2.8

Adjusted Signal

2.8

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

6.6K

Stars

C++

Language

526.1K

Lines of Code

2.4K

Files

1.2K

Pattern Hits

2026-10-31

Scan Date

0.01

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 10.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1075 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.8/100 · LOW

Are imports declared and package/API names verified? 49 finding(s).

Agent Over-Engineering Ratio 2.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 119 finding(s).

PR Review Velocity Impact 13.1/100 · LOW

Which changes need focused human review? 1195 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 3HIGH 16MEDIUM 85LOW 1091

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 1195 distinct pattern matches across 20 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.

Over-Commented Block963 hits · 958 pts

Severity	File	Line	Snippet	Context
LOW	run-clang-format.sh	1	#!/bin/bash	COMMENT
LOW	pyproject.toml	81	conflicts = [	COMMENT
LOW	run-clang-tidy.sh	21	#	COMMENT
LOW	tutorial/lesson_18_parallel_associative_reductions.cpp	1	// Halide tutorial lesson 18: Factoring an associative reduction using rfactor	COMMENT
LOW	tutorial/lesson_18_parallel_associative_reductions.cpp	61		COMMENT
LOW	tutorial/lesson_18_parallel_associative_reductions.cpp	101	// This manual factorization of an associative reduction can	COMMENT
LOW	tutorial/lesson_18_parallel_associative_reductions.cpp	121	// The task of factoring of associative reduction is moved	COMMENT
LOW	tutorial/lesson_18_parallel_associative_reductions.cpp	141	// In the case where you are only slicing up the domain across	COMMENT
LOW	tutorial/lesson_15_generators_usage.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tutorial/lesson_15_generators_usage.sh	101	# -o directory : Specifies which directory to create the outputs	COMMENT
LOW	tutorial/lesson_15_generators_usage.sh	181	exit 1	COMMENT
LOW	tutorial/lesson_06_realizing_over_shifted_domains.cpp	1	// Halide tutorial lesson 6: Realizing Funcs over arbitrary domains	COMMENT
LOW	tutorial/lesson_06_realizing_over_shifted_domains.cpp	21	// The last lesson was quite involved, and scheduling complex	COMMENT
LOW	tutorial/lesson_17_predicated_rdom.cpp	1	// Halide tutorial lesson 17: Reductions over non-rectangular domains	COMMENT
LOW	tutorial/lesson_17_predicated_rdom.cpp	21	// In lesson 9, we learned how to use RDom to define a "reduction	COMMENT
LOW	tutorial/lesson_17_predicated_rdom.cpp	41	// The bounding box does not have to be minimal. In fact, the	COMMENT
LOW	tutorial/lesson_14_types.cpp	1	// Halide tutorial lesson 14: The Halide type system	COMMENT
LOW	tutorial/lesson_14_types.cpp	121	assert((f64 + s32).type() == Float(64));	COMMENT
LOW	tutorial/lesson_14_types.cpp	141	// 6) If both types are unsigned integers, or both types are	COMMENT
LOW	tutorial/lesson_14_types.cpp	181		COMMENT
LOW	tutorial/lesson_11_cross_compilation.cpp	1	// Halide tutorial lesson 11: Cross-compilation	COMMENT
LOW	tutorial/lesson_11_cross_compilation.cpp	141	// of this tutorial. For a real application you'd then need to	COMMENT
LOW	tutorial/lesson_05_scheduling_1.cpp	1	// Halide tutorial lesson 5: Vectorize, parallelize, unroll and tile your code	COMMENT
LOW	tutorial/lesson_05_scheduling_1.cpp	61	// compute gradient:	COMMENT
LOW	tutorial/lesson_05_scheduling_1.cpp	141	gradient.print_loop_nest();	COMMENT
LOW	tutorial/lesson_05_scheduling_1.cpp	241	// 4-wide vectors.	COMMENT
LOW	tutorial/lesson_05_scheduling_1.cpp	381		COMMENT
LOW	tutorial/lesson_05_scheduling_1.cpp	401	// In our example, x_min was 0, x_extent was 7, and factor was 3.	COMMENT
LOW	tutorial/lesson_23_serialization.cpp	1	// Halide tutorial lesson 23: Serialization	COMMENT
LOW	tutorial/lesson_20_cloning_funcs.cpp	1	// Halide tutorial lesson 20: Cloning Funcs	COMMENT
LOW	tutorial/lesson_20_cloning_funcs.cpp	41	// for x:	COMMENT
LOW	tutorial/lesson_20_cloning_funcs.cpp	61	// f(x, y) = x + y	COMMENT
LOW	tutorial/lesson_20_cloning_funcs.cpp	121	// f_clone(x, y) = x + y	COMMENT
LOW	tutorial/lesson_20_cloning_funcs.cpp	141	g(x) = 2 * f(0);	COMMENT
LOW	tutorial/lesson_10_aot_compilation_generate.cpp	1	// Halide tutorial lesson 10: AOT compilation: compiling the pipeline	COMMENT
LOW	tutorial/lesson_10_aot_compilation_generate.cpp	41	// And take one grayscale 8-bit input buffer. The first	COMMENT
LOW	tutorial/lesson_24_async.cpp	1	// Halide tutorial lesson 24: Async execution	COMMENT
LOW	tutorial/lesson_24_async.cpp	41	// ...	COMMENT
LOW	tutorial/lesson_24_async.cpp	81	// allocate producer1[...]	COMMENT
LOW	tutorial/lesson_24_async.cpp	101	// ...	COMMENT
LOW	tutorial/lesson_24_async.cpp	121	consumer(x, y, c) = producer(x - 1, y - 1, c) + producer(x, y, c) + producer(x + 1, y + 1, c);	COMMENT
LOW	tutorial/lesson_24_async.cpp	141		COMMENT
LOW	tutorial/lesson_24_async.cpp	161	// // acquire this semaphore in the other thread.	COMMENT
LOW	tutorial/lesson_24_async.cpp	241	// // This semaphore indicates how much producer has produced.	COMMENT
LOW	tutorial/lesson_24_async.cpp	261	// release(producer1.semaphore)	COMMENT
LOW	tutorial/lesson_02_input_image.cpp	1	// Halide tutorial lesson 2: Processing images	COMMENT
LOW	tutorial/lesson_02_input_image.cpp	61		COMMENT
LOW	tutorial/lesson_12_using_the_gpu.cpp	1	// Halide tutorial lesson 12: Using the GPU	COMMENT
LOW	tutorial/lesson_12_using_the_gpu.cpp	121	// Func independently. If you have one Func computed on the	COMMENT
LOW	tutorial/lesson_12_using_the_gpu.cpp	161		COMMENT
LOW	tutorial/lesson_07_multi_stage_pipelines.cpp	1	// Halide tutorial lesson 7: Multi-stage pipelines	COMMENT
LOW	tutorial/lesson_07_multi_stage_pipelines.cpp	61		COMMENT
LOW	tutorial/lesson_07_multi_stage_pipelines.cpp	101	Func clamped("clamped");	COMMENT
LOW	tutorial/lesson_07_multi_stage_pipelines.cpp	121	// clamped = BoundaryConditions::repeat_edge(input);	COMMENT
LOW	tutorial/lesson_13_tuples.cpp	1	// Halide tutorial lesson 13: Tuples	COMMENT
LOW	tutorial/lesson_13_tuples.cpp	41	// color_image(x, y, c) = mux(c, {245, 42, 132});	COMMENT
LOW	tutorial/lesson_13_tuples.cpp	61	// this one is a hard limitation that makes it impossible to	COMMENT
LOW	tutorial/lesson_13_tuples.cpp	181	Buffer<int> r0 = r[0];	COMMENT
LOW	tutorial/lesson_13_tuples.cpp	261	mandelbrot(x, y, r) = current * current + initial;	COMMENT
LOW	tutorial/lesson_22_jit_performance.cpp	1	// Halide tutorial lesson 22: JIT compilation performance	COMMENT
903 more matches not shown…

Decorative Section Separators49 hits · 162 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tools/run-coverage.sh	39	# ── Configure + Build ─────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tools/run-coverage.sh	43	# ── Run 1: host — all tests ──────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tools/run-coverage.sh	46	# ── Reconfigure + rebuild for host-metal ─────────────────────────────────────	COMMENT
MEDIUM⚡	tools/run-coverage.sh	50	# ── Run 2: host-metal — GPU tests only ───────────────────────────────────────	COMMENT
MEDIUM⚡	tools/run-coverage.sh	53	# ── Reconfigure + rebuild for host-opencl ────────────────────────────────────	COMMENT
MEDIUM⚡	tools/run-coverage.sh	57	# ── Run 3: host-opencl — GPU and OpenCL-specific tests ───────────────────────	COMMENT
MEDIUM⚡	tools/run-coverage.sh	60	# ── Reconfigure + rebuild for wasm-32-wasmrt-wasm_simd128 ────────────────────	COMMENT
MEDIUM⚡	tools/run-coverage.sh	64	# ── Run 4: wasm — all tests (exercises WasmExecutor for JIT compilation) ─────	COMMENT
MEDIUM⚡	tools/run-coverage.sh	69	# ── Merge profiles ────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tools/run-coverage.sh	74	# ── Generate coverage reports ─────────────────────────────────────────────────	COMMENT
MEDIUM	tools/halidoscope/src-tauri/src/render.rs	105	// ── Value rendering (Grayscale / RGB) ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/halidoscope/src-tauri/src/render.rs	430	// ── Store frequency rendering ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/halidoscope/src-tauri/src/render.rs	575	// ── Load frequency rendering ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/halidoscope/src-tauri/src/render.rs	719	// ── Redundant store rendering ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/halidoscope/src-tauri/src/render.rs	917	// ── Reuse distance rendering ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/halidoscope/src-tauri/src/render.rs	1129	// ── Thread Rendering ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/halidoscope/src-tauri/src/trace.rs	5	// ── Type system ──────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/halidoscope/src-tauri/src/trace.rs	51	// ── Event codes ──────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/halidoscope/src-tauri/src/trace.rs	94	// ── Packet view ──────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/halidoscope/src-tauri/src/trace.rs	247	// ── Per-Func statistics ───────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/halidoscope/src-tauri/src/trace.rs	359	// ── Complete trace ───────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/halidoscope/src-tauri/src/trace.rs	383	// ── Binary parsing helpers ───────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/halidoscope/src-tauri/src/trace.rs	410	// ── Stats helpers called during packet parsing ────────────────────────────────	COMMENT
MEDIUM	tools/halidoscope/src-tauri/src/trace.rs	536	// ── func_type_and_dim tag parsing ─────────────────────────────────────────────	COMMENT
MEDIUM	tools/halidoscope/src-tauri/src/trace.rs	592	// ── Trace loading ────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/halidoscope/src-tauri/src/trace.rs	1327	// ── Render-path accessors ─────────────────────────────────────────────────	COMMENT
MEDIUM	tools/halidoscope/src-tauri/src/trace.rs	1371	// ── Shared geometry helpers ───────────────────────────────────────────────────	COMMENT
MEDIUM	tools/halidoscope/src-tauri/src/commands.rs	142	// ── Tauri-managed state ───────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/halidoscope/src-tauri/src/commands.rs	187	// ── Commands ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/halidoscope/src-tauri/src/commands.rs	750	// ── Profiler ─────────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	test/autoschedulers/anderson2021/CMakeLists.txt	7	# =================================================================	COMMENT
MEDIUM	test/autoschedulers/anderson2021/CMakeLists.txt	37	# =================================================================	COMMENT
MEDIUM	test/autoschedulers/anderson2021/CMakeLists.txt	70	# =================================================================	COMMENT
MEDIUM	test/autoschedulers/anderson2021/CMakeLists.txt	93	# =================================================================	COMMENT
MEDIUM	test/autoschedulers/adams2019/CMakeLists.txt	5	# =================================================================	COMMENT
MEDIUM	test/autoschedulers/adams2019/CMakeLists.txt	30	# =================================================================	COMMENT
MEDIUM	test/autoschedulers/adams2019/CMakeLists.txt	61	# =================================================================	COMMENT
MEDIUM	python_bindings/halide/tutorial/lesson_15_runtime.py	149	# ------------------------------------------------------------------	COMMENT
MEDIUM	python_bindings/halide/tutorial/lesson_15_runtime.py	153	# ------------------------------------------------------------------	COMMENT
MEDIUM	apps/hannk/CMakeLists.txt	9	# ----------------------------	COMMENT
MEDIUM	apps/hannk/CMakeLists.txt	36	# ----------------------------	COMMENT
MEDIUM	apps/hannk/CMakeLists.txt	43	# ----------------------------	COMMENT
MEDIUM	apps/hannk/CMakeLists.txt	55	# ----------------------------	COMMENT
MEDIUM	apps/hannk/CMakeLists.txt	71	# ----------------------------	COMMENT
MEDIUM	apps/hannk/halide/CMakeLists.txt	59	# ---------------------------	COMMENT
MEDIUM	src/autoschedulers/anderson2021/CMakeLists.txt	92	## ====================================================	COMMENT
MEDIUM	src/autoschedulers/adams2019/CMakeLists.txt	7	# =================================================================	COMMENT
MEDIUM	src/autoschedulers/adams2019/CMakeLists.txt	63	# =================================================================	COMMENT
MEDIUM	src/autoschedulers/adams2019/CMakeLists.txt	87	# ====================================================	COMMENT

AI Slop Vocabulary21 hits · 56 pts

Severity	File	Line	Snippet	Context
MEDIUM	tutorial/lesson_20_cloning_funcs.cpp	76	// Essentially, it rewrites the original pipeline above into the	COMMENT
MEDIUM	tutorial/lesson_19_wrapper_funcs.cpp	70	// wrapper. Essentially, it rewrites the original pipeline	COMMENT
MEDIUM	tools/RunGen.h	839	// Definitely chunky, so make extent[2] match the chunk size	COMMENT
LOW	tools/makelib.sh	23	# Output equals input; just return	COMMENT
MEDIUM	test/debugger/debugger_fixture.cpp	7	// Break on the symbol `halide_debugger_test_breakpoint` (robust across	COMMENT
MEDIUM	test/correctness/intrinsics.cpp	16	// Make sure the pattern is robust to CSE. We only enforce this	COMMENT
MEDIUM	…on_bindings/halide/tutorial/lesson_19_wrapper_funcs.py	67	# wrapper. Essentially, it rewrites the original pipeline	COMMENT
MEDIUM	…on_bindings/halide/tutorial/lesson_20_cloning_funcs.py	65	# Essentially, it rewrites the original pipeline above into the	COMMENT
MEDIUM	…thon_bindings/halide/apps/local_laplacian_generator.py	143	# (This can be useful in conjunction with RunGen and benchmarks as well	COMMENT
MEDIUM	python_bindings/halide/apps/bilateral_grid_generator.py	98	# (This can be useful in conjunction with RunGen and benchmarks as well	COMMENT
LOW	apps/hannk/run_benchmark_on_device.sh	48	# assume it's a flag (or flag argument) and just pass thru	COMMENT
LOW	apps/hannk/run_compare_on_device.sh	51	# assume it's a flag (or flag argument) and just pass thru	COMMENT
LOW	apps/blur/adb_run_on_device.sh	13	#TODO: It would be nice to just use HL_TARGET, but that means one	COMMENT
MEDIUM	apps/gaussian_blur/filter.cpp	40	// very robust to things like big.little systems. However, it's good for	COMMENT
LOW	apps/hexagon_benchmarks/adb_run_on_device.sh	13	#TODO: It would be nice to just use HL_TARGET, but that means one	COMMENT
MEDIUM	apps/camera_pipe/camera_pipe_generator.cpp	464	// D3D12 SM 5.1 can only utilize a limited amount of	COMMENT
MEDIUM	src/BoundaryConditions.cpp	119	// hold. To be more robust, we make condition 2 hold, by introducing	COMMENT
MEDIUM	src/IREquality.cpp	59	// avoid too many collisions, while being robust to weird things like	COMMENT
MEDIUM	src/HexagonOptimize.cpp	680	// particular order. It should be more robust... but	COMMENT
MEDIUM	src/StageStridedLoads.cpp	295	// Definitely not a strided load	COMMENT
MEDIUM	src/runtime/metal.cpp	324	// this can be refactored to something more robust/general.	COMMENT

Empty Error Handlers10 hits · 50 pts

Severity	File	Line	Snippet	Context
HIGH	…hon_bindings/halide/test/correctness/profiler_scope.py	46	except RuntimeError:	CODE
HIGH	python_bindings/halide/test/correctness/rdom.py	33	except KeyError:	CODE
HIGH	python_bindings/halide/test/correctness/rdom.py	38	except KeyError:	CODE
HIGH	python_bindings/halide/test/correctness/rdom.py	43	except TypeError:	CODE
HIGH	python_bindings/halide/test/correctness/buffer.py	666	except ValueError:	CODE
HIGH	python_bindings/halide/test/correctness/buffer.py	706	except BufferError:	CODE
HIGH	python_bindings/halide/test/correctness/buffer.py	753	except BufferError:	CODE
HIGH	python_bindings/halide/test/correctness/buffer.py	794	except exc:	CODE
HIGH	…ings/halide/test/correctness/thread_pool_keep_awake.py	51	except ValueError:	CODE
HIGH	…ndings/halide/test/correctness/float_precision_test.py	64	except RuntimeWarning:	CODE

Hyper-Verbose Identifiers48 hits · 50 pts

Severity	File	Line	Snippet	Context
LOW	tools/RunGenMain.cpp	537	typedef halide_device_interface_t_ptr (*GetDeviceInterfaceFn)();	CODE
LOW	python_bindings/halide/_dynamic_metadata.py	11	def get_requires_for_dynamic_metadata(settings: Mapping[str, Any]) -> list[str]:	CODE
LOW	python_bindings/halide/test/correctness/callable.py	172	def test_callable_buffer_conventions():	CODE
LOW⚡	python_bindings/halide/test/correctness/struct_type.py	97	def test_struct_pack_and_field_inlined():	CODE
LOW⚡	python_bindings/halide/test/correctness/struct_type.py	102	def test_struct_pack_and_field_compute_root():	CODE
LOW⚡	python_bindings/halide/test/correctness/struct_type.py	109	def test_field_ref_array_indexing():	CODE
LOW	python_bindings/halide/test/correctness/struct_type.py	134	def test_pack_struct_field_copy():	CODE
LOW	…gs/halide/test/correctness/multi_method_module_test.py	34	def test_aot_call_failure_throws_exception():	CODE
LOW	…dings/halide/test/correctness/multipass_constraints.py	4	def test_multipass_constraints():	CODE
LOW	…dings/halide/test/correctness/multipass_constraints.py	61	def test_infer_input_bounds_preserves_halide_error():	CODE
LOW	python_bindings/halide/test/correctness/rdom.py	59	def test_implicit_pure_definition():	CODE
LOW	python_bindings/halide/test/correctness/buffer.py	589	def test_buffer_copy_no_reverse():	CODE
LOW	python_bindings/halide/test/correctness/buffer.py	610	def test_ndarray_negative_strides():	CODE
LOW	python_bindings/halide/test/correctness/buffer.py	620	def test_runtime_buffer_is_distinct():	CODE
LOW	python_bindings/halide/test/correctness/buffer.py	677	def test_buffer_export_lifetime():	CODE
LOW	python_bindings/halide/test/correctness/buffer.py	712	def test_buffer_ndarray_dtypes():	CODE
LOW	python_bindings/halide/test/correctness/buffer.py	744	def test_buffer_contiguous_requests():	CODE
LOW	python_bindings/halide/test/correctness/buffer.py	759	def test_copy_from_mismatched_buffers():	CODE
LOW	python_bindings/halide/test/correctness/buffer.py	785	def test_dimension_out_of_range():	CODE
LOW	python_bindings/halide/test/correctness/basics.py	582	def test_implicit_update_by_int():	CODE
LOW	python_bindings/halide/test/correctness/basics.py	606	def test_implicit_update_by_float():	CODE
LOW	…thon_bindings/halide/test/correctness/serialization.py	8	def test_serialize_deserialize_pipeline_file():	CODE
LOW	…thon_bindings/halide/test/correctness/serialization.py	38	def test_serialize_deserialize_pipeline_bytes():	CODE
LOW	…thon_bindings/halide/test/correctness/serialization.py	57	def test_serialize_deserialize_with_parameters():	CODE
LOW	…thon_bindings/halide/test/correctness/serialization.py	85	def test_serialize_deserialize_with_parameters_bytes():	CODE
LOW	…thon_bindings/halide/test/correctness/serialization.py	106	def test_deserialize_parameters_file():	CODE
LOW	…thon_bindings/halide/test/correctness/serialization.py	134	def test_deserialize_parameters_bytes():	CODE
LOW	…thon_bindings/halide/test/correctness/serialization.py	153	def test_pipeline_with_multiple_outputs():	CODE
LOW	python_bindings/halide/test/correctness/negate_test.py	4	def test_free_logical_not_function():	CODE
LOW	python_bindings/halide/test/correctness/negate_test.py	21	def test_member_logical_not_function():	CODE
LOW	python_bindings/halide/apps/identity_app.py	41	def _get_halide_buffer_t_capsule(self):	CODE
LOW	python_bindings/halide/src/_generator_helpers.py	141	def _check_types_and_dimensions(self, types: list[Type], dimensions: int):	CODE
LOW	python_bindings/halide/src/_generator_helpers.py	208	def _get_types_and_dimensions(self) -> tuple[list[Type], int]:	CODE
LOW	python_bindings/halide/src/_generator_helpers.py	220	def _get_types_and_dimensions(self) -> tuple[list[Type], int]:	CODE
LOW	python_bindings/halide/src/_generator_helpers.py	252	def _get_types_and_dimensions(self) -> tuple[list[Type], int]:	CODE
LOW	python_bindings/halide/src/_generator_helpers.py	289	def _get_types_and_dimensions(self) -> tuple[list[Type], int]:	CODE
LOW	python_bindings/halide/src/_generator_helpers.py	509	def allow_out_of_order_inputs_and_outputs(self):	CODE
LOW	python_bindings/halide/src/_generator_helpers.py	642	def _set_io_types_and_dimensions_from_gp(	CODE
LOW	python_bindings/halide/src/_generator_helpers.py	668	def _advance_to_configure_called(self):	CODE
LOW	python_bindings/halide/src/_generator_helpers.py	709	def _set_generatorparam_value(self, name: str, value: Any):	CODE
LOW	python_bindings/halide/src/_generator_helpers.py	800	def _get_python_generator_names() -> list[str]:	CODE
LOW	python_bindings/halide/src/_generator_helpers.py	831	def _check_generator_name_in_use(n: str):	CODE
LOW	python_bindings/halide-runtime/_dynamic_metadata.py	11	def get_requires_for_dynamic_metadata(settings: Mapping[str, Any]) -> list[str]:	CODE
LOW	python_bindings/halide-runtime/test/load_aot.py	67	def _get_halide_buffer_t_capsule(self):	CODE
LOW	doc/generate_api_reference.py	104	def _is_excluded_runtime_file(file: str) -> bool:	CODE
LOW	doc/tutorial_website/capture.py	307	def capture_python_env_output(	CODE
LOW	apps/onnx/model_test.py	75	def test_model_with_initializer(self):	CODE
LOW	apps/gaussian_blur/impulse_viewer.html	1358	function updateParetoIRDisplayMode() {	CODE

Self-Referential Comments16 hits · 48 pts

Severity	File	Line	Snippet	Context
MEDIUM	…/tutorial/lesson_18_parallel_associative_reductions.py	23	# Create an input with random values.	COMMENT
MEDIUM	…on_bindings/halide/tutorial/lesson_19_wrapper_funcs.py	298	# Create an interesting input image to use.	COMMENT
MEDIUM	…indings/halide/tutorial/lesson_11_cross_compilation.py	21	# Define the hl.Func.	COMMENT
MEDIUM	…ngs/halide/tutorial/lesson_07_multi_stage_pipelines.py	104	# Define an expression that clamps x to lie within the the	COMMENT
MEDIUM	…/halide/tutorial/lesson_10_aot_compilation_generate.py	43	# Define the hl.Func.	COMMENT
MEDIUM	python_bindings/halide/tutorial/lesson_15_generators.py	100	# Define the Func. We'll use the compile-time scale factor as	COMMENT
MEDIUM	python_bindings/halide/tutorial/lesson_13_tuples.py	41	# This method is often convenient because it makes it easy to	COMMENT
MEDIUM	…ndings/halide/tutorial/lesson_09_update_definitions.py	175	# Define a multi-dimensional reduction domain over the input image:	COMMENT
MEDIUM	…ndings/halide/tutorial/lesson_09_update_definitions.py	569	# Define a 5x5 box that starts at (-2, -2)	COMMENT
MEDIUM	…thon_bindings/halide/tutorial/lesson_02_input_image.py	56	# Define the function.	COMMENT
MEDIUM	…hon_bindings/halide/tutorial/lesson_16_rgb_generate.py	57	# Define the Func.	COMMENT
MEDIUM	apps/onnx/model_test.py	26	# Create a node	COMMENT
MEDIUM	apps/onnx/model_test.py	29	# Create the model	COMMENT
MEDIUM	apps/onnx/model_test.py	53	# Create a node	COMMENT
MEDIUM	apps/onnx/model_test.py	56	# Create the model	COMMENT
MEDIUM	apps/HelloPyTorch/modules.py	55	# Create an output tensor with the proper dimensions	COMMENT

Hallucination Indicators3 hits · 45 pts

Severity	File	Line	Snippet	Context
CRITICAL	test/correctness/simd_op_check_sve2.cpp	893	// <vscale x 8 x i1> @llvm.aarch64.sve.whilelt.nxv8i1.i32(i32 0, i32 4)	COMMENT
CRITICAL	test/correctness/simd_op_check_sve2.cpp	1219	// <vscale x 8 x i1> @llvm.aarch64.sve.whilelt.nxv8i1.i32(i32 0, i32 4)	COMMENT
CRITICAL	src/CodeGen_ARM.cpp	2489	// -> @llvm.aarch64.sve.whilelt.nxv8i1.i32(i32 0, i32 3)	COMMENT

Unused Imports46 hits · 41 pts

Severity	File	Line	Context
LOW	python_bindings/halide/_dynamic_metadata.py	3	CODE
LOW	python_bindings/halide/test/correctness/callable.py	3	CODE
LOW	python_bindings/halide/src/__init__.py	6	CODE
LOW	python_bindings/halide/src/__init__.py	11	CODE
LOW	python_bindings/halide/src/__init__.py	12	CODE
LOW	python_bindings/halide/src/__init__.py	20	CODE
LOW	python_bindings/halide/src/__init__.py	20	CODE
LOW	python_bindings/halide/src/__init__.py	20	CODE
LOW	python_bindings/halide/src/__init__.py	20	CODE
LOW	python_bindings/halide/src/__init__.py	20	CODE
LOW	python_bindings/halide/src/__init__.py	20	CODE
LOW	python_bindings/halide/src/__init__.py	20	CODE
LOW	python_bindings/halide/src/__init__.py	20	CODE
LOW	python_bindings/halide/src/__init__.py	20	CODE
LOW	python_bindings/halide/src/__init__.py	20	CODE
LOW	python_bindings/halide/src/__init__.py	20	CODE
LOW	python_bindings/halide/src/__init__.py	21	CODE
LOW	python_bindings/halide/src/__init__.py	21	CODE
LOW	python_bindings/halide/src/__init__.py	21	CODE
LOW	python_bindings/halide/src/__init__.py	21	CODE
LOW	python_bindings/halide/src/__init__.py	21	CODE
LOW	python_bindings/halide/src/__init__.py	21	CODE
LOW	python_bindings/halide/src/__init__.py	21	CODE
LOW	python_bindings/halide/src/__init__.py	21	CODE
LOW	python_bindings/halide/src/__init__.py	21	CODE
LOW	python_bindings/halide/src/__init__.py	21	CODE
LOW	python_bindings/halide/src/__init__.py	21	CODE
LOW	python_bindings/halide/src/__init__.py	21	CODE
LOW	python_bindings/halide/src/__init__.py	21	CODE
LOW	python_bindings/halide/src/__init__.py	21	CODE
LOW	python_bindings/halide/src/__init__.py	21	CODE
LOW	python_bindings/halide/src/__init__.py	21	CODE
LOW	python_bindings/halide/src/_generator_helpers.py	1	CODE
LOW	python_bindings/halide-runtime/_dynamic_metadata.py	3	CODE
LOW	…bindings/halide-runtime/src/halide/runtime/__init__.py	13	CODE
LOW	…bindings/halide-runtime/src/halide/runtime/__init__.py	13	CODE
LOW	…bindings/halide-runtime/src/halide/runtime/__init__.py	13	CODE
LOW	…bindings/halide-runtime/src/halide/runtime/__init__.py	13	CODE
LOW	…bindings/halide-runtime/src/halide/runtime/__init__.py	13	CODE
LOW	doc/tutorial_website/manifest.py	11	CODE
LOW	doc/tutorial_website/render.py	17	CODE
LOW	doc/tutorial_website/sitemap.py	10	CODE
LOW	doc/tutorial_website/lesson.py	13	CODE
LOW	doc/tutorial_website/capture.py	27	CODE
LOW	doc/tutorial_website/cli.py	1	CODE
LOW	doc/tutorial_website/py_capture_runner.py	28	CODE

AI Response Leakage2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	python_bindings/halide/tutorial/lesson_24_async.py	17	# In this example we simply tell Halide to run `producer` in a	COMMENT
HIGH	python_bindings/halide/tutorial/lesson_24_async.py	133	# In this example the planes are processed separately, so producer	COMMENT

Cross-File Repetition3 hits · 15 pts

Severity	File	Snippet	Context
HIGH	…ndings/halide/tutorial/lesson_21_auto_scheduler_run.py	a minimal stand-in for halide::tools::benchmark(): runs `op` `iterations` times per sample, and returns the minimum time	STRING
HIGH	…_bindings/halide/tutorial/lesson_22_jit_performance.py	a minimal stand-in for halide::tools::benchmark(): runs `op` `iterations` times per sample, and returns the minimum time	STRING
HIGH	python_bindings/halide/tutorial/lesson_16_rgb_run.py	a minimal stand-in for halide::tools::benchmark(): runs `op` `iterations` times per sample, and returns the minimum time	STRING

Deep Nesting13 hits · 13 pts

Severity	File	Line	Context
LOW	test/integration/python_abi3/check.py	16	CODE
LOW	…/tutorial/lesson_18_parallel_associative_reductions.py	13	CODE
LOW	python_bindings/halide/tutorial/lesson_13_tuples.py	14	CODE
LOW	…ndings/halide/tutorial/lesson_09_update_definitions.py	15	CODE
LOW	…hon_bindings/halide/tutorial/lesson_08_scheduling_2.py	12	CODE
LOW	…hon_bindings/halide/tutorial/lesson_05_scheduling_1.py	12	CODE
LOW	…hon_bindings/halide/tutorial/lesson_16_rgb_generate.py	53	CODE
LOW	…_bindings/halide/tutorial/lesson_17_predicated_rdom.py	11	CODE
LOW	python_bindings/halide/apps/blur_generator.py	40	CODE
LOW	…thon_bindings/halide/apps/local_laplacian_generator.py	59	CODE
LOW	python_bindings/halide/src/_generator_helpers.py	73	CODE
LOW	python_bindings/halide/src/_generator_helpers.py	177	CODE
LOW	doc/generate_api_reference.py	119	CODE

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	test/correctness/non_nesting_extern_bounds_query.cpp	52	// was indeed shifted inwards, as requested by the	COMMENT

Slop Phrases3 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	…hon_bindings/halide/tutorial/lesson_05_scheduling_1.py	353	# your responsibility to make sure you can handle the same point	COMMENT
MEDIUM	src/runtime/hexagon_remote/qurt/sim_remote.cpp	52	// This is a basic implementation of the Halide runtime for Hexagon.	COMMENT
MEDIUM	src/runtime/hexagon_remote/qurt/halide_remote.cpp	27	// This is a basic implementation of the Halide runtime for Hexagon.	COMMENT

Excessive Try-Catch Wrapping6 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	tools/gdbhalide.py	101	except Exception:	CODE
LOW	tools/lldbhalide.py	94	except Exception as e:	CODE
LOW	…gs/halide/test/correctness/multi_method_module_test.py	43	except Exception as e:	CODE
LOW	python_bindings/halide/test/correctness/basics.py	12	except Exception as e:	CODE
MEDIUM	python_bindings/halide/test/correctness/basics.py	9	def assert_throws(exn, msg):	CODE
LOW	python_bindings/halide-runtime/test/gpu.py	42	except Exception as e:	CODE

Structural Annotation Overuse3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	apps/HelloWasm/CMakeLists.txt	37	# Step 1: build the generator (and the native benchmark) with the host compiler.	COMMENT
LOW	apps/HelloWasm/CMakeLists.txt	47	# Step 2: cross-compile the app with Emscripten, importing the generator	COMMENT
LOW	src/runtime/cpu_features.h	48	// NOTE: This method is not part of the public API, but we push it into extern "C" to	COMMENT

Modern Structural Boilerplate3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	python_bindings/halide/_dynamic_metadata.py	8	__all__ = ["dynamic_metadata", "get_requires_for_dynamic_metadata"]	CODE
LOW	python_bindings/halide-runtime/_dynamic_metadata.py	8	__all__ = ["dynamic_metadata", "get_requires_for_dynamic_metadata"]	CODE
LOW	…bindings/halide-runtime/src/halide/runtime/__init__.py	15	__all__ = ["Buffer", "BufferDimension", "Kernel", "Type", "load"]	CODE

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	python_bindings/halide/tutorial/CMakeLists.txt	107	# The fixture "py_lesson_10" orchestrates running the generator part of the lesson first, then the build for the	COMMENT

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	apps/hannk/run_benchmark_on_hexagon_sim.sh	4	# Usage:	COMMENT
LOW	src/irvisualizer/html_template_StmtToHTML.js	57	// Example usage:	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/CMakeLists.txt	633	## TODO: implement something similar for Windows/link.exe	COMMENT

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/runtime/hexagon_dma.cpp	609	// TODO We need to check if any DMA specific action is required here	COMMENT

halide/Halide

Open-Source Code Quality, Security and Technical Debt Review