4.1

Adjusted Signal

4.1

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

2.5K

Stars

Language

2.6M

Lines of Code

10.0K

Files

10.7K

Pattern Hits

2026-10-31

Scan Date

0.00

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 18.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 10576 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 61 finding(s).

Agent Over-Engineering Ratio 0.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 70 finding(s).

PR Review Velocity Impact 18.8/100 · LOW

Which changes need focused human review? 10684 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 0HIGH 49MEDIUM 7LOW 10628

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 10684 distinct pattern matches across 17 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 Block10490 hits · 10320 pts

Severity	File	Line	Snippet	Context
LOW	bench/utils.h	1	// Copyright 2019-2025 Google LLC	COMMENT
LOW	bench/gemm.h	1	// Copyright (c) Facebook, Inc. and its affiliates.	COMMENT
LOW	bench/dconv.h	1	// Copyright (c) Facebook, Inc. and its affiliates.	COMMENT
LOW	bench/f16-gemm-minmax.c	1	// clang-format off	COMMENT
LOW	bench/packw-benchmark.h	1	// Copyright 2023-2025 Google LLC	COMMENT
LOW	bench/dwconv.h	1	// Copyright (c) Facebook, Inc. and its affiliates.	COMMENT
LOW	bench/packq-benchmark.h	1	// Copyright 2023 Google LLC	COMMENT
LOW	bench/gemm-benchmark.h	1	// Copyright 2023 Google LLC	COMMENT
LOW	bench/conv.h	1	// Copyright (c) Facebook, Inc. and its affiliates.	COMMENT
LOW	bench/subgraph/simple_scheduler.h	1	// Copyright 2025 Google LLC	COMMENT
LOW	tools/generate-ibilinear-test.py	281	raise ValueError("expected a list of micro-kernels in the spec")	COMMENT
LOW	tools/generate-reduce-discontiguous-test.py	441	// Copyright 2024 Google LLC	COMMENT
LOW	tools/generate-argmaxpool-test.py	661	// This source code is licensed under the BSD-style license found in the	COMMENT
LOW	tools/generate-vunary-test.py	281		COMMENT
LOW	tools/generate-conv-hwc-test.py	481	with codecs.open(options.spec, "r", encoding="utf-8") as spec_file:	COMMENT
LOW	tools/generate-ibilinear-chw-test.py	201	with codecs.open(options.spec, "r", encoding="utf-8") as spec_file:	COMMENT
LOW	tools/generate-reduce-test.py	241	}[options.tester]	COMMENT
LOW	tools/generate-dwconv-test.py	261	// Copyright (c) Facebook, Inc. and its affiliates.	COMMENT
LOW	tools/generate-gemm-test.py	1001	// All rights reserved.	COMMENT
LOW	tools/generate-gemm-test.py	1021	{xnnpack_gemm_header}	COMMENT
LOW	tools/generate-gemm-test.py	1041	// This source code is licensed under the BSD-style license found in the	COMMENT
LOW	test/maxpool-microkernel-tester.h	1	// Copyright (c) Facebook, Inc. and its affiliates.	COMMENT
LOW	test/conv-hwc2chw-microkernel-tester.h	1	// Copyright 2019 Google LLC	COMMENT
LOW	test/unary-ops.h	1	// Copyright 2019 Google LLC	COMMENT
LOW	test/unary-ops.h	21	#include "src/xnnpack/common.h"	COMMENT
LOW	test/unpool-microkernel-tester.h	1	// Copyright 2019 Google LLC	COMMENT
LOW	test/lut-microkernel-tester.h	1	// Copyright (c) Facebook, Inc. and its affiliates.	COMMENT
LOW	test/conv-hwc-microkernel-tester.h	1	// Copyright 2019 Google LLC	COMMENT
LOW	test/vcmul-microkernel-tester.h	1	// Copyright 2023 Google LLC	COMMENT
LOW	test/f16-conv-hwc2chw.yaml	1	# Copyright 2023 Google LLC	COMMENT
LOW	test/packq-microkernel-tester.h	1	// Copyright 2024 Google LLC	COMMENT
LOW	test/replicable_random_device.h	1	// Copyright 2024 Google LLC	COMMENT
LOW	test/dwconv-microkernel-tester.h	1	// Copyright (c) Facebook, Inc. and its affiliates.	COMMENT
LOW	test/dwconv2d-microkernel-tester.h	1	// Copyright (c) Facebook, Inc. and its affiliates.	COMMENT
LOW	test/vunary-microkernel-tester.h	1	// Copyright 2019 Google LLC	COMMENT
LOW	test/vunary-microkernel-tester.h	21		COMMENT
LOW	test/raddstoreexpminusmax-microkernel-tester.h	1	// Copyright 2019 Google LLC	COMMENT
LOW	test/ibilinear-microkernel-tester.h	1	// Copyright 2019 Google LLC	COMMENT
LOW	test/packw-microkernel-tester.h	1	// Copyright 2022 Google LLC	COMMENT
LOW	test/pack-microkernel-tester.h	1	// Copyright 2019 Google LLC	COMMENT
LOW	test/vmulcaddc-microkernel-tester.h	1	// Copyright 2019 Google LLC	COMMENT
LOW	test/packb-microkernel-tester.h	1	// Copyright 2022 Google LLC	COMMENT
LOW	test/argmaxpool-microkernel-tester.h	1	// Copyright 2019 Google LLC	COMMENT
LOW	test/raddexpminusmax-microkernel-tester.h	1	// Copyright 2019 Google LLC	COMMENT
LOW	test/f32-argmaxpool.yaml	1	# Copyright 2019 Google LLC	COMMENT
LOW	test/gemm-microkernel-tester.h	1	// Copyright (c) Facebook, Inc. and its affiliates.	COMMENT
LOW	test/vbinary-microkernel-tester.h	1	// Copyright 2019 Google LLC	COMMENT
LOW	test/operators/transpose-normalization-tester.h	1	// Copyright 2022 Google LLC	COMMENT
LOW	test/operators/resize-bilinear-operator-tester.h	1	// Copyright 2019 Google LLC	COMMENT
LOW	test/operators/max-pooling-operator-tester.h	1	// Copyright (c) Facebook, Inc. and its affiliates.	COMMENT
LOW	test/operators/slice-normalization-tester.h	1	// Copyright 2022 Google LLC	COMMENT
LOW	test/operators/unpooling-operator-tester.h	1	// Copyright 2019 Google LLC	COMMENT
LOW	test/operators/transpose-operator-tester.h	1	// Copyright 2022 Google LLC	COMMENT
LOW	test/operators/slice-operator-tester.h	1	// Copyright 2022 Google LLC	COMMENT
LOW	test/operators/depth-to-space-operator-tester.h	1	// Copyright 2020 Google LLC	COMMENT
LOW	test/operators/argmax-pooling-operator-tester.h	1	// Copyright 2019 Google LLC	COMMENT
LOW	test/operators/rope-operator-tester.h	1	// Copyright 2023 Google LLC	COMMENT
LOW	test/operators/fully-connected-operator-tester.h	1	// Copyright (c) Facebook, Inc. and its affiliates.	COMMENT
LOW	test/operators/fully-connected-operator-tester.h	21	#include <memory>	COMMENT
LOW	test/operators/deconvolution-operator-tester.h	1	// Copyright (c) Facebook, Inc. and its affiliates.	COMMENT
10430 more matches not shown…

Cross-File Repetition41 hits · 205 pts

Severity	File	Snippet	Context
HIGH	tools/generate-dwconv2d-chw-test.py	\ // clang-format off // copyright 2021 google llc // // this source code is licensed under the bsd-style license found	STRING
HIGH	tools/generate-raddstoreexpminusmax-test.py	\ // clang-format off // copyright 2021 google llc // // this source code is licensed under the bsd-style license found	STRING
HIGH	tools/generate-ibilinear-test.py	\ // clang-format off // copyright 2021 google llc // // this source code is licensed under the bsd-style license found	STRING
HIGH	tools/generate-raddexpminusmax-test.py	\ // clang-format off // copyright 2021 google llc // // this source code is licensed under the bsd-style license found	STRING
HIGH	tools/generate-reduce-discontiguous-test.py	\ // clang-format off // copyright 2021 google llc // // this source code is licensed under the bsd-style license found	STRING
HIGH	tools/generate-argmaxpool-test.py	\ // clang-format off // copyright 2021 google llc // // this source code is licensed under the bsd-style license found	STRING
HIGH	tools/generate-conv-hwc2chw-test.py	\ // clang-format off // copyright 2021 google llc // // this source code is licensed under the bsd-style license found	STRING
HIGH	tools/generate-conv-hwc-test.py	\ // clang-format off // copyright 2021 google llc // // this source code is licensed under the bsd-style license found	STRING
HIGH	tools/generate-ibilinear-chw-test.py	\ // clang-format off // copyright 2021 google llc // // this source code is licensed under the bsd-style license found	STRING
HIGH	tools/generate-reduce-test.py	\ // clang-format off // copyright 2021 google llc // // this source code is licensed under the bsd-style license found	STRING
HIGH	tools/generate-lut-test.py	\ // clang-format off // copyright 2021 google llc // // this source code is licensed under the bsd-style license found	STRING
HIGH	ynnpack/kernels/dot/generator/arm_int8_int4_int32.py	int32x4_t c_{i}_{j+0} = vdupq_n_s32(0); int32x4_t c_{i}_{j+2} = vdupq_n_s32(0);	STRING
HIGH	ynnpack/kernels/dot/generator/arm_int8_int2_int32.py	int32x4_t c_{i}_{j+0} = vdupq_n_s32(0); int32x4_t c_{i}_{j+2} = vdupq_n_s32(0);	STRING
HIGH	ynnpack/kernels/dot/generator/arm_int8_int8_int32.py	int32x4_t c_{i}_{j+0} = vdupq_n_s32(0); int32x4_t c_{i}_{j+2} = vdupq_n_s32(0);	STRING
HIGH	ynnpack/kernels/dot/generator/arm_int8_int4_int32.py	c_{i}_{j+0} = vmmlaq_s32(c_{i}_{j+0}, a_{i}_{k}, b_{k}_{j+0}); c_{i}_{j+2} = vmmlaq_s32(c_{i}_{j+2}, a_{i}_{k}, b_{k}_{j	STRING
HIGH	ynnpack/kernels/dot/generator/arm_int8_int2_int32.py	c_{i}_{j+0} = vmmlaq_s32(c_{i}_{j+0}, a_{i}_{k}, b_{k}_{j+0}); c_{i}_{j+2} = vmmlaq_s32(c_{i}_{j+2}, a_{i}_{k}, b_{k}_{j	STRING
HIGH	ynnpack/kernels/dot/generator/arm_int8_int8_int32.py	c_{i}_{j+0} = vmmlaq_s32(c_{i}_{j+0}, a_{i}_{k}, b_{k}_{j+0}); c_{i}_{j+2} = vmmlaq_s32(c_{i}_{j+2}, a_{i}_{k}, b_{k}_{j	STRING
HIGH	ynnpack/kernels/dot/generator/arm_int8_int4_int32.py	c_{i+0}_{j} = vaddq_s32(c_{i+0}_{j}, vld1q_s32({self.c_in_ptr(i+0, j)})); c_{i+1}_{j} = vaddq_s32(c_{i+1}_{j}, vld1q_s32	STRING
HIGH	ynnpack/kernels/dot/generator/arm_int8_int2_int32.py	c_{i+0}_{j} = vaddq_s32(c_{i+0}_{j}, vld1q_s32({self.c_in_ptr(i+0, j)})); c_{i+1}_{j} = vaddq_s32(c_{i+1}_{j}, vld1q_s32	STRING
HIGH	ynnpack/kernels/dot/generator/arm_int8_int8_int32.py	c_{i+0}_{j} = vaddq_s32(c_{i+0}_{j}, vld1q_s32({self.c_in_ptr(i+0, j)})); c_{i+1}_{j} = vaddq_s32(c_{i+1}_{j}, vld1q_s32	STRING
HIGH	ynnpack/kernels/dot/generator/arm_int8_int4_int32.py	vst1q_s32({self.c_out_ptr(i+1, j)}, c_{i+1}_{j}); vst1q_s32({self.c_out_ptr(i+0, j)}, c_{i+0}_{j});	STRING
HIGH	ynnpack/kernels/dot/generator/arm_int8_int2_int32.py	vst1q_s32({self.c_out_ptr(i+1, j)}, c_{i+1}_{j}); vst1q_s32({self.c_out_ptr(i+0, j)}, c_{i+0}_{j});	STRING
HIGH	ynnpack/kernels/dot/generator/arm_int8_int8_int32.py	vst1q_s32({self.c_out_ptr(i+1, j)}, c_{i+1}_{j}); vst1q_s32({self.c_out_ptr(i+0, j)}, c_{i+0}_{j});	STRING
HIGH	ynnpack/kernels/dot/generator/arm_int8_int4_int32.py	int32x4_t c_{i+1}_{j} = vcombine_s32(vget_high_s32({c0}), vget_high_s32({c2})); c_{i+0}_{j} = vcombine_s32(vget_low_s32(	STRING
HIGH	ynnpack/kernels/dot/generator/arm_int8_int2_int32.py	int32x4_t c_{i+1}_{j} = vcombine_s32(vget_high_s32({c0}), vget_high_s32({c2})); c_{i+0}_{j} = vcombine_s32(vget_low_s32(	STRING
HIGH	ynnpack/kernels/dot/generator/arm_int8_int8_int32.py	int32x4_t c_{i+1}_{j} = vcombine_s32(vget_high_s32({c0}), vget_high_s32({c2})); c_{i+0}_{j} = vcombine_s32(vget_low_s32(	STRING
HIGH	ynnpack/kernels/dot/generator/x86_fp32_k4.py	specializations for fp32 x86 dot kernel generators.	STRING
HIGH	ynnpack/kernels/dot/generator/x86_fp32.py	specializations for fp32 x86 dot kernel generators.	STRING
HIGH	ynnpack/kernels/dot/generator/x86_fp32_k2.py	specializations for fp32 x86 dot kernel generators.	STRING
HIGH	ynnpack/kernels/dot/generator/arm_bf16_bf16_fp32.py	specializations for fp32 arm dot kernel generators.	STRING
HIGH	ynnpack/kernels/dot/generator/arm_fp32.py	specializations for fp32 arm dot kernel generators.	STRING
HIGH	ynnpack/kernels/dot/generator/arm_bf16_bf16_fp32_k2.py	specializations for fp32 arm dot kernel generators.	STRING
HIGH	…npack/kernels/dot/generator/x86_int8_int8_int32_k16.py	specializations for int8 x86 dot kernel generators.	STRING
HIGH	ynnpack/kernels/dot/generator/x86_int8_int8_int32.py	specializations for int8 x86 dot kernel generators.	STRING
HIGH	ynnpack/kernels/dot/generator/x86_int8_int8_int32_k1.py	specializations for int8 x86 dot kernel generators.	STRING
HIGH	…npack/kernels/dot/generator/x86_int8_int8_int32_k16.py	namespace { ynn_intrinsic __m512i _mm512_hadd_epi32(__m512i a, __m512i b) { a = _mm512_add_epi32(a, _mm512_shuffle_epi32	STRING
HIGH	…pack/kernels/dot/generator/x86_uint8_int8_int32_k16.py	namespace { ynn_intrinsic __m512i _mm512_hadd_epi32(__m512i a, __m512i b) { a = _mm512_add_epi32(a, _mm512_shuffle_epi32	STRING
HIGH	ynnpack/kernels/dot/generator/x86_uint8_int4_int32.py	namespace { ynn_intrinsic __m512i _mm512_hadd_epi32(__m512i a, __m512i b) { a = _mm512_add_epi32(a, _mm512_shuffle_epi32	STRING
HIGH	ynnpack/kernels/dot/generator/arm.py	base class for x86 dot kernel generators. handles accumulating c tiles to the output.	STRING
HIGH	ynnpack/kernels/dot/generator/wasm.py	base class for x86 dot kernel generators. handles accumulating c tiles to the output.	STRING
HIGH	ynnpack/kernels/dot/generator/x86.py	base class for x86 dot kernel generators. handles accumulating c tiles to the output.	STRING

Unused Imports56 hits · 56 pts

Severity	File	Line	Context
LOW	tools/generate-raddstoreexpminusmax-test.py	9	CODE
LOW	tools/generate-raddexpminusmax-test.py	9	CODE
LOW	tools/generate-vbinary-test.py	8	CODE
LOW	tools/generate-vbinary-test.py	9	CODE
LOW	tools/generate-vbinary-test.py	11	CODE
LOW	tools/generate-vbinary-test.py	13	CODE
LOW	tools/generate-reduce-discontiguous-test.py	9	CODE
LOW	tools/xngen.py	11	CODE
LOW	tools/generate-argmaxpool-test.py	9	CODE
LOW	tools/generate-reduce-test.py	9	CODE
LOW	tools/generate-lut-test.py	9	CODE
LOW	gemm_compiler/generate_f32_gemm_microkernels.py	8	CODE
LOW	gemm_compiler/generate.py	8	CODE
LOW	scripts/generate-build-identifier.py	13	CODE
LOW	scripts/generate-build-identifier.py	14	CODE
LOW	ynnpack/kernels/ternary/convert.py	4	CODE
LOW	ynnpack/kernels/ternary/generator.py	14	CODE
LOW	ynnpack/kernels/ternary/generator.py	15	CODE
LOW	ynnpack/kernels/ternary/kernels.py	5	CODE
LOW	ynnpack/kernels/unary/tanh.py	10	CODE
LOW	ynnpack/kernels/unary/trig.py	15	CODE
LOW	ynnpack/kernels/unary/log.py	5	CODE
LOW	ynnpack/kernels/unary/convert.py	4	CODE
LOW	ynnpack/kernels/unary/erf.py	5	CODE
LOW	ynnpack/kernels/unary/generator.py	14	CODE
LOW	ynnpack/kernels/unary/generator.py	15	CODE
LOW	ynnpack/kernels/unary/generator.py	16	CODE
LOW	ynnpack/kernels/unary/generator.py	17	CODE
LOW	ynnpack/kernels/unary/generator.py	18	CODE
LOW	ynnpack/kernels/unary/generator.py	19	CODE
LOW	ynnpack/kernels/unary/generator.py	20	CODE
LOW	ynnpack/kernels/unary/generator.py	21	CODE
LOW	ynnpack/kernels/unary/kernels.py	3	CODE
LOW	ynnpack/kernels/unary/kernels.py	7	CODE
LOW	ynnpack/kernels/unary/sigmoid.py	5	CODE
LOW	ynnpack/kernels/unary/exp.py	5	CODE
LOW	ynnpack/kernels/elementwise/hexagon.py	4	CODE
LOW	ynnpack/kernels/elementwise/hexagon.py	5	CODE
LOW	ynnpack/kernels/elementwise/compiler_test.py	4	CODE
LOW	ynnpack/kernels/elementwise/compiler.py	11	CODE
LOW	ynnpack/kernels/elementwise/rules.py	4	CODE
LOW	ynnpack/kernels/elementwise/arm.py	4	CODE
LOW	ynnpack/kernels/elementwise/arm.py	5	CODE
LOW	ynnpack/kernels/elementwise/generator.py	7	CODE
LOW	ynnpack/kernels/elementwise/generator.py	8	CODE
LOW	ynnpack/kernels/elementwise/generator.py	9	CODE
LOW	ynnpack/kernels/elementwise/generator.py	10	CODE
LOW	ynnpack/kernels/elementwise/wasm.py	4	CODE
LOW	ynnpack/kernels/elementwise/wasm.py	5	CODE
LOW	ynnpack/kernels/elementwise/x86.py	4	CODE
LOW	ynnpack/kernels/elementwise/x86.py	5	CODE
LOW	ynnpack/kernels/binary/generator.py	13	CODE
LOW	ynnpack/kernels/binary/kernels.py	5	CODE
LOW	ynnpack/base/simd/rational_approximation.py	196	CODE
LOW	ynnpack/base/simd/rational_approximation.py	216	CODE
LOW	ynnpack/base/simd/rational_approximation.py	235	CODE

Cross-Language Confusion5 hits · 32 pts

Severity	File	Line	Snippet	Context
HIGH⚡	tools/xnncommon.py	50	"neondotfp16arith": "XNN_ENABLE_ARM_DOTPROD && XNN_ENABLE_ARM_FP16_VECTOR",	CODE
HIGH⚡	tools/xnncommon.py	52	"neoni8mmbf16": "XNN_ENABLE_ARM_I8MM && XNN_ENABLE_ARM_BF16",	CODE
HIGH⚡	tools/xnncommon.py	56	"sme2": "XNN_ENABLE_ARM_SME2 && XNN_ENABLE_ARM_SME_ACLE",	CODE
HIGH	ynnpack/kernels/dot/generator/dot_base.py	169	assert(B_stride_k1 % {self.b_tile_stride_k()} == 0 \|\| K1 == 1);	CODE
HIGH	ynnpack/kernels/elementwise/compiler.py	1652	f"stride_{b.name}_n == 0 \|\| stride_{b.name}_n == {b.ty.size // 8}"	CODE

Deep Nesting30 hits · 30 pts

Severity	File	Line	Context
LOW	tools/xngen.py	69	CODE
LOW	tools/parse-microkernel-bench.py	55	CODE
LOW	tools/parse-microkernel-bench.py	93	CODE
LOW	tools/xnncommon.py	191	CODE
LOW	tools/update-microkernels.py	172	CODE
LOW	tools/generate-gemm-test.py	751	CODE
LOW	tools/generate-gemm-test.py	973	CODE
LOW	gemm_compiler/x64_template.py	469	CODE
LOW	gemm_compiler/aarch32_template.py	114	CODE
LOW	scripts/check_files_changed.py	8	CODE
LOW	scripts/check_config.py	29	CODE
LOW	scripts/sort-filenames.py	22	CODE
LOW	ynnpack/kernels/dot/cost_model/fit_cost_models.py	40	CODE
LOW	ynnpack/kernels/dot/cost_model/fit_cost_models.py	137	CODE
LOW	ynnpack/kernels/dot/cost_model/fit_cost_models.py	184	CODE
LOW	ynnpack/kernels/dot/cost_model/fit_cost_models.py	462	CODE
LOW	ynnpack/kernels/dot/cost_model/fit_cost_models.py	483	CODE
LOW	ynnpack/kernels/dot/generator/arm.py	98	CODE
LOW	ynnpack/kernels/dot/generator/wasm.py	98	CODE
LOW	ynnpack/kernels/dot/generator/dot_base.py	295	CODE
LOW	ynnpack/kernels/dot/generator/x86.py	243	CODE
LOW	ynnpack/kernels/dot/generator/x86.py	301	CODE
LOW	ynnpack/kernels/elementwise/compiler.py	965	CODE
LOW	ynnpack/kernels/elementwise/compiler.py	40	CODE
LOW	ynnpack/kernels/elementwise/compiler.py	77	CODE
LOW	ynnpack/kernels/elementwise/compiler.py	1138	CODE
LOW	ynnpack/kernels/elementwise/compiler.py	1213	CODE
LOW	ynnpack/kernels/elementwise/compiler.py	1295	CODE
LOW	ynnpack/kernels/elementwise/compiler.py	1441	CODE
LOW	ynnpack/kernels/elementwise/x86.py	37	CODE

Structural Annotation Overuse12 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW	litert/tensor/backends/testing/README.md	30	### Step 1: Implement `TestBackendBridge`	COMMENT
LOW	litert/tensor/backends/testing/README.md	83	### Step 2: Define Backend Traits	COMMENT
LOW	litert/tensor/backends/testing/README.md	97	### Step 3: Instantiate the Suite	COMMENT
LOW	litert/tensor/backends/testing/README.md	113	### Step 4: Update the BUILD target	COMMENT
LOW⚡	ynnpack/kernels/dot/x86_amx.h	684	// Step 1: Load A0, B0 -> C00 += A0 * B0	COMMENT
LOW⚡	ynnpack/kernels/dot/x86_amx.h	689	// Step 2: Load B1 -> C01 += A0 * B1 (reusing A0 in R6)	COMMENT
LOW⚡	ynnpack/kernels/dot/x86_amx.h	693	// Step 3: Load B2 -> C02 += A0 * B2 (reusing A0 in R6)	COMMENT
LOW⚡	ynnpack/kernels/dot/x86_amx.h	697	// Step 4: Load A1 -> C12 += A1 * B2 (reusing B2 in R7)	COMMENT
LOW⚡	ynnpack/kernels/dot/x86_amx.h	701	// Step 5: Reload B0 -> C10 += A1 * B0 (reusing A1 in R6)	COMMENT
LOW⚡	ynnpack/kernels/dot/x86_amx.h	705	// Step 6: Reload B1 -> C11 += A1 * B1 (reusing A1 in R6)	COMMENT
LOW⚡	src/subgraph.c	748	// Step 1: detect NCHW-compatible Nodes	COMMENT
LOW⚡	src/subgraph.c	749	// Step 2: detect NCHW-compatible clusters (run connected components graph	COMMENT

Hyper-Verbose Identifiers21 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	tools/xngen.py	46	def extract_leading_whitespace(line):	CODE
LOW	tools/xnncommon.py	15	def _remove_duplicate_newlines(text):	CODE
LOW	tools/update-microkernels.py	119	def _extract_microkernels_from_file(args):	CODE
LOW	tools/update-microkernels.py	150	def write_grouped_microkernels_bzl(file, key, microkernels, prefix, suffix):	CODE
LOW	tools/update-microkernels.py	161	def write_grouped_microkernels_cmake(file, key, microkernels, prefix, suffix):	CODE
LOW	tools/update-microkernels.py	487	def non_prod_asm_srcs_for_arch(arch):	STRING
LOW	gemm_compiler/x64_template.py	203	def quantization_params_offset(self):	CODE
LOW	gemm_compiler/x64_template.py	212	def input_output_register_setup(self):	CODE
LOW	gemm_compiler/base_architecture.py	193	def input_output_register_setup(self):	CODE
LOW	gemm_compiler/arm_template.py	29	def input_output_register_setup(self):	CODE
LOW	gemm_compiler/generate.py	13	def generate_gemm_microkernel(	CODE
LOW	gemm_compiler/aarch32_template.py	169	def extend_inputs_and_weights(self):	CODE
LOW	gemm_compiler/neonmlal_aarch32_template.py	79	def quantization_params_register(self):	CODE
LOW	gemm_compiler/neondot_template.py	76	def quantization_params_register(self):	CODE
LOW	gemm_compiler/avx512vnni_template.py	81	def quantization_params_register(self):	CODE
LOW	gemm_compiler/avx512vnni_template.py	149	def quantization_params_offset(self):	STRING
LOW	gemm_compiler/avx512vnni_template.py	399	def quantization_params_offset(self):	CODE
LOW	ynnpack/kernels/dot/generator/dot_base.py	602	def generate_dot_kernels_impl(	CODE
LOW	ynnpack/kernels/elementwise/compiler.py	633	def rounding_narrowing_shift_right(x, shift):	CODE
LOW	ynnpack/kernels/elementwise/rules.py	23	def add_saturating_cast_rules():	CODE
LOW	ynnpack/kernels/elementwise/generator.py	33	def generate_elementwise_kernels(	CODE

Verbosity Indicators8 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW⚡	ynnpack/kernels/dot/x86_amx.h	684	// Step 1: Load A0, B0 -> C00 += A0 * B0	COMMENT
LOW⚡	ynnpack/kernels/dot/x86_amx.h	689	// Step 2: Load B1 -> C01 += A0 * B1 (reusing A0 in R6)	COMMENT
LOW⚡	ynnpack/kernels/dot/x86_amx.h	693	// Step 3: Load B2 -> C02 += A0 * B2 (reusing A0 in R6)	COMMENT
LOW⚡	ynnpack/kernels/dot/x86_amx.h	697	// Step 4: Load A1 -> C12 += A1 * B2 (reusing B2 in R7)	COMMENT
LOW⚡	ynnpack/kernels/dot/x86_amx.h	701	// Step 5: Reload B0 -> C10 += A1 * B0 (reusing A1 in R6)	COMMENT
LOW⚡	ynnpack/kernels/dot/x86_amx.h	705	// Step 6: Reload B1 -> C11 += A1 * B1 (reusing A1 in R6)	COMMENT
LOW⚡	src/subgraph.c	748	// Step 1: detect NCHW-compatible Nodes	COMMENT
LOW⚡	src/subgraph.c	749	// Step 2: detect NCHW-compatible clusters (run connected components graph	COMMENT

AI Slop Vocabulary6 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW	gemm_compiler/avx512vnni_template.py	405	# mask register is unused here, just use that one.	COMMENT
MEDIUM	test/operators/batch-matrix-multiply-operator-tester.h	1260	// equal. For a more nuanced estimate, we could/should compute and apply the	COMMENT
MEDIUM	ynnpack/kernels/dot/cost_model/fit_cost_models.py	320	# harness and function call, while per-block overhead (x1 = num_blocks) and	COMMENT
LOW	ynnpack/kernels/elementwise/compiler.py	1484	# If there is no broadcasting for this b we can just use	COMMENT
MEDIUM	ynnpack/base/half.h	15	// known to be at least a robust f16<->f32 conversion, which generally means a	COMMENT
MEDIUM	src/xnnpack/math.h	512	// known to be at least a robust f16<->f32 conversion, which generally means a	COMMENT

Empty Error Handlers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	tools/xngen.py	23	except ValueError:	CODE
HIGH	tools/parse-microkernel-bench.py	103	except Exception:	CODE

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	ynnpack/kernels/reduce/sum.h	205	// In this implementation, there are some details to the above:	COMMENT

Redundant / Tautological Comments3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	gemm_compiler/avx512f_template.py	384	# Check if channels are odd.	COMMENT
LOW	gemm_compiler/avx512bf16_template.py	66	# Check if channels are odd.	COMMENT
LOW	ynnpack/kernels/elementwise/compiler.py	1217	# Check if we already lifted this constant.	COMMENT

Excessive Try-Catch Wrapping3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	tools/parse-microkernel-bench.py	103	except Exception:	CODE
MEDIUM	tools/generate-gemm-test.py	1116	print(f"Error: k_block ({k_block}) must be >= kr * sr ({kr} * {sr}) for kernel {name} in {options.spec}")	STRING
LOW	scripts/compare-compile-commands.py	93	except Exception as e:	CODE

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	test/replicable_random_device.h	147	// Usage example:	COMMENT
LOW	ynnpack/base/test/fuzz_test.h	99	// Usage example:	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/run-gn-tests.py	182	# Create the list of tests to run, sharding the long ones.	COMMENT

Decorative Section Separators1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/operators/fingerprint_id.h	76	// ├─────┼─────┼─────┼─────┼───────┤	COMMENT

AI Structural Patterns2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	…npack/kernels/dot/generator/x86_int8_int8_int32_k16.py	60		CODE
LOW	…pack/kernels/dot/generator/x86_uint8_int8_int32_k16.py	56		CODE

google/XNNPACK

Open-Source Code Quality, Security and Technical Debt Review