
LOW	…nigen/core/constraints/evaluator/node_impl/__init__.py	2	CODE
LOW	src/infinigen/core/constraints/reasoning/domain.py	7	CODE
LOW	…inigen/core/constraints/reasoning/constraint_domain.py	7	CODE
LOW	src/infinigen/core/constraints/reasoning/__init__.py	1	CODE
LOW	src/infinigen/core/constraints/reasoning/__init__.py	1	CODE
LOW	src/infinigen/core/constraints/reasoning/__init__.py	2	CODE
LOW	src/infinigen/core/constraints/reasoning/__init__.py	3	CODE
LOW	src/infinigen/core/constraints/reasoning/__init__.py	3	CODE
LOW	src/infinigen/core/constraints/reasoning/__init__.py	3	CODE
LOW	src/infinigen/core/constraints/reasoning/__init__.py	4	CODE
589 more matches not shown…

Hallucination Indicators31 hits · 330 pts

Severity	File	Line	Snippet	Context
CRITICAL	tests/infinigen2/exporters/test_lighting_passes.py	41	bg = bpy.context.scene.world.node_tree.nodes.get("Background")	CODE
CRITICAL	tests/infinigen2/exporters/test_lighting_passes.py	245	bg = bpy.context.scene.world.node_tree.nodes.get("Background")	CODE
CRITICAL	src/infinigen2/exporters/render_cycles_clay.py	70	bpy.context.scene.collection.objects.link(light_obj)	CODE
CRITICAL	src/infinigen/tools/export.py	304	vertColor = bpy.context.object.data.color_attributes.new(	CODE
CRITICAL	src/infinigen/tools/convert_displacement.py	63	vertColor = bpy.context.object.data.color_attributes.new(	CODE
CRITICAL	src/infinigen/core/util/blender.py	332	bpy.context.scene.collection.children.link(col)	CODE
CRITICAL	src/infinigen/core/util/blender.py	401	bpy.context.scene.collection.objects.link(empty)	CODE
CRITICAL	src/infinigen/core/util/blender.py	414	bpy.context.scene.collection.objects.link(obj)	CODE
CRITICAL	src/infinigen/core/sim/scripts/artist_asset_preview.py	217	bpy.context.scene.collection.objects.link(obj)	CODE
CRITICAL	src/infinigen/terrain/assets/caves/core.py	131	bpy.context.scene.collection.children.link(bpy.data.collections[name])	CODE
CRITICAL	src/infinigen/assets/objects/particles/lichen.py	106	bpy.context.scene.collection.objects.link(obj)	CODE
CRITICAL⚡	src/infinigen/assets/objects/cloud/cloud.py	492	bpy.context.scene.collection.objects.link(obj)	CODE
CRITICAL⚡	src/infinigen/assets/objects/cloud/cloud.py	501	bpy.context.scene.collection.objects.link(self.obj)	CODE
CRITICAL⚡	src/infinigen/assets/objects/cloud/cloud.py	504	bpy.context.scene.collection.objects.unlink(self.obj)	CODE
CRITICAL	src/infinigen/assets/objects/cloud/cloud.py	627	bpy.context.scene.collection.children.link(clouds_collection)	CODE
CRITICAL	src/infinigen/assets/objects/rocks/pile.py	44	bpy.context.scene.collection.objects.link(obj)	CODE
CRITICAL	src/infinigen/assets/objects/rocks/pile.py	72	bpy.context.scene.collection.objects.link(p_)	CODE
CRITICAL	src/infinigen/assets/objects/creatures/util/rigging.py	358	bpy.context.scene.collection.objects.link(arma)	CODE
CRITICAL⚡	…n/assets/objects/creatures/util/animation/run_cycle.py	30	bpy.context.scene.collection.objects.link(obj)	CODE
CRITICAL	…n/assets/objects/creatures/util/animation/run_cycle.py	52	bpy.context.scene.collection.objects.link(obj)	CODE
CRITICAL	src/infinigen/assets/objects/creatures/parts/hoof.py	86	bpy.context.scene.collection.objects.link(ob)	CODE
CRITICAL	src/infinigen/assets/utils/object.py	88	bpy.context.scene.collection.objects.link(obj)	CODE
CRITICAL	src/infinigen/assets/utils/object.py	95	bpy.context.scene.collection.objects.link(obj)	CODE
CRITICAL	src/infinigen/assets/utils/decorate.py	188	obj.data.uv_layers.active.data.foreach_get("uv", arr)	CODE
CRITICAL	src/infinigen/assets/utils/decorate.py	193	obj.data.uv_layers.active.data.foreach_set("uv", arr.reshape(-1))	CODE
CRITICAL	src/infinigen/assets/utils/geometry/nurbs.py	136	bpy.context.scene.collection.objects.link(obj)	CODE
CRITICAL	src/infinigen/assets/utils/geometry/nurbs.py	221	bpy.context.scene.collection.objects.link(obj)	CODE
CRITICAL	src/infinigen/assets/utils/geometry/nurbs.py	276	bpy.context.scene.collection.objects.link(obj)	CODE
CRITICAL	src/infinigen/assets/utils/geometry/curve.py	75	bpy.context.scene.collection.objects.link(obj)	CODE
CRITICAL	src/infinigen/assets/utils/geometry/metaballs.py	33	bpy.context.view_layer.active_layer_collection.collection.objects.link(	CODE
CRITICAL	src/infinigen/assets/utils/geometry/metaballs.py	113	bpy.context.scene.collection.objects.link(obj)	CODE

Deep Nesting238 hits · 238 pts

Severity	File	Line	Context
LOW	tests/infinigen2/test_determinism.py	65	CODE
LOW	tests/infinigen/solver/test_greedy_partition.py	244	CODE
LOW	tests/infinigen/solver/test_greedy_stages.py	56	CODE
LOW	tests/infinigen/sim/test_sim_export.py	63	CODE
LOW	scripts/visualize_renders_as_videos.py	271	CODE
LOW	scripts/visualize_renders_as_videos.py	373	CODE
LOW	scripts/view_trace_graph.py	87	CODE
LOW	scripts/view_trace_graph.py	107	CODE
LOW	scripts/view_trace_graph.py	142	CODE
LOW	scripts/wandb_watch_run.py	262	CODE
LOW	scripts/integration_v1/manual_integration_check.py	121	CODE
LOW	scripts/integration_v1/manual_integration_check.py	450	CODE
LOW	scripts/integration_v1/manual_integration_check.py	539	CODE
LOW	scripts/integration_v2/launch_andromeda.py	57	CODE
LOW	scripts/integration_v2/display.py	128	CODE
LOW	scripts/integration_v2/collection.py	107	CODE
LOW	scripts/integration_v2/compare.py	32	CODE
LOW	scripts/integration_v2/compare.py	48	CODE
LOW	scripts/integration_v2/compare.py	90	CODE
LOW	src/infinigen2/graph_json.py	22	CODE
LOW	src/infinigen2/graph_json.py	83	CODE
LOW	src/infinigen2/generate.py	651	CODE
LOW	src/infinigen2/scenes/room/room_furniture.py	571	CODE
LOW	src/infinigen2/util/hardware_info.py	13	CODE
LOW	src/infinigen2/exporters/render_error_check.py	96	CODE
LOW	src/infinigen2/exporters/imu.py	110	CODE
LOW	src/infinigen2/exporters/imu.py	253	CODE
LOW	src/infinigen2/exporters/util/eevee_aov.py	39	CODE
LOW	src/infinigen2/exporters/util/eevee_aov.py	73	CODE
LOW	src/infinigen2/cameras/rrt.py	237	CODE
LOW	src/infinigen_examples/generate_asset_parameters.py	70	CODE
LOW	src/infinigen_examples/generate_asset_parameters.py	149	CODE
LOW	src/infinigen_examples/generate_asset_parameters.py	264	CODE
LOW	src/infinigen_examples/generate_asset_parameters.py	307	CODE
LOW	src/infinigen_examples/generate_asset_demo.py	96	CODE
LOW	src/infinigen_examples/generate_indoors.py	140	CODE
LOW	src/infinigen_examples/generate_material_balls.py	74	CODE
LOW	src/infinigen_examples/generate_material_balls.py	183	CODE
LOW	src/infinigen_examples/generate_nature.py	832	CODE
LOW	src/infinigen_examples/generate_nature.py	959	CODE
LOW	src/infinigen_examples/util/generate_indoors_util.py	121	CODE
LOW	src/infinigen/tools/export.py	511	CODE
LOW	src/infinigen/tools/process_mvs_data.py	163	CODE
LOW	src/infinigen/tools/dataset_loader.py	157	CODE
LOW	src/infinigen/tools/datarelease_toolkit.py	361	CODE
LOW	src/infinigen/tools/results/summarize.py	79	CODE
LOW	src/infinigen/tools/terrain/generate_terrain_assets.py	21	CODE
LOW	src/infinigen/tools/sim/generate_html.py	175	CODE
LOW	src/infinigen/tools/sim/build_html.py	14	CODE
LOW	src/infinigen/tools/sim/vis_mujoco.py	228	CODE
LOW	src/infinigen/core/execute_tasks.py	64	CODE
LOW	src/infinigen/core/execute_tasks.py	180	CODE
LOW	src/infinigen/core/tagging.py	49	CODE
LOW	src/infinigen/core/surface.py	177	CODE
LOW	src/infinigen/core/surface.py	235	CODE
LOW	src/infinigen/core/surface.py	396	CODE
LOW	…nfinigen/core/constraints/evaluator/node_impl/rooms.py	158	CODE
LOW	…re/constraints/evaluator/node_impl/trimesh_geometry.py	142	CODE
LOW	…re/constraints/evaluator/node_impl/trimesh_geometry.py	198	CODE
LOW	…re/constraints/evaluator/node_impl/trimesh_geometry.py	323	CODE
178 more matches not shown…

Over-Commented Block202 hits · 178 pts

Severity	File	Line	Snippet	Context
LOW	tests/infinigen/solver/test_constraint_evaluator.py	261	print("nonaccessibility scores", scores)	COMMENT
LOW	tests/infinigen/solver/test_constraint_evaluator.py	281	# tagging.tag_canonical_surfaces(s)	COMMENT
LOW	tests/infinigen/solver/test_greedy_stages.py	41	# if any(isinstance(r, cl.AnyRelation) for r, _ in v.relations):	COMMENT
LOW	tests/infinigen/assets/list_scatters.txt	1	# infinigen.assets.scatters.coral_reef # too slow for unit tests	COMMENT
LOW	tests/infinigen/assets/list_nature_meshes.txt	1	# infinigen.assets.objects.cactus.KalidiumCactusFactory # slow, fails 120sec timeout	COMMENT
LOW	examples/stereo_video_sbatch.sh	1	#!/bin/bash	COMMENT
LOW	src/infinigen2/exporters/util/flow_vis.py	1	# MIT License	COMMENT
LOW	src/infinigen2/shaders/base_materials/stone_smooth.py	421	)	COMMENT
LOW	src/infinigen2/shaders/base_materials/stone_smooth.py	441	# ):	COMMENT
LOW	src/infinigen2/shaders/base_materials/stone_smooth.py	461	# w = 0.0	COMMENT
LOW	src/infinigen2/shaders/base_materials/stone_smooth.py	481	# stretch=stretch,	COMMENT
LOW	src/infinigen2/shaders/base_materials/stone_smooth.py	501	# stretch: t.SocketOrVal[float \| None] = None,	COMMENT
LOW	src/infinigen2/shaders/base_materials/stone_smooth.py	521	# v_offset = pf.random.uniform(rng, -0.15, 0.15)	COMMENT
LOW	src/infinigen2/shaders/base_materials/stone_smooth.py	541	# if stretch is None:	COMMENT
LOW	src/infinigen2/shaders/base_materials/stone_smooth.py	561	# vector=vector,	COMMENT
LOW	src/infinigen/tools/results/visualize_traj.py	1	# Code from https://github.com/aharley/pips2	COMMENT
LOW	src/infinigen/tools/sim/vis_mujoco.py	501	if __name__ == "__main__":	COMMENT
LOW	…/core/constraints/example_solver/geometry/stability.py	341	"""	COMMENT
LOW	…/core/constraints/example_solver/geometry/stability.py	361	# fig, ax = plt.subplots()	COMMENT
LOW	…n/core/constraints/example_solver/geometry/validity.py	41	a_poly = project_to_xy_poly(a_mesh)	COMMENT
LOW	src/infinigen/core/util/paths.py	1	# Copyright (c) 2022 Stanford Vision and Learning Lab and UT Robot Perception and Learning Lab	COMMENT
LOW	src/infinigen/core/util/camera.py	61	K = Matrix(((alpha_u, skew, u_0), (0, alpha_v, v_0), (0, 0, 1)))	COMMENT
LOW	src/infinigen/core/util/camera.py	81	R_bcam2cv = Matrix(((1, 0, 0), (0, -1, 0), (0, 0, -1)))	COMMENT
LOW	…rain/source/cpu/meshing/frontview_spherical_mesher.cpp	1	// Copyright (C) 2023, Princeton University.	COMMENT
LOW	src/infinigen/terrain/source/cpu/meshing/utils.cpp	1	// Copyright (C) 2023, Princeton University.	COMMENT
LOW	…finigen/terrain/source/cpu/meshing/visibility_test.cpp	1	// Copyright (C) 2023, Princeton University.	COMMENT
LOW	src/infinigen/terrain/source/cpu/elements/header.h	1	// Copyright (C) 2023, Princeton University.	COMMENT
LOW	src/infinigen/terrain/source/cpu/elements/header.h	21	#include "../../common/elements/ground.h"	COMMENT
LOW	src/infinigen/terrain/source/cpu/soil_machine/io.h	221	layers.back().frequency = stof(val);	COMMENT
LOW	…c/infinigen/terrain/source/cpu/soil_machine/layermap.h	461	// vertexpool.indices.clear();	COMMENT
LOW	…c/infinigen/terrain/source/cpu/soil_machine/layermap.h	481	// }}	COMMENT
LOW	…c/infinigen/terrain/source/cpu/soil_machine/layermap.h	501	// );	COMMENT
LOW	…c/infinigen/terrain/source/cpu/soil_machine/layermap.h	521	// top->type	COMMENT
LOW	…c/infinigen/terrain/source/cpu/soil_machine/layermap.h	541	// top->type	COMMENT
LOW	…c/infinigen/terrain/source/cpu/soil_machine/layermap.h	561	// */	COMMENT
LOW	…c/infinigen/terrain/source/cpu/soil_machine/layermap.h	581	// top = top->prev;	COMMENT
LOW	…c/infinigen/terrain/source/cpu/soil_machine/layermap.h	601	// vertexpool.fill(section, p.x*dim.y+p.y,	COMMENT
LOW	…c/infinigen/terrain/source/cpu/soil_machine/layermap.h	621	// soils[top->type].color,	COMMENT
LOW	…errain/source/cpu/soil_machine/include/FastNoiseLite.h	1	// MIT License	COMMENT
LOW	…errain/source/cpu/soil_machine/include/FastNoiseLite.h	21	// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE	COMMENT
LOW	…errain/source/cpu/soil_machine/include/FastNoiseLite.h	41	// ;,'.......',:codxkOO0OOkxdlc:;,,;;:cldxxkkxxdolc:;;,,''.....'',;;:::;;,,,'''''........,;cldkO0KK0Okdoc::;;::cloodddoo	COMMENT
LOW	…errain/source/cpu/soil_machine/include/FastNoiseLite.h	141	/// Sets seed used for all noise types	COMMENT
LOW	…errain/source/cpu/soil_machine/include/FastNoiseLite.h	181		COMMENT
LOW	…errain/source/cpu/soil_machine/include/FastNoiseLite.h	201	}	COMMENT
LOW	…errain/source/cpu/soil_machine/include/FastNoiseLite.h	221	}	COMMENT
LOW	…errain/source/cpu/soil_machine/include/FastNoiseLite.h	241	/// <summary>	COMMENT
LOW	…errain/source/cpu/soil_machine/include/FastNoiseLite.h	281	/// Sets the maximum warp distance from original position when using DomainWarp(...)	COMMENT
LOW	…n/terrain/source/cpu/soil_machine/include/vertexpool.h	21	// using namespace glm;	COMMENT
LOW	…n/terrain/source/cpu/soil_machine/include/vertexpool.h	41	// float color[4];	COMMENT
LOW	…n/terrain/source/cpu/soil_machine/include/vertexpool.h	81	Drawing Command Struct (Extended)	COMMENT
LOW	…n/terrain/source/cpu/soil_machine/include/vertexpool.h	101	// uint group; //Group Assignment	COMMENT
LOW	…n/terrain/source/cpu/soil_machine/include/vertexpool.h	121	// size_t K = 0; //Number of Vertices per Bucket	COMMENT
LOW	…n/terrain/source/cpu/soil_machine/include/vertexpool.h	141	// Vertexpool(int k, int n):Vertexpool(){	COMMENT
LOW	…n/terrain/source/cpu/soil_machine/include/vertexpool.h	161	// Raw Vertex Memory Pool Management	COMMENT
LOW	…n/terrain/source/cpu/soil_machine/include/vertexpool.h	181	// glBindBuffer(GL_ARRAY_BUFFER, vbo);	COMMENT
LOW	…n/terrain/source/cpu/soil_machine/include/vertexpool.h	201		COMMENT
LOW	…n/terrain/source/cpu/soil_machine/include/vertexpool.h	221	// const int base = (free.back()-start);	COMMENT
LOW	…n/terrain/source/cpu/soil_machine/include/vertexpool.h	241	// (start+k)->~T();	COMMENT
LOW	…n/terrain/source/cpu/soil_machine/include/vertexpool.h	261	// T* place = get(ind, k);	COMMENT
LOW	…n/terrain/source/cpu/soil_machine/include/vertexpool.h	281	// M = 0; //Frontside Approach	COMMENT
142 more matches not shown…

AI Structural Patterns145 hits · 142 pts

Severity	File	Line	Context
LOW	src/infinigen2/scenes/room/room_surface_features.py	510	CODE
LOW	src/infinigen2/util/camera_projection.py	186	CODE
LOW	src/infinigen2/exporters/render_cycles_clay.py	79	CODE
LOW	src/infinigen2/exporters/render_cycles.py	272	CODE
LOW	src/infinigen2/exporters/render_cycles.py	465	CODE
LOW	src/infinigen2/exporters/render_cycles.py	540	CODE
LOW	src/infinigen2/exporters/render_workbench.py	41	CODE
LOW	src/infinigen2/exporters/imu.py	440	CODE
LOW	src/infinigen2/objects/window.py	214	CODE
LOW	src/infinigen2/objects/window.py	676	CODE
LOW	src/infinigen2/objects/bookcase.py	167	CODE
LOW	src/infinigen2/objects/bookcase.py	330	CODE
LOW	src/infinigen2/objects/ceiling_light.py	144	CODE
LOW	src/infinigen2/objects/vase.py	331	CODE
LOW	src/infinigen2/objects/lamp.py	400	CODE
LOW	src/infinigen2/objects/cabinet.py	850	CODE
LOW	src/infinigen2/objects/triangle_shelf.py	712	CODE
LOW	src/infinigen2/objects/sofa.py	625	CODE
LOW	src/infinigen2/objects/flower.py	537	CODE
LOW	src/infinigen2/cameras/monocular.py	109	CODE
LOW	src/infinigen2/cameras/monocular.py	176	CODE
LOW	src/infinigen2/cameras/stereo.py	92	CODE
LOW	src/infinigen2/cameras/rrt.py	429	CODE
LOW	src/infinigen2/cameras/random_walk.py	51	CODE
LOW	src/infinigen2/shaders/base_materials/terrazzo.py	31	CODE
LOW	src/infinigen2/shaders/base_materials/terrazzo.py	248	CODE
LOW	src/infinigen2/shaders/base_materials/terrazzo.py	485	CODE
LOW	src/infinigen2/shaders/base_materials/terrazzo.py	711	CODE
LOW	src/infinigen2/shaders/base_materials/fabric.py	37	CODE
LOW	src/infinigen2/shaders/base_materials/concrete.py	109	CODE
LOW	src/infinigen2/shaders/base_materials/concrete.py	263	CODE
LOW	src/infinigen2/shaders/base_materials/stone_smooth.py	34	CODE
LOW	src/infinigen2/shaders/base_materials/stone_smooth.py	143	CODE
LOW	src/infinigen2/shaders/base_materials/stone_smooth.py	257	CODE
LOW	src/infinigen2/shaders/base_materials/stone_smooth.py	580	CODE
LOW	src/infinigen2/shaders/base_materials/stone_smooth.py	830	CODE
LOW	src/infinigen2/shaders/base_materials/stone_smooth.py	1099	CODE
LOW	src/infinigen2/shaders/base_materials/stone_smooth.py	1296	CODE
LOW	src/infinigen2/shaders/base_materials/stone_smooth.py	1603	CODE
LOW	src/infinigen2/shaders/base_materials/stone_smooth.py	1814	CODE
LOW	src/infinigen2/shaders/base_materials/stone_smooth.py	2007	CODE
LOW	src/infinigen2/shaders/base_materials/paint.py	24	CODE
LOW	src/infinigen2/shaders/base_materials/plastic.py	649	CODE
LOW	src/infinigen2/shaders/base_materials/plastic.py	686	CODE
LOW	src/infinigen2/shaders/base_materials/plastic.py	1021	CODE
LOW	src/infinigen2/shaders/base_materials/plastic.py	1055	CODE
LOW	src/infinigen2/shaders/base_materials/plastic.py	1193	CODE
LOW	src/infinigen2/shaders/base_materials/plastic.py	1229	CODE
LOW	src/infinigen2/shaders/base_materials/brick_concrete.py	21	CODE
LOW	src/infinigen2/shaders/base_materials/granite.py	46	CODE
LOW	src/infinigen2/shaders/base_materials/granite.py	240	CODE
LOW	src/infinigen2/shaders/base_materials/granite.py	395	CODE
LOW	src/infinigen2/shaders/base_materials/granite.py	514	CODE
LOW	src/infinigen2/shaders/base_materials/metal_brushed.py	26	CODE
LOW	src/infinigen2/shaders/util/coord.py	57	CODE
LOW	src/infinigen2/shaders/util/mix.py	38	CODE
LOW	src/infinigen2/shaders/util/mix.py	18	CODE
LOW	src/infinigen2/shaders/util/mix.py	62	CODE
LOW	src/infinigen2/shaders/util/mix.py	42	CODE
LOW	src/infinigen2/shaders/util/mix.py	120	CODE
85 more matches not shown…

Dead Code37 hits · 74 pts

Severity	File	Line	Context
MEDIUM	tests/infinigen2/test_generators.py	136	CODE
MEDIUM	tests/infinigen2/test_generators.py	137	CODE
MEDIUM	tests/infinigen2/test_generators.py	139	CODE
MEDIUM	tests/infinigen2/test_generators.py	145	CODE
MEDIUM	scripts/transpile_v1_to_v2.py	52	CODE
MEDIUM	…infinigen/core/constraints/example_solver/state_def.py	174	CODE
MEDIUM	…infinigen/core/constraints/example_solver/state_def.py	180	CODE
MEDIUM	…infinigen/core/constraints/example_solver/state_def.py	183	CODE
MEDIUM	…en/core/constraints/example_solver/propose_discrete.py	332	CODE
MEDIUM	…en/core/constraints/example_solver/propose_discrete.py	334	CODE
MEDIUM	…en/core/constraints/example_solver/propose_discrete.py	338	CODE
MEDIUM	…en/core/constraints/example_solver/propose_discrete.py	339	CODE
MEDIUM	…en/core/constraints/example_solver/propose_discrete.py	340	CODE
MEDIUM	…en/core/constraints/example_solver/propose_discrete.py	341	CODE
MEDIUM	…en/core/constraints/example_solver/propose_discrete.py	343	CODE
MEDIUM	…n/core/constraints/example_solver/propose_continous.py	130	CODE
MEDIUM	…n/core/constraints/example_solver/propose_continous.py	131	CODE
MEDIUM	…n/core/constraints/example_solver/propose_continous.py	132	CODE
MEDIUM	…nigen/assets/objects/creatures/parts/reptile_detail.py	575	CODE
MEDIUM	…nigen/assets/objects/creatures/parts/reptile_detail.py	576	CODE
MEDIUM	…nigen/assets/objects/creatures/parts/reptile_detail.py	578	CODE
MEDIUM	…nigen/assets/objects/creatures/parts/reptile_detail.py	585	CODE
MEDIUM	…nigen/assets/objects/creatures/parts/reptile_detail.py	589	CODE
MEDIUM	…nigen/assets/objects/creatures/parts/reptile_detail.py	590	CODE
MEDIUM	…nigen/assets/objects/creatures/parts/reptile_detail.py	592	CODE
MEDIUM	…nigen/assets/objects/creatures/parts/reptile_detail.py	599	CODE
MEDIUM	…nigen/assets/objects/creatures/parts/reptile_detail.py	682	CODE
MEDIUM	…nigen/assets/objects/creatures/parts/reptile_detail.py	683	CODE
MEDIUM	…nigen/assets/objects/creatures/parts/reptile_detail.py	685	CODE
MEDIUM	…nigen/assets/objects/creatures/parts/reptile_detail.py	692	CODE
MEDIUM	…nigen/assets/objects/creatures/parts/reptile_detail.py	696	CODE
MEDIUM	…nigen/assets/objects/creatures/parts/reptile_detail.py	697	CODE
MEDIUM	…nigen/assets/objects/creatures/parts/reptile_detail.py	699	CODE
MEDIUM	…nigen/assets/objects/creatures/parts/reptile_detail.py	706	CODE
MEDIUM	src/infinigen/datagen/monitor_tasks.py	133	CODE
MEDIUM	src/infinigen/datagen/monitor_tasks.py	134	CODE
MEDIUM	src/infinigen/datagen/monitor_tasks.py	135	CODE

Excessive Try-Catch Wrapping55 hits · 65 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/infinigen/sim/test_sim_export.py	128	except Exception as e:	CODE
LOW	docs/source/conf.py	102	except Exception:	CODE
LOW	docs/source/conf.py	124	except Exception:	CODE
LOW	docs/source/conf.py	486	except Exception:	CODE
LOW	docs/source/conf.py	1083	except Exception:	CODE
LOW	scripts/wandb_watch_run.py	316	except Exception as e:	CODE
LOW⚡	scripts/integration_v1/manual_integration_check.py	705	except Exception as e:	CODE
LOW⚡	scripts/integration_v1/manual_integration_check.py	711	except Exception as e:	CODE
LOW⚡	scripts/integration_v1/manual_integration_check.py	720	except Exception as e:	CODE
LOW⚡	scripts/integration_v1/manual_integration_check.py	726	except Exception as e:	CODE
LOW⚡	scripts/integration_v1/manual_integration_check.py	732	except Exception as e:	CODE
LOW⚡	scripts/integration_v1/manual_integration_check.py	737	except Exception as e:	CODE
LOW	scripts/integration_v2/launch_andromeda.py	153	except Exception:	CODE
LOW	scripts/integration_v2/run_and_index.py	72	except Exception:	CODE
LOW	scripts/integration_v2/run_and_index.py	97	except Exception:	CODE
LOW	scripts/integration_v2/display.py	240	except Exception:	CODE
LOW	scripts/integration_v2/compare.py	42	except Exception:	CODE
LOW	scripts/integration_v2/compare.py	59	except Exception:	CODE
LOW	src/infinigen2/generate.py	282	except Exception as e:	CODE
LOW	src/infinigen2/exporters/render_cycles.py	241	except Exception as e:	CODE
LOW	src/infinigen2/exporters/imu.py	383	except Exception as e:	CODE
LOW	src/infinigen_examples/generate_asset_parameters.py	98	except Exception as e:	CODE
LOW	src/infinigen_examples/generate_asset_parameters.py	357	except Exception as e:	CODE
LOW	src/infinigen_examples/generate_material_balls.py	237	except Exception as e:	CODE
MEDIUM	src/infinigen_examples/generate_material_balls.py	74	def build_scene_surface(factory_name, idx):	CODE
LOW⚡	src/infinigen_examples/generate_individual_assets.py	82	except Exception:	CODE
LOW	src/infinigen_examples/generate_individual_assets.py	169	except Exception as e:	CODE
MEDIUM	src/infinigen_examples/generate_individual_assets.py	79	def unified_asset_import(name):	CODE
LOW	src/infinigen/tools/datarelease_toolkit.py	446	except Exception as e:	CODE
LOW	src/infinigen/tools/sim/generate_html.py	59	except Exception as e:	CODE
LOW	src/infinigen/tools/sim/generate_html.py	107	except Exception as e:	CODE
LOW	src/infinigen/tools/sim/generate_html.py	201	except Exception:	CODE
MEDIUM	src/infinigen/tools/sim/generate_html.py	44	def render_mjcf(file):	CODE
MEDIUM	src/infinigen/tools/sim/build_html.py	26	print(f"Error: Path not found: {base_path}")	CODE
LOW	src/infinigen/tools/sim/vis_mujoco.py	94	except Exception as e:	CODE
LOW	src/infinigen/tools/sim/visualizer.py	123	except Exception as e:	CODE
MEDIUM	src/infinigen/tools/sim/visualizer.py	124	print(f"Error rendering asset {args.asset_name} with seed {seed}: {e}")	CODE
LOW	src/infinigen/core/init.py	220	except Exception as e:	CODE
LOW	src/infinigen/core/init.py	328	except Exception as e:	CODE
LOW	…inigen/core/constraints/example_solver/room/segment.py	67	except Exception:	CODE
LOW	src/infinigen/core/util/imu.py	357	except Exception as e:	CODE
LOW	src/infinigen/core/rendering/render.py	280	except Exception as e:	CODE
LOW	src/infinigen/core/rendering/render.py	300	except Exception as e:	CODE
LOW	src/infinigen/core/sim/utils.py	267	except Exception:	CODE
LOW	src/infinigen/core/sim/utils.py	275	except Exception:	CODE
LOW	src/infinigen/core/sim/utils.py	295	except Exception:	CODE
LOW	src/infinigen/core/sim/utils.py	339	except Exception:	CODE
LOW	src/infinigen/core/sim/utils.py	361	except Exception:	CODE
LOW	src/infinigen/core/placement/path_finding.py	171	except Exception:	CODE
LOW	src/infinigen/assets/sim_objects/soap_dispenser.py	1602	except Exception:	CODE
LOW	src/infinigen/assets/objects/trees/utils/helper.py	22	except Exception: # TODO narrow	CODE
LOW⚡	src/infinigen/assets/utils/shapes.py	54	except Exception: # TODO narrow this	CODE
LOW⚡	src/infinigen/assets/utils/shapes.py	59	except Exception: # TODO narrow this	CODE
LOW	src/infinigen/datagen/manage_jobs.py	96	except Exception as e:	CODE
LOW	src/infinigen/datagen/states.py	50	except Exception as e:	CODE

Self-Referential Comments18 hits · 49 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/infinigen2/exporters/test_lighting_passes.py	28	# Create a pure emission red material	COMMENT
MEDIUM	tests/infinigen/solver/test_constraint_evaluator.py	429	# Create a complex object that may result in a multipolygon projection	COMMENT
MEDIUM	src/infinigen/tools/perceptual/create_pairs.py	34	# Create a new image with the combined width plus the strip width and the max height	COMMENT
MEDIUM	src/infinigen/tools/perceptual/create_pairs.py	94	# Create a new image with the max width and the combined height	COMMENT
MEDIUM	src/infinigen/tools/perceptual/create_pairs.py	176	# Creating a unique filename for the merged image	COMMENT
MEDIUM	src/infinigen/core/surface.py	443	if ng is None: # Create a unique node_group for the first one only	CODE
MEDIUM	…re/constraints/evaluator/node_impl/trimesh_geometry.py	459	# Create a grid over the bounding box	COMMENT
MEDIUM	…/core/constraints/example_solver/geometry/stability.py	303	# Create a bmesh from the object mesh	COMMENT
MEDIUM	…inigen/core/constraints/example_solver/geometry/dof.py	36	# Create a matrix that restricts movement along the normal direction	COMMENT
MEDIUM	src/infinigen/core/placement/camera.py	263	# Define the radius of the circle	COMMENT
MEDIUM	src/infinigen/assets/sim_objects/pepper_grinder.py	1514	# Create the modifier and then randomize the FloatCurve mapping per instance	COMMENT
MEDIUM	…/infinigen/assets/objects/trees/utils/geometrynodes.py	991	# Create a sphere	STRING
MEDIUM	src/infinigen/assets/objects/small_plants/fern.py	928	# Define the Pinna Contour of each Version	COMMENT
MEDIUM	src/infinigen/assets/objects/small_plants/fern.py	935	# Define the Num Leaf of each Version	COMMENT
MEDIUM	src/infinigen/assets/objects/small_plants/fern.py	1063	# Define the Pinna Contour of each Version	COMMENT
MEDIUM	src/infinigen/assets/objects/small_plants/fern.py	1070	# Define the Num Leaf of each Version	COMMENT
MEDIUM	…/infinigen/assets/objects/elements/doors/dev_script.py	10	# Create a blender file at module_parent_path/worldgen/dev_scene.blend	STRING
MEDIUM	src/infinigen/assets/objects/creatures/util/creature.py	290	# Create a joining part if necessary	COMMENT

Cross-Language Confusion7 hits · 35 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/view_trace_graph.py	659	if (e.target.dataset.cat \|\| ln === 'nodeSize' \|\| ln === 'edgeWidth') applyVisuals();	CODE
HIGH	scripts/view_trace_graph.py	678	html += '<div class="field-value">' + JSON.stringify(val, null, 2) + '</div></div>';	CODE
HIGH	scripts/view_trace_graph.py	721	if (n.data('chosen_idx') !== undefined) {	CODE
HIGH	scripts/view_trace_graph.py	748	if (gc !== undefined) {	CODE
HIGH	scripts/view_trace_graph.py	757	queue.push(src.id());	CODE
HIGH	scripts/view_trace_graph.py	775	if (gc === undefined) return;	CODE
HIGH	scripts/view_trace_graph.py	785	var parentGc = null;	CODE

Redundant / Tautological Comments16 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW	src/infinigen2/exporters/util/eevee_aov.py	53	# Check if AOV already exists	COMMENT
LOW	src/infinigen2/exporters/util/eevee_aov.py	154	# Check if already exists	COMMENT
LOW	src/infinigen2/exporters/util/eevee_aov.py	191	# Check if already exists	COMMENT
LOW	src/infinigen/tools/sim/vis_mujoco.py	463	# Set visibility to highlight this joint's parent/child	COMMENT
LOW	src/infinigen/core/constraints/evaluator/indoor_util.py	189	# Check if all vertices lie on the plane defined by the reference vertex and the global normal	COMMENT
LOW	src/infinigen/core/constraints/evaluator/indoor_util.py	204	# # Check if the objects are planar	COMMENT
LOW	…re/constraints/evaluator/node_impl/trimesh_geometry.py	376	# Check if point is reached	COMMENT
LOW	…re/constraints/evaluator/node_impl/trimesh_geometry.py	381	# Check if any intersection is close to the point	COMMENT
LOW	…gen/core/constraints/example_solver/geometry/planes.py	49	# Check if mesh has been modified or planes have not been computed before for this object and face_mask	COMMENT
LOW	…gen/core/constraints/example_solver/geometry/planes.py	289	# Check if the mesh has been modified since last calculation or if the face mask has changed	COMMENT
LOW	…inigen/core/constraints/example_solver/geometry/dof.py	165	# Check if rotation axis is the same as the reference normal (with some tolerance)	COMMENT
LOW	…inigen/core/constraints/example_solver/geometry/dof.py	240	# Check if the solution is valid	COMMENT
LOW	…infinigen/core/constraints/constraint_language/util.py	228	# Check if all vertices lie on the plane defined by the reference vertex and the global normal	COMMENT
LOW	…infinigen/core/constraints/constraint_language/util.py	243	# # Check if the objects are planar	COMMENT
LOW	src/infinigen/terrain/mesher/_marching_cubes_lewiner.py	200	# Check if a mask array is passed	COMMENT
LOW	src/infinigen/assets/static_assets/base.py	72	# Check if these objects form a tree structure	COMMENT

Decorative Section Separators5 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	src/infinigen/core/util/camera.py	15	# ---------------------------------------------------------------	COMMENT
MEDIUM⚡	src/infinigen/core/util/camera.py	17	# ---------------------------------------------------------------	COMMENT
MEDIUM	src/infinigen/core/util/camera.py	120	# ----------------------------------------------------------	COMMENT
MEDIUM	src/infinigen/assets/objects/trees/utils/helper.py	209	# ==============================================================================	COMMENT
MEDIUM	src/infinigen/assets/objects/trees/utils/helper.py	211	# ==============================================================================	COMMENT

Cross-File Repetition3 hits · 15 pts

Severity	File	Snippet	Context
HIGH	scripts/integration_v1/manual_integration_check.py	convert a timedelta object td to a string in hh:mm:ss format.	STRING
HIGH	scripts/integration_v1/compare.py	convert a timedelta object td to a string in hh:mm:ss format.	STRING
HIGH	src/infinigen/tools/indoor_profile.py	convert a timedelta object td to a string in hh:mm:ss format.	STRING

Verbosity Indicators5 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/infinigen/sim/test_sim_export.py	114	# Step 1: Verify names	COMMENT
LOW⚡	tests/infinigen/sim/test_sim_export.py	121	# Step 2: Verify compilation (this should fail for cases like Mj.minValue)	COMMENT
LOW⚡	src/infinigen/core/sim/scripts/artist_asset_preview.py	356	# Step 1: Check if their bounding volumes overlap	COMMENT
LOW⚡	src/infinigen/core/sim/scripts/artist_asset_preview.py	361	# Step 2: Check if at least one vertex of obj1 is inside obj2	COMMENT
LOW⚡	src/infinigen/core/sim/scripts/artist_asset_preview.py	367	# Step 3: Check if at least one vertex of obj2 is inside obj1	COMMENT

Structural Annotation Overuse5 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/infinigen/sim/test_sim_export.py	114	# Step 1: Verify names	COMMENT
LOW⚡	tests/infinigen/sim/test_sim_export.py	121	# Step 2: Verify compilation (this should fail for cases like Mj.minValue)	COMMENT
LOW⚡	src/infinigen/core/sim/scripts/artist_asset_preview.py	356	# Step 1: Check if their bounding volumes overlap	COMMENT
LOW⚡	src/infinigen/core/sim/scripts/artist_asset_preview.py	361	# Step 2: Check if at least one vertex of obj1 is inside obj2	COMMENT
LOW⚡	src/infinigen/core/sim/scripts/artist_asset_preview.py	367	# Step 3: Check if at least one vertex of obj2 is inside obj1	COMMENT

AI Slop Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	…finigen/terrain/mesher/_marching_cubes_lewiner_luts.py	4	# therefore to make seamless stiched mesh	COMMENT
MEDIUM	src/infinigen/terrain/mesher/_marching_cubes_lewiner.py	4	# therefore to make seamless stiched mesh	COMMENT
MEDIUM	…inigen/assets/objects/creatures/util/animation/idle.py	72	# TODO: Restructure to make detecting this more robust	COMMENT

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	docs/source/ImplementingAssets.md	145	- `assets/flower.py` uses mostly auto-generated code from transpiling a hand-designed geometry node-graph.	CODE

Fake / Example Data4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	src/infinigen/assets/objects/cloud/generate.py	110	return butil.spawn_empty("placeholder", disp_type="CUBE", s=self.max_scale)	CODE
LOW	src/infinigen/assets/objects/rocks/pile.py	55	empty = butil.spawn_empty("placeholder", disp_type="CUBE", s=8)	CODE
LOW	src/infinigen/assets/objects/rocks/pile.py	58	empty_ = butil.spawn_empty("placeholder", disp_type="CUBE", s=8)	CODE
LOW	src/infinigen/assets/objects/rocks/glowing_rocks.py	71	placeholder = butil.spawn_empty("placeholder", disp_type="SPHERE", s=0.1)	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/infinigen/tools/perceptual/create_submission.py	41	# Example usage	COMMENT

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/infinigen/datagen/manage_jobs.py	405	def run_task(queue_func, scene_folder, scene_dict, taskname, dryrun=False):	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings