modular/modular

26.3

Adjusted Score

26.3

Raw Score

100%

Time Factor

2026-08-01

Last Push

26.6K

Stars

Mojo

Language

952.1K

Lines of Code

3.6K

Files

18.0K

Pattern Hits

2026-08-02

Scan Date

0.27

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

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

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 2HIGH 971MEDIUM 1872LOW 15180

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 18025 distinct pattern matches across 23 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 Identifiers6825 hits · 6486 pts

Severity	File	Line	Snippet	Context
LOW	docs/write-nightly-release.py	66	def _default_nightly_changelog_path() -> Path:	CODE
LOW	docs/generate-models-table.py	178	def _resolve_module_level_collections(	CODE
LOW	docs/generate-models-table.py	200	def _resolve_class_collections(	CODE
LOW	docs/code/develop/layer-comparison/layer_comparison.py	171	def capture_reference_tensors(	CODE
LOW	max/kernels/benchmarks/misc/utils/bench.py	276	def bench_kineto_with_cupti_warmup(	CODE
LOW	…ernels/benchmarks/misc/comparison/bench_ep_baseline.py	68	def _make_dispatch_quant_config(dispatch_dtype: DType) -> QuantConfig \| None:	CODE
LOW	…hmarks/misc/comparison/bench_blackwell_grouped_gemm.py	93	def generate_contiguous_inputs(	CODE
LOW	…x/kernels/benchmarks/misc/comparison/install_sglang.py	45	def _matching_torchvision_version() -> str:	CODE
LOW	…nchmarks/misc/comparison/bench_blackwell_mla_decode.py	132	def calculate_mla_memory_bytes(	CODE
LOW	…hmarks/misc/comparison/bench_allreduce_subgraph_max.py	114	def bench_allreduce_modular_max(	CODE
LOW	…benchmarks/misc/comparison/bench_allreduce_subgraph.py	129	def _init_sglang_parallel_state() -> None:	CODE
LOW	max/kernels/benchmarks/misc/comparison/bench_amd_mla.py	889	def _build_mla_persistent_metadata(	CODE
LOW	max/kernels/benchmarks/autotune/kdiff.py	71	def check_argo_workflow_exists(git_sha): # noqa: ANN001, ANN201	CODE
LOW	max/kernels/benchmarks/autotune/kbench_model.py	1547	def schedule_unique_build_items(	CODE
LOW	max/kernels/benchmarks/autotune/utils.py	71	def _get_visible_device_prefix(target_accelerator: str = "") -> str:	CODE
LOW	max/kernels/benchmarks/autotune/utils.py	197	def get_target_accelerator_helpstr() -> str:	CODE
LOW	max/kernels/benchmarks/autotune/utils.py	205	def check_valid_target_accelerator(target_accelerator: str) -> bool:	CODE
LOW	max/kernels/benchmarks/autotune/kplot.py	57	def _get_max_groups_per_chart(x_labels, width_px, font_size_pt): # noqa: ANN001, ANN202	CODE
LOW	max/kernels/benchmarks/autotune/tests/test_bench.py	41	def test_met_label_indicates_seconds() -> None:	CODE
LOW	max/kernels/benchmarks/autotune/tests/test_bench.py	65	def test_dump_report_time_and_throughput() -> None:	CODE
LOW⚡	max/kernels/benchmarks/autotune/tests/test_kbench.py	516	def test_get_gpu_count_nvidia_no_smi(mocker: MockerFixture) -> None:	CODE
LOW⚡	max/kernels/benchmarks/autotune/tests/test_kbench.py	522	def test_get_gpu_count_unknown_accelerator() -> None:	CODE
LOW⚡	max/kernels/benchmarks/autotune/tests/test_kbench.py	528	def test_get_gpu_count_nvidia_smi_failure(mocker: MockerFixture) -> None:	CODE
LOW⚡	max/kernels/benchmarks/autotune/tests/test_kbench.py	571	def test_get_gpu_count_amd_no_smi(mocker: MockerFixture) -> None:	CODE
LOW⚡	max/kernels/benchmarks/autotune/tests/test_kbench.py	577	def test_get_gpu_count_amd_smi_failure(mocker: MockerFixture) -> None:	CODE
LOW⚡	max/kernels/benchmarks/autotune/tests/test_kbench.py	587	def test_cli_rejects_num_gpu_exceeding_available(mocker: MockerFixture) -> None:	CODE
LOW	max/kernels/benchmarks/autotune/tests/test_kbench.py	84	def test_check_valid_target_accelerator() -> None:	CODE
LOW	max/kernels/benchmarks/autotune/tests/test_kbench.py	286	def test_scheduler_init_validates_num_gpu(tmp_path: Path) -> None:	CODE
LOW	max/kernels/benchmarks/autotune/tests/test_kbench.py	317	def test_scheduler_get_chunksize(tmp_path: Path) -> None:	CODE
LOW	max/kernels/benchmarks/autotune/tests/test_kbench.py	338	def test_scheduler_kbench_mkdir_creates_directory(tmp_path: Path) -> None:	CODE
LOW	max/kernels/benchmarks/autotune/tests/test_kbench.py	356	def test_scheduler_kbench_mkdir_run_only_requires_existing(	CODE
LOW	max/kernels/benchmarks/autotune/tests/test_kbench.py	373	def test_kbench_cache_basic_operations(tmp_path: Path) -> None:	CODE
LOW	max/kernels/benchmarks/autotune/tests/test_kbench.py	404	def test_param_define_regular() -> None:	CODE
LOW	max/kernels/benchmarks/autotune/tests/test_kbench.py	413	def test_param_define_variable() -> None:	CODE
LOW	max/kernels/benchmarks/autotune/tests/test_kbench.py	478	def test_get_gpu_count_nvidia_basic(mocker: MockerFixture) -> None:	CODE
LOW	max/kernels/benchmarks/autotune/tests/test_kbench.py	490	def test_get_gpu_count_nvidia_capped_by_env(mocker: MockerFixture) -> None:	CODE
LOW	max/kernels/benchmarks/autotune/tests/test_kbench.py	505	def test_get_gpu_count_nvidia_env_fewer_than_hw(mocker: MockerFixture) -> None:	CODE
LOW	max/kernels/benchmarks/autotune/tests/test_kbench.py	548	def test_get_gpu_count_amd_basic(mocker: MockerFixture) -> None:	CODE
LOW	max/kernels/benchmarks/autotune/tests/test_kbench.py	560	def test_get_gpu_count_amd_capped_by_env(mocker: MockerFixture) -> None:	CODE
LOW	max/kernels/benchmarks/autotune/tests/test_kbench.py	609	def test_cli_accepts_num_gpu_within_available(mocker: MockerFixture) -> None:	CODE
LOW	max/kernels/benchmarks/autotune/tests/test_kbench.py	651	def _make_minimal_spec_instance() -> SpecInstance:	CODE
LOW	max/kernels/benchmarks/autotune/tests/test_kbench.py	709	def test_build_shared_lib_minimal(tmp_path: Path) -> None:	CODE
LOW	max/kernels/benchmarks/autotune/tests/test_kbench.py	720	def test_shared_lib_dlopen_resolves_sanitizer_runtime(tmp_path: Path) -> None:	CODE
LOW	max/kernels/benchmarks/autotune/tests/test_kbench.py	755	def test_shared_lib_dlopen_resolves_sanitizer_runtime_minimal(	CODE
LOW	max/kernels/benchmarks/autotune/tests/test_kbench.py	850	def test_scheduler_output_dir_list_per_item(tmp_path: Path) -> None:	CODE
LOW	max/kernels/benchmarks/autotune/tests/test_kbench.py	881	def test_scheduler_output_dir_list_none_fallback(tmp_path: Path) -> None:	CODE
LOW	max/kernels/benchmarks/autotune/tests/test_kbench.py	941	def test_item_pool_work_stealing() -> None:	CODE
LOW	max/kernels/benchmarks/autotune/tests/test_kbench.py	969	def test_group_by_binary_hash() -> None:	CODE
LOW	max/kernels/benchmarks/autotune/tests/test_kbench.py	993	def test_shared_lib_timeout_recovery(tmp_path: Path) -> None:	CODE
LOW	max/kernels/benchmarks/autotune/tests/test_kbench.py	1039	def test_shared_lib_crash_recovery(tmp_path: Path) -> None:	CODE
LOW	…rnels/benchmarks/autotune/tests/test_tuning_codegen.py	26	def test_render_snippet_formats_mojo_values() -> None:	CODE
LOW	…rnels/benchmarks/autotune/tests/test_tuning_codegen.py	37	def test_render_snippet_rejects_missing_parameters() -> None:	CODE
LOW	…rnels/benchmarks/autotune/tests/test_tuning_codegen.py	42	def test_load_manifest_preserves_order_and_rejects_duplicates(	CODE
LOW	…rnels/benchmarks/autotune/tests/test_tuning_codegen.py	71	def test_replace_generated_region_requires_unique_markers() -> None:	CODE
LOW	…rnels/benchmarks/autotune/tests/test_tuning_codegen.py	92	def test_render_region_selects_entry_template() -> None:	CODE
LOW	…rnels/benchmarks/autotune/tests/test_tuning_codegen.py	119	def test_generate_target_renders_manifest_entries(tmp_path: Path) -> None:	CODE
LOW	max/python/max/_mlir_context.py	44	def call_with_default_mlir_context(	CODE
LOW	max/python/max/_mlir_context.py	55	def ensure_default_mlir_context() -> Generator[None]:	CODE
LOW	…/max/benchmark/sweep_benchmark_serving_result_utils.py	58	def validate_sweep_serving_percentiles(percentiles: list[int]) -> None:	CODE
LOW	max/python/max/benchmark/benchmark_serving.py	866	def validate_task_and_endpoint(	CODE
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Decorative Section Separators1546 hits · 5092 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/generate-arch-docs.py	88	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	docs/generate-arch-docs.py	90	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	docs/generate-arch-docs.py	150	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	docs/generate-arch-docs.py	152	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	docs/generate-arch-docs.py	229	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	docs/generate-arch-docs.py	231	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	docs/generate-arch-docs.py	361	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	docs/generate-arch-docs.py	363	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…/kernels/benchmarks/misc/comparison/setup_bench_env.py	107	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…/kernels/benchmarks/misc/comparison/setup_bench_env.py	109	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…/kernels/benchmarks/misc/comparison/setup_bench_env.py	160	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…/kernels/benchmarks/misc/comparison/setup_bench_env.py	162	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…s/benchmarks/misc/comparison/bench_amd_mxfp4_gemm.yaml	33	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…s/benchmarks/misc/comparison/bench_amd_mxfp4_gemm.yaml	35	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…s/benchmarks/misc/comparison/bench_amd_mxfp4_gemm.yaml	56	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…s/benchmarks/misc/comparison/bench_amd_mxfp4_gemm.yaml	58	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…s/benchmarks/misc/comparison/bench_amd_mxfp4_gemm.yaml	79	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…s/benchmarks/misc/comparison/bench_amd_mxfp4_gemm.yaml	81	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…els/benchmarks/misc/comparison/bench_amd_mxfp4_gemm.py	84	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	…els/benchmarks/misc/comparison/bench_amd_mxfp4_gemm.py	86	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	…els/benchmarks/misc/comparison/bench_amd_mxfp4_gemm.py	188	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	…els/benchmarks/misc/comparison/bench_amd_mxfp4_gemm.py	190	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	…els/benchmarks/misc/comparison/bench_amd_mxfp4_gemm.py	308	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	…els/benchmarks/misc/comparison/bench_amd_mxfp4_gemm.py	310	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	…els/benchmarks/misc/comparison/bench_amd_mxfp4_gemm.py	391	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	…els/benchmarks/misc/comparison/bench_amd_mxfp4_gemm.py	393	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	max/kernels/benchmarks/misc/comparison/bench_amd_mla.py	251	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	max/kernels/benchmarks/misc/comparison/bench_amd_mla.py	253	# ----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	max/kernels/benchmarks/misc/comparison/bench_amd_mla.py	830	# ----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	max/kernels/benchmarks/misc/comparison/bench_amd_mla.py	832	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	max/kernels/benchmarks/misc/comparison/bench_amd_mla.py	1497	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	max/kernels/benchmarks/misc/comparison/bench_amd_mla.py	1499	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	…kernels/benchmarks/gpu/bench_matmul_reducescatter.yaml	37	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	…kernels/benchmarks/gpu/bench_matmul_reducescatter.yaml	39	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	…kernels/benchmarks/gpu/bench_matmul_reducescatter.yaml	62	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	…kernels/benchmarks/gpu/bench_matmul_reducescatter.yaml	64	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	…kernels/benchmarks/gpu/bench_matmul_reducescatter.yaml	87	# =============================================================================	COMMENT
MEDIUM	…kernels/benchmarks/gpu/bench_matmul_reducescatter.yaml	89	# =============================================================================	COMMENT
MEDIUM	…kernels/benchmarks/gpu/bench_matmul_reducescatter.yaml	140	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	…kernels/benchmarks/gpu/bench_matmul_reducescatter.yaml	143	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	max/python/docs/check_api_coverage.py	64	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	max/python/docs/check_api_coverage.py	66	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	max/python/docs/check_api_coverage.py	243	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	max/python/docs/check_api_coverage.py	245	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	max/python/docs/check_api_coverage.py	393	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	max/python/docs/check_api_coverage.py	395	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	max/python/docs/check_api_coverage.py	523	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	max/python/docs/check_api_coverage.py	525	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	max/python/docs/check_api_coverage.py	631	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	max/python/docs/check_api_coverage.py	633	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	max/python/docs/check_api_coverage.py	698	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	max/python/docs/check_api_coverage.py	700	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	max/python/max/benchmark/benchmark_shared/metrics.py	1092	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	max/python/max/benchmark/benchmark_shared/metrics.py	1094	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	max/python/max/benchmark/benchmark_shared/model_csv.py	121	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	max/python/max/benchmark/benchmark_shared/model_csv.py	123	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	max/python/max/benchmark/benchmark_shared/model_csv.py	261	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	max/python/max/benchmark/benchmark_shared/model_csv.py	265	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	max/python/max/benchmark/benchmark_shared/model_csv.py	329	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	max/python/max/benchmark/benchmark_shared/model_csv.py	331	# ---------------------------------------------------------------------------	COMMENT
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Over-Commented Block3324 hits · 3254 pts

Severity	File	Line	Snippet	Context
LOW	.pre-commit-config.yaml	1	##===----------------------------------------------------------------------===##	COMMENT
LOW	utils/setup-gpu-clock.sh	1	#!/bin/bash	COMMENT
LOW	…s/local_transformers_setup/setup_local_transformers.sh	1	#!/bin/bash	COMMENT
LOW	…local_transformers_setup/cleanup_local_transformers.sh	1	#!/bin/bash	COMMENT
LOW	docs/write-nightly-release.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/update-github-links.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/generate-arch-docs.py	1	#!/usr/bin/env python3	COMMENT
LOW	docs/generate-models-table.py	1	#!/usr/bin/env python3	COMMENT
LOW	docs/code/develop/broadcasting/explicit_broadcast.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/broadcasting/auto_broadcast.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/broadcasting/mask_broadcast.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/broadcasting/fix_rank.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/layers/subclass_rms_norm.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/layers/define_module.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/layers/compose_and_run.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/logit-comparison/logit_comparison.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/tensors/properties_num_elements.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/tensors/properties_device.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/tensors/properties_shape.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/tensors/create_factory.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/tensors/properties_rank.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/tensors/create_first_tensor.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/tensors/properties_dtype.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/tensors/create_random.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/tensors/create_multi_dim.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/dtypes/dtype_properties.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/dtypes/dtype_intro.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/dtypes/pytorch_to_max.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/dtypes/specify_dtype.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/dtypes/check_dtype.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/dtypes/validate_dtypes.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/dtypes/calculate_memory.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/dtypes/dlpack_conversion.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/dtypes/cast_dtype.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/index/graph_simple.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/index/when_to_use_eager.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/index/eager_simple.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/index/functional_api.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/index/arithmetic_ops.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/index/eager_workflow.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/indexing/gather.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/indexing/where.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/indexing/scatter.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/basic-ops/tensor_transpose.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/basic-ops/arithmetic.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/basic-ops/compose_linear_layer.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/basic-ops/random_basic.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/basic-ops/concat.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/basic-ops/tensor_permute.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/basic-ops/tensor_reductions.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/basic-ops/functional_activations.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/basic-ops/tensor_reshape.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/basic-ops/tensor_transpose_t.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/basic-ops/tensor_matmul.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/basic-ops/tensor_math_ops.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	docs/code/develop/layer-comparison/layer_comparison.py	1	# ===----------------------------------------------------------------------=== #	COMMENT
LOW	max/kernels/test/gpu/fuzz/run_nightly_fuzz.sh	1	#!/usr/bin/env bash	COMMENT
LOW	max/kernels/test/gpu/fuzz/run_nightly_fuzz.sh	21	# target list (used when no explicit <target> is given):	COMMENT
LOW	max/kernels/test/gpu/fuzz/run_nightly_fuzz.sh	41	# FUZZ_RESULTS_DIR where to collect the corpus + JSONL run logs for upload	COMMENT
LOW	max/kernels/test/gpu/fuzz/fuzz.py	1	#!/usr/bin/env python3	COMMENT
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Unused Imports3428 hits · 3082 pts

Severity	File	Line	Context
LOW	docs/code/develop/logit-comparison/logit_comparison.py	15	CODE
LOW	docs/code/develop/layer-comparison/layer_comparison.py	15	CODE
LOW	max/kernels/test/gpu/fuzz/fuzz.py	40	CODE
LOW	…ernels/benchmarks/misc/comparison/bench_ep_baseline.py	30	CODE
LOW	…s/benchmarks/misc/comparison/bench_blackwell_decode.py	21	CODE
LOW	…c/comparison/bench_blackwell_mla_prefill_sparse_fp8.py	27	CODE
LOW	…nchmarks/misc/comparison/bench_blackwell_mla_decode.py	19	CODE
LOW	…hmarks/misc/comparison/bench_allreduce_subgraph_max.py	21	CODE
LOW	max/kernels/benchmarks/misc/comparison/sweep_decode.py	34	CODE
LOW	…/benchmarks/misc/comparison/bench_blackwell_prefill.py	17	CODE
LOW	…benchmarks/misc/comparison/bench_allreduce_subgraph.py	32	CODE
LOW	max/kernels/benchmarks/misc/comparison/bench_softmax.py	17	CODE
LOW	…/misc/comparison/bench_blackwell_mla_prefill_sparse.py	26	CODE
LOW	max/kernels/benchmarks/misc/comparison/bench_amd_mha.py	18	CODE
LOW	…els/benchmarks/misc/comparison/bench_amd_mxfp4_gemm.py	33	CODE
LOW	max/kernels/benchmarks/misc/comparison/bench_amd_mla.py	22	CODE
LOW	max/kernels/benchmarks/autotune/terminal_viz.py	15	CODE
LOW	max/kernels/benchmarks/autotune/kbench.py	13	CODE
LOW	max/kernels/benchmarks/autotune/kbench_model.py	13	CODE
LOW	max/kernels/benchmarks/autotune/tuning_codegen.py	16	CODE
LOW	max/python/docs/check_api_coverage.py	40	CODE
LOW	max/python/max/_interpreter.py	31	CODE
LOW	max/python/max/_mlir_context.py	14	CODE
LOW	…/max/benchmark/sweep_benchmark_serving_result_utils.py	23	CODE
LOW	max/python/max/benchmark/sweep_benchmark_serving.py	24	CODE
LOW	max/python/max/benchmark/serve_replay.py	14	CODE
LOW	max/python/max/benchmark/benchmark_serving.py	16	CODE
LOW	max/python/max/benchmark/results_to_csv.py	62	CODE
LOW	max/python/max/benchmark/benchmark_shared/multi_turn.py	16	CODE
LOW	max/python/max/benchmark/benchmark_shared/metrics.py	26	CODE
LOW	…/python/max/benchmark/benchmark_shared/steady_state.py	27	CODE
LOW	max/python/max/benchmark/benchmark_shared/config.py	16	CODE
LOW	…ax/benchmark/benchmark_shared/serving_result_output.py	19	CODE
LOW	…python/max/benchmark/benchmark_shared/backend_names.py	34	CODE
LOW	max/python/max/benchmark/benchmark_shared/request.py	16	CODE
LOW	…ython/max/benchmark/benchmark_shared/server_metrics.py	17	CODE
LOW	…thon/max/benchmark/benchmark_shared/serving_metrics.py	16	CODE
LOW	max/python/max/benchmark/benchmark_shared/sse.py	19	CODE
LOW	max/python/max/benchmark/benchmark_shared/warmup.py	36	CODE
LOW	max/python/max/benchmark/benchmark_shared/utils.py	16	CODE
LOW	…x/python/max/benchmark/benchmark_shared/single_turn.py	16	CODE
LOW	max/python/max/benchmark/benchmark_shared/model_csv.py	45	CODE
LOW	…n/max/benchmark/benchmark_shared/percentile_metrics.py	30	CODE
LOW	…benchmark/benchmark_shared/datasets/_tokenizer_pool.py	28	CODE
LOW	…on/max/benchmark/benchmark_shared/datasets/sharegpt.py	14	CODE
LOW	…hon/max/benchmark/benchmark_shared/datasets/axolotl.py	14	CODE
LOW	…/benchmark/benchmark_shared/datasets/instruct_coder.py	14	CODE
LOW	…enchmark_shared/datasets/multiturn_distribution_fit.py	21	CODE
LOW	…/benchmark_shared/datasets/obfuscated_conversations.py	14	CODE
LOW	…enchmark/benchmark_shared/datasets/pixel_image_edit.py	14	CODE
LOW	…on/max/benchmark/benchmark_shared/datasets/registry.py	14	CODE
LOW	…ython/max/benchmark/benchmark_shared/datasets/local.py	14	CODE
LOW	…nchmark/benchmark_shared/datasets/nemotron_opencode.py	14	CODE
LOW	…n/max/benchmark/benchmark_shared/datasets/interface.py	14	CODE
LOW	…on/max/benchmark/benchmark_shared/datasets/__init__.py	14	CODE
LOW	…on/max/benchmark/benchmark_shared/datasets/__init__.py	15	CODE
LOW	…on/max/benchmark/benchmark_shared/datasets/__init__.py	16	CODE
LOW	…on/max/benchmark/benchmark_shared/datasets/__init__.py	17	CODE
LOW	…on/max/benchmark/benchmark_shared/datasets/__init__.py	18	CODE
LOW	…on/max/benchmark/benchmark_shared/datasets/__init__.py	19	CODE
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Cross-File Repetition516 hits · 2580 pts

Severity	File	Line	Snippet	Context
HIGH	…xperimental/nn/common_layers/multi_latent_attention.py	0	creates the prefill planning metadata required by fp8 mla prefill kernels. args: input_row_offsets: ragged row offsets t	STRING
HIGH	max/python/max/nn/attention/multi_latent_attention.py	0	creates the prefill planning metadata required by fp8 mla prefill kernels. args: input_row_offsets: ragged row offsets t	STRING
HIGH	…/python/max/nn/attention/multi_latent_attention_fp8.py	0	creates the prefill planning metadata required by fp8 mla prefill kernels. args: input_row_offsets: ragged row offsets t	STRING
HIGH	max/python/max/experimental/nn/common_layers/mlp.py	0	applies the mlp2 transformation to the input. args: x: input tensor to transform. returns: the transformed tensor after	STRING
HIGH	max/python/max/nn/linear.py	0	applies the mlp2 transformation to the input. args: x: input tensor to transform. returns: the transformed tensor after	STRING
HIGH	…/pipelines/architectures/kimik2_5/layers/vision/mlp.py	0	applies the mlp2 transformation to the input. args: x: input tensor to transform. returns: the transformed tensor after	STRING
HIGH	…/max/experimental/nn/common_layers/rotary_embedding.py	0	rotaryembedding layer to calculate and apply the frequency tensor for complex exponentials.	STRING
HIGH	…tectures/pixtral/vision_encoder/rotary_embedding_2d.py	0	rotaryembedding layer to calculate and apply the frequency tensor for complex exponentials.	STRING
HIGH	…pixtral_modulev3/vision_encoder/rotary_embedding_2d.py	0	rotaryembedding layer to calculate and apply the frequency tensor for complex exponentials.	STRING
HIGH	…/max/experimental/nn/common_layers/rotary_embedding.py	0	hyperparameter used to control the frequency scaling of the sinusoidal components of the embeddings.	STRING
HIGH	…tectures/pixtral/vision_encoder/rotary_embedding_2d.py	0	hyperparameter used to control the frequency scaling of the sinusoidal components of the embeddings.	STRING
HIGH	…pixtral_modulev3/vision_encoder/rotary_embedding_2d.py	0	hyperparameter used to control the frequency scaling of the sinusoidal components of the embeddings.	STRING
HIGH	max/python/max/nn/linear.py	0	create sharded views of this moegate module across multiple devices. args: devices: iterable of devices to place the sha	STRING
HIGH	max/python/max/nn/conv.py	0	create sharded views of this moegate module across multiple devices. args: devices: iterable of devices to place the sha	STRING
HIGH	max/python/max/nn/attention/multi_latent_attention.py	0	create sharded views of this moegate module across multiple devices. args: devices: iterable of devices to place the sha	STRING
HIGH	…/python/max/nn/attention/multi_latent_attention_fp8.py	0	create sharded views of this moegate module across multiple devices. args: devices: iterable of devices to place the sha	STRING
HIGH	max/python/max/nn/norm/rms_norm.py	0	create sharded views of this moegate module across multiple devices. args: devices: iterable of devices to place the sha	STRING
HIGH	…/max/pipelines/architectures/gemma3/layers/rms_norm.py	0	create sharded views of this moegate module across multiple devices. args: devices: iterable of devices to place the sha	STRING
HIGH	max/python/max/nn/norm/layer_norm.py	0	create sharded views of this moegate module across multiple devices. args: devices: iterable of devices to place the sha	STRING
HIGH	max/python/max/nn/moe/moe.py	0	create sharded views of this moegate module across multiple devices. args: devices: iterable of devices to place the sha	STRING
HIGH	…/pipelines/architectures/deepseekV3/layers/moe_gate.py	0	create sharded views of this moegate module across multiple devices. args: devices: iterable of devices to place the sha	STRING
HIGH	…/max/pipelines/architectures/gemma4/layers/rms_norm.py	0	create sharded views of this moegate module across multiple devices. args: devices: iterable of devices to place the sha	STRING
HIGH	…on/max/pipelines/architectures/qwen2_5vl/nn/decoder.py	0	create sharded views of this moegate module across multiple devices. args: devices: iterable of devices to place the sha	STRING
HIGH	…pelines/architectures/qwen2_5vl/nn/vision_attention.py	0	create sharded views of this moegate module across multiple devices. args: devices: iterable of devices to place the sha	STRING
HIGH	…ython/max/pipelines/architectures/internvl/internvl.py	0	create sharded views of this moegate module across multiple devices. args: devices: iterable of devices to place the sha	STRING
HIGH	…/pipelines/architectures/kimik2_5/layers/vision/mlp.py	0	create sharded views of this moegate module across multiple devices. args: devices: iterable of devices to place the sha	STRING
HIGH	max/python/max/nn/attention/attention_with_rope.py	0	an opaque kv cache optimized attention mechanism with rope.	STRING
HIGH	max/python/max/nn/attention/multi_latent_attention.py	0	an opaque kv cache optimized attention mechanism with rope.	STRING
HIGH	…/python/max/nn/attention/multi_latent_attention_fp8.py	0	an opaque kv cache optimized attention mechanism with rope.	STRING
HIGH	max/python/max/nn/attention/attention_with_rope.py	0	the concatenation of q, k, and v bias weight vectors.	STRING
HIGH	…/max/pipelines/architectures/olmo3/layers/attention.py	0	the concatenation of q, k, and v bias weight vectors.	STRING
HIGH	…nes/architectures/gpt_oss_modulev3/layers/attention.py	0	the concatenation of q, k, and v bias weight vectors.	STRING
HIGH	…ines/architectures/gemma3_modulev3/layers/attention.py	0	the concatenation of q, k, and v bias weight vectors.	STRING
HIGH	…on/max/pipelines/architectures/qwen2_5vl/nn/decoder.py	0	the concatenation of q, k, and v bias weight vectors.	STRING
HIGH	…lines/architectures/olmo2_modulev3/layers/attention.py	0	the concatenation of q, k, and v bias weight vectors.	STRING
HIGH	…x/python/max/nn/transformer/distributed_transformer.py	0	stack of attention, feedforward, and rmsnorm layers.	STRING
HIGH	max/python/max/nn/transformer/transformer.py	0	stack of attention, feedforward, and rmsnorm layers.	STRING
HIGH	…es/architectures/pixtral/vision_encoder/transformer.py	0	stack of attention, feedforward, and rmsnorm layers.	STRING
HIGH	…ectures/pixtral_modulev3/vision_encoder/transformer.py	0	stack of attention, feedforward, and rmsnorm layers.	STRING
HIGH	…x/python/max/_interpreter_ops/elementwise_binary_gc.py	0	the input-dtype set an op is swept over (see ``_supported_dtypes``).	STRING
HIGH	max/python/max/_interpreter_ops/reduce_axis_gc.py	0	the input-dtype set an op is swept over (see ``_supported_dtypes``).	STRING
HIGH	max/python/max/_interpreter_ops/unary_elementwise_gc.py	0	the input-dtype set an op is swept over (see ``_supported_dtypes``).	STRING
HIGH	…x/python/max/_interpreter_ops/elementwise_binary_gc.py	0	conservative swept dtype set for a (dtype_class, device).	STRING
HIGH	max/python/max/_interpreter_ops/reduce_axis_gc.py	0	conservative swept dtype set for a (dtype_class, device).	STRING
HIGH	max/python/max/_interpreter_ops/unary_elementwise_gc.py	0	conservative swept dtype set for a (dtype_class, device).	STRING
HIGH	…x/python/max/_interpreter_ops/elementwise_binary_gc.py	0	graph ``sym_name`` and cache key for one (op, device, dtype).	STRING
HIGH	max/python/max/_interpreter_ops/unary_elementwise_gc.py	0	graph ``sym_name`` and cache key for one (op, device, dtype).	STRING
HIGH	max/python/max/_interpreter_ops/topk_gc.py	0	graph ``sym_name`` and cache key for one (op, device, dtype).	STRING
HIGH	…x/python/max/_interpreter_ops/elementwise_binary_gc.py	0	per-slot counterpart of :meth:`build_module`: one device only.	STRING
HIGH	max/python/max/_interpreter_ops/reduce_axis_gc.py	0	per-slot counterpart of :meth:`build_module`: one device only.	STRING
HIGH	max/python/max/_interpreter_ops/gather_gc.py	0	per-slot counterpart of :meth:`build_module`: one device only.	STRING
HIGH	max/python/max/_interpreter_ops/scatter_gc.py	0	per-slot counterpart of :meth:`build_module`: one device only.	STRING
HIGH	max/python/max/_interpreter_ops/scatter_nd_gc.py	0	the same-bit-width unsigned int a dtype is bit-cast to for copying. raises: notimplementederror: for sub-byte dtypes (e.	STRING
HIGH	max/python/max/_interpreter_ops/gather_gc.py	0	the same-bit-width unsigned int a dtype is bit-cast to for copying. raises: notimplementederror: for sub-byte dtypes (e.	STRING
HIGH	max/python/max/_interpreter_ops/scatter_gc.py	0	the same-bit-width unsigned int a dtype is bit-cast to for copying. raises: notimplementederror: for sub-byte dtypes (e.	STRING
HIGH	max/python/max/pipelines/sampling/sampling_config.py	0	the section name to use when loading this config from a maxconfig file. this is used to differentiate between different	STRING
HIGH	max/python/max/pipelines/kv_cache/config.py	0	the section name to use when loading this config from a maxconfig file. this is used to differentiate between different	STRING
HIGH	max/python/max/pipelines/lib/pipeline_runtime_config.py	0	the section name to use when loading this config from a maxconfig file. this is used to differentiate between different	STRING
HIGH	max/python/max/pipelines/lib/config/config.py	0	the section name to use when loading this config from a maxconfig file. this is used to differentiate between different	STRING
HIGH	max/python/max/pipelines/lib/config/model_config.py	0	the section name to use when loading this config from a maxconfig file. this is used to differentiate between different	STRING
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Docstring Block Structure381 hits · 1768 pts

Severity	File	Line	Snippet	Context
HIGH	…/kernels/benchmarks/misc/comparison/setup_bench_env.py	113	Ensure a source repository exists, cloning if necessary. Args: name: Repository key in REPOS dict (e.g., "d	STRING
HIGH	max/python/max/_interpreter.py	160	Execute an MO graph and return output buffers. Args: graph: The finalized MO graph to execute. inpu	STRING
HIGH	max/python/max/benchmark/benchmark_serving.py	170	Parse response format from CLI arg (inline JSON or @filepath). Args: arg: Either a JSON string or '@path/to	STRING
HIGH	…ython/max/benchmark/benchmark_shared/server_metrics.py	102	Get a histogram by name and optional labels. Args: metric_name: Base metric name (e.g., "maxserve_b	STRING
HIGH	…ython/max/benchmark/benchmark_shared/server_metrics.py	148	Get the metrics URL for a backend. Args: backend: Backend name (Backend enum) base_url: Base API UR	STRING
HIGH	…ython/max/benchmark/benchmark_shared/server_metrics.py	177	Fetch raw metrics text from a Prometheus endpoint. Args: url: Prometheus metrics endpoint URL Returns:	STRING
HIGH	…ython/max/benchmark/benchmark_shared/server_metrics.py	304	Fetch and parse metrics for a backend. Convenience function that combines get_metrics_url, fetch_metrics, and parse	STRING
HIGH	…x/benchmark/benchmark_shared/lora_benchmark_manager.py	109	Get LoRA name for a given request index. Args: request_idx: The request index Returns:	STRING
HIGH	max/python/max/benchmark/benchmark_shared/model_csv.py	405	Loads a result JSON file and returns one flattened row per result. Supports the shapes the benchmarks emit: -	STRING
HIGH	max/python/max/benchmark/benchmark_shared/model_csv.py	460	Chooses the ordered CSV columns from those available in the input. The default (no options) is ``profile.summary``,	STRING
HIGH	max/python/max/benchmark/benchmark_shared/model_csv.py	614	Reads result JSON ``inputs`` and writes a CSV with selected columns. Args: inputs: The result J	STRING
HIGH	max/python/max/benchmark/benchmark_shared/model_csv.py	853	Applies a function to every key in a mapping and returns a new dict. Args: f: The function to a	STRING
HIGH	…n/max/benchmark/benchmark_shared/datasets/interface.py	77	Factory method to create the appropriate dataset subclass based on dataset name. This factory method automatica	STRING
HIGH	…n/max/benchmark/benchmark_shared/datasets/interface.py	140	Get the appropriate dataset class for the given dataset name. Args: dataset_name: Name of the datas	STRING
HIGH	…n/max/benchmark/benchmark_shared/datasets/interface.py	223	Sample requests from the dataset. This is the standardized interface that all dataset implementations must foll	STRING
HIGH	…ython/max/benchmark/benchmark_shared/datasets/types.py	203	Read an image file as raw bytes and encode in base64 without any transformations. Preserves the exact original	STRING
HIGH	…ax/benchmark/benchmark_shared/datasets/distribution.py	68	Parse a distribution parameter into a concrete distribution instance. Args: param: An int or float,	STRING
HIGH	…ax/benchmark/benchmark_shared/datasets/distribution.py	174	Parse a string like "N(mean, std)" into a NormalDistribution. Args: schema: A string in the format	STRING
HIGH	…ax/benchmark/benchmark_shared/datasets/distribution.py	220	Parse a string like "U(lower, upper)" into a UniformDistribution. Args: schema: A string in the for	STRING
HIGH	…ax/benchmark/benchmark_shared/datasets/distribution.py	265	Parse a string like "G(shape, scale)" into a GammaDistribution. Args: schema: A string in the forma	STRING
HIGH	…ax/benchmark/benchmark_shared/datasets/distribution.py	315	Parse a string like "LN(mean, std)" into a LogNormalDistribution. Args: schema: A string in the for	STRING
HIGH	…ax/benchmark/benchmark_shared/datasets/distribution.py	379	Parse a string like "Burr12(c, d, scale)" into a Burr12Distribution. Args: schema: A string in the	STRING
HIGH	…ax/benchmark/benchmark_shared/datasets/distribution.py	436	Parse a string like "DU(lower, upper)" into a DiscreteUniformDistribution. Args: schema: A string i	STRING
HIGH	…ax/benchmark/benchmark_shared/datasets/distribution.py	494	Parse a string like "NB(n, p)" into a NegativeBinomialDistribution. Args: schema: A string in the f	STRING
HIGH	max/python/max/experimental/realization_context.py	348	Adds a realized tensor as an input source to the computation graph. Registers a realized tensor as a graph inpu	STRING
HIGH	max/python/max/experimental/random.py	65	Creates a tensor filled with random values from a uniform distribution. Generates a tensor with values uniformly di	STRING
HIGH	max/python/max/experimental/random.py	115	Creates a tensor filled with random values from a Gaussian (normal) distribution. Generates a tensor with values sa	STRING
HIGH	max/python/max/experimental/tensor.py	790	Materializes a dimension as a rank-0 (scalar) tensor on CPU. Converts a shape dimension — static, symbolic, or	STRING
HIGH	max/python/max/experimental/tensor.py	867	Creates a tensor from one or more per-shard graph values. For a single shard value with no mapping, behaves lik	STRING
HIGH	max/python/max/experimental/tensor.py	1071	Creates a constant tensor from a Python literal or array-like value. .. deprecated:: 26.2 Use ``Ten	STRING
HIGH	max/python/max/experimental/tensor.py	1345	Creates a tensor with evenly spaced values within a given interval. Returns a new 1-D tensor containing a seque	STRING
HIGH	max/python/max/experimental/tensor.py	1909	Returns the indices of the maximum values along an axis. It's useful for finding the position of the largest el	STRING
HIGH	max/python/max/experimental/tensor.py	1949	Computes the maximum along a specified axis. .. code-block:: python from max.experimental import t	STRING
HIGH	max/python/max/experimental/tensor.py	1989	Computes the minimum along a specified axis. .. code-block:: python from max.experimental import t	STRING
HIGH	max/python/max/experimental/tensor.py	2029	Computes the mean along a specified axis. .. code-block:: python from max.experimental import tens	STRING
HIGH	max/python/max/experimental/tensor.py	2069	Computes the sum along a specified axis. .. code-block:: python from max.experimental import tenso	STRING
HIGH	max/python/max/experimental/tensor.py	2109	Computes the product along a specified axis. Args: axis: The axis along which to compute the produc	STRING
HIGH	max/python/max/experimental/tensor.py	2168	Removes a dimension of size ``1`` from the tensor. This is useful for removing singleton dimensions from tensor	STRING
HIGH	max/python/max/experimental/tensor.py	2200	Inserts a dimension of size ``1`` into the tensor. This is the inverse of :meth:`squeeze` and is useful for add	STRING
HIGH	max/python/max/experimental/tensor.py	2237	Splits the tensor into multiple tensors along a given dimension. This method supports two modes, matching PyTor	STRING
HIGH	max/python/max/experimental/tensor.py	2278	Reshapes the tensor. If a value of ``-1`` is present in ``shape``, that dimension becomes an automatica	STRING
HIGH	max/python/max/experimental/tensor.py	2377	Permutes all dimensions of the tensor. This is useful for changing the layout of multi-dimensional data, such	STRING
HIGH	max/python/max/experimental/tensor.py	2415	Transposes two axes of the tensor. .. code-block:: python from max.dtype import DType	STRING
HIGH	max/python/max/experimental/executor.py	64	Execute graph with inputs and return output buffers. Args: graph: A finalized graph ready for e	STRING
HIGH	max/python/max/experimental/nn/module.py	376	Defines the computation performed by the module. Users must override this method in their subclass to define th	STRING
HIGH	max/python/max/experimental/nn/module.py	1098	Compiles the module to an optimized executable through graph tracing. This method performs symbolic tracing of	STRING
HIGH	max/python/max/experimental/nn/module.py	1350	Marks a :class:`Module` to call to a subgraph. Use this to speed up graph build and compilation time. When a n	STRING
HIGH	max/python/max/experimental/nn/_compile_utils.py	599	Validates and prepares a weight for a parameter. Handles conversion and validation of the weight. Does not handle d	STRING
HIGH	max/python/max/experimental/nn/_compile_utils.py	693	Prepares the weight registry given input weights and module parameters. Args: weights: User-provided weight	STRING
HIGH	max/python/max/experimental/nn/norm/group_norm.py	124	Returns ``x`` normalized within each channel group. Args: x: The input tensor of shape ``(batch, ch	STRING
HIGH	max/python/max/experimental/torch/torch.py	82	Converts a MAX DType to the corresponding torch dtype. Args: dtype: The MAX DType to convert. Returns:	STRING
HIGH	max/python/max/experimental/torch/torch.py	99	Converts a torch dtype to the corresponding MAX DType. Args: dtype: The torch dtype to convert. Return	STRING
HIGH	max/python/max/experimental/sharding/mesh.py	90	Returns device_idx's coordinate along the given mesh axis. For a mesh shaped ``(2, 3)`` with row-major device	STRING
HIGH	…python/max/experimental/cascade/grpc_runtime/client.py	197	Fetch and decode a single result from the remote server by id. Returns raw JSON-like data (:py:data:`CascadeVal	STRING
HIGH	…python/max/experimental/cascade/grpc_runtime/client.py	236	Stream items from a bound server-side iterator, decoded one by one. Yields raw JSON-like data (:py:data:`Cascad	STRING
HIGH	max/python/max/experimental/functional/creation_ops.py	538	Computes a Hann window of a given length. For a symmetric window of ``N`` points with ``N > 1``, the value at index	STRING
HIGH	max/python/max/experimental/functional/creation_ops.py	608	Creates a sequence of evenly spaced values from ``start`` to ``stop``. The sequence begins at ``start`` and increme	STRING
HIGH	max/python/max/experimental/functional/creation_ops.py	681	Creates a constant tensor from a Python literal or array-like value. For an array-like ``value``, the array's own d	STRING
HIGH	max/python/max/experimental/functional/__init__.py	402	Calls a custom op, optionally loading custom Mojo extensions first. Args: name: The registered name of the	STRING
HIGH	max/python/max/experimental/functional/__init__.py	439	Calls an in-place custom op that mutates one or more of its inputs. Like :func:`custom`, but for ops that mutate bu	STRING
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Self-Referential Comments247 hits · 615 pts

Severity	File	Line	Snippet	Context
MEDIUM	…local_transformers_setup/cleanup_local_transformers.sh	30	# Create a temp file to build the cleaned version	COMMENT
MEDIUM	docs/code/develop/tensors/create_first_tensor.py	17	# Create a simple 1-D tensor (a vector)	COMMENT
MEDIUM	docs/code/develop/tensors/create_multi_dim.py	17	# Create a 2-D tensor (a matrix)	COMMENT
MEDIUM	docs/code/develop/tensors/create_multi_dim.py	21	# Create a 3-D tensor (a cube of numbers)	COMMENT
MEDIUM	docs/code/develop/dtypes/specify_dtype.py	19	# Create a tensor with float32 (default for most operations)	COMMENT
MEDIUM	docs/code/develop/dtypes/specify_dtype.py	23	# Create a tensor with int32 for indices or counts	COMMENT
MEDIUM	docs/code/develop/dtypes/dlpack_conversion.py	18	# Create a NumPy array	COMMENT
MEDIUM	docs/code/develop/dtypes/cast_dtype.py	19	# Create a float32 tensor	COMMENT
MEDIUM	…enchmarks/misc/utils/bench_vllm_flashinfer_decoding.py	88	# Create the block tables.	COMMENT
MEDIUM	…nchmarks/misc/utils/bench_vllm_flashinfer_attention.py	82	# Create the block tables.	COMMENT
MEDIUM	…ernels/benchmarks/misc/utils/warp_profiling/profile.py	236	# Create a dictionary of dataframes, one for each group	COMMENT
MEDIUM	…benchmarks/misc/comparison/bench_allreduce_subgraph.py	194	# Create a CPU group for coordination (CustomAllreduce needs this)	COMMENT
MEDIUM	…chmarks/gpu/linalg/bench_matmul_llama3_70B_4xH100.yaml	20	# This file is facilitate development before GTC and should be combined	COMMENT
MEDIUM	max/python/docs/build-rsts.sh	71	# Create the directory if it does not exist	COMMENT
MEDIUM	max/python/max/_interpreter.py	174	# Create a new interpreter slots dictionary for this execution.	COMMENT
MEDIUM	max/python/max/benchmark/benchmark_serving.py	410	# Create a request driver instance without pbar for test prompt	COMMENT
MEDIUM	…hmark/benchmark_shared/datasets/arxiv_summarization.py	71	# Create a summarization prompt	COMMENT
MEDIUM	…hmark/benchmark_shared/datasets/arxiv_summarization.py	108	# Create the full prompt	COMMENT
MEDIUM	max/python/max/experimental/tensor.py	1704	# Create a BufferValue and assign the current value to it	COMMENT
MEDIUM⚡	max/python/max/experimental/tensor.py	1362	# Create a range from 0 to 10 (exclusive)	STRING
MEDIUM⚡	max/python/max/experimental/tensor.py	1366	# Create a range from 5 to 15 with step 2	STRING
MEDIUM⚡	max/python/max/experimental/tensor.py	1374	# Create a range with a floating-point step	STRING
MEDIUM⚡	max/python/max/experimental/tensor.py	1378	# Create a descending range with negative step	STRING
MEDIUM	max/python/max/experimental/tensor.py	918	# Create a NumPy array	STRING
MEDIUM	max/python/max/experimental/tensor.py	1132	# Create a 3x3 tensor filled with 7	STRING
MEDIUM	max/python/max/experimental/tensor.py	1135	# Create a 2x4 tensor filled with pi	STRING
MEDIUM	max/python/max/experimental/tensor.py	1168	# Create a reference tensor	STRING
MEDIUM	max/python/max/experimental/tensor.py	1209	# Create a 2x3 tensor of zeros	STRING
MEDIUM	max/python/max/experimental/tensor.py	1214	# Create a 1D tensor using default dtype and device	STRING
MEDIUM	max/python/max/experimental/tensor.py	1244	# Create a reference tensor	STRING
MEDIUM	max/python/max/experimental/tensor.py	1283	# Create a 2x3 tensor of ones	STRING
MEDIUM	max/python/max/experimental/tensor.py	1312	# Create a reference tensor	STRING
MEDIUM	max/python/max/experimental/tensor.py	1436	# Create a reference tensor type with shape (2, 4)	STRING
MEDIUM	max/python/max/experimental/tensor.py	1841	# Create a tensor on CPU	STRING
MEDIUM	max/python/max/experimental/tensor.py	1955	# Create a 2x4 tensor	STRING
MEDIUM	max/python/max/experimental/tensor.py	1995	# Create a 2x4 tensor	STRING
MEDIUM	max/python/max/experimental/tensor.py	2035	# Create a 2x4 tensor	STRING
MEDIUM	max/python/max/experimental/tensor.py	2075	# Create a 2x3 tensor	STRING
MEDIUM	max/python/max/experimental/tensor.py	2139	# Create a 2x4 tensor	STRING
MEDIUM	max/python/max/experimental/tensor.py	2250	# Create a 10x4 tensor	STRING
MEDIUM	max/python/max/experimental/tensor.py	2356	# Create a float32 tensor	STRING
MEDIUM	max/python/max/experimental/tensor.py	2459	# Create a 2x3 matrix	STRING
MEDIUM	max/python/max/nn/attention/multihead_attention.py	164	# Create a module instance for this device	COMMENT
MEDIUM	max/python/max/nn/moe/quant_strategy.py	307	# Create a dummy expert scales tensor with shape (num_experts,) for	COMMENT
MEDIUM	max/python/max/config/__init__.py	1052	# Create a wrapper class to override parse_args method	COMMENT
MEDIUM	max/python/max/graph/quantization.py	80	# Create a quantized weight using Q4_K encoding	STRING
MEDIUM	max/python/max/graph/graph.py	749	# Create an always-ready chain that is never advanced by the graph.	COMMENT
MEDIUM	max/python/max/graph/type.py	137	# Create a GPU device reference (default id=0)	STRING
MEDIUM	max/python/max/graph/type.py	140	# Create a CPU device with specific id	STRING
MEDIUM	max/python/max/graph/type.py	388	# Create a tensor type with float32 elements and static dimensions 2x3	STRING
MEDIUM	max/python/max/graph/type.py	556	# Create an opaque type with parameters	STRING
MEDIUM⚡	max/python/max/graph/value.py	377	# Create a sample matrix	STRING
MEDIUM⚡	max/python/max/graph/value.py	380	# Create a Graph context to work with tensors	STRING
MEDIUM⚡	max/python/max/graph/value.py	382	# Create a constant tensor from the matrix	STRING
MEDIUM⚡	max/python/max/graph/value.py	487	# Create a 2x2 matrix	STRING
MEDIUM⚡	max/python/max/graph/value.py	490	# Create a Graph context to work with tensors	STRING
MEDIUM⚡	max/python/max/graph/value.py	492	# Create a constant tensor from the matrix	STRING
MEDIUM⚡	max/python/max/graph/value.py	517	# Create a matrix with float32 values	STRING
MEDIUM⚡	max/python/max/graph/value.py	520	# Create a Graph context to work with tensors	STRING
MEDIUM⚡	max/python/max/graph/value.py	522	# Create a constant tensor from the matrix	STRING
187 more matches not shown…

Excessive Try-Catch Wrapping443 hits · 437 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/update-github-links.py	62	print(f"Error: '{docs_dir}' is not a valid directory")	CODE
MEDIUM	…s/benchmarks/misc/comparison/bench_blackwell_decode.py	54	print(f"Error: flashinfer not available: {e}")	CODE
LOW	…s/benchmarks/misc/comparison/bench_blackwell_decode.py	499	except Exception as e:	CODE
LOW	…s/benchmarks/misc/comparison/bench_blackwell_decode.py	517	except Exception as e:	CODE
LOW	…c/comparison/bench_blackwell_mla_prefill_sparse_fp8.py	373	except Exception as e:	CODE
MEDIUM	…nchmarks/misc/comparison/bench_blackwell_mla_decode.py	120	print(f"Error: flashinfer not available: {e}")	CODE
LOW	…nchmarks/misc/comparison/bench_blackwell_mla_decode.py	1038	except Exception as e:	CODE
LOW	…nchmarks/misc/comparison/bench_blackwell_mla_decode.py	1059	except Exception as e:	CODE
LOW	max/kernels/benchmarks/misc/comparison/sweep_decode.py	170	except Exception as e:	CODE
LOW	max/kernels/benchmarks/misc/comparison/sweep_decode.py	194	except Exception as e:	CODE
LOW	…/kernels/benchmarks/misc/comparison/setup_bench_env.py	385	except Exception as e:	CODE
LOW	…/kernels/benchmarks/misc/comparison/setup_bench_env.py	673	except Exception as e:	CODE
LOW	…/kernels/benchmarks/misc/comparison/setup_bench_env.py	698	except Exception as e:	CODE
LOW	…/kernels/benchmarks/misc/comparison/setup_bench_env.py	714	except Exception as e:	CODE
MEDIUM	…/benchmarks/misc/comparison/bench_blackwell_prefill.py	46	print(f"Error: flashinfer not available: {e}")	CODE
MEDIUM	…/benchmarks/misc/comparison/bench_blackwell_prefill.py	76	print(f"Error: flash_attn not available: {e}")	CODE
LOW	…/benchmarks/misc/comparison/bench_blackwell_prefill.py	512	except Exception as e:	CODE
LOW	…/benchmarks/misc/comparison/bench_blackwell_prefill.py	532	except Exception as e:	CODE
LOW	…/benchmarks/misc/comparison/bench_blackwell_prefill.py	551	except Exception as e:	CODE
LOW	…benchmarks/misc/comparison/bench_allreduce_subgraph.py	149	except Exception as e:	CODE
LOW	…benchmarks/misc/comparison/bench_allreduce_subgraph.py	197	except Exception:	CODE
LOW	…benchmarks/misc/comparison/bench_allreduce_subgraph.py	227	except Exception as e:	CODE
LOW	…benchmarks/misc/comparison/bench_allreduce_subgraph.py	268	except Exception as e:	CODE
MEDIUM	…benchmarks/misc/comparison/bench_allreduce_subgraph.py	356	print("Error: This benchmark requires mpirun for multi-GPU execution.")	CODE
LOW	max/kernels/benchmarks/misc/comparison/bench_softmax.py	136	except Exception as e:	CODE
LOW	…/misc/comparison/bench_blackwell_mla_prefill_sparse.py	346	except Exception as e:	CODE
LOW	max/kernels/benchmarks/misc/comparison/bench_amd_mha.py	501	except Exception as e:	CODE
LOW	…els/benchmarks/misc/comparison/bench_amd_mxfp4_gemm.py	281	except Exception as e:	CODE
LOW	…els/benchmarks/misc/comparison/bench_amd_mxfp4_gemm.py	422	except Exception as e:	CODE
LOW⚡	max/kernels/benchmarks/misc/comparison/bench_amd_mla.py	824	except Exception as e:	CODE
LOW	max/kernels/benchmarks/misc/comparison/bench_amd_mla.py	1265	except Exception as e:	CODE
LOW	max/kernels/benchmarks/misc/comparison/bench_amd_mla.py	1466	except Exception as e:	CODE
LOW	max/kernels/benchmarks/misc/comparison/bench_amd_mla.py	1536	except Exception as e:	CODE
LOW	max/kernels/benchmarks/autotune/kbench.py	714	except Exception:	CODE
MEDIUM	max/kernels/benchmarks/autotune/kbench.py	711	def main() -> None:	CODE
LOW	max/kernels/benchmarks/autotune/kbench_model.py	158	except Exception as e:	CODE
LOW	max/kernels/benchmarks/autotune/kbench_model.py	167	except Exception as exc:	CODE
LOW	max/kernels/benchmarks/autotune/kbench_model.py	257	except Exception:	CODE
LOW	max/kernels/benchmarks/autotune/kbench_model.py	625	except Exception as e:	CODE
LOW	max/kernels/benchmarks/autotune/kbench_model.py	1163	except Exception as e:	CODE
LOW	max/kernels/benchmarks/autotune/kbench_model.py	1197	except Exception:	CODE
LOW	max/kernels/benchmarks/autotune/tests/test_kbench.py	105	except Exception:	CODE
LOW	max/python/max/_interpreter.py	46	except Exception as _e:	CODE
LOW	max/python/max/_interpreter.py	73	except Exception:	CODE
LOW	max/python/max/benchmark/serve_replay.py	52	except Exception:	CODE
LOW	max/python/max/benchmark/serve_replay.py	74	except Exception:	CODE
LOW	max/python/max/benchmark/serve_replay.py	88	except Exception:	CODE
LOW	max/python/max/benchmark/benchmark_serving.py	526	except Exception as e:	CODE
LOW	max/python/max/benchmark/benchmark_serving.py	568	except Exception:	CODE
LOW	max/python/max/benchmark/benchmark_serving.py	795	except Exception as e:	CODE
LOW	max/python/max/benchmark/benchmark_shared/request.py	462	except Exception:	CODE
LOW	max/python/max/benchmark/benchmark_shared/request.py	644	except Exception:	CODE
LOW	max/python/max/benchmark/benchmark_shared/request.py	730	except Exception:	CODE
LOW	max/python/max/benchmark/benchmark_shared/request.py	1032	except Exception:	CODE
LOW	max/python/max/benchmark/benchmark_shared/request.py	1124	except Exception:	CODE
LOW	max/python/max/benchmark/benchmark_shared/request.py	1347	except Exception:	CODE
LOW	max/python/max/benchmark/benchmark_shared/request.py	1457	except Exception:	CODE
LOW	max/python/max/benchmark/benchmark_shared/request.py	1568	except Exception:	CODE
LOW	max/python/max/benchmark/benchmark_shared/request.py	1658	except Exception:	CODE
LOW	max/python/max/benchmark/benchmark_shared/request.py	1696	except Exception:	CODE
383 more matches not shown…

Deep Nesting479 hits · 428 pts

Severity	File	Line	Context
LOW	docs/write-nightly-release.py	29	CODE
LOW	docs/generate-arch-docs.py	111	CODE
LOW	docs/generate-arch-docs.py	245	CODE
LOW	docs/generate-models-table.py	200	CODE
LOW	docs/generate-models-table.py	257	CODE
LOW	max/kernels/test/gpu/fuzz/fuzz.py	845	CODE
LOW	max/kernels/test/gpu/fuzz/fuzz.py	1050	CODE
LOW	max/kernels/benchmarks/misc/analyze_4wave_autotune.py	55	CODE
LOW	max/kernels/benchmarks/misc/utils/bench.py	128	CODE
LOW	max/kernels/benchmarks/misc/utils/bench.py	215	CODE
LOW	…ernels/benchmarks/misc/comparison/bench_ep_baseline.py	457	CODE
LOW	max/kernels/benchmarks/misc/comparison/sweep_decode.py	51	CODE
LOW	…/benchmarks/misc/comparison/bench_blackwell_prefill.py	452	CODE
LOW	max/kernels/benchmarks/autotune/kbench_model.py	1285	CODE
LOW	max/kernels/benchmarks/autotune/kbench_model.py	684	CODE
LOW	max/kernels/benchmarks/autotune/kbench_model.py	734	CODE
LOW	max/kernels/benchmarks/autotune/kbench_model.py	855	CODE
LOW	max/kernels/benchmarks/autotune/kbench_model.py	1547	CODE
LOW	max/kernels/benchmarks/autotune/kbench_model.py	1780	CODE
LOW	max/kernels/benchmarks/autotune/kbench_model.py	1941	CODE
LOW	max/kernels/benchmarks/autotune/kbench_model.py	1974	CODE
LOW	max/kernels/benchmarks/autotune/kbench_model.py	2032	CODE
LOW	max/kernels/benchmarks/autotune/tuning_codegen.py	95	CODE
LOW	max/kernels/benchmarks/autotune/kplot.py	111	CODE
LOW	max/kernels/benchmarks/autotune/kprofile.py	751	CODE
LOW	max/python/docs/check_api_coverage.py	90	CODE
LOW	max/python/docs/check_api_coverage.py	216	CODE
LOW	max/python/docs/check_api_coverage.py	408	CODE
LOW	max/python/max/_interpreter.py	205	CODE
LOW	max/python/max/benchmark/sweep_benchmark_serving.py	109	CODE
LOW	max/python/max/benchmark/serve_replay.py	60	CODE
LOW	max/python/max/benchmark/benchmark_serving.py	320	CODE
LOW	max/python/max/benchmark/benchmark_serving.py	936	CODE
LOW	max/python/max/benchmark/benchmark_serving.py	1347	CODE
LOW	max/python/max/benchmark/benchmark_shared/multi_turn.py	64	CODE
LOW	max/python/max/benchmark/benchmark_shared/multi_turn.py	691	CODE
LOW	max/python/max/benchmark/benchmark_shared/metrics.py	1190	CODE
LOW	max/python/max/benchmark/benchmark_shared/metrics.py	428	CODE
LOW	…ax/benchmark/benchmark_shared/serving_result_output.py	153	CODE
LOW	max/python/max/benchmark/benchmark_shared/request.py	541	CODE
LOW	max/python/max/benchmark/benchmark_shared/request.py	399	CODE
LOW	max/python/max/benchmark/benchmark_shared/request.py	1243	CODE
LOW	…ython/max/benchmark/benchmark_shared/server_metrics.py	237	CODE
LOW	…ython/max/benchmark/benchmark_shared/server_metrics.py	430	CODE
LOW	max/python/max/benchmark/benchmark_shared/sse.py	82	CODE
LOW	max/python/max/benchmark/benchmark_shared/warmup.py	245	CODE
LOW	max/python/max/benchmark/benchmark_shared/utils.py	88	CODE
LOW	max/python/max/benchmark/benchmark_shared/model_csv.py	789	CODE
LOW	…nchmark/benchmark_shared/datasets/nemotron_opencode.py	646	CODE
LOW	…nchmark/benchmark_shared/datasets/nemotron_opencode.py	558	CODE
LOW	…/python/max/benchmark/benchmark_shared/datasets/all.py	110	CODE
LOW	…ax/benchmark/benchmark_shared/datasets/distribution.py	65	CODE
LOW	…ax/benchmark/benchmark_shared/datasets/agentic_code.py	113	CODE
LOW	…ax/benchmark/benchmark_shared/datasets/agentic_code.py	195	CODE
LOW	…ax/benchmark/benchmark_shared/datasets/agentic_code.py	240	CODE
LOW	…n/max/benchmark/benchmark_shared/datasets/batch_job.py	179	CODE
LOW	max/python/max/experimental/tensor.py	148	CODE
LOW	max/python/max/experimental/nn/module.py	951	CODE
LOW	max/python/max/experimental/nn/_compile_utils.py	687	CODE
LOW	max/python/max/experimental/nn/_compile_utils.py	736	CODE
419 more matches not shown…

Cross-Language Confusion74 hits · 364 pts

Severity	File	Line	Snippet	Context
HIGH	max/kernels/benchmarks/autotune/kdiff.py	51	export KUBECONFIG=/dev/null ; # recommended	STRING
HIGH	max/python/max/nn/kv_cache/cache_params.py	778	"""Type of KV cache connector to use (null, local, tiered, dkv)."""	STRING
HIGH	…/architectures/deepseekV3_modulev3/layers/quant_mla.py	250	"""Fused ``q_a_proj \|\| kv_a_proj_with_mqa`` (bf16 or FP8)."""	STRING
HIGH	max/python/max/pipelines/lib/embeddings_pipeline.py	144	tracer.push("prepare_response")	CODE
HIGH	max/python/max/profiler/tracing.py	137	tracer.push("child_operation")	STRING
HIGH	max/python/max/profiler/tracing.py	144	tracer.push("child_operation")	STRING
HIGH	max/python/max/profiler/tracing.py	164	self.push(message, color)	CODE
HIGH	max/python/max/profiler/tracing.py	219	self.push(message, color)	CODE
HIGH	max/python/max/serve/parser/json_utils.py	23	(?<boolean> true \| false \| null )	CODE
HIGH	max/python/max/serve/worker_interface/zmq_interface.py	306	response_queue=self.response_queue_config.push(),	CODE
HIGH	max/python/max/serve/worker_interface/_zmq_queue.py	268	return self.push(), self.pull()	CODE
HIGH⚡	…ests/integration/unorganized/test_memory_estimation.py	301	([DeviceSpec.cpu()], KVConnectorType.null, 0),	CODE
HIGH⚡	…ests/integration/unorganized/test_memory_estimation.py	302	([DeviceSpec.accelerator(id=0)], KVConnectorType.null, 0),	CODE
HIGH⚡	…ests/integration/unorganized/test_memory_estimation.py	306	KVConnectorType.null,	CODE
HIGH⚡	…ests/integration/unorganized/test_memory_estimation.py	311	KVConnectorType.null,	CODE
HIGH⚡	…ests/integration/unorganized/test_memory_estimation.py	316	KVConnectorType.null,	CODE
HIGH⚡	…ests/integration/unorganized/test_memory_estimation.py	367	(1, KVConnectorType.null, 1),	CODE
HIGH⚡	…ests/integration/unorganized/test_memory_estimation.py	369	(2, KVConnectorType.null, 1),	CODE
HIGH⚡	…res/unified_dspark_gemma4/test_dspark_gemma4_module.py	710	"""Mean per-position KL(ref \|\| max) over fp32 softmax distributions."""	STRING
HIGH	…okenization/test_kimi_reasoning_toolarg_enforcement.py	161	# anyOf(string-enum \| null): once the value opens with a quote, only the	COMMENT
HIGH	…ation/accuracy/llm_fuzz/scenarios/structured_output.py	207	# (non-dict, null, recursive $ref) must be rejected.	COMMENT
HIGH	…tion/accuracy/llm_fuzz/scenarios/models/kimi_battle.py	103	f"Expected str\|null, got {type(data['value']).__name__}"	CODE
HIGH	…ation/accuracy/llm_fuzz/scenarios/models/glm_battle.py	222	detail=f"nickname should be string or null, got {type(data['nickname']).__name__}",	CODE
HIGH	…ation/accuracy/llm_fuzz/scenarios/models/glm_battle.py	297	detail=f"value should be string or null, got {type(data['value']).__name__}",	CODE
HIGH⚡	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	1188	# 15. anyOf with nullable string: anyOf: [{type:string},{type:null}]	COMMENT
HIGH⚡	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	1182	"and reason is null (must be null, not a string)."	CODE
HIGH⚡	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	1351	f"status={status!r} not in enum ['active','inactive',null]"	CODE
HIGH⚡	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	1386	f"not in [true, false, null]"	CODE
HIGH⚡	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	1950	"a next pointer (another node or null)."	CODE
HIGH⚡	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	2725	"string 'none' instead of null. Do not use null, "	CODE
HIGH⚡	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	3998	f"name: expected string or null, got {type(name).__name__}"	CODE
HIGH⚡	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	4004	f"age: expected integer or null, got "	CODE
HIGH⚡	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	4011	f"tags: expected array or null, got "	CODE
HIGH	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	135	"integer vs number, null, nested objects, fixed property order"	CODE
HIGH	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	842	f"nickname: expected string or null, got {type(nickname).__name__}"	CODE
HIGH	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	1104	f"nickname: expected string or null, got {type(nn).__name__}"	CODE
HIGH	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	1156	f"reason: expected null, got "	CODE
HIGH	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	1204	f"middle_name: expected string or null, "	CODE
HIGH	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	1791	f"score: expected number or null, "	CODE
HIGH	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	1997	f"metadata: expected object or null, "	CODE
HIGH	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	2075	f"tags: expected array or null, "	CODE
HIGH	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	2677	f"backup_contact: expected object or null, got "	CODE
HIGH	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	3372	"kind (file or directory), and children (array or null)."	CODE
HIGH	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	3491	f"{field}: expected string or null, got "	CODE
HIGH	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	3557	f"count: expected integer or null, got "	CODE
HIGH	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	3607	f"enabled: expected boolean or null, got "	CODE
HIGH	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	3661	f"score: expected number or null, got "	CODE
HIGH	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	3712	f"tags: expected array or null, got "	CODE
HIGH	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	3778	f"address: expected object or null, got "	CODE
HIGH	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	4050	"Upsert a record. name is string or null, age is "	CODE
HIGH	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	4051	"integer or null, tags is array of strings or null."	CODE
HIGH	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	4153	f"config: expected object or null, got "	CODE
HIGH	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	4281	f"object, or null, got {type(result).__name__}"	CODE
HIGH⚡	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	2660	"""Verify anyOf: [$ref, null] allows both valid object and null.	STRING
HIGH⚡	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	3544	"""anyOf [integer, null]: prompt pushes model toward string output."""	STRING
HIGH⚡	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	3595	"""anyOf [boolean, null]: prompt tries to elicit string 'true'."""	STRING
HIGH⚡	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	3646	"""anyOf [number, null]: prompt tries to elicit boolean value."""	STRING
HIGH⚡	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	3699	"""anyOf [array of strings, null]: prompt tries to elicit a bare string."""	STRING
HIGH⚡	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	3766	"""anyOf [typed object, null]: prompt tries to flatten nested fields."""	STRING
HIGH⚡	…llm_fuzz/scenarios/validation/tc_schema_enforcement.py	4140	"""anyOf [$ref to typed object, null] — the Pydantic Optional[Model] pattern."""	STRING
14 more matches not shown…

Modern Structural Boilerplate329 hits · 326 pts

Severity	File	Line	Snippet	Context
LOW	…x/kernels/benchmarks/misc/comparison/install_sglang.py	19	def update_pip() -> None:	CODE
LOW	max/python/max/benchmark/benchmark_serving.py	147	logger = logging.getLogger(__name__)	CODE
LOW	max/python/max/benchmark/results_to_csv.py	80	logger = logging.getLogger(__name__)	CODE
LOW	max/python/max/benchmark/benchmark_shared/multi_turn.py	55	logger = logging.getLogger(__name__)	CODE
LOW	max/python/max/benchmark/benchmark_shared/metrics.py	46	__all__ = [	CODE
LOW	…ax/benchmark/benchmark_shared/serving_result_output.py	62	logger = logging.getLogger(__name__)	CODE
LOW	max/python/max/benchmark/benchmark_shared/request.py	57	logger = logging.getLogger(__name__)	CODE
LOW	…ython/max/benchmark/benchmark_shared/server_metrics.py	36	logger = logging.getLogger(__name__)	CODE
LOW	…thon/max/benchmark/benchmark_shared/serving_metrics.py	51	logger = logging.getLogger(__name__)	CODE
LOW	max/python/max/benchmark/benchmark_shared/warmup.py	46	logger = logging.getLogger(__name__)	CODE
LOW	max/python/max/benchmark/benchmark_shared/utils.py	37	logger = logging.getLogger(__name__)	CODE
LOW	max/python/max/benchmark/benchmark_shared/utils.py	279	def set_ulimit(target_soft_limit: int = 65535) -> None:	CODE
LOW	…x/benchmark/benchmark_shared/lora_benchmark_manager.py	30	logger = logging.getLogger(__name__)	CODE
LOW	…x/python/max/benchmark/benchmark_shared/single_turn.py	61	logger = logging.getLogger(__name__)	CODE
LOW	max/python/max/benchmark/benchmark_shared/model_csv.py	75	logger = logging.getLogger(__name__)	CODE
LOW	…/benchmark/benchmark_shared/datasets/instruct_coder.py	37	logger = logging.getLogger(__name__)	CODE
LOW	…enchmark_shared/datasets/multiturn_distribution_fit.py	78	logger = logging.getLogger(__name__)	CODE
LOW	…nchmark/benchmark_shared/datasets/nemotron_opencode.py	40	logger = logging.getLogger(__name__)	CODE
LOW	…on/max/benchmark/benchmark_shared/datasets/__init__.py	52	__all__ = [	CODE
LOW	…/python/max/benchmark/benchmark_shared/datasets/all.py	84	logger = logging.getLogger(__name__)	CODE
LOW	…thon/max/benchmark/benchmark_shared/datasets/random.py	43	logger = logging.getLogger(__name__)	CODE
LOW	…ax/benchmark/benchmark_shared/datasets/agentic_code.py	39	logger = logging.getLogger(__name__)	CODE
LOW	…hmark/benchmark_shared/datasets/artificial_analysis.py	45	logger = logging.getLogger(__name__)	CODE
LOW	…n/max/benchmark/benchmark_shared/datasets/batch_job.py	40	logger = logging.getLogger(__name__)	CODE
LOW	…/max/benchmark/benchmark_shared/datasets/chat_judge.py	35	logger = logging.getLogger(__name__)	CODE
LOW	max/python/max/experimental/realization_context.py	111	def set_seed(value: int) -> None:	CODE
LOW	max/python/max/experimental/realization_context.py	762	__all__ = [	CODE
LOW	max/python/max/experimental/__init__.py	47	__all__ = ["Tensor", "functional", "random", "tensor"]	CODE
LOW	max/python/max/experimental/random.py	43	__all__ = ["gaussian", "normal", "seed", "set_seed", "uniform"]	CODE
LOW	max/python/max/experimental/executor.py	424	__all__ = [	CODE
LOW	max/python/max/experimental/nn/__init__.py	70	__all__ = [	CODE
LOW	max/python/max/experimental/nn/_compilation_timer.py	34	__all__ = [	CODE
LOW	max/python/max/experimental/nn/rope/__init__.py	17	__all__ = [	CODE
LOW	max/python/max/experimental/nn/norm/__init__.py	19	__all__ = ["GemmaRMSNorm", "GroupNorm", "LayerNorm", "RMSNorm", "rms_norm"]	CODE
LOW	…/python/max/experimental/nn/common_layers/mesh_axis.py	27	__all__ = ["DP", "TP"]	CODE
LOW	…ax/experimental/nn/common_layers/functional_kernels.py	372	__all__ = [	CODE
LOW	max/python/max/experimental/torch/__init__.py	21	__all__ = [	CODE
LOW	max/python/max/experimental/sharding/per_shard_dim.py	31	__all__ = [	CODE
LOW	max/python/max/experimental/sharding/picker.py	39	__all__ = [	CODE
LOW	max/python/max/experimental/sharding/__init__.py	118	__all__ = [	CODE
LOW	max/python/max/experimental/sharding/mode.py	25	__all__ = [	CODE
LOW	max/python/max/experimental/sharding/rules/__init__.py	101	__all__ = [	CODE
LOW	max/python/max/experimental/testing/__init__.py	21	__all__ = ["assert_all_close"]	CODE
LOW	max/python/max/experimental/cascade/__init__.py	37	__all__ = [	CODE
LOW	…python/max/experimental/cascade/grpc_runtime/server.py	48	logger = logging.getLogger(__name__)	CODE
LOW	…python/max/experimental/cascade/grpc_runtime/client.py	71	logger = logging.getLogger(__name__)	CODE
LOW	…thon/max/experimental/cascade/grpc_runtime/__init__.py	20	__all__ = ["GrpcRuntimeClient", "SubprocGrpcRuntimeClient"]	CODE
LOW	…ython/max/experimental/cascade/grpc_runtime/runtime.py	20	__all__ = ["GrpcRuntimeClient", "SubprocGrpcRuntimeClient"]	CODE
LOW	max/python/max/experimental/cascade/core/__init__.py	29	__all__ = [	CODE
LOW	…python/max/experimental/cascade/http_runtime/server.py	56	logger = logging.getLogger(__name__)	CODE
LOW	…thon/max/experimental/cascade/http_runtime/__init__.py	18	__all__ = ["HttpRuntimeProxy", "SubprocHttpRuntime"]	CODE
LOW	…thon/max/experimental/cascade/workers/max_tokenizer.py	27	logger = logging.getLogger(__name__)	CODE
LOW	…n/max/experimental/cascade/workers/max_model_worker.py	47	logger = logging.getLogger(__name__)	CODE
LOW	max/python/max/experimental/cascade/serve/__init__.py	18	__all__ = ["CascadeFastAPI", "build_router"]	CODE
LOW	max/python/max/experimental/cascade/serve/main.py	62	logger = logging.getLogger(__name__)	CODE
LOW	max/python/max/experimental/functional/__init__.py	203	__all__ = [	CODE
LOW	max/python/max/experimental/functional/spmd_ops.py	116	__all__ = [	CODE
LOW	max/python/max/_xgrammar/structural_tag.py	602	__all__ = [	CODE
LOW	max/python/max/_xgrammar/__init__.py	379	__all__ = [	CODE
LOW	max/python/max/nn/__init__.py	93	__all__ = [	CODE
269 more matches not shown…

AI Structural Patterns155 hits · 143 pts

Severity	File	Line	Context
LOW	…s/benchmarks/misc/comparison/bench_blackwell_decode.py	425	CODE
LOW	…/benchmarks/misc/comparison/bench_blackwell_prefill.py	350	CODE
LOW	max/kernels/benchmarks/misc/comparison/bench_amd_mha.py	146	CODE
LOW	max/kernels/benchmarks/misc/comparison/bench_amd_mha.py	349	CODE
LOW	max/kernels/benchmarks/misc/comparison/bench_amd_mha.py	390	CODE
LOW	max/kernels/benchmarks/misc/comparison/bench_amd_mha.py	431	CODE
LOW	max/kernels/benchmarks/autotune/kbench.py	105	CODE
LOW	max/kernels/benchmarks/autotune/kbench_model.py	513	CODE
LOW	…/benchmark/benchmark_shared/datasets/instruct_coder.py	159	CODE
LOW	…nchmark/benchmark_shared/datasets/nemotron_opencode.py	443	CODE
LOW	…ax/benchmark/benchmark_shared/datasets/agentic_code.py	240	CODE
LOW	max/python/max/experimental/nn/conv.py	67	CODE
LOW	…xperimental/nn/common_layers/multi_latent_attention.py	87	CODE
LOW	max/python/max/nn/kernels.py	278	CODE
LOW	max/python/max/nn/kernels.py	2707	CODE
LOW	max/python/max/nn/kernels.py	4061	CODE
LOW	max/python/max/nn/kernels.py	4231	CODE
LOW	max/python/max/nn/kernels.py	5228	CODE
LOW	max/python/max/nn/kernels.py	5439	CODE
LOW	max/python/max/nn/kernels.py	5610	CODE
LOW	max/python/max/nn/kernels.py	5956	CODE
LOW	max/python/max/nn/kernels.py	6219	CODE
LOW	max/python/max/nn/kernels.py	6547	CODE
LOW	max/python/max/nn/kernels.py	6698	CODE
LOW	max/python/max/nn/kernels.py	6756	CODE
LOW	max/python/max/nn/kernels.py	6804	CODE
LOW	max/python/max/nn/kernels.py	6890	CODE
LOW	max/python/max/nn/kernels.py	6949	CODE
LOW	max/python/max/nn/kernels.py	7393	CODE
LOW	max/python/max/nn/kernels.py	8310	CODE
LOW	max/python/max/nn/kernels.py	8383	CODE
LOW	max/python/max/nn/conv_transpose.py	86	CODE
LOW	max/python/max/nn/conv_transpose.py	295	CODE
LOW	max/python/max/nn/conv.py	95	CODE
LOW	max/python/max/nn/conv.py	382	CODE
LOW	max/python/max/nn/conv.py	587	CODE
LOW	max/python/max/nn/quant_ops.py	158	CODE
LOW	max/python/max/nn/quant_ops.py	191	CODE
LOW	max/python/max/nn/attention/attention_with_rope.py	60	CODE
LOW	max/python/max/nn/attention/attention_with_rope.py	977	CODE
LOW	max/python/max/nn/attention/attention_with_rope.py	1134	CODE
LOW	max/python/max/nn/attention/multi_latent_attention.py	91	CODE
LOW	max/python/max/nn/attention/multi_latent_attention.py	580	CODE
LOW	…/python/max/nn/attention/multi_latent_attention_fp8.py	59	CODE
LOW	max/python/max/nn/sampling/rejection_sampler.py	379	CODE
LOW	max/python/max/nn/lora/attention_lora.py	44	CODE
LOW	max/python/max/nn/lora/attention_lora.py	204	CODE
LOW	max/python/max/nn/moe/stacked_moe.py	275	CODE
LOW	max/python/max/nn/moe/moe.py	275	CODE
LOW	max/python/max/graph/graph.py	686	CODE
LOW	max/python/max/graph/ops/concat.py	97	CODE
LOW	…/max/pipelines/architectures/olmo3/layers/attention.py	214	CODE
LOW	…elines/architectures/deepseekV3_2/layers/transforms.py	161	CODE
LOW	…elines/architectures/deepseekV3_2/layers/sparse_mla.py	112	CODE
LOW	…elines/architectures/deepseekV3_2/layers/sparse_mla.py	750	CODE
LOW	…ax/pipelines/architectures/gpt_oss/layers/attention.py	190	CODE
LOW	…nes/architectures/gpt_oss_modulev3/layers/attention.py	199	CODE
LOW	…max/pipelines/architectures/gemma3/layers/attention.py	50	CODE
LOW	…max/pipelines/architectures/gemma3/layers/attention.py	281	CODE
LOW	…/architectures/deepseekV3_modulev3/layers/quant_mla.py	72	CODE
95 more matches not shown…

Redundant / Tautological Comments77 hits · 115 pts

Severity	File	Line	Snippet	Context
LOW	max/kernels/benchmarks/autotune/kplot.py	93	y_text: bool = True # Print value on top of the bar	CODE
LOW	…ython/max/benchmark/benchmark_shared/datasets/types.py	225	# Check if extension is supported	COMMENT
LOW	max/python/max/experimental/nn/module.py	1048	# Check if the constant_external creation should be done in a	COMMENT
LOW	max/python/max/nn/linear.py	323	# Check if head boundaries align with block boundaries	COMMENT
LOW	max/python/max/nn/kernels.py	8182	# Set min_top_p to the scalar value if provided, otherwise use top_p	COMMENT
LOW	max/python/max/nn/parallel/numpy_parallel_ops.py	223	# Check if all arrays are contiguous	COMMENT
LOW	max/python/max/nn/layer/layer.py	810	# Check if weight has symbolic dimensions	COMMENT
LOW	max/python/max/nn/kv_cache/cache_params.py	2206	# Check if we are allocating sufficient blocks.	COMMENT
LOW	max/python/max/nn/hooks/base_print_hook.py	132	# Print outputs.	COMMENT
LOW	max/python/max/config/__init__.py	75	# Check if the class has a custom enum mapping	COMMENT
LOW	max/python/max/config/__init__.py	134	# Check if this is Optional[T] (Union[T, None])	COMMENT
LOW	max/python/max/config/__init__.py	219	# Check if this is Optional[T] (Union[T, None])	COMMENT
LOW	max/python/max/config/__init__.py	533	# Check if this looks like a full MAXConfig file	COMMENT
LOW	max/python/max/config/__init__.py	542	# Check if the top-level keys are mostly class fields (individual config)	COMMENT
LOW	max/python/max/config/__init__.py	652	# Check if the base class has a _get_enum_mapping method	COMMENT
LOW	max/python/max/graph/weight.py	453	# Check if this is a partial function wrapping head_aware_col_sharding_strategy.	COMMENT
LOW	max/python/max/graph/weight.py	466	# Check if this is a partial function wrapping stacked_qkv_sharding_strategy.	COMMENT
LOW	max/python/max/graph/weight.py	484	# Check if this is a partial function wrapping gate_up_sharding_strategy.	COMMENT
LOW	max/python/max/graph/weights/load_gguf.py	90	# Check if a weight exists	STRING
LOW	max/python/max/graph/ops/stack.py	98	# Check if axis is within bounds	COMMENT
LOW	max/python/max/_interpreter_ops/handlers.py	1240	# Check if it's an index/integer type by looking at the attribute	COMMENT
LOW	…python/max/pipelines/architectures/deepseekV3/model.py	121	# Check if EP should be configured	COMMENT
LOW	max/python/max/pipelines/architectures/gpt_oss/model.py	229	# Check if input_row_offsets is a list or a single tensor	COMMENT
LOW	…hon/max/pipelines/architectures/qwen2_5vl/tokenizer.py	104	# Check if spatial merging is possible early	COMMENT
LOW	…rchitectures/autoencoders/autoencoder_kl_qwen_image.py	738	# Check if this weight needs numpy transformation	COMMENT
LOW	…x/python/max/pipelines/architectures/kimik2_5/model.py	318	# Check if EP should be configured	COMMENT
LOW	…lines/modeling/dataprocessing/causal_attention_mask.py	70	# Set diagonal to k + 1 so that tokens attend to themselves.	COMMENT
LOW	…x/pipelines/kv_cache/paged_kv_cache/transfer_engine.py	139	# Set SO_REUSEADDR to avoid TIME_WAIT issues	COMMENT
LOW	…x/pipelines/kv_cache/paged_kv_cache/transfer_engine.py	929	# Check if the relevant transport env vars are set. You can get away	COMMENT
LOW	…on/max/pipelines/kv_cache/paged_kv_cache/block_pool.py	101	# Check if a block with the same hash is already committed.	COMMENT
LOW	max/python/max/pipelines/lib/registry.py	1273	# Check if there's a secondary tokenizer (tokenizer_2) in the manifest	COMMENT
LOW	max/python/max/pipelines/lib/config/config.py	421	# Check if key matches the prefix filter	COMMENT
LOW	max/python/max/pipelines/lib/config/config.py	428	# Check if this field exists in the config class (Pydantic model)	COMMENT
LOW	max/python/max/pipelines/lib/config/config.py	1426	# Check if the architecture is Llama3 (LlamaForCausalLM)	COMMENT
LOW	max/python/max/pipelines/lib/config/model_config.py	1346	# Check if file exists locally (direct, local repo, or cache).	COMMENT
LOW	max/python/max/pipelines/lib/pipeline_variants/utils.py	1042	# Check if any context has structured output	COMMENT
LOW	max/python/max/pipelines/lora/lora.py	1042	# Check if name already exists first	COMMENT
LOW	max/python/max/pipelines/lora/lora.py	1214	# Check if already active before putting	COMMENT
LOW	max/python/max/serve/scheduler/lora_scheduler_utils.py	57	# Check if (protected LoRAs + new LoRA) fits within capacity.	COMMENT
LOW	max/python/max/serve/scheduler/decode_scheduler.py	231	# Set dst_idx to -1 to denote pages which the decode already has due to	COMMENT
LOW	…/scheduler/batch_constructor/text_batch_constructor.py	917	# Check if the request fits in memory	COMMENT
LOW	…/scheduler/batch_constructor/text_batch_constructor.py	974	# Check if it fits within the token budget	COMMENT
LOW	…/scheduler/batch_constructor/text_batch_constructor.py	1023	# Check if it fits within the token budget	COMMENT
LOW	…/scheduler/batch_constructor/text_batch_constructor.py	1392	# Set priority to the majority case, defaulting to TG if tied	COMMENT
LOW	max/python/max/serve/pipelines/llm.py	337	# Check if reasoning was disabled in the prompt. Use the	COMMENT
LOW	max/python/max/serve/pipelines/echo_gen.py	197	# Check if we have more tokens to echo and haven't reached max length	COMMENT
LOW⚡	max/python/max/serve/telemetry/common.py	322	# Check if the logger name starts with any of the allowed component prefixes	COMMENT
LOW	max/python/max/serve/router/openai_routes.py	3049	# Check if LoRA is enabled	COMMENT
LOW	max/python/max/serve/router/_image_resolution.py	386	# Check if it's a directory.	COMMENT
LOW	max/python/max/serve/router/_image_resolution.py	390	# Check if path is within allowed roots.	COMMENT
LOW	max/python/max/serve/router/_image_resolution.py	405	# Read the file with size limit.	COMMENT
LOW	max/tests/integration/tools/debugging_utils.py	486	# Check if we found the tensors	COMMENT
LOW	max/tests/integration/graph/test_engine.py	350	# Check if the outputs really alias.	COMMENT
LOW	…/architectures/deepseekV3_2/test_hadamard_transform.py	35	# Check if outputs are close with appropriate tolerance	COMMENT
LOW	…ration/architectures/qwen2_5vl/test_image_processor.py	211	# Check if the difference is systematic	COMMENT
LOW	…ration/architectures/qwen2_5vl/test_image_processor.py	219	# Check if it's a scaling issue	COMMENT
LOW	…ion/architectures/qwen2_5vl/tests/test_patch_merger.py	206	# Check if outputs are close with appropriate tolerance	COMMENT
LOW	…on/architectures/qwen2_5vl/tests/test_qwen_vl_utils.py	379	# Check if both are numpy arrays or lists of PIL Images	COMMENT
LOW	…s/integration/architectures/idefics3/test_connector.py	291	# Check if outputs are close with appropriate tolerance	COMMENT
LOW	…on/architectures/idefics3/test_vision_encoder_layer.py	296	# Check if outputs are close with appropriate tolerance	COMMENT
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AI Slop Vocabulary41 hits · 107 pts

Severity	File	Line	Snippet	Context
MEDIUM	…/kernels/test/gpu/compute_sanitizer/stress_schedule.sh	15	# Schedule-amplification harness for inter-block global-memory races.	COMMENT
MEDIUM	…/kernels/test/gpu/compute_sanitizer/stress_schedule.sh	26	# This harness amplifies the schedule with three knobs that need no kernel	COMMENT
MEDIUM	…ernels/benchmarks/misc/utils/warp_profiling/profile.py	118	# Create comprehensive visualization showing all SMs	COMMENT
MEDIUM	…chmarks/gpu/linalg/bench_matmul_llama3_70B_4xH100.yaml	20	# This file is facilitate development before GTC and should be combined	COMMENT
LOW	max/kernels/benchmarks/autotune/kbench_model.py	534	# just use compile-time parameters and ignore runtime variables.	COMMENT
MEDIUM	max/python/max/benchmark/benchmark_shared/metrics.py	823	# the harness didn't launch the server (e.g. benchmarking an external	COMMENT
LOW	max/python/max/nn/quant_ops.py	355	# activation scales are [1xm] which but in the dynamic scaled matmul we expect just use x_scale[0,0]	COMMENT
MEDIUM	max/python/max/nn/parallel/numpy_parallel_ops.py	261	# to better utilize available parallelism and memory bandwidth.	COMMENT
MEDIUM	max/python/max/config/config_file_model.py	109	"""Optional section name for comprehensive/multi-section config files.	STRING
MEDIUM	max/python/max/driver/buffer.py	330	# Hardcoded but we should move to a robust versioning system if this	COMMENT
MEDIUM	max/python/max/graph/graph.py	917	# This may over-declare but is deterministic and comprehensive.	COMMENT
MEDIUM	max/python/max/pipelines/logging_utils.py	40	"""Logs comprehensive pipeline and KVCache configuration information.	STRING
MEDIUM	max/python/max/pipelines/context/sampling_params.py	336	"""Logs comprehensive sampling parameters information.	STRING
MEDIUM	max/python/max/pipelines/lib/eplb_stats.py	400	# (wherever the harness injects them), so no separate host counter is	COMMENT
LOW	max/python/max/_entrypoints/pipelines.py	710	# Help was requested and printed, just return	COMMENT
MEDIUM	max/python/max/serve/config.py	372	"""Log comprehensive server configuration information.	STRING
MEDIUM	…/max/serve/scheduler/batch_constructor/token_budget.py	96	"""Whether this budget may shrink the context via ``context.chunk`` in order to fit within the remaining capacit	STRING
MEDIUM	max/python/layer_benchmarks/precompile_layer.py	34	# A session only because the harness signature takes one; graph building	COMMENT
MEDIUM	max/python/layer_benchmarks/testbed/runner.py	101	# weights registry (and the reference weights a harness stashes	COMMENT
MEDIUM	max/python/layer_benchmarks/testbed/runner.py	229	# Compile first so harness can store weights for the torch reference.	COMMENT
MEDIUM⚡	…x/python/layer_benchmarks/testbed/kbench_entrypoint.py	44	# harness ABC so each harness declares its own shape keys.	COMMENT
MEDIUM⚡	…x/python/layer_benchmarks/testbed/kbench_entrypoint.py	48	# to the harness as static params.	COMMENT
MEDIUM	…x/python/layer_benchmarks/testbed/kbench_entrypoint.py	122	# Extract harness name from the config bundle.	COMMENT
MEDIUM	…x/python/layer_benchmarks/testbed/kbench_entrypoint.py	136	# Filter out control keys before passing to the harness.	COMMENT
MEDIUM	…ayer_benchmarks/testbed/harnesses/wan_vae_attention.py	163	# harness catches that regression), small enough that	COMMENT
MEDIUM	…sts/integration/graph/test_custom_kernel_validation.py	384	# Test multiple operations in sequence to ensure comprehensive validation	COMMENT
MEDIUM	…sts/integration/graph/test_custom_kernel_validation.py	338	"""Tests for comprehensive kernel signature validation."""	STRING
MEDIUM⚡	max/tests/integration/xarch_warm/test_cpu_warm_cache.py	90	# actually zeroed the count in this harness before relying on it below.	COMMENT
LOW	…integration/architectures/deepseekV3_2/test_indexer.py	334	# ``slice_freqs_cis`` and just pass ``rope.freqs_cis``.	COMMENT
MEDIUM	max/tests/integration/accuracy/run_mmmu_video_eval.py	753	# Fail on a broken harness (no successful inferences / mostly errors) so	COMMENT
LOW	max/tests/integration/accuracy/verify_pipelines.py	1328	# Let generate_llm_logits.py validate the `--devices` CLI arg and just pass	COMMENT
MEDIUM	…/integration/accuracy/model_evals/run_scicode_local.sh	14	# Provisions the scicode/h5py harness venv + test_data.h5 (cached in /tmp), then	COMMENT
MEDIUM	…racy/logit_verification/logit_verification_config.yaml	64	# The models here are considered robust. They are tested with all metrics.	COMMENT
MEDIUM	…racy/logit_verification/logit_verification_config.yaml	139	# be migrated to being a robust pipelines.	COMMENT
LOW⚡	…/tests/integration/kv_cache/test_connector_protocol.py	51	# ``touch`` is fire-and-forget with a ``-> None`` annotation, so just call	COMMENT
MEDIUM	…/tests/integration/test_common/pipeline_model_dummy.py	246	# Definitely not the correct way to do this, but it's for testing	COMMENT
MEDIUM	max/tests/tests/benchmark/test_single_turn.py	58	"""Calculate comprehensive statistics for intervals."""	STRING
MEDIUM⚡	max/tests/tests/driver/test_buffer.py	917	# Create a 3x4 tensor for more comprehensive testing	COMMENT
MEDIUM⚡	…sts/tests/pipelines/lib/test_max_config_inheritance.py	324	"""Test inheritance with comprehensive config files (multiple sections)."""	STRING
MEDIUM⚡	…sts/tests/pipelines/lib/test_max_config_inheritance.py	325	# Create base comprehensive config	COMMENT
MEDIUM	…sts/tests/pipelines/lib/test_max_config_inheritance.py	341	# Create child comprehensive config that inherits from base	COMMENT

Structural Annotation Overuse58 hits · 94 pts

Severity	File	Line	Snippet	Context
LOW	CONTRIBUTING.md	46	### Step 1: Evaluate and get buy-in on the change	COMMENT
LOW	CONTRIBUTING.md	93	### Step 2: Create a pull request	COMMENT
LOW	CONTRIBUTING.md	241	### Step 3: PR triage and review	COMMENT
LOW	CONTRIBUTING.md	254	### Step 4: Internal review and syncing	COMMENT
LOW	CONTRIBUTING.md	273	### Step 5: Review feedback and iteration	COMMENT
LOW⚡	docs/code/develop/index/graph_simple.py	21	# Step 1: Define the graph structure	COMMENT
LOW⚡	docs/code/develop/index/graph_simple.py	30	# Step 2: Compile the graph	COMMENT
LOW⚡	docs/code/develop/index/graph_simple.py	34	# Step 3: Execute with data	COMMENT
LOW⚡	…/max/pipelines/architectures/olmo3/layers/attention.py	168	# Step 1: QKV matmul.	COMMENT
LOW⚡	…/max/pipelines/architectures/olmo3/layers/attention.py	175	# Step 2: Apply full-dimension QK norm before rope.	COMMENT
LOW⚡	…/max/pipelines/architectures/olmo3/layers/attention.py	185	# Step 3: Fused rope + split + KV store.	COMMENT
LOW	…/max/pipelines/architectures/olmo3/layers/attention.py	200	# Step 5: Compute flash attention (reads K/V from cache)	COMMENT
LOW	…n/max/pipelines/architectures/qwen3vl_moe/tokenizer.py	494	# Step 1: Extract prompt from request and apply chat template if needed	COMMENT
LOW	…n/max/pipelines/architectures/qwen3vl_moe/tokenizer.py	531	# Step 2: Load and process images	COMMENT
LOW	…n/max/pipelines/architectures/qwen3vl_moe/tokenizer.py	549	# Step 3: Process images with custom image processor (if any) and expand <\|image_pad\|> placeholders in text	COMMENT
LOW	…n/max/pipelines/architectures/qwen3vl_moe/tokenizer.py	593	# Step 4: Tokenize the expanded text	COMMENT
LOW	…n/max/pipelines/architectures/qwen3vl_moe/tokenizer.py	646	# Step 5: Process vision model inputs for Qwen3VL using image processing results	COMMENT
LOW	…architectures/unified_mtp_glm5_2/unified_mtp_glm5_2.py	209	# Step 0: ALL hidden states (per-batch gather at accepted positions) +	COMMENT
LOW⚡	…lines/architectures/olmo2_modulev3/layers/attention.py	143	# Step 1: QKV matmul.	COMMENT
LOW⚡	…lines/architectures/olmo2_modulev3/layers/attention.py	150	# Step 2: Apply full-dimension QK norm before rope.	COMMENT
LOW⚡	…lines/architectures/olmo2_modulev3/layers/attention.py	159	# Step 3: Fused rope + split + KV store.	COMMENT
LOW	…lines/architectures/olmo2_modulev3/layers/attention.py	174	# Step 5: Compute flash attention	COMMENT
LOW	…ines/architectures/kimik2_5/unified_eagle_mha_model.py	266	# Step 0: ALL hidden states + VARIABLE logits.	COMMENT
LOW	max/python/max/pipelines/lib/eplb_rebalance.py	155	# Step 1: pack groups to nodes.	COMMENT
LOW⚡	max/python/max/pipelines/lib/eplb_rebalance.py	171	# Step 2: construct redundant experts within nodes.	COMMENT
LOW⚡	max/python/max/pipelines/lib/eplb_rebalance.py	179	# Step 3: pack physical experts to GPUs within each node.	COMMENT
LOW	max/tests/integration/accuracy/llm_fuzz/model_config.py	192	# Step 1: Try HuggingFace fetch using --model as repo ID	COMMENT
LOW	max/tests/integration/accuracy/llm_fuzz/model_config.py	205	# Step 2: Apply manual overrides (highest priority)	COMMENT
LOW⚡	…/accuracy/llm_fuzz/scenarios/tool_schema_validation.py	1371	# Step 1: initial tool call	COMMENT
LOW	…/accuracy/llm_fuzz/scenarios/tool_schema_validation.py	1390	# Step 2: provide tool result, ask follow-up that triggers another call	COMMENT
LOW	…/accuracy/llm_fuzz/scenarios/tool_schema_validation.py	1440	# Step 3: multi-tool conversation	COMMENT
LOW⚡	…/accuracy/llm_fuzz/scenarios/models/kimi_production.py	537	# Step 1: Structured output request	COMMENT
LOW⚡	…/accuracy/llm_fuzz/scenarios/models/kimi_production.py	561	# Step 2: Tool calling request	COMMENT
LOW⚡	…/accuracy/llm_fuzz/scenarios/models/kimi_production.py	576	# Step 3: Plain chat request	COMMENT
LOW	max/docs/accuracy-debugging.md	52	## Step 1: Dump the intermediate tensors with `debug_model`	COMMENT
LOW	max/docs/accuracy-debugging.md	79	## Step 2: Compare to find the area of divergence	COMMENT
LOW	max/docs/accuracy-debugging.md	106	## Step 3: Add fine-grained print logging	COMMENT
LOW	max/docs/accuracy-debugging.md	182	## Step 4: Export full tensors with `debug_model`	COMMENT
LOW	max/docs/accuracy-debugging.md	211	## Step 5: Compare the tensors with `compare_tensors`	COMMENT
LOW⚡	max/examples/diffusion/simple_offline_generation.py	700	# Step 6: Prepare inputs for the pipeline	COMMENT
LOW⚡	max/examples/diffusion/simple_offline_generation.py	760	# Step 8: Get the output for our request	COMMENT
LOW⚡	max/examples/diffusion/simple_offline_generation.py	771	# Step 9: Extract and save images from OutputImageContent	COMMENT
LOW	max/examples/diffusion/simple_offline_generation.py	410	# Step 1: Initialize pipeline configuration	COMMENT
LOW	max/examples/diffusion/simple_offline_generation.py	488	# Step 2: Initialize the tokenizer	COMMENT
LOW	max/examples/diffusion/simple_offline_generation.py	537	# Step 3: Initialize the pipeline	COMMENT
LOW	max/examples/diffusion/simple_offline_generation.py	568	# Step 4: Create an OpenResponsesRequest	COMMENT
LOW	max/examples/diffusion/simple_offline_generation.py	664	# Step 5: Create a PixelContext object from the request	COMMENT
LOW	max/examples/diffusion/simple_offline_generation.py	744	# Step 7: Execute the pipeline	COMMENT
LOW	bazel/internal/pytest-shard.py	72	# Step 1: Pull out anything marked with either	COMMENT
LOW	mojo/stdlib/docs/adding-gpu-targets.md	347	### Step 1: Gather GPU information	COMMENT
LOW	mojo/stdlib/docs/adding-gpu-targets.md	376	### Step 2: Create the target function	COMMENT
LOW	mojo/stdlib/docs/adding-gpu-targets.md	404	### Step 3: Create the `GPUInfo` alias	COMMENT
LOW	mojo/stdlib/docs/adding-gpu-targets.md	423	### Step 4: Update `_get_info_from_target`	COMMENT
LOW	mojo/stdlib/docs/adding-gpu-targets.md	457	### Step 5: Update `GPUInfo.target` method	COMMENT
LOW	mojo/stdlib/docs/adding-gpu-targets.md	475	### Step 6: Build and test	COMMENT
LOW	mojo/proposals/deinit-arg-convention.md	250	### Step 1: Formalize the destructor convention	COMMENT
LOW	mojo/proposals/deinit-arg-convention.md	317	### Step 2: Remove `__disable_del`	COMMENT
LOW	mojo/proposals/deinit-arg-convention.md	326	### Step 3: Restrict usage of the `deinit` convention	COMMENT

Verbosity Indicators39 hits · 66 pts

Severity	File	Line	Snippet	Context
LOW⚡	docs/code/develop/index/graph_simple.py	21	# Step 1: Define the graph structure	COMMENT
LOW⚡	docs/code/develop/index/graph_simple.py	30	# Step 2: Compile the graph	COMMENT
LOW⚡	docs/code/develop/index/graph_simple.py	34	# Step 3: Execute with data	COMMENT
LOW⚡	…/max/pipelines/architectures/olmo3/layers/attention.py	168	# Step 1: QKV matmul.	COMMENT
LOW⚡	…/max/pipelines/architectures/olmo3/layers/attention.py	175	# Step 2: Apply full-dimension QK norm before rope.	COMMENT
LOW⚡	…/max/pipelines/architectures/olmo3/layers/attention.py	185	# Step 3: Fused rope + split + KV store.	COMMENT
LOW	…/max/pipelines/architectures/olmo3/layers/attention.py	200	# Step 5: Compute flash attention (reads K/V from cache)	COMMENT
LOW	…n/max/pipelines/architectures/qwen3vl_moe/tokenizer.py	494	# Step 1: Extract prompt from request and apply chat template if needed	COMMENT
LOW	…n/max/pipelines/architectures/qwen3vl_moe/tokenizer.py	531	# Step 2: Load and process images	COMMENT
LOW	…n/max/pipelines/architectures/qwen3vl_moe/tokenizer.py	549	# Step 3: Process images with custom image processor (if any) and expand <\|image_pad\|> placeholders in text	COMMENT
LOW	…n/max/pipelines/architectures/qwen3vl_moe/tokenizer.py	593	# Step 4: Tokenize the expanded text	COMMENT
LOW	…n/max/pipelines/architectures/qwen3vl_moe/tokenizer.py	646	# Step 5: Process vision model inputs for Qwen3VL using image processing results	COMMENT
LOW	…architectures/unified_mtp_glm5_2/unified_mtp_glm5_2.py	209	# Step 0: ALL hidden states (per-batch gather at accepted positions) +	COMMENT
LOW⚡	…lines/architectures/olmo2_modulev3/layers/attention.py	143	# Step 1: QKV matmul.	COMMENT
LOW⚡	…lines/architectures/olmo2_modulev3/layers/attention.py	150	# Step 2: Apply full-dimension QK norm before rope.	COMMENT
LOW⚡	…lines/architectures/olmo2_modulev3/layers/attention.py	159	# Step 3: Fused rope + split + KV store.	COMMENT
LOW	…lines/architectures/olmo2_modulev3/layers/attention.py	174	# Step 5: Compute flash attention	COMMENT
LOW	…ines/architectures/kimik2_5/unified_eagle_mha_model.py	266	# Step 0: ALL hidden states + VARIABLE logits.	COMMENT
LOW	max/python/max/pipelines/lib/eplb_rebalance.py	155	# Step 1: pack groups to nodes.	COMMENT
LOW⚡	max/python/max/pipelines/lib/eplb_rebalance.py	171	# Step 2: construct redundant experts within nodes.	COMMENT
LOW⚡	max/python/max/pipelines/lib/eplb_rebalance.py	179	# Step 3: pack physical experts to GPUs within each node.	COMMENT
LOW	max/tests/integration/accuracy/llm_fuzz/model_config.py	192	# Step 1: Try HuggingFace fetch using --model as repo ID	COMMENT
LOW	max/tests/integration/accuracy/llm_fuzz/model_config.py	205	# Step 2: Apply manual overrides (highest priority)	COMMENT
LOW⚡	…/accuracy/llm_fuzz/scenarios/tool_schema_validation.py	1371	# Step 1: initial tool call	COMMENT
LOW	…/accuracy/llm_fuzz/scenarios/tool_schema_validation.py	1390	# Step 2: provide tool result, ask follow-up that triggers another call	COMMENT
LOW	…/accuracy/llm_fuzz/scenarios/tool_schema_validation.py	1440	# Step 3: multi-tool conversation	COMMENT
LOW⚡	…/accuracy/llm_fuzz/scenarios/models/kimi_production.py	537	# Step 1: Structured output request	COMMENT
LOW⚡	…/accuracy/llm_fuzz/scenarios/models/kimi_production.py	561	# Step 2: Tool calling request	COMMENT
LOW⚡	…/accuracy/llm_fuzz/scenarios/models/kimi_production.py	576	# Step 3: Plain chat request	COMMENT
LOW⚡	max/examples/diffusion/simple_offline_generation.py	700	# Step 6: Prepare inputs for the pipeline	COMMENT
LOW⚡	max/examples/diffusion/simple_offline_generation.py	760	# Step 8: Get the output for our request	COMMENT
LOW⚡	max/examples/diffusion/simple_offline_generation.py	771	# Step 9: Extract and save images from OutputImageContent	COMMENT
LOW	max/examples/diffusion/simple_offline_generation.py	410	# Step 1: Initialize pipeline configuration	COMMENT
LOW	max/examples/diffusion/simple_offline_generation.py	488	# Step 2: Initialize the tokenizer	COMMENT
LOW	max/examples/diffusion/simple_offline_generation.py	537	# Step 3: Initialize the pipeline	COMMENT
LOW	max/examples/diffusion/simple_offline_generation.py	568	# Step 4: Create an OpenResponsesRequest	COMMENT
LOW	max/examples/diffusion/simple_offline_generation.py	664	# Step 5: Create a PixelContext object from the request	COMMENT
LOW	max/examples/diffusion/simple_offline_generation.py	744	# Step 7: Execute the pipeline	COMMENT
LOW	bazel/internal/pytest-shard.py	72	# Step 1: Pull out anything marked with either	COMMENT

Modern AI Meta-Vocabulary20 hits · 59 pts

Severity	File	Line	Snippet	Context
MEDIUM	…hmarks/misc/comparison/bench_blackwell_grouped_gemm.py	15	# Mimics bench.py scaffolding; uses naive float64 reference for correctness.	COMMENT
MEDIUM	max/python/max/benchmark/benchmark_shared/request.py	872	# to stream chain-of-thought tokens separately from "content". These	COMMENT
MEDIUM	max/python/max/graph/graph.py	674	# ``device_chains[DeviceRef.CPU()]`` is the host orchestration chain (the	COMMENT
MEDIUM	max/python/max/pipelines/architectures/laguna/arch.py	51	# scaffolding in ``model.py`` is in place but not yet validated.	COMMENT
MEDIUM	…on/max/pipelines/architectures/flux2/flux2_executor.py	705	# -- Denoising loop orchestration -----------------------------------------	COMMENT
MEDIUM	…elines/architectures/qwen3_embedding_modulev3/model.py	126	# Remove lm_head weights — embedding model doesn't use them	COMMENT
MEDIUM	max/python/max/serve/telemetry/common.py	129	# covers slow ops (request time, model load, compile) and long agentic requests.	COMMENT
MEDIUM	max/python/max/serve/router/openresponses_routes.py	81	# Request is already parsed and validated via dependency injection	COMMENT
MEDIUM	max/python/max/serve/router/openai_routes.py	1443	# so replayed chain-of-thought is not silently dropped before the	COMMENT
MEDIUM	…tion_pipeline/test_overlap_text_generation_pipeline.py	357	# Worst-case boundary request: committed tokens fill the context window and	COMMENT
MEDIUM	max/tests/integration/accuracy/run_mmmu_video_eval.py	276	# not here: when a reasoning parser is active, chain-of-thought is split out	COMMENT
MEDIUM	max/tests/integration/accuracy/run_mmmu_video_eval.py	443	# The server's reasoning parser (if any) already removed chain-of-thought	COMMENT
MEDIUM	max/tests/integration/accuracy/run_longbench_v2.py	121	# Truncate prompt to fit context window	COMMENT
MEDIUM	…sts/integration/accuracy/model_evals/run_text_evals.sh	14	# Runs all five non-agentic text evals in sequence against a running server.	COMMENT
MEDIUM	…ation/accuracy/llm_fuzz/scenarios/kv_cache_pressure.py	119	# Probe near the model's context window boundary.	COMMENT
MEDIUM	…ntegration/accuracy/llm_fuzz/scenarios/tool_calling.py	938	# multi-step agentic prompt encourages several tool calls; the	COMMENT
MEDIUM	…gration/accuracy/llm_fuzz/scenarios/models/kimi_3am.py	152	# 8K char tool result in history -- common in RAG pipelines	COMMENT
MEDIUM	max/tests/tests/benchmark/test_benchmark_datasets.py	1337	# at run time, like agentic-code / instruct-coder).	COMMENT
MEDIUM	max/examples/embedding-knowledge-base/README.md	1	# Knowledge base with a text embedding model	COMMENT
MEDIUM	…/stdlib/scripts/unicode-data/GraphemeBreakProperty.txt	1200	B77D..B797 ; LVT # Lo [27] HANGUL SYLLABLE RAG..HANGUL SYLLABLE RAH	CODE

Fake / Example Data25 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW⚡	…tests/integration/nn/kv_cache/test_kv_cache_manager.py	625	dummy_id = RequestID("dummy-test")	CODE
LOW⚡	…tests/integration/nn/kv_cache/test_kv_cache_manager.py	626	kv_manager.alloc_dummy(dummy_id, replica_idx=0)	CODE
LOW⚡	…tests/integration/nn/kv_cache/test_kv_cache_manager.py	628	assert kv_manager.get_req_blocks(dummy_id, replica_idx=0) == [8]	CODE
LOW⚡	…/pipelines/text_generation_pipeline/test_dp_padding.py	660	for dummy_id in dummy_ids:	CODE
LOW⚡	…/pipelines/text_generation_pipeline/test_dp_padding.py	661	assert kv_manager.contains(dummy_id, replica_idx=1)	CODE
LOW⚡	…/pipelines/text_generation_pipeline/test_dp_padding.py	669	for dummy_id in dummy_ids:	CODE
LOW⚡	…/pipelines/text_generation_pipeline/test_dp_padding.py	670	assert not kv_manager.contains(dummy_id, replica_idx=1)	CODE
LOW	…ration/accuracy/llm_fuzz/scenarios/openrouter_tests.py	1818	lorem = "Lorem ipsum dolor sit amet, consectetur adipiscing elit. " * (	CODE
LOW	…ration/accuracy/llm_fuzz/scenarios/openrouter_tests.py	1818	lorem = "Lorem ipsum dolor sit amet, consectetur adipiscing elit. " * (	CODE
LOW	…scenarios/validation/basic_reasoning_and_tool_usage.py	150	"lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do "	CODE
LOW	…scenarios/validation/basic_reasoning_and_tool_usage.py	150	"lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do "	CODE
LOW	max/tests/tests/graph/ops/test_call.py	241	"placeholder",	CODE
LOW	…thon-extension-modules/feature-overview/test_module.py	78	person.change_name("John Doe")	CODE
LOW	…thon-extension-modules/feature-overview/test_module.py	79	assert person.name() == "John Doe"	CODE
LOW	…est/python-extension-modules/def-method/test_module.py	41	same_person = person._with("Jane Doe", 25)	CODE
LOW	…est/python-extension-modules/def-method/test_module.py	42	assert person.get_name() == "Jane Doe"	CODE
LOW	…est/python-extension-modules/def-method/test_module.py	59	assert person.get_name() == "Jane Doe"	CODE
LOW⚡	…est/python-extension-modules/def-method/test_module.py	85	person.set_name_and_age("John Doe", 25)	CODE
LOW⚡	…est/python-extension-modules/def-method/test_module.py	86	assert person.get_name() == "John Doe"	CODE
LOW⚡	…est/python-extension-modules/def-method/test_module.py	96	person.set_name_and_age("John Doe", 25)	CODE
LOW⚡	…est/python-extension-modules/def-method/test_module.py	105	person.set_name("John Doe")	CODE
LOW⚡	…est/python-extension-modules/def-method/test_module.py	106	assert person.get_name() == "John Doe"	CODE
LOW	mojo/docs/releases/2022-11.md	40	a new "placeholder" attribute. This allows us to expose the power of the KGEN	CODE
LOW	mojo/stdlib/test/builtin/test_file_dummy_input.txt	1	Lorem ipsum dolor sit amet, consectetur adipiscing elit.	CODE
LOW	mojo/stdlib/test/builtin/test_file_dummy_input.txt	1	Lorem ipsum dolor sit amet, consectetur adipiscing elit.	CODE

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	…ests/tests/nn/module_v3/quant_layers/test_quant_mla.py	443	assert layer.o_proj.weight.data.mapping.to_placements() == (Sharded(1),)	CODE
CRITICAL	…ests/tests/nn/module_v3/quant_layers/test_quant_mla.py	444	assert layer.o_proj.weight.weight_scale_inv.mapping.to_placements() == (	CODE

Example Usage Blocks11 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	…rnels/benchmarks/misc/utils/cutlass_profiler_parser.py	18	# Usage:	COMMENT
LOW	…enchmarks/misc/utils/bench_vllm_flashinfer_decoding.py	17	# Usage:	COMMENT
LOW	…nchmarks/misc/utils/bench_vllm_flashinfer_attention.py	17	# Usage:	COMMENT
LOW	…s/misc/comparison/bench_mla_decode_sm100_kimi_fp8.yaml	21	# Usage:	COMMENT
LOW	…hmarks/misc/comparison/bench_blackwell_grouped_gemm.py	18	# Usage example:	COMMENT
LOW	…c/comparison/bench_mla_decode_sm100_deepseek_bf16.yaml	21	# Usage:	COMMENT
LOW	…/misc/comparison/bench_mla_decode_sm100_kimi_bf16.yaml	21	# Usage:	COMMENT
LOW	…sc/comparison/bench_mla_decode_sm100_deepseek_fp8.yaml	21	# Usage:	COMMENT
LOW	…s/benchmarks/gpu/nn/bench_mla_sparse_prefill_tune.yaml	18	# Usage:	COMMENT
LOW	…benchmark/configs/serving_flux2_t2i_random_config.yaml	15	# Usage:	COMMENT
LOW	…s/embedding-knowledge-base/src/embeddings/kb_system.py	134	# Example usage	COMMENT

Overly Generic Function Names3 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	max/python/max/serve/process_control.py	251	async def run_task() -> None:	CODE
LOW	max/tests/integration/test_common/registry.py	34	def test_function(manage_production_models):	STRING
LOW	mojo/stdlib/test/python/my_module.py	31	def my_function(name) -> str: # noqa: ANN001	CODE

Dead Code1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	max/tests/tests/serve/test_openresponses_routes.py	352		CODE

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	max/tests/integration/accuracy/verify_pipelines.py	313	# Even if verdicts is empty, we want to make sure to call write. When we	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings