apache/tvm

Pattern Findings

10899 matches across 18 categories. Click a row to expand file-level details.

Hyper-Verbose Identifiers4017 hits · 3710 pts

Severity	File	Line	Snippet
LOW	conftest.py	64	def pytest_collection_modifyitems(config, items):
LOW	python/tvm/topi/scatter.py	28	def _verify_scatter_nd_inputs(data, indices, updates):
LOW	python/tvm/topi/math.py	686	def fixed_point_multiply_per_axis(
LOW	python/tvm/topi/gpu/scan.py	221	def get_reduction_from_exclusive_scan(data, ex_scan_output, binop=tvm.tirx.generic.add):
LOW	python/tvm/topi/nn/winograd_util.py	164	def winograd_transform_matrices(tile_size, kernel_size, out_dtype):
LOW	python/tvm/topi/vision/nms_util.py	245	def collect_selected_indices_and_scores(
LOW	python/tvm/topi/vision/nms.py	852	def _collect_selected_indices_ir(
LOW	python/tvm/topi/vision/nms.py	898	def _collect_selected_indices_and_scores_ir(
LOW	python/tvm/topi/vision/nms.py	944	def all_class_non_max_suppression(
LOW	python/tvm/topi/image/resize.py	28	def can_convert_multiply_to_intdiv(origin_size, scaled_size):
LOW	python/tvm/topi/testing/adaptive_pool_python.py	77	def adaptive_pool_channel_first(np_data, out_size, pool_op, np_op):
LOW	python/tvm/topi/testing/adaptive_pool_python.py	91	def adaptive_pool_channel_last(np_data, out_size, pool_op, np_op):
LOW	python/tvm/topi/testing/nms_python.py	37	def non_max_suppression_python(
LOW	python/tvm/ir/instrument.py	154	def _wrap_class_pass_instrument(pi_cls):
LOW	python/tvm/ir/base.py	211	def get_first_structural_mismatch(lhs, rhs, map_free_vars=False, skip_tensor_content=False):
LOW	python/tvm/target/detect_target.py	109	def detect_target_from_device(dev: str \| Device) -> Target:
LOW	python/tvm/runtime/params.py	98	def load_param_dict_from_file(path):
LOW	python/tvm/runtime/device.py	87	def max_shared_memory_per_block(self):
LOW	python/tvm/runtime/module.py	111	def _collect_from_import_tree(self, filter_func):
LOW	python/tvm/runtime/module.py	234	def get_source_format_from_module(module):
LOW	python/tvm/runtime/disco/session.py	587	def _create_socket_session_local_workers(num_workers) -> Session:
LOW	python/tvm/s_tir/schedule/analysis.py	69	def get_tensorize_loop_mapping(
LOW	python/tvm/s_tir/schedule/analysis.py	97	def get_auto_tensorize_mapping_info(
LOW	python/tvm/s_tir/schedule/schedule.py	79	def _parse_error_render_level(error_render_level: str) -> int:
LOW	python/tvm/s_tir/schedule/schedule.py	104	def _get_sblock_default_dtype(block: SBlock) -> str:
LOW	python/tvm/s_tir/schedule/schedule.py	1050	def matmul_after_reorder_block_iter_var(
LOW	python/tvm/s_tir/schedule/schedule.py	1588	def before_reindex_cache_read(a: T.handle, b: T.handle) -> None:
LOW	python/tvm/s_tir/schedule/schedule.py	1688	def before_reindex_cache_write(a: T.handle, b: T.handle) -> None:
LOW	python/tvm/s_tir/schedule/schedule.py	2174	def before_reverse_compute_at(a: T.handle, c: T.handle) -> None:
LOW	python/tvm/s_tir/schedule/schedule.py	3428	def two_elementwise_transformed_intermediate_buffer(a: T.handle, c: T.handle) -> None:
LOW	python/tvm/s_tir/schedule/schedule.py	3513	def before_transform_block_layout(
LOW	python/tvm/s_tir/schedule/schedule.py	3535	def after_transform_block_layout(
LOW	python/tvm/s_tir/schedule/schedule.py	3599	def before_set_axis_separator(
LOW	python/tvm/s_tir/schedule/schedule.py	3627	def after_set_axis_separators(
LOW	python/tvm/s_tir/schedule/schedule.py	3940	def unsafe_hide_buffer_access(
LOW	python/tvm/s_tir/schedule/schedule.py	4000	def before_annotate_buffer_access(
LOW	python/tvm/s_tir/schedule/schedule.py	4029	def after_annotate_buffer_access(
LOW	python/tvm/s_tir/schedule/testing.py	29	def assert_structural_equal_ignore_global_symbol(
LOW	python/tvm/s_tir/analysis/__init__.py	58	def get_sblock_read_write_region(
LOW	python/tvm/s_tir/analysis/__init__.py	145	def calculate_allocated_bytes(
LOW	python/tvm/s_tir/analysis/__init__.py	197	def get_vtcm_compaction_passes() -> list[tvm.transform.Pass]:
LOW	python/tvm/s_tir/meta_schedule/logging.py	179	def _batch_parameterize_config(
LOW	python/tvm/s_tir/meta_schedule/logging.py	239	def get_loggers_from_work_dir(
LOW	python/tvm/s_tir/meta_schedule/trace_apply.py	25	def schedule_using_anchor_trace(sch: Schedule, anchor_trace: Trace, target: Target) -> None:
LOW	python/tvm/s_tir/meta_schedule/relax_integration.py	105	def extracted_tasks_to_tune_contexts(
LOW	python/tvm/s_tir/meta_schedule/utils.py	131	def get_global_func_with_default_on_worker(
LOW	python/tvm/s_tir/meta_schedule/utils.py	168	def get_global_func_on_rpc_session(
LOW	python/tvm/s_tir/meta_schedule/tune_context.py	248	def generate_measure_candidates(self) -> list["MeasureCandidate"] \| None:
LOW	…/s_tir/meta_schedule/schedule/cuda/layout_transform.py	135	def pad_dimension_to_at_least_number(loop: LoopRV, requested_size: int):
LOW	…/s_tir/meta_schedule/schedule/cuda/layout_transform.py	140	def pad_dimension_to_factor_of_tile_size(
LOW	…/s_tir/meta_schedule/schedule/cuda/layout_transform.py	239	def get_high_level_loop_structure(
LOW	…/s_tir/meta_schedule/schedule/cuda/layout_transform.py	503	def cuda_layout_transform_schedule_rule(
LOW	…s_tir/meta_schedule/space_generator/space_generator.py	65	def _initialize_with_tune_context(self, context: "TuneContext") -> None:
LOW	…s_tir/meta_schedule/space_generator/space_generator.py	231	def _initialize_with_tune_context(self, context: "TuneContext") -> None:
LOW	python/tvm/s_tir/meta_schedule/cost_model/xgb_model.py	684	def optional_xgboost_callback(cls):
LOW	python/tvm/s_tir/meta_schedule/postproc/postproc.py	44	def _initialize_with_tune_context(self, context: "TuneContext") -> None:
LOW	python/tvm/s_tir/meta_schedule/postproc/postproc.py	152	def _initialize_with_tune_context(self, context: "TuneContext") -> None:
LOW	python/tvm/s_tir/meta_schedule/testing/dummy_object.py	56	def _initialize_with_tune_context(self, context: "TuneContext") -> None:
LOW	…n/tvm/s_tir/meta_schedule/testing/validate_database.py	421	def f_with_args_alloc_argument_common(
LOW	…n/tvm/s_tir/meta_schedule/testing/validate_database.py	448	def f_with_args_run_evaluator_common(
3957 more matches not shown…

Over-Commented Block1947 hits · 1896 pts

Severity	File	Line	Snippet
LOW	.asf.yaml	1	# Licensed to the Apache Software Foundation (ASF) under one
LOW	.asf.yaml	41
LOW	conftest.py	1	# Licensed to the Apache Software Foundation (ASF) under one
LOW	.markdownlint-cli2.yaml	1	# Licensed to the Apache Software Foundation (ASF) under one
LOW	version.py	1	# Licensed to the Apache Software Foundation (ASF) under one
LOW	.pre-commit-config.yaml	1	# Licensed to the Apache Software Foundation (ASF) under one
LOW	pyproject.toml	1	# Licensed to the Apache Software Foundation (ASF) under one
LOW	.yamllint.yaml	1	# Licensed to the Apache Software Foundation (ASF) under one
LOW	docker/dev_common.sh	1	#!/bin/bash -e
LOW	docker/lint.sh	1	#!/bin/bash -e
LOW	docker/build.sh	1	#!/usr/bin/env bash
LOW	docker/build.sh	21	# Build a docker container and optionally execute command within a it
LOW	docker/build.sh	41	# DOCKERFILE_PATH: (Optional) Path to the Dockerfile used for docker build. If
LOW	docker/bash.sh	1	#!/usr/bin/env bash
LOW	docker/bash.sh	21	# Start a bash, mount REPO_MOUNT_POINT to be current directory.
LOW	docker/clear-stale-images.sh	1	#!/bin/bash
LOW	docker/install/ubuntu_install_core.sh	1	#!/bin/bash
LOW	docker/install/ubuntu_install_libtorch.sh	1	#!/bin/bash
LOW	docker/install/ubuntu_install_dgl.sh	1	#!/bin/bash
LOW	docker/install/ubuntu_setup_tz.sh	1	#!/bin/bash
LOW	docker/install/ubuntu_install_nodejs.sh	1	#!/bin/bash
LOW	docker/install/ubuntu_install_tflite.sh	1	#!/bin/bash
LOW	docker/install/ubuntu_install_googletest.sh	1	#!/bin/bash
LOW	docker/install/ubuntu_install_vulkan.sh	1	#!/bin/bash
LOW	docker/install/ubuntu_install_onnx.sh	1	#!/bin/bash
LOW	docker/install/ubuntu_install_dnnl.sh	1	#!/bin/bash
LOW	docker/install/ubuntu_install_aprofile_aem.sh	1	#!/bin/bash
LOW	docker/install/ubuntu_install_xgboost.sh	1	#!/bin/bash
LOW	docker/install/ubuntu_install_java.sh	1	#!/bin/bash
LOW	docker/install/ubuntu_install_jax.sh	1	#!/bin/bash
LOW	docker/install/ubuntu_install_sphinx.sh	1	#!/bin/bash
LOW	docker/install/ubuntu_install_rocm.sh	1	#!/bin/bash
LOW	docker/install/ubuntu_install_nnef.sh	1	#!/bin/bash
LOW	docker/install/ubuntu_install_universal.sh	1	#!/bin/bash
LOW	docker/install/ubuntu_install_cmake.sh	1	#!/bin/bash
LOW	docker/install/ubuntu_install_tensorflow_aarch64.sh	1	#!/bin/bash
LOW	docker/install/ubuntu_install_coreml.sh	1	#!/bin/bash
LOW	docker/install/ubuntu_install_clang_format.sh	1	#!/bin/bash
LOW	docker/install/ubuntu_install_emscripten.sh	1	#!/bin/bash
LOW	docker/install/ubuntu_install_opencl.sh	1	#!/bin/bash
LOW	docker/install/ubuntu_install_python_package.sh	1	#!/bin/bash
LOW	docker/install/ubuntu_install_python.sh	1	#!/bin/bash
LOW	docker/install/ubuntu_install_sccache.sh	1	#!/bin/bash
LOW	docker/install/ubuntu_install_tensorflow.sh	1	#!/bin/bash
LOW	docker/install/ubuntu_install_llvm.sh	1	#!/bin/bash
LOW	docker/install/ubuntu_install_cuda_python.sh	1	#!/bin/bash
LOW	docker/python/bootstrap/generate.sh	1	#!/bin/env bash
LOW	docker/utils/apt-install-and-clear.sh	1	#!/bin/bash -e
LOW	docker/utils/download-and-verify.sh	1	#!/bin/bash
LOW	python/tvm/error.py	1	# Licensed to the Apache Software Foundation (ASF) under one
LOW	python/tvm/__init__.py	1	# isort: skip_file
LOW	python/tvm/libinfo.py	1	# Licensed to the Apache Software Foundation (ASF) under one
LOW	python/tvm/ffi.py	1	# Licensed to the Apache Software Foundation (ASF) under one
LOW	python/tvm/base.py	1	# Licensed to the Apache Software Foundation (ASF) under one
LOW	python/tvm/base.py	41	#
LOW	python/tvm/topi/signal.py	1	# Licensed to the Apache Software Foundation (ASF) under one
LOW	python/tvm/topi/slice_scatter.py	1	# Licensed to the Apache Software Foundation (ASF) under one
LOW	python/tvm/topi/reduction.py	1	# Licensed to the Apache Software Foundation (ASF) under one
LOW	python/tvm/topi/sort.py	1	# Licensed to the Apache Software Foundation (ASF) under one
LOW	python/tvm/topi/einsum.py	1	# Licensed to the Apache Software Foundation (ASF) under one
1887 more matches not shown…

Unused Imports2209 hits · 1756 pts

Severity	File	Line
LOW	python/tvm/__init__.py	26
LOW	python/tvm/__init__.py	26
LOW	python/tvm/__init__.py	26
LOW	python/tvm/__init__.py	29
LOW	python/tvm/__init__.py	29
LOW	python/tvm/__init__.py	33
LOW	python/tvm/__init__.py	34
LOW	python/tvm/__init__.py	34
LOW	python/tvm/__init__.py	34
LOW	python/tvm/__init__.py	34
LOW	python/tvm/__init__.py	34
LOW	python/tvm/__init__.py	34
LOW	python/tvm/__init__.py	35
LOW	python/tvm/__init__.py	35
LOW	python/tvm/__init__.py	35
LOW	python/tvm/__init__.py	35
LOW	python/tvm/__init__.py	36
LOW	python/tvm/__init__.py	36
LOW	python/tvm/__init__.py	42
LOW	python/tvm/__init__.py	43
LOW	python/tvm/__init__.py	44
LOW	python/tvm/__init__.py	45
LOW	python/tvm/__init__.py	49
LOW	python/tvm/__init__.py	52
LOW	python/tvm/__init__.py	55
LOW	python/tvm/__init__.py	58
LOW	python/tvm/__init__.py	61
LOW	python/tvm/__init__.py	61
LOW	python/tvm/__init__.py	64
LOW	python/tvm/__init__.py	67
LOW	python/tvm/__init__.py	70
LOW	python/tvm/__init__.py	70
LOW	python/tvm/__init__.py	78
LOW	python/tvm/__init__.py	81
LOW	python/tvm/libinfo.py	19
LOW	python/tvm/ffi.py	21
LOW	python/tvm/base.py	80
LOW	python/tvm/topi/__init__.py	29
LOW	python/tvm/topi/__init__.py	33
LOW	python/tvm/topi/__init__.py	35
LOW	python/tvm/topi/__init__.py	36
LOW	python/tvm/topi/__init__.py	37
LOW	python/tvm/topi/__init__.py	38
LOW	python/tvm/topi/__init__.py	39
LOW	python/tvm/topi/__init__.py	40
LOW	python/tvm/topi/__init__.py	41
LOW	python/tvm/topi/__init__.py	42
LOW	python/tvm/topi/__init__.py	43
LOW	python/tvm/topi/__init__.py	44
LOW	python/tvm/topi/__init__.py	45
LOW	python/tvm/topi/__init__.py	46
LOW	python/tvm/topi/__init__.py	47
LOW	python/tvm/topi/__init__.py	48
LOW	python/tvm/topi/__init__.py	49
LOW	python/tvm/topi/__init__.py	50
LOW	python/tvm/topi/__init__.py	51
LOW	python/tvm/topi/__init__.py	52
LOW	python/tvm/topi/__init__.py	53
LOW	python/tvm/topi/__init__.py	54
LOW	python/tvm/topi/__init__.py	55
2149 more matches not shown…

Deep Nesting1811 hits · 1514 pts

Severity	File	Line
LOW	version.py	144
LOW	python/tvm/libinfo.py	249
LOW	python/tvm/topi/signal.py	27
LOW	python/tvm/topi/signal.py	131
LOW	python/tvm/topi/signal.py	71
LOW	python/tvm/topi/signal.py	160
LOW	python/tvm/topi/unique.py	25
LOW	python/tvm/topi/sparse_reshape.py	26
LOW	python/tvm/topi/sparse_reshape.py	74
LOW	python/tvm/topi/utils.py	176
LOW	python/tvm/topi/scatter.py	57
LOW	python/tvm/topi/scatter.py	98
LOW	python/tvm/topi/scan.py	32
LOW	python/tvm/topi/scan.py	117
LOW	python/tvm/topi/scatter_elements.py	27
LOW	python/tvm/topi/scatter_elements.py	99
LOW	python/tvm/topi/index_put.py	27
LOW	python/tvm/topi/index_put.py	91
LOW	python/tvm/topi/gpu/sort.py	39
LOW	python/tvm/topi/gpu/sort.py	85
LOW	python/tvm/topi/gpu/sort.py	183
LOW	python/tvm/topi/gpu/sort.py	1084
LOW	python/tvm/topi/gpu/sort.py	257
LOW	python/tvm/topi/gpu/sort.py	1122
LOW	python/tvm/topi/gpu/scan.py	55
LOW	python/tvm/topi/gpu/scan.py	221
LOW	python/tvm/topi/gpu/scan.py	248
LOW	python/tvm/topi/gpu/scatter_elements.py	30
LOW	python/tvm/topi/gpu/scatter_elements.py	62
LOW	python/tvm/topi/gpu/scatter_nd.py	31
LOW	python/tvm/topi/gpu/scatter_nd.py	35
LOW	python/tvm/topi/nn/fifo_buffer.py	29
LOW	python/tvm/topi/nn/bitserial_util.py	29
LOW	python/tvm/topi/nn/utils.py	118
LOW	python/tvm/topi/nn/utils.py	167
LOW	python/tvm/topi/nn/utils.py	215
LOW	python/tvm/topi/nn/utils.py	274
LOW	python/tvm/topi/vision/nms_util.py	87
LOW	python/tvm/topi/vision/nms_util.py	126
LOW	python/tvm/topi/vision/nms_util.py	288
LOW	python/tvm/topi/vision/nms.py	39
LOW	python/tvm/topi/vision/nms.py	182
LOW	python/tvm/topi/vision/nms.py	664
LOW	python/tvm/topi/vision/nms.py	706
LOW	python/tvm/topi/vision/nms.py	778
LOW	python/tvm/topi/vision/nms.py	852
LOW	python/tvm/topi/vision/nms.py	898
LOW	python/tvm/topi/vision/nms.py	944
LOW	python/tvm/topi/vision/nms.py	670
LOW	python/tvm/topi/vision/nms.py	724
LOW	python/tvm/topi/vision/nms.py	781
LOW	python/tvm/topi/vision/nms.py	824
LOW	python/tvm/topi/image/resize.py	140
LOW	python/tvm/topi/image/resize.py	178
LOW	python/tvm/topi/image/resize.py	224
LOW	python/tvm/topi/image/resize.py	373
LOW	python/tvm/topi/image/resize.py	495
LOW	python/tvm/topi/image/resize.py	746
LOW	python/tvm/topi/image/resize.py	959
LOW	python/tvm/topi/testing/adaptive_pool_python.py	91
1751 more matches not shown…

Decorative Section Separators465 hits · 1414 pts

Severity	File	Line	Snippet
MEDIUM	version.py	37	# ---------------------------------------------------
MEDIUM	version.py	51	# ---------------------------------------------------
MEDIUM	python/tvm/base.py	29	# ----------------------------
MEDIUM	python/tvm/base.py	31	# ----------------------------
MEDIUM	python/tvm/base.py	36	# ----------------------------
MEDIUM	python/tvm/base.py	38	# ----------------------------
MEDIUM	python/tvm/target/tag_registry/cuda.py	122	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	124	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	133	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	135	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	171	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	173	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	182	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	184	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	187	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	189	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	192	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	194	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	203	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	205	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	212	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	214	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	360	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	362	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	368	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	370	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	56	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	58	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	83	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	85	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	147	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	149	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	225	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	227	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	252	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	254	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	266	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	268	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	283	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	285	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	305	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	307	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	338	# =====================================================================
MEDIUM	python/tvm/target/tag_registry/cuda.py	340	# =====================================================================
MEDIUM	python/tvm/tirx/layout.py	528	# ------------------------------------------------------------------
MEDIUM	python/tvm/tirx/layout.py	530	# ------------------------------------------------------------------
MEDIUM	python/tvm/tirx/layout.py	557	# ------------------------------------------------------------------
MEDIUM	python/tvm/tirx/layout.py	559	# ------------------------------------------------------------------
MEDIUM	python/tvm/tirx/layout.py	616	# ------------------------------------------------------------------
MEDIUM	python/tvm/tirx/layout.py	618	# ------------------------------------------------------------------
MEDIUM	python/tvm/tirx/lang/alloc_pool.py	27	# ---------------------------------------------------------------------------
MEDIUM	python/tvm/tirx/lang/alloc_pool.py	29	# ---------------------------------------------------------------------------
MEDIUM	python/tvm/tirx/lang/alloc_pool.py	49	# ---------------------------------------------------------------------------
MEDIUM	python/tvm/tirx/lang/alloc_pool.py	51	# ---------------------------------------------------------------------------
MEDIUM	python/tvm/tirx/lang/alloc_pool.py	176	# ---------------------------------------------------------------------------
MEDIUM	python/tvm/tirx/lang/alloc_pool.py	178	# ---------------------------------------------------------------------------
MEDIUM	python/tvm/tirx/lang/alloc_pool.py	228	# ---------------------------------------------------------------------------
MEDIUM	python/tvm/tirx/lang/alloc_pool.py	230	# ---------------------------------------------------------------------------
MEDIUM	python/tvm/tirx/lang/alloc_pool.py	394	# ---------------------------------------------------------------------------
MEDIUM	python/tvm/tirx/lang/alloc_pool.py	396	# ---------------------------------------------------------------------------
405 more matches not shown…

Cross-File Repetition100 hits · 500 pts

Severity	File	Line	Snippet
HIGH	…hon/tvm/s_tir/meta_schedule/cost_model/random_model.py	0	load the cost model from given file location. parameters ---------- path : str the file path.
HIGH	python/tvm/s_tir/meta_schedule/cost_model/cost_model.py	0	load the cost model from given file location. parameters ---------- path : str the file path.
HIGH	python/tvm/s_tir/meta_schedule/cost_model/cost_model.py	0	load the cost model from given file location. parameters ---------- path : str the file path.
HIGH	…hon/tvm/s_tir/meta_schedule/cost_model/random_model.py	0	save the cost model to given file location. parameters ---------- path : str the file path.
HIGH	python/tvm/s_tir/meta_schedule/cost_model/cost_model.py	0	save the cost model to given file location. parameters ---------- path : str the file path.
HIGH	python/tvm/s_tir/meta_schedule/cost_model/cost_model.py	0	save the cost model to given file location. parameters ---------- path : str the file path.
HIGH	…hon/tvm/s_tir/meta_schedule/cost_model/random_model.py	0	update the cost model given running results. parameters ---------- context : tunecontext, the tuning context. candidates
HIGH	python/tvm/s_tir/meta_schedule/cost_model/cost_model.py	0	update the cost model given running results. parameters ---------- context : tunecontext, the tuning context. candidates
HIGH	python/tvm/s_tir/meta_schedule/cost_model/cost_model.py	0	update the cost model given running results. parameters ---------- context : tunecontext, the tuning context. candidates
HIGH	python/tvm/contrib/mkl.py	0	create an extern op that compute matrix mult of a and rhs with crhslas this function serves as an example on how to call
HIGH	python/tvm/contrib/mkl.py	0	create an extern op that compute matrix mult of a and rhs with crhslas this function serves as an example on how to call
HIGH	python/tvm/contrib/cblas.py	0	create an extern op that compute matrix mult of a and rhs with crhslas this function serves as an example on how to call
HIGH	python/tvm/contrib/dnnl.py	0	create an extern op that compute matrix mult of a and rhs with crhslas this function serves as an example on how to call
HIGH	python/tvm/contrib/hipblas.py	0	create an extern op that compute matrix mult of a and rhs with cublas parameters ---------- lhs : tensor the left matrix
HIGH	python/tvm/contrib/cublaslt.py	0	create an extern op that compute matrix mult of a and rhs with cublas parameters ---------- lhs : tensor the left matrix
HIGH	python/tvm/contrib/cublas.py	0	create an extern op that compute matrix mult of a and rhs with cublas parameters ---------- lhs : tensor the left matrix
HIGH	python/tvm/contrib/hexagon/build.py	0	abstract method implementation. see description in hexagonlauncherrpc.
HIGH	python/tvm/contrib/hexagon/build.py	0	abstract method implementation. see description in hexagonlauncherrpc.
HIGH	python/tvm/contrib/hexagon/build.py	0	abstract method implementation. see description in hexagonlauncherrpc.
HIGH	python/tvm/contrib/hexagon/build.py	0	abstract method implementation. see description in hexagonlauncherrpc.
HIGH	python/tvm/contrib/hexagon/build.py	0	abstract method implementation. see description in hexagonlauncherrpc.
HIGH	python/tvm/contrib/hexagon/build.py	0	abstract method implementation. see description in hexagonlauncherrpc.
HIGH	python/tvm/contrib/hexagon/build.py	0	abstract method implementation. see description in hexagonlauncherrpc.
HIGH	python/tvm/contrib/hexagon/build.py	0	abstract method implementation. see description in hexagonlauncherrpc.
HIGH	python/tvm/contrib/hexagon/build.py	0	abstract method implementation. see description in hexagonlauncherrpc.
HIGH	python/tvm/contrib/hexagon/build.py	0	abstract method implementation. see description in hexagonlauncherrpc.
HIGH	python/tvm/contrib/hexagon/build.py	0	abstract method implementation. see description in hexagonlauncherrpc.
HIGH	python/tvm/contrib/hexagon/build.py	0	abstract method implementation. see description in hexagonlauncherrpc.
HIGH	python/tvm/relax/pipeline.py	0	get the default legalization passes for the given target.
HIGH	python/tvm/relax/pipeline.py	0	get the default legalization passes for the given target.
HIGH	python/tvm/relax/pipeline.py	0	get the default legalization passes for the given target.
HIGH	python/tvm/relax/frontend/nn/llm/_kernel_common.py	0	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
HIGH	…x/test_runtime_builtin_paged_attention_kv_cache_cpu.py	0	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
HIGH	docs/how_to/tutorials/optimize_llm.py	0	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
HIGH	python/tvm/relax/training/optimizer.py	0	use blockbuilder to construct an optimizer function that executes updates of the parameters and the optimizer state. `in
HIGH	python/tvm/relax/training/optimizer.py	0	use blockbuilder to construct an optimizer function that executes updates of the parameters and the optimizer state. `in
HIGH	python/tvm/relax/training/optimizer.py	0	use blockbuilder to construct an optimizer function that executes updates of the parameters and the optimizer state. `in
HIGH	python/tvm/relax/testing/transform.py	0	inner function for the dataflow inplace transformation exposed for testing.
HIGH	python/tvm/relax/testing/transform.py	0	inner function for the dataflow inplace transformation exposed for testing.
HIGH	python/tvm/relax/testing/transform.py	0	inner function for the dataflow inplace transformation exposed for testing.
HIGH	python/tvm/relax/testing/transform.py	0	inner function for the dataflow inplace transformation exposed for testing.
HIGH	python/tvm/tirx/operator/tile_primitive/ops.py	0	get the destination expression (output) of the operator.
HIGH	python/tvm/tirx/operator/tile_primitive/ops.py	0	get the destination expression (output) of the operator.
HIGH	python/tvm/tirx/operator/tile_primitive/ops.py	0	get the destination expression (output) of the operator.
HIGH	python/tvm/tirx/operator/tile_primitive/ops.py	0	get the destination expression (output) of the operator.
HIGH	python/tvm/tirx/operator/tile_primitive/ops.py	0	get the source expressions (inputs) of the operator.
HIGH	python/tvm/tirx/operator/tile_primitive/ops.py	0	get the source expressions (inputs) of the operator.
HIGH	python/tvm/tirx/operator/tile_primitive/ops.py	0	get the source expressions (inputs) of the operator.
HIGH	python/tvm/tirx/operator/tile_primitive/ops.py	0	get the source expressions (inputs) of the operator.
HIGH	python/tvm/tirx/operator/tile_primitive/ops.py	0	get the source expressions (inputs) of the operator.
HIGH	python/tvm/tirx/operator/tile_primitive/ops.py	0	get the source expressions (inputs) of the operator.
HIGH	python/tvm/tirx/operator/tile_primitive/ops.py	0	get the source expressions (inputs) of the operator.
HIGH	python/tvm/tirx/operator/tile_primitive/ops.py	0	get the source expressions (inputs) of the operator.
HIGH	python/tvm/tirx/operator/tile_primitive/ops.py	0	get the source expressions (inputs) of the operator.
HIGH	python/tvm/tirx/operator/tile_primitive/ops.py	0	get the source expressions (inputs) of the operator.
HIGH	python/tvm/tirx/operator/tile_primitive/ops.py	0	get the source expressions (inputs) of the operator.
HIGH	python/tvm/tirx/operator/tile_primitive/ops.py	0	get the source expressions (inputs) of the operator.
HIGH	python/tvm/tirx/operator/tile_primitive/ops.py	0	get the destination expressions (outputs) of the operator.
HIGH	python/tvm/tirx/operator/tile_primitive/ops.py	0	get the destination expressions (outputs) of the operator.
HIGH	python/tvm/tirx/operator/tile_primitive/ops.py	0	get the destination expressions (outputs) of the operator.
40 more matches not shown…

Hallucination Indicators35 hits · 385 pts

Severity	File	Line	Snippet
CRITICAL	…vm/tirx/operator/tile_primitive/cuda/copy_async/tma.py	1189	Tx.ptx.cp_async.bulk.tensor.g2c(
CRITICAL	…vm/tirx/operator/tile_primitive/cuda/copy_async/tma.py	1201	Tx.ptx.cp_async.bulk.tensor.s2g(
CRITICAL	…vm/tirx/operator/tile_primitive/cuda/copy_async/tma.py	1209	Tx.ptx.cp_async.bulk.tensor.s2g_reduce(
CRITICAL	…end/adreno/test_transform_fold_vdevice_scope_change.py	29	mod = tvm.relax.backend.adreno.transform.FoldVDeviceScopeChange()(input)
CRITICAL	…backend/adreno/test_transform_annotate_custom_scope.py	95	mod = tvm.relax.backend.adreno.transform.AnnotateCustomMemoryScope(tgt)(mod)
CRITICAL	…backend/adreno/test_transform_annotate_custom_scope.py	107	mod = tvm.relax.backend.adreno.transform.FoldVDeviceScopeChange()(mod)
CRITICAL	tests/python/tirx/test_printer_tir_namespaces.py	412	'Tx.ptx.cp_async.bulk.tensor.g2c(2, tm, 0, tm, 0, 1, Tx.uint64(0), 0, 0, 1, "")',
CRITICAL	tests/python/tirx/test_printer_tir_namespaces.py	425	'Tx.ptx.cp_async.bulk.tensor.g2c_prefetch(2, tm, Tx.uint64(0), 0, 0, 0, "")',
CRITICAL	tests/python/tirx/test_printer_tir_namespaces.py	429	'tm = Tx.handle()\nTx.ptx.cp_async.bulk.tensor.s2g(2, 0, tm, Tx.uint64(0), 0, 0, 0, "")',
CRITICAL	tests/python/tirx/test_parser_printer.py	1897	Tx.ptx.cp_async.bulk.tensor.g2c(
CRITICAL	tests/python/tirx/test_parser_printer.py	1918	Tx.ptx.cp_async.bulk.tensor.s2g(
CRITICAL	tests/python/tirx/test_parser_printer.py	1938	Tx.ptx.cp_async.bulk.tensor.g2c_prefetch(
CRITICAL	tests/python/tirx/test_parser_printer.py	1959	Tx.ptx.cp_async.bulk.tensor.s2g_reduce(
CRITICAL	tests/python/tirx/test_verifier.py	263	Tx.ptx.cp_async.bulk.tensor.g2c(2, A_smem.data, bar.data, Tx.address_of(A_map), 0, 1, "", 0,
CRITICAL	tests/python/tirx/codegen/test_codegen_hopper.py	679	Tx.ptx.cp_async.bulk.tensor.g2c(len(shape), A_smem.access_ptr(Buffer.WRITE, offs
CRITICAL	tests/python/tirx/codegen/test_codegen_hopper.py	682	Tx.ptx.cp_async.bulk.tensor.g2c(len(shape), A_smem.access_ptr(Buffer.WRITE, offs
CRITICAL	tests/python/tirx/codegen/test_codegen_hopper.py	685	Tx.ptx.cp_async.bulk.tensor.g2c(len(shape), A_smem.access_ptr(Buffer.WRITE, offs
CRITICAL	tests/python/tirx/codegen/test_codegen_hopper.py	688	Tx.ptx.cp_async.bulk.tensor.g2c(len(shape), A_smem.access_ptr(Buffer.WRITE, offs
CRITICAL	tests/python/tirx/codegen/test_codegen_hopper.py	697	Tx.ptx.cp_async.bulk.tensor.s2g(len(shape), A_smem.access_ptr("r", offset=0), Tx
CRITICAL	tests/python/tirx/codegen/test_codegen_hopper.py	347	Tx.ptx.cp_async.bulk.tensor.g2c(len(shape), A_smem.data, Tx.address_of(bar), Tx.address_
CRITICAL	tests/python/tirx/codegen/test_codegen_hopper.py	356	Tx.ptx.cp_async.bulk.tensor.s2g(len(shape), A_smem.access_ptr("r", offset=0), Tx.address
CRITICAL	tests/python/tirx/codegen/test_codegen_hopper.py	509	Tx.ptx.cp_async.bulk.tensor.g2c(len(shape), A_smem.data, Tx.address_of(bar), Tx.address_
CRITICAL	tests/python/tirx/codegen/test_codegen_hopper.py	518	Tx.ptx.cp_async.bulk.tensor.s2g(len(shape), A_smem.access_ptr("r", offset=0), Tx.address
CRITICAL	tests/python/tirx/codegen/test_codegen_hopper.py	598	Tx.ptx.cp_async.bulk.tensor.g2c(len(shape), A_smem.data, Tx.address_of(bar), Tx.
CRITICAL	tests/python/tirx/codegen/test_codegen_hopper.py	607	Tx.ptx.cp_async.bulk.tensor.s2g(len(shape), A_smem.access_ptr("r", offset=0), Tx
CRITICAL	tests/python/tirx/codegen/test_codegen_hopper.py	758	Tx.ptx.cp_async.bulk.tensor.s2g(len(shape), A_smem.access_ptr("r", offset=0), Tx.address_of(A_ma
CRITICAL	tests/python/tirx/codegen/test_codegen_hopper.py	847	Tx.ptx.cp_async.bulk.tensor.g2c(len(shapeA), A_smem.data, Tx.address_of(bar), Tx.address_of(A_ma
CRITICAL	tests/python/tirx/codegen/test_codegen_hopper.py	848	Tx.ptx.cp_async.bulk.tensor.g2c(len(shapeB), B_smem.data, Tx.address_of(bar), Tx.address_of(B_ma
CRITICAL	tests/python/tirx/codegen/test_codegen_hopper.py	1005	Tx.ptx.cp_async.bulk.tensor.g2c(len(shapeB), B_smem.data, Tx.address_of(bar), Tx.address_of(B_ma
CRITICAL	tests/python/tirx/codegen/test_codegen_cuda.py	303	Tx.ptx.cp_async.bulk.tensor.g2c(
CRITICAL	tests/python/tirx/codegen/test_codegen_cuda.py	315	Tx.ptx.cp_async.bulk.tensor.g2c(
CRITICAL	tests/python/tirx/codegen/test_codegen_cuda.py	327	Tx.ptx.cp_async.bulk.tensor.s2g(
CRITICAL	tests/python/tirx/codegen/test_codegen_cuda.py	331	Tx.ptx.cp_async.bulk.tensor.g2c_bar_addr(
CRITICAL	tests/python/tirx/codegen/test_codegen_cuda.py	344	Tx.ptx.cp_async.bulk.tensor.g2c_bar_addr(
CRITICAL	tests/python/tirx/codegen/test_codegen_cuda.py	357	Tx.ptx.cp_async.bulk.tensor.g2c_bar_addr(

Self-Referential Comments56 hits · 151 pts

Severity	File	Line	Snippet
MEDIUM	python/tvm/topi/testing/poolnd_python.py	163	# Create a padded array, and a boolean mask showing which values are padded values
MEDIUM	python/tvm/te/operation.py	178	# The following code is equivalent to numpy.cumsum
MEDIUM	python/tvm/relax/base_py_module.py	481	# Create a wrapper that handles both instance methods and static functions
MEDIUM	python/tvm/relax/relax_to_pyfunc_converter.py	87	# Create a copy of the current IRModule
MEDIUM	python/tvm/relax/relax_to_pyfunc_converter.py	128	# Create the Python function
MEDIUM	python/tvm/relax/frontend/tflite/tflite_frontend.py	7593	# Define a tf.Module containing a tf.function with network definition
MEDIUM	python/tvm/relax/frontend/nn/core.py	359	"""This method provides an iterator over module parameters,
MEDIUM	python/tvm/relax/frontend/nn/core.py	376	"""This method provides an iterator over module parameters,
MEDIUM	python/tvm/relax/frontend/onnx/onnx_frontend.py	3716	# Create a tensor of zeros then scatter our data through it.
MEDIUM	…n/tvm/relax/frontend/torch/base_fx_graph_translator.py	1413	# Create a placeholder for indices (empty tensor with same shape as output)
MEDIUM	…n/tvm/relax/frontend/torch/base_fx_graph_translator.py	1429	# Create a placeholder for indices (empty tensor with same shape as output)
MEDIUM	…n/tvm/relax/frontend/torch/base_fx_graph_translator.py	1445	# Create a placeholder for indices (empty tensor with same shape as output)
MEDIUM	python/tvm/relax/frontend/torch/fx_translator.py	1230	# Define the module
MEDIUM	…vm/relax/frontend/torch/exported_program_translator.py	185	# This method is called for batch_norm in training mode
MEDIUM	…vm/relax/frontend/torch/exported_program_translator.py	2130	# Define the module
MEDIUM	python/tvm/relax/testing/nn.py	228	# Define a linear layer
MEDIUM	python/tvm/relax/transform/transform.py	1116	# Define the pass input IRModule
MEDIUM	python/tvm/relax/transform/transform.py	1127	# Define the customized legalization function for "relax.add"
MEDIUM	python/tvm/tirx/stmt_functor.py	493	# Create the data_or_idx parameter based on what's available
MEDIUM	python/tvm/tirx/expr.py	244	# This class is not manipulated by C++. So use python's identity check function is sufficient
MEDIUM	python/tvm/tirx/expr.py	284	# This class is not manipulated by C++. So use python's identity check function is sufficient
MEDIUM	…tvm/tirx/operator/tile_primitive/trn/binary/default.py	74	# Define the implementation function
MEDIUM	ci/scripts/github/github_tag_teams.py	272	# Create the new PR/issue body
MEDIUM	tests/python/driver/test_compile.py	63	# Define a simple Relax program
MEDIUM	tests/python/tirx-base/test_tir_expr_functor.py	830	# Create a simple expression
MEDIUM	tests/python/tirx-base/test_tir_expr_functor.py	833	# Create a mutator that replaces 'n' with a constant
MEDIUM	tests/python/tirx-base/test_tir_stmt_functor.py	994	# Create a new IntImm with negated value
MEDIUM	tests/python/runtime/test_executable.py	107	# Create a temporary directory for the library
MEDIUM	tests/python/runtime/test_executable.py	181	# Create an executable
MEDIUM	tests/python/runtime/test_executable.py	237	# Create an executable
MEDIUM	tests/python/s_tir/dlight/test_gpu_fallback.py	203	# This function is identical, except that it is explicitly
MEDIUM	tests/python/contrib/test_util.py	77	# Creating a new TempDirectory should fail now
MEDIUM	…ython/contrib/test_hexagon/test_benchmark_maxpool2d.py	227	# Create the host-side directory for this benchmark run's files / logs...
MEDIUM	…on/contrib/test_hexagon/test_benchmark_elemwise_add.py	121	# The below code is commented is commented to avoid unreachable error
MEDIUM	…on/contrib/test_hexagon/test_benchmark_elemwise_add.py	187	# Create the host-side directory for this benchmark run's files / logs...
MEDIUM	…on/contrib/test_hexagon/test_benchmark_elemwise_add.py	218	# Create an actual Hexagon-native shared object file, initially stored on the
MEDIUM	…on/contrib/test_hexagon/test_benchmark_elemwise_add.py	244	# Create the target-side tensors to hold the primfunc's inputs and outputs...
MEDIUM	tests/python/codegen/test_target_codegen_llvm.py	50	# Create an intrinsic that returns void.
MEDIUM	tests/python/tirx-transform/test_tir_functor.py	266	# Create a simple for loop
MEDIUM	tests/python/tirx-transform/test_tir_functor.py	298	# Create an evaluate statement with an expression
MEDIUM	…/tirx-analysis/test_tir_analysis_verify_well_formed.py	446	# Create an undeclared buffer using an explicit data pointer that is NOT
MEDIUM	…ime_builtin_paged_attention_kv_cache_mla_flashinfer.py	407	# Create a mask similar to np.tril and np.triu.
MEDIUM	tests/python/relax/test_pytorch_integration.py	160	# Define a custom function
MEDIUM	tests/python/relax/test_base_py_module.py	115	# Create a simple IRModule without TIR functions for GPU testing
MEDIUM	tests/python/relax/test_dlpack_integration.py	213	# Create a simple IRModule
MEDIUM	…st_runtime_builtin_paged_attention_kv_cache_mla_tir.py	389	# Create a mask similar to np.tril and np.triu.
MEDIUM	tests/python/tirx/transform/test_stmt_functor.py	1006	# Create a new IntImm with negated value
MEDIUM	tests/python/tirx/transform/test_expr_functor.py	830	# Create a simple expression
MEDIUM	tests/python/tirx/transform/test_expr_functor.py	833	# Create a mutator that replaces 'n' with a constant
MEDIUM	tests/scripts/task_config_build_gpu_other.sh	19	# This file is a compiler test to ensure that runtimes can compile
MEDIUM	docs/conf.py	23	# This file is execfile()d with the current directory set to its
MEDIUM	docs/how_to/tutorials/cross_compilation_and_rpc.py	413	# The following function shows how we run an OpenCL kernel remotely
MEDIUM	docs/how_to/tutorials/customize_opt.py	121	# Define a new pass for CUBLAS dispatch
MEDIUM	docs/how_to/tutorials/import_model.py	307	# Define a simple TF module and convert to TFLite.
MEDIUM	docs/how_to/tutorials/optimize_llm.py	530	# Create the KVCache
MEDIUM	docs/get_started/tutorials/ir_module.py	57	# Create a dummy model

Excessive Try-Catch Wrapping104 hits · 114 pts

Severity	File	Line	Snippet
LOW	python/tvm/ir/instrument.py	338	except Exception: # pylint: disable=broad-exception-caught
LOW	python/tvm/ir/base.py	35	except Exception:
LOW	python/tvm/target/tag_registry/metal.py	30	except Exception: # pylint: disable=broad-except
MEDIUM	python/tvm/target/tag_registry/metal.py	24	def _register_metal_tag(name, max_threads, shared_mem, warp_size, mcpu):
LOW	python/tvm/runtime/_tensor.py	114	except Exception:
LOW	python/tvm/s_tir/schedule/_type_checker.py	350	except Exception:
LOW	…hon/tvm/s_tir/meta_schedule/post_optimization/space.py	237	except Exception: # pylint: disable=broad-except, invalid-name
LOW	…hon/tvm/s_tir/meta_schedule/post_optimization/space.py	251	except Exception: # pylint: disable=broad-except, invalid-name
LOW	python/tvm/s_tir/meta_schedule/runner/local_runner.py	310	except Exception as exception: # pylint: disable=broad-except
LOW	python/tvm/s_tir/meta_schedule/runner/rpc_runner.py	127	except Exception as exception: # pylint: disable=broad-except
MEDIUM	python/tvm/s_tir/meta_schedule/runner/rpc_runner.py	119	def result(self) -> RunnerResult:
LOW	…n/tvm/s_tir/meta_schedule/testing/validate_database.py	768	except Exception as e: # pylint: disable=broad-except, invalid-name
LOW	python/tvm/s_tir/meta_schedule/testing/tune_utils.py	107	except Exception as exc: # pylint: disable=broad-except
LOW	python/tvm/s_tir/dlight/adreno/pool.py	91	except Exception: # pylint: disable=broad-except
LOW	python/tvm/s_tir/dlight/adreno/fallback.py	82	except Exception: # pylint: disable=broad-exception-caught
LOW	python/tvm/s_tir/dlight/adreno/fallback.py	94	except Exception: # pylint: disable=broad-exception-caught
LOW	python/tvm/s_tir/dlight/analysis/common_analysis.py	296	except Exception: # pylint: disable=broad-except
LOW	python/tvm/s_tir/dlight/analysis/common_analysis.py	399	except Exception:
LOW	python/tvm/contrib/download.py	123	except Exception as err:
LOW	python/tvm/script/parser/core/parser.py	338	except Exception as err: # pylint: disable=broad-except
LOW	python/tvm/script/parser/core/parser.py	629	except Exception as diag_err:
LOW	python/tvm/script/parser/core/parser.py	667	except Exception as err: # pylint: disable=broad-except
MEDIUM	python/tvm/script/parser/core/parser.py	59	def context():
LOW	python/tvm/script/parser/core/entry.py	142	except Exception as err: # pylint: disable=broad-exception-caught
LOW	python/tvm/script/parser/core/entry.py	172	except Exception as error:
MEDIUM	python/tvm/script/parser/core/entry.py	173	print(f"Error calling Python function {pyfunc.__name__}: {error}")
LOW	python/tvm/script/parser/core/evaluator.py	268	except Exception as err: # pylint: disable=broad-except
LOW	python/tvm/script/parser/core/evaluator.py	287	except Exception as err: # pylint: disable=broad-except
LOW	python/tvm/script/parser/core/evaluator.py	496	except Exception as err: # pylint: disable=broad-except
LOW	python/tvm/script/parser/ir/entry.py	105	except Exception: # pylint: disable=broad-exception-caught
LOW	python/tvm/support/popen_pool.py	440	except Exception as exception:
MEDIUM	python/tvm/support/popen_pool.py	122	def __del__(self):
LOW	python/tvm/exec/popen_worker.py	108	except Exception as exception:
LOW	python/tvm/relax/base_py_module.py	147	except Exception as error:
LOW	python/tvm/relax/base_py_module.py	155	except Exception as error:
LOW	python/tvm/relax/base_py_module.py	449	except Exception as error:
LOW	python/tvm/relax/frontend/nn/exporter.py	39	except Exception as exception:
MEDIUM	python/tvm/relax/frontend/onnx/onnx_frontend.py	5510	print(f"Error converting operator {op_name}, with inputs: {inputs}")
LOW	python/tvm/relax/frontend/onnx/onnx_frontend.py	5735	except Exception as exception: # pylint: disable=c-extension-no-member, broad-except
LOW	python/tvm/relax/frontend/torch/fx_translator.py	1253	except Exception:
LOW	python/tvm/relax/op/_op_gradient.py	70	except Exception as error:
LOW	python/tvm/relax/op/_op_gradient.py	81	except Exception as error:
LOW	python/tvm/relax/script/parser/parser.py	107	except Exception as err: # pylint: disable=broad-except
LOW	python/tvm/relax/script/parser/parser.py	117	except Exception as err: # pylint: disable=broad-except
LOW	python/tvm/tirx/layout.py	145	except Exception:
LOW	python/tvm/tirx/bench.py	192	except Exception:
LOW	python/tvm/tirx/bench.py	216	except Exception:
LOW	python/tvm/tirx/bench.py	222	except Exception:
LOW	python/tvm/tirx/script/__init__.py	57	except Exception:
MEDIUM	python/tvm/tirx/script/__init__.py	54	def _fn(args, workspace=None, config=None, dispatch=None, *kwargs):
LOW	python/tvm/tirx/script/parser/parser.py	407	except Exception: # pylint: disable=broad-except
LOW	python/tvm/tirx/script/parser/parser.py	491	except Exception: # pylint: disable=broad-except
LOW	python/tvm/tirx/script/parser/parser.py	638	except Exception: # pylint: disable=broad-except
LOW	python/tvm/tirx/script/parser/parser.py	895	except Exception: # pylint: disable=broad-except
LOW	python/tvm/tirx/script/builder/ir.py	2866	except Exception: # pragma: no cover
LOW	python/tvm/tirx/script/builder/ir.py	2881	except Exception: # pragma: no cover
LOW	python/tvm/tirx/script/builder/ir.py	3414	except Exception:
LOW	python/tvm/tirx/script/builder/ir.py	3432	except Exception:
LOW	python/tvm/tirx/operator/intrinsics/_schema.py	172	except Exception:
LOW	python/tvm/tirx/operator/intrinsics/_schema.py	179	except Exception:
44 more matches not shown…

Verbosity Indicators57 hits · 95 pts

Severity	File	Line	Snippet
LOW	python/tvm/topi/vision/nms.py	220	# Step 1: Reorder data by sorted score
LOW	python/tvm/topi/vision/nms.py	241	# Step 2: Apply NMS - greedy suppression
LOW	python/tvm/ir/transform.py	295	The following code block decorates a module pass class.
LOW	python/tvm/s_tir/meta_schedule/runner/local_runner.py	146	# Step 1: create the local runtime module
LOW	python/tvm/s_tir/meta_schedule/runner/local_runner.py	149	# Step 2: Allocate input arguments
LOW	python/tvm/s_tir/meta_schedule/runner/local_runner.py	157	# Step 3: Run time_evaluator
LOW	python/tvm/s_tir/meta_schedule/runner/rpc_runner.py	394	# Step 3: Allocate input arguments
LOW	python/tvm/s_tir/meta_schedule/runner/rpc_runner.py	402	# Step 4: Run time_evaluator
LOW	python/tvm/script/parser/ir/parser.py	54	# Step 1: Check if this class inherits from BasePyModule
LOW	python/tvm/script/parser/ir/parser.py	147	# We need to check if we're in a class that inherits from BasePyModule
LOW	python/tvm/relax/transform/transform.py	1688	The following code block decorates a function pass class.
LOW	python/tvm/relax/transform/transform.py	1832	The following code block decorates a dataflowblock pass class.
LOW	python/tvm/tirx/build.py	183	# Step 0: Determine the target in environment
LOW	python/tvm/tirx/build.py	191	# Step 1: Determine the target to search for tirx pipeline
LOW	python/tvm/tirx/build.py	202	# Step 2: Determine the host target
LOW	python/tvm/tirx/build.py	214	# Step 3: Bind the target to the input module
LOW	python/tvm/tirx/build.py	217	# Step 4: Apply the tirx pipeline
LOW	python/tvm/tirx/build.py	229	# Step 5: Get host and device modules
LOW	python/tvm/tirx/build.py	232	# Step 6: Apply finalization passes
LOW	python/tvm/tirx/transform/function_pass.py	110	The following code block decorates a function pass class.
LOW	include/tvm/topi/nn/pooling.h	572	// In the case of ceil_mode=True, we need to check if the last pooling window is valid.
LOW	include/tvm/ir/config_schema.h	125	// Step 1: validate/coerce and materialize options in declaration order
LOW	include/tvm/ir/config_schema.h	140	// Step 2: unknown-key policy
LOW	include/tvm/ir/config_schema.h	157	// Step 3: whole-object canonicalization (last)
LOW	tests/python/relax/test_pytorch_integration.py	279	# Step 1: TIR matmul
LOW	tests/python/relax/test_pytorch_integration.py	284	# Step 2: ReLU
LOW	tests/python/relax/test_pytorch_integration.py	289	# Step 3: Softmax via call_dps_packed
LOW	tests/python/relax/test_pytorch_integration.py	294	# Step 4: Identity function
LOW	tests/python/relax/test_base_py_module_printer.py	437	# We need to check if they exist in the IRModule's pyfuncs
LOW	docs/how_to/tutorials/cross_compilation_and_rpc.py	498	# Step 1: Define and Export PyTorch Model
LOW	docs/how_to/tutorials/cross_compilation_and_rpc.py	524	# Step 2: Convert to Relax and Prepare for Compilation
LOW	docs/how_to/tutorials/cross_compilation_and_rpc.py	536	# Step 3: Cross-Compile for Target Device
LOW	docs/how_to/tutorials/cross_compilation_and_rpc.py	590	# Step 4: Deploy to Remote Device via RPC
LOW	docs/how_to/tutorials/cross_compilation_and_rpc.py	653	# Step 5: Run Inference on Remote Device
LOW	docs/how_to/tutorials/cross_compilation_and_rpc.py	692	# Step 6: Performance Evaluation (Optional)
LOW	…s/how_to/tutorials/mix_python_and_tvm_with_pymodule.py	72	# Step 1: Your First Hybrid Module
LOW	…s/how_to/tutorials/mix_python_and_tvm_with_pymodule.py	125	# Step 2: Debugging — The Main Selling Point
LOW	…s/how_to/tutorials/mix_python_and_tvm_with_pymodule.py	189	# Step 3: A Realistic Pipeline — Python, TIR, and Packed Functions
LOW	…s/how_to/tutorials/mix_python_and_tvm_with_pymodule.py	262	# Step 4: Relax-to-Python Converter — Verify at Any Compilation Stage
LOW	…s/how_to/tutorials/mix_python_and_tvm_with_pymodule.py	334	# Step 5: R.call_py_func — Python Callbacks in Compiled IR
LOW	…s/how_to/tutorials/mix_python_and_tvm_with_pymodule.py	385	# Step 6: Cross-Level Calls and Symbolic Shapes
LOW	docs/how_to/tutorials/bring_your_own_codegen.py	59	# Step 1: Import the backend to register its patterns
LOW	docs/how_to/tutorials/bring_your_own_codegen.py	84	# Step 2: Define a model
LOW	docs/how_to/tutorials/bring_your_own_codegen.py	105	# Step 3: Partition the graph
LOW	docs/how_to/tutorials/bring_your_own_codegen.py	133	# Step 4: Run codegen
LOW	docs/how_to/tutorials/bring_your_own_codegen.py	149	# Step 5: Build and run
LOW	docs/how_to/tutorials/bring_your_own_codegen.py	169	# Step 6: Conv2D + ReLU
LOW	docs/how_to/tutorials/export_and_load_executable.py	247	# # Step 1: Load the compiled library
LOW	docs/how_to/tutorials/export_and_load_executable.py	250	# # Step 2: Create Virtual Machine
LOW	docs/how_to/tutorials/export_and_load_executable.py	254	# # Step 3: Load parameters from the .npz file
LOW	docs/how_to/tutorials/export_and_load_executable.py	259	# # Step 4: Prepare input data
LOW	docs/how_to/tutorials/export_and_load_executable.py	263	# # Step 5: Run inference (pass input followed by all parameters)
LOW	docs/how_to/tutorials/export_and_load_executable.py	266	# # Step 6: Extract result (output may be tuple or single Tensor)
LOW	docs/how_to/tutorials/export_and_load_executable.py	342	# # Step 1: Cross-compile for ARM target (on local machine)
LOW	docs/how_to/tutorials/export_and_load_executable.py	347	# # Step 2: Connect to remote device RPC server
LOW	docs/how_to/tutorials/export_and_load_executable.py	350	# # Step 3: Upload the compiled library and parameters
LOW	docs/how_to/tutorials/export_and_load_executable.py	354	# # Step 4: Load and run on remote device

Redundant / Tautological Comments51 hits · 82 pts

Severity	File	Line	Snippet
LOW	python/tvm/topi/sparse_reshape.py	134	# Check if prev_shape and new_shape are equal
LOW	python/tvm/contrib/hexagon/build.py	115	# Check if adb available via PATH
LOW	python/tvm/contrib/hexagon/build.py	119	# Check if adb available via env vars or default directories
LOW	python/tvm/script/parser/ir/parser.py	146	# Check if Python functions are allowed in this context
LOW	python/tvm/testing/plugin.py	129	# Check if any explicit parametrizations exist, and apply one
LOW	python/tvm/relax/relax_to_pyfunc_converter.py	419	# Check if it's a function parameter
LOW	python/tvm/relax/relax_to_pyfunc_converter.py	424	# Check if it's a bound variable
LOW	python/tvm/relax/frontend/tflite/tflite_frontend.py	847	# Check if the tensors are quantized. Parse if yes.
LOW	python/tvm/relax/frontend/tflite/tflite_frontend.py	3250	# Check if the input tensor is quantized, call QNN op
LOW	…n/tvm/relax/frontend/torch/base_fx_graph_translator.py	163	# Check if this is a null_value expression
LOW	…n/tvm/relax/frontend/torch/base_fx_graph_translator.py	1957	# Check if all indices can be squeezed to 1D for sequential take
LOW	python/tvm/relax/frontend/torch/fx_translator.py	105	# Check if input is integer type and convert to float32 if needed
LOW	python/tvm/relax/frontend/torch/fx_translator.py	115	# Check if input is integer type and convert to float32 if needed
LOW	…vm/relax/frontend/torch/exported_program_translator.py	104	# Check if input is integer type and convert to float32 if needed
LOW	…vm/relax/frontend/torch/exported_program_translator.py	114	# Check if input is integer type and convert to float32 if needed
LOW	python/tvm/relax/backend/cuda/cutlass.py	137	# Check if any dimensions are symbolic.
LOW	python/tvm/relax/backend/cuda/cudnn.py	55	# Check if the data types of input and weights are supported by cuDNN BYOC
LOW	python/tvm/relax/script/parser/parser.py	123	# Check if it calls into a func
LOW	python/tvm/relax/script/parser/parser.py	147	# Check if it is a recursive function
LOW	python/tvm/tirx/stmt_functor.py	737	# Check if anything changed
LOW	python/tvm/tirx/buffer.py	351	# Check if all positional args are integers/PrimExprs with dtype int32 or int64 (the shape) # noqa: E501
LOW	python/tvm/tirx/script/builder/external_kernel.py	155	# Check if NVSHMEM is used - requires cubin output for device library linking
LOW	python/tvm/tirx/lang/tile_scheduler.py	378	# Check if we're in the full block region
LOW	…thon/tvm/tirx/operator/tile_primitive/trn/dim_utils.py	225	# Check if there is a direct mapping
LOW	tests/lint/check_asf_header.py	308	# Check if file should be skipped
LOW	tests/lint/check_asf_header.py	312	# Check if this file type is supported
LOW	tests/python/contrib/test_example_npu.py	98	# Check if the example NPU runtime is available
LOW	tests/python/codegen/test_target_codegen_aarch64.py	615	# Check if the vscale_range() attribute exists
LOW	tests/python/tvmscript/test_tvmscript_ir_builder_tir.py	471	# Check if the generated ir is expected
LOW	tests/python/tvmscript/test_tvmscript_ir_builder_tir.py	50	# Check if the generated ir is expected
LOW	tests/python/tvmscript/test_tvmscript_ir_builder_tir.py	97	# Check if the generated ir is expected
LOW	tests/python/tvmscript/test_tvmscript_ir_builder_tir.py	126	# Check if the generated ir is expected
LOW	tests/python/tvmscript/test_tvmscript_ir_builder_tir.py	176	# Check if the generated ir is expected
LOW	tests/python/tvmscript/test_tvmscript_ir_builder_tir.py	220	# Check if the generated ir is expected
LOW	tests/python/tvmscript/test_tvmscript_ir_builder_tir.py	276	# Check if the generated ir is expected
LOW	tests/python/tvmscript/test_tvmscript_ir_builder_tir.py	296	# Check if the generated ir is expected
LOW	tests/python/tvmscript/test_tvmscript_ir_builder_tir.py	319	# Check if the generated ir is expected
LOW	tests/python/tvmscript/test_tvmscript_ir_builder_tir.py	333	# Check if the generated ir is expected
LOW	tests/python/tvmscript/test_tvmscript_ir_builder_tir.py	354	# Check if the generated ir is expected
LOW	tests/python/tvmscript/test_tvmscript_ir_builder_tir.py	388	# Check if the generated ir is expected
LOW	tests/python/tvmscript/test_tvmscript_ir_builder_tir.py	410	# Check if the generated ir is expected
LOW	tests/python/tvmscript/test_tvmscript_ir_builder_tir.py	426	# Check if the generated ir is expected
LOW	tests/python/tvmscript/test_tvmscript_ir_builder_tir.py	444	# Check if the generated ir is expected
LOW	tests/python/tvmscript/test_tvmscript_ir_builder_tir.py	505	# Check if the generated ir is expected
LOW	tests/python/relax/test_tvmscript_pyfunc.py	145	# Check if functions attribute exists
LOW	tests/python/relax/test_tvmscript_pyfunc.py	157	# Check if script method exists
LOW	tests/python/relax/test_tvmscript_pyfunc.py	169	# Check if inheritance flag exists (this might not be set in all implementations)
LOW	tests/python/relax/test_tvmscript_pyfunc.py	176	# Check if original class is preserved (this might not be set in all implementations)
LOW	tests/python/relax/test_base_py_module.py	73	# Check if target contains "cuda" instead of exact match
LOW	tests/scripts/ci.py	552	# Check if it should be a flag
LOW	docs/how_to/tutorials/customize_opt.py	125	# Check if CUBLAS is enabled

Cross-Language Confusion11 hits · 52 pts

Severity	File	Line	Snippet
HIGH	python/tvm/contrib/cutlass/gemm_profiler.py	170	for (int i = 1; i < argc && i < 4; ++i) {
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
HIGH	python/tvm/tirx/operator/intrinsics/cuda/header.py	643	GmmaDescriptor(GmmaDescriptor && t) noexcept : desc_(t.desc_) {}
HIGH	python/tvm/tirx/operator/intrinsics/cuda/header.py	652	GmmaDescriptor& operator=(GmmaDescriptor && t) noexcept {
HIGH	…ython/s_tir/meta_schedule/test_meta_schedule_runner.py	624	global repeated_args_before # pylint: disable=global-variable-undefined, invalid-name
HIGH	…ython/s_tir/meta_schedule/test_meta_schedule_runner.py	638	global repeated_args_before # pylint: disable=global-variable-undefined, invalid-name
HIGH	…ython/s_tir/meta_schedule/test_meta_schedule_runner.py	732	global repeated_args_before # pylint: disable=global-variable-undefined, invalid-name
HIGH	…ython/s_tir/meta_schedule/test_meta_schedule_runner.py	751	global repeated_args_before # pylint: disable=global-variable-undefined, invalid-name
HIGH	…ython/s_tir/meta_schedule/test_meta_schedule_runner.py	844	global repeated_args_before # pylint: disable=global-variable-undefined, invalid-name
HIGH	…ython/s_tir/meta_schedule/test_meta_schedule_runner.py	857	global repeated_args_before # pylint: disable=global-variable-undefined, invalid-name
HIGH	…s/python/tirx-transform/test_tir_transform_simplify.py	361	simplification that ``!(x \|\| y) == !x && !y``.

AI Slop Vocabulary24 hits · 48 pts

Severity	File	Line	Snippet
MEDIUM	version.py	110	# Remove the v prefix, mainly to be robust
LOW	python/tvm/topi/nn/qnn.py	67	# When disabled, just pass through the input values.
LOW	python/tvm/topi/nn/qnn.py	157	# When disabled simply return the input tensor.
LOW	python/tvm/script/parser/core/diagnostics.py	87	# Since `findsource` is an internal API of inspect, we just use it
LOW	python/tvm/testing/utils.py	1369	# this use case can just return the decorated function.
LOW	python/tvm/relax/relax_to_pyfunc_converter.py	642	# Simple fallback: just add the tensors
LOW	python/tvm/relax/frontend/onnx/onnx_frontend.py	1942	# from other frameworks and not actually used in TVM. We'll just use
LOW	…n/tvm/relax/frontend/torch/base_fx_graph_translator.py	2291	# by the translator, and therefore we just return a copy of the input.
LOW	…vm/relax/frontend/torch/exported_program_translator.py	1785	"bernoulli.p": lambda node: self.env[node.args[0]], # Dropout: just return input
LOW	python/tvm/relax/training/loss.py	364	# In other cases where ignore_index is not needed, just use the simpe product.
LOW	python/tvm/tirx/op.py	2895	# mode 2, simply use it with multiple Exprs:
LOW	tests/python/tirx-transform/test_tir_functor.py	164	# For demonstration, just return the original for now
MEDIUM	tests/python/relax/test_relax_to_pyfunc_converter.py	354	"""Test that operator mapping is comprehensive."""
MEDIUM	tests/python/relax/test_base_py_module_printer.py	359	"""Test comprehensive error handling and validation."""
MEDIUM	tests/python/relax/test_base_py_module_printer.py	363	"""Robust data processing with comprehensive error handling."""
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
MEDIUM	docs/how_to/tutorials/export_and_load_executable.py	327	# for a comprehensive guide on:
MEDIUM	docs/how_to/tutorials/optimize_llm.py	169	# - QKV projection: We leverage the horizontal fusion on QKV projection and fuse them into one
MEDIUM	docs/how_to/tutorials/optimize_llm.py	171	# - Attention: We leverage the horizontal fusion on attention and fuse the QKV projection and
MEDIUM	docs/deep_dive/tensor_ir/tutorials/tir_creation.py	262	# The aforementioned lambda expression encapsulates the computation:
MEDIUM	…cs/deep_dive/tensor_ir/tutorials/tir_transformation.py	175	# Alternatively, we can output the IRModule in conjunction with the historical trace.
MEDIUM	docs/get_started/tutorials/quick_start.py	113	# Apache TVM leverage ``pipeline`` to transform and optimize program.
MEDIUM	docs/get_started/tutorials/quick_start.py	125	# In this tutorial we only demonstrate the overall flow, by leverage ``zero`` optimization
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

Docstring Block Structure4 hits · 20 pts

Severity	File	Line	Snippet
HIGH	python/tvm/topi/nn/pad.py	28	Calculates the output shape of a tensor after applying padding. Args: data (tvm.te.Tensor): The input
HIGH	python/tvm/tirx/operator/intrinsics/cuda/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
HIGH	python/tvm/tirx/operator/intrinsics/cuda/utils.py	62	Validate that value is within range and is a power of two. Args: value: The value to validate min_v
HIGH	…irx/operator/tile_primitive/cuda/gemm_async/tcgen05.py	296	Schedule an asynchronous GEMM operation using tcgen05.mma (Blackwell Tensor Core). Computes C = A @ B (with optiona

Slop Phrases3 hits · 8 pts

Severity	File	Line	Snippet
MEDIUM	python/tvm/relax/frontend/tflite/tflite_frontend.py	7611	# Alternatively you can use tensorflow.keras.application wrapped arounf a tf.function
MEDIUM	include/tvm/s_tir/transform.h	201	* which is the three blocks as discussed above.
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

Overly Generic Function Names3 hits · 3 pts

Severity	File	Line	Snippet
LOW	…thon/tvm/contrib/hexagon/profiling/process_lwp_data.py	178	def process_data(data, func_info, so_ld_addr):
LOW	tests/python/relax/test_tvmscript_printer_relax.py	38	def test_function():
LOW	tests/python/relax/test_expr_functor.py	540	def test_function():

Dead Code1 hit · 2 pts

Severity	File	Line	Snippet
MEDIUM	tests/python/relax/test_tvmscript_parser.py	748

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet
LOW	.claude/scripts/monitor_gpu.sh	7	# Usage:

Score History

Severity Breakdown

Pattern Findings