triton-lang/triton

10.6

Adjusted Score

10.6

Raw Score

100%

Time Factor

2026-08-28

Last Push

20.0K

Stars

MLIR

Language

410.3K

Lines of Code

1.3K

Files

3.8K

Pattern Hits

2026-08-29

Scan Date

0.02

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 19HIGH 7MEDIUM 427LOW 3379

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 3832 distinct pattern matches across 24 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Hyper-Verbose Identifiers1490 hits · 1217 pts

Severity	File	Line	Snippet	Context
LOW	setup.py	576	def get_triton_version_suffix():	CODE
LOW	python/conftest.py	60	def fresh_knobs_including_libraries():	CODE
LOW	python/build_helpers.py	76	def find_therock_rocm_include_dir() -> Optional[str]:	CODE
LOW	python/build_helpers.py	161	def _download_file_with_urllib(url: str, path: str, label: str):	CODE
LOW	python/build_helpers.py	455	def _get_thirdparty_package_cmake_vars(package: Package, helper_args: BuildHelperArgs):	CODE
LOW	python/build_helpers.py	489	def get_thirdparty_cmake_vars(packages: list[str], helper_args: BuildHelperArgs):	CODE
LOW	python/build_helpers.py	509	def write_thirdparty_cmake_vars(output: str, packages: list[str], helper_args: BuildHelperArgs):	CODE
LOW	python/build_helpers.py	572	def get_nvidia_toolchain_packages():	CODE
LOW	python/build_helpers.py	655	def download_and_copy_dependencies(helper_args: BuildHelperArgs):	CODE
LOW	python/test/unit/test_utils.py	18	def test_validate_block_shape_rejects_zero():	CODE
LOW	python/test/unit/test_utils.py	27	def test_validate_block_shape_accepts_powers_of_two():	CODE
LOW	python/test/unit/test_debug.py	26	def _run_device_assert_barrier(device):	CODE
LOW	python/test/unit/test_debug.py	40	def _run_expect_zero_device_assert(device):	CODE
LOW	python/test/unit/test_debug.py	56	def test_expect_zero_device_assert(device):	CODE
LOW	python/test/unit/test_debug.py	78	def test_device_assert_barrier(device):	CODE
LOW	python/test/unit/test_debug.py	157	def test_sanitize_int_add_overflow(x, y, x_dtype, y_dtype, debug, should_overflow, device):	CODE
LOW	python/test/unit/test_debug.py	173	def test_sanitize_int_mul_overflow(x, y, x_dtype, y_dtype, debug, should_overflow, device):	CODE
LOW	python/test/unit/test_debug.py	188	def test_sanitize_int_sub_overflow(x, y, x_dtype, y_dtype, debug, should_overflow, device):	CODE
LOW	python/test/unit/test_perf_warning.py	11	def enable_diagnostics_context(value):	CODE
LOW	python/test/unit/test_perf_warning.py	95	def test_remark_vectorization(capfd, fresh_triton_cache):	CODE
LOW	python/test/unit/test_perf_warning.py	159	def test_remark_swp_op_before_operands(capfd, fresh_triton_cache):	CODE
LOW	python/test/unit/tools/test_aot.py	326	def compile_aot_kernel_no_specialization(dir, kernel_path, dtype, BM, BN, BK, target=None):	STRING
LOW	python/test/unit/tools/test_aot.py	371	def generate_matmul_test_data(dir, M, N, K):	STRING
LOW	python/test/unit/tools/test_aot.py	397	def test_compile_link_matmul_no_specialization():	STRING
LOW	python/test/unit/tools/test_aot.py	464	def test_launcher_has_no_available_kernel():	STRING
LOW	python/test/unit/tools/test_aot.py	502	def test_compile_link_autotune_matmul():	STRING
LOW	python/test/unit/tools/test_aot.py	586	def test_aot_target_parsing_with_explicit_target():	STRING
LOW	python/test/unit/tools/test_linear_layout.py	36	def test_operator_mul_identity():	CODE
LOW	python/test/unit/tools/test_linear_layout.py	42	def test_operator_mul_disjoint_dims():	CODE
LOW⚡	python/test/unit/tools/test_linear_layout.py	75	def test_get_matrix_view_identity():	CODE
LOW⚡	python/test/unit/tools/test_linear_layout.py	83	def test_get_matrix_view_strided():	CODE
LOW⚡	python/test/unit/tools/test_linear_layout.py	92	def test_get_matrix_view_from_bases():	CODE
LOW	python/test/unit/tools/test_slice_kernel.py	45	def test_slice_kernel_basic_module_slicing(tmp_path):	CODE
LOW⚡	python/test/unit/tools/test_slice_kernel.py	759	def test_slice_kernel_treats_assign_targets_as_locals(tmp_path):	STRING
LOW	python/test/unit/tools/test_slice_kernel.py	121	def test_slice_kernel_does_not_treat_site_packages_as_stdlib(tmp_path, monkeypatch):	STRING
LOW	python/test/unit/tools/test_slice_kernel.py	167	def test_slice_kernel_does_not_treat_base_python_site_packages_as_stdlib_in_venv(tmp_path, monkeypatch):	STRING
LOW	python/test/unit/tools/test_slice_kernel.py	215	def test_slice_kernel_preserves_gluon_builtin_sugar(tmp_path):	STRING
LOW	python/test/unit/tools/test_slice_kernel.py	239	def test_slice_kernel_supports_injected_decorator_matchers(tmp_path):	STRING
LOW	python/test/unit/tools/test_slice_kernel.py	335	def test_slice_kernel_translate_to_gluon_keeps_tensor_method_rewrites(tmp_path):	STRING
LOW	python/test/unit/tools/test_slice_kernel.py	383	def test_slice_kernel_translate_to_gluon_inlines_descriptor_adapter(tmp_path):	STRING
LOW	python/test/unit/tools/test_slice_kernel.py	430	def test_slice_kernel_binds_local_imports(tmp_path):	STRING
LOW	python/test/unit/tools/test_slice_kernel.py	460	def test_slice_kernel_function_import(tmp_path):	STRING
LOW	python/test/unit/tools/test_slice_kernel.py	495	def test_slice_kernel_function_import_module_value(tmp_path):	STRING
LOW	python/test/unit/tools/test_slice_kernel.py	526	def test_slice_kernel_function_relative_import(tmp_path):	STRING
LOW	python/test/unit/tools/test_slice_kernel.py	568	def test_slice_kernel_module_level_imported_value_alias(tmp_path):	STRING
LOW	python/test/unit/tools/test_slice_kernel.py	601	def test_slice_kernel_function_from_import_value(tmp_path):	STRING
LOW	python/test/unit/tools/test_slice_kernel.py	632	def test_slice_kernel_function_absolute_import(tmp_path):	STRING
LOW	python/test/unit/tools/test_slice_kernel.py	678	def test_slice_kernel_function_module_relative_import(tmp_path):	STRING
LOW	python/test/unit/tools/test_slice_kernel.py	720	def test_slice_kernel_function_module_relative_import_leaf(tmp_path):	STRING
LOW	python/test/unit/tools/test_slice_kernel.py	784	def test_slice_kernel_treats_annassign_targets_as_locals(tmp_path):	STRING
LOW	python/test/unit/tools/test_slice_kernel.py	808	def test_slice_kernel_treats_assign_and_annassign_targets_as_locals(tmp_path):	STRING
LOW	python/test/unit/tools/test_slice_kernel.py	846	def test_slice_kernel_translate_to_gluon_avoids_double_descriptor_wrap(tmp_path):	STRING
LOW	python/test/unit/tools/test_slice_kernel.py	878	def test_translate_to_gluon_explicit_expand_dims_rewrites_layout(tmp_path):	STRING
LOW	python/test/unit/tools/test_slice_kernel.py	912	def test_translate_to_gluon_member_fn_expand_dims_rewrites_layout(tmp_path):	STRING
LOW	python/test/unit/tools/test_slice_kernel.py	946	def test_slice_kernel_public_imports():	STRING
LOW	python/test/unit/tools/test_irsource.py	10	def test_mlir_attribute_parsing(tmp_path: pathlib.Path) -> None:	CODE
LOW	python/test/unit/tools/test_disasm.py	25	def test_extract_handles_large_instruction_offsets(monkeypatch):	CODE
LOW	python/test/unit/tools/test_triton_to_gluon.py	100	def test_triton_to_gluon_dot_minimal(tmp_path):	CODE
LOW	python/test/unit/tools/test_triton_to_gluon.py	222	def test_triton_to_gluon_dot_scaled(	CODE
LOW	python/test/unit/tools/test_triton_to_gluon.py	272	def dot_transposed_operand_tile_kernel(	CODE
1430 more matches not shown…

Decorative Section Separators384 hits · 1020 pts

Severity	File	Line	Snippet	Context
MEDIUM	python/test/unit/cuda/test_libdevice_cuda.py	13	# -----------------------	COMMENT
MEDIUM	python/test/unit/cuda/test_libdevice_cuda.py	15	# -----------------------	COMMENT
MEDIUM	python/test/unit/language/test_standard.py	12	# ---------------	COMMENT
MEDIUM	python/test/unit/language/test_standard.py	14	# ---------------	COMMENT
MEDIUM	python/test/unit/language/test_standard.py	27	# ---------------	COMMENT
MEDIUM	python/test/unit/language/test_standard.py	29	# ---------------	COMMENT
MEDIUM	python/test/unit/language/test_standard.py	67	# ---------------	COMMENT
MEDIUM	python/test/unit/language/test_standard.py	69	# ---------------	COMMENT
MEDIUM	python/test/unit/language/test_standard.py	153	# ---------------	COMMENT
MEDIUM	python/test/unit/language/test_standard.py	155	# ---------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	374	# ---------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	376	# ---------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	590	# ---------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	656	# ---------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	658	# ---------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	684	# ---------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	686	# ---------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	716	# ----------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	718	# ----------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	765	# ------------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	767	# ------------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	782	# ----------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	784	# ----------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	932	# ----------------------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	934	# ----------------------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	948	# ---------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	950	# ---------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	1042	# ---------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	1044	# ---------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	1076	# ----------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	1078	# ----------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	1226	# -------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	1228	# -------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	1287	# ----------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	1289	# ----------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	1334	# ----------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	1336	# ----------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	1368	# ----------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	1370	# ----------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	1395	# ----------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	1397	# ----------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	1578	# ---------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	1580	# ---------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	2215	# ---------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	2217	# ---------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	2682	# ---------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	2684	# ---------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	3300	# ---------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	3302	# ---------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	3369	# ------------------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	3371	# ------------------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	3605	# ---------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	3607	# ---------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	3722	# ---------------	COMMENT
MEDIUM	python/test/unit/language/test_core.py	3724	# ---------------	COMMENT
MEDIUM⚡	python/test/unit/language/test_core.py	5122	# ---------------	STRING
MEDIUM⚡	python/test/unit/language/test_core.py	5124	# ---------------	STRING
MEDIUM⚡	python/test/unit/language/test_core.py	5339	# --------------------	STRING
MEDIUM⚡	python/test/unit/language/test_core.py	5341	# --------------------	STRING
MEDIUM⚡	python/test/unit/language/test_core.py	5579	# -------------	STRING
324 more matches not shown…

Over-Commented Block894 hits · 856 pts

Severity	File	Line	Snippet	Context
LOW	unittest/Dialect/TritonGPU/SwizzleTest.cpp	1	#include "triton/Dialect/Triton/IR/Dialect.h"	COMMENT
LOW	unittest/Dialect/TritonGPU/SwizzleTest.cpp	241	if (vectorisation == 4) {	COMMENT
LOW	unittest/Dialect/TritonGPU/SwizzleTest.cpp	261	// Group threads into 4 phases of 16 threads each.	COMMENT
LOW	…test/Dialect/TritonGPU/LinearLayoutConversionsTest.cpp	3501	{S("warp"), {{1, 0, 0}, {2, 0, 0}}},	COMMENT
LOW	bin/triton-llvm-opt.cpp	1	/// Trimmed down clone of llvm opt to be able to test triton custom llvm ir	COMMENT
LOW	bin/triton-tensor-layout.cpp	1	#include "RegisterTritonDialects.h"	COMMENT
LOW	bin/triton-tensor-layout.cpp	21	//	COMMENT
LOW	bin/RegisterTritonDialects.h	1	#pragma once	COMMENT
LOW	bin/RegisterTritonDialects.h	21	#include "TritonAMDGPUTransforms/Passes.h"	COMMENT
LOW	python/test/unit/language/test_line_info.py	301	# CHECK: %offsets_0 = tt.splat %offset : i32 -> tensor<16xi32> loc(#loc16)	COMMENT
LOW	python/test/unit/language/test_line_info.py	521	def kernel_basic(src, N, BLOCK_SIZE: tl.constexpr):	COMMENT
LOW	python/test/unit/language/test_line_info.py	541	# CHECK: tt.return loc(#loc)	COMMENT
LOW	python/test/gluon/test_frontend.py	281	# CHECK: [[VALUES:%.*]] = arith.constant dense<1> : tensor<8x32xi32, #blocked>	COMMENT
LOW	python/test/gluon/test_frontend.py	781	# CHECK: {{%.}}:2 = tt.call {{.}}TensorTupleType.__radd__{{.*}}([[OFFSETS]]#0, [[OFFSETS]]#1, [[SCALAR]])	COMMENT
LOW	python/test/gluon/test_frontend.py	821	anchor(reflected_cmp.values[i])	COMMENT
LOW	python/test/gluon/test_frontend.py	961	anchor_noinline(b_stages.index(0))	COMMENT
LOW	python/test/gluon/test_core.py	2421	llir = compiled.asm["llir"]	COMMENT
LOW	python/triton/knobs.py	561	profile_metric_buffer_size: env_int = env_int("TRITON_PROFILE_METRIC_BUFFER_SIZE", 64 * 1024 * 1024)	COMMENT
LOW	python/triton/experimental/gsan/src/GSan.h	1	#pragma once	COMMENT
LOW	…iton/experimental/gluon/language/amd/cdna5/_layouts.py	181	assert block_m % slice_m == 0 and block_n % slice_n == 0, \	COMMENT
LOW	…iton/experimental/gluon/language/amd/cdna5/_layouts.py	201	# M=2: w0 w1 <- first tile computed by w1 (reg=0)	COMMENT
LOW	…iton/experimental/gluon/language/amd/cdna5/_layouts.py	221	# efficient.	COMMENT
LOW	python/triton/tools/disasm.py	1	# MIT License	COMMENT
LOW	…triton/tools/triton_to_gluon_translator/ordered_set.py	1	"""	COMMENT
LOW	python/examples/gluon/06-overlapping-accumulator.py	61	# With 512 TMEM columns, double buffered BLOCK_N=256 accumulators fully consume TMEM	COMMENT
LOW	python/examples/gluon/06-overlapping-accumulator.py	81	# 3) New ping-pong style barrier guards the overlapped columns.	COMMENT
LOW	python/examples/gluon/06-overlapping-accumulator.py	101	#	COMMENT
LOW	python/examples/gluon/02-conv-dgrad.py	61	#	COMMENT
LOW	python/examples/gluon/02-conv-fprop.py	61		COMMENT
LOW	python/examples/gluon/02-conv-fprop.py	481	output = torch.empty((N, out_h, out_w, Co), device=input_tensor.device, dtype=TORCH_GEMM_DTYPE)	COMMENT
LOW	python/examples/gluon/02-conv-wgrad.py	61	# grad_W[Co, RSCi] = grad_out[M, Co]^T @ im2col(input)[M, RSCi]	COMMENT
LOW	python/triton_kernels/tests/test_reduce.py	201	# bench_reduce(B=4, M=8192, N=8192, dim=0, dtype=torch.float16, mask_mode="none")	COMMENT
LOW	python/triton_kernels/triton_kernels/matmul.py	61	out_handles: torch.Tensor	COMMENT
LOW	…riton_kernels/tensor_details/layout_details/strided.py	1	from dataclasses import dataclass	COMMENT
LOW	…n_kernels/tensor_details/layout_details/torch_utils.py	1	import torch	COMMENT
LOW	…n_kernels/tensor_details/layout_details/torch_utils.py	21	# if not is_fp4:	COMMENT
LOW	python/tutorials/02-fused-softmax.py	61		COMMENT
LOW	python/tutorials/02-fused-softmax.py	181		COMMENT
LOW	python/tutorials/08-grouped-gemm.py	1	"""	COMMENT
LOW	python/tutorials/04-low-memory-dropout.py	21	# The dropout operator was first introduced in [SRIVASTAVA2014]_ as a way to improve the performance	COMMENT
LOW	python/tutorials/04-low-memory-dropout.py	81	output = dropout(x, x_keep=x_keep, p=p)	COMMENT
LOW	python/tutorials/04-low-memory-dropout.py	161		COMMENT
LOW	python/tutorials/03-matrix-multiplication.py	21	# -----------	COMMENT
LOW	python/tutorials/03-matrix-multiplication.py	41	# for k in range(0, K, BLOCK_SIZE_K):	COMMENT
LOW	python/tutorials/03-matrix-multiplication.py	61	# For a row-major 2D tensor :code:`X`, the memory location of :code:`X[i, j]` is given	COMMENT
LOW	python/tutorials/03-matrix-multiplication.py	81	# offs_k = tl.arange(0, BLOCK_SIZE_K)	COMMENT
LOW	python/tutorials/03-matrix-multiplication.py	101	#	COMMENT
LOW	python/tutorials/03-matrix-multiplication.py	121	# # Number of programs ids along the N axis	COMMENT
LOW	python/tutorials/03-matrix-multiplication.py	281	# We will advance this pointer as we move in the K direction	COMMENT
LOW	python/tutorials/05-layer-norm.py	21	# It takes a vector :math:`x` as input and produces a vector :math:`y` of the same shape as output.	COMMENT
LOW	python/tutorials/05-layer-norm.py	101	#	COMMENT
LOW	python/tutorials/10-block-scaled-matmul.py	21	python 10-block-scaled-matmul.py --format mxfp8 --K_range 8192 16384 --K_step 2048 --bench	COMMENT
LOW	python/tutorials/10-block-scaled-matmul.py	41	#	COMMENT
LOW	python/tutorials/10-block-scaled-matmul.py	61	# access of a block of 128 rows of scale factors along the M axis, for each BLOCK_M x BLOCK_K	COMMENT
LOW	python/tutorials/10-block-scaled-matmul.py	81	# For example, in an MFMA instruction with shape 16x16x128:	COMMENT
LOW	python/tutorials/10-block-scaled-matmul.py	101	# (for 4 different MFMA ops) next to each other in memory.	COMMENT
LOW	python/tutorials/gluon/05-wgmma.py	41	# Let's illustrate WGMMA with a trivial kernel launched with grid size (1, ).	COMMENT
LOW	python/tutorials/gluon/05-wgmma.py	61	#	COMMENT
LOW	python/tutorials/gluon/05-wgmma.py	81	#	COMMENT
LOW	python/tutorials/gluon/05-wgmma.py	101	#	COMMENT
834 more matches not shown…

Unused Imports551 hits · 434 pts

Severity	File	Line	Context
LOW	python/test/unit/runtime/test_build.py	1	CODE
LOW	python/test/unit/language/test_annotations.py	1	CODE
LOW	python/test/gsan/test_allocator.py	1	CODE
LOW	python/test/gsan/test_gsan_failures.py	1	CODE
LOW	python/test/gsan/test_symmetric_memory.py	1	CODE
LOW	python/test/gsan/test_gsan.py	1	CODE
LOW	python/triton/knobs.py	1	CODE
LOW	python/triton/__init__.py	8	CODE
LOW	python/triton/__init__.py	8	CODE
LOW	python/triton/__init__.py	8	CODE
LOW	python/triton/__init__.py	8	CODE
LOW	python/triton/__init__.py	8	CODE
LOW	python/triton/__init__.py	8	CODE
LOW	python/triton/__init__.py	8	CODE
LOW	python/triton/__init__.py	8	CODE
LOW	python/triton/__init__.py	8	CODE
LOW	python/triton/__init__.py	8	CODE
LOW	python/triton/__init__.py	20	CODE
LOW	python/triton/__init__.py	21	CODE
LOW	python/triton/__init__.py	21	CODE
LOW	python/triton/__init__.py	22	CODE
LOW	python/triton/__init__.py	22	CODE
LOW	python/triton/__init__.py	23	CODE
LOW	python/triton/__init__.py	24	CODE
LOW	python/triton/__init__.py	27	CODE
LOW	python/triton/__init__.py	28	CODE
LOW	python/triton/_utils.py	1	CODE
LOW	python/triton/experimental/gsan/__init__.py	1	CODE
LOW	python/triton/experimental/gsan/__init__.py	1	CODE
LOW	python/triton/experimental/gsan/__init__.py	1	CODE
LOW	python/triton/experimental/gsan/__init__.py	1	CODE
LOW	python/triton/experimental/gsan/__init__.py	1	CODE
LOW	python/triton/experimental/gsan/__init__.py	1	CODE
LOW	python/triton/experimental/gsan/__init__.py	1	CODE
LOW	python/triton/experimental/gsan/_testing_utils.py	1	CODE
LOW	python/triton/experimental/gsan/_allocator.py	1	CODE
LOW	python/triton/experimental/gsan/symmetric_memory.py	1	CODE
LOW	python/triton/experimental/gsan/_testing.py	1	CODE
LOW	python/triton/experimental/gsan/_stream_sync.py	1	CODE
LOW	python/triton/experimental/gsan/_utils.py	1	CODE
LOW	python/triton/experimental/gluon/__init__.py	1	CODE
LOW	python/triton/experimental/gluon/__init__.py	1	CODE
LOW	python/triton/experimental/gluon/__init__.py	1	CODE
LOW	python/triton/experimental/gluon/__init__.py	2	CODE
LOW	python/triton/experimental/gluon/__init__.py	2	CODE
LOW	python/triton/experimental/gluon/__init__.py	3	CODE
LOW	python/triton/experimental/gluon/__init__.py	4	CODE
LOW	python/triton/experimental/gluon/_runtime.py	1	CODE
LOW	python/triton/experimental/gluon/_runtime.py	4	CODE
LOW	python/triton/experimental/gluon/language/__init__.py	1	CODE
LOW	python/triton/experimental/gluon/language/__init__.py	1	CODE
LOW	python/triton/experimental/gluon/language/__init__.py	1	CODE
LOW	python/triton/experimental/gluon/language/__init__.py	1	CODE
LOW	python/triton/experimental/gluon/language/__init__.py	1	CODE
LOW	python/triton/experimental/gluon/language/__init__.py	1	CODE
LOW	python/triton/experimental/gluon/language/__init__.py	1	CODE
LOW	python/triton/experimental/gluon/language/__init__.py	1	CODE
LOW	python/triton/experimental/gluon/language/__init__.py	1	CODE
LOW	python/triton/experimental/gluon/language/__init__.py	1	CODE
LOW	python/triton/experimental/gluon/language/__init__.py	1	CODE
491 more matches not shown…

Hallucination Indicators19 hits · 185 pts

Severity	File	Line	Snippet	Context
CRITICAL	python/test/unit/plugins/test_plugin.py	36	triton._C.libtriton.passes.plugin.extend_with(LIB)	CODE
CRITICAL	python/test/unit/plugins/test_custom_ops.py	67	triton._C.libtriton.ir.builder.extend_with(LIB)	CODE
CRITICAL	python/test/unit/plugins/override_helper.py	15	triton._C.libtriton.passes.plugin.extend_with(LIB)	CODE
CRITICAL	python/test/unit/language/test_core.py	4516	if not is_interpreter() and triton.runtime.driver.active.utils.get_device_properties(	CODE
CRITICAL	python/test/unit/language/test_matmul.py	131	shared_mem_avail = triton.runtime.driver.active.utils.get_device_properties(0)["max_shared_mem"]	CODE
CRITICAL	python/test/gsan/test_gsan.py	695	max_shared = triton.runtime.driver.active.utils.get_device_properties(device)["max_shared_mem"]	CODE
CRITICAL	python/test/gluon/test_frontend.py	1565	%0 = tt.call @triton.experimental.gluon.language.nvidia.ampere.mbarrier.allocate_mbarrier__cNone_cTrue() : () -> !tt	CODE
CRITICAL	python/test/gluon/test_frontend.py	1570	tt.func private @triton.experimental.gluon.language.nvidia.ampere.mbarrier.allocate_mbarrier__cNone_cTrue() -> !ttg.me	CODE
CRITICAL	python/test/gluon/test_frontend.py	4390	%13 = tt.call @triton.experimental.gluon.language._standard.zeros__Tc1T_cfp16_cAL() : () -> tensor<1xf16, #gluon.aut	CODE
CRITICAL	python/test/gluon/test_frontend.py	4418	tt.func private @triton.experimental.gluon.language._standard.zeros__Tc1T_cfp16_cAL() -> tensor<1xf16, #gluon.auto_enc	CODE
CRITICAL	python/test/gluon/test_frontend.py	4449	%1 = tt.call @triton.experimental.gluon.language._standard.zeros__Tc1T_cbf16_cAL() : () -> tensor<1xbf16, #gluon.aut	CODE
CRITICAL	python/test/gluon/test_frontend.py	4467	tt.func private @triton.experimental.gluon.language._standard.zeros__Tc1T_cbf16_cAL() -> tensor<1xbf16, #gluon.auto_en	CODE
CRITICAL	python/triton/language/core.py	3337	triton.runtime.driver.active.utils.set_printf_fifo_size(size_bytes)	STRING
CRITICAL	third_party/proton/proton/hooks/instrumentation.py	157	max_shared_mem = triton.runtime.driver.active.utils.get_device_properties(device)["max_shared_mem"]	CODE
CRITICAL	third_party/proton/proton/hooks/instrumentation.py	182	arch = triton.runtime.driver.active.utils.get_device_properties(device)["arch"].split(":")[0]	CODE
CRITICAL	third_party/amd/backend/driver.py	258	return triton.runtime.driver.active.utils.build_signature_metadata(kernel_signature)	CODE
CRITICAL	third_party/nvidia/backend/driver.py	183	return triton.runtime.driver.active.utils.build_signature_metadata(kernel_signature)	CODE
CRITICAL	third_party/nvidia/backend/driver.py	239	cu_tensor_map = triton.runtime.driver.active.utils.fill_tma_descriptor_im2col(	CODE
CRITICAL	third_party/nvidia/backend/driver.py	254	cu_tensor_map = triton.runtime.driver.active.utils.fill_tma_descriptor_tiled(	CODE

Deep Nesting166 hits · 139 pts

Severity	File	Line	Context
LOW	setup.py	129	CODE
LOW	python/build_helpers.py	393	CODE
LOW	python/test/unit/tools/test_triton_to_gluon.py	520	CODE
LOW	python/test/unit/cuda/test_libdevice_cuda.py	60	CODE
LOW	python/test/unit/runtime/test_specialize.py	42	CODE
LOW	python/test/unit/language/test_conversions.py	15	CODE
LOW	python/test/unit/language/test_conversions.py	277	CODE
LOW	python/test/unit/language/test_frontend.py	1458	CODE
LOW	python/test/unit/language/test_core.py	392	CODE
LOW	python/test/unit/language/test_core.py	2982	CODE
LOW	python/test/unit/language/test_core.py	3161	CODE
LOW	python/test/unit/language/test_core.py	3727	CODE
LOW	python/test/unit/language/test_core.py	3908	CODE
LOW	python/test/unit/language/test_core.py	4733	CODE
LOW	python/test/unit/language/test_core.py	4958	CODE
LOW	python/test/unit/language/test_core.py	5129	CODE
LOW	python/test/unit/language/test_core.py	5589	CODE
LOW	python/test/unit/language/test_core.py	6062	CODE
LOW	python/test/unit/language/test_core.py	2986	CODE
LOW	python/test/unit/language/test_core.py	5592	CODE
LOW	python/test/unit/language/test_core.py	6065	CODE
LOW	python/test/unit/language/test_pipeliner.py	223	CODE
LOW	python/test/unit/language/test_subprocess.py	57	CODE
LOW	python/test/unit/language/test_matmul.py	532	CODE
LOW	python/test/unit/language/test_matmul.py	671	CODE
LOW	python/test/unit/language/test_matmul.py	727	CODE
LOW	python/test/unit/language/test_line_info.py	164	CODE
LOW	python/test/unit/language/test_line_info.py	212	CODE
LOW	python/test/unit/language/test_annotations.py	62	CODE
LOW	python/test/unit/language/print_helper.py	107	CODE
LOW	python/test/unit/language/test_tensor_descriptor.py	1561	CODE
LOW	python/test/unit/language/test_tensor_descriptor.py	1570	CODE
LOW	python/test/gsan/test_gsan_failures.py	153	CODE
LOW	python/test/gsan/test_symmetric_memory.py	406	CODE
LOW	python/test/gsan/test_symmetric_memory.py	495	CODE
LOW	python/test/gsan/test_gsan.py	1156	CODE
LOW	python/test/gluon/test_lowerings.py	16	CODE
LOW	python/test/gluon/test_lowerings.py	850	CODE
LOW	python/test/gluon/test_frontend.py	1208	CODE
LOW	python/test/gluon/test_frontend.py	5152	CODE
LOW	python/test/gluon/test_frontend.py	5155	CODE
LOW	python/test/gluon/test_core.py	542	CODE
LOW	python/test/gluon/test_core.py	1565	CODE
LOW	python/test/gluon/test_core.py	2948	CODE
LOW	python/test/gluon/test_core.py	3894	CODE
LOW	python/test/gluon/test_core.py	4209	CODE
LOW	python/test/gluon/test_core.py	4321	CODE
LOW	python/test/gluon/test_core.py	1645	CODE
LOW	python/test/gluon/test_core.py	2959	CODE
LOW	python/test/gluon/test_consan.py	987	CODE
LOW	python/test/gluon/test_consan.py	1683	CODE
LOW	python/test/gluon/test_consan.py	4146	CODE
LOW	python/test/gluon/test_consan.py	1005	CODE
LOW	python/test/gluon/test_consan.py	1713	CODE
LOW	python/test/gluon/test_consan.py	4157	CODE
LOW	python/test/gluon/test_fpsan.py	579	CODE
LOW	python/test/gluon/test_fpsan.py	939	CODE
LOW	python/test/gluon/test_fpsan.py	993	CODE
LOW	python/test/gluon/test_fpsan.py	1207	CODE
LOW	python/test/regression/test_functional_regressions.py	141	CODE
106 more matches not shown…

Structural Annotation Overuse43 hits · 85 pts

Severity	File	Line	Snippet	Context
LOW⚡	README.md	261	# Step 1: Run the kernel once to dump kernel's IRs and ptx/amdgcn in $TRITON_DUMP_DIR	COMMENT
LOW⚡	README.md	262	# Step 2: Copy $TRITON_DUMP_DIR/<kernel_hash> to $TRITON_OVERRIDE_DIR	COMMENT
LOW⚡	README.md	263	# Step 3: Delete the stages that you do not want to override and modify the stage you do want to override	COMMENT
LOW⚡	README.md	264	# Step 4: Run the kernel again to see the overridden result	COMMENT
LOW⚡	python/tutorials/gluon/13-conv-im2col.py	149	# Step 1: Extract patches for each output position	COMMENT
LOW⚡	python/tutorials/gluon/13-conv-im2col.py	156	# Step 2: Stack patches into im2col matrix A (M=4, K=4)	COMMENT
LOW⚡	python/tutorials/gluon/13-conv-im2col.py	167	# Step 3: Reshape filter into weight matrix W (Co=1, K=4)	COMMENT
LOW⚡	python/tutorials/gluon/13-conv-im2col.py	171	# Step 4: Output = A @ W^T	COMMENT
LOW	…ude/triton/Conversion/TritonGPUToLLVM/TargetInfoBase.h	92	// NOTE: This function is used for backend debug. DO NOT DELETE.	COMMENT
LOW⚡	third_party/amd/lib/TritonAMDGPUToLLVM/TargetInfo.cpp	480	// Step 1: Right shift for 8 lanes.	COMMENT
LOW⚡	third_party/amd/lib/TritonAMDGPUToLLVM/TargetInfo.cpp	483	// Step 2: Right shift for 4 lanes.	COMMENT
LOW⚡	third_party/amd/lib/TritonAMDGPUToLLVM/TargetInfo.cpp	486	// Step 3: Right shift for 2 lanes.	COMMENT
LOW⚡	third_party/amd/lib/TritonAMDGPUToLLVM/TargetInfo.cpp	489	// Step 4: Right shift for 1 lane.	COMMENT
LOW⚡	third_party/amd/lib/TritonAMDGPUToLLVM/TargetInfo.cpp	492	// Step 5: Broadcast lane 15 of each row to all the lanes of its next row.	COMMENT
LOW⚡	third_party/amd/lib/TritonAMDGPUToLLVM/TargetInfo.cpp	495	// Step 6: Broadcast lane 31 to lane 32-63.	COMMENT
LOW⚡	third_party/amd/lib/TritonAMDGPUToLLVM/TargetInfo.cpp	500	// Step 7: Read the reduction result from lane 63 and broadcast with	COMMENT
LOW⚡	third_party/amd/lib/TritonAMDGPUToLLVM/Utility.cpp	1074	// Step 1: extract EM bits for elements 0,2,4,6 and 1,3,5,7 respectively.	COMMENT
LOW⚡	third_party/amd/lib/TritonAMDGPUToLLVM/Utility.cpp	1081	// Step 2: convert fp4 to fp8 using LUT	COMMENT
LOW⚡	third_party/amd/lib/TritonAMDGPUToLLVM/Utility.cpp	1091	// Step 3: extract sign bits	COMMENT
LOW⚡	third_party/amd/lib/TritonAMDGPUToLLVM/Utility.cpp	1095	// Step 4: assemble 4 packed fp8 values w/ sign	COMMENT
LOW⚡	third_party/amd/lib/TritonAMDGPUToLLVM/Utility.cpp	1099	// Step 5: convert fp8 to fp32	COMMENT
LOW⚡	third_party/amd/lib/TritonAMDGPUToLLVM/Utility.cpp	1181	// Step 1: extract EM bits for elements 0,2,4,6 and 1,3,5,7 respectively.	COMMENT
LOW⚡	third_party/amd/lib/TritonAMDGPUToLLVM/Utility.cpp	1189	// Step 2: extract S bit for elements 0,2,4,6 and 1,3,5,7	COMMENT
LOW⚡	third_party/amd/lib/TritonAMDGPUToLLVM/Utility.cpp	1197	// Step 3: Upcast elements 0,2,4,6 to 4 16-bit elements	COMMENT
LOW	third_party/amd/lib/TritonAMDGPUToLLVM/Utility.cpp	1226	// Step 4: Upcast elements 1,3,5,7 to 4 16-bit elements	COMMENT
LOW	third_party/amd/lib/TritonAMDGPUToLLVM/Utility.cpp	1256	// Step 5: Reorder 16-bit elements to be 0,1,2,3,4,5,6,7	COMMENT
LOW	…_party/amd/lib/TritonAMDGPUToLLVM/DotOpToLLVM/MFMA.cpp	500	// Step 1: construct each kBase-element vector by	COMMENT
LOW	…_party/amd/lib/TritonAMDGPUToLLVM/DotOpToLLVM/MFMA.cpp	512	// Step 2: process rawElems based on element type	COMMENT
LOW	…_party/amd/lib/TritonAMDGPUToLLVM/DotOpToLLVM/MFMA.cpp	532	// Step 3: Insert the processed vals into the ValueTable	COMMENT
LOW	…/lib/Transforms/WarpSpecialization/WSCodePartition.cpp	1229	// Step 1: collect all communications between producers and consumers.	COMMENT
LOW⚡	…/lib/Transforms/WarpSpecialization/WSCodePartition.cpp	1240	// Step 2: group channels	COMMENT
LOW⚡	…/lib/Transforms/WarpSpecialization/WSCodePartition.cpp	1249	// Step 3: reorder producer ops and the backward slices of the producer ops.	COMMENT
LOW⚡	…/lib/Transforms/WarpSpecialization/WSCodePartition.cpp	1252	// Step 4: find top-level ops that contain a channel, also create new ForOps	COMMENT
LOW⚡	…/lib/Transforms/WarpSpecialization/WSCodePartition.cpp	1272	// Step 5: Create buffers. An array of buffers for each channel.	COMMENT
LOW⚡	…/lib/Transforms/WarpSpecialization/WSCodePartition.cpp	1280	// Step 6: Lower the loads. Also add local copy ops for non-load	COMMENT
LOW⚡	…/lib/Transforms/WarpSpecialization/WSCodePartition.cpp	1290	// Step 7: Create tokens. A set of tokens for each group of channels for	COMMENT
LOW	…/lib/Transforms/WarpSpecialization/WSCodePartition.cpp	1301	// Step 8: add async communication ops (ProducerAcquire etc). Also lower	COMMENT
LOW⚡	…/hopper/lib/Transforms/WarpSpecialization/WSBuffer.cpp	304	// Step 1: Append accumCnts as forOp arguments.	COMMENT
LOW⚡	…/hopper/lib/Transforms/WarpSpecialization/WSBuffer.cpp	308	// Step 2: Add accumCnts to yieldOp.	COMMENT
LOW⚡	…/hopper/lib/Transforms/WarpSpecialization/WSBuffer.cpp	317	// Step 3: Create loop arguments for the new ForOp.	COMMENT
LOW⚡	…/hopper/lib/Transforms/WarpSpecialization/WSBuffer.cpp	326	// Step 4: Create newForOp and take the region of the original forOp.	COMMENT
LOW⚡	…/hopper/lib/Transforms/WarpSpecialization/WSBuffer.cpp	332	// Step 5: Replace forOp with newForOp.	COMMENT
LOW	lib/Dialect/TritonGPU/IR/LinearLayoutConversions.cpp	1042	// Step 3: Along the "register" dim, remove any all-zero bases.	COMMENT

Verbosity Indicators41 hits · 79 pts

Severity	File	Line	Snippet	Context
LOW	python/triton/runtime/jit.py	203	# The purpose of this function is to visit everything in `arguments`	COMMENT
LOW⚡	python/tutorials/gluon/13-conv-im2col.py	149	# Step 1: Extract patches for each output position	COMMENT
LOW⚡	python/tutorials/gluon/13-conv-im2col.py	156	# Step 2: Stack patches into im2col matrix A (M=4, K=4)	COMMENT
LOW⚡	python/tutorials/gluon/13-conv-im2col.py	167	# Step 3: Reshape filter into weight matrix W (Co=1, K=4)	COMMENT
LOW⚡	python/tutorials/gluon/13-conv-im2col.py	171	# Step 4: Output = A @ W^T	COMMENT
LOW⚡	third_party/amd/lib/TritonAMDGPUToLLVM/TargetInfo.cpp	480	// Step 1: Right shift for 8 lanes.	COMMENT
LOW⚡	third_party/amd/lib/TritonAMDGPUToLLVM/TargetInfo.cpp	483	// Step 2: Right shift for 4 lanes.	COMMENT
LOW⚡	third_party/amd/lib/TritonAMDGPUToLLVM/TargetInfo.cpp	486	// Step 3: Right shift for 2 lanes.	COMMENT
LOW⚡	third_party/amd/lib/TritonAMDGPUToLLVM/TargetInfo.cpp	489	// Step 4: Right shift for 1 lane.	COMMENT
LOW⚡	third_party/amd/lib/TritonAMDGPUToLLVM/TargetInfo.cpp	492	// Step 5: Broadcast lane 15 of each row to all the lanes of its next row.	COMMENT
LOW⚡	third_party/amd/lib/TritonAMDGPUToLLVM/TargetInfo.cpp	495	// Step 6: Broadcast lane 31 to lane 32-63.	COMMENT
LOW⚡	third_party/amd/lib/TritonAMDGPUToLLVM/TargetInfo.cpp	500	// Step 7: Read the reduction result from lane 63 and broadcast with	COMMENT
LOW⚡	third_party/amd/lib/TritonAMDGPUToLLVM/Utility.cpp	1074	// Step 1: extract EM bits for elements 0,2,4,6 and 1,3,5,7 respectively.	COMMENT
LOW⚡	third_party/amd/lib/TritonAMDGPUToLLVM/Utility.cpp	1081	// Step 2: convert fp4 to fp8 using LUT	COMMENT
LOW⚡	third_party/amd/lib/TritonAMDGPUToLLVM/Utility.cpp	1091	// Step 3: extract sign bits	COMMENT
LOW⚡	third_party/amd/lib/TritonAMDGPUToLLVM/Utility.cpp	1095	// Step 4: assemble 4 packed fp8 values w/ sign	COMMENT
LOW⚡	third_party/amd/lib/TritonAMDGPUToLLVM/Utility.cpp	1099	// Step 5: convert fp8 to fp32	COMMENT
LOW⚡	third_party/amd/lib/TritonAMDGPUToLLVM/Utility.cpp	1181	// Step 1: extract EM bits for elements 0,2,4,6 and 1,3,5,7 respectively.	COMMENT
LOW⚡	third_party/amd/lib/TritonAMDGPUToLLVM/Utility.cpp	1189	// Step 2: extract S bit for elements 0,2,4,6 and 1,3,5,7	COMMENT
LOW⚡	third_party/amd/lib/TritonAMDGPUToLLVM/Utility.cpp	1197	// Step 3: Upcast elements 0,2,4,6 to 4 16-bit elements	COMMENT
LOW	third_party/amd/lib/TritonAMDGPUToLLVM/Utility.cpp	1226	// Step 4: Upcast elements 1,3,5,7 to 4 16-bit elements	COMMENT
LOW	third_party/amd/lib/TritonAMDGPUToLLVM/Utility.cpp	1256	// Step 5: Reorder 16-bit elements to be 0,1,2,3,4,5,6,7	COMMENT
LOW	…_party/amd/lib/TritonAMDGPUToLLVM/DotOpToLLVM/MFMA.cpp	500	// Step 1: construct each kBase-element vector by	COMMENT
LOW	…_party/amd/lib/TritonAMDGPUToLLVM/DotOpToLLVM/MFMA.cpp	512	// Step 2: process rawElems based on element type	COMMENT
LOW	…_party/amd/lib/TritonAMDGPUToLLVM/DotOpToLLVM/MFMA.cpp	532	// Step 3: Insert the processed vals into the ValueTable	COMMENT
LOW	…/lib/Transforms/WarpSpecialization/WSCodePartition.cpp	1229	// Step 1: collect all communications between producers and consumers.	COMMENT
LOW⚡	…/lib/Transforms/WarpSpecialization/WSCodePartition.cpp	1240	// Step 2: group channels	COMMENT
LOW⚡	…/lib/Transforms/WarpSpecialization/WSCodePartition.cpp	1249	// Step 3: reorder producer ops and the backward slices of the producer ops.	COMMENT
LOW⚡	…/lib/Transforms/WarpSpecialization/WSCodePartition.cpp	1252	// Step 4: find top-level ops that contain a channel, also create new ForOps	COMMENT
LOW⚡	…/lib/Transforms/WarpSpecialization/WSCodePartition.cpp	1272	// Step 5: Create buffers. An array of buffers for each channel.	COMMENT
LOW⚡	…/lib/Transforms/WarpSpecialization/WSCodePartition.cpp	1280	// Step 6: Lower the loads. Also add local copy ops for non-load	COMMENT
LOW⚡	…/lib/Transforms/WarpSpecialization/WSCodePartition.cpp	1290	// Step 7: Create tokens. A set of tokens for each group of channels for	COMMENT
LOW	…/lib/Transforms/WarpSpecialization/WSCodePartition.cpp	1301	// Step 8: add async communication ops (ProducerAcquire etc). Also lower	COMMENT
LOW⚡	…/hopper/lib/Transforms/WarpSpecialization/WSBuffer.cpp	304	// Step 1: Append accumCnts as forOp arguments.	COMMENT
LOW⚡	…/hopper/lib/Transforms/WarpSpecialization/WSBuffer.cpp	308	// Step 2: Add accumCnts to yieldOp.	COMMENT
LOW⚡	…/hopper/lib/Transforms/WarpSpecialization/WSBuffer.cpp	317	// Step 3: Create loop arguments for the new ForOp.	COMMENT
LOW⚡	…/hopper/lib/Transforms/WarpSpecialization/WSBuffer.cpp	326	// Step 4: Create newForOp and take the region of the original forOp.	COMMENT
LOW⚡	…/hopper/lib/Transforms/WarpSpecialization/WSBuffer.cpp	332	// Step 5: Replace forOp with newForOp.	COMMENT
LOW	third_party/nvidia/lib/NVGPUToLLVM/NVGPUToLLVMPass.cpp	621	// TODO: pred will have a long liverange, we need to check if this is a	COMMENT
LOW	lib/Dialect/TritonGPU/IR/LinearLayoutConversions.cpp	1042	// Step 3: Along the "register" dim, remove any all-zero bases.	COMMENT
LOW	…t/TritonInstrument/Transforms/ConcurrencySanitizer.cpp	1416	// Op is writing to the buffer, we need to check if anything else	COMMENT

Modern Structural Boilerplate67 hits · 63 pts

Severity	File	Line	Snippet	Context
LOW	python/triton/__init__.py	33	__all__ = [	CODE
LOW	python/triton/experimental/gsan/__init__.py	3	__all__ = [	CODE
LOW	python/triton/experimental/gluon/__init__.py	6	__all__ = ["aggregate", "amd", "constexpr_function", "GluonJITFunction", "jit", "must_use_result", "nvidia"]	CODE
LOW	python/triton/experimental/gluon/_runtime.py	10	__all__ = ["GluonJITFunction", "constexpr_function", "jit"]	CODE
LOW	python/triton/experimental/gluon/language/_core.py	53	__all__ = [	CODE
LOW	python/triton/experimental/gluon/language/_core.py	300	def _set_name(self, builder: ir.builder, name: str) -> None:	STRING
LOW	python/triton/experimental/gluon/language/amd/slice.py	8	__all__ = ["slice"]	CODE
LOW	…hon/triton/experimental/gluon/language/amd/__init__.py	9	__all__ = [	CODE
LOW	…hon/triton/experimental/gluon/language/amd/_layouts.py	9	__all__ = [	CODE
LOW	…on/experimental/gluon/language/amd/cdna5/async_copy.py	6	__all__ = ["global_to_shared", "shared_to_global", "commit_group", "wait_group", "mbarrier_arrive"]	CODE
LOW	…iton/experimental/gluon/language/amd/cdna5/__init__.py	14	__all__ = [	CODE
LOW	…on/triton/experimental/gluon/language/amd/cdna5/tdm.py	14	__all__ = [	CODE
LOW	…on/triton/experimental/gluon/language/amd/cdna5/tdm.py	66	def _set_name(self, builder: ir.builder, name: str) -> None:	CODE
LOW	…riton/experimental/gluon/language/amd/cdna5/cluster.py	3	__all__ = ["arrive", "wait"]	CODE
LOW	…iton/experimental/gluon/language/amd/cdna5/_layouts.py	9	__all__ = [	CODE
LOW	…iton/experimental/gluon/language/amd/cdna5/mbarrier.py	5	__all__ = ["MBarrierLayout", "init", "wait", "arrive"]	CODE
LOW	…on/experimental/gluon/language/amd/cdna4/async_copy.py	6	__all__ = [	CODE
LOW	…iton/experimental/gluon/language/amd/cdna4/__init__.py	16	__all__ = [	CODE
LOW	…iton/experimental/gluon/language/amd/cdna3/__init__.py	13	__all__ = [	CODE
LOW	…iton/experimental/gluon/language/amd/rdna4/__init__.py	4	__all__ = ["wmma"]	CODE
LOW	…iton/experimental/gluon/language/amd/rdna3/__init__.py	4	__all__ = ["wmma"]	CODE
LOW	…/triton/experimental/gluon/language/nvidia/__init__.py	5	__all__ = ["blackwell", "hopper", "rubin"]	CODE
LOW	…n/experimental/gluon/language/nvidia/rubin/__init__.py	36	__all__ = [	CODE
LOW	…n/experimental/gluon/language/nvidia/rubin/mbarrier.py	11	__all__ = [	CODE
LOW	…/experimental/gluon/language/nvidia/hopper/__init__.py	11	__all__ = [	CODE
LOW	…/experimental/gluon/language/nvidia/hopper/__init__.py	92	def _set_name(self, builder: ir.builder, name: str) -> None:	CODE
LOW	…n/experimental/gluon/language/nvidia/hopper/cluster.py	5	__all__ = ["barrier"]	CODE
LOW	…riton/experimental/gluon/language/nvidia/hopper/tma.py	12	__all__ = [	CODE
LOW	…riton/experimental/gluon/language/nvidia/hopper/tma.py	121	def _set_name(self, builder: ir.builder, name: str) -> None:	CODE
LOW	…/experimental/gluon/language/nvidia/hopper/mbarrier.py	4	__all__ = [	CODE
LOW	…perimental/gluon/language/nvidia/blackwell/__init__.py	21	__all__ = [	CODE
LOW	…perimental/gluon/language/nvidia/blackwell/__init__.py	317	def _set_name(self, builder: ir.builder, name: str) -> None:	CODE
LOW	…on/experimental/gluon/language/nvidia/blackwell/tma.py	22	__all__ = [	CODE
LOW	…on/experimental/gluon/language/nvidia/blackwell/clc.py	18	__all__ = [	CODE
LOW	…on/experimental/gluon/language/nvidia/blackwell/clc.py	86	def _set_name(self, builder: ir.builder, name: str) -> None:	CODE
LOW	…xperimental/gluon/language/nvidia/ampere/async_copy.py	5	__all__ = [	CODE
LOW	…/experimental/gluon/language/nvidia/ampere/__init__.py	9	__all__ = ["async_copy", "mbarrier", "mma_v2"]	CODE
LOW	…/experimental/gluon/language/nvidia/ampere/mbarrier.py	8	__all__ = ["allocate_mbarrier", "arrive", "init", "invalidate", "MBarrierLayout", "wait"]	CODE
LOW	…n/triton/experimental/gluon/language/extra/__init__.py	3	__all__ = ["libdevice"]	CODE
LOW	python/triton/experimental/gluon/amd/cdna5.py	7	__all__ = ["TensorDescriptor"]	CODE
LOW	python/triton/experimental/gluon/amd/__init__.py	3	__all__ = ["cdna5", "gfx1250"]	CODE
LOW	python/triton/experimental/gluon/nvidia/blackwell.py	3	__all__ = ["TensorDescriptor"]	CODE
LOW	python/triton/experimental/gluon/nvidia/__init__.py	4	__all__ = ["hopper", "blackwell"]	CODE
LOW	python/triton/experimental/gluon/nvidia/hopper.py	7	__all__ = ["TensorDescriptor", "TensorDescriptorIm2Col"]	CODE
LOW	…riton/tools/triton_to_gluon_translator/slice_kernel.py	31	logger = logging.getLogger(__name__)	CODE
LOW	python/triton/runtime/__init__.py	7	__all__ = [	CODE
LOW	python/triton/runtime/interpreter.py	970	def set_attr(self, obj: object, name: str, value: object) -> None:	CODE
LOW	python/triton/runtime/_allocation.py	29	def set_allocator(allocator: Allocator) -> None:	CODE
LOW	python/triton/runtime/_allocation.py	59	def set_profile_allocator(allocator: Optional[Allocator]) -> None:	CODE
LOW	python/triton/runtime/driver.py	42	def set_active(self, driver: DriverBase) -> None:	CODE
LOW	python/triton/language/__init__.py	143	__all__ = [	CODE
LOW	python/triton/language/core.py	160	def _set_name(self, builder: ir.builder, name: str) -> None:	CODE
LOW	python/triton/language/core.py	237	def _set_name(self, builder: ir.builder, name: str) -> None:	CODE
LOW	python/triton/language/core.py	903	def _set_name(self, builder: ir.builder, name: str) -> None:	CODE
LOW	python/triton/language/core.py	1366	def _set_name(self, builder: ir.builder, name: str) -> None:	CODE
LOW	python/triton/language/core.py	1433	def _set_name(self, builder: ir.builder, name: str) -> None:	CODE
LOW	python/triton/language/core.py	1559	def _set_name(self, builder: ir.builder, name: str) -> None:	CODE
LOW	python/triton/language/core.py	1737	def _set_name(self, builder: ir.builder, name: str) -> None:	CODE
LOW	python/triton/language/target_info.py	4	__all__ = ["current_target"]	CODE
LOW	python/triton/compiler/__init__.py	4	__all__ = [	CODE
7 more matches not shown…

Excessive Try-Catch Wrapping49 hits · 56 pts

Severity	File	Line	Snippet	Context
LOW	setup.py	554	except Exception:	CODE
LOW	setup.py	562	except Exception:	CODE
MEDIUM	setup.py	550	def get_git_commit_hash(length=8):	CODE
MEDIUM	setup.py	558	def get_git_branch():	CODE
LOW	python/test/unit/runtime/test_cache.py	942	except Exception as e:	STRING
LOW⚡	python/test/unit/language/test_core.py	5569	except Exception as e:	STRING
LOW	python/test/unit/language/test_decorator.py	27	except Exception as e:	CODE
LOW	python/test/backend/test_mir_stage.py	11	except Exception:	CODE
MEDIUM	python/test/backend/test_mir_stage.py	8	def is_hip():	CODE
LOW	python/triton/_compile_warmup_pool.py	300	except Exception as error:	CODE
LOW	python/triton/_compile_warmup_pool.py	496	except Exception as error:	CODE
LOW	python/triton/_compile_warmup_pool.py	502	except Exception as error:	CODE
MEDIUM	python/triton/_compile_warmup_pool.py	425	def serialize_specialization(name, signature, constants, attrs, options, key, ta	CODE
LOW	python/triton/_internal_testing.py	300	except Exception as e:	CODE
LOW	python/triton/experimental/gsan/symmetric_memory.py	165	except Exception:	CODE
LOW	python/triton/experimental/gsan/symmetric_memory.py	276	except Exception:	CODE
LOW	python/triton/experimental/gsan/symmetric_memory.py	466	except Exception:	CODE
MEDIUM	python/triton/experimental/gsan/symmetric_memory.py	273	def __del__(self) -> None:	CODE
LOW	python/triton/experimental/gsan/_utils.py	113	except Exception:	CODE
LOW	python/triton/runtime/cache.py	81	except Exception:	CODE
LOW	python/triton/runtime/cache.py	225	except Exception:	CODE
LOW	python/triton/runtime/_async_compile.py	22	except Exception:	CODE
LOW	python/triton/runtime/interpreter.py	1488	except Exception as e:	CODE
LOW	python/triton/runtime/interpreter.py	1529	except Exception:	CODE
LOW	python/triton/runtime/interpreter.py	1622	except Exception as e:	CODE
LOW	python/triton/runtime/autotuner.py	159	except Exception as e:	CODE
LOW	python/triton/compiler/compiler.py	308	except Exception as e:	CODE
LOW	python/triton/compiler/code_generator.py	1459	except Exception as e:	CODE
LOW	python/triton/compiler/code_generator.py	1510	except Exception as e:	CODE
LOW	python/triton/compiler/code_generator.py	1671	except Exception as e:	CODE
LOW	python/triton/compiler/code_generator.py	1706	except Exception as e:	CODE
LOW	python/examples/gluon/02-conv-dgrad.py	980	except Exception:	CODE
MEDIUM	python/examples/gluon/02-conv-dgrad.py	937	def _benchmark_dgrad_config(	CODE
LOW	python/examples/gluon/02-conv-wgrad.py	735	except Exception:	CODE
MEDIUM	python/examples/gluon/02-conv-wgrad.py	692	def _benchmark_wgrad_config(	CODE
LOW	third_party/proton/test/test_instrumentation.py	1136	except Exception as e:	CODE
MEDIUM	third_party/proton/test/test_instrumentation.py	1133	def run_kernel():	CODE
LOW	third_party/proton/test/test_api.py	98	except Exception as e:	CODE
LOW	third_party/proton/test/test_api.py	122	except Exception as e:	CODE
LOW	third_party/proton/test/test_api.py	135	except Exception as e:	CODE
LOW	third_party/proton/test/test_api.py	289	except Exception as e:	CODE
LOW	third_party/proton/test/test_api.py	406	except Exception as e:	CODE
LOW	third_party/proton/test/test_api.py	416	except Exception as e:	CODE
LOW	…ton/test/reproducers/cupti_graph_replay_heap_growth.py	275	except Exception:	CODE
LOW	third_party/proton/proton/proton.py	46	except Exception as e:	STRING
MEDIUM	third_party/proton/proton/proton.py	47	print("An error occurred while executing the script:")	STRING
LOW⚡	third_party/amd/python/test/test_gluon_cdna5.py	2335	except Exception as e:	CODE
LOW	third_party/amd/backend/driver.py	45	except Exception:	CODE
LOW	third_party/nvidia/backend/driver.py	58	except Exception:	CODE

Self-Referential Comments17 hits · 49 pts

Severity	File	Line	Snippet	Context
MEDIUM	python/build_helpers.py	432	# Create a stable symlink that doesn't include revision	COMMENT
MEDIUM	python/test/gluon/test_core.py	3720	# Create a test matrix with known values	COMMENT
MEDIUM	python/test/gluon/test_core.py	4609	# Create a test matrix [N, M]	COMMENT
MEDIUM	python/test/gluon/test_core.py	4770	# Create a test tensor [N, M, P]	COMMENT
MEDIUM	python/triton/experimental/gluon/language/_semantic.py	611	# Create the warp specialize op.	COMMENT
MEDIUM	python/triton/experimental/gluon/language/_layouts.py	617	# Create a idendity mapping based on shape_per_cta + order	COMMENT
MEDIUM	python/triton/runtime/jit.py	405	# Create the function argument list and the dict entries for the return statement	COMMENT
MEDIUM	python/triton/runtime/jit.py	1153	# Create a bound function to support constexpr_function methods	STRING
MEDIUM	python/triton/language/core.py	1689	# Define the wrapped Triton value type.	COMMENT
MEDIUM	…rnels/tensor_details/layout_details/blackwell_scale.py	177	# The following code is equivalent to the above, but faster for GPU tensors.	COMMENT
MEDIUM	python/tutorials/02-fused-softmax.py	173	# Create a number of persistent programs.	COMMENT
MEDIUM	python/tutorials/01-vector-add.py	46	# Create a mask to guard memory operations against out-of-bounds accesses.	COMMENT
MEDIUM	docs/conf.py	6	# This file is execfile()d with the current directory set to its	COMMENT
MEDIUM	third_party/proton/proton/hooks/instrumentation.py	39	# Create the buffer	COMMENT
MEDIUM	third_party/proton/proton/hooks/instrumentation.py	111	# Create the appropriate mode instance	COMMENT
MEDIUM	third_party/amd/python/test/test_gluon_cdna5.py	2553	# Create a flattened view into the nD reference to unify the indexing logic over all dimensions	COMMENT
MEDIUM	third_party/amd/python/examples/gluon/mxfp_fa_cdna5.py	3145	# Create a pytest id	COMMENT

AI Slop Vocabulary16 hits · 42 pts

Severity	File	Line	Snippet	Context
MEDIUM	…iton/experimental/gluon/language/amd/cdna5/_layouts.py	106	"""Create partitioned shared memory layouts and WMMA layout for a CDNA5 GEMM in order to avoid LDS partition conflic	STRING
MEDIUM	…riton/tools/triton_to_gluon_translator/slice_kernel.py	116	# HACK: An AST rewrite would be more robust, but this works for now.	COMMENT
MEDIUM	python/triton/runtime/cache.py	115	# use temp dir to be robust against program interruptions	COMMENT
LOW	python/triton/runtime/interpreter.py	1526	# e.g., dynamically generated functions, we cannot rewrite it so just return the original function	COMMENT
MEDIUM	python/triton_kernels/bench/bench_dense_matmul.py	3	# This is not meant to be a comprehensive benchmark of triton_kernels.	COMMENT
MEDIUM	python/triton_kernels/bench/bench_dense_matmul.py	135	# even for the fp16 benchmark path. Match that when reproducing the OpenAI harness.	COMMENT
MEDIUM	python/tutorials/09-persistent-matmul.py	417	# Enable warp specialization to leverage async warp scheduling in the GPU.	COMMENT
MEDIUM	python/tutorials/10-block-scaled-matmul.py	405	# With 256 elements we better utilize the L2 and don't require the TMA	COMMENT
MEDIUM	python/tutorials/gluon/11-tcgen05-mma-scaled.py	654	# elements. With 256 bytes along the inner dimension, we better utilize the	COMMENT
MEDIUM	python/tutorials/gluon/08-warp-specialization.py	369	# specialization is especially powerful when used to build intricate schedules	COMMENT
MEDIUM	python/tutorials/gluon/02-layouts.py	868	# Linear layouts are extremely poweful, and can be used in conjunction with	COMMENT
MEDIUM	python/tutorials/gluon/07-persistence.py	841	# work in conjunction with the GPU, getting the best of both worlds. This is	COMMENT
LOW	third_party/amd/python/test/test_gluon_cdna5.py	3117	# In practice, since we know that phase is initialized to 0, we can just set count = NUM_WARPS * WARP_SIZE and call	COMMENT
LOW	third_party/amd/python/test/test_gluon_cdna5.py	3178	# In practice, since we know that phase is initialized to 0, we can just set count = NUM_WARPS and call directly ttg	COMMENT
MEDIUM	…party/amd/lib/TritonAMDGPUTransforms/ScheduleLoops.cpp	210	/// which is not coalesced. To better utilize global memory bandwidth,	COMMENT
MEDIUM	…party/amd/lib/TritonAMDGPUToLLVM/LoadStoreOpToLLVM.cpp	2333	// In the case of unpaired f16 elements utilize dpp instructions to	COMMENT

AI Structural Patterns37 hits · 35 pts

Severity	File	Line	Context
LOW	python/test/unit/language/test_core.py	224	CODE
LOW	python/triton/testing.py	43	CODE
LOW	python/triton/experimental/gluon/_runtime.py	75	CODE
LOW	python/triton/tools/ragged_tma.py	76	CODE
LOW	…/tools/triton_to_gluon_translator/blackwell_helpers.py	93	CODE
LOW	…/tools/triton_to_gluon_translator/blackwell_helpers.py	205	CODE
LOW	…/tools/triton_to_gluon_translator/blackwell_helpers.py	304	CODE
LOW	…triton/tools/triton_to_gluon_translator/amd_helpers.py	302	CODE
LOW	…ton/tools/triton_to_gluon_translator/nvidia_helpers.py	53	CODE
LOW	…ton/tools/triton_to_gluon_translator/nvidia_helpers.py	133	CODE
LOW	…/triton/tools/triton_to_gluon_translator/translator.py	255	CODE
LOW	python/triton/runtime/jit.py	963	CODE
LOW	python/triton/runtime/autotuner.py	409	CODE
LOW	python/triton/runtime/autotuner.py	21	CODE
LOW	python/triton/language/standard.py	409	CODE
LOW	python/triton/language/core.py	3609	CODE
LOW	python/triton/compiler/code_generator.py	296	CODE
LOW	python/examples/gluon/04-2cta-block-scale-matmul.py	818	CODE
LOW	python/triton_kernels/triton_kernels/matmul.py	245	CODE
LOW	python/triton_kernels/triton_kernels/matmul.py	840	CODE
LOW	python/triton_kernels/triton_kernels/reduce.py	664	CODE
LOW	python/triton_kernels/triton_kernels/reduce.py	1143	CODE
LOW	python/triton_kernels/triton_kernels/reduce.py	1181	CODE
LOW	python/triton_kernels/triton_kernels/testing.py	296	CODE
LOW	python/triton_kernels/triton_kernels/swiglu.py	100	CODE
LOW	python/triton_kernels/triton_kernels/swiglu.py	82	CODE
LOW	…n_kernels/tensor_details/layout_details/cdna4_scale.py	77	CODE
LOW	…_kernels/tensor_details/layout_details/hopper_value.py	280	CODE
LOW	…_kernels/tensor_details/layout_details/hopper_value.py	244	CODE
LOW	…rnels/tensor_details/layout_details/blackwell_scale.py	209	CODE
LOW	…_kernels/tensor_details/layout_details/hopper_scale.py	112	CODE
LOW	…ton_kernels/triton_kernels/matmul_details/_p_matmul.py	62	CODE
LOW	…riton_kernels/triton_kernels/matmul_details/_matmul.py	43	CODE
LOW	python/tutorials/02-fused-softmax.py	59	CODE
LOW	python/tutorials/gluon/14-multicta.py	1066	CODE
LOW	third_party/amd/python/examples/gluon/moe_cdna5.py	1202	CODE
LOW	third_party/amd/python/examples/gluon/mxfp_fa_cdna5.py	3000	CODE

Overly Generic Function Names20 hits · 21 pts

Severity	File	Line	Snippet	Context
LOW⚡	python/test/unit/tools/test_slice_kernel.py	749	def helper() -> None:	CODE
LOW⚡	python/test/unit/tools/test_slice_kernel.py	765	def helper() -> int:	CODE
LOW	python/test/unit/tools/test_slice_kernel.py	130	def helper() -> int:	CODE
LOW	python/test/unit/tools/test_slice_kernel.py	157	def helper() -> int:	CODE
LOW	python/test/unit/tools/test_slice_kernel.py	178	def helper() -> int:	CODE
LOW	python/test/unit/tools/test_slice_kernel.py	205	def helper() -> int:	CODE
LOW	python/test/unit/tools/test_slice_kernel.py	466	def helper() -> None:	CODE
LOW	python/test/unit/tools/test_slice_kernel.py	481	def helper() -> None:	CODE
LOW	python/test/unit/tools/test_slice_kernel.py	501	def helper():	CODE
LOW	python/test/unit/tools/test_slice_kernel.py	516	def helper():	CODE
LOW	python/test/unit/tools/test_slice_kernel.py	539	def helper() -> None:	CODE
LOW	python/test/unit/tools/test_slice_kernel.py	558	def helper() -> None:	CODE
LOW	python/test/unit/tools/test_slice_kernel.py	607	def helper():	CODE
LOW	python/test/unit/tools/test_slice_kernel.py	622	def helper():	CODE
LOW	python/test/unit/tools/test_slice_kernel.py	649	def helper() -> None:	CODE
LOW	python/test/unit/tools/test_slice_kernel.py	668	def helper() -> None:	CODE
LOW	python/test/unit/tools/test_slice_kernel.py	691	def helper() -> None:	CODE
LOW	python/test/unit/tools/test_slice_kernel.py	710	def helper() -> None:	CODE
LOW	python/test/unit/tools/test_slice_kernel.py	733	def helper() -> None:	CODE
LOW	python/test/unit/runtime/test_driver.py	284	def helper(value):	CODE

Cross-File Repetition3 hits · 15 pts

Severity	File	Snippet	Context
HIGH	…iton/experimental/gluon/language/amd/cdna5/__init__.py	computes matrix multiplication ``a * b + acc`` using an amd wmma instruction. args: a (tensor): the operand a to be mult	STRING
HIGH	…iton/experimental/gluon/language/amd/rdna4/__init__.py	computes matrix multiplication ``a * b + acc`` using an amd wmma instruction. args: a (tensor): the operand a to be mult	STRING
HIGH	…iton/experimental/gluon/language/amd/rdna3/__init__.py	computes matrix multiplication ``a * b + acc`` using an amd wmma instruction. args: a (tensor): the operand a to be mult	STRING

Redundant / Tautological Comments10 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	python/build_helpers.py	131	# Set timeout to 300 seconds to prevent the request from hanging forever.	COMMENT
LOW	python/triton/compiler/code_generator.py	151	# Check if the given syntax node has an "early" return	COMMENT
LOW	utils/generate-test-checks.py	177	# Check if an existing variable exists for this name.	STRING
LOW	utils/generate-test-checks.py	320	# Check if this is an attribute definition and process it	STRING
LOW	third_party/proton/proton/hooks/hook.py	93	# Check if any other sessions rely on this hook	COMMENT
LOW	third_party/amd/python/test/address_sanitizer_helper.py	23	#Set access to go out of bounds for ASAN test	COMMENT
LOW	third_party/amd/backend/driver.py	345	# Check if cooperative groups are supported on the device.	COMMENT
LOW	.github/workflows/integration-tests-nvidia.yml	44	# Check if files exist before proceeding	COMMENT
LOW	.github/workflows/integration-tests-amd.yml	69	# Check if files exist before proceeding	COMMENT
LOW	.github/workflows/build-macos.yml	37	# Check if files exist before proceeding	COMMENT

Cross-Language Confusion2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	python/test/unit/tools/test_aot.py	147	while (fscanf(file, "%hd,", &buffer[index]) != EOF && index < size) {	CODE
HIGH	python/triton/experimental/gsan/symmetric_memory.py	418	stack.push(listener)	CODE

Slop Phrases4 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	python/test/unit/language/test_core.py	6990	# reuse the temp variable and make sure to check that it isn't creating incorrect IR.	STRING
LOW	python/tutorials/01-vector-add.py	74	# - Don't forget to pass meta-parameters as keywords arguments.	COMMENT
MEDIUM	python/tutorials/gluon/14-multicta.py	357	# It's worth noting that the pattern changes a bit once the TMA has to wait on the tcgen05_mma	COMMENT
MEDIUM	python/tutorials/gluon/02-layouts.py	839	# require reordering registers within a thread (which is free), you can use	COMMENT

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	python/tutorials/11-programmatic-dependent-launch.py	26	# In this example	COMMENT

Fake / Example Data11 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW⚡	python/test/unit/language/test_line_info.py	586	run_filecheck("placeholder", h.asm["ttir"], check_template)	STRING
LOW	python/test/unit/language/test_line_info.py	345	run_filecheck("placeholder", h.asm["ttir"], check_template)	STRING
LOW	python/test/unit/language/test_line_info.py	365	run_filecheck("placeholder", h.asm["ttir"], check_template)	STRING
LOW	python/test/unit/language/test_line_info.py	384	run_filecheck("placeholder", h.asm["ttir"], check_template)	STRING
LOW	python/test/unit/language/test_line_info.py	397	run_filecheck("placeholder", h.asm["ttir"], check_template)	STRING
LOW	python/test/unit/language/test_line_info.py	417	run_filecheck("placeholder", h.asm["ttir"], check_template)	STRING
LOW	python/test/unit/language/test_line_info.py	443	run_filecheck("placeholder", h.asm["ttir"], check_template)	STRING
LOW	python/test/unit/language/test_line_info.py	467	run_filecheck("placeholder", h.asm["ttir"], check_template)	STRING
LOW	python/test/unit/language/test_line_info.py	494	run_filecheck("placeholder", h.asm["ttir"], check_template)	STRING
LOW	python/test/unit/language/test_line_info.py	607	run_filecheck("placeholder", h.asm["ttir"], check_template)	STRING
LOW	python/triton/_filecheck.py	87	run_filecheck("placeholder", mlir_module.str_nodebug(), check_template)	CODE

Docstring Block Structure1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…on/triton/experimental/gluon/language/amd/cdna5/tdm.py	162	Update selected fields of a TDM descriptor; return a new descriptor SSA value. Each parameter is independently opti	STRING

TODO Padding3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	third_party/amd/backend/include/hip/hip_runtime_api.h	2500	// TODO: implement IPC apis	COMMENT
LOW	lib/Analysis/Alias.cpp	67	// TODO: implement	COMMENT
LOW	lib/Analysis/Alias.cpp	73	// TODO: implement	COMMENT

Dead Code2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	python/test/unit/language/test_compile_errors.py	172		CODE
MEDIUM	python/triton_kernels/triton_kernels/tensor.py	97		CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	bin/triton-tensor-layout.cpp	23	// Example usage:	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings