apache/tvm

Pattern Findings

The scanner identified 12827 distinct pattern matches across 24 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Hallucination Indicators489 hits · 4485 pts

Severity	File	Line	Snippet	Context
CRITICAL	python/tvm/backend/cuda/ptx/engine.py	26	such as ``T.ptx.ld.global_.acquire.gpu.b32(addr)`` against the table:	STRING
CRITICAL	python/tvm/backend/cuda/ptx/engine.py	37	``T.ptx.ld.acquire.gpu.global_.b32(val, ptr)``.	STRING
CRITICAL	python/tvm/backend/cuda/lang/pipeline.py	180	T.ptx.mbarrier.init.shared.b64(self.buf.ptr_to([i]), T.uint32(count))	CODE
CRITICAL	python/tvm/backend/cuda/lang/pipeline.py	216	T.ptx.mbarrier.arrive.shared.b64(	CODE
CRITICAL	python/tvm/backend/cuda/lang/pipeline.py	220	T.ptx.mbarrier.arrive.shared.b64(	CODE
CRITICAL	python/tvm/backend/cuda/lang/pipeline.py	279	T.ptx.mbarrier.arrive.shared.b64(bar, T.uint32(1))	CODE
CRITICAL	python/tvm/backend/cuda/lang/pipeline.py	281	T.ptx.mbarrier.arrive.expect_tx.shared.b64(bar, T.uint32(tx_count))	CODE
CRITICAL⚡	python/tvm/backend/cuda/lang/clc.py	45	T.ptx.clusterlaunchcontrol.query_cancel.is_canceled.pred.b128(canceled, response)	CODE
CRITICAL⚡	python/tvm/backend/cuda/lang/clc.py	47	T.ptx.clusterlaunchcontrol.query_cancel.get_first_ctaid__x.b32.b128(	CODE
CRITICAL⚡	python/tvm/backend/cuda/lang/clc.py	52	T.ptx.fence.proxy.async_.shared__cta()	CODE
CRITICAL	tests/python/tirx-base/test_tir_ptx_mma_sp.py	75	T.ptx.mma.sp.sync.aligned.m16n8k16.row.col.f16.f16.f16.f16(	CODE
CRITICAL	tests/python/tirx-base/test_tir_ptx_mma_sp.py	121	T.ptx.mma.sp.sync.aligned.m16n8k16.row.col.f32.f16.f16.f32(	CODE
CRITICAL	tests/python/tirx-base/test_tir_ptx_mma_sp.py	172	T.ptx.mma.sp.sync.aligned.m16n8k32.row.col.f16.f16.f16.f16(	CODE
CRITICAL	tests/python/tirx-base/test_tir_ptx_mma_sp.py	222	T.ptx.mma.sp.sync.aligned.m16n8k32.row.col.f32.f16.f16.f32(	CODE
CRITICAL	…end/adreno/test_transform_fold_vdevice_scope_change.py	32	mod = tvm.relax.backend.adreno.transform.FoldVDeviceScopeChange()(input)	CODE
CRITICAL	…backend/adreno/test_transform_annotate_custom_scope.py	93	mod = tvm.relax.backend.adreno.transform.AnnotateCustomMemoryScope(tgt)(mod)	CODE
CRITICAL	…backend/adreno/test_transform_annotate_custom_scope.py	105	mod = tvm.relax.backend.adreno.transform.FoldVDeviceScopeChange()(mod)	CODE
CRITICAL⚡	tests/python/tirx/test_roundtrip_namespaces.py	31	T.ptx.wgmma.commit_group.sync.aligned()	CODE
CRITICAL⚡	tests/python/tirx/test_roundtrip_namespaces.py	34	T.ptx.fence.proxy.async_.shared__cta()	CODE
CRITICAL⚡	tests/python/tirx/test_verifier.py	131	T.ptx.mbarrier.init.shared.b64(bar.data, T.uint32(1))	CODE
CRITICAL⚡	tests/python/tirx/test_verifier.py	132	T.ptx.fence.proxy.async_.shared__cta()	CODE
CRITICAL⚡	tests/python/tirx/test_verifier.py	134	T.ptx.mbarrier.arrive.expect_tx.shared.b64(bar.data, T.uint32(16164))	CODE
CRITICAL⚡	tests/python/tirx/codegen/test_codegen_hopper.py	461	T.ptx.mbarrier.init.shared.b64(T.address_of(bar), T.uint32(1))	CODE
CRITICAL⚡	tests/python/tirx/codegen/test_codegen_hopper.py	462	T.ptx.fence.proxy.async_.shared__cta()	CODE
CRITICAL⚡	tests/python/tirx/codegen/test_codegen_hopper.py	466	T.ptx.mbarrier.arrive.expect_tx.shared.b64(	CODE
CRITICAL⚡	tests/python/tirx/codegen/test_codegen_hopper.py	473	T.ptx.fence.proxy.async_.shared__cta()	CODE
CRITICAL⚡	tests/python/tirx/codegen/test_codegen_hopper.py	479	T.ptx.cp.async_.bulk.commit_group()	CODE
CRITICAL⚡	tests/python/tirx/codegen/test_codegen_hopper.py	480	T.ptx.cp.async_.bulk.wait_group(0)	CODE
CRITICAL⚡	tests/python/tirx/codegen/test_codegen_hopper.py	663	T.ptx.mbarrier.init.shared.b64(T.address_of(bar), T.uint32(1))	CODE
CRITICAL⚡	tests/python/tirx/codegen/test_codegen_hopper.py	664	T.ptx.fence.proxy.async_.shared__cta()	CODE
CRITICAL⚡	tests/python/tirx/codegen/test_codegen_hopper.py	668	T.ptx.mbarrier.arrive.expect_tx.shared.b64(	CODE
CRITICAL⚡	tests/python/tirx/codegen/test_codegen_hopper.py	675	T.ptx.fence.proxy.async_.shared__cta()	CODE
CRITICAL⚡	tests/python/tirx/codegen/test_codegen_hopper.py	681	T.ptx.cp.async_.bulk.commit_group()	CODE
CRITICAL⚡	tests/python/tirx/codegen/test_codegen_hopper.py	682	T.ptx.cp.async_.bulk.wait_group(0)	CODE
CRITICAL⚡	tests/python/tirx/codegen/test_codegen_hopper.py	767	T.ptx.mbarrier.init.shared.b64(T.address_of(bar), T.uint32(1))	CODE
CRITICAL⚡	tests/python/tirx/codegen/test_codegen_hopper.py	768	T.ptx.fence.proxy.async_.shared__cta()	CODE
CRITICAL⚡	tests/python/tirx/codegen/test_codegen_hopper.py	769	T.ptx.mbarrier.arrive.expect_tx.shared.b64(	CODE
CRITICAL⚡	tests/python/tirx/codegen/test_codegen_hopper.py	787	T.ptx.fence.proxy.async_.shared__cta()	CODE
CRITICAL⚡	tests/python/tirx/codegen/test_codegen_hopper.py	797	T.ptx.cp.async_.bulk.commit_group()	CODE
CRITICAL⚡	tests/python/tirx/codegen/test_codegen_hopper.py	798	T.ptx.cp.async_.bulk.wait_group(0)	CODE
CRITICAL⚡	tests/python/tirx/codegen/test_codegen_hopper.py	878	T.ptx.mbarrier.init.shared.b64(T.address_of(bar), T.uint32(1))	CODE
CRITICAL⚡	tests/python/tirx/codegen/test_codegen_hopper.py	879	T.ptx.fence.proxy.async_.shared__cta()	CODE
CRITICAL⚡	tests/python/tirx/codegen/test_codegen_hopper.py	880	T.ptx.mbarrier.arrive.expect_tx.shared.b64(	CODE
CRITICAL⚡	tests/python/tirx/codegen/test_codegen_hopper.py	995	T.ptx.fence.proxy.async_.shared__cta()	CODE
CRITICAL⚡	tests/python/tirx/codegen/test_codegen_hopper.py	1000	T.ptx.cp.async_.bulk.commit_group()	CODE
CRITICAL⚡	tests/python/tirx/codegen/test_codegen_hopper.py	1001	T.ptx.cp.async_.bulk.wait_group(0)	CODE
CRITICAL⚡	tests/python/tirx/codegen/test_codegen_hopper.py	1094	T.ptx.mbarrier.init.shared.b64(T.address_of(bar), T.uint32(1))	CODE
CRITICAL⚡	tests/python/tirx/codegen/test_codegen_hopper.py	1095	T.ptx.fence.proxy.async_.shared__cta()	CODE
CRITICAL⚡	tests/python/tirx/codegen/test_codegen_hopper.py	1105	T.ptx.mbarrier.arrive.expect_tx.shared.b64(	CODE
CRITICAL⚡	tests/python/tirx/codegen/test_codegen_hopper.py	1275	T.ptx.mbarrier.init.shared.b64(T.address_of(bar), T.uint32(1))	CODE
CRITICAL⚡	tests/python/tirx/codegen/test_codegen_hopper.py	1276	T.ptx.fence.proxy.async_.shared__cta()	CODE
CRITICAL⚡	tests/python/tirx/codegen/test_codegen_hopper.py	1283	T.ptx.mbarrier.arrive.expect_tx.shared.b64(T.address_of(bar), T.uint32(B_bytes))	CODE
CRITICAL⚡	tests/python/tirx/codegen/test_codegen_hopper.py	1298	T.ptx.wgmma.fence.sync.aligned()	CODE
CRITICAL⚡	tests/python/tirx/codegen/test_codegen_hopper.py	1308	T.ptx.wgmma.commit_group.sync.aligned()	CODE
CRITICAL⚡	tests/python/tirx/codegen/test_codegen_hopper.py	1309	T.ptx.wgmma.wait_group.sync.aligned(0)	CODE
CRITICAL	tests/python/tirx/codegen/test_codegen_hopper.py	352	T.ptx.fence.mbarrier_init.release.cluster()	CODE
CRITICAL	tests/python/tirx/codegen/test_codegen_hopper.py	405	T.ptx.fence.proxy.async_.global_()	CODE
CRITICAL	tests/python/tirx/codegen/test_codegen_hopper.py	406	T.ptx.fence.proxy.async_.shared__cta()	CODE
CRITICAL	tests/python/tirx/codegen/test_codegen_hopper.py	936	T.ptx.cp.async_.bulk.commit_group()	CODE
CRITICAL	tests/python/tirx/codegen/test_codegen_hopper.py	937	T.ptx.cp.async_.bulk.wait_group(0)	CODE
429 more matches not shown…

Hyper-Verbose Identifiers4920 hits · 4484 pts

Severity	File	Line	Snippet	Context
LOW	python/tvm/sym/int_set.py	96	def estimate_region_lower_bound(region, var_dom, predicate, analyzer=None):	CODE
LOW	python/tvm/sym/int_set.py	123	def estimate_region_strict_bound(region, var_dom, predicate, analyzer=None):	CODE
LOW	python/tvm/sym/int_set.py	150	def estimate_region_upper_bound(region, var_dom, predicate, analyzer=None):	CODE
LOW	python/tvm/sym/analyzer.py	319	def reset_rewrite_simplify_stats(self):	CODE
LOW	python/tvm/sym/analyzer.py	376	def set_maximum_rewrite_steps(self, maximum: int) -> None:	CODE
LOW	python/tvm/sym/iter_affine_map.py	257	def normalize_iter_map_to_expr(expr):	CODE
LOW	python/tvm/topi/scatter.py	27	def _verify_scatter_nd_inputs(data, indices, updates):	CODE
LOW	python/tvm/topi/gpu/scan.py	320	def get_reduction_from_exclusive_scan(data, ex_scan_output, binop=operator.add):	CODE
LOW	python/tvm/topi/nn/winograd_util.py	164	def winograd_transform_matrices(tile_size, kernel_size, out_dtype):	CODE
LOW	python/tvm/topi/vision/nms_util.py	244	def collect_selected_indices_and_scores(	CODE
LOW	python/tvm/topi/vision/nms.py	1055	def _collect_selected_indices_ir(	CODE
LOW	python/tvm/topi/vision/nms.py	1102	def _collect_selected_indices_and_scores_ir(	CODE
LOW	python/tvm/topi/vision/nms.py	1168	def all_class_non_max_suppression(	CODE
LOW	python/tvm/topi/image/resize.py	28	def can_convert_multiply_to_intdiv(origin_size, scaled_size):	CODE
LOW	python/tvm/topi/testing/adaptive_pool_python.py	77	def adaptive_pool_channel_first(np_data, out_size, pool_op, np_op):	CODE
LOW	python/tvm/topi/testing/adaptive_pool_python.py	91	def adaptive_pool_channel_last(np_data, out_size, pool_op, np_op):	CODE
LOW	python/tvm/topi/testing/nms_python.py	37	def non_max_suppression_python(	CODE
LOW	python/tvm/ir/expr.py	596	def _normalize_constructor_args(op, args, attrs, ty_args, loc, ty):	CODE
LOW	python/tvm/target/detect_target.py	49	def register_device_target_detector(device_type: str, detector: Callable[[Device], Target]) -> None:	CODE
LOW	python/tvm/target/detect_target.py	54	def detect_target_from_device(dev: str \| Device) -> Target:	CODE
LOW	python/tvm/runtime/params.py	98	def load_param_dict_from_file(path):	CODE
LOW	python/tvm/runtime/device.py	87	def max_shared_memory_per_block(self):	CODE
LOW	python/tvm/runtime/module.py	112	def _collect_from_import_tree(self, filter_func):	CODE
LOW	python/tvm/runtime/module.py	235	def get_source_format_from_module(module):	CODE
LOW	python/tvm/runtime/disco/session.py	600	def _create_socket_session_local_workers(num_workers) -> Session:	CODE
LOW	python/tvm/s_tir/__init__.py	48	def _initialize_script_namespace():	CODE
LOW	python/tvm/s_tir/schedule/analysis.py	68	def get_tensorize_loop_mapping(	CODE
LOW	python/tvm/s_tir/schedule/analysis.py	96	def get_auto_tensorize_mapping_info(	CODE
LOW	python/tvm/s_tir/schedule/schedule.py	80	def _parse_error_render_level(error_render_level: str) -> int:	CODE
LOW	python/tvm/s_tir/schedule/schedule.py	105	def _get_sblock_default_dtype(block: SBlock) -> str:	CODE
LOW	python/tvm/s_tir/schedule/schedule.py	1053	def matmul_after_reorder_block_iter_var(	STRING
LOW	python/tvm/s_tir/schedule/schedule.py	1591	def before_reindex_cache_read(A: T.Tensor((128, 128)), B: T.Tensor((128, 128))) -> None:	STRING
LOW	python/tvm/s_tir/schedule/schedule.py	1691	def before_reindex_cache_write(	CODE
LOW	python/tvm/s_tir/schedule/schedule.py	2182	def before_reverse_compute_at(	CODE
LOW	python/tvm/s_tir/schedule/schedule.py	3437	def two_elementwise_transformed_intermediate_buffer(	CODE
LOW	python/tvm/s_tir/schedule/schedule.py	3522	def before_transform_block_layout(	CODE
LOW	python/tvm/s_tir/schedule/schedule.py	3544	def after_transform_block_layout(	CODE
LOW	python/tvm/s_tir/schedule/schedule.py	3852	def unsafe_hide_buffer_access(	CODE
LOW	python/tvm/s_tir/schedule/schedule.py	3912	def before_annotate_buffer_access(	STRING
LOW	python/tvm/s_tir/schedule/schedule.py	3941	def after_annotate_buffer_access(	STRING
LOW	python/tvm/s_tir/schedule/testing.py	29	def assert_structural_equal_ignore_global_symbol(	CODE
LOW	python/tvm/s_tir/analysis/__init__.py	58	def get_sblock_read_write_region(	CODE
LOW	python/tvm/s_tir/analysis/__init__.py	145	def calculate_allocated_bytes(	CODE
LOW	python/tvm/s_tir/analysis/__init__.py	197	def get_vtcm_compaction_passes() -> list[tvm.transform.Pass]:	CODE
LOW	python/tvm/s_tir/script/ir_builder/parser_protocol.py	73	def _check_module_well_formed(module):	CODE
LOW	python/tvm/s_tir/script/ir_builder/ir.py	148	def block_name_suffix_context(block_suffix: str):	CODE
LOW	python/tvm/s_tir/meta_schedule/logging.py	179	def _batch_parameterize_config(	CODE
LOW	python/tvm/s_tir/meta_schedule/logging.py	239	def get_loggers_from_work_dir(	CODE
LOW	python/tvm/s_tir/meta_schedule/trace_apply.py	25	def schedule_using_anchor_trace(sch: Schedule, anchor_trace: Trace, target: Target) -> None:	CODE
LOW	python/tvm/s_tir/meta_schedule/relax_integration.py	107	def extracted_tasks_to_tune_contexts(	CODE
LOW	python/tvm/s_tir/meta_schedule/utils.py	134	def get_global_func_with_default_on_worker(	CODE
LOW	python/tvm/s_tir/meta_schedule/utils.py	171	def get_global_func_on_rpc_session(	CODE
LOW	python/tvm/s_tir/meta_schedule/tune_context.py	248	def generate_measure_candidates(self) -> list["MeasureCandidate"] \| None:	CODE
LOW	…/s_tir/meta_schedule/schedule/cuda/layout_transform.py	135	def pad_dimension_to_at_least_number(loop: LoopRV, requested_size: int):	CODE
LOW	…/s_tir/meta_schedule/schedule/cuda/layout_transform.py	140	def pad_dimension_to_factor_of_tile_size(	CODE
LOW	…/s_tir/meta_schedule/schedule/cuda/layout_transform.py	239	def get_high_level_loop_structure(	CODE
LOW	…/s_tir/meta_schedule/schedule/cuda/layout_transform.py	503	def cuda_layout_transform_schedule_rule(	CODE
LOW	…s_tir/meta_schedule/space_generator/space_generator.py	65	def _initialize_with_tune_context(self, context: "TuneContext") -> None:	CODE
LOW	…s_tir/meta_schedule/space_generator/space_generator.py	231	def _initialize_with_tune_context(self, context: "TuneContext") -> None:	CODE
LOW	python/tvm/s_tir/meta_schedule/cost_model/xgb_model.py	684	def optional_xgboost_callback(cls):	CODE
4860 more matches not shown…

Over-Commented Block2062 hits · 1954 pts

Severity	File	Line	Snippet	Context
LOW	.asf.yaml	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	.asf.yaml	41		COMMENT
LOW	.markdownlint-cli2.yaml	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	CMakeLists.txt	621	# library is large enough that ld can relax an indirect GOT call (LLVM built	COMMENT
LOW	.pre-commit-config.yaml	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	pyproject.toml	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	.yamllint.yaml	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	docker/dev_common.sh	1	#!/bin/bash -e	COMMENT
LOW	docker/build.sh	1	#!/usr/bin/env bash	COMMENT
LOW	docker/build.sh	21	# Build a docker container and optionally execute command within a it	COMMENT
LOW	docker/build.sh	41	# DOCKERFILE_PATH: (Optional) Path to the Dockerfile used for docker build. If	COMMENT
LOW	docker/bash.sh	1	#!/usr/bin/env bash	COMMENT
LOW	docker/bash.sh	21	# Start a bash, mount REPO_MOUNT_POINT to be current directory.	COMMENT
LOW	docker/clear-stale-images.sh	1	#!/bin/bash	COMMENT
LOW	docker/install/ubuntu_install_core.sh	1	#!/bin/bash	COMMENT
LOW	docker/install/ubuntu_install_libtorch.sh	1	#!/bin/bash	COMMENT
LOW	docker/install/ubuntu_install_dgl.sh	1	#!/bin/bash	COMMENT
LOW	docker/install/ubuntu_setup_tz.sh	1	#!/bin/bash	COMMENT
LOW	docker/install/ubuntu_install_nodejs.sh	1	#!/bin/bash	COMMENT
LOW	docker/install/ubuntu_install_tflite.sh	1	#!/bin/bash	COMMENT
LOW	docker/install/ubuntu_install_googletest.sh	1	#!/bin/bash	COMMENT
LOW	docker/install/ubuntu_install_vulkan.sh	1	#!/bin/bash	COMMENT
LOW	docker/install/ubuntu_install_onnx.sh	1	#!/bin/bash	COMMENT
LOW	docker/install/ubuntu_install_dnnl.sh	1	#!/bin/bash	COMMENT
LOW	docker/install/ubuntu_install_aprofile_aem.sh	1	#!/bin/bash	COMMENT
LOW	docker/install/ubuntu_install_xgboost.sh	1	#!/bin/bash	COMMENT
LOW	docker/install/ubuntu_install_java.sh	1	#!/bin/bash	COMMENT
LOW	docker/install/ubuntu_install_jax.sh	1	#!/bin/bash	COMMENT
LOW	docker/install/ubuntu_install_sphinx.sh	1	#!/bin/bash	COMMENT
LOW	docker/install/ubuntu_install_rocm.sh	1	#!/bin/bash	COMMENT
LOW	docker/install/ubuntu_install_nnef.sh	1	#!/bin/bash	COMMENT
LOW	docker/install/ubuntu_install_universal.sh	1	#!/bin/bash	COMMENT
LOW	docker/install/ubuntu_install_cmake.sh	1	#!/bin/bash	COMMENT
LOW	docker/install/ubuntu_install_tensorflow_aarch64.sh	1	#!/bin/bash	COMMENT
LOW	docker/install/ubuntu_install_coreml.sh	1	#!/bin/bash	COMMENT
LOW	docker/install/ubuntu_install_emscripten.sh	1	#!/bin/bash	COMMENT
LOW	docker/install/ubuntu_install_opencl.sh	1	#!/bin/bash	COMMENT
LOW	docker/install/ubuntu_install_python_package.sh	1	#!/bin/bash	COMMENT
LOW	docker/install/ubuntu_install_python.sh	1	#!/bin/bash	COMMENT
LOW	docker/install/ubuntu_install_sccache.sh	1	#!/bin/bash	COMMENT
LOW	docker/install/ubuntu_install_tensorflow.sh	1	#!/bin/bash	COMMENT
LOW	docker/install/ubuntu_install_llvm.sh	1	#!/bin/bash	COMMENT
LOW	docker/install/ubuntu_install_cuda_python.sh	1	#!/bin/bash	COMMENT
LOW	docker/python/bootstrap/generate.sh	1	#!/bin/env bash	COMMENT
LOW	docker/utils/apt-install-and-clear.sh	1	#!/bin/bash -e	COMMENT
LOW	docker/utils/download-and-verify.sh	1	#!/bin/bash	COMMENT
LOW	python/tvm/error.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	python/tvm/__init__.py	1	# isort: skip_file	COMMENT
LOW	python/tvm/libinfo.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	python/tvm/base.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	python/tvm/sym/int_set.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	python/tvm/sym/analyzer.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	python/tvm/sym/_ffi_api.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	python/tvm/sym/__init__.py	1	# isort: skip_file	COMMENT
LOW	python/tvm/sym/pattern.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	python/tvm/sym/utils.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	python/tvm/sym/iter_affine_map.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	python/tvm/sym/bound.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	python/tvm/topi/signal.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	python/tvm/topi/slice_scatter.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
2002 more matches not shown…

Unused Imports2518 hits · 1940 pts

Severity	File	Line	Context
LOW	python/tvm/__init__.py	26	CODE
LOW	python/tvm/__init__.py	26	CODE
LOW	python/tvm/__init__.py	26	CODE
LOW	python/tvm/__init__.py	29	CODE
LOW	python/tvm/__init__.py	33	CODE
LOW	python/tvm/__init__.py	34	CODE
LOW	python/tvm/__init__.py	34	CODE
LOW	python/tvm/__init__.py	34	CODE
LOW	python/tvm/__init__.py	34	CODE
LOW	python/tvm/__init__.py	34	CODE
LOW	python/tvm/__init__.py	34	CODE
LOW	python/tvm/__init__.py	35	CODE
LOW	python/tvm/__init__.py	35	CODE
LOW	python/tvm/__init__.py	35	CODE
LOW	python/tvm/__init__.py	35	CODE
LOW	python/tvm/__init__.py	36	CODE
LOW	python/tvm/__init__.py	36	CODE
LOW	python/tvm/__init__.py	42	CODE
LOW	python/tvm/__init__.py	43	CODE
LOW	python/tvm/__init__.py	44	CODE
LOW	python/tvm/__init__.py	48	CODE
LOW	python/tvm/__init__.py	51	CODE
LOW	python/tvm/__init__.py	52	CODE
LOW	python/tvm/__init__.py	55	CODE
LOW	python/tvm/__init__.py	58	CODE
LOW	python/tvm/__init__.py	59	CODE
LOW	python/tvm/__init__.py	62	CODE
LOW	python/tvm/__init__.py	65	CODE
LOW	python/tvm/__init__.py	68	CODE
LOW	python/tvm/__init__.py	71	CODE
LOW	python/tvm/__init__.py	74	CODE
LOW	python/tvm/__init__.py	74	CODE
LOW	python/tvm/__init__.py	80	CODE
LOW	python/tvm/__init__.py	133	CODE
LOW	python/tvm/libinfo.py	19	CODE
LOW	python/tvm/sym/__init__.py	20	CODE
LOW	python/tvm/sym/__init__.py	20	CODE
LOW	python/tvm/sym/__init__.py	20	CODE
LOW	python/tvm/sym/__init__.py	20	CODE
LOW	python/tvm/sym/__init__.py	20	CODE
LOW	python/tvm/sym/__init__.py	20	CODE
LOW	python/tvm/sym/__init__.py	28	CODE
LOW	python/tvm/sym/__init__.py	28	CODE
LOW	python/tvm/sym/__init__.py	28	CODE
LOW	python/tvm/sym/__init__.py	28	CODE
LOW	python/tvm/sym/__init__.py	28	CODE
LOW	python/tvm/sym/__init__.py	28	CODE
LOW	python/tvm/sym/__init__.py	28	CODE
LOW	python/tvm/sym/__init__.py	37	CODE
LOW	python/tvm/sym/__init__.py	38	CODE
LOW	python/tvm/sym/__init__.py	38	CODE
LOW	python/tvm/sym/__init__.py	39	CODE
LOW	python/tvm/sym/__init__.py	39	CODE
LOW	python/tvm/sym/__init__.py	39	CODE
LOW	python/tvm/sym/__init__.py	39	CODE
LOW	python/tvm/sym/__init__.py	40	CODE
LOW	python/tvm/sym/__init__.py	40	CODE
LOW	python/tvm/sym/__init__.py	40	CODE
LOW	python/tvm/sym/__init__.py	40	CODE
LOW	python/tvm/sym/__init__.py	40	CODE
2458 more matches not shown…

Decorative Section Separators556 hits · 1701 pts

Severity	File	Line	Snippet	Context
MEDIUM	python/tvm/base.py	27	# ----------------------------	COMMENT
MEDIUM	python/tvm/base.py	29	# ----------------------------	COMMENT
MEDIUM	python/tvm/s_tir/script/ir_builder/parser_protocol.py	31	# --------------------------------------	COMMENT
MEDIUM	python/tvm/s_tir/script/ir_builder/parser_protocol.py	33	# --------------------------------------	COMMENT
MEDIUM⚡	python/tvm/s_tir/script/ir_builder/parser_protocol.py	86	# --------------------------------------	COMMENT
MEDIUM⚡	python/tvm/s_tir/script/ir_builder/parser_protocol.py	88	# --------------------------------------	COMMENT
MEDIUM⚡	python/tvm/s_tir/script/ir_builder/parser_protocol.py	98	# --------------------------------------	COMMENT
MEDIUM⚡	python/tvm/s_tir/script/ir_builder/parser_protocol.py	100	# --------------------------------------	COMMENT
MEDIUM⚡	python/tvm/s_tir/script/ir_builder/parser_protocol.py	104	# --------------------------------------	COMMENT
MEDIUM⚡	python/tvm/s_tir/script/ir_builder/parser_protocol.py	106	# --------------------------------------	COMMENT
MEDIUM⚡	python/tvm/s_tir/script/ir_builder/parser_protocol.py	145	# --------------------------------------	COMMENT
MEDIUM⚡	python/tvm/s_tir/script/ir_builder/parser_protocol.py	147	# --------------------------------------	COMMENT
MEDIUM⚡	python/tvm/backend/cuda/target_tags.py	122	# =====================================================================	COMMENT
MEDIUM⚡	python/tvm/backend/cuda/target_tags.py	124	# =====================================================================	COMMENT
MEDIUM⚡	python/tvm/backend/cuda/target_tags.py	133	# =====================================================================	COMMENT
MEDIUM⚡	python/tvm/backend/cuda/target_tags.py	135	# =====================================================================	COMMENT
MEDIUM⚡	python/tvm/backend/cuda/target_tags.py	171	# =====================================================================	COMMENT
MEDIUM⚡	python/tvm/backend/cuda/target_tags.py	173	# =====================================================================	COMMENT
MEDIUM⚡	python/tvm/backend/cuda/target_tags.py	182	# =====================================================================	COMMENT
MEDIUM⚡	python/tvm/backend/cuda/target_tags.py	184	# =====================================================================	COMMENT
MEDIUM⚡	python/tvm/backend/cuda/target_tags.py	187	# =====================================================================	COMMENT
MEDIUM⚡	python/tvm/backend/cuda/target_tags.py	189	# =====================================================================	COMMENT
MEDIUM⚡	python/tvm/backend/cuda/target_tags.py	192	# =====================================================================	COMMENT
MEDIUM⚡	python/tvm/backend/cuda/target_tags.py	194	# =====================================================================	COMMENT
MEDIUM⚡	python/tvm/backend/cuda/target_tags.py	203	# =====================================================================	COMMENT
MEDIUM⚡	python/tvm/backend/cuda/target_tags.py	205	# =====================================================================	COMMENT
MEDIUM⚡	python/tvm/backend/cuda/target_tags.py	212	# =====================================================================	COMMENT
MEDIUM⚡	python/tvm/backend/cuda/target_tags.py	214	# =====================================================================	COMMENT
MEDIUM⚡	python/tvm/backend/cuda/target_tags.py	360	# =====================================================================	COMMENT
MEDIUM⚡	python/tvm/backend/cuda/target_tags.py	362	# =====================================================================	COMMENT
MEDIUM⚡	python/tvm/backend/cuda/target_tags.py	368	# =====================================================================	COMMENT
MEDIUM⚡	python/tvm/backend/cuda/target_tags.py	370	# =====================================================================	COMMENT
MEDIUM	python/tvm/backend/cuda/target_tags.py	56	# =====================================================================	COMMENT
MEDIUM	python/tvm/backend/cuda/target_tags.py	58	# =====================================================================	COMMENT
MEDIUM	python/tvm/backend/cuda/target_tags.py	83	# =====================================================================	COMMENT
MEDIUM	python/tvm/backend/cuda/target_tags.py	85	# =====================================================================	COMMENT
MEDIUM	python/tvm/backend/cuda/target_tags.py	147	# =====================================================================	COMMENT
MEDIUM	python/tvm/backend/cuda/target_tags.py	149	# =====================================================================	COMMENT
MEDIUM	python/tvm/backend/cuda/target_tags.py	225	# =====================================================================	COMMENT
MEDIUM	python/tvm/backend/cuda/target_tags.py	227	# =====================================================================	COMMENT
MEDIUM	python/tvm/backend/cuda/target_tags.py	252	# =====================================================================	COMMENT
MEDIUM	python/tvm/backend/cuda/target_tags.py	254	# =====================================================================	COMMENT
MEDIUM	python/tvm/backend/cuda/target_tags.py	266	# =====================================================================	COMMENT
MEDIUM	python/tvm/backend/cuda/target_tags.py	268	# =====================================================================	COMMENT
MEDIUM	python/tvm/backend/cuda/target_tags.py	283	# =====================================================================	COMMENT
MEDIUM	python/tvm/backend/cuda/target_tags.py	285	# =====================================================================	COMMENT
MEDIUM	python/tvm/backend/cuda/target_tags.py	305	# =====================================================================	COMMENT
MEDIUM	python/tvm/backend/cuda/target_tags.py	307	# =====================================================================	COMMENT
MEDIUM	python/tvm/backend/cuda/target_tags.py	338	# =====================================================================	COMMENT
MEDIUM	python/tvm/backend/cuda/target_tags.py	340	# =====================================================================	COMMENT
MEDIUM	python/tvm/backend/cuda/ptx/engine.py	85	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	python/tvm/backend/cuda/ptx/engine.py	87	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	python/tvm/backend/cuda/ptx/engine.py	152	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	python/tvm/backend/cuda/ptx/engine.py	154	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	python/tvm/backend/cuda/ptx/engine.py	318	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	python/tvm/backend/cuda/ptx/engine.py	320	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	python/tvm/backend/cuda/ptx/engine.py	771	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	python/tvm/backend/cuda/ptx/engine.py	773	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	python/tvm/backend/cuda/ptx/table.py	5731	# ------------------------------------------------------------------	COMMENT
MEDIUM	python/tvm/backend/cuda/ptx/table.py	5733	# ------------------------------------------------------------------	COMMENT
496 more matches not shown…

Deep Nesting1402 hits · 1170 pts

Severity	File	Line	Context
LOW	python/tvm/topi/signal.py	27	CODE
LOW	python/tvm/topi/signal.py	159	CODE
LOW	python/tvm/topi/signal.py	71	CODE
LOW	python/tvm/topi/signal.py	188	CODE
LOW	python/tvm/topi/unique.py	25	CODE
LOW	python/tvm/topi/sparse_reshape.py	26	CODE
LOW	python/tvm/topi/sparse_reshape.py	74	CODE
LOW	python/tvm/topi/utils.py	153	CODE
LOW	python/tvm/topi/scatter.py	56	CODE
LOW	python/tvm/topi/scatter.py	97	CODE
LOW	python/tvm/topi/scan.py	33	CODE
LOW	python/tvm/topi/scan.py	118	CODE
LOW	python/tvm/topi/scatter_elements.py	27	CODE
LOW	python/tvm/topi/index_put.py	27	CODE
LOW	python/tvm/topi/index_put.py	91	CODE
LOW	python/tvm/topi/gpu/sort.py	43	CODE
LOW	python/tvm/topi/gpu/sort.py	88	CODE
LOW	python/tvm/topi/gpu/sort.py	197	CODE
LOW	python/tvm/topi/gpu/sort.py	1166	CODE
LOW	python/tvm/topi/gpu/sort.py	271	CODE
LOW	python/tvm/topi/gpu/sort.py	1204	CODE
LOW	python/tvm/topi/gpu/scan.py	57	CODE
LOW	python/tvm/topi/gpu/scan.py	320	CODE
LOW	python/tvm/topi/gpu/scan.py	347	CODE
LOW	python/tvm/topi/gpu/scatter_elements.py	30	CODE
LOW	python/tvm/topi/gpu/scatter_elements.py	62	CODE
LOW	python/tvm/topi/gpu/scatter_nd.py	31	CODE
LOW	python/tvm/topi/gpu/scatter_nd.py	35	CODE
LOW	python/tvm/topi/nn/fifo_buffer.py	29	CODE
LOW	python/tvm/topi/nn/bitserial_util.py	29	CODE
LOW	python/tvm/topi/nn/utils.py	118	CODE
LOW	python/tvm/topi/nn/utils.py	167	CODE
LOW	python/tvm/topi/nn/utils.py	215	CODE
LOW	python/tvm/topi/nn/utils.py	274	CODE
LOW	python/tvm/topi/vision/nms_util.py	86	CODE
LOW	python/tvm/topi/vision/nms_util.py	125	CODE
LOW	python/tvm/topi/vision/nms_util.py	287	CODE
LOW	python/tvm/topi/vision/nms.py	39	CODE
LOW	python/tvm/topi/vision/nms.py	185	CODE
LOW	python/tvm/topi/vision/nms.py	842	CODE
LOW	python/tvm/topi/vision/nms.py	898	CODE
LOW	python/tvm/topi/vision/nms.py	981	CODE
LOW	python/tvm/topi/vision/nms.py	1055	CODE
LOW	python/tvm/topi/vision/nms.py	1102	CODE
LOW	python/tvm/topi/vision/nms.py	1168	CODE
LOW	python/tvm/topi/vision/nms.py	848	CODE
LOW	python/tvm/topi/vision/nms.py	914	CODE
LOW	python/tvm/topi/vision/nms.py	984	CODE
LOW	python/tvm/topi/vision/nms.py	1027	CODE
LOW	python/tvm/topi/image/resize.py	140	CODE
LOW	python/tvm/topi/image/resize.py	178	CODE
LOW	python/tvm/topi/image/resize.py	224	CODE
LOW	python/tvm/topi/image/resize.py	373	CODE
LOW	python/tvm/topi/image/resize.py	495	CODE
LOW	python/tvm/topi/image/resize.py	746	CODE
LOW	python/tvm/topi/image/resize.py	959	CODE
LOW	python/tvm/topi/testing/adaptive_pool_python.py	91	CODE
LOW	python/tvm/topi/testing/nms_python.py	37	CODE
LOW	python/tvm/topi/testing/pool_grad_python.py	23	CODE
LOW	python/tvm/topi/testing/matrix_set_diag.py	23	CODE
1342 more matches not shown…

Empty Error Handlers86 hits · 430 pts

Severity	File	Line	Snippet	Context
HIGH	python/tvm/__init__.py	134	except Exception: # pylint: disable=broad-exception-caught	CODE
HIGH	python/tvm/topi/testing/common.py	53	except ValueError:	CODE
HIGH	python/tvm/topi/testing/conv2d_nchw_python.py	106	except ValueError:	CODE
HIGH	python/tvm/runtime/disco/process_pool.py	71	except ImportError:	CODE
HIGH	python/tvm/runtime/disco/process_pool.py	176	except psutil.NoSuchProcess:	CODE
HIGH	python/tvm/runtime/disco/process_pool.py	85	except TypeError:	CODE
HIGH	python/tvm/runtime/disco/process_pool.py	89	except OSError:	CODE
HIGH	python/tvm/runtime/disco/process_pool.py	108	except subprocess.TimeoutExpired:	CODE
HIGH	python/tvm/s_tir/dlight/adreno/pool.py	91	except Exception: # pylint: disable=broad-except	CODE
HIGH	python/tvm/s_tir/dlight/gpu/matmul.py	582	except: # pylint: disable=bare-except	CODE
HIGH	python/tvm/backend/_autoload_backends.py	60	except (OSError, FileNotFoundError, RuntimeError):	CODE
HIGH	python/tvm/backend/metal/target_tags.py	30	except Exception: # pylint: disable=broad-except	CODE
HIGH	python/tvm/backend/metal/__init__.py	58	except (OSError, FileNotFoundError, RuntimeError):	CODE
HIGH	python/tvm/backend/cuda/__init__.py	73	except (OSError, FileNotFoundError, RuntimeError):	CODE
HIGH	python/tvm/backend/cuda/iket.py	448	except ProcessLookupError:	CODE
HIGH	python/tvm/backend/cuda/iket.py	468	except subprocess.TimeoutExpired:	CODE
HIGH	python/tvm/backend/cuda/iket.py	620	except OSError:	CODE
HIGH	python/tvm/backend/cuda/iket.py	429	except OSError:	CODE
HIGH	python/tvm/backend/cuda/iket.py	464	except ProcessLookupError:	CODE
HIGH	…backend/cuda/tile_primitive/copy_async/tcgen05_ldst.py	153	except (AssertionError, ValueError):	CODE
HIGH	python/tvm/backend/hexagon/__init__.py	40	except (OSError, FileNotFoundError, RuntimeError):	CODE
HIGH	python/tvm/backend/opencl/__init__.py	52	except (OSError, FileNotFoundError, RuntimeError):	CODE
HIGH	python/tvm/backend/vulkan/__init__.py	63	except (OSError, FileNotFoundError, RuntimeError):	CODE
HIGH	python/tvm/backend/rocm/__init__.py	53	except (OSError, FileNotFoundError, RuntimeError):	CODE
HIGH	python/tvm/script/parser/inspect_source.py	190	except ValueError:	CODE
HIGH	python/tvm/script/parser/entry.py	62	except ValueError:	CODE
HIGH	python/tvm/testing/utils.py	759	except TypeError:	CODE
HIGH	python/tvm/support/nvcc.py	808	except FileNotFoundError:	CODE
HIGH	python/tvm/support/nvcc.py	841	except RuntimeError:	CODE
HIGH	python/tvm/support/popen_pool.py	56	except psutil.NoSuchProcess:	CODE
HIGH	python/tvm/support/popen_pool.py	125	except ImportError:	CODE
HIGH	python/tvm/support/popen_pool.py	261	except OSError:	CODE
HIGH	python/tvm/support/popen_pool.py	139	except OSError:	CODE
HIGH	python/tvm/support/popen_pool.py	143	except OSError:	CODE
HIGH	python/tvm/support/popen_pool.py	148	except TypeError:	CODE
HIGH	python/tvm/support/popen_pool.py	152	except OSError:	CODE
HIGH	python/tvm/support/popen_pool.py	206	except subprocess.TimeoutExpired:	CODE
HIGH	python/tvm/support/popen_pool.py	408	except ImportError:	CODE
HIGH	python/tvm/exec/disco_worker.py	126	except (OSError, KeyboardInterrupt):	CODE
HIGH	python/tvm/exec/popen_worker.py	125	except (OSError, KeyboardInterrupt):	CODE
HIGH	python/tvm/relax/base_py_module.py	88	except Exception: # pylint: disable=broad-except	CODE
HIGH	python/tvm/relax/base_py_module.py	433	except (AttributeError, ValueError):	CODE
HIGH	python/tvm/relax/base_py_module.py	482	except (AttributeError, ValueError):	CODE
HIGH	python/tvm/relax/base_py_module.py	426	except (AttributeError, ValueError):	CODE
HIGH	python/tvm/relax/base_py_module.py	370	except (ValueError, TypeError):	CODE
HIGH	python/tvm/relax/frontend/tflite/tflite_frontend.py	600	except (ImportError, ModuleNotFoundError):	CODE
HIGH	python/tvm/relax/frontend/tflite/tflite_frontend.py	690	except (ImportError, ModuleNotFoundError):	CODE
HIGH	python/tvm/relax/frontend/nn/core.py	853	except RuntimeError:	CODE
HIGH	python/tvm/relax/frontend/torch/dynamo.py	222	except FileNotFoundError:	CODE
HIGH	python/tvm/relax/frontend/torch/dynamo.py	238	except (FileNotFoundError, subprocess.SubprocessError):	CODE
HIGH	…vm/relax/frontend/torch/exported_program_translator.py	1511	except AttributeError:	CODE
HIGH	…thon/tvm/relax/backend/contrib/example_npu/patterns.py	374	except (KeyError, AttributeError):	CODE
HIGH	…thon/tvm/relax/backend/contrib/example_npu/patterns.py	507	except (KeyError, AttributeError):	CODE
HIGH	…thon/tvm/relax/backend/contrib/example_npu/patterns.py	515	except (KeyError, AttributeError):	CODE
HIGH	python/tvm/tirx/script/ir_builder/external_kernel.py	163	except: # pylint: disable=bare-except	CODE
HIGH	python/tvm/tirx/script/ir_builder/ir.py	784	except TypeError:	CODE
HIGH	python/tvm/rpc/tornado_util.py	66	except OSError:	CODE
HIGH	python/tvm/rpc/server.py	170	except ImportError:	CODE
HIGH	python/tvm/rpc/server.py	558	except ImportError:	CODE
HIGH	python/tvm/rpc/proxy.py	663	except ImportError:	CODE
26 more matches not shown…

Cross-File Repetition58 hits · 290 pts

Severity	File	Snippet	Context
HIGH	python/tvm/topi/math.py	take asinh of input x. parameters ---------- x : expr input argument. returns ------- y : expr the result.	STRING
HIGH	python/tvm/topi/nn/elemwise.py	take asinh of input x. parameters ---------- x : expr input argument. returns ------- y : expr the result.	STRING
HIGH	python/tvm/ir/prim/op.py	take asinh of input x. parameters ---------- x : expr input argument. returns ------- y : expr the result.	STRING
HIGH	python/tvm/topi/testing/rms_norm_python.py	layer normalization operator in python. parameters ---------- data : numpy.ndarray n-d with shape (d_0, d_1, ..., d_{n-1	STRING
HIGH	python/tvm/topi/testing/instance_norm_python.py	layer normalization operator in python. parameters ---------- data : numpy.ndarray n-d with shape (d_0, d_1, ..., d_{n-1	STRING
HIGH	python/tvm/topi/testing/layer_norm_python.py	layer normalization operator in python. parameters ---------- data : numpy.ndarray n-d with shape (d_0, d_1, ..., d_{n-1	STRING
HIGH	python/tvm/s_tir/meta_schedule/database/database.py	an abstract schedule rule with customized methods on the python-side. this is the user facing class for function overloa	STRING
HIGH	…m/s_tir/meta_schedule/task_scheduler/task_scheduler.py	an abstract schedule rule with customized methods on the python-side. this is the user facing class for function overloa	STRING
HIGH	…s_tir/meta_schedule/space_generator/space_generator.py	an abstract schedule rule with customized methods on the python-side. this is the user facing class for function overloa	STRING
HIGH	…tir/meta_schedule/measure_callback/measure_callback.py	an abstract schedule rule with customized methods on the python-side. this is the user facing class for function overloa	STRING
HIGH	python/tvm/s_tir/meta_schedule/cost_model/cost_model.py	an abstract schedule rule with customized methods on the python-side. this is the user facing class for function overloa	STRING
HIGH	python/tvm/s_tir/meta_schedule/postproc/postproc.py	an abstract schedule rule with customized methods on the python-side. this is the user facing class for function overloa	STRING
HIGH	…s_tir/meta_schedule/search_strategy/search_strategy.py	an abstract schedule rule with customized methods on the python-side. this is the user facing class for function overloa	STRING
HIGH	python/tvm/s_tir/meta_schedule/mutator/mutator.py	an abstract schedule rule with customized methods on the python-side. this is the user facing class for function overloa	STRING
HIGH	…r/meta_schedule/feature_extractor/feature_extractor.py	an abstract schedule rule with customized methods on the python-side. this is the user facing class for function overloa	STRING
HIGH	…tvm/s_tir/meta_schedule/schedule_rule/schedule_rule.py	an abstract schedule rule with customized methods on the python-side. this is the user facing class for function overloa	STRING
HIGH	python/tvm/s_tir/meta_schedule/runner/local_runner.py	default function to run the evaluator parameters ---------- session: rpcsession the session to run the evaluator rt_mod:	STRING
HIGH	python/tvm/s_tir/meta_schedule/runner/utils.py	default function to run the evaluator parameters ---------- session: rpcsession the session to run the evaluator rt_mod:	STRING
HIGH	python/tvm/s_tir/meta_schedule/runner/rpc_runner.py	default function to run the evaluator parameters ---------- session: rpcsession the session to run the evaluator rt_mod:	STRING
HIGH	python/tvm/s_tir/meta_schedule/cost_model/xgb_model.py	update the cost model given running results. parameters ---------- context : tunecontext, the tuning context. candidates	STRING
HIGH	…hon/tvm/s_tir/meta_schedule/cost_model/random_model.py	update the cost model given running results. parameters ---------- context : tunecontext, the tuning context. candidates	STRING
HIGH	python/tvm/s_tir/meta_schedule/cost_model/cost_model.py	update the cost model given running results. parameters ---------- context : tunecontext, the tuning context. candidates	STRING
HIGH	…hon/tvm/s_tir/meta_schedule/cost_model/random_model.py	save the cost model and data to given file location. parameters ---------- path : str the file path.	STRING
HIGH	python/tvm/s_tir/meta_schedule/cost_model/cost_model.py	save the cost model and data to given file location. parameters ---------- path : str the file path.	STRING
HIGH	python/tvm/s_tir/meta_schedule/cost_model/mlp_model.py	save the cost model and data to given file location. parameters ---------- path : str the file path.	STRING
HIGH	python/tvm/s_tir/dlight/adreno/base.py	check whether the target is available for gpu rule. parameters ---------- target : target the compilation target to chec	STRING
HIGH	python/tvm/s_tir/dlight/gpu/base.py	check whether the target is available for gpu rule. parameters ---------- target : target the compilation target to chec	STRING
HIGH	python/tvm/s_tir/dlight/cpu/base.py	check whether the target is available for gpu rule. parameters ---------- target : target the compilation target to chec	STRING
HIGH	python/tvm/backend/cuda/tile_primitive/common.py	return the smallest power of 2 greater than or equal to x.	STRING
HIGH	…ator/tile_primitive/cuda/gemm_async/test_gemm_async.py	return the smallest power of 2 greater than or equal to x.	STRING
HIGH	…or/tile_primitive/cuda/copy_async/test_tcgen05_ldst.py	return the smallest power of 2 greater than or equal to x.	STRING
HIGH	python/tvm/contrib/mkl.py	create an extern op that compute batched matrix mult of a and rhs with cblas this function serves as an example on how t	STRING
HIGH	python/tvm/contrib/cblas.py	create an extern op that compute batched matrix mult of a and rhs with cblas this function serves as an example on how t	STRING
HIGH	python/tvm/contrib/dnnl.py	create an extern op that compute batched matrix mult of a and rhs with cblas this function serves as an example on how t	STRING
HIGH	python/tvm/contrib/hipblas.py	create an extern op that compute batch matrix mult of a and rhs with cublas parameters ---------- lhs : tensor the left	STRING
HIGH	python/tvm/contrib/cublaslt.py	create an extern op that compute batch matrix mult of a and rhs with cublas parameters ---------- lhs : tensor the left	STRING
HIGH	python/tvm/contrib/cublas.py	create an extern op that compute batch matrix mult of a and rhs with cublas parameters ---------- lhs : tensor the left	STRING
HIGH	python/tvm/relax/frontend/__init__.py	stablehlo frontends for constructing relax programs, with the model importers	STRING
HIGH	python/tvm/relax/frontend/torch/__init__.py	stablehlo frontends for constructing relax programs, with the model importers	STRING
HIGH	python/tvm/relax/frontend/stablehlo/__init__.py	stablehlo frontends for constructing relax programs, with the model importers	STRING
HIGH	python/tvm/relax/frontend/nn/llm/_kernel_common.py	the rope mode of the paged kv cache. if it is none, the kv cache will not apply rope to q and k. if it is normal, rope w	STRING
HIGH	…x/test_runtime_builtin_paged_attention_kv_cache_cpu.py	the rope mode of the paged kv cache. if it is none, the kv cache will not apply rope to q and k. if it is normal, rope w	STRING
HIGH	docs/how_to/tutorials/optimize_llm.py	the rope mode of the paged kv cache. if it is none, the kv cache will not apply rope to q and k. if it is normal, rope w	STRING
HIGH	python/tvm/relax/backend/metal/coreml.py	partition the input module into hipblas-supported subgraphs. parameters ---------- mod: tvm.irmodule the irmodule to be	STRING
HIGH	python/tvm/relax/backend/cuda/cudnn.py	partition the input module into hipblas-supported subgraphs. parameters ---------- mod: tvm.irmodule the irmodule to be	STRING
HIGH	python/tvm/relax/backend/rocm/hipblas.py	partition the input module into hipblas-supported subgraphs. parameters ---------- mod: tvm.irmodule the irmodule to be	STRING
HIGH	tests/python/codegen/test_target_codegen_opencl.py	force the codegen wrapper into the fallback branch, then export+load+run.	STRING
HIGH	tests/python/codegen/test_target_codegen_cuda.py	force the codegen wrapper into the fallback branch, then export+load+run.	STRING
HIGH	tests/python/codegen/test_target_codegen_rocm.py	force the codegen wrapper into the fallback branch, then export+load+run.	STRING
HIGH	tests/python/relax/test_transform_convert_layout.py	layout_transform (nchw->nchw4c) \| <- texture conv2d (1) <- textures as output / \ conv2d (2) conv2d (3) \ / <- concat do	STRING
HIGH	…backend/adreno/test_transform_annotate_custom_scope.py	layout_transform (nchw->nchw4c) \| <- texture conv2d (1) <- textures as output / \ conv2d (2) conv2d (3) \ / <- concat do	STRING
HIGH	tests/python/relax/backend/adreno/test_texture_ops.py	layout_transform (nchw->nchw4c) \| <- texture conv2d (1) <- textures as output / \ conv2d (2) conv2d (3) \ / <- concat do	STRING
HIGH	tests/python/relax/test_transform_convert_layout.py	layout_transform (nchw->nchw4c) \| <- texture conv2d (1) <- textures as output / \ conv2d (2) conv2d (3) <- conv2d (2) em	STRING
HIGH	…backend/adreno/test_transform_annotate_custom_scope.py	layout_transform (nchw->nchw4c) \| <- texture conv2d (1) <- textures as output / \ conv2d (2) conv2d (3) <- conv2d (2) em	STRING
HIGH	tests/python/relax/backend/adreno/test_texture_ops.py	layout_transform (nchw->nchw4c) \| <- texture conv2d (1) <- textures as output / \ conv2d (2) conv2d (3) <- conv2d (2) em	STRING
HIGH	tests/python/relax/test_transform_convert_layout.py	verification of the pooling and many branches having textures layout_transform (nchw->nchw4c) \| <- texture conv2d (0) <-	STRING
HIGH	…backend/adreno/test_transform_annotate_custom_scope.py	verification of the pooling and many branches having textures layout_transform (nchw->nchw4c) \| <- texture conv2d (0) <-	STRING
HIGH	tests/python/relax/backend/adreno/test_texture_ops.py	verification of the pooling and many branches having textures layout_transform (nchw->nchw4c) \| <- texture conv2d (0) <-	STRING

AI Structural Patterns291 hits · 238 pts

Severity	File	Line	Context
LOW	python/tvm/topi/sort.py	67	CODE
LOW	python/tvm/topi/sort.py	219	CODE
LOW	python/tvm/topi/nn/conv2d.py	1280	CODE
LOW	python/tvm/topi/nn/conv2d.py	1411	CODE
LOW	python/tvm/topi/nn/conv1d_transpose.py	143	CODE
LOW	python/tvm/topi/nn/lstm.py	25	CODE
LOW	python/tvm/topi/vision/nms.py	654	CODE
LOW	python/tvm/topi/image/resize.py	224	CODE
LOW	python/tvm/topi/image/resize.py	373	CODE
LOW	python/tvm/topi/image/resize.py	495	CODE
LOW	python/tvm/topi/image/resize.py	746	CODE
LOW	python/tvm/topi/image/resize.py	959	CODE
LOW	python/tvm/topi/image/resize.py	1215	CODE
LOW	python/tvm/topi/testing/nms_python.py	37	CODE
LOW	python/tvm/topi/testing/lstm_python.py	24	CODE
LOW	python/tvm/topi/testing/sequence_mask_python.py	55	CODE
LOW	python/tvm/ir/expr.py	190	CODE
LOW	python/tvm/ir/expr.py	196	CODE
LOW	python/tvm/ir/expr.py	202	CODE
LOW	python/tvm/ir/expr.py	208	CODE
LOW	python/tvm/ir/expr.py	214	CODE
LOW	python/tvm/ir/expr.py	220	CODE
LOW	python/tvm/ir/expr.py	226	CODE
LOW	python/tvm/ir/expr.py	232	CODE
LOW	python/tvm/ir/expr.py	238	CODE
LOW	python/tvm/ir/expr.py	244	CODE
LOW	python/tvm/ir/expr.py	250	CODE
LOW	python/tvm/ir/expr.py	256	CODE
LOW	python/tvm/ir/expr.py	262	CODE
LOW	python/tvm/ir/expr.py	268	CODE
LOW	python/tvm/ir/expr.py	274	CODE
LOW	python/tvm/ir/expr.py	280	CODE
LOW	python/tvm/ir/expr.py	355	CODE
LOW	python/tvm/ir/expr.py	361	CODE
LOW	python/tvm/ir/expr.py	377	CODE
LOW	python/tvm/ir/expr.py	383	CODE
LOW	python/tvm/runtime/module.py	325	CODE
LOW	python/tvm/te/operation.py	439	CODE
LOW	python/tvm/s_tir/script/ir_builder/ir.py	136	CODE
LOW	python/tvm/s_tir/script/ir_builder/ir.py	88	CODE
LOW	python/tvm/s_tir/script/ir_builder/ir.py	237	CODE
LOW	python/tvm/s_tir/meta_schedule/relax_integration.py	165	CODE
LOW	python/tvm/s_tir/meta_schedule/relax_integration.py	279	CODE
LOW	python/tvm/s_tir/meta_schedule/tune.py	29	CODE
LOW	python/tvm/s_tir/meta_schedule/tune_context.py	98	CODE
LOW	python/tvm/s_tir/meta_schedule/tir_integration.py	45	CODE
LOW	python/tvm/s_tir/meta_schedule/tir_integration.py	167	CODE
LOW	python/tvm/s_tir/meta_schedule/database/database.py	435	CODE
LOW	python/tvm/s_tir/meta_schedule/runner/local_runner.py	236	CODE
LOW	python/tvm/s_tir/meta_schedule/runner/rpc_runner.py	236	CODE
LOW	python/tvm/s_tir/meta_schedule/cost_model/xgb_model.py	334	CODE
LOW	python/tvm/s_tir/meta_schedule/cost_model/xgb_model.py	634	CODE
LOW	python/tvm/s_tir/meta_schedule/cost_model/mlp_model.py	415	CODE
LOW	…n/tvm/s_tir/meta_schedule/testing/validate_database.py	328	CODE
LOW	…r/meta_schedule/search_strategy/evolutionary_search.py	59	CODE
LOW	…r/meta_schedule/feature_extractor/feature_extractor.py	64	CODE
LOW	python/tvm/s_tir/dlight/benchmark/bench.py	155	CODE
LOW	python/tvm/backend/cuda/cpp/nvshmem.py	97	CODE
LOW	python/tvm/backend/cuda/cpp/nvshmem.py	124	CODE
LOW	python/tvm/backend/cuda/cpp/nvshmem.py	154	CODE
231 more matches not shown…

Verbosity Indicators61 hits · 111 pts

Severity	File	Line	Snippet	Context
LOW	python/tvm/topi/vision/nms.py	214	# Step 1: Reorder data by sorted score	COMMENT
LOW	python/tvm/topi/vision/nms.py	253	# Step 2: Apply NMS - greedy suppression	COMMENT
LOW⚡	python/tvm/s_tir/meta_schedule/runner/local_runner.py	146	# Step 1: create the local runtime module	COMMENT
LOW⚡	python/tvm/s_tir/meta_schedule/runner/local_runner.py	149	# Step 2: Allocate input arguments	COMMENT
LOW⚡	python/tvm/s_tir/meta_schedule/runner/local_runner.py	157	# Step 3: Run time_evaluator	COMMENT
LOW⚡	python/tvm/s_tir/meta_schedule/runner/rpc_runner.py	394	# Step 3: Allocate input arguments	COMMENT
LOW⚡	python/tvm/s_tir/meta_schedule/runner/rpc_runner.py	402	# Step 4: Run time_evaluator	COMMENT
LOW⚡	…hon/tvm/backend/cuda/tile_primitive/elementwise/reg.py	294	# Step 1: slice + permute (region offset absorbed into op_p.offset; per-iter	COMMENT
LOW⚡	…hon/tvm/backend/cuda/tile_primitive/elementwise/reg.py	299	# Step 2: post-align thread-equality check. ``align`` is supposed to	COMMENT
LOW⚡	…hon/tvm/backend/cuda/tile_primitive/elementwise/reg.py	311	# Step 3: drop thread iters; from here on operands have mem-only layouts.	COMMENT
LOW⚡	…hon/tvm/backend/cuda/tile_primitive/elementwise/reg.py	316	# Step 4: enumerate spec.vec_impls widest-first; try carve tail for each	COMMENT
LOW⚡	…hon/tvm/backend/cuda/tile_primitive/elementwise/reg.py	321	# Step 5: totals + emit. per_thread_total = ∏ extents of (carved) mem	COMMENT
LOW	…on/tvm/backend/cuda/tile_primitive/copy/ld_stmatrix.py	78	# Step 1: identify reg / smem sides and pull their tensor shape + layout.	COMMENT
LOW⚡	…on/tvm/backend/cuda/tile_primitive/copy/ld_stmatrix.py	116	# Step 3: ldstmatrix doesn't broadcast — require zero replica on both sides.	COMMENT
LOW⚡	…on/tvm/backend/cuda/tile_primitive/copy/ld_stmatrix.py	122	# Step 4: R must have exactly one kind of lane axis from the valid set.	COMMENT
LOW⚡	…on/tvm/backend/cuda/tile_primitive/copy/ld_stmatrix.py	130	# Step 5: group S by R's iter extents (one S group per R iter, outer→inner).	COMMENT
LOW⚡	…on/tvm/backend/cuda/tile_primitive/copy/ld_stmatrix.py	134	# Step 6: permute R so thread iters come first (stride-desc), then memory	COMMENT
LOW⚡	…on/tvm/backend/cuda/tile_primitive/copy/ld_stmatrix.py	139	# Step 7: apply R's perm to S in group units (1-to-1 with R's iters), and	COMMENT
LOW	…on/tvm/backend/cuda/tile_primitive/copy/ld_stmatrix.py	301	# Step 10: emit one ldmatrix/stmatrix per mm, per warp.	COMMENT
LOW	python/tvm/relax/transform/transform.py	1656	The following code block decorates a function pass class.	STRING
LOW	python/tvm/relax/transform/transform.py	1788	The following code block decorates a dataflowblock pass class.	STRING
LOW⚡	python/tvm/tirx/build.py	185	# Step 0: Determine the target in environment	COMMENT
LOW⚡	python/tvm/tirx/build.py	193	# Step 1: Determine the target to search for tirx pipeline	COMMENT
LOW⚡	python/tvm/tirx/build.py	204	# Step 2: Determine the host target	COMMENT
LOW⚡	python/tvm/tirx/build.py	214	# Step 3: Bind the target to the input module	COMMENT
LOW⚡	python/tvm/tirx/build.py	217	# Step 4: Apply the tirx pipeline	COMMENT
LOW⚡	python/tvm/tirx/build.py	229	# Step 5: Get host and device modules	COMMENT
LOW⚡	python/tvm/tirx/build.py	232	# Step 6: Apply finalization passes	COMMENT
LOW	python/tvm/tirx/transform/function_pass.py	105	The following code block decorates a function pass class.	STRING
LOW	python/tvm/transform/core.py	473	The following code block decorates a module pass class.	STRING
LOW	include/tvm/topi/nn/pooling.h	574	// In the case of ceil_mode=True, we need to check if the last pooling window is valid.	COMMENT
LOW	include/tvm/target/config_schema.h	124	// Step 1: validate/coerce and materialize options in declaration order	COMMENT
LOW	include/tvm/target/config_schema.h	139	// Step 2: unknown-key policy	COMMENT
LOW	include/tvm/target/config_schema.h	156	// Step 3: whole-object canonicalization (last)	COMMENT
LOW	tests/python/relax/test_base_py_module_printer.py	422	# We need to check if they exist in the IRModule's pyfuncs	COMMENT
LOW	docs/how_to/tutorials/cross_compilation_and_rpc.py	496	# Step 1: Define and Export PyTorch Model	COMMENT
LOW	docs/how_to/tutorials/cross_compilation_and_rpc.py	522	# Step 2: Convert to Relax and Prepare for Compilation	COMMENT
LOW	docs/how_to/tutorials/cross_compilation_and_rpc.py	534	# Step 3: Cross-Compile for Target Device	COMMENT
LOW	docs/how_to/tutorials/cross_compilation_and_rpc.py	588	# Step 4: Deploy to Remote Device via RPC	COMMENT
LOW	docs/how_to/tutorials/cross_compilation_and_rpc.py	651	# Step 5: Run Inference on Remote Device	COMMENT
LOW	docs/how_to/tutorials/cross_compilation_and_rpc.py	690	# Step 6: Performance Evaluation (Optional)	COMMENT
LOW⚡	…s/how_to/tutorials/mix_python_and_tvm_with_pymodule.py	72	# Step 1: Your First Hybrid Module	COMMENT
LOW⚡	…s/how_to/tutorials/mix_python_and_tvm_with_pymodule.py	122	# Step 2: Debugging — The Main Selling Point	COMMENT
LOW⚡	…s/how_to/tutorials/mix_python_and_tvm_with_pymodule.py	186	# Step 3: A Realistic Pipeline — Python, TIR, and Packed Functions	COMMENT
LOW⚡	…s/how_to/tutorials/mix_python_and_tvm_with_pymodule.py	259	# Step 4: Relax-to-Python Converter — Verify at Any Compilation Stage	COMMENT
LOW⚡	…s/how_to/tutorials/mix_python_and_tvm_with_pymodule.py	331	# Step 5: R.call_py_func — Python Callbacks in Compiled IR	COMMENT
LOW⚡	…s/how_to/tutorials/mix_python_and_tvm_with_pymodule.py	381	# Step 6: Cross-Level Calls and Symbolic Shapes	COMMENT
LOW⚡	docs/how_to/tutorials/bring_your_own_codegen.py	70	# Step 1: Import the backends to register their patterns	COMMENT
LOW⚡	docs/how_to/tutorials/bring_your_own_codegen.py	103	# Step 2: Define the model	COMMENT
LOW⚡	docs/how_to/tutorials/bring_your_own_codegen.py	125	# Step 3: Partition for the example NPU	COMMENT
LOW⚡	docs/how_to/tutorials/bring_your_own_codegen.py	153	# Step 4: Codegen, build and run on the example NPU	COMMENT
LOW⚡	docs/how_to/tutorials/export_and_load_executable.py	247	# # Step 1: Load the compiled library	COMMENT
LOW⚡	docs/how_to/tutorials/export_and_load_executable.py	250	# # Step 2: Create Virtual Machine	COMMENT
LOW⚡	docs/how_to/tutorials/export_and_load_executable.py	254	# # Step 3: Load parameters from the .npz file	COMMENT
LOW⚡	docs/how_to/tutorials/export_and_load_executable.py	259	# # Step 4: Prepare input data	COMMENT
LOW⚡	docs/how_to/tutorials/export_and_load_executable.py	263	# # Step 5: Run inference (pass input followed by all parameters)	COMMENT
LOW⚡	docs/how_to/tutorials/export_and_load_executable.py	266	# # Step 6: Extract result (output may be tuple or single Tensor)	COMMENT
LOW⚡	docs/how_to/tutorials/export_and_load_executable.py	342	# # Step 1: Cross-compile for ARM target (on local machine)	COMMENT
LOW⚡	docs/how_to/tutorials/export_and_load_executable.py	347	# # Step 2: Connect to remote device RPC server	COMMENT
LOW⚡	docs/how_to/tutorials/export_and_load_executable.py	350	# # Step 3: Upload the compiled library and parameters	COMMENT
1 more matches not shown…

Excessive Try-Catch Wrapping100 hits · 107 pts

Severity	File	Line	Snippet	Context
LOW	python/tvm/__init__.py	134	except Exception: # pylint: disable=broad-exception-caught	CODE
LOW	python/tvm/runtime/_tensor.py	119	except Exception:	CODE
LOW	python/tvm/s_tir/schedule/_type_checker.py	350	except Exception:	CODE
LOW	python/tvm/s_tir/script/ir_builder/parser_protocol.py	66	except Exception as error:	CODE
LOW	…hon/tvm/s_tir/meta_schedule/post_optimization/space.py	237	except Exception: # pylint: disable=broad-except, invalid-name	CODE
LOW	…hon/tvm/s_tir/meta_schedule/post_optimization/space.py	251	except Exception: # pylint: disable=broad-except, invalid-name	CODE
LOW	python/tvm/s_tir/meta_schedule/runner/local_runner.py	310	except Exception as exception: # pylint: disable=broad-except	CODE
LOW	python/tvm/s_tir/meta_schedule/runner/rpc_runner.py	127	except Exception as exception: # pylint: disable=broad-except	CODE
MEDIUM	python/tvm/s_tir/meta_schedule/runner/rpc_runner.py	119	def result(self) -> RunnerResult:	CODE
LOW	…n/tvm/s_tir/meta_schedule/testing/validate_database.py	769	except Exception as e: # pylint: disable=broad-except, invalid-name	CODE
LOW	python/tvm/s_tir/meta_schedule/testing/tune_utils.py	107	except Exception as exc: # pylint: disable=broad-except	CODE
LOW	python/tvm/s_tir/dlight/adreno/pool.py	91	except Exception: # pylint: disable=broad-except	CODE
LOW	python/tvm/s_tir/dlight/adreno/fallback.py	82	except Exception: # pylint: disable=broad-exception-caught	CODE
LOW	python/tvm/s_tir/dlight/adreno/fallback.py	94	except Exception: # pylint: disable=broad-exception-caught	CODE
LOW	python/tvm/s_tir/dlight/analysis/common_analysis.py	298	except Exception: # pylint: disable=broad-except	CODE
LOW	python/tvm/backend/_autoload_backends.py	87	except Exception as e: # pylint: disable=broad-except	CODE
LOW	python/tvm/backend/loader.py	171	except Exception:	CODE
LOW	python/tvm/backend/metal/target_tags.py	30	except Exception: # pylint: disable=broad-except	CODE
MEDIUM	python/tvm/backend/metal/target_tags.py	24	def _register_metal_tag(name, max_threads, shared_mem, warp_size, mcpu):	CODE
LOW	python/tvm/backend/cuda/tile_primitive/layout_utils.py	357	except Exception:	CODE
LOW	…on/tvm/backend/cuda/tile_primitive/gemm/mma_m16n8k_.py	101	except Exception as e: # follower dim layout incompatible with anchor decomposition	CODE
LOW	…on/tvm/backend/cuda/tile_primitive/gemm/mma_m16n8k_.py	340	except Exception as e: # ICHECK failure -> layout not tileable as shape2d	CODE
LOW	…on/tvm/backend/cuda/tile_primitive/gemm/mma_m16n8k_.py	353	except Exception as e: # ICHECK failure -> layout not tileable as shape2d	CODE
LOW	…on/tvm/backend/cuda/tile_primitive/gemm/mma_m16n8k_.py	445	except Exception:	CODE
MEDIUM	…on/tvm/backend/cuda/tile_primitive/gemm/mma_m16n8k_.py	320	def _const(expr, name):	CODE
LOW	…tvm/backend/cuda/tile_primitive/elementwise/_common.py	169	except Exception as e: # pylint: disable=broad-except	CODE
LOW	python/tvm/backend/cuda/tile_primitive/copy/_common.py	437	except Exception as e:	CODE
LOW	python/tvm/backend/cuda/tile_primitive/copy/_common.py	484	except Exception as e:	CODE
LOW	…on/tvm/backend/cuda/tile_primitive/copy/ld_stmatrix.py	186	except Exception:	CODE
LOW	…on/tvm/backend/cuda/tile_primitive/copy/ld_stmatrix.py	256	except Exception:	CODE
LOW	python/tvm/contrib/download.py	123	except Exception as err:	CODE
LOW	python/tvm/script/printer/scriptable.py	380	except Exception:	CODE
MEDIUM	python/tvm/script/printer/scriptable.py	374	def _repr(self) -> str:	CODE
LOW	python/tvm/testing/env.py	96	except Exception: # pylint: disable=broad-except	CODE
LOW	python/tvm/testing/env.py	112	except Exception: # pylint: disable=broad-except	CODE
LOW	python/tvm/testing/env.py	132	except Exception: # pylint: disable=broad-except	CODE
LOW	python/tvm/testing/env.py	146	except Exception: # pylint: disable=broad-except	CODE
LOW	python/tvm/testing/env.py	259	except Exception: # pylint: disable=broad-except	CODE
LOW	python/tvm/testing/env.py	291	except Exception: # pylint: disable=broad-except	CODE
LOW	python/tvm/testing/env.py	309	except Exception: # pylint: disable=broad-except	CODE
LOW	python/tvm/testing/env.py	336	except Exception: # pylint: disable=broad-except	CODE
LOW	python/tvm/testing/env.py	355	except Exception: # pylint: disable=broad-except	CODE
LOW	python/tvm/testing/env.py	371	except Exception: # pylint: disable=broad-except	CODE
LOW	python/tvm/testing/env.py	388	except Exception: # pylint: disable=broad-except	CODE
LOW	python/tvm/testing/env.py	404	except Exception: # pylint: disable=broad-except	CODE
LOW	python/tvm/testing/env.py	417	except Exception: # pylint: disable=broad-except	CODE
LOW	python/tvm/testing/env.py	439	except Exception: # pylint: disable=broad-except	CODE
LOW	python/tvm/support/popen_pool.py	440	except Exception as exception:	CODE
MEDIUM	python/tvm/support/popen_pool.py	122	def __del__(self):	CODE
LOW	python/tvm/exec/popen_worker.py	108	except Exception as exception:	CODE
LOW	python/tvm/relax/base_py_module.py	88	except Exception: # pylint: disable=broad-except	CODE
LOW	python/tvm/relax/base_py_module.py	174	except Exception as error:	CODE
LOW	python/tvm/relax/base_py_module.py	182	except Exception as error:	CODE
LOW	python/tvm/relax/base_py_module.py	489	except Exception as error:	CODE
LOW	python/tvm/relax/frontend/nn/exporter.py	40	except Exception as exception:	CODE
MEDIUM	python/tvm/relax/frontend/onnx/onnx_frontend.py	6550	print(f"Error converting operator {op_name}, with inputs: {inputs}")	CODE
MEDIUM	python/tvm/relax/frontend/onnx/onnx_frontend.py	687	def _impl_v7(cls, bb, inputs, attr, params):	CODE
LOW	python/tvm/relax/frontend/onnx/onnx_frontend.py	1300	except Exception:	CODE
LOW	python/tvm/relax/frontend/onnx/onnx_frontend.py	6549	except Exception as err: # pylint: disable=broad-exception-caught	CODE
LOW	python/tvm/relax/frontend/onnx/onnx_frontend.py	6768	except Exception as exception: # pylint: disable=c-extension-no-member, broad-except	CODE
40 more matches not shown…

Structural Annotation Overuse56 hits · 105 pts

Severity	File	Line	Snippet	Context
LOW	python/tvm/topi/vision/nms.py	214	# Step 1: Reorder data by sorted score	COMMENT
LOW	python/tvm/topi/vision/nms.py	253	# Step 2: Apply NMS - greedy suppression	COMMENT
LOW⚡	python/tvm/s_tir/meta_schedule/runner/local_runner.py	146	# Step 1: create the local runtime module	COMMENT
LOW⚡	python/tvm/s_tir/meta_schedule/runner/local_runner.py	149	# Step 2: Allocate input arguments	COMMENT
LOW⚡	python/tvm/s_tir/meta_schedule/runner/local_runner.py	157	# Step 3: Run time_evaluator	COMMENT
LOW⚡	python/tvm/s_tir/meta_schedule/runner/rpc_runner.py	394	# Step 3: Allocate input arguments	COMMENT
LOW⚡	python/tvm/s_tir/meta_schedule/runner/rpc_runner.py	402	# Step 4: Run time_evaluator	COMMENT
LOW⚡	…hon/tvm/backend/cuda/tile_primitive/elementwise/reg.py	294	# Step 1: slice + permute (region offset absorbed into op_p.offset; per-iter	COMMENT
LOW⚡	…hon/tvm/backend/cuda/tile_primitive/elementwise/reg.py	299	# Step 2: post-align thread-equality check. ``align`` is supposed to	COMMENT
LOW⚡	…hon/tvm/backend/cuda/tile_primitive/elementwise/reg.py	311	# Step 3: drop thread iters; from here on operands have mem-only layouts.	COMMENT
LOW⚡	…hon/tvm/backend/cuda/tile_primitive/elementwise/reg.py	316	# Step 4: enumerate spec.vec_impls widest-first; try carve tail for each	COMMENT
LOW⚡	…hon/tvm/backend/cuda/tile_primitive/elementwise/reg.py	321	# Step 5: totals + emit. per_thread_total = ∏ extents of (carved) mem	COMMENT
LOW	…on/tvm/backend/cuda/tile_primitive/copy/ld_stmatrix.py	78	# Step 1: identify reg / smem sides and pull their tensor shape + layout.	COMMENT
LOW⚡	…on/tvm/backend/cuda/tile_primitive/copy/ld_stmatrix.py	116	# Step 3: ldstmatrix doesn't broadcast — require zero replica on both sides.	COMMENT
LOW⚡	…on/tvm/backend/cuda/tile_primitive/copy/ld_stmatrix.py	122	# Step 4: R must have exactly one kind of lane axis from the valid set.	COMMENT
LOW⚡	…on/tvm/backend/cuda/tile_primitive/copy/ld_stmatrix.py	130	# Step 5: group S by R's iter extents (one S group per R iter, outer→inner).	COMMENT
LOW⚡	…on/tvm/backend/cuda/tile_primitive/copy/ld_stmatrix.py	134	# Step 6: permute R so thread iters come first (stride-desc), then memory	COMMENT
LOW⚡	…on/tvm/backend/cuda/tile_primitive/copy/ld_stmatrix.py	139	# Step 7: apply R's perm to S in group units (1-to-1 with R's iters), and	COMMENT
LOW	…on/tvm/backend/cuda/tile_primitive/copy/ld_stmatrix.py	301	# Step 10: emit one ldmatrix/stmatrix per mm, per warp.	COMMENT
LOW	python/tvm/relax/backend/cuda/flashinfer.py	325	# NOTE: This function is still under development,	COMMENT
LOW⚡	python/tvm/tirx/build.py	185	# Step 0: Determine the target in environment	COMMENT
LOW⚡	python/tvm/tirx/build.py	193	# Step 1: Determine the target to search for tirx pipeline	COMMENT
LOW⚡	python/tvm/tirx/build.py	204	# Step 2: Determine the host target	COMMENT
LOW⚡	python/tvm/tirx/build.py	214	# Step 3: Bind the target to the input module	COMMENT
LOW⚡	python/tvm/tirx/build.py	217	# Step 4: Apply the tirx pipeline	COMMENT
LOW⚡	python/tvm/tirx/build.py	229	# Step 5: Get host and device modules	COMMENT
LOW⚡	python/tvm/tirx/build.py	232	# Step 6: Apply finalization passes	COMMENT
LOW	include/tvm/target/config_schema.h	124	// Step 1: validate/coerce and materialize options in declaration order	COMMENT
LOW	include/tvm/target/config_schema.h	139	// Step 2: unknown-key policy	COMMENT
LOW	include/tvm/target/config_schema.h	156	// Step 3: whole-object canonicalization (last)	COMMENT
LOW	docs/how_to/tutorials/cross_compilation_and_rpc.py	496	# Step 1: Define and Export PyTorch Model	COMMENT
LOW	docs/how_to/tutorials/cross_compilation_and_rpc.py	522	# Step 2: Convert to Relax and Prepare for Compilation	COMMENT
LOW	docs/how_to/tutorials/cross_compilation_and_rpc.py	534	# Step 3: Cross-Compile for Target Device	COMMENT
LOW	docs/how_to/tutorials/cross_compilation_and_rpc.py	588	# Step 4: Deploy to Remote Device via RPC	COMMENT
LOW	docs/how_to/tutorials/cross_compilation_and_rpc.py	651	# Step 5: Run Inference on Remote Device	COMMENT
LOW	docs/how_to/tutorials/cross_compilation_and_rpc.py	690	# Step 6: Performance Evaluation (Optional)	COMMENT
LOW⚡	…s/how_to/tutorials/mix_python_and_tvm_with_pymodule.py	72	# Step 1: Your First Hybrid Module	COMMENT
LOW⚡	…s/how_to/tutorials/mix_python_and_tvm_with_pymodule.py	122	# Step 2: Debugging — The Main Selling Point	COMMENT
LOW⚡	…s/how_to/tutorials/mix_python_and_tvm_with_pymodule.py	186	# Step 3: A Realistic Pipeline — Python, TIR, and Packed Functions	COMMENT
LOW⚡	…s/how_to/tutorials/mix_python_and_tvm_with_pymodule.py	259	# Step 4: Relax-to-Python Converter — Verify at Any Compilation Stage	COMMENT
LOW⚡	…s/how_to/tutorials/mix_python_and_tvm_with_pymodule.py	331	# Step 5: R.call_py_func — Python Callbacks in Compiled IR	COMMENT
LOW⚡	…s/how_to/tutorials/mix_python_and_tvm_with_pymodule.py	381	# Step 6: Cross-Level Calls and Symbolic Shapes	COMMENT
LOW⚡	docs/how_to/tutorials/bring_your_own_codegen.py	70	# Step 1: Import the backends to register their patterns	COMMENT
LOW⚡	docs/how_to/tutorials/bring_your_own_codegen.py	103	# Step 2: Define the model	COMMENT
LOW⚡	docs/how_to/tutorials/bring_your_own_codegen.py	125	# Step 3: Partition for the example NPU	COMMENT
LOW⚡	docs/how_to/tutorials/bring_your_own_codegen.py	153	# Step 4: Codegen, build and run on the example NPU	COMMENT
LOW⚡	docs/how_to/tutorials/export_and_load_executable.py	247	# # Step 1: Load the compiled library	COMMENT
LOW⚡	docs/how_to/tutorials/export_and_load_executable.py	250	# # Step 2: Create Virtual Machine	COMMENT
LOW⚡	docs/how_to/tutorials/export_and_load_executable.py	254	# # Step 3: Load parameters from the .npz file	COMMENT
LOW⚡	docs/how_to/tutorials/export_and_load_executable.py	259	# # Step 4: Prepare input data	COMMENT
LOW⚡	docs/how_to/tutorials/export_and_load_executable.py	263	# # Step 5: Run inference (pass input followed by all parameters)	COMMENT
LOW⚡	docs/how_to/tutorials/export_and_load_executable.py	266	# # Step 6: Extract result (output may be tuple or single Tensor)	COMMENT
LOW⚡	docs/how_to/tutorials/export_and_load_executable.py	342	# # Step 1: Cross-compile for ARM target (on local machine)	COMMENT
LOW⚡	docs/how_to/tutorials/export_and_load_executable.py	347	# # Step 2: Connect to remote device RPC server	COMMENT
LOW⚡	docs/how_to/tutorials/export_and_load_executable.py	350	# # Step 3: Upload the compiled library and parameters	COMMENT
LOW⚡	docs/how_to/tutorials/export_and_load_executable.py	354	# # Step 4: Load and run on remote device	COMMENT

Self-Referential Comments41 hits · 102 pts

Severity	File	Line	Snippet	Context
MEDIUM	python/tvm/topi/testing/poolnd_python.py	163	# Create a padded array, and a boolean mask showing which values are padded values	COMMENT
MEDIUM	python/tvm/ir/_overload_prim_expr.py	267	# This class is not manipulated by C++. So use python's identity check function is sufficient	COMMENT
MEDIUM	python/tvm/ir/_overload_prim_expr.py	313	# This class is not manipulated by C++. So use python's identity check function is sufficient	COMMENT
MEDIUM	python/tvm/te/operation.py	181	# The following code is equivalent to numpy.cumsum	STRING
MEDIUM	python/tvm/backend/trn/tile_primitive/binary/default.py	75	# Define the implementation function	COMMENT
MEDIUM	python/tvm/support/nvcc.py	548	# Define the vector-deprecation silencing macros as no-ops for every NVRTC	STRING
MEDIUM	python/tvm/relax/base_py_module.py	521	# Create a wrapper that handles both instance methods and static functions	COMMENT
MEDIUM	python/tvm/relax/relax_to_pyfunc_converter.py	87	# Create a copy of the current IRModule	COMMENT
MEDIUM	python/tvm/relax/relax_to_pyfunc_converter.py	128	# Create the Python function	COMMENT
MEDIUM	python/tvm/relax/frontend/tflite/tflite_frontend.py	9044	# Define a tf.Module containing a tf.function with network definition	STRING
MEDIUM	python/tvm/relax/frontend/nn/core.py	359	"""This method provides an iterator over module parameters,	STRING
MEDIUM	python/tvm/relax/frontend/nn/core.py	376	"""This method provides an iterator over module parameters,	STRING
MEDIUM	python/tvm/relax/frontend/onnx/onnx_frontend.py	4541	# Create a tensor of zeros then scatter our data through it.	COMMENT
MEDIUM	…n/tvm/relax/frontend/torch/base_fx_graph_translator.py	1729	# Create a placeholder for indices (empty tensor with same shape as output)	COMMENT
MEDIUM	…n/tvm/relax/frontend/torch/base_fx_graph_translator.py	1745	# Create a placeholder for indices (empty tensor with same shape as output)	COMMENT
MEDIUM	…n/tvm/relax/frontend/torch/base_fx_graph_translator.py	1761	# Create a placeholder for indices (empty tensor with same shape as output)	COMMENT
MEDIUM	python/tvm/relax/frontend/torch/fx_translator.py	1245	# Define the module	STRING
MEDIUM	…vm/relax/frontend/torch/exported_program_translator.py	190	# This method is called for batch_norm in training mode	COMMENT
MEDIUM	…vm/relax/frontend/torch/exported_program_translator.py	2409	# Define the module	STRING
MEDIUM	python/tvm/relax/testing/nn.py	228	# Define a linear layer	STRING
MEDIUM	python/tvm/relax/transform/transform.py	1105	# Define the pass input IRModule	STRING
MEDIUM	python/tvm/relax/transform/transform.py	1116	# Define the customized legalization function for "relax.add"	STRING
MEDIUM	python/tvm/relax/transform/legalize_ops/manipulate.py	347	# Create a TIR schedule to apply the layout change.	COMMENT
MEDIUM	tests/python/driver/test_compile.py	64	# Define a simple Relax program	COMMENT
MEDIUM	tests/python/runtime/test_executable.py	108	# Create a temporary directory for the library	COMMENT
MEDIUM	tests/python/runtime/test_executable.py	182	# Create an executable	COMMENT
MEDIUM	tests/python/runtime/test_executable.py	238	# Create an executable	COMMENT
MEDIUM	…tir/analysis/test_s_tir_analysis_verify_block_scope.py	123	# Create an undeclared buffer using an explicit data pointer that is NOT	COMMENT
MEDIUM	tests/python/s_tir/dlight/test_gpu_fallback.py	215	# This function is identical, except that it is explicitly	COMMENT
MEDIUM	tests/python/codegen/test_target_codegen_llvm.py	92	# Create an intrinsic that returns void.	COMMENT
MEDIUM	tests/python/support/test_util.py	77	# Creating a new TempDirectory should fail now	COMMENT
MEDIUM	…ime_builtin_paged_attention_kv_cache_mla_flashinfer.py	449	# Create a mask similar to np.tril and np.triu.	COMMENT
MEDIUM	tests/python/relax/test_dlpack_integration.py	204	# Create a simple IRModule	COMMENT
MEDIUM	…st_runtime_builtin_paged_attention_kv_cache_mla_tir.py	379	# Create a mask similar to np.tril and np.triu.	COMMENT
MEDIUM	tests/scripts/task_config_build_gpu_other.sh	19	# This file is a compiler test to ensure that runtimes can compile	COMMENT
MEDIUM	docs/conf.py	23	# This file is execfile()d with the current directory set to its	COMMENT
MEDIUM	docs/how_to/tutorials/cross_compilation_and_rpc.py	411	# The following function shows how we run an OpenCL kernel remotely	COMMENT
MEDIUM	docs/how_to/tutorials/customize_opt.py	121	# Define a new pass for CUBLAS dispatch	COMMENT
MEDIUM	docs/how_to/tutorials/import_model.py	307	# Define a simple TF module and convert to TFLite.	COMMENT
MEDIUM	docs/how_to/tutorials/optimize_llm.py	530	# Create the KVCache	COMMENT
MEDIUM	docs/get_started/tutorials/ir_module.py	57	# Create a dummy model	COMMENT

Cross-Language Confusion17 hits · 85 pts

Severity	File	Line	Snippet	Context
HIGH	python/tvm/backend/cuda/launch/generate.py	144	" if (values->Int(Field::kPreferredClusterX) == 1 && values->Int(Field::kPreferredClusterY) == 1 && values->Int	CODE
HIGH	python/tvm/backend/cuda/codegen/header.py	646	GmmaDescriptor(GmmaDescriptor && t) noexcept : desc_(t.desc_) {}	CODE
HIGH	python/tvm/backend/cuda/codegen/header.py	655	GmmaDescriptor& operator=(GmmaDescriptor && t) noexcept {	CODE
HIGH	python/tvm/contrib/cutlass/gemm_profiler.py	170	for (int i = 1; i < argc && i < 4; ++i) {	STRING
HIGH	python/tvm/relax/frontend/tflite/tflite_flexbuffer.py	87	# Keys are strings here. The format is all strings separated by null, followed by back	COMMENT
HIGH	python/tvm/relax/op/base.py	187	null, opaque-pointer, DLTensor-pointer, or object-handle check.	STRING
HIGH	tests/python/sym/test_sym_z3.py	661	# i.e. EnterConstraint's solver.push()/pop() must be balanced.	COMMENT
HIGH	tests/python/ir/test_node_reflection.py	78	{"type": "ir.UnknownLoc", "data": null},	CODE
HIGH	tests/python/ir/test_node_reflection.py	96	{"type": "ir.UnknownLoc", "data": null},	CODE
HIGH⚡	…tir/analysis/test_s_tir_analysis_verify_block_scope.py	32	region = tvm.tirx.BufferRegion(buffer, [tvm.ir.Range.from_min_extent(undefined, 4)])	CODE
HIGH	…ython/s_tir/meta_schedule/test_meta_schedule_runner.py	633	global repeated_args_before # pylint: disable=global-variable-undefined, invalid-name	CODE
HIGH	…ython/s_tir/meta_schedule/test_meta_schedule_runner.py	647	global repeated_args_before # pylint: disable=global-variable-undefined, invalid-name	CODE
HIGH	…ython/s_tir/meta_schedule/test_meta_schedule_runner.py	741	global repeated_args_before # pylint: disable=global-variable-undefined, invalid-name	CODE
HIGH	…ython/s_tir/meta_schedule/test_meta_schedule_runner.py	760	global repeated_args_before # pylint: disable=global-variable-undefined, invalid-name	CODE
HIGH	…ython/s_tir/meta_schedule/test_meta_schedule_runner.py	853	global repeated_args_before # pylint: disable=global-variable-undefined, invalid-name	CODE
HIGH	…ython/s_tir/meta_schedule/test_meta_schedule_runner.py	866	global repeated_args_before # pylint: disable=global-variable-undefined, invalid-name	CODE
HIGH	…s/python/tirx-transform/test_tir_transform_simplify.py	373	simplification that ``!(x \|\| y) == !x && !y``.	STRING

Modern Structural Boilerplate77 hits · 79 pts

Severity	File	Line	Snippet	Context
LOW	python/tvm/sym/analyzer.py	166	def set_z3_timeout_ms(self, timeout_ms: int) -> None:	CODE
LOW	python/tvm/sym/analyzer.py	182	def set_z3_rlimit(self, rlimit: int) -> None:	CODE
LOW	python/tvm/sym/analyzer.py	376	def set_maximum_rewrite_steps(self, maximum: int) -> None:	CODE
LOW	python/tvm/target/tag.py	21	__all__ = ["list_tags", "register_tag"]	CODE
LOW	python/tvm/runtime/vm.py	90	def _setup_device(self, dev: Device, memory_cfg: str \| dict[Device, str]) -> None:	CODE
LOW	python/tvm/runtime/vm.py	250	def set_input(self, func_name: str, args: Any, *kwargs: Any) -> None:	CODE
LOW	python/tvm/runtime/vm.py	325	def set_instrument(self, instrument: Function) -> None:	CODE
LOW⚡	python/tvm/s_tir/script/ir_builder/parser_protocol.py	150	__all__ = ["arg_", "bind_", "check_well_formed_", "function", "function_", "init", "sblock"]	CODE
LOW	python/tvm/s_tir/script/ir_builder/__init__.py	29	__all__ = [_shared_exports, _ir.__all__, *_protocol.__all__]	CODE
LOW	python/tvm/s_tir/script/ir_builder/ir.py	481	__all__ = [	CODE
LOW	python/tvm/s_tir/dlight/analysis/common_analysis.py	36	logger = logging.getLogger(__name__) # pylint: disable=invalid-name	CODE
LOW	python/tvm/s_tir/tensor_intrin/riscv_cpu.py	31	logger = logging.getLogger(__name__)	CODE
LOW	python/tvm/backend/__init__.py	27	__all__ = ["is_loaded", "load"]	CODE
LOW	python/tvm/backend/loader.py	117	def _set_module_alias(alias: str, module, *, direct: bool = False) -> None:	CODE
LOW	python/tvm/backend/loader.py	187	__all__ = ["is_loaded", "load"]	CODE
LOW	python/tvm/backend/adreno/__init__.py	39	__all__ = ["register_backend", "target_tags"]	CODE
LOW	python/tvm/backend/trn/layout.py	123	__all__ = ["is_trainium_layout", "to_psum_layout", "trainium_layout"]	CODE
LOW	python/tvm/backend/trn/__init__.py	72	__all__ = [	CODE
LOW	python/tvm/backend/trn/op.py	203	__all__ = [	CODE
LOW	python/tvm/backend/trn/pipeline.py	58	__all__ = ["finalize_device_passes_trn", "trn_pipeline"]	CODE
LOW	python/tvm/backend/trn/script.py	55	__all__ = ["NKINamespace"]	CODE
LOW	python/tvm/backend/trn/transform/__init__.py	53	__all__ = ["LowerTIRx", "LowerTrainiumLayout", "TrnNaiveAllocator", "TrnPrivateBufferAlloc"]	CODE
LOW	python/tvm/backend/metal/__init__.py	84	__all__ = [	CODE
LOW	python/tvm/backend/metal/op.py	124	__all__ = [	CODE
LOW	python/tvm/backend/metal/script.py	45	__all__ = ["MetalNamespace"]	CODE
LOW	python/tvm/backend/cuda/__init__.py	117	__all__ = [	CODE
LOW	python/tvm/backend/cuda/iket.py	831	__all__ = [	CODE
LOW	python/tvm/backend/cuda/ptx/__init__.py	32	__all__ = ["TABLE", "PTXNamespace", "register_addr", "register_table"]	CODE
LOW	python/tvm/backend/cuda/launch/_generated.py	103	__all__ = [	CODE
LOW	python/tvm/backend/cuda/launch/__init__.py	28	__all__ = [	CODE
LOW	python/tvm/backend/cuda/codegen/__init__.py	43	__all__ = [	CODE
LOW	python/tvm/backend/cuda/lang/__init__.py	21	__all__ = [	CODE
LOW	python/tvm/backend/cuda/transforms/__init__.py	41	__all__ = ["LowerIket"]	CODE
LOW	python/tvm/backend/cuda/cpp/__init__.py	41	__all__ = []	CODE
LOW	…tvm/backend/cuda/tile_primitive/elementwise/_common.py	392	__all__ = [	CODE
LOW	…ackend/cuda/tile_primitive/elementwise/ops/__init__.py	122	__all__ = ["ALL_OPS", "OpSpec", "Plan", "SrcSpec", "VecImpl"]	CODE
LOW	…on/tvm/backend/cuda/tile_primitive/copy/ld_stmatrix.py	390	__all__ = ["copy_schedule_ldstmatrix"]	CODE
LOW	python/tvm/backend/webgpu/__init__.py	25	__all__ = ["register_backend"]	CODE
LOW	python/tvm/backend/hexagon/__init__.py	51	__all__ = ["register_backend", "target_tags"]	CODE
LOW	python/tvm/backend/opencl/__init__.py	58	__all__ = ["register_backend"]	CODE
LOW	python/tvm/backend/vulkan/__init__.py	69	__all__ = ["register_backend"]	CODE
LOW	python/tvm/backend/rocm/__init__.py	59	__all__ = ["register_backend"]	CODE
LOW	python/tvm/contrib/hexagon/hexagon_unary_ops.py	25	logger = logging.getLogger(__name__)	CODE
LOW	python/tvm/script/ir_builder/__init__.py	67	__all__ = [	CODE
LOW	python/tvm/script/ir_builder/frame.py	58	def set_names(self, names: str \| Sequence[str] \| None) -> None:	CODE
LOW	python/tvm/script/parser/__init__.py	36	__all__ = [*_ENTRY_EXPORTS, "register_namespace", "register_namespace_initializer"]	CODE
LOW	python/tvm/script/parser/protocol_registry.py	40	__all__ = ["register_mutable_decl", "register_scalar_annotation"]	CODE
LOW	python/tvm/testing/env.py	54	__all__ = [	CODE
LOW	python/tvm/relax/expr_functor.py	1618	def set_var_remap(self, old_var: Var, new_var: Var) -> None:	CODE
LOW	python/tvm/relax/block_builder.py	749	def update_func(self, gv: GlobalVar, updated_func: BaseFunc) -> None:	CODE
LOW	python/tvm/relax/expr.py	637	def _update_type(expr: Expr, ty: Type \| None) -> None:	CODE
LOW	python/tvm/relax/frontend/tflite/tflite_frontend.py	39	__all__ = ["from_tflite"]	CODE
LOW	python/tvm/relax/frontend/nn/core.py	78	def set_default_dtype(dtype: str) -> None:	CODE
LOW	python/tvm/relax/frontend/nn/core.py	342	def set_state(self, state_vars: list[rx.Var]) -> None:	CODE
LOW	python/tvm/relax/frontend/nn/modules.py	49	def set_state(self, state_vars: list[rx.Var]) -> None:	CODE
LOW	python/tvm/relax/frontend/nn/modules.py	838	def set_state(self, state_vars: list[rx.Var]) -> None:	CODE
LOW	python/tvm/relax/frontend/nn/llm/kv_cache.py	87	__all__ = [	CODE
LOW	python/tvm/relax/training/optimizer.py	140	def _set_params_and_dtype(self, params: list[Var]) -> None:	CODE
LOW	…thon/tvm/relax/backend/contrib/example_npu/__init__.py	31	__all__ = ["patterns"]	CODE
LOW	python/tvm/relax/script/ir_builder/parser_protocol.py	569	__all__ = [	CODE
17 more matches not shown…

Redundant / Tautological Comments43 hits · 69 pts

Severity	File	Line	Snippet	Context
LOW	python/tvm/topi/sparse_reshape.py	171	# Check if prev_shape and new_shape are equal	COMMENT
LOW	python/tvm/backend/trn/tile_primitive/dim_utils.py	225	# Check if there is a direct mapping	COMMENT
LOW	python/tvm/backend/cuda/lang/tile_scheduler.py	376	# Check if we're in the full block region	COMMENT
LOW	python/tvm/relax/relax_to_pyfunc_converter.py	418	# Check if it's a function parameter	COMMENT
LOW	python/tvm/relax/relax_to_pyfunc_converter.py	423	# Check if it's a bound variable	COMMENT
LOW	python/tvm/relax/frontend/tflite/tflite_frontend.py	1089	# Check if the tensors are quantized. Parse if yes.	COMMENT
LOW	python/tvm/relax/frontend/tflite/tflite_frontend.py	3892	# Check if the input tensor is quantized, call QNN op	COMMENT
LOW	python/tvm/relax/frontend/onnx/onnx_frontend.py	2703	# Check if either dimension is symbolic (Expr)	COMMENT
LOW	…n/tvm/relax/frontend/torch/base_fx_graph_translator.py	291	# Check if this is a null_value expression	COMMENT
LOW	…n/tvm/relax/frontend/torch/base_fx_graph_translator.py	2339	# Check if all indices can be squeezed to 1D for sequential take	COMMENT
LOW	python/tvm/relax/frontend/torch/fx_translator.py	105	# Check if input is integer type and convert to float32 if needed	COMMENT
LOW	python/tvm/relax/frontend/torch/fx_translator.py	115	# Check if input is integer type and convert to float32 if needed	COMMENT
LOW	…vm/relax/frontend/torch/exported_program_translator.py	109	# Check if input is integer type and convert to float32 if needed	COMMENT
LOW	…vm/relax/frontend/torch/exported_program_translator.py	119	# Check if input is integer type and convert to float32 if needed	COMMENT
LOW	python/tvm/relax/backend/cuda/cutlass.py	137	# Check if any dimensions are symbolic.	COMMENT
LOW	python/tvm/relax/backend/cuda/cudnn.py	55	# Check if the data types of input and weights are supported by cuDNN BYOC	COMMENT
LOW	python/tvm/tirx/script/ir_builder/external_kernel.py	167	# Check if NVSHMEM is used - requires cubin output for device library linking	COMMENT
LOW	tests/lint/check_asf_header.py	308	# Check if file should be skipped	COMMENT
LOW	tests/lint/check_asf_header.py	312	# Check if this file type is supported	COMMENT
LOW	…ts/python/s_tir/script/test_s_tir_script_ir_builder.py	57	# Check if the generated ir is expected	COMMENT
LOW	…ts/python/s_tir/script/test_s_tir_script_ir_builder.py	111	# Check if the generated ir is expected	COMMENT
LOW	…ts/python/s_tir/script/test_s_tir_script_ir_builder.py	140	# Check if the generated ir is expected	COMMENT
LOW	…ts/python/s_tir/script/test_s_tir_script_ir_builder.py	190	# Check if the generated ir is expected	COMMENT
LOW	…ts/python/s_tir/script/test_s_tir_script_ir_builder.py	234	# Check if the generated ir is expected	COMMENT
LOW	…ts/python/s_tir/script/test_s_tir_script_ir_builder.py	258	# Check if the generated ir is expected	COMMENT
LOW	tests/python/contrib/test_example_npu.py	98	# Check if the example NPU runtime is available	COMMENT
LOW	tests/python/codegen/test_target_codegen_aarch64.py	613	# Check if the vscale_range() attribute exists	COMMENT
LOW⚡	tests/python/relax/script/test_relax_script_pyfunc.py	135	# Check if functions attribute exists	COMMENT
LOW⚡	tests/python/relax/script/test_relax_script_pyfunc.py	147	# Check if script method exists	COMMENT
LOW⚡	tests/python/relax/script/test_relax_script_pyfunc.py	159	# Check if inheritance flag exists (this might not be set in all implementations)	COMMENT
LOW⚡	tests/python/relax/script/test_relax_script_pyfunc.py	166	# Check if original class is preserved (this might not be set in all implementations)	COMMENT
LOW⚡	tests/python/tirx/script/test_tirx_script_ir_builder.py	224	# Check if the generated ir is expected	COMMENT
LOW⚡	tests/python/tirx/script/test_tirx_script_ir_builder.py	237	# Check if the generated ir is expected	COMMENT
LOW	tests/python/tirx/script/test_tirx_script_ir_builder.py	93	# Check if the generated ir is expected	COMMENT
LOW	tests/python/tirx/script/test_tirx_script_ir_builder.py	113	# Check if the generated ir is expected	COMMENT
LOW	tests/python/tirx/script/test_tirx_script_ir_builder.py	137	# Check if the generated ir is expected	COMMENT
LOW	tests/python/tirx/script/test_tirx_script_ir_builder.py	151	# Check if the generated ir is expected	COMMENT
LOW	tests/python/tirx/script/test_tirx_script_ir_builder.py	168	# Check if the generated ir is expected	COMMENT
LOW	tests/python/tirx/script/test_tirx_script_ir_builder.py	190	# Check if the generated ir is expected	COMMENT
LOW	tests/python/tirx/script/test_tirx_script_ir_builder.py	206	# Check if the generated ir is expected	COMMENT
LOW	tests/python/tirx/script/test_tirx_script_ir_builder.py	252	# Check if the generated ir is expected	COMMENT
LOW	tests/scripts/ci.py	552	# Check if it should be a flag	COMMENT
LOW	docs/how_to/tutorials/customize_opt.py	125	# Check if CUBLAS is enabled	COMMENT

AI Slop Vocabulary24 hits · 50 pts

Severity	File	Line	Snippet	Context
LOW	python/tvm/topi/nn/qnn.py	67	# When disabled, just pass through the input values.	COMMENT
LOW	python/tvm/topi/nn/qnn.py	157	# When disabled simply return the input tensor.	COMMENT
LOW	python/tvm/te/reduction.py	284	# mode 2, simply use it with multiple Exprs:	COMMENT
MEDIUM⚡	…hon/tvm/backend/cuda/tile_primitive/elementwise/reg.py	290	# trivial / identity layouts are fine — the algorithm is robust to	COMMENT
LOW	…vm/backend/cuda/tile_primitive/elementwise/ops/cast.py	40	# Schedule wraps with Tx.cast(..., dst.dtype) — just pass through.	COMMENT
LOW	python/tvm/script/parser/inspect_source.py	123	# Since `findsource` is an internal API of inspect, we just use it	COMMENT
LOW	python/tvm/relax/relax_to_pyfunc_converter.py	640	# Simple fallback: just add the tensors	COMMENT
LOW	python/tvm/relax/frontend/onnx/onnx_frontend.py	2460	# from other frameworks and not actually used in TVM. We'll just use	COMMENT
LOW	…n/tvm/relax/frontend/torch/base_fx_graph_translator.py	2686	# by the translator, and therefore we just return a copy of the input.	COMMENT
LOW	…vm/relax/frontend/torch/exported_program_translator.py	2036	"bernoulli.p": lambda node: self.env[node.args[0]], # Dropout: just return input	CODE
LOW	python/tvm/relax/training/loss.py	364	# In other cases where ignore_index is not needed, just use the simpe product.	STRING
MEDIUM	tests/python/relax/test_relax_to_pyfunc_converter.py	367	"""Test that operator mapping is comprehensive."""	STRING
MEDIUM	tests/python/relax/test_base_py_module_printer.py	346	"""Test comprehensive error handling and validation."""	STRING
MEDIUM	tests/python/relax/test_base_py_module_printer.py	350	"""Robust data processing with comprehensive error handling."""	STRING
MEDIUM	tests/python/tirx/iket/test_iket_orchestration.py	57	pytest.importorskip("triton") # tvm.tirx.bench pulls in the triton harness	CODE
MEDIUM	docs/how_to/tutorials/e2e_opt_model.py	97	# leverage MetaSchedule to tune the model and store the tuning logs to the database. We also	COMMENT
MEDIUM⚡	docs/how_to/tutorials/export_and_load_executable.py	327	# for a comprehensive guide on:	COMMENT
MEDIUM	docs/how_to/tutorials/optimize_llm.py	169	# - QKV projection: We leverage the horizontal fusion on QKV projection and fuse them into one	COMMENT
MEDIUM	docs/how_to/tutorials/optimize_llm.py	171	# - Attention: We leverage the horizontal fusion on attention and fuse the QKV projection and	COMMENT
MEDIUM	docs/deep_dive/tensor_ir/tutorials/tir_creation.py	261	# The aforementioned lambda expression encapsulates the computation:	COMMENT
MEDIUM	…cs/deep_dive/tensor_ir/tutorials/tir_transformation.py	176	# Alternatively, we can output the IRModule in conjunction with the historical trace.	COMMENT
MEDIUM	docs/get_started/tutorials/quick_start.py	113	# Apache TVM leverage ``pipeline`` to transform and optimize program.	COMMENT
MEDIUM	docs/get_started/tutorials/quick_start.py	125	# In this tutorial we only demonstrate the overall flow, by leverage ``zero`` optimization	COMMENT
LOW	apps/ios_rpc/tests/ios_rpc_test.py	59	# If we don't want to do metal and only use cpu, just set target to be target	COMMENT

Docstring Block Structure4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	python/tvm/topi/nn/pad.py	27	Calculates the output shape of a tensor after applying padding. Args: data (tvm.te.Tensor): The input	STRING
HIGH	python/tvm/backend/cuda/codegen/utils.py	40	Validate that cta_group is 1 or 2 and return it as int. Args: cta_group: The cta_group value (can be int or	STRING
HIGH	python/tvm/backend/cuda/codegen/utils.py	62	Validate that value is within range and is a power of two. Args: value: The value to validate min_v	STRING
HIGH	…/tvm/backend/cuda/tile_primitive/gemm_async/tcgen05.py	360	Schedule an asynchronous GEMM operation using tcgen05.mma (Blackwell Tensor Core). Computes C = A @ B (with optiona	STRING

Slop Phrases3 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	python/tvm/relax/frontend/tflite/tflite_frontend.py	9062	# Alternatively you can use tensorflow.keras.application wrapped arounf a tf.function	STRING
MEDIUM	include/tvm/s_tir/transform.h	197	* which is the three blocks as discussed above.	COMMENT
MEDIUM⚡	docs/how_to/tutorials/export_and_load_executable.py	319	# you can use TVM's RPC mechanism to cross-compile, upload, and run the model	COMMENT

Fake / Example Data7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	python/tvm/te/operation.py	39	def placeholder(shape, dtype=None, name="placeholder"):	CODE
LOW	python/tvm/relax/frontend/torch/fx_translator.py	1128	if node.op == "placeholder":	CODE
LOW	python/tvm/relax/frontend/torch/dynamo.py	86	if node.op != "placeholder":	CODE
LOW	…vm/relax/frontend/torch/exported_program_translator.py	1531	if node.op == "placeholder":	CODE
LOW	…vm/relax/frontend/torch/exported_program_translator.py	1627	placeholders = [n for n in nodes if n.op == "placeholder"]	CODE
LOW	…vm/relax/frontend/torch/exported_program_translator.py	2183	for node in exported_program.graph.find_nodes(op="placeholder", target=spec.target):	CODE
LOW	include/tvm/te/operation.h	440	std::string name = "placeholder");	CODE

Overly Generic Function Names9 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	tests/python/tirx-base/test_tir_nodes.py	301	def test_function():	CODE
LOW	tests/python/s_tir/script/test_s_tir_script_printer.py	121	def test_function():	CODE
LOW	tests/python/script/test_basic_usage.py	38	def test_function(language):	CODE
LOW	tests/python/script/test_meta_programming.py	493	def helper():	CODE
LOW	tests/python/script/test_meta_programming.py	652	def helper():	CODE
LOW	tests/python/script/test_meta_programming.py	710	def helper(value):	CODE
LOW	tests/python/script/test_meta_programming.py	766	def helper():	CODE
LOW	tests/python/relax/test_expr_functor.py	550	def test_function():	CODE
LOW	tests/python/relax/script/test_relax_script_printer.py	222	def test_function():	CODE

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/python/script/test_parser_entry.py	49	# scaffolding.	COMMENT

Dead Code1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ython/relax/script/test_relax_script_error_handling.py	290		CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	.agents/scripts/monitor_gpu.sh	7	# Usage:	COMMENT

Maintenance and Governance Review

Risk Review · v3

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Pattern-Signal History

Severity Breakdown

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