flashinfer-ai/flashinfer

20.1

Adjusted Score

20.1

Raw Score

100%

Time Factor

2026-08-28

Last Push

6.3K

Stars

Python

Language

1.2M

Lines of Code

2.1K

Files

14.7K

Pattern Hits

2026-08-29

Scan Date

0.35

HC Hit Rate

What These Metrics Mean

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

Score History

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

Severity Breakdown

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

CRITICAL 0HIGH 747MEDIUM 3708LOW 10260

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 14715 distinct pattern matches across 22 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.

Decorative Section Separators3548 hits · 10558 pts

Severity	File	Line	Snippet	Context
MEDIUM	csrc/fused_moe/monomoe/src/ptx_utils.h	14	// ── cp.async scalar helpers (sm_80+) ──────────────────────────────────────	COMMENT
MEDIUM	csrc/fused_moe/monomoe/src/ptx_utils.h	35	// ── Hopper WGMMA (sm_90a) helpers ─────────────────────────────────────────	COMMENT
MEDIUM	csrc/fused_moe/monomoe/src/ptx_utils.h	148	// ── Hopper mbarrier helpers (sm_90a) ──────────────────────────────────────	COMMENT
MEDIUM	csrc/fused_moe/monomoe/src/ptx_utils.h	309	// ── Hopper TMA bulk-tensor copy (sm_90a) ──────────────────────────────────	COMMENT
MEDIUM	csrc/fused_moe/monomoe/src/moe_tma.h	214	// ─── Device-side TMA load helpers ────────────────────────────────────────	COMMENT
MEDIUM	csrc/fused_moe/monomoe/src/moe_tma.h	437	// ─── Down-projection (Phase 4) TMA load helpers ──────────────────────────	COMMENT
MEDIUM	csrc/fused_moe/monomoe/src/moe_interface.h	40	// ── Single fixed-shape Dims (E=256, N=512, K=2048 block-wise FP8) ─────────	COMMENT
MEDIUM	csrc/fused_moe/monomoe/src/moe_internal.h	24	// ── KernelConfig opt-in detection ───────────────────────────────────────────	COMMENT
MEDIUM	csrc/fused_moe/monomoe/src/moe_internal.h	257	// ── Sentinel-based Phase 3 → 4 handoff state (tail fields) ────────────	COMMENT
MEDIUM	csrc/fused_moe/monomoe/src/moe_internal.h	285	// ── Phase 4 → 5 readiness flags (replaces the site-#3 barrier) ────────	COMMENT
MEDIUM	csrc/fused_moe/monomoe/src/moe_internal.h	285	// ── Phase 4 → 5 readiness flags (replaces the site-#3 barrier) ────────	COMMENT
MEDIUM	csrc/fused_moe/monomoe/src/moe_internal.h	306	// ── Sentinel handoff helpers (Phase 3 → 4) ────────────────────────────────	COMMENT
MEDIUM	csrc/fused_moe/monomoe/src/moe_internal.h	409	// ── WGMMA tile geometry ───────────────────────────────────────────────	COMMENT
MEDIUM	csrc/fused_moe/monomoe/src/moe_internal.h	427	// ── Down-proj outer K-step (K_STEP_DOWN tunable) ──────────────────────	COMMENT
MEDIUM	csrc/fused_moe/monomoe/src/moe_internal.h	437	// ── Down-proj TMA pipeline depth (DOWN_PIPE_DEPTH tunable) ────────────	COMMENT
MEDIUM	csrc/fused_moe/monomoe/src/moe_internal.h	451	// ── Up-proj outer K-step (K_STEP_UP tunable) ──────────────────────────	COMMENT
MEDIUM	csrc/fused_moe/monomoe/src/moe_internal.h	462	// ── Up-proj weight-TMA lookahead (UP_W_SLOTS tunable) ─────────────────	COMMENT
MEDIUM	csrc/fused_moe/monomoe/src/moe_internal.h	483	// ── Up-proj col-halves (M-axis 128-row atoms per block) ───────────────	COMMENT
MEDIUM	csrc/fused_moe/monomoe/src/moe_internal.h	501	// ── Down-projection grid layout ───────────────────────────────────────	COMMENT
MEDIUM	csrc/fused_moe/monomoe/src/moe_internal.h	665	// ── mbarriers (16-B alignment required by SM90 mbarrier PTX) ─────	COMMENT
MEDIUM	csrc/fused_moe/monomoe/src/moe_internal.h	678	// ── Phase 3 → Phase 4 (expert, token) reorganization tables ──────	COMMENT
MEDIUM	csrc/fused_moe/monomoe/src/moe_internal.h	730	// ── Common fields ────────────────────────────────────────────────────────	COMMENT
MEDIUM	csrc/fused_moe/monomoe/src/moe_internal.h	781	// ── Warp identity helpers ───────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/kda/test_recurrent_kda.py	751	# ==============================================================================	COMMENT
MEDIUM⚡	tests/kda/test_recurrent_kda.py	753	# ==============================================================================	COMMENT
MEDIUM⚡	tests/kda/test_recurrent_kda.py	1467	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/kda/test_recurrent_kda.py	1469	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/kda/test_recurrent_kda.py	1588	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/kda/test_recurrent_kda.py	1590	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/kda/test_recurrent_kda.py	1654	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/kda/test_recurrent_kda.py	1656	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/kda/test_recurrent_kda.py	1686	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/kda/test_recurrent_kda.py	1688	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/kda/test_recurrent_kda.py	2108	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/kda/test_recurrent_kda.py	2110	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/kda/test_recurrent_kda.py	2154	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/kda/test_recurrent_kda.py	2156	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/kda/test_recurrent_kda.py	2226	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/kda/test_recurrent_kda.py	2228	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/kda/test_recurrent_kda.py	2286	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/kda/test_recurrent_kda.py	2288	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/kda/test_recurrent_kda.py	2456	# ==============================================================================	COMMENT
MEDIUM⚡	tests/kda/test_recurrent_kda.py	2458	# ==============================================================================	COMMENT
MEDIUM⚡	tests/kda/test_recurrent_kda.py	2467	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/kda/test_recurrent_kda.py	2469	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/kda/test_recurrent_kda.py	2539	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/kda/test_recurrent_kda.py	2541	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	tests/kda/test_recurrent_kda.py	42	# ==============================================================================	COMMENT
MEDIUM	tests/kda/test_recurrent_kda.py	44	# ==============================================================================	COMMENT
MEDIUM	tests/kda/test_recurrent_kda.py	112	# ==============================================================================	COMMENT
MEDIUM	tests/kda/test_recurrent_kda.py	114	# ==============================================================================	COMMENT
MEDIUM	tests/kda/test_recurrent_kda.py	133	# ==============================================================================	COMMENT
MEDIUM	tests/kda/test_recurrent_kda.py	135	# ==============================================================================	COMMENT
MEDIUM	tests/kda/test_recurrent_kda.py	512	# ==============================================================================	COMMENT
MEDIUM	tests/kda/test_recurrent_kda.py	514	# ==============================================================================	COMMENT
MEDIUM	tests/kda/test_recurrent_kda.py	906	# ==============================================================================	COMMENT
MEDIUM	tests/kda/test_recurrent_kda.py	908	# ==============================================================================	COMMENT
MEDIUM	tests/kda/test_recurrent_kda.py	1068	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	tests/kda/test_recurrent_kda.py	1070	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	tests/kda/test_recurrent_kda.py	1369	# ------------------------------------------------------------------------------	COMMENT
3488 more matches not shown…

Hyper-Verbose Identifiers4931 hits · 4352 pts

Severity	File	Line	Snippet	Context
LOW	build_backend.py	349	def _synthesize_nccl_builddir(build: Path) -> None:	CODE
LOW	build_backend.py	407	def _check_nccl_version_drift(wheel: Path) -> None:	CODE
LOW	build_backend.py	686	def _install_nvep_runtime_wheels(built_nixl: bool) -> None:	CODE
LOW	build_backend.py	780	def _install_cuda_tile_compile_deps() -> None:	CODE
LOW⚡	build_backend.py	1129	def get_requires_for_build_wheel(config_settings=None):	CODE
LOW⚡	build_backend.py	1134	def get_requires_for_build_sdist(config_settings=None):	CODE
LOW⚡	build_backend.py	1139	def get_requires_for_build_editable(config_settings=None):	CODE
LOW⚡	build_backend.py	1144	def prepare_metadata_for_build_wheel(metadata_directory, config_settings=None):	CODE
LOW⚡	build_backend.py	1149	def prepare_metadata_for_build_editable(metadata_directory, config_settings=None):	CODE
LOW	build_utils.py	35	def get_dependency_requirements(	CODE
LOW⚡	build_utils.py	61	def get_build_dependency_requirements(	CODE
LOW⚡	build_utils.py	68	def get_cuda_extra_dependency_requirements(	CODE
LOW⚡	build_utils.py	75	def get_ci_image_dependency_requirements(	CODE
LOW	flashinfer-cubin/build_backend.py	110	def get_requires_for_build_wheel(config_settings=None):	CODE
LOW	flashinfer-cubin/build_backend.py	118	def get_requires_for_build_editable(config_settings=None):	CODE
LOW	ci/validate_cuda_versions.py	116	def _validate_dependency_policy(	CODE
LOW	tests/conftest.py	13	def _patch_cutlass_dsl_operand_major_mode():	CODE
LOW	tests/conftest.py	81	def _set_torch_compile_options():	CODE
LOW	tests/conftest.py	87	def _monkeypatch_add_torch_compile(func):	CODE
LOW	tests/conftest.py	180	def pytest_collection_modifyitems(config, items):	CODE
LOW	tests/test_env.py	70	def test_env_var_overrides_package(monkeypatch, tmp_path):	CODE
LOW⚡	tests/test_env.py	81	def test_package_used_when_no_env_var(monkeypatch, tmp_path):	CODE
LOW⚡	tests/test_env.py	91	def test_env_var_used_when_no_package(monkeypatch, tmp_path):	CODE
LOW⚡	tests/test_env.py	99	def test_default_when_nothing_set(monkeypatch):	CODE
LOW	tests/test_artifacts.py	13	def test_sanity_check_urllib_behavior():	CODE
LOW	tests/test_artifacts.py	217	def _mock_file_index_responses():	STRING
LOW	tests/test_artifacts.py	231	def test_get_available_cubin_files():	STRING
LOW	tests/test_artifacts.py	282	def test_get_checksums_unreachable_pin_raises(monkeypatch, tmp_path):	CODE
LOW	tests/test_artifacts.py	302	def test_get_checksums_falls_back_to_cached_manifest(monkeypatch, tmp_path):	CODE
LOW	tests/test_artifacts.py	327	def test_get_subdir_file_list(monkeypatch, tmp_path):	CODE
LOW	tests/test_artifacts.py	467	def test_get_checksums_keys_by_full_path(monkeypatch, tmp_path):	STRING
LOW	tests/test_fuzz_ledger.py	17	def test_fuzz_ledger_requires_tracking_issue():	CODE
LOW	tests/test_fuzz_ledger.py	22	def test_fuzz_ledger_quarantine_precedes_tolerated_overlap():	CODE
LOW⚡	tests/test_fuzz_ledger.py	38	def test_fuzz_ledger_backend_scope_is_exact():	CODE
LOW⚡	tests/test_fuzz_ledger.py	48	def test_fuzz_ledger_global_quarantine_xfails_before_launch():	CODE
LOW⚡	tests/test_fuzz_ledger.py	58	def test_fuzz_ledger_reports_accumulated_expected_failures_as_xfail():	CODE
LOW	tests/test_fuzz_ledger.py	70	def test_fuzz_ledger_unexpected_pass_is_strict_failure():	CODE
LOW	tests/kda/test_recurrent_kda_backward.py	257	def test_exact_supported_shape_table(name, seq_lens, num_heads, packed):	CODE
LOW	tests/kda/test_recurrent_kda_backward.py	277	def test_unsupported_shapes_are_rejected(shape, cu_numel):	CODE
LOW	tests/kda/test_recurrent_kda_backward.py	282	def test_high_metadata_matches_chunk_schedule():	CODE
LOW	tests/kda/test_recurrent_kda_backward.py	318	def test_packed_offsets_with_same_total_and_count_are_rejected(monkeypatch):	CODE
LOW	tests/kda/test_recurrent_kda_backward.py	342	def test_scale_and_lower_bound_are_fixed(monkeypatch, scale, lower_bound, match):	CODE
LOW	tests/kda/test_recurrent_kda_backward.py	379	def test_high_ffi_abi_and_capture_prepare_flag(monkeypatch):	CODE
LOW	tests/kda/test_recurrent_kda_backward.py	420	def test_backward_matches_pytorch_reference(seq_lens, num_heads, packed):	CODE
LOW	tests/kda/test_recurrent_kda_backward.py	448	def test_backward_matches_fla_reference_all_supported_shapes(	CODE
LOW	tests/kda/test_recurrent_kda_backward.py	467	def test_cuda_graph_capture_after_exact_warmup():	CODE
LOW⚡	tests/kda/test_recurrent_kda.py	763	def test_non_contiguous_gate_stride(H: int, D: int):	CODE
LOW⚡	tests/kda/test_recurrent_kda.py	1473	def test_spec_decode_padded_cuda_graph(D):	CODE
LOW⚡	tests/kda/test_recurrent_kda.py	1593	def test_spec_decode_shape_validation():	CODE
LOW⚡	tests/kda/test_recurrent_kda.py	1659	def test_spec_decode_cu_seqlens_validation():	CODE
LOW⚡	tests/kda/test_recurrent_kda.py	1691	def test_spec_decode_num_accepted_tokens():	CODE
LOW⚡	tests/kda/test_recurrent_kda.py	2113	def test_spec_decode_checkpoint_correctness():	CODE
LOW⚡	tests/kda/test_recurrent_kda.py	2159	def test_spec_decode_non_compact_state():	CODE
LOW⚡	tests/kda/test_recurrent_kda.py	2231	def test_spec_decode_all_padded():	CODE
LOW⚡	tests/kda/test_recurrent_kda.py	2291	def test_spec_decode_validate_slots_collision():	CODE
LOW⚡	tests/kda/test_recurrent_kda.py	2472	def test_spec_decode_batched_vs_cuseqlens():	CODE
LOW⚡	tests/kda/test_recurrent_kda.py	2544	def test_spec_decode_batched_auto_ssi():	CODE
LOW	tests/kda/test_recurrent_kda.py	97	def naive_kda_lowerbound_gate(	CODE
LOW	tests/kda/test_recurrent_kda.py	152	def _make_vs_reference_tensors(B, T, H, D, gate_logit_normalizer, dtype):	CODE
LOW	tests/kda/test_recurrent_kda.py	182	def test_recurrent_kda_vs_naive(	CODE
4871 more matches not shown…

Cross-File Repetition696 hits · 3480 pts

Severity	File	Line	Snippet	Context
HIGH	build_backend.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	tests/attention/test_nvfp4_attention_sm120.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	tests/attention/test_workspace_size.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	tests/attention/test_cake_vsa.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	tests/attention/test_cake_vsa_planning.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	tests/trace/test_b12x_moe_trace.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	tests/moe_ep/test_sm90_push_fp8_gemm.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	tests/mamba/test_cake_ssd_combined.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	tests/comm/test_mixed_comm_checkpoint.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	tests/comm/test_pcie_ipc_all_reduce.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	tests/utils/test_collect_env.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	tests/utils/test_gen_module_symlink_race_condition.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	tests/utils/test_gated_act_mxfp8.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	tests/gemm/test_group_gemm_fp4.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	tests/moe/test_cute_dsl_mxfp8_mxfp4_grouped_gemm.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	tests/moe/test_b12x_fused_moe.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	tests/moe/test_unified_moe_mxfp4.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	tests/moe/test_hash_topk.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	tests/moe/test_trtllm_gen_moe_autotune_tactics.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	benchmarks/bench_sm120_attention.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	benchmarks/gdn_triton_reference.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	benchmarks/routines/gdn.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	benchmarks/routines/mamba.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	benchmarks/routines/kda.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	benchmarks/routines/sampling.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	flashinfer/mhc.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	flashinfer/collect_env.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	flashinfer/nvfp4_attention_sm120.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	flashinfer/kda_backward.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	flashinfer/cake_vsa.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	flashinfer/msa_ops/proxy_score.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	flashinfer/msa_ops/sparse_prefill.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	flashinfer/msa_ops/sparse_topk_select.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	…e_ep/kernel_src/sm90/push_style_megamoe/shim/runner.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	…/moe_ep/kernel_src/sm90/push_style_megamoe/shim/jit.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	…_ep/kernel_src/sm90/push_style_megamoe/shim/weights.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	flashinfer/mamba/cake_ssd_combined.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	flashinfer/comm/mixed_comm.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	flashinfer/comm/ulysses_topology.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	flashinfer/comm/pcie_ipc_topology.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	flashinfer/comm/pcie_ipc_ar.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	flashinfer/fused_moe/hash_topk.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	flashinfer/fused_moe/trtllm_gen_routing.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	flashinfer/mla/_core.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	flashinfer/gemm/gemm_mm_fp4_cute_dsl.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	flashinfer/gemm/gemm_mm_mxfp8_cute_dsl.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	flashinfer/gemm/gemm_svdquant.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	flashinfer/jit/rmsnorm_silu.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	flashinfer/jit/gdn_fused_decode.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	flashinfer/jit/cake_flash_kda_packed_t1.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	flashinfer/jit/cake_dcp.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	flashinfer/jit/hash_topk.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	flashinfer/jit/flash_kda_training.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	flashinfer/jit/mhc.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	flashinfer/jit/flash_kda_backward.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	flashinfer/jit/cute_dsl_core.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	flashinfer/jit/cake_router_gemm.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	flashinfer/jit/blackwell_msa.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	flashinfer/jit/flash_kda.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
HIGH	flashinfer/jit/nvfp4_attention_sm120.py	0	copyright (c) 2025 by flashinfer team. licensed under the apache license, version 2.0 (the "license"); you may not use t	STRING
636 more matches not shown…

Unused Imports1979 hits · 1636 pts

Severity	File	Line	Context
LOW	docker/test_ci_image.py	4	CODE
LOW	ci/validate_cuda_versions.py	4	CODE
LOW	tests/repro_ikr_zero_token_idle_nvfp4.py	23	CODE
LOW	tests/repro_ikr_zero_token_idle.py	46	CODE
LOW	tests/kda/test_recurrent_kda_prefill_sm120.py	37	CODE
LOW	tests/attention/test_attention_ts_decode.py	17	CODE
LOW	tests/attention/test_sparse_mla_sm120.py	31	CODE
LOW	tests/attention/test_dcp_spec_fp8.py	3	CODE
LOW	tests/attention/test_attention_ts_block_sparse.py	17	CODE
LOW	tests/attention/test_attention_ts_context.py	17	CODE
LOW	tests/attention/cake_dcp_public_validation.py	8	CODE
LOW	tests/attention/test_attention_ts_mla_decode.py	17	CODE
LOW	tests/attention/test_rope.py	19	CODE
LOW	tests/trace/test_moe_shared_experts_trace.py	4	CODE
LOW	tests/trace/reference_utils.py	3	CODE
LOW	tests/trace/test_fi_trace_template_consistency.py	727	CODE
LOW	tests/trace/template_registry.py	28	CODE
LOW	tests/moe_ep/test_mega_cuda_graph.py	22	CODE
LOW	tests/moe_ep/smoke_nixl_ep.py	12	CODE
LOW	tests/moe_ep/test_sm90_push_fp8_packaging.py	3	CODE
LOW	tests/moe_ep/test_fleet_create.py	3	CODE
LOW	tests/moe_ep/test_weight_pack_union.py	9	CODE
LOW	tests/moe_ep/test_moe_ep_fault_tolerance_multirank.py	21	CODE
LOW	tests/moe_ep/conftest.py	3	CODE
LOW	tests/moe_ep/test_moe_ep_bf16_cutedsl_mega_multirank.py	8	CODE
LOW	tests/moe_ep/test_workspace_pool.py	10	CODE
LOW	tests/moe_ep/test_nvfp4_cutedsl_kernel_vs_reference.py	23	CODE
LOW	tests/moe_ep/test_moe_ep_mxfp8_dispatch_multirank.py	17	CODE
LOW	tests/moe_ep/test_bf16_cutedsl_kernel_vs_reference.py	3	CODE
LOW	tests/moe_ep/test_compute_bridge.py	18	CODE
LOW	tests/moe_ep/test_fault_tolerance_api.py	7	CODE
LOW	tests/moe_ep/_sm90_push_fp8_reference.py	3	CODE
LOW	…sts/moe_ep/test_moe_ep_sm90_pull_fp8_mega_multirank.py	43	CODE
LOW	tests/moe_ep/test_sm90_push_fp8_backend.py	3	CODE
LOW	tests/moe_ep/test_layer_factory.py	3	CODE
LOW	tests/moe_ep/test_deep_gemm_mega_kernel_vs_reference.py	29	CODE
LOW	tests/moe_ep/test_fused_quant_stage.py	17	CODE
LOW	tests/moe_ep/test_moe_ep_compute_correctness.py	11	CODE
LOW	tests/moe_ep/test_moe_ep_compute_correctness_nvfp4.py	16	CODE
LOW	tests/moe_ep/test_sm90_push_fp8_kernel.py	3	CODE
LOW	tests/moe_ep/test_fault_tolerance_reconcile.py	8	CODE
LOW	tests/moe_ep/test_sm90_push_fp8_gemm_contract.py	3	CODE
LOW	tests/moe_ep/test_split_kernels.py	7	CODE
LOW	tests/moe_ep/test_constraints.py	3	CODE
LOW	…sts/moe_ep/test_split_fused_moe_kernel_vs_reference.py	25	CODE
LOW	tests/moe_ep/test_moe_ep_ht_correctness.py	15	CODE
LOW	tests/moe_ep/test_deprecated_aliases.py	14	CODE
LOW	tests/moe_ep/_sm90_push_fp8_baseline.py	3	CODE
LOW	tests/moe_ep/test_mxfp8_mxfp4_cutedsl_split_kernel.py	16	CODE
LOW	tests/moe_ep/test_moe_ep_deep_gemm_mega_multirank.py	22	CODE
LOW	tests/moe_ep/test_sm90_pull_fp8_kernel_vs_reference.py	27	CODE
LOW	tests/moe_ep/test_config.py	3	CODE
LOW	tests/moe_ep/test_fused_moe_weights.py	3	CODE
LOW	tests/moe_ep/test_moe_ep_layer_multirank.py	12	CODE
LOW	tests/moe_ep/test_sm90_push_fp8_orchestrator.py	3	CODE
LOW	tests/moe_ep/smoke_ft_ep.py	20	CODE
LOW	…sts/moe_ep/test_moe_ep_mxfp8_cutedsl_mega_multirank.py	29	CODE
LOW	tests/moe_ep/test_sm90_pull_fp8_config.py	13	CODE
LOW	tests/moe_ep/test_arch_and_build.py	3	CODE
LOW	tests/moe_ep/test_knob_cache.py	11	CODE
1919 more matches not shown…

Over-Commented Block1042 hits · 876 pts

Severity	File	Line	Snippet	Context
LOW	requirements.txt	1	apache-tvm-ffi>=0.1.6,!=0.1.8,!=0.1.8.post0,<0.2	COMMENT
LOW	.pre-commit-config.yaml	1	# To use:	COMMENT
LOW	pyproject.toml	1	# Copyright (c) 2024 by FlashInfer team.	COMMENT
LOW	build_backend.py	301	# We do NOT stage the base NIXL libraries (libnixl.so, libnixl_capi.so,	COMMENT
LOW	build_backend.py	481	dst = _moe_ep_pkg / "backends" / "split" / "comm" / "nccl_ep" / "_libs"	COMMENT
LOW	csrc/topk_transform_checks.h	21	// (radix_topk_page_table_transform and cub_topk_page_table_transform), so the backends	COMMENT
LOW	csrc/fmha_v2/fused_multihead_attention.h	201	int64_t softmax_stats_stride_in_bytes;	COMMENT
LOW	…/fmha_v2/fused_multihead_attention_kernel_4x1_hopper.h	461	// Create buffer_full barriers with 1 arrive count	COMMENT
LOW	csrc/fmha_v2/fused_multihead_attention_utils.h	801	int const* cu_mask_rows) {	COMMENT
LOW	…/fused_multihead_flash_attention_kernel_noloop_tiled.h	241	float global_sum[Softmax::ROWS_PER_THREAD];	COMMENT
LOW	csrc/fmha_v2/fused_multihead_attention_kernel.h	21	#include <fmha/smem_tile_o.h>	COMMENT
LOW	csrc/fmha_v2/fused_multihead_attention_kernel.h	41	// - P = norm * K^T * Q , where norm is the normalization term (a scalar),	COMMENT
LOW	…c/fmha_v2/fused_multihead_attention_demo_bert_params.h	101	// The stride between matrices of packed mask.	COMMENT
LOW	…c/fmha_v2/fused_multihead_attention_demo_bert_params.h	181	#ifdef SKIP_SOFTMAX_STAT	COMMENT
LOW	csrc/fmha_v2/fmha/softmax.h	1041	}	COMMENT
LOW	csrc/fmha_v2/fmha/mask.h	341	}	COMMENT
LOW	csrc/fmha_v2/fmha/utils.h	21	#include <__clang_cuda_builtin_vars.h>	COMMENT
LOW	csrc/fmha_v2/fmha/utils.h	61	using Unpack_remaining = typename Unpack<Ns...>::Type;	COMMENT
LOW	csrc/fmha_v2/fmha/utils.h	81	// (84): here	COMMENT
LOW	csrc/fmha_v2/fmha/utils.h	101	struct Cond_inspect_ns {	COMMENT
LOW	csrc/fmha_v2/fmha/utils.h	801	// asm volatile("fma.rn.f16x2.relu %0, %1, %2, %3;" : "=r"(c) : "r"(a), "r"(one),	COMMENT
LOW	csrc/fmha_v2/fmha/utils.h	821	// return dst;	COMMENT
LOW	csrc/fmha_v2/fmha/paged_kv_cache.h	21	struct Kv_block_array {	COMMENT
LOW	csrc/fmha_v2/fmha/gmem_tile_o_packed.h	1281	// The scale.	COMMENT
LOW	csrc/fmha_v2/fmha/kernel_traits.h	21	#include <fmha/gmem_tile_qkv.h>	COMMENT
LOW	csrc/fmha_v2/fmha/fragment.h	141	f.reg(4 * ii + 0) = tmp.x;	COMMENT
LOW	csrc/fmha_v2/fmha/smem_tile_v.h	481	t[3] = y;	COMMENT
LOW	csrc/fmha_v2/fmha/smem_tile_v.h	601	// Jump by 8*16 rows per K but account for packing.	COMMENT
LOW	csrc/fmha_v2/fmha/smem_tile_v.h	921	uint2 tmp_0;	COMMENT
LOW	csrc/fmha_v2/fmha/warpspec/dma.h	341	q_steps,	COMMENT
LOW	csrc/fmha_v2/fmha/warpspec/dma.h	721	named_barrier_wait(SYNC_BARRIER, NUM_THREADS_IN_DMA_GROUP);	COMMENT
LOW	csrc/fmha_v2/fmha/warpspec/dma.h	741	//	COMMENT
LOW	csrc/fmha_v2/fmha/warpspec/compute.h	581	// results once. For example, STEP_KV=256, qgmma.K=32, then 256/32=8 MMAs are needs,	COMMENT
LOW	csrc/fmha_v2/fmha/warpspec/kernel_traits.h	41	int Q_BUFFERS_,	COMMENT
LOW	csrc/fmha_v2/fmha/warpspec/kernel_traits.h	201	// Apply the exp2f optimization (fuse bmm1_scale and -max into FMAs).	COMMENT
LOW	csrc/fmha_v2/fmha/warpspec/kernel_traits.h	421	// The step size in key/value sequence dimension (N of BMM1 and K of BMM2).	COMMENT
LOW	csrc/fmha_v2/fmha/hopper/arrive_wait.h	21		COMMENT
LOW	csrc/fmha_v2/fmha/hopper/arrive_wait.h	41	#endif	COMMENT
LOW	csrc/fmha_v2/fmha/hopper/smem_tile.h	1801	tmp[nii][ki].w); // PRMT 2+3	COMMENT
LOW	csrc/fmha_v2/fmha/hopper/smem_tile.h	1821	// [g0, g1] [o0, o1] => y: [g0, h0, o0, p0], i.e. col 0	COMMENT
LOW	csrc/fmha_v2/fmha/hopper/smem_tile.h	2001	// [00, 01]	COMMENT
LOW	csrc/fmha_v2/fmha/hopper/smem_tile.h	2121	BYTES_PER_STS, 1, 0, ROWS_PER_XOR_PATTERN, 1>;	COMMENT
LOW	csrc/fmha_v2/fmha/hopper/smem_tile.h	2321	// w: +24 (o)	COMMENT
LOW	csrc/fmha_v2/fmha/hopper/gmem_tile_o_packed.h	601	int64_t row_offset =	COMMENT
LOW	csrc/fmha_v2/fmha/hopper/fragment.h	281	Gmma_single_desc_b::TRANS_MODE == fmha::Gmma_descriptor_transpose::TRANS ? true : false,	COMMENT
LOW	csrc/fused_moe/monomoe/src/ptx_utils.h	1	#ifndef PTX_UTILS_H	COMMENT
LOW	csrc/fused_moe/monomoe/src/ptx_utils.h	141	"wgmma.mma_async.sync.aligned.m64n8k32.f32.e4m3.e4m3 "	COMMENT
LOW	csrc/fused_moe/monomoe/src/moe_tma.h	1	#ifndef MOE_TMA_H	COMMENT
LOW	csrc/fused_moe/monomoe/src/moe_tma.h	21	// CUDA Driver API: provides `CUtensorMap` and `cuTensorMapEncodeTiled`.	COMMENT
LOW	csrc/fused_moe/monomoe/src/moe_tma.h	441	// `create_down_weight_tma_desc` and `create_down_activation_tma_desc`.	COMMENT
LOW	csrc/fused_moe/monomoe/src/moe_interface.h	61	static constexpr uint32_t DOWN_SCALE_COLS = (N + BLOCK_SCALE_COL - 1) / BLOCK_SCALE_COL; // 4	COMMENT
LOW	csrc/fused_moe/monomoe/src/moe_internal.h	241	static constexpr size_t TEMP_FP8_OFFSET = offsetof(MoEGemmSpec<Dims>, temp_fp8);	COMMENT
LOW	csrc/fused_moe/monomoe/src/moe_internal.h	261	// sites): a `temp_act_scale` cell doubles as the readiness	COMMENT
LOW	csrc/fused_moe/monomoe/src/moe_internal.h	281	// to preserve the head-field layout invariant documented above.	COMMENT
LOW	csrc/fused_moe/monomoe/src/moe_internal.h	561	static constexpr uint32_t FP8_ACT_NUM_CHUNKS = CoreDims::K_STEP_WGMMA / FP8_ACT_K_CHUNK; // 8	COMMENT
LOW	csrc/fused_moe/monomoe/src/moe_internal.h	601	// trailing sync (before any weight TMA fires), and w_wgmma's last	COMMENT
LOW	csrc/fused_moe/monomoe/src/moe_internal.h	641	// prefetch/epilogue slots hidden behind WGMMA and TMA waits, so padding	COMMENT
LOW	csrc/fused_moe/monomoe/src/moe_internal.h	681	// for expert id (expert-sorted layout).	COMMENT
LOW	csrc/fused_moe/monomoe/src/moe_internal.h	701	// the top-k index k with topk_ids_flat[tok*MAX_TOPK + k] == id (0xFF	COMMENT
LOW	…rc/nv_internal/include/tensorrt_llm/common/cudaUtils.h	21	#include <cuda.h>	COMMENT
982 more matches not shown…

Deep Nesting830 hits · 687 pts

Severity	File	Line	Context
LOW	build_backend.py	544	CODE
LOW	tests/repro_ikr_zero_token_idle_nvfp4.py	40	CODE
LOW	tests/repro_ikr_zero_token_idle_nvfp4.py	41	CODE
LOW	tests/conftest.py	180	CODE
LOW	tests/conftest.py	230	CODE
LOW	tests/repro_ikr_zero_token_idle.py	63	CODE
LOW	tests/repro_ikr_zero_token_idle.py	64	CODE
LOW	tests/kda/test_recurrent_kda_prefill.py	1545	CODE
LOW	tests/attention/test_attention_ts_decode.py	292	CODE
LOW	tests/attention/conftest.py	230	CODE
LOW	tests/attention/conftest.py	367	CODE
LOW	tests/attention/test_trtllm_gen_sparse_mla_dsv4.py	194	CODE
LOW	tests/attention/test_attention_ts_block_sparse.py	513	CODE
LOW	tests/attention/test_fmha_v2_prefill.py	63	CODE
LOW	tests/attention/test_fmha_v2_prefill.py	236	CODE
LOW	tests/attention/test_fmha_v2_prefill.py	921	CODE
LOW	tests/attention/test_fmha_v2_prefill.py	1743	CODE
LOW	tests/attention/test_batch_prefill_kernels.py	113	CODE
LOW	tests/attention/test_batch_prefill_kernels.py	457	CODE
LOW	tests/attention/test_attention_sink.py	36	CODE
LOW	tests/attention/test_xqa.py	164	CODE
LOW	tests/attention/test_mla_wrapper.py	1229	CODE
LOW	tests/attention/test_mla_wrapper.py	1871	CODE
LOW	tests/attention/test_cute_dsl_hca_dsv4.py	671	CODE
LOW	tests/attention/test_vsa_block_sparse_sm120.py	230	CODE
LOW	tests/attention/test_vsa_block_sparse_sm120.py	476	CODE
LOW	tests/attention/test_cute_dsl_mla_decode.py	1623	CODE
LOW	tests/attention/test_attention_ts_mla_decode.py	1136	CODE
LOW	tests/attention/test_rope.py	1417	CODE
LOW	tests/attention/test_cute_dsl_mla_dcp.py	426	CODE
LOW	tests/attention/test_cute_dsl_mla_dcp.py	456	CODE
LOW	tests/attention/test_trtllm_gen_block_sparse_decode.py	115	CODE
LOW	tests/attention/test_vsa_block_sparse.py	301	CODE
LOW	tests/attention/test_vsa_block_sparse.py	1006	CODE
LOW	tests/attention/test_vsa_block_sparse.py	1319	CODE
LOW	tests/trace/test_fi_trace_template_consistency.py	234	CODE
LOW	tests/msa_ops/test_msa_ops.py	39	CODE
LOW	tests/msa_ops/test_msa_ops.py	84	CODE
LOW	tests/msa_ops/test_msa_ops.py	130	CODE
LOW	tests/msa_ops/test_msa_ops.py	299	CODE
LOW	tests/msa_ops/test_msa_ops.py	352	CODE
LOW	tests/msa_ops/test_msa_ops.py	601	CODE
LOW	tests/msa_ops/test_msa_ops.py	1018	CODE
LOW	tests/msa_ops/test_msa_ops.py	1197	CODE
LOW	tests/msa_ops/test_msa_ops.py	1618	CODE
LOW	tests/msa_ops/test_sparse_prefill.py	54	CODE
LOW	tests/msa_ops/test_sparse_prefill.py	137	CODE
LOW	tests/msa_ops/test_blackwell_msa_sm100.py	600	CODE
LOW	tests/msa_ops/test_proxy_fp4.py	61	CODE
LOW	tests/moe_ep/test_sm90_push_fp8_packaging.py	129	CODE
LOW	tests/moe_ep/test_sm90_push_fp8_kernel.py	701	CODE
LOW	tests/moe_ep/test_sm90_push_fp8_kernel.py	1124	CODE
LOW	tests/autotuner/test_autotuner_core.py	1173	CODE
LOW	tests/mamba/test_cake_selective_state_update.py	87	CODE
LOW	tests/mamba/conftest.py	1055	CODE
LOW	tests/mamba/test_cake_ssd_combined.py	1065	CODE
LOW	tests/mamba/test_cake_ssd_combined.py	1260	CODE
LOW	tests/mamba/test_cake_ssd_combined.py	1384	CODE
LOW	tests/mamba/test_cake_ssd_combined.py	1507	CODE
LOW	tests/mamba/triton_reference/ssd_chunk_scan.py	88	CODE
770 more matches not shown…

Excessive Try-Catch Wrapping431 hits · 418 pts

Severity	File	Line	Snippet	Context
LOW	build_backend.py	140	except Exception:	CODE
LOW	build_backend.py	211	except Exception:	CODE
LOW	build_backend.py	226	except Exception:	CODE
LOW	build_backend.py	345	except Exception:	CODE
LOW	build_backend.py	422	except Exception:	CODE
LOW	build_backend.py	576	except Exception:	CODE
LOW	build_backend.py	985	except Exception as e:	CODE
LOW	build_utils.py	103	except Exception:	CODE
LOW	tests/kda/test_recurrent_kda_prefill_sm120.py	1061	except Exception as exc: # noqa: BLE001 -- the type and text are the assertion	CODE
LOW	tests/kda/test_recurrent_kda_prefill_sm120.py	1447	except Exception as exc: # noqa: BLE001 -- reported below	CODE
MEDIUM	tests/kda/test_recurrent_kda_prefill_sm120.py	1058	def outcome(backend):	CODE
LOW	tests/attention/conftest.py	439	except Exception as e:	CODE
LOW	tests/attention/conftest.py	493	except Exception: # pragma: no cover - diagnostics must never fail the run	CODE
LOW	tests/attention/test_deepseek_mla.py	102	except Exception as e:	CODE
MEDIUM	tests/attention/test_deepseek_mla.py	42	def warmup_jit():	CODE
LOW	…sts/trace/test_tgv_gemm_sm100_reference_correctness.py	39	except Exception as exc:	CODE
LOW	…sts/trace/test_mxfp8_quantize_reference_correctness.py	25	except Exception as exc:	CODE
LOW	tests/trace/test_mm_bf16_fp4_reference_correctness.py	44	except Exception as exc:	CODE
LOW	tests/trace/test_single_decode_reference_correctness.py	31	except Exception as exc:	CODE
LOW	…ize_fp8_append_paged_kv_cache_reference_correctness.py	69	except Exception as exc:	CODE
LOW	tests/trace/test_bmm_fp8_reference_correctness.py	38	except Exception as exc:	CODE
LOW	…/trace/test_cutlass_fused_moe_reference_correctness.py	62	except Exception as exc:	CODE
LOW	…s/trace/test_segment_gemm_run_reference_correctness.py	34	except Exception as exc:	CODE
LOW	…s/trace/test_block_sparse_run_reference_correctness.py	58	except Exception as exc:	CODE
LOW	…s/trace/test_xqa_batch_decode_reference_correctness.py	74	except Exception as exc:	CODE
LOW	…sts/trace/test_mxfp4_quantize_reference_correctness.py	33	except Exception as exc:	CODE
LOW	…ace/test_var_block_sparse_run_reference_correctness.py	67	except Exception as exc:	CODE
LOW	tests/trace/test_bmm_bf16_reference_correctness.py	29	except Exception as exc:	CODE
LOW	tests/trace/test_mm_bf16_reference_correctness.py	29	except Exception as exc:	CODE
LOW	tests/trace/test_fi_trace_template_consistency.py	303	except Exception as exc: # noqa: BLE001	CODE
LOW	…ace/test_xqa_batch_decode_mla_reference_correctness.py	72	except Exception as exc:	CODE
LOW	…trace/test_cudnn_batch_decode_reference_correctness.py	80	except Exception as exc:	CODE
LOW⚡	tests/trace/example.py	466	except Exception:	CODE
LOW⚡	tests/trace/example.py	477	except Exception:	CODE
LOW⚡	tests/trace/example.py	495	except Exception:	CODE
LOW⚡	tests/trace/example.py	505	except Exception:	CODE
LOW	tests/trace/example.py	444	except Exception:	CODE
LOW	tests/trace/example.py	523	except Exception:	CODE
LOW	tests/trace/example.py	537	except Exception:	CODE
LOW	tests/trace/example.py	549	except Exception:	CODE
LOW	tests/trace/example.py	1190	except Exception:	CODE
LOW	…race/test_batch_attention_run_reference_correctness.py	61	except Exception as exc:	CODE
LOW	…e/test_trtllm_fmha_v2_prefill_reference_correctness.py	62	except Exception as exc:	CODE
LOW	tests/trace/test_concat_mla_k_reference_correctness.py	30	except Exception as exc:	CODE
LOW	…/test_trtllm_batch_decode_mla_reference_correctness.py	68	except Exception as exc:	CODE
LOW	…sts/trace/test_single_prefill_reference_correctness.py	31	except Exception as exc:	CODE
LOW	…/test_multi_level_cascade_run_reference_correctness.py	61	except Exception as exc:	CODE
LOW	…race/test_cudnn_batch_prefill_reference_correctness.py	91	except Exception as exc:	CODE
LOW	…/test_fused_add_rmsnorm_quant_reference_correctness.py	32	except Exception as exc:	CODE
LOW	…t_pod_with_paged_kv_cache_run_reference_correctness.py	70	except Exception as exc:	CODE
LOW	tests/trace/test_rmsnorm_quant_reference_correctness.py	27	except Exception as exc:	CODE
LOW	…sts/trace/test_nvfp4_quantize_reference_correctness.py	26	except Exception as exc:	CODE
LOW	tests/trace/test_batch_pod_run_reference_correctness.py	76	except Exception as exc:	CODE
LOW	tests/moe_ep/test_sm90_push_fp8_backend.py	25	except Exception:	CODE
LOW	tests/moe_ep/test_sm90_push_fp8_kernel.py	28	except Exception:	CODE
LOW	tests/moe_ep/test_fault_tolerance_reconcile.py	43	except Exception as e: # noqa: BLE001 - surfaced to the assertion below	CODE
LOW	tests/moe_ep/test_fault_tolerance_reconcile.py	174	except Exception as e: # noqa: BLE001 - asserted on below	CODE
MEDIUM	tests/moe_ep/test_fault_tolerance_reconcile.py	32	def work(r):	CODE
MEDIUM	tests/moe_ep/test_fault_tolerance_reconcile.py	163	def run(r, timeout_s):	CODE
LOW	tests/moe_ep/test_sm90_push_fp8_gemm_contract.py	356	except Exception:	CODE
371 more matches not shown…

AI Structural Patterns417 hits · 322 pts

Severity	File	Line	Context
LOW	tests/kda/test_recurrent_kda_decode_export.py	930	CODE
LOW	tests/attention/test_modular_fmha_prefill_paged.py	127	CODE
LOW	tests/attention/test_dcp_spec_fp8.py	622	CODE
LOW	tests/attention/test_dcp_spec_jit.py	352	CODE
LOW	tests/attention/test_attention_ts_block_sparse.py	741	CODE
LOW	tests/attention/test_fmha_v2_prefill.py	63	CODE
LOW	tests/attention/test_mla_decode_kernel.py	177	CODE
LOW	tests/attention/test_mla_decode_kernel.py	398	CODE
LOW	tests/attention/test_xqa.py	120	CODE
LOW	tests/attention/test_cute_dsl_mla_decode.py	327	CODE
LOW	tests/attention/test_trtllm_gen_attention_decode.py	623	CODE
LOW	tests/attention/test_batch_attention.py	91	CODE
LOW	tests/msa_ops/test_blackwell_msa_sm100.py	31	CODE
LOW	tests/moe_ep/test_sm90_push_fp8_kernel.py	109	CODE
LOW	tests/moe_ep/test_sm90_push_fp8_gemm_contract.py	442	CODE
LOW	tests/mamba/test_chunk_scan_combined.py	27	CODE
LOW	tests/mamba/utils.py	16	CODE
LOW	tests/mamba/test_checkpointing_ssu.py	168	CODE
LOW	…amba/triton_reference/selective_state_update_varlen.py	272	CODE
LOW	tests/mamba/triton_reference/selective_state_update.py	431	CODE
LOW	…amba/triton_reference/replay_selective_state_update.py	1976	CODE
LOW	…amba/triton_reference/replay_selective_state_update.py	3653	CODE
LOW	tests/mamba/triton_reference/ssd_combined.py	32	CODE
LOW	tests/mamba/triton_reference/ssd_combined.py	197	CODE
LOW	tests/mamba/triton_reference/causal_conv1d_triton.py	1004	CODE
LOW	tests/comm/test_all_gather_matmul.py	45	CODE
LOW	tests/comm/test_mixed_comm.py	36	CODE
LOW	tests/gemm/test_cute_dsl_gemm_allreduce_two_shot.py	139	CODE
LOW	tests/gemm/test_groupwise_scaled_gemm_mxfp4.py	73	CODE
LOW	tests/gdn/test_fused_decode.py	393	CODE
LOW	tests/gdn/reference_delta_rule.py	125	CODE
LOW	tests/test_helpers/utils_fp4.py	51	CODE
LOW	tests/moe/test_dpsk_fused_moe_fp8.py	279	CODE
LOW	tests/moe/test_dpsk_fused_moe_fp8.py	370	CODE
LOW	tests/moe/test_unified_moe_fp8.py	740	CODE
LOW	tests/moe/trtllm_gen_fused_moe_utils.py	2561	CODE
LOW	tests/moe/trtllm_gen_fused_moe_utils.py	2709	CODE
LOW	tests/moe/trtllm_gen_fused_moe_utils.py	3501	CODE
LOW	tests/moe/trtllm_gen_fused_moe_utils.py	321	CODE
LOW	tests/moe/trtllm_gen_fused_moe_utils.py	3118	CODE
LOW	tests/moe/test_unified_moe_mxint4.py	88	CODE
LOW	tests/moe/utils.py	322	CODE
LOW	docs/tutorials/jax_tvm_ffi/gemma3_flashinfer_jax.py	834	CODE
LOW	flashinfer-jit-cache/build_backend.py	237	CODE
LOW	examples/pytorch/wan/transformer_wan_flashinfer.py	318	CODE
LOW	examples/pytorch/wan/transformer_wan_flashinfer.py	563	CODE
LOW	benchmarks/bench_gdn_decode.py	337	CODE
LOW	benchmarks/bench_gdn_decode.py	1046	CODE
LOW	benchmarks/bench_gdn_decode.py	1477	CODE
LOW	benchmarks/bench_topk.py	509	CODE
LOW	benchmarks/bench_moe_deepseek.py	320	CODE
LOW	benchmarks/bench_moe_deepseek.py	572	CODE
LOW	benchmarks/bench_moe_deepseek.py	695	CODE
LOW	benchmarks/bench_moe_deepseek.py	949	CODE
LOW	benchmarks/bench_moe_deepseek.py	1086	CODE
LOW	scripts/codeowner_analyzer.py	22	CODE
LOW	flashinfer/xqa.py	188	CODE
LOW	flashinfer/gdn_prefill.py	116	CODE
LOW	flashinfer/tactics_blocklist_gen.py	511	CODE
LOW	flashinfer/kda.py	54	CODE
357 more matches not shown…

Modern Structural Boilerplate280 hits · 264 pts

Severity	File	Line	Snippet	Context
LOW	flashinfer-cubin/flashinfer_cubin/__init__.py	80	__all__ = ["get_cubin_dir", "list_cubins", "get_cubin_path", "CUBIN_DIR"]	CODE
LOW	tests/attention/conftest.py	24	logger = logging.getLogger(__name__)	CODE
LOW	tests/comm/test_nvshmem_allreduce.py	12	logger = logging.getLogger(__name__)	CODE
LOW	tests/comm/test_vllm_custom_allreduce.py	18	logger = logging.getLogger(__name__)	CODE
LOW	tests/utils/test_topk.py	668	def set_selected_scores(use_prefix: bool) -> None:	CODE
LOW	tests/gemm/test_cute_dsl_gemm_allreduce_two_shot.py	36	logger = logging.getLogger(__name__)	CODE
LOW	flashinfer-jit-cache/flashinfer_jit_cache/__init__.py	38	__all__ = [	CODE
LOW	examples/pytorch/wan/transformer_wan_flashinfer.py	63	logger = logging.getLogger(__name__)	CODE
LOW	examples/pytorch/wan/transformer_wan_flashinfer.py	303	def set_ulysses_communicator(comm: Optional["UlyssesCommunicator"]) -> None:	CODE
LOW	scripts/aot_memory_monitor.py	265	def update_stats(stats: MemoryStats, sample: dict[str, int]) -> None:	CODE
LOW	scripts/test_sharding/__init__.py	5	__all__ = ["ALGORITHM_VERSION", "SCHEMA_VERSION"]	CODE
LOW	flashinfer/gated_act_mxfp8.py	281	__all__ = [	STRING
LOW	flashinfer/cake_dcp.py	681	__all__ = [	CODE
LOW	flashinfer/fp8_quantization.py	20	__all__ = [	CODE
LOW	flashinfer/compilation_context.py	25	logger = logging.getLogger(__name__)	CODE
LOW	flashinfer/_kda_training_impl.py	1696	__all__ = [	CODE
LOW	flashinfer/kda_prefill_cute.py	492	__all__ = [	CODE
LOW	flashinfer/kda_training.py	19	__all__ = [	CODE
LOW	flashinfer/utils.py	34	logger = logging.getLogger(__name__)	CODE
LOW	flashinfer/utils.py	827	def set_log_level(lvl_str: str) -> None:	CODE
LOW	flashinfer/fp4_quantization.py	45	__all__ = [	CODE
LOW	flashinfer/artifacts.py	309	def update_pbar_cb(_) -> None:	CODE
LOW	flashinfer/_kda_training_dispatch.py	277	__all__ = ["_TrainingRouteSpec", "_select_training_route"]	CODE
LOW	flashinfer/deep_gemm.py	45	logger = logging.getLogger(__name__)	CODE
LOW	flashinfer/kda_backward.py	1235	__all__ = [	STRING
LOW	flashinfer/cake_vsa.py	991	__all__ = ["plan_cake_vsa", "run_cake_vsa"]	CODE
LOW	flashinfer/attention/__init__.py	20	__all__ = [	CODE
LOW	flashinfer/attention/prims_ts/__init__.py	42	__all__ = [	CODE
LOW	flashinfer/attention/prims_ts/context.py	2235	__all__ = [	CODE
LOW	flashinfer/attention/prims_ts/block_sparse.py	834	__all__ = [	CODE
LOW	flashinfer/attention/prims_ts/mla_decode.py	2012	__all__ = [	CODE
LOW	flashinfer/attention/prims_ts/decode.py	2645	__all__ = [	CODE
LOW	flashinfer/attention/prims_ts/_tensor_aliasing.py	104	__all__ = [	CODE
LOW	flashinfer/attention/prims_ts/kernels/tensor_map.py	563	__all__ = [	CODE
LOW	flashinfer/attention/prims_ts/kernels/tcgen05_compat.py	77	__all__ = ["tcgen05_mma_ws"]	CODE
LOW	…n/prims_ts/kernels/fmha_decode/block_sparse_inspect.py	276	__all__ = ["compile_block_sparse_inspection"]	CODE
LOW	…/kernels/fmha_decode/fmha_decode_resources/__init__.py	139	__all__ = [	CODE
LOW	…de/fmha_decode_resources/smem_block_sparse_metadata.py	1074	__all__ = [	CODE
LOW	…ims_ts/kernels/mla_decode/throughput_2cta/resources.py	234	def update_from(self, other) -> None:	CODE
LOW	…a_decode/throughput_latency_1cta/resources/__init__.py	35	__all__ = [	CODE
LOW	…ention/prims_ts/kernels/fmha_context/fmha_resources.py	4035	def set_p_base(self, stage_info: StageInfo, *, tmem_p_base: Int32) -> None:	CODE
LOW	flashinfer/attention/prims_ts/_block_sparse/plan.py	392	__all__ = [	CODE
LOW	flashinfer/attention/prims_ts/_block_sparse/config.py	552	__all__ = [	CODE
LOW	flashinfer/attention/prims_ts/_block_sparse/compiler.py	341	__all__ = [	CODE
LOW	flashinfer/attention/prims_ts/_block_sparse/prepared.py	250	__all__ = [	CODE
LOW	flashinfer/attention/prims_ts/_block_sparse/runtime.py	522	__all__ = [	CODE
LOW	…shinfer/attention/prims_ts/_block_sparse/inspection.py	151	__all__ = ["_BlockSparseInspection", "_inspect_block_sparse_bsr"]	CODE
LOW	flashinfer/trace/solution.py	278	__all__ = [	CODE
LOW	flashinfer/trace/__init__.py	42	__all__ = [	CODE
LOW	flashinfer/trace/templates/gated_act_mxfp8.py	362	__all__ = [	CODE
LOW	flashinfer/trace/templates/_init_helpers.py	258	__all__ = [	CODE
LOW	flashinfer/msa_ops/_blackwell_sm100.py	2726	__all__ = [	CODE
LOW	flashinfer/msa_ops/_blackwell_sm100_reverse_plan.py	683	__all__ = [	CODE
LOW	flashinfer/msa_ops/__init__.py	33	__all__ = [	CODE
LOW	flashinfer/moe_ep/__init__.py	160	__all__ = [	CODE
LOW	flashinfer/moe_ep/layer.py	16	__all__ = ["MoEEpLayer", "MoEEpMegaLayer", "MoEEpSplitLayer"]	CODE
LOW	flashinfer/moe_ep/core/__init__.py	13	__all__ = [	CODE
LOW	flashinfer/moe_ep/core/bootstrap_utils.py	118	__all__ = [	CODE
LOW	flashinfer/moe_ep/core/runtime/bootstrap.py	291	__all__ = [	CODE
LOW	flashinfer/moe_ep/core/runtime/__init__.py	17	__all__ = [	CODE
220 more matches not shown…

Structural Annotation Overuse158 hits · 242 pts

Severity	File	Line	Snippet	Context
LOW	tests/attention/test_rope.py	888	# Step 1: Pre-populate cache with existing tokens	COMMENT
LOW	tests/attention/test_rope.py	1099	# Step 2: Append new tokens to the pre-populated cache	COMMENT
LOW	…_quantize_fp8_append_paged_kv_cache_h8_kv2_rope64.json	194	"reference": "from __future__ import annotations\nimport math\nimport torch\nimport torch.nn.functional as F\n\n@torch	CODE
LOW	…tize_fp8_append_paged_kv_cache_h8_kv2_rope64_ps16.json	195	"reference": "from __future__ import annotations\nimport math\nimport torch\nimport torch.nn.functional as F\n\n@torch	CODE
LOW⚡	tests/utils/test_fp4_quantize.py	310	# Step 1: Quantize with fp4_quantize	COMMENT
LOW⚡	tests/utils/test_fp4_quantize.py	320	# Step 2: Dequantize with e2m1_and_ufp8sf_scale_to_float	COMMENT
LOW	tests/utils/test_fp4_quantize.py	335	# Step 3: Compare results	COMMENT
LOW⚡	tests/gdn/reference_delta_rule.py	1081	# Step 1: Compute g = -exp(A_log) * softplus(a + dt_bias)	COMMENT
LOW⚡	tests/gdn/reference_delta_rule.py	1136	# Step 1: Apply gating to hidden state: h *= exp(g)	COMMENT
LOW⚡	tests/gdn/reference_delta_rule.py	1139	# Step 2: Delta rule: v -= k^T @ h ([B,H,K] x [B,H,K,V] -> [B,H,V])	COMMENT
LOW⚡	tests/gdn/reference_delta_rule.py	1142	# Step 3: Apply beta gating: v *= beta	COMMENT
LOW⚡	tests/gdn/reference_delta_rule.py	1145	# Step 4: Update hidden state with outer product: h += k ⊗ v_new	COMMENT
LOW⚡	tests/gdn/reference_delta_rule.py	1148	# Step 5: Compute output: o = q^T @ h	COMMENT
LOW	tests/gdn/reference_delta_rule.py	1098	# Step 2: Compute beta = sigmoid(b)	COMMENT
LOW	.claude/skills/benchmark-kernel/SKILL.md	63	### Step 1: Choose Your Test Routine	COMMENT
LOW	.claude/skills/benchmark-kernel/SKILL.md	70	### Step 2: Run a Single Benchmark	COMMENT
LOW	.claude/skills/benchmark-kernel/SKILL.md	118	### Step 3: Understand the Output	COMMENT
LOW	.claude/skills/benchmark-kernel/SKILL.md	134	### Step 4: Run Batch Benchmarks	COMMENT
LOW	.claude/skills/benchmark-kernel/SKILL.md	156	### Step 5: Common Flags	COMMENT
LOW	.claude/skills/benchmark-kernel/SKILL.md	174	### Step 1: Write Your Benchmark Script	COMMENT
LOW	.claude/skills/benchmark-kernel/SKILL.md	210	### Step 2: Run Your Benchmark	COMMENT
LOW	.claude/skills/benchmark-kernel/SKILL.md	229	### Step 3: Advanced Options	COMMENT
LOW	.claude/skills/debug-cuda-crash/SKILL.md	24	## Step 1: Enable API Logging	COMMENT
LOW	.claude/skills/debug-cuda-crash/SKILL.md	109	## Step 2: Reproduce the Crash	COMMENT
LOW	.claude/skills/debug-cuda-crash/SKILL.md	146	## Step 3: Common CUDA Errors and How to Debug	COMMENT
LOW	.claude/skills/debug-cuda-crash/SKILL.md	249	## Step 4: Multi-Process Debugging	COMMENT
LOW	.claude/skills/debug-cuda-crash/SKILL.md	268	## Step 5: Advanced Debugging with compute-sanitizer	COMMENT
LOW	.claude/skills/debug-cuda-crash/SKILL.md	309	## Step 6: Kernel-Level Debugging with printf()	COMMENT
LOW	.claude/skills/add-cuda-kernel/SKILL.md	18	## Step 1: Define CUDA Kernel in `include/`	COMMENT
LOW	.claude/skills/add-cuda-kernel/SKILL.md	76	## Step 2: Create Launcher in `csrc/`	COMMENT
LOW	.claude/skills/add-cuda-kernel/SKILL.md	163	## Step 3: Create TVM-FFI Binding in `csrc/`	COMMENT
LOW	.claude/skills/add-cuda-kernel/SKILL.md	183	## Step 4: Create JIT Generator (No Jinja for Simple Case)	COMMENT
LOW	.claude/skills/add-cuda-kernel/SKILL.md	387	## Step 5: Create Python API in `flashinfer/`	COMMENT
LOW	.claude/skills/add-cuda-kernel/SKILL.md	628	## Step 6: Add a Trace Template	COMMENT
LOW	.claude/skills/add-cuda-kernel/SKILL.md	776	## Step 7: Write Tests in `tests/`	COMMENT
LOW	.claude/skills/add-cuda-kernel/SKILL.md	846	## Step 7: Register in AOT	COMMENT
LOW	.claude/skills/add-cuda-kernel/SKILL.md	872	## Step 8: Export API	COMMENT
LOW	.claude/skills/add-cuda-kernel/SKILL.md	883	## Step 9: Run and Test	COMMENT
LOW	.claude/skills/add-cuda-kernel/SKILL.md	893	## Step 10: Add Benchmark	COMMENT
LOW	docs/tutorials/jax_tvm_ffi/flashinfer_jax_tvm_ffi.py	176	# Step 1 - Compile and load the TVM FFI module	COMMENT
LOW	docs/tutorials/jax_tvm_ffi/flashinfer_jax_tvm_ffi.py	197	# Step 2 - Register as a JAX FFI target	COMMENT
LOW	docs/tutorials/jax_tvm_ffi/flashinfer_jax_tvm_ffi.py	240	# Step 3 - Call as a regular JAX expression	COMMENT
LOW⚡	benchmarks/bench_cute_dsl_add_rmsnorm_fp4quant.py	149	# Step 1: Add	COMMENT
LOW⚡	benchmarks/bench_cute_dsl_add_rmsnorm_fp4quant.py	151	# Step 2: RMSNorm	COMMENT
LOW⚡	benchmarks/bench_cute_dsl_add_rmsnorm_fp4quant.py	153	# Step 3: FP4 quantize (with global_scale for NVFP4)	COMMENT
LOW⚡	benchmarks/gdn_triton_reference.py	179	# Step 1: Apply decay to hidden state: h *= exp(g)	COMMENT
LOW⚡	benchmarks/gdn_triton_reference.py	182	# Step 2: Delta rule: v -= sum(h * k, dim=0) = k @ h	COMMENT
LOW⚡	benchmarks/gdn_triton_reference.py	187	# Step 3: Apply beta gating: v *= beta	COMMENT
LOW⚡	benchmarks/gdn_triton_reference.py	190	# Step 4: Update hidden state: h += outer(k, v) = k[:, None] * v[None, :]	COMMENT
LOW⚡	benchmarks/gdn_triton_reference.py	193	# Step 5: Compute output: o = q @ h = sum(q[:, None] * h, dim=0)	COMMENT
LOW⚡	benchmarks/gdn_triton_reference.py	361	# Step 1: Apply decay: h *= exp(g)	COMMENT
LOW⚡	benchmarks/gdn_triton_reference.py	364	# Step 2: Delta rule: v -= h @ k (h is [BV, BK], k is [BK])	COMMENT
LOW⚡	benchmarks/gdn_triton_reference.py	369	# Step 3: Apply beta gating	COMMENT
LOW⚡	benchmarks/gdn_triton_reference.py	372	# Step 4: Update state: h += outer(v, k) = v[:, None] * k[None, :]	COMMENT
LOW⚡	benchmarks/gdn_triton_reference.py	376	# Step 5: Compute output: o = h @ q = sum(h * q[None, :], axis=1) -> [BV]	COMMENT
LOW⚡	benchmarks/gdn_triton_reference.py	633	# Step 1: Apply decay to hidden state: h *= exp(g)	COMMENT
LOW⚡	benchmarks/gdn_triton_reference.py	636	# Step 2: Delta rule: v -= h @ k = sum(h * k[None, :], axis=1)	COMMENT
LOW⚡	benchmarks/gdn_triton_reference.py	640	# Step 3: Apply beta gating: v *= beta	COMMENT
LOW⚡	benchmarks/gdn_triton_reference.py	643	# Step 4: Update hidden state: h += outer(v, k) = v[:, None] * k[None, :]	COMMENT
LOW⚡	benchmarks/gdn_triton_reference.py	646	# Step 5: Compute output: o = h @ q = sum(h * q[None, :], axis=1)	COMMENT
98 more matches not shown…

Verbosity Indicators135 hits · 209 pts

Severity	File	Line	Snippet	Context
LOW	…mha_v2/fused_multihead_flash_attention_kernel_noloop.h	286	// Do we need to check if there are negative inf for softmax row_max ?	COMMENT
LOW	…/fused_multihead_flash_attention_kernel_noloop_tiled.h	92	// Do we need to check if there are negative inf for softmax row_max ?	COMMENT
LOW	csrc/fmha_v2/fmha/warpspec/epilogue.h	73	// Whether we need to check if local_max could be -inf or not.	COMMENT
LOW	csrc/fmha_v2/fmha/warpspec/epilogue.h	543	// Whether we need to check if local_max could be -inf or not.	COMMENT
LOW	csrc/fmha_v2/fmha/warpspec/epilogue.h	734	// Whether we need to check if local_max could be -inf or not.	COMMENT
LOW	tests/attention/test_rope.py	888	# Step 1: Pre-populate cache with existing tokens	COMMENT
LOW	tests/attention/test_rope.py	1099	# Step 2: Append new tokens to the pre-populated cache	COMMENT
LOW	…_quantize_fp8_append_paged_kv_cache_h8_kv2_rope64.json	194	"reference": "from __future__ import annotations\nimport math\nimport torch\nimport torch.nn.functional as F\n\n@torch	CODE
LOW	…tize_fp8_append_paged_kv_cache_h8_kv2_rope64_ps16.json	195	"reference": "from __future__ import annotations\nimport math\nimport torch\nimport torch.nn.functional as F\n\n@torch	CODE
LOW⚡	tests/utils/test_fp4_quantize.py	310	# Step 1: Quantize with fp4_quantize	COMMENT
LOW⚡	tests/utils/test_fp4_quantize.py	320	# Step 2: Dequantize with e2m1_and_ufp8sf_scale_to_float	COMMENT
LOW	tests/utils/test_fp4_quantize.py	335	# Step 3: Compare results	COMMENT
LOW⚡	tests/gdn/reference_delta_rule.py	1081	# Step 1: Compute g = -exp(A_log) * softplus(a + dt_bias)	COMMENT
LOW⚡	tests/gdn/reference_delta_rule.py	1136	# Step 1: Apply gating to hidden state: h *= exp(g)	COMMENT
LOW⚡	tests/gdn/reference_delta_rule.py	1139	# Step 2: Delta rule: v -= k^T @ h ([B,H,K] x [B,H,K,V] -> [B,H,V])	COMMENT
LOW⚡	tests/gdn/reference_delta_rule.py	1142	# Step 3: Apply beta gating: v *= beta	COMMENT
LOW⚡	tests/gdn/reference_delta_rule.py	1145	# Step 4: Update hidden state with outer product: h += k ⊗ v_new	COMMENT
LOW⚡	tests/gdn/reference_delta_rule.py	1148	# Step 5: Compute output: o = q^T @ h	COMMENT
LOW	tests/gdn/reference_delta_rule.py	1098	# Step 2: Compute beta = sigmoid(b)	COMMENT
LOW⚡	benchmarks/bench_cute_dsl_add_rmsnorm_fp4quant.py	149	# Step 1: Add	COMMENT
LOW⚡	benchmarks/bench_cute_dsl_add_rmsnorm_fp4quant.py	151	# Step 2: RMSNorm	COMMENT
LOW⚡	benchmarks/bench_cute_dsl_add_rmsnorm_fp4quant.py	153	# Step 3: FP4 quantize (with global_scale for NVFP4)	COMMENT
LOW⚡	benchmarks/gdn_triton_reference.py	179	# Step 1: Apply decay to hidden state: h *= exp(g)	COMMENT
LOW⚡	benchmarks/gdn_triton_reference.py	182	# Step 2: Delta rule: v -= sum(h * k, dim=0) = k @ h	COMMENT
LOW⚡	benchmarks/gdn_triton_reference.py	187	# Step 3: Apply beta gating: v *= beta	COMMENT
LOW⚡	benchmarks/gdn_triton_reference.py	190	# Step 4: Update hidden state: h += outer(k, v) = k[:, None] * v[None, :]	COMMENT
LOW⚡	benchmarks/gdn_triton_reference.py	193	# Step 5: Compute output: o = q @ h = sum(q[:, None] * h, dim=0)	COMMENT
LOW⚡	benchmarks/gdn_triton_reference.py	361	# Step 1: Apply decay: h *= exp(g)	COMMENT
LOW⚡	benchmarks/gdn_triton_reference.py	364	# Step 2: Delta rule: v -= h @ k (h is [BV, BK], k is [BK])	COMMENT
LOW⚡	benchmarks/gdn_triton_reference.py	369	# Step 3: Apply beta gating	COMMENT
LOW⚡	benchmarks/gdn_triton_reference.py	372	# Step 4: Update state: h += outer(v, k) = v[:, None] * k[None, :]	COMMENT
LOW⚡	benchmarks/gdn_triton_reference.py	376	# Step 5: Compute output: o = h @ q = sum(h * q[None, :], axis=1) -> [BV]	COMMENT
LOW⚡	benchmarks/gdn_triton_reference.py	633	# Step 1: Apply decay to hidden state: h *= exp(g)	COMMENT
LOW⚡	benchmarks/gdn_triton_reference.py	636	# Step 2: Delta rule: v -= h @ k = sum(h * k[None, :], axis=1)	COMMENT
LOW⚡	benchmarks/gdn_triton_reference.py	640	# Step 3: Apply beta gating: v *= beta	COMMENT
LOW⚡	benchmarks/gdn_triton_reference.py	643	# Step 4: Update hidden state: h += outer(v, k) = v[:, None] * k[None, :]	COMMENT
LOW⚡	benchmarks/gdn_triton_reference.py	646	# Step 5: Compute output: o = h @ q = sum(h * q[None, :], axis=1)	COMMENT
LOW⚡	benchmarks/bench_cute_dsl_rmsnorm_fp4quant.py	157	# Step 1: RMSNorm	COMMENT
LOW⚡	benchmarks/bench_cute_dsl_rmsnorm_fp4quant.py	159	# Step 2: FP4 quantize (with global_scale for NVFP4)	COMMENT
LOW	benchmarks/routines/norm.py	1312	# Step 2: RMSNorm on residual	COMMENT
LOW⚡	scripts/pr_checks/check_api_docs.py	65	# Step 1: collect all @flashinfer_api-decorated function names via AST	COMMENT
LOW⚡	scripts/pr_checks/check_api_docs.py	93	# Step 2: collect documented symbols from docs/api/*.rst	COMMENT
LOW⚡	scripts/pr_checks/check_api_docs.py	164	# Step 3: compare and report	COMMENT
LOW	flashinfer/trace/templates/rope.py	1018	# Step 3: append into paged cache (GQA/MHA) — materialize the quantized	COMMENT
LOW⚡	…e_cutedsl_megakernel/src/moe_hopper_fp8/mega_runner.py	196	# Step 1: deterministic FP8 input + weight generation	COMMENT
LOW⚡	…e_cutedsl_megakernel/src/moe_hopper_fp8/mega_runner.py	599	# Step 2: FP8 reference	COMMENT
LOW⚡	…e_cutedsl_megakernel/src/moe_hopper_fp8/mega_runner.py	660	# Step 5: FP8 validation	COMMENT
LOW⚡	…e_cutedsl_megakernel/src/moe_hopper_fp8/mega_runner.py	752	# Step 4: FP8 kernel launch	COMMENT
LOW	…le_cutedsl_megakernel/src/moe_nvfp4_swapab/epilogue.py	871	# Step 1: absmax over the weighted regs.	COMMENT
LOW	…l_megakernel/src/moe_nvfp4_swapab/epilogue_refactor.py	1407	# Step 0: load tmem	COMMENT
LOW	…l_megakernel/src/moe_nvfp4_swapab/epilogue_refactor.py	1454	# Step 1: perform swiglu on the first part, interleave with the second's 32x32 tmem transpose.	COMMENT
LOW	…l_megakernel/src/moe_nvfp4_swapab/epilogue_refactor.py	1482	# Step 2: Quant	COMMENT
LOW	…l_megakernel/src/moe_nvfp4_swapab/epilogue_refactor.py	1493	# Step 3: TMASTG	COMMENT
LOW⚡	…cutedsl_megakernel/src/moe_nvfp4_swapab/mega_runner.py	774	# Step 1: deterministic input + weight generation	COMMENT
LOW⚡	…cutedsl_megakernel/src/moe_nvfp4_swapab/mega_runner.py	984	# Step 2: reference	COMMENT
LOW⚡	…cutedsl_megakernel/src/moe_nvfp4_swapab/mega_runner.py	1015	# Step 3: workspace allocation	COMMENT
LOW⚡	…cutedsl_megakernel/src/moe_nvfp4_swapab/mega_runner.py	1053	# Step 4: kernel launch	COMMENT
LOW⚡	…cutedsl_megakernel/src/moe_nvfp4_swapab/mega_runner.py	1457	# Step 5: validation	COMMENT
LOW⚡	…cutedsl_megakernel/src/moe_nvfp4_swapab/kernel_fc12.py	1913	# Step 1: coarse-grain spin on ``fc1_done_counter[slot]``	COMMENT
LOW	…cutedsl_megakernel/src/moe_nvfp4_swapab/kernel_fc12.py	2014	# Step 3: K-loop with 2x cute.copy per tile (B +	COMMENT
75 more matches not shown…

Cross-Language Confusion34 hits · 169 pts

Severity	File	Line	Snippet	Context
HIGH⚡	tests/trace/test_paged_mqa_logits_checker.py	76	With rnorm == 0 the relative error is undefined; substituting 0.0 made	STRING
HIGH	tests/comm/test_trtllm_allreduce_reduction.py	43	TORCH_CHECK(num_threads > 0 && num_threads <= 1024, "invalid block size");	CODE
HIGH	tests/comm/test_trtllm_mnnvl_allreduce.py	306	ordinary data; a `val == 0.F && signbit(val)` check would FTZ-flush	STRING
HIGH	tests/utils/test_jit_example.py	189	if (qo_idx < qo_len && kv_idx < kv_len) {	CODE
HIGH	tests/gdn/test_decode_ucache.py	57	source env.sh && pytest tests/gdn/test_decode_ucache.py -v	STRING
HIGH	tests/jit/test_flash_kda_packed_t1_jit.py	184	assert "minor == 0 \|\| minor == 3" in binding	CODE
HIGH	tests/jit/test_flash_kda_decode_jit.py	262	assert "else if (has_token && k_lane == 0)" in generated_body	CODE
HIGH	tests/jit/test_flash_kda_decode_jit.py	306	assert "major == 10 && (minor == 0 \|\| minor == 3)" in common	CODE
HIGH	tests/jit/test_flash_kda_decode_jit.py	307	assert "major == 10 && minor == expected_minor" in common	CODE
HIGH	benchmarks/bench_monomoe.py	86	Uses mono_moe's `[gate \|\| up]` fc1 half-ordering and the given (already	STRING
HIGH	benchmarks/bench_gdn_ucache_flush.py	30	source env.sh && python benchmarks/bench_gdn_ucache_flush.py [--iters 200]	STRING
HIGH	benchmarks/routines/attention.py	3771	# Leave empty (null) when not explicitly overridden so legacy	COMMENT
HIGH	flashinfer/collect_env.py	156	_run("grep -sq -e docker -e containerd -e kubepods /proc/1/cgroup && echo 1")	CODE
HIGH	flashinfer/utils.py	699	include/flashinfer/mamba/conversion.cuh (SM100_ALL \|\| SM103_ALL).	STRING
HIGH	flashinfer/trace/templates/attn_scores.py	230	# An all-zero reference makes the relative error undefined; the old	COMMENT
HIGH	flashinfer/trace/templates/moe.py	3130	description="Up/gate projection weights (FP8, [gate \|\| up] rows).",	CODE
HIGH	flashinfer/trace/templates/moe.py	2981	up-projection weights use the [gate \|\| up] half ordering (monomoe's	STRING
HIGH	…90/pull_style_cutedsl_megakernel/src/src/flag_batch.py	21	flag_addr: Int64 # per-lane counter-slot address (0 == null)	CODE
HIGH	…oe_ep/kernel_src/cutedsl_megamoe/src/src/flag_batch.py	21	flag_addr: Int64 # per-lane counter-slot address (0 == null)	CODE
HIGH⚡	…ashinfer/gdn_kernels/gdn_decode_bf16_wy_output_only.py	1050	# _v7e_a/b regs are undefined), so they must keep log_alpha=beta=0. The causal	COMMENT
HIGH⚡	…shinfer/gdn_kernels/gdn_decode_bf16_wy_ucache_flush.py	1666	# _v7e_a/b regs are undefined), so they must keep log_alpha=beta=0. The causal	COMMENT
HIGH⚡	flashinfer/gdn_kernels/gdn_decode_bf16_wy_ucache.py	1134	# _v7e_a/b regs are undefined), so they must keep log_alpha=beta=0. The causal	COMMENT
HIGH	flashinfer/fused_moe/cute_dsl/moe_utils.py	387	``!enable_alltoall \|\| ep_size <= top_k`` branch). Functionally	STRING
HIGH	flashinfer/mla/_core.py	3769	Accepts the concatenated ``(q_nope \|\| q_rope)`` query and ``(ckv \|\| kpe)`` paged KV	CODE
HIGH	flashinfer/jit/cake_router_gemm.py	66	TVM_FFI_CHECK(out_is_bf16 == 0 \|\| out_is_bf16 == 1, ValueError)	CODE
HIGH	flashinfer/jit/attention/variants.py	39	float log_sink = (kv_tile_idx == 0 && qo_head_idx < params.num_qo_heads) ? params.sink[qo_head_idx] * math::log2e :	CODE
HIGH	flashinfer/jit/attention/fmha_v2/utils.py	543	code = "if (!{has_noloop} \|\| (!force_unroll && (ignore_b1opt \|\| b > {unroll_threshold})))".format(	STRING
HIGH	flashinfer/jit/attention/fmha_v2/utils.py	547	code = "if (!{has_noloop} \|\| (!force_unroll && (ignore_b1opt \|\| b * h > {unroll_threshold})))".format(	STRING
HIGH	flashinfer/jit/attention/fmha_v2/generator_utils.py	1543	USE_TMA_STORE && false,	CODE
HIGH	flashinfer/jit/attention/fmha_v2/generator_utils.py	1564	USE_TMA_STORE && false,	CODE
HIGH	flashinfer/jit/attention/fmha_v2/generator_utils.py	2424	code = "if (!{has_noloop} \|\| (!force_unroll && (ignore_b1opt \|\| b > {unroll_threshold})))".format(	CODE
HIGH	flashinfer/jit/attention/fmha_v2/generator_utils.py	2428	code = "if (!{has_noloop} \|\| (!force_unroll && (ignore_b1opt \|\| b * h > {unroll_threshold})))".format(	CODE
HIGH	flashinfer/jit/attention/fmha_v2/fmha_library.py	761	code = "if (!{has_noloop} \|\| (!force_unroll && (ignore_b1opt \|\| b > {unroll_threshold})))".format(	CODE
HIGH	flashinfer/jit/attention/fmha_v2/fmha_library.py	765	code = "if (!{has_noloop} \|\| (!force_unroll && (ignore_b1opt \|\| b * h > {unroll_threshold})))".format(	CODE

Self-Referential Comments61 hits · 163 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/conftest.py	243	# Create a dict with module info for reporting	COMMENT
MEDIUM	tests/attention/test_attention_sink.py	287	# Create a fragmented page allocation pattern	COMMENT
MEDIUM	tests/attention/test_trtllm_gen_attention_decode.py	1967	# Create a larger tensor with 2*D in the last dimension	COMMENT
MEDIUM⚡	tests/trace/test_fi_trace.py	1026	# Create a dummy instance — we don't call run(), only fi_trace()	COMMENT
MEDIUM	tests/autotuner/test_autotuner_configs.py	718	# Create a cache file with a known config	COMMENT
MEDIUM	tests/autotuner/test_autotuner_configs.py	909	# Create a cache file	COMMENT
MEDIUM	tests/mamba/utils.py	266	# Create a simple linear chain structure by default	COMMENT
MEDIUM	tests/comm/test_trtllm_alltoall.py	114	# Create a random input tensor	COMMENT
MEDIUM	tests/comm/test_trtllm_alltoall.py	177	# Create a random input tensor	COMMENT
MEDIUM	tests/comm/test_trtllm_moe_alltoall.py	265	# Create a random input tensor	COMMENT
MEDIUM	tests/comm/test_trtllm_moe_alltoall.py	514	# Create a random input tensor	COMMENT
MEDIUM	tests/comm/test_trtllm_moe_alltoall.py	1186	# Create a random input tensor	COMMENT
MEDIUM	tests/comm/test_mnnvl_memory.py	135	# Create a random input tensor	COMMENT
MEDIUM	tests/comm/test_quantized_allreduce.py	213	# This file is single-node spawn-managed; use a file store to avoid	COMMENT
MEDIUM	tests/utils/test_fp4_quantize.py	248	# Create a test scale factors tensor with uint8 dtype	COMMENT
MEDIUM	tests/utils/test_fp4_quantize.py	298	# Create a reasonable test tensor	COMMENT
MEDIUM	tests/utils/test_logging.py	400	# Create a tensor with specific properties	COMMENT
MEDIUM	tests/utils/test_logging_replay.py	1016	# Create a mock dump with safetensors files	COMMENT
MEDIUM	tests/utils/test_norm.py	916	# Create a JIT spec for norm module without ENABLE_FP8 flag	COMMENT
MEDIUM	tests/utils/test_load_cubin_compile_race_condition.py	40	# Define the target file - same for all processes	COMMENT
MEDIUM	tests/utils/test_load_cubin_compile_race_condition.py	75	# Create a temporary directory for FLASHINFER_CUBIN_DIR	COMMENT
MEDIUM	tests/cli/test_cli_cmds.py	200	# Create a temporary JIT directory with some dummy cache files	COMMENT
MEDIUM	tests/cli/test_cli_cmds.py	243	# Create a temporary cubin directory with some dummy cubin files	COMMENT
MEDIUM	tests/test_helpers/rope_reference.py	113	# The following code is from the vLLM's implementation of RoPE.	COMMENT
MEDIUM	tests/moe/test_dpsk_fused_moe_fp8.py	596	# Create a mock MoE implementation for skip_checks	COMMENT
MEDIUM	docs/tutorials/jax_tvm_ffi/flashinfer_jax_tvm_ffi.py	1	# This file is the canonical Sphinx-Gallery source for the tutorial.	COMMENT
MEDIUM	docs/tutorials/jax_tvm_ffi/gemma3_flashinfer_jax.py	1	# This file is the canonical Sphinx-Gallery source for the tutorial.	COMMENT
MEDIUM	examples/pytorch/wan/transformer_wan_flashinfer.py	4	# This file is adapted from the diffusers WanTransformer3DModel implementation:	COMMENT
MEDIUM	scripts/task_test_multi_gpu_comm_kernels.sh	22	# Define the specific test files for multi-GPU comm tests (single-node)	COMMENT
MEDIUM	scripts/task_test_multi_node_comm_kernels.sh	25	# Define the specific test files for multi-node comm tests	COMMENT
MEDIUM	scripts/test_utils.sh	3	# This file is meant to be sourced by test runner scripts	COMMENT
MEDIUM	scripts/test_utils.sh	1020	# Create a bash array with the node IDs	COMMENT
MEDIUM	scripts/test_utils.sh	1190	# Create a temporary directory for parallel job state	COMMENT
MEDIUM	scripts/test_utils.sh	1205	# Create a results file for each test	COMMENT
MEDIUM	…e_cutedsl_megakernel/src/moe_nvfp4_swapab/moe_utils.py	221	# Create a new cute.Pointer with generic address space, preserving alignment	COMMENT
MEDIUM	…e_cutedsl_megakernel/src/moe_nvfp4_swapab/moe_utils.py	249	# Create a new cute.Pointer with gmem address space, preserving alignment	COMMENT
MEDIUM	…_src/cutedsl_megamoe/src/moe_nvfp4_swapab/moe_utils.py	229	# Create a new cute.Pointer with generic address space, preserving alignment	COMMENT
MEDIUM	…_src/cutedsl_megamoe/src/moe_nvfp4_swapab/moe_utils.py	257	# Create a new cute.Pointer with gmem address space, preserving alignment	COMMENT
MEDIUM	flashinfer/comm/dlpack_utils.py	224	# Create a new capsule each time	STRING
MEDIUM	flashinfer/fused_moe/core.py	504	# Create the output	COMMENT
MEDIUM	flashinfer/fused_moe/cute_dsl/rubin/custom_pipeline.py	44	# This file is copied and modified from https://github.com/NVIDIA/cutlass/tree/main/python/CuTeDSL/cutlass/pipeline	COMMENT
MEDIUM	flashinfer/fused_moe/cute_dsl/rubin/utils.py	146	# Create a numpy array	STRING
MEDIUM	…hinfer/fused_moe/cute_dsl/blackwell/custom_pipeline.py	44	# This file is copied and modified from https://github.com/NVIDIA/cutlass/tree/main/python/CuTeDSL/cutlass/pipeline	COMMENT
MEDIUM	flashinfer/fused_moe/cute_dsl/blackwell/utils.py	44	# This file is copied and modified from cutlass https://github.com/NVIDIA/cutlass/blob/main/python/CuTeDSL/cutlass/cute/	COMMENT
MEDIUM	…blockscaled_contiguous_grouped_gemm_finalize_fusion.py	317	"""This class implements batched matrix multiplication (C = A x SFA x B x SFB) with support for various data types	STRING
MEDIUM	…ockscaled_contiguous_gather_grouped_gemm_act_fusion.py	332	"""This class implements contiguous grouped matrix multiplication with gather operation and SwiGLU fusion	STRING
MEDIUM	flashinfer/fused_moe/cute_dsl/common/kernel_utils.py	44	# This file is copied and modified from cutlass https://github.com/NVIDIA/cutlass/blob/main/python/CuTeDSL/cutlass/cute/	COMMENT
MEDIUM	flashinfer/gemm/kernels/dense_blockscaled_gemm_sm103.py	29	# This file is ported from CUTLASS's sm103_dense_blockscaled_gemm_persistent.py	COMMENT
MEDIUM	flashinfer/gemm/kernels/dense_blockscaled_gemm_sm103.py	54	"""This class implements batched matrix multiplication (C = A x SFA x B x SFB) with support for FP4 data types	STRING
MEDIUM	flashinfer/gemm/kernels/epilogue_utils.py	4	# This file contains modified versions of epilogue utility functions from	COMMENT
MEDIUM	flashinfer/gemm/kernels/dense_blockscaled_gemm_sm107.py	29	# This file is ported from CUTLASS's Rubin dense_blockscaled_gemm_persistent.py	COMMENT
MEDIUM	flashinfer/gemm/kernels/bmm_fp8_blackwell.py	140	"""This class implements batched matrix multiplication (C = A x B) with support for various data types	STRING
MEDIUM	…ashinfer/gemm/kernels/grouped_gemm_masked_blackwell.py	589	"""This class implements batched matrix multiplication (C = A x SFA x B x SFB) with support for various data types	STRING
MEDIUM	…nfer/gemm/kernels/dense_blockscaled_gemm_sm120_b12x.py	29	# This file is ported from the CUTLASS dense block-scaled GEMM example	COMMENT
MEDIUM	flashinfer/gemm/kernels/dense_blockscaled_gemm_sm100.py	29	# This file is ported from TensorRT-LLM's dense_blockscaled_gemm_persistent.py	COMMENT
MEDIUM	flashinfer/cute_dsl/gemm_allreduce_two_shot.py	217	"""This class implements batched matrix multiplication (C = A x B) with support for various data types	STRING
MEDIUM	flashinfer/cute_dsl/utils.py	541	# Create a numpy array	STRING
MEDIUM	flashinfer/jit/cubin_loader.py	311	# Define the correct callback type	COMMENT
MEDIUM	flashinfer/jit/cubin_loader.py	321	# Create the callback and keep a reference to prevent GC	COMMENT
MEDIUM	flashinfer/jit/gemm/cutlass/cutlass_library.py	40	# The following block implements enum.auto() for Python 3.5 variants that don't include it such	COMMENT
1 more matches not shown…

AI Slop Vocabulary54 hits · 151 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/autotuner/test_autotuner_distributed.py	220	# independent of how the harness imported the tests (a ``spawn`` worker that	COMMENT
MEDIUM	tests/mamba/test_philox_rounding.py	785	"""Software e4m3 SR matches hardware PTX path bitwise across a comprehensive	STRING
LOW	tests/mamba/triton_reference/causal_conv1d_triton.py	171	# first chunk and does not have prior-token, so just set to 0	COMMENT
MEDIUM⚡	tests/gemm/test_unified_gemm_fuzz.py	595	# + tight tolerance. Same model as the MoE harness: with exact-grid inputs the oracle measures the	COMMENT
MEDIUM	tests/gemm/test_unified_gemm_fuzz.py	549	# layout_128x4 / mxfp4 default this harness prepares). Toggling it on the cutlass/cudnn/auto	COMMENT
MEDIUM⚡	tests/gdn/test_decode_delta_rule.py	1310	# Test MTP kernel with FP32 state, cache ON, state update ON (comprehensive)	COMMENT
LOW	tests/test_helpers/alibi_reference.py	78	# Since it's causal mask we can just use $[0, 1, \dots, N]$ too.	STRING
MEDIUM⚡	tests/moe/test_unified_moe_fuzz.py	2509	# different shape would produce a wrong answer here. (Shares the harness's snap/reference/prep.)	COMMENT
MEDIUM	tests/moe/test_unified_moe_fuzz.py	1014	# Covers the in-kernel-routing bug cluster the pre-routed harness structurally can't reach:	COMMENT
MEDIUM	tests/moe/test_unified_moe_fuzz.py	1170	# separate validation, and EP collectives are out of scope for this single-GPU harness.	COMMENT
MEDIUM	tests/moe/test_unified_moe_fuzz.py	1320	# In-kernel routing (FromLogits) headline cases the pre-routed harness can't reach:	COMMENT
MEDIUM	tests/moe/test_unified_moe_fuzz.py	1017	RoutingMethodType.RenormalizeNaive, # == the harness's original host routing	CODE
MEDIUM⚡	benchmarks/bench_mamba_ssd_combined.py	257	# Layer 2: bench_mode — batched or varlen harness	COMMENT
MEDIUM	benchmarks/bench_silu_and_mul_nvfp4_quantize.py	132	# more comprehensive correctness coverage.	COMMENT
MEDIUM	benchmarks/bench_recurrent_kda_prefill.py	575	# harness while keeping route logging out of every timed call.	COMMENT
MEDIUM	benchmarks/routines/kda.py	329	# difference between the two APIs, not an artifact of this harness, and it	COMMENT
MEDIUM	benchmarks/routines/kda.py	560	# published combination. They need a protocol this harness cannot	COMMENT
MEDIUM	benchmarks/routines/kda.py	567	# what this harness is actually able to set up.	COMMENT
MEDIUM	scripts/task_test_moe_ep_smoke.sh	4	# Run the moe_ep smoke + multi-rank harness via torchrun.	COMMENT
LOW	flashinfer/api_logging.py	1547	# The safest way is to just call the class constructor.	COMMENT
MEDIUM	flashinfer/aot.py	294	# The holistic (persistent) batch-attention kernel	COMMENT
MEDIUM	flashinfer/attention/_core.py	160	# head_dim > 256 is for holistic (persistent) kernel.	STRING
MEDIUM	…_megakernel/src/moe_hopper_fp8/run_functional_tests.sh	2	# Functional test harness for the FP8 GLU fused fc1+fc2 runner.	COMMENT
MEDIUM	…utedsl_megakernel/src/moe_hopper_fp8/run_mega_tests.sh	2	# Functional test harness for the FP8 distributed MegaMoE fused dispatch + fc1/fc2	COMMENT
MEDIUM	…cutedsl_megakernel/src/moe_hopper_fp8/run_perf_test.sh	2	# DSV4 performance harness for moe_hopper_fp8.	COMMENT
MEDIUM⚡	…l_megakernel/src/moe_nvfp4_swapab/epilogue_refactor.py	944	_EpilogueTokenTileSize = 64 # Fundamentally the epi_tile_n	CODE
MEDIUM⚡	…l_megakernel/src/moe_nvfp4_swapab/epilogue_refactor.py	945	_EpilogueFc1IntermediateGateUpTileSize = 128 # Fundamentally epi_tile_m	CODE
MEDIUM⚡	…l_megakernel/src/moe_nvfp4_swapab/epilogue_refactor.py	946	_EpilogueFc1IntermediateDownTileSize = 64 # Fundamentally epi_tile_m // 2	CODE
MEDIUM⚡	…l_megakernel/src/moe_nvfp4_swapab/epilogue_refactor.py	947	_EpilogueFc2HiddenTileSize = 128 # Fundamentally epi_tile_m	CODE
MEDIUM	…egakernel/src/moe_nvfp4_swapab/run_functional_tests.sh	2	# Functional test harness for the local fused fc1+fc2 MoE NVFP4 swap-AB runner.	COMMENT
MEDIUM	…edsl_megakernel/src/moe_nvfp4_swapab/run_mega_tests.sh	2	# Functional test harness for the distributed MegaMoE fused dispatch + fc1/fc2	COMMENT
MEDIUM	…cutedsl_megakernel/src/moe_nvfp4_swapab/mega_runner.py	1972	# to avoid recomputing it the harness keeps the global	COMMENT
MEDIUM⚡	…ull_style_cutedsl_megakernel/src/src/inputs_process.py	579	# Correctness harness (GPU only; needs cutlass + torch fp4/e8m0 dtypes).	COMMENT
MEDIUM	…ull_style_cutedsl_megakernel/src/src/inputs_process.py	728	except Exception as exc: # noqa: BLE001 -- smoke harness, report and continue	CODE
MEDIUM⚡	…edsl_megamoe/src/moe_nvfp4_swapab/epilogue_refactor.py	989	_EpilogueTokenTileSize = 64 # Fundamentally the epi_tile_n	CODE
MEDIUM⚡	…edsl_megamoe/src/moe_nvfp4_swapab/epilogue_refactor.py	990	_EpilogueFc1IntermediateGateUpTileSize = 128 # Fundamentally epi_tile_m	CODE
MEDIUM⚡	…edsl_megamoe/src/moe_nvfp4_swapab/epilogue_refactor.py	991	_EpilogueFc1IntermediateDownTileSize = 64 # Fundamentally epi_tile_m // 2	CODE
MEDIUM⚡	…edsl_megamoe/src/moe_nvfp4_swapab/epilogue_refactor.py	992	_EpilogueFc2HiddenTileSize = 128 # Fundamentally epi_tile_m	CODE
MEDIUM	…l_megamoe/src/moe_nvfp4_swapab/run_functional_tests.sh	2	# Functional test harness for the local fused fc1+fc2 MoE NVFP4 swap-AB runner.	COMMENT
MEDIUM	…cutedsl_megamoe/src/moe_nvfp4_swapab/run_mega_tests.sh	2	# Functional test harness for the distributed MegaMoE fused dispatch + fc1/fc2	COMMENT
MEDIUM	…rc/cutedsl_megamoe/src/moe_nvfp4_swapab/mega_runner.py	2121	# to avoid recomputing it the harness keeps the global	COMMENT
MEDIUM	…edsl_megamoe/src/moe_mxfp8_glu/run_functional_tests.sh	2	# Functional test harness for the MXFP8 GLU fused fc1+fc2 runner.	COMMENT
MEDIUM	…rc/cutedsl_megamoe/src/moe_mxfp8_glu/run_mega_tests.sh	2	# Functional test harness for the MXFP8 distributed MegaMoE fused dispatch +	COMMENT
MEDIUM	…tedsl_megamoe/src/moe_bf16_glu/run_functional_tests.sh	2	# Functional test harness for the BF16 GLU fused fc1+fc2 runner.	COMMENT
MEDIUM	…src/cutedsl_megamoe/src/moe_bf16_glu/run_mega_tests.sh	2	# Functional test harness for the BF16 distributed MegaMoE fused dispatch +	COMMENT
MEDIUM⚡	…p/kernel_src/cutedsl_megamoe/src/src/inputs_process.py	516	# Correctness harness (GPU only; needs cutlass + torch fp4/e8m0 dtypes).	COMMENT
MEDIUM	…p/kernel_src/cutedsl_megamoe/src/src/inputs_process.py	656	except Exception as exc: # noqa: BLE001 -- smoke harness, report and continue	CODE
MEDIUM	flashinfer/fused_moe/da_tuner.py	628	# Singleton compares robust worst cases; switch charges its control overhead once to each	COMMENT
MEDIUM	flashinfer/gemm/gemm_base.py	6958	# stays row-major (m, n). Pass swap_ab=False to the harness so it keeps	STRING
MEDIUM	flashinfer/jit/monomoe.py	123	# robust choice for a kernel that is SM90a-only by construction (it	COMMENT
MEDIUM	flashinfer/jit/attention/fmha_v2/generator_utils.py	1783	// distribute m steps to multiple blocks (fully utilize SMs)	COMMENT
MEDIUM⚡	flashinfer/kda_kernels/kda_chunked_bt16.py	758	# Gate ABI dtype selectable from the CLI harness. BF16 is the default (see the	COMMENT
MEDIUM	flashinfer/kda_kernels/kda_chunked_bt16.py	10304	# The gate is materialized in FP32 (RNG parity with the historical harness,	COMMENT
MEDIUM	flashinfer/kda_kernels/kda_chunked_bt16.py	10325	# byte-for-byte vs the original harness.	COMMENT

Redundant / Tautological Comments63 hits · 94 pts

Severity	File	Line	Snippet	Context
LOW	build_backend.py	1035	# Check if we're in a git repository	COMMENT
LOW	flashinfer-cubin/build_backend.py	75	# Check if we're in a git repository	COMMENT
LOW	tests/attention/test_attention_sink.py	918	# Check if any request has qo_len > kv_len for causal case	COMMENT
LOW	…s/comm/test_trtllm_allreduce_fusion_group_fp8_quant.py	218	# Check if current workspace is large enough; recreate if not	COMMENT
LOW	tests/utils/test_fp8_quantize.py	659	# Check if the bits of paddings are zero.	COMMENT
LOW	tests/utils/test_load_cubin_compile_race_condition.py	44	# Read the file from FLASHINFER_CUBIN_DIR	COMMENT
LOW	tests/model_optimizations/test_dsv3_fused_routing.py	276	# Check if kernel's selection matches expected experts (exact or tied)	COMMENT
LOW	tests/test_helpers/sink_attention_reference.py	95	# Check if variable length mode is indicated by presence of indptr	COMMENT
LOW	flashinfer-jit-cache/build_backend.py	57	# Check if we're in a git repository	COMMENT
LOW	benchmarks/bench_tgv_gemm.py	184	# Check if results are close enough	COMMENT
LOW	benchmarks/bench_logging_overhead.py	224	# Check if CUDA is available	COMMENT
LOW	benchmarks/bench_dcp_alltoall.py	297	# Print results (rank 0 only)	COMMENT
LOW	scripts/xfails_tracker.py	52	# Check if this is a test function (starts with "test_" or has @pytest marks)	COMMENT
LOW	scripts/xfails_tracker.py	70	# Check if this is a pytest.param call	COMMENT
LOW	scripts/xfails_tracker.py	77	# Check if this is a runtime pytest.xfail() call	COMMENT
LOW	scripts/test_utils.sh	1670	# Check if parallel execution is enabled	COMMENT
LOW	scripts/codeowner_analyzer.py	89	# Check if gh CLI is available	COMMENT
LOW	scripts/codeowner_analyzer.py	114	# Check if it's already in our cache	COMMENT
LOW	scripts/codeowner_analyzer.py	220	# Check if username is in allowed list (case-insensitive)	COMMENT
LOW	scripts/codeowner_analyzer.py	290	# Check if it's a relevant code file	COMMENT
LOW	scripts/codeowner_analyzer.py	420	# Check if contributor is in allowed users list	COMMENT
LOW	scripts/codeowner_analyzer.py	629	# Write file-level overrides LAST (CODEOWNERS uses last-match-wins)	COMMENT
LOW	.github/workflows/update-xfails-report.yml	43	# Check if xfails report file is new (unstaged) or has changes	COMMENT
LOW	.github/workflows/update-codeowners.yml	50	# Check if CODEOWNERS file is new (unstaged) or has changes	COMMENT
LOW	.github/workflows/issue-claim.yml	86	# Check if issue already has assignees	COMMENT
LOW	.github/workflows/issue-claim.yml	301	# Check if user is now a collaborator (accepted invitation)	COMMENT
LOW	flashinfer/api_logging.py	2083	# Check if this parameter was provided	COMMENT
LOW	flashinfer/utils.py	332	# Check if it's a CUDA device	COMMENT
LOW	flashinfer/prefill.py	517	# Check if FP8 by presence of scale tensors	COMMENT
LOW	flashinfer/__main__.py	828	# Check if this is a single dump or a session / sequence root	COMMENT
LOW	flashinfer/cuda_utils.py	20	# Check if cuda.cudart module is available and import accordingly	COMMENT
LOW	…ention/prims_ts/kernels/fmha_context/fmha_resources.py	4314	# Check if we should skip correction (when old_max == new_max)	COMMENT
LOW	…utedsl_megamoe/src/moe_bf16_glu/mega_reference_bf16.py	561	# Check if input data types are compatible with MMA instruction	COMMENT
LOW	flashinfer/autotuner/autotuner.py	1861	# Set time_measured to inf to notify the failure of the tactic. This can happen when	COMMENT
LOW	flashinfer/triton/sm_constraint_gemm.py	66	# Set num_sms to be 100% of the available SMs	COMMENT
LOW	flashinfer/comm/mnnvl.py	748	# Check if cuda.cudart is available and import accordingly	COMMENT
LOW	flashinfer/comm/mnnvl.py	785	# Check if device supports multicasting	COMMENT
LOW	…hinfer/fused_moe/cute_dsl/blackwell/custom_pipeline.py	357	# Set mask to None if not using clusters (i.e. 1CTA kernels)	COMMENT
LOW	…hinfer/fused_moe/cute_dsl/blackwell/custom_pipeline.py	363	# Set mask to None if not using 2CTA instructions	COMMENT
LOW	flashinfer/gemm/gemm_base.py	7471	# Check if dimensions are aligned for cute-dsl (16-byte alignment)	COMMENT
LOW	flashinfer/gemm/kernels/dense_blockscaled_gemm_sm103.py	363	# Check if input data types are compatible with MMA instruction	COMMENT
LOW	flashinfer/gemm/kernels/dense_blockscaled_gemm_sm103.py	998	# Check if we're not at the last buffer of the last k_tile	COMMENT
LOW	flashinfer/gemm/kernels/dense_blockscaled_gemm_sm103.py	1083	# Check if we're not at the last stage of the last k_tile	COMMENT
LOW	flashinfer/gemm/kernels/epilogue_utils.py	241	# Check if tile_sched is StaticPersistentTileScheduler or any subclass inheriting from it	COMMENT
LOW	flashinfer/gemm/kernels/dense_blockscaled_gemm_sm107.py	713	# Check if prefetch is enabled (prefetch_dist > 0)	COMMENT
LOW	flashinfer/gemm/kernels/dense_blockscaled_gemm_sm107.py	2028	# Check if the current combination is valid	COMMENT
LOW	flashinfer/gemm/kernels/dense_blockscaled_gemm_sm107.py	2752	# Check if prefetch is enabled (prefetch_dist > 0)	COMMENT
LOW	flashinfer/gemm/kernels/grouped_gemm_masked_rubin.py	691	# Check if input data types are compatible with MMA instruction	COMMENT
LOW	flashinfer/gemm/kernels/grouped_gemm_masked_rubin.py	1947	# Check if the current combination is valid	COMMENT
LOW	flashinfer/gemm/kernels/bmm_fp8_rubin.py	547	# Check if we should use Bkeep-Breuse pattern	COMMENT
LOW	flashinfer/gemm/kernels/bmm_fp8_blackwell.py	310	# Check if input data types are compatible with MMA instruction	COMMENT
LOW	…ashinfer/gemm/kernels/grouped_gemm_masked_blackwell.py	907	# Check if input data types are compatible with MMA instruction	COMMENT
LOW	…er/gemm/kernels/dense_blockscaled_gemm_sm100_common.py	102	# Check if input data types are compatible with MMA instruction	COMMENT
LOW	flashinfer/quantization/kernels/mxfp8_quantize.py	607	# Check if this thread's row is valid	COMMENT
LOW	flashinfer/cute_dsl/gemm_allreduce_two_shot.py	519	# Check if input data types are compatible with MMA instruction	COMMENT
LOW	flashinfer/testing/utils.py	867	# Check if args are provided (determines how we call fn)	COMMENT
LOW	flashinfer/testing/utils.py	1164	# Check if args are provided (determines how we call fn)	COMMENT
LOW	flashinfer/testing/utils.py	1432	# Check if args are provided (determines how we call fn)	COMMENT
LOW	flashinfer/jit/cpp_ext.py	215	# Check if module provides architecture flags	COMMENT
LOW	flashinfer/jit/fused_moe.py	264	# Check if checksums.txt exists in the cubin directory	COMMENT
3 more matches not shown…

Docstring Block Structure13 hits · 65 pts

Severity	File	Line	Snippet	Context
HIGH	flashinfer/green_ctx.py	129	Split the device into multiple `green contexts <https://docs.nvidia.com/cuda/cuda-driver-api/group__CUDA__GREEN__CO	STRING
HIGH	flashinfer/green_ctx.py	199	Split the device into multiple green contexts, each with a fixed number of SMs, return the corresponding stream	STRING
HIGH	flashinfer/utils.py	316	Get GPU memory bandwidth in GB/s for the specified CUDA device. Args: device: torch.device object, e.g	STRING
HIGH	flashinfer/autotuner/autotuner.py	101	Map x to the nearest bucket using floor or ceil semantics. Args: x: The value to map. buckets: Bu	STRING
HIGH	flashinfer/autotuner/autotuner.py	145	Create a mapper function for :class:`DynamicTensorSpec.map_to_tuning_buckets`. The returned callable maps any integ	STRING
HIGH	flashinfer/autotuner/autotuner.py	790	Context manager for autotuning with optional file-based caching. Controls how FlashInfer profiles and selects the b	STRING
HIGH	flashinfer/autotuner/autotuner.py	2658	Load autotuner configs from a JSON file. Populates the internal config lookup table so that ``search_cache()``	STRING
HIGH	…blockscaled_contiguous_grouped_gemm_finalize_fusion.py	384	Blockscaled contiguous grouped GEMM for MoE GEMM2 workloads. Fused mode applies routing weights and atomically redu	STRING
HIGH	…ockscaled_contiguous_gather_grouped_gemm_act_fusion.py	461	Blockscaled contiguous gather grouped GEMM with fused FC1 activation. Performs grouped matrix multiplication with f	STRING
HIGH	flashinfer/gemm/gemm_bf16_fp4.py	138	Prepare FP4 weights for the bf16 x fp4 GEMM, for a specific backend. The caller is expected to start with weights i	STRING
HIGH	flashinfer/quantization/fp4_quantization.py	419	Quantize a batched tensor to FP4 (E2M1x2) with per-block scale factors. This function converts a float/bfloat16	STRING
HIGH	flashinfer/quantization/fp4_quantization.py	567	Quantize a silu and matmul with masked batched tensor to FP4 (E2M1x2) with per-block scale factors. This functi	STRING
HIGH	flashinfer/parallel_attention/utils.py	356	Create a device mesh and return the Ring and Ulysses process groups. Builds a ``DeviceMesh`` with up to three dimen	STRING

Modern AI Meta-Vocabulary9 hits · 32 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/autotuner/test_autotuner_core.py	1206	# TODO: Let AutoTuner orchestrate multiple same-shaped value samples within one tuning transaction.	COMMENT
MEDIUM⚡	…cutedsl_megakernel/src/moe_nvfp4_swapab/mega_runner.py	2405	# Top-level orchestration	COMMENT
MEDIUM	…cutedsl_megakernel/src/moe_nvfp4_swapab/mega_runner.py	2649	# orchestration above is the part being smoke-tested for now.	COMMENT
MEDIUM⚡	…rc/cutedsl_megamoe/src/moe_nvfp4_swapab/mega_runner.py	2539	# Top-level orchestration	COMMENT
MEDIUM	…rc/cutedsl_megamoe/src/moe_nvfp4_swapab/mega_runner.py	2804	# orchestration above is the part being smoke-tested for now.	COMMENT
MEDIUM	flashinfer/fused_moe/da_runtime.py	770	# Strip orchestration-owned keywords before delegating dtype-specific allocation and	COMMENT
MEDIUM⚡	flashinfer/cute_dsl/attention/roles/epilogue.py	74	# Prefill orchestration — proven-correct inline implementation	COMMENT
MEDIUM⚡	flashinfer/cute_dsl/attention/roles/loader_tma.py	282	# Prefill orchestration — proven-correct inline implementation	COMMENT
MEDIUM⚡	flashinfer/cute_dsl/attention/roles/mma.py	198	# Prefill orchestration — uses primitives for GEMMs and TMEM lifecycle	COMMENT

AI Response Leakage3 hits · 22 pts

Severity	File	Line	Snippet	Context
HIGH	docs/tutorials/jax_tvm_ffi/flashinfer_jax_tvm_ffi.py	304	# In this example, you should learn how minimal the JAX-TVM bridge can be when the function signature and ``arg_spec`` a	COMMENT
HIGH	docs/tutorials/jax_tvm_ffi/flashinfer_jax_tvm_ffi.py	427	# In this example, you should learn how to handle two new complications that were absent in Example 1: a TVM function th	COMMENT
HIGH	docs/tutorials/jax_tvm_ffi/flashinfer_jax_tvm_ffi.py	644	# In this example, you should learn about three patterns that appear together for the first time: a kernel **compiled se	COMMENT

Example Usage Blocks13 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	csrc/fmha_v2/fmha/utils.h	66	// Example usage:	COMMENT
LOW	scripts/list_apis.sh	6	# Usage:	COMMENT
LOW	…_megakernel/src/moe_hopper_fp8/run_functional_tests.sh	12	# Usage:	COMMENT
LOW	…utedsl_megakernel/src/moe_hopper_fp8/run_mega_tests.sh	20	# Usage:	COMMENT
LOW	…cutedsl_megakernel/src/moe_hopper_fp8/run_perf_test.sh	18	# Usage:	COMMENT
LOW	…egakernel/src/moe_nvfp4_swapab/run_functional_tests.sh	10	# Usage:	COMMENT
LOW	…edsl_megakernel/src/moe_nvfp4_swapab/run_mega_tests.sh	17	# Usage:	COMMENT
LOW	…l_megamoe/src/moe_nvfp4_swapab/run_functional_tests.sh	10	# Usage:	COMMENT
LOW	…cutedsl_megamoe/src/moe_nvfp4_swapab/run_mega_tests.sh	17	# Usage:	COMMENT
LOW	…edsl_megamoe/src/moe_mxfp8_glu/run_functional_tests.sh	18	# Usage:	COMMENT
LOW	…rc/cutedsl_megamoe/src/moe_mxfp8_glu/run_mega_tests.sh	22	# Usage:	COMMENT
LOW	…tedsl_megamoe/src/moe_bf16_glu/run_functional_tests.sh	18	# Usage:	COMMENT
LOW	…src/cutedsl_megamoe/src/moe_bf16_glu/run_mega_tests.sh	33	# Usage:	COMMENT

Overly Generic Function Names13 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	tests/utils/test_decorators.py	15	def my_function(x, y):	CODE
LOW	tests/utils/test_logging.py	109	def test_function(x, y):	CODE
LOW	tests/utils/test_logging.py	135	def test_function(tensor, value):	CODE
LOW	tests/utils/test_logging.py	173	def test_function(tensor):	CODE
LOW	tests/utils/test_logging.py	201	def test_function(mode: TestEnum, strategy: StringEnum):	CODE
LOW	tests/utils/test_logging.py	231	def test_function(x, y=10, z=20, mode=TestEnum.OPTION_A):	CODE
LOW	tests/utils/test_logging.py	262	def test_function(x, y=10, z=20):	CODE
LOW	tests/utils/test_logging.py	359	def test_function(	CODE
LOW	tests/utils/test_logging.py	397	def test_function(tensor):	CODE
LOW	tests/utils/test_logging.py	430	def test_function(nested):	CODE
LOW	tests/utils/test_logging.py	495	def test_function(x):	CODE
LOW	tests/utils/test_logging.py	520	def test_function(a, b, c):	CODE
LOW	flashinfer/api_logging.py	2425	... def my_function(x, y):	STRING

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	.github/workflows/update-codeowners.yml	76	Auto-generated CODEOWNERS update based on commit activity over the last ${{ env.DAYS_BACK }} days.	CODE

Fake / Example Data4 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW⚡	flashinfer/gdn_kernels/gdn_decode_mtp.py	2691	dummy_key = (q.device, h0_source.dtype)	CODE
LOW⚡	flashinfer/gdn_kernels/gdn_decode_mtp.py	2692	if dummy_key not in dummy_intermediate_states:	CODE
LOW⚡	flashinfer/gdn_kernels/gdn_decode_mtp.py	2693	dummy_intermediate_states[dummy_key] = torch.empty(	CODE
LOW⚡	flashinfer/gdn_kernels/gdn_decode_mtp.py	2696	intermediate_states = dummy_intermediate_states[dummy_key]	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings