numba/numba

16.6

Adjusted Score

16.6

Raw Score

100%

Time Factor

2026-07-14

Last Push

11.1K

Stars

Python

Language

348.3K

Lines of Code

872

Files

4.8K

Pattern Hits

2026-07-14

Scan Date

0.16

HC Hit Rate

What These Metrics Mean

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

Score History

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

Severity Breakdown

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

CRITICAL 7HIGH 135MEDIUM 555LOW 4091

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 4788 distinct pattern matches across 23 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

Hyper-Verbose Identifiers2421 hits · 2246 pts

Severity	File	Line	Snippet	Context
LOW	versioneer.py	642	def git_versions_from_keywords(keywords, tag_prefix, verbose):	CODE
LOW	versioneer.py	1164	def git_versions_from_keywords(keywords, tag_prefix, verbose):	STRING
LOW	buildscripts/github/test_matrix_evaluate.py	45	def test_wheel_has_free_threaded():	CODE
LOW	buildscripts/github/test_matrix_evaluate.py	65	def test_conda_has_python_major_minor():	CODE
LOW	buildscripts/github/test_matrix_evaluate.py	108	def test_eval_unknown_event_returns_empty():	CODE
LOW	buildscripts/github/test_matrix_evaluate.py	115	def test_eval_dispatch_filter_python():	CODE
LOW	buildscripts/github/test_matrix_evaluate.py	126	def test_eval_dispatch_filter_numpy():	CODE
LOW	numba/_version.py	169	def git_versions_from_keywords(keywords, tag_prefix, verbose):	CODE
LOW	numba/misc/coverage_support.py	37	def get_registered_loc_notify() -> Sequence["NotifyLocBase"]:	CODE
LOW	numba/misc/coverage_support.py	102	def _register_coverage_notifier():	CODE
LOW	numba/misc/appdirs.py	405	def _get_win_folder_from_registry(csidl_name):	CODE
LOW	numba/misc/appdirs.py	453	def _get_win_folder_with_ctypes(csidl_name):	CODE
LOW	numba/misc/firstlinefinder.py	73	def get_func_body_first_lineno(pyfunc):	CODE
LOW	numba/misc/timsort.py	875	def run_timsort_with_mergestate(ms, keys, values):	CODE
LOW	numba/experimental/function_type.py	71	def lower_constant_dispatcher(context, builder, typ, pyval):	CODE
LOW	numba/experimental/function_type.py	77	def lower_constant_function_type(context, builder, typ, pyval):	CODE
LOW	numba/experimental/function_type.py	279	def lower_cast_function_type_to_function_type(	CODE
LOW	numba/experimental/function_type.py	285	def lower_cast_dispatcher_to_function_type(context, builder, fromty, toty, val):	CODE
LOW	numba/experimental/jitclass/overloads.py	177	def register_reflected_overload(func, meth_forward, meth_reflected):	STRING
LOW	numba/core/dispatcher.py	118	def get_globals_for_reduction(self):	CODE
LOW	numba/core/dispatcher.py	136	def get_globals_for_reduction(self):	CODE
LOW	numba/core/dispatcher.py	235	def _compilation_chain_init_hook(self):	CODE
LOW	numba/core/dispatcher.py	706	def _callback_add_compiler_timer(self, duration, cres):	CODE
LOW	numba/core/dispatcher.py	1084	def _get_dispatcher_for_current_target(self):	CODE
LOW	numba/core/serialize.py	64	def runtime_build_excinfo_struct(static_exc, exc_args):	CODE
LOW	numba/core/serialize.py	200	def _custom_reduce__custompickled(cp):	CODE
LOW	numba/core/funcdesc.py	118	def llvm_cpython_wrapper_name(self):	CODE
LOW	numba/core/funcdesc.py	188	def from_specialized_function(cls, func_ir, typemap, restype, calltypes,	CODE
LOW	numba/core/funcdesc.py	200	def from_object_mode_function(cls, func_ir):	CODE
LOW	numba/core/transforms.py	19	def _extract_loop_lifting_candidates(cfg, blocks):	CODE
LOW	numba/core/transforms.py	104	def _loop_lift_get_candidate_infos(cfg, blocks, livemap):	CODE
LOW	numba/core/transforms.py	137	def _loop_lift_modify_call_block(liftedloop, block, inputs, outputs, returnto):	CODE
LOW	numba/core/transforms.py	155	def _loop_lift_prepare_loop_func(loopinfo, blocks):	CODE
LOW	numba/core/transforms.py	292	def canonicalize_cfg_single_backedge(blocks):	CODE
LOW	numba/core/transforms.py	315	def yield_loops_with_multiple_backedges():	CODE
LOW	numba/core/transforms.py	751	def consolidate_multi_exit_withs(withs: dict, blocks, func_ir):	CODE
LOW	numba/core/event.py	444	def _prepare_chrome_trace_data(listener: RecordingListener):	CODE
LOW	numba/core/event.py	468	def _setup_chrome_trace_exit_handler():	CODE
LOW	numba/core/compiler.py	212	def _find_referenced_environments(self):	CODE
LOW	numba/core/compiler.py	279	def sanitize_compile_result_entries(entries):	CODE
LOW	numba/core/compiler.py	559	def define_nopython_lowering_pipeline(state, name='nopython_lowering'):	CODE
LOW	numba/core/compiler.py	579	def define_parfor_gufunc_nopython_lowering_pipeline(	CODE
LOW	numba/core/compiler.py	623	def define_parfor_gufunc_pipeline(state, name="parfor_gufunc_typed"):	CODE
LOW	numba/core/compiler.py	683	def define_objectmode_pipeline(state, name='object'):	CODE
LOW	numba/core/withcontexts.py	465	def _mutate_with_block_caller(	CODE
LOW	numba/core/withcontexts.py	496	def _mutate_with_block_callee(blocks, blk_start, blk_end, inputs, outputs):	CODE
LOW	numba/core/analysis.py	593	def rewrite_semantic_constants(func_ir, called_args):	CODE
LOW	numba/core/inline_closurecall.py	62	def _created_inlined_var_name(function_name, var_name):	CODE
LOW	numba/core/inline_closurecall.py	244	def _fix_stencil_neighborhood(self, options):	CODE
LOW	numba/core/inline_closurecall.py	260	def _fix_stencil_index_offsets(self, options):	CODE
LOW	numba/core/inline_closurecall.py	546	def update_type_and_call_maps(self, callee_ir, arg_typs):	CODE
LOW	numba/core/inline_closurecall.py	1322	def _find_unsafe_empty_inferred(func_ir, expr):	CODE
LOW	numba/core/ir_utils.py	1648	def _create_function_from_code_obj(fcode, func_env, func_arg, func_clo, glbls):	CODE
LOW	numba/core/ir_utils.py	1827	def set_index_var_of_get_setitem(stmt, new_index):	CODE
LOW	numba/core/ir_utils.py	1946	def raise_on_unsupported_feature(func_ir, typemap):	CODE
LOW	numba/core/ir_utils.py	2163	def convert_code_obj_to_function(code_obj, caller_ir):	CODE
LOW	numba/core/ir_utils.py	2231	def fixup_var_define_in_scope(blocks):	CODE
LOW	numba/core/cpu.py	102	def load_additional_registries(self):	CODE
LOW	numba/core/lowering.py	212	def extract_function_arguments(self):	CODE
LOW	numba/core/lowering.py	365	def _find_singly_assigned_variable(self):	CODE
2361 more matches not shown…

Decorative Section Separators387 hits · 965 pts

Severity	File	Line	Snippet	Context
MEDIUM	numba/core/transforms.py	701	# -----------------	COMMENT
MEDIUM	numba/core/transforms.py	706	# -----------------	COMMENT
MEDIUM	numba/core/registry.py	8	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	numba/core/pylowering.py	494	# -------------------------------------------------------------------------	COMMENT
MEDIUM	numba/core/cpu.py	310	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	numba/core/codegen.py	311	# --------------	COMMENT
MEDIUM	numba/core/decorators.py	19	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	numba/core/typing/builtins.py	686	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	numba/core/typing/builtins.py	720	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	numba/core/typing/builtins.py	790	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	numba/core/typing/builtins.py	880	#------------------------------------------------------------------------------	COMMENT
MEDIUM	numba/core/typing/builtins.py	892	#------------------------------------------------------------------------------	COMMENT
MEDIUM	numba/core/typing/builtins.py	962	#------------------------------------------------------------------------------	COMMENT
MEDIUM	numba/core/typing/builtins.py	1014	#------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	numba/core/typing/builtins.py	1030	#------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	numba/core/typing/builtins.py	1039	#------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	numba/core/typing/builtins.py	1049	#------------------------------------------------------------------------------	COMMENT
MEDIUM	numba/core/typing/npydecl.py	355	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	numba/core/typing/npydecl.py	413	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	numba/core/typing/npydecl.py	436	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	numba/core/typing/npydecl.py	542	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	numba/core/typing/npydecl.py	612	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	numba/core/typing/templates.py	1235	# -----------------------------	COMMENT
MEDIUM	numba/core/typing/collections.py	78	# --------------------------------------------------------------------------	COMMENT
MEDIUM	numba/core/datamodel/models.py	1207	# =============================================================================	COMMENT
MEDIUM	numba/cloudpickle/cloudpickle.py	676	# -------------------------------------------------	COMMENT
MEDIUM	numba/cloudpickle/cloudpickle.py	712	# ------------------------------------	COMMENT
MEDIUM	numba/cloudpickle/cloudpickle.py	718	# -----------------------------------	COMMENT
MEDIUM	numba/cloudpickle/cloudpickle.py	824	# -------------------------------	COMMENT
MEDIUM	numba/cloudpickle/cloudpickle.py	1133	# ------------------------------------	COMMENT
MEDIUM	numba/cloudpickle/cloudpickle.py	1214	# ---------------------------------	COMMENT
MEDIUM	numba/cuda/intrinsics.py	12	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	numba/cuda/intrinsics.py	127	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	numba/cuda/stubs.py	37	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	numba/cuda/stubs.py	109	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	numba/cuda/stubs.py	160	# -------------------------------------------------------------------------------	COMMENT
MEDIUM	numba/cuda/stubs.py	239	# -------------------------------------------------------------------------------	COMMENT
MEDIUM	numba/cuda/stubs.py	263	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	numba/cuda/stubs.py	300	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	numba/cuda/stubs.py	312	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	numba/cuda/stubs.py	331	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	numba/cuda/stubs.py	500	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	numba/cuda/stubs.py	512	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	numba/cuda/stubs.py	820	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	numba/cuda/vectorizers.py	222	# ------------------------------------------------------------------------------	STRING
MEDIUM	numba/cuda/target.py	18	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	numba/cuda/target.py	60	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	numba/cuda/cudaimpl.py	72	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	numba/cuda/cudaimpl.py	935	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	numba/cuda/cudaimpl.py	945	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	numba/cuda/nvvmutils.py	172	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	numba/cuda/tests/cudapy/test_math.py	339	#---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	numba/cuda/tests/cudapy/test_math.py	348	#---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	numba/cuda/tests/cudapy/test_math.py	357	#---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	numba/cuda/tests/cudapy/test_math.py	366	#---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	numba/cuda/tests/cudapy/test_math.py	375	#---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	numba/cuda/tests/cudapy/test_math.py	402	#---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	numba/cuda/tests/cudapy/test_math.py	411	#---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	numba/cuda/tests/cudapy/test_math.py	420	#---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	numba/cuda/tests/cudapy/test_math.py	429	#---------------------------------------------------------------------------	COMMENT
327 more matches not shown…

Deep Nesting675 hits · 528 pts

Severity	File	Line	Context
LOW	setup.py	131	CODE
LOW	setup.py	210	CODE
LOW	versioneer.py	1136	CODE
LOW	versioneer.py	1360	CODE
LOW	versioneer.py	1682	CODE
LOW	versioneer.py	2102	CODE
LOW	docs/source/developer/compiler_pass_example.py	1	CODE
LOW	docs/source/developer/compiler_pass_example.py	23	CODE
LOW	docs/source/developer/inline_example.py	16	CODE
LOW	docs/source/extending/mynorm.py	17	CODE
LOW	docs/source/extending/mynorm.py	37	CODE
LOW	buildscripts/github/patch_wheel_dylib.py	16	CODE
LOW	numba/_version.py	141	CODE
LOW	numba/_version.py	579	CODE
LOW	numba/__init__.py	185	CODE
LOW	numba/misc/gdb_print_extension.py	17	CODE
LOW	numba/misc/numba_gdbinfo.py	65	CODE
LOW	numba/misc/quicksort.py	27	CODE
LOW	numba/misc/quicksort.py	165	CODE
LOW	numba/misc/quicksort.py	216	CODE
LOW	numba/misc/appdirs.py	97	CODE
LOW	numba/misc/firstlinefinder.py	35	CODE
LOW	numba/misc/numba_sysinfo.py	101	CODE
LOW	numba/misc/numba_sysinfo.py	299	CODE
LOW	numba/misc/numba_sysinfo.py	545	CODE
LOW	numba/misc/timsort.py	57	CODE
LOW	numba/misc/timsort.py	230	CODE
LOW	numba/misc/timsort.py	316	CODE
LOW	numba/misc/timsort.py	447	CODE
LOW	numba/misc/timsort.py	602	CODE
LOW	numba/misc/help/inspector.py	150	CODE
LOW	numba/experimental/function_type.py	111	CODE
LOW	numba/experimental/function_type.py	190	CODE
LOW	numba/experimental/jitclass/base.py	160	CODE
LOW	numba/experimental/jitclass/base.py	414	CODE
LOW	numba/core/dispatcher.py	342	CODE
LOW	numba/core/dispatcher.py	860	CODE
LOW	numba/core/dispatcher.py	1094	CODE
LOW	numba/core/dispatcher.py	1205	CODE
LOW	numba/core/postproc.py	100	CODE
LOW	numba/core/postproc.py	116	CODE
LOW	numba/core/postproc.py	179	CODE
LOW	numba/core/transforms.py	19	CODE
LOW	numba/core/transforms.py	533	CODE
LOW	numba/core/transforms.py	764	CODE
LOW	numba/core/transforms.py	46	CODE
LOW	numba/core/transforms.py	538	CODE
LOW	numba/core/tracing.py	79	CODE
LOW	numba/core/tracing.py	95	CODE
LOW	numba/core/tracing.py	99	CODE
LOW	numba/core/config.py	125	CODE
LOW	numba/core/compiler.py	742	CODE
LOW	numba/core/compiler.py	212	CODE
LOW	numba/core/compiler.py	456	CODE
LOW	numba/core/withcontexts.py	218	CODE
LOW	numba/core/withcontexts.py	323	CODE
LOW	numba/core/analysis.py	23	CODE
LOW	numba/core/analysis.py	300	CODE
LOW	numba/core/analysis.py	593	CODE
LOW	numba/core/analysis.py	664	CODE
615 more matches not shown…

Unused Imports563 hits · 506 pts

Severity	File	Line	Context
LOW	docs/source/developer/inline_example.py	2	CODE
LOW	docs/source/developer/inline_overload_example.py	1	CODE
LOW	numba/__init__.py	72	CODE
LOW	numba/__init__.py	72	CODE
LOW	numba/__init__.py	72	CODE
LOW	numba/__init__.py	72	CODE
LOW	numba/__init__.py	72	CODE
LOW	numba/__init__.py	72	CODE
LOW	numba/__init__.py	72	CODE
LOW	numba/__init__.py	72	CODE
LOW	numba/__init__.py	78	CODE
LOW	numba/__init__.py	84	CODE
LOW	numba/__init__.py	87	CODE
LOW	numba/__init__.py	87	CODE
LOW	numba/__init__.py	87	CODE
LOW	numba/__init__.py	87	CODE
LOW	numba/__init__.py	87	CODE
LOW	numba/__init__.py	91	CODE
LOW	numba/__init__.py	91	CODE
LOW	numba/__init__.py	91	CODE
LOW	numba/__init__.py	91	CODE
LOW	numba/__init__.py	91	CODE
LOW	numba/__init__.py	91	CODE
LOW	numba/__init__.py	91	CODE
LOW	numba/__init__.py	91	CODE
LOW	numba/__init__.py	97	CODE
LOW	numba/__init__.py	97	CODE
LOW	numba/__init__.py	97	CODE
LOW	numba/__init__.py	100	CODE
LOW	numba/__init__.py	103	CODE
LOW	numba/__init__.py	104	CODE
LOW	numba/__init__.py	105	CODE
LOW	numba/__init__.py	108	CODE
LOW	numba/__init__.py	111	CODE
LOW	numba/extending.py	2	CODE
LOW	numba/extending.py	3	CODE
LOW	numba/misc/quicksort.py	5	CODE
LOW	numba/misc/numba_entry.py	59	CODE
LOW	numba/misc/appdirs.py	507	CODE
LOW	numba/misc/appdirs.py	515	CODE
LOW	numba/misc/numba_sysinfo.py	474	CODE
LOW	numba/misc/numba_sysinfo.py	495	CODE
LOW	numba/misc/numba_sysinfo.py	393	CODE
LOW	numba/misc/numba_sysinfo.py	403	CODE
LOW	numba/misc/numba_sysinfo.py	404	CODE
LOW	numba/misc/special.py	3	CODE
LOW	numba/misc/special.py	4	CODE
LOW	numba/misc/memoryutils.py	11	CODE
LOW	numba/experimental/__init__.py	1	CODE
LOW	numba/experimental/jitclass/__init__.py	1	CODE
LOW	numba/experimental/jitclass/__init__.py	2	CODE
LOW	numba/experimental/jitclass/__init__.py	3	CODE
LOW	numba/core/options.py	6	CODE
LOW	numba/core/options.py	6	CODE
LOW	numba/core/options.py	7	CODE
LOW	numba/core/options.py	7	CODE
LOW	numba/core/transforms.py	13	CODE
LOW	numba/core/config.py	163	CODE
LOW	numba/core/registry.py	1	CODE
LOW	numba/core/imputils.py	8	CODE
503 more matches not shown…

Cross-Language Confusion119 hits · 500 pts

Severity	File	Line	Snippet	Context
HIGH	numba/core/callconv.py	770	builder.store(null, excinfoptr)	CODE
HIGH	numba/core/utils.py	249	self.push(state)	CODE
HIGH	numba/core/typeinfer.py	256	self.container_type(types.undefined),	CODE
HIGH	numba/core/typeinfer.py	281	types.List(types.undefined),	CODE
HIGH	numba/core/typeinfer.py	326	types.DictType(types.undefined,	CODE
HIGH	numba/core/typeinfer.py	327	types.undefined,	CODE
HIGH	numba/core/typeinfer.py	152	(e.g. imprecise types such as List(undefined)).	STRING
HIGH⚡	numba/core/byteflow.py	1948	# Push the `__exit__` method (or null) to the stack,	COMMENT
HIGH⚡	numba/core/byteflow.py	491	state.push(res)	CODE
HIGH⚡	numba/core/byteflow.py	494	state.push(state.make_null())	CODE
HIGH⚡	numba/core/byteflow.py	502	state.push(state.make_null())	CODE
HIGH⚡	numba/core/byteflow.py	503	state.push(res)	CODE
HIGH⚡	numba/core/byteflow.py	508	state.push(res)	CODE
HIGH⚡	numba/core/byteflow.py	521	state.push(res)	CODE
HIGH⚡	numba/core/byteflow.py	526	state.push(res)	CODE
HIGH⚡	numba/core/byteflow.py	534	state.push(res)	CODE
HIGH⚡	numba/core/byteflow.py	545	state.push(res) # the attr	CODE
HIGH⚡	numba/core/byteflow.py	547	state.push(state.make_null())	CODE
HIGH⚡	numba/core/byteflow.py	550	state.push(state.make_null())	CODE
HIGH⚡	numba/core/byteflow.py	551	state.push(res)	CODE
HIGH⚡	numba/core/byteflow.py	553	state.push(res)	CODE
HIGH⚡	numba/core/byteflow.py	596	state.push(res1)	CODE
HIGH⚡	numba/core/byteflow.py	597	state.push(res2)	CODE
HIGH⚡	numba/core/byteflow.py	607	state.push(load_res)	CODE
HIGH⚡	numba/core/byteflow.py	1439	state.push(state.peek(inst.arg))	CODE
HIGH⚡	numba/core/byteflow.py	1447	state.push(first)	CODE
HIGH⚡	numba/core/byteflow.py	1448	state.push(second)	CODE
HIGH⚡	numba/core/byteflow.py	1454	state.push(first)	CODE
HIGH⚡	numba/core/byteflow.py	1455	state.push(third)	CODE
HIGH⚡	numba/core/byteflow.py	1456	state.push(second)	CODE
HIGH⚡	numba/core/byteflow.py	1463	state.push(first)	CODE
HIGH⚡	numba/core/byteflow.py	1464	state.push(forth)	CODE
HIGH⚡	numba/core/byteflow.py	1465	state.push(third)	CODE
HIGH⚡	numba/core/byteflow.py	1466	state.push(second)	CODE
HIGH⚡	numba/core/byteflow.py	1475	state.push(st)	CODE
HIGH⚡	numba/core/byteflow.py	1482	state.push(tup)	CODE
HIGH⚡	numba/core/byteflow.py	1512	state.push(res)	CODE
HIGH⚡	numba/core/byteflow.py	1520	state.push(res)	CODE
HIGH⚡	numba/core/byteflow.py	1527	state.push(lst)	CODE
HIGH⚡	numba/core/byteflow.py	1648	state.push(res)	CODE
HIGH⚡	numba/core/byteflow.py	1653	state.push(res)	CODE
HIGH⚡	numba/core/byteflow.py	1659	state.push(res)	CODE
HIGH⚡	numba/core/byteflow.py	1770	state.push(make_func_stack)	CODE
HIGH⚡	numba/core/byteflow.py	1778	state.push(res)	CODE
HIGH⚡	numba/core/byteflow.py	1787	state.push(res)	CODE
HIGH⚡	numba/core/byteflow.py	1796	state.push(pred)	CODE
HIGH⚡	numba/core/byteflow.py	1952	state.push(method)	CODE
HIGH⚡	numba/core/byteflow.py	1953	state.push(tos)	CODE
HIGH	numba/core/byteflow.py	400	state.push(state.make_null())	CODE
HIGH	numba/core/byteflow.py	413	state.push(state.make_temp())	CODE
HIGH	numba/core/byteflow.py	422	state.push(res)	CODE
HIGH	numba/core/byteflow.py	444	state.push(res)	CODE
HIGH	numba/core/byteflow.py	461	state.push(tmps[-1])	CODE
HIGH	numba/core/byteflow.py	479	state.push(res)	CODE
HIGH	numba/core/byteflow.py	576	state.push(res)	CODE
HIGH	numba/core/byteflow.py	584	state.push(res)	CODE
HIGH	numba/core/byteflow.py	675	state.push(res)	CODE
HIGH	numba/core/byteflow.py	696	state.push(res)	CODE
HIGH	numba/core/byteflow.py	717	state.push(res)	CODE
HIGH	numba/core/byteflow.py	885	state.push(res)	CODE
59 more matches not shown…

Self-Referential Comments121 hits · 346 pts

Severity	File	Line	Snippet	Context
MEDIUM	versioneer.py	481	# This file is released into the public domain.	COMMENT
MEDIUM	docs/source/conf.py	7	# This file is execfile()d with the current directory set to its	COMMENT
MEDIUM	docs/source/extending/template.py	4	# Define the overload function with formal arguments	COMMENT
MEDIUM	buildscripts/incremental/setup_conda_environment.sh	32	# Create a base env first and then add to it...	COMMENT
MEDIUM	buildscripts/github/repair_wheel_linux.sh	44	# Create a temporary directory for repair	COMMENT
MEDIUM	numba/_version.py	8	# This file is released into the public domain.	COMMENT
MEDIUM	numba/experimental/jitclass/boxing.py	219	# Initialize Box instance	STRING
MEDIUM	numba/core/transforms.py	202	# Create a new IR for the lifted loop	COMMENT
MEDIUM	numba/core/transforms.py	822	# Define the new common block for the new exit.	COMMENT
MEDIUM	numba/core/transforms.py	827	# Define the new block after the exit.	COMMENT
MEDIUM	numba/core/inline_closurecall.py	1175	# Define an index_var to index the array.	COMMENT
MEDIUM	numba/core/inline_closurecall.py	1521	# Create a tuple to pass to empty below to specify the new array size.	COMMENT
MEDIUM	numba/core/inline_closurecall.py	1542	# Create a variable to hold the numpy empty function.	COMMENT
MEDIUM	numba/core/inline_closurecall.py	1574	# Create the call to numpy.empty passing the size tuple and dtype var.	COMMENT
MEDIUM	numba/core/callconv.py	545	# Create a function that converts a list of runtime arguments to a tuple	COMMENT
MEDIUM	numba/core/callconv.py	604	# Create a tuple of CPython objects	COMMENT
MEDIUM	numba/core/callconv.py	678	# The following code will:	COMMENT
MEDIUM	numba/core/callconv.py	696	# Create the struct for runtime args and emit a function to convert it	COMMENT
MEDIUM	numba/core/interpreter.py	723	# Create a new call updating the args and kws	COMMENT
MEDIUM	numba/core/interpreter.py	319	BUILD_TUPLE # Create a tuple of the arguments	STRING
MEDIUM	numba/core/interpreter.py	351	BUILD_TUPLE # Create a list to append to	STRING
MEDIUM	numba/core/caching.py	681	# The following class variables must be overridden by subclass.	COMMENT
MEDIUM	numba/core/debuginfo.py	107	# Create the compile unit now because it is referenced when	COMMENT
MEDIUM	numba/core/untyped_passes.py	681	# Create a tuple with the list items as contents	COMMENT
MEDIUM	numba/core/callwrapper.py	37	# Define the cleanup function for the argument	COMMENT
MEDIUM	numba/core/controlflow.py	715	# Create a Loop object for each header.	COMMENT
MEDIUM	numba/core/base.py	424	# Define the hook as a no-op so other contexts (like GPU) don't break	COMMENT
MEDIUM	numba/core/cgutils.py	98	# The following class members must be overridden by subclass	COMMENT
MEDIUM	numba/core/pythonapi.py	1733	# Define the exit block	COMMENT
MEDIUM	numba/core/compiler_lock.py	39	# This method is borrowed from threading.Condition.	COMMENT
MEDIUM	numba/core/compiler_lock.py	41	# This method is called only if _lock doesn't have _is_owned().	COMMENT
MEDIUM	numba/core/types/functions.py	356	# Create a derived template with an attribute this	STRING
MEDIUM	numba/cuda/printimpl.py	58	"""This function is a generic 'print' wrapper for arbitrary types.	STRING
MEDIUM	numba/cuda/compiler.py	232	# Create a new module and declare the callee	COMMENT
MEDIUM	numba/cuda/compiler.py	236	# Define the caller - populate it with a call to the callee and return	COMMENT
MEDIUM	numba/cuda/libdevicefuncs.py	1017	# The following code generates the stubs for libdevice functions.	COMMENT
MEDIUM	numba/cuda/tests/nocuda/test_nvvm.py	32	# Create a module with a constant containing all 8-bit characters	COMMENT
MEDIUM⚡	numba/cuda/tests/cudapy/test_cuda_array_interface.py	307	# Create a foreign array with no stream	COMMENT
MEDIUM⚡	numba/cuda/tests/cudapy/test_cuda_array_interface.py	315	# Create a foreign array with a stream	COMMENT
MEDIUM	numba/cuda/tests/cudapy/test_cuda_array_interface.py	327	# Create a foreign array with no stream	COMMENT
MEDIUM	numba/cuda/tests/cudapy/test_cuda_array_interface.py	338	# Create a foreign array with a stream	COMMENT
MEDIUM⚡	numba/cuda/tests/cudapy/test_cuda_array_interface.py	350	# Create a foreign array with a stream	COMMENT
MEDIUM	numba/cuda/tests/cudapy/test_cuda_array_interface.py	366	# Create a foreign array with no stream	COMMENT
MEDIUM	numba/cuda/tests/cudapy/test_cuda_array_interface.py	381	# Create a foreign array with a stream	COMMENT
MEDIUM	numba/cuda/tests/cudapy/test_libdevice.py	135	# Create the string containing the function to compile	STRING
MEDIUM	numba/cuda/tests/cudapy/test_record_dtype.py	377	# Create a host-callable function for testing CUDA device functions	COMMENT
MEDIUM	numba/cuda/tests/doc_examples/test_matmul.py	85	# Define an array in the shared memory	COMMENT
MEDIUM	numba/cuda/tests/doc_examples/test_sessionize.py	64	# Create a vector to hold the results	COMMENT
MEDIUM	numba/cuda/tests/cudadrv/test_cuda_ndarray.py	431	# Create a device array with shape (0,) and strides (8,)	COMMENT
MEDIUM	numba/cuda/tests/cudadrv/test_cuda_ndarray.py	435	# Create a host array with shape (0,) and strides (0,)	COMMENT
MEDIUM	numba/cuda/tests/cudadrv/test_emm_plugins.py	43	# Create an allocation and record it	COMMENT
MEDIUM	numba/cuda/cudadrv/nvvm.py	686	# Create the used list	STRING
MEDIUM	numba/pycc/compiler.py	446	# Define a constant string for the module name.	STRING
MEDIUM	numba/pycc/compiler.py	478	# Define a constant string for the module name.	STRING
MEDIUM	numba/pycc/compiler.py	484	# Define the module initialization function.	STRING
MEDIUM	numba/tests/test_dictobject.py	993	# Create a key type that is 12-bytes long on a 8-byte aligned system	COMMENT
MEDIUM	numba/tests/test_ssa.py	158	# This function is auto-generated.	COMMENT
MEDIUM	numba/tests/test_target_extension.py	47	# Define a new target, this target extends GPU, this places the DPU in the	COMMENT
MEDIUM	numba/tests/test_target_extension.py	59	# Create a JIT DPU codegen for the DPU target	COMMENT
MEDIUM	numba/tests/test_target_extension.py	278	# Create a DPU target instance	COMMENT
61 more matches not shown…

Over-Commented Block176 hits · 167 pts

Severity	File	Line	Snippet	Context
LOW	azure-pipelines.yml	1	trigger:	COMMENT
LOW	azure-pipelines.yml	21	# TEST_THREADING: 'tbb'	COMMENT
LOW	versioneer.py	1841	vers = get_versions(verbose=True)	COMMENT
LOW	docs/source/conf.py	1	#!/usr/bin/env python3	COMMENT
LOW	docs/source/conf.py	81	# The language for content autogenerated by Sphinx. Refer to documentation	COMMENT
LOW	docs/source/conf.py	101		COMMENT
LOW	docs/source/conf.py	121		COMMENT
LOW	docs/source/conf.py	141	# 'titles_only': False	COMMENT
LOW	docs/source/conf.py	161	html_favicon = '../_static/numba-blue-icon-rgb.svg'	COMMENT
LOW	docs/source/conf.py	181	# Custom sidebar templates, maps document names to template names.	COMMENT
LOW	docs/source/conf.py	201	#html_show_sphinx = True	COMMENT
LOW	docs/source/conf.py	221	# The paper size ('letterpaper' or 'a4paper').	COMMENT
LOW	docs/source/conf.py	241	#latex_logo = None	COMMENT
LOW	docs/source/developer/inline_overload_example.py	41	# overload.	COMMENT
LOW	docs/source/extending/template.py	1	# Declare that function `myfunc` is going to be overloaded (have a	COMMENT
LOW	buildscripts/github/evaluate.py	61	# python_version_full raw spec; setup-python input, conda-build --python=,	COMMENT
LOW	numba/_random.c	1	/*	COMMENT
LOW	numba/_lapack.c	1941	#undef ENSURE_VALID_REAL_KIND	COMMENT
LOW	numba/_helperlib.c	1	/*	COMMENT
LOW	numba/_helperlib.c	21	#define _complex_float_t complex float	COMMENT
LOW	numba/_typeof.cpp	1	#include "_pymodule.h"	COMMENT
LOW	numba/_helpermod.c	1	/*	COMMENT
LOW	numba/pythoncapi_compat.h	1	// Header file providing new C API functions to old Python versions.	COMMENT
LOW	numba/pythoncapi_compat.h	21	#include <Python.h>	COMMENT
LOW	numba/pythoncapi_compat.h	101	PyObject _tmp_dst_ptr = _Py_CAST(PyObject, &(dst)); \	COMMENT
LOW	numba/pythoncapi_compat.h	541		COMMENT
LOW	numba/pythoncapi_compat.h	861	// gh-108014 added Py_IsFinalizing() to Python 3.13.0a1	COMMENT
LOW	numba/pythoncapi_compat.h	1201	#endif	COMMENT
LOW	numba/pythoncapi_compat.h	1221	#if PY_VERSION_HEX < 0x030D00A6 && !defined(Py_CONSTANT_NONE)	COMMENT
LOW	numba/__init__.py	201	# If llvmlite has the checking function `has_svml` and it returns	COMMENT
LOW	numba/__init__.py	241	config.USING_SVML = _try_enable_svml()	COMMENT
LOW	numba/_numba_common.h	1	#ifndef NUMBA_COMMON_H_	COMMENT
LOW	numba/_pymodule.h	21	#endif	COMMENT
LOW	numba/_dispatcher.cpp	41	#undef _PyGC_FINALIZED	COMMENT
LOW	numba/_dispatcher.cpp	661	#if (PY_MAJOR_VERSION >= 3) && (PY_MINOR_VERSION == 11)	COMMENT
LOW	numba/_dispatcher.cpp	721	return MOST_SIG_BIT[bits];	COMMENT
LOW	numba/_dispatcher.cpp	741	// largely implemented in CPython PR #103083.	COMMENT
LOW	numba/_dispatcher.cpp	761	// lie makes it look like a python function has started executing at the	COMMENT
LOW	numba/_dispatcher.cpp	781	// `call_one_instrument`.	COMMENT
LOW	numba/_dispatcher.cpp	801	// bool monitoring_tools_present = false;	COMMENT
LOW	numba/_dispatcher.cpp	841	// sense in a JIT context. The way it works is that	COMMENT
LOW	numba/_dispatcher.cpp	861	// (without huge effort to wire that through to here). Therefore	COMMENT
LOW	numba/_dispatcher.cpp	881	// this is a callback function, it also might not be present! It	COMMENT
LOW	numba/_dispatcher.cpp	901	// like a PY_RETURN, which has 3 arguments).	COMMENT
LOW	numba/_dispatcher.cpp	981	if(enabled_sysmon && invoke_monitoring_PY_START(tstate, self) != 0){	COMMENT
LOW	numba/_dispatcher.cpp	1001	//	COMMENT
LOW	numba/misc/timsort.py	21	'merge_force_collapse', 'merge_collapse',	COMMENT
LOW	numba/experimental/jitclass/boxing.py	261	return NativeValue(ret, is_error=c.pyapi.c_api_error())	COMMENT
LOW	numba/core/transforms.py	781	# Convert the following:	COMMENT
LOW	numba/core/transforms.py	801	# \|	COMMENT
LOW	numba/core/analysis.py	481	# add the condition to the list of nullified conditions	COMMENT
LOW	numba/core/analysis.py	521	# Multiple things to fix up:	COMMENT
LOW	numba/core/callconv.py	401	% (exc,))	COMMENT
LOW	numba/core/callconv.py	421	# dynamic exc only - first 2 args are used for	COMMENT
LOW	numba/core/callconv.py	541	phi.add_incoming(static_exc, bb_else)	COMMENT
LOW	numba/core/callconv.py	641		COMMENT
LOW	numba/core/callconv.py	661	#	COMMENT
LOW	numba/core/interpreter.py	241	# If the argument is "created" in JIT, then there	COMMENT
LOW	numba/core/interpreter.py	481	# If the argument is "created" in JIT, then there	COMMENT
LOW	numba/core/interpreter.py	601	#	COMMENT
116 more matches not shown…

Excessive Try-Catch Wrapping149 hits · 163 pts

Severity	File	Line	Snippet	Context
LOW	setup.py	263	except Exception:	CODE
LOW	buildscripts/github/test_matrix_evaluate.py	149	except Exception as e:	CODE
LOW	buildscripts/github/test_wheel_contents.py	86	except Exception as exc:	CODE
LOW	numba/__init__.py	227	except Exception:	CODE
LOW	numba/misc/gdb_print_extension.py	123	except Exception as e:	CODE
MEDIUM	numba/misc/gdb_print_extension.py	17	def to_string(self):	CODE
LOW	numba/misc/numba_gdbinfo.py	89	except Exception as e:	CODE
LOW	numba/misc/inspection.py	41	except Exception as e:	CODE
LOW	numba/misc/inspection.py	75	except Exception as e:	CODE
LOW	numba/misc/numba_sysinfo.py	277	except Exception as e:	CODE
LOW	numba/misc/numba_sysinfo.py	339	except Exception as e:	CODE
LOW	numba/misc/numba_sysinfo.py	352	except Exception as e:	CODE
LOW	numba/misc/numba_sysinfo.py	412	except Exception as e:	CODE
LOW	numba/misc/numba_sysinfo.py	447	except Exception:	CODE
LOW	numba/misc/numba_sysinfo.py	468	except Exception:	CODE
LOW	numba/misc/numba_sysinfo.py	505	except Exception as e:	CODE
LOW	numba/misc/numba_sysinfo.py	511	except Exception as e:	CODE
LOW	numba/misc/memoryutils.py	41	except Exception:	CODE
LOW	numba/misc/help/inspector.py	182	except Exception:	CODE
LOW	numba/core/dispatcher.py	435	except Exception as e:	CODE
LOW	numba/core/compiler_machinery.py	361	except Exception as e:	CODE
LOW	numba/core/config.py	186	except Exception:	CODE
LOW	numba/core/compiler.py	479	except Exception as e:	CODE
LOW	numba/core/compiler.py	789	except Exception:	CODE
LOW	numba/core/analysis.py	347	except Exception:	CODE
LOW	numba/core/analysis.py	361	except Exception:	CODE
LOW	numba/core/inline_closurecall.py	696	except Exception:	CODE
LOW	numba/core/caching.py	650	except Exception:	CODE
LOW	numba/core/entrypoints.py	30	except Exception as e:	CODE
LOW	numba/core/typeinfer.py	1222	except Exception as e:	STRING
LOW	numba/core/typeinfer.py	1235	except Exception as e:	STRING
LOW	numba/core/typed_passes.py	49	except Exception as e:	CODE
LOW	numba/core/typed_passes.py	734	except Exception:	CODE
LOW	numba/core/typed_passes.py	783	except Exception:	CODE
LOW	numba/core/untyped_passes.py	33	except Exception as e:	CODE
LOW	numba/core/untyped_passes.py	341	except Exception:	CODE
LOW	numba/core/untyped_passes.py	361	except Exception:	CODE
LOW	numba/core/types/functions.py	313	except Exception as e:	STRING
LOW	numba/core/types/functions.py	403	except Exception as exc:	STRING
LOW	numba/core/types/functions.py	426	except Exception as exc:	STRING
LOW	numba/core/typing/cffi_utils.py	46	except Exception:	CODE
LOW	numba/cloudpickle/cloudpickle.py	246	except Exception:	CODE
LOW⚡	numba/cuda/tests/nocuda/test_library_lookup.py	73	except Exception as e:	CODE
LOW⚡	numba/cuda/tests/nocuda/test_library_lookup.py	82	except Exception as e:	CODE
LOW	numba/cuda/tests/cudapy/test_multigpu.py	57	except Exception as e:	CODE
MEDIUM	numba/cuda/tests/cudapy/test_multigpu.py	52	def work(gpu, dA, results, ridx):	CODE
MEDIUM	numba/cuda/tests/cudapy/test_dispatcher.py	208	def wrapper():	CODE
LOW	numba/cuda/tests/cudapy/test_dispatcher.py	213	except Exception as e:	CODE
LOW	numba/cuda/tests/cudadrv/test_reset_device.py	18	except Exception as e:	CODE
MEDIUM	numba/cuda/tests/cudadrv/test_reset_device.py	11	def newthread(exception_queue):	CODE
LOW	numba/cuda/tests/cudadrv/test_select_device.py	22	except Exception as e:	CODE
MEDIUM	numba/cuda/tests/cudadrv/test_select_device.py	12	def newthread(exception_queue):	CODE
LOW	numba/cuda/simulator/kernel.py	195	except Exception as e:	CODE
MEDIUM	numba/cuda/simulator/kernel.py	192	def run(self):	CODE
LOW	numba/cuda/simulator/cudadrv/devicearray.py	59	except Exception as e:	CODE
MEDIUM	numba/cuda/simulator/cudadrv/devicearray.py	53	def __getattr__(self, attrname):	CODE
LOW	numba/cuda/cudadrv/driver.py	1110	except Exception:	CODE
LOW	numba/cuda/cudadrv/driver.py	2291	except Exception as e:	CODE
MEDIUM	numba/cuda/cudadrv/driver.py	687	def reset(self):	CODE
LOW	numba/pycc/platform.py	47	except Exception:	CODE
89 more matches not shown…

Hallucination Indicators7 hits · 100 pts

Severity	File	Line	Snippet	Context
CRITICAL	numba/core/pylowering.py	214	param = self.func_ir.func_id.pysig.parameters.get(value.name)	CODE
CRITICAL⚡	numba/cuda/tests/cudadrv/test_nvvm_driver.py	170	%0 = call i32 @llvm.nvvm.read.ptx.sreg.ctaid.x()	CODE
CRITICAL⚡	numba/cuda/tests/cudadrv/test_nvvm_driver.py	171	%1 = call i32 @llvm.nvvm.read.ptx.sreg.ntid.x()	CODE
CRITICAL⚡	numba/cuda/tests/cudadrv/test_nvvm_driver.py	173	%2 = call i32 @llvm.nvvm.read.ptx.sreg.tid.x()	CODE
CRITICAL⚡	numba/cuda/tests/cudadrv/test_nvvm_driver.py	182	declare i32 @llvm.nvvm.read.ptx.sreg.ctaid.x() nounwind readnone	CODE
CRITICAL⚡	numba/cuda/tests/cudadrv/test_nvvm_driver.py	184	declare i32 @llvm.nvvm.read.ptx.sreg.ntid.x() nounwind readnone	CODE
CRITICAL⚡	numba/cuda/tests/cudadrv/test_nvvm_driver.py	186	declare i32 @llvm.nvvm.read.ptx.sreg.tid.x() nounwind readnone	CODE

Cross-File Repetition15 hits · 75 pts

Severity	File	Snippet	Context
HIGH	numba/core/dispatcher.py	disable the compilation of new signatures at call time.	STRING
HIGH	numba/np/ufunc/dufunc.py	disable the compilation of new signatures at call time.	STRING
HIGH	numba/np/ufunc/ufuncbuilder.py	disable the compilation of new signatures at call time.	STRING
HIGH	numba/np/ufunc/ufunc_base.py	disable the compilation of new signatures at call time.	STRING
HIGH	numba/cuda/tests/cudapy/cache_with_cpu_usecases.py	tests for functionality of this module's cfuncs. note this does not define any "test_*" method, instead check_module() s	STRING
HIGH	numba/cuda/tests/cudapy/cache_usecases.py	tests for functionality of this module's cfuncs. note this does not define any "test_*" method, instead check_module() s	STRING
HIGH	numba/tests/parfors_cache_usecases.py	tests for functionality of this module's cfuncs. note this does not define any "test_*" method, instead check_module() s	STRING
HIGH	numba/tests/cache_usecases.py	tests for functionality of this module's cfuncs. note this does not define any "test_*" method, instead check_module() s	STRING
HIGH	numba/tests/cfunc_cache_usecases.py	tests for functionality of this module's cfuncs. note this does not define any "test_*" method, instead check_module() s	STRING
HIGH	numba/cuda/tests/cudapy/test_dispatcher.py	test that (lazy) compiling from several threads at once doesn't produce errors (see issue #2403).	STRING
HIGH	numba/tests/test_dispatcher.py	test that (lazy) compiling from several threads at once doesn't produce errors (see issue #2403).	STRING
HIGH	numba/tests/test_ufuncs.py	test that (lazy) compiling from several threads at once doesn't produce errors (see issue #2403).	STRING
HIGH	numba/tests/test_setimpl.py	bind to the c_helper library and provide the ctypes wrapper.	STRING
HIGH	numba/tests/test_dictimpl.py	bind to the c_helper library and provide the ctypes wrapper.	STRING
HIGH	numba/tests/test_listimpl.py	bind to the c_helper library and provide the ctypes wrapper.	STRING

AI Structural Patterns62 hits · 52 pts

Severity	File	Line	Context
LOW	buildscripts/github/patch_wheel_dylib.py	13	CODE
LOW	numba/experimental/jitclass/base.py	277	CODE
LOW	numba/core/funcdesc.py	38	CODE
LOW	numba/core/compiler_machinery.py	243	CODE
LOW	numba/core/inline_closurecall.py	580	CODE
LOW	numba/core/inline_closurecall.py	312	CODE
LOW	numba/core/lowering.py	1242	CODE
LOW	numba/core/boxing.py	1057	CODE
LOW	numba/core/boxing.py	1092	CODE
LOW	numba/core/boxing.py	649	CODE
LOW	numba/core/bytecode.py	410	CODE
LOW	numba/core/codegen.py	99	CODE
LOW	numba/core/base.py	913	CODE
LOW	numba/core/base.py	968	CODE
LOW	numba/core/pythonapi.py	1462	CODE
LOW	numba/core/datamodel/models.py	907	CODE
LOW	numba/cuda/dispatcher.py	48	CODE
LOW	numba/cuda/compiler.py	256	CODE
LOW	numba/cuda/compiler.py	362	CODE
LOW	numba/cuda/compiler.py	374	CODE
LOW	numba/cuda/vectorizers.py	110	CODE
LOW	numba/cuda/nvvmutils.py	225	CODE
LOW	numba/cuda/decorators.py	14	CODE
LOW	numba/cuda/simulator/api.py	83	CODE
LOW	numba/tests/test_array_manipulation.py	1571	CODE
LOW	numba/tests/test_dictobject.py	934	CODE
LOW	numba/tests/test_ir_inlining.py	1345	CODE
LOW	numba/tests/test_polynomial.py	36	CODE
LOW	numba/tests/test_polynomial.py	41	CODE
LOW	numba/tests/test_polynomial.py	46	CODE
LOW	numba/tests/test_polynomial.py	51	CODE
LOW	numba/tests/test_polynomial.py	56	CODE
LOW	numba/tests/test_polynomial.py	61	CODE
LOW	numba/tests/test_polynomial.py	66	CODE
LOW	numba/tests/test_polynomial.py	456	CODE
LOW	numba/tests/test_ir_utils.py	145	CODE
LOW	numba/tests/test_sort.py	535	CODE
LOW	numba/tests/test_ndarray_subclasses.py	149	CODE
LOW	numba/tests/test_interpreter.py	17	CODE
LOW	numba/tests/test_ufuncs.py	1814	CODE
LOW	numba/tests/test_ufuncs.py	1823	CODE
LOW	numba/tests/test_withlifting.py	735	CODE
LOW	numba/tests/test_parfors.py	2920	CODE
LOW	numba/tests/test_dyn_array.py	494	CODE
LOW	numba/cpython/unicode.py	1987	CODE
LOW	numba/cpython/unicode_support.py	148	CODE
LOW	numba/cpython/unsafe/tuple.py	61	CODE
LOW	numba/parfors/array_analysis.py	750	CODE
LOW	numba/typed/dictobject.py	1189	CODE
LOW	numba/typed/dictobject.py	1278	CODE
LOW	numba/np/arraymath.py	2590	CODE
LOW	numba/np/arrayobj.py	379	CODE
LOW	numba/np/arrayobj.py	2414	CODE
LOW	numba/np/arrayobj.py	2625	CODE
LOW	numba/np/arrayobj.py	2644	CODE
LOW	numba/np/arrayobj.py	2925	CODE
LOW	numba/np/arrayobj.py	6569	CODE
LOW	numba/np/arrayobj.py	6773	CODE
LOW	numba/np/npdatetime.py	94	CODE
LOW	numba/np/unsafe/ndarray.py	77	CODE
2 more matches not shown…

AI Slop Vocabulary24 hits · 46 pts

Severity	File	Line	Snippet	Context
LOW	versioneer.py	500	# each be defined on a line of their own. _version.py will just call	COMMENT
LOW	numba/_version.py	27	# each be defined on a line of their own. _version.py will just call	COMMENT
MEDIUM	numba/core/config.py	229	# under utilize the GPU due to low occupancy. On by default.	COMMENT
LOW	numba/core/externals.py	129	# For Windows XP _ftol2 is not defined, we will just use	COMMENT
MEDIUM	numba/core/byteflow.py	1873	# Essentially this comes from the insight, that with Python 3.14	COMMENT
MEDIUM	numba/core/untyped_passes.py	969	# Essentially the CPython optimizer will inline the exit block under	COMMENT
LOW	numba/cuda/vectorizers.py	100	# When we have a Numba device array, we can simply return it.	COMMENT
LOW	numba/cuda/vectorizers.py	161	# When we have a Numba device array, we can simply return it.	COMMENT
MEDIUM	numba/cuda/tests/cudadrv/test_linker.py	182	# Check the message pertaining to the unused variable is provided	COMMENT
MEDIUM	numba/cuda/tests/cudadrv/test_cuda_driver.py	221	# 4122) pertaining to versions and variants, so we do not extract and	STRING
MEDIUM	numba/cuda/simulator/kernel.py	295	# do not join immediately to facilitate debugging.	COMMENT
LOW	numba/tests/test_typeguard.py	24	# runner doesn't respect `setUpClass` so just use `setUp`.	COMMENT
MEDIUM	numba/tests/support.py	271	# `SUBPROC_TEST` environment variable is set. Use this in conjunction with:	COMMENT
MEDIUM	numba/tests/test_np_functions.py	4044	# split and array_split have more comprehensive tests of splitting.	COMMENT
MEDIUM	numba/tests/test_gdb_dwarf.py	21	# reuse of the existing subprocess_test_runner harness.	COMMENT
LOW	numba/tests/test_caching.py	756	# with the zip file, so we just use normal imports here)	STRING
MEDIUM	numba/tests/test_ufuncs.py	549	# Note: there is no entry for left_shift and right_shift as this harness	COMMENT
MEDIUM	numba/tests/test_ufuncs.py	643	# Note: there is no entry for ldexp as this harness isn't valid for this	COMMENT
LOW	numba/tests/test_entrypoints.py	126	# This init function would normally just call a module init via	COMMENT
LOW	numba/cpython/listobj.py	1207	return lst # tuples are immutable, as is this, so just return it	CODE
LOW	numba/cpython/hashing.py	163	# Why not just use get_next_int() with the correct bitwidth?	COMMENT
LOW	numba/cpython/hashing.py	238	# If the magnitude is under PyHASH_MODULUS, just return the	COMMENT
LOW	numba/parfors/parfor.py	2727	# So we just add the header to the first loop body block (minus the	COMMENT
LOW	numba/np/arrayobj.py	5452	# If the array is already contiguous, just return it	STRING

Redundant / Tautological Comments31 hits · 44 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/numba_linux-64_wheel_builder.yml	35	# Set USE_TBB to true by default, only override if explicitly set to false	COMMENT
LOW	buildscripts/gpuci/build.sh	10	# Set home to the job's workspace	COMMENT
LOW	numba/misc/numba_sysinfo.py	206	# Open file within Python	COMMENT
LOW	numba/core/inline_closurecall.py	1082	# Check if the definition is a build_list	COMMENT
LOW	numba/core/inline_closurecall.py	1117	# Check if append_block (besides loop entry) dominates loop header.	COMMENT
LOW	numba/core/boxing.py	232	# Check if the returned string size fits in the charseq	COMMENT
LOW	numba/core/boxing.py	291	# Check if the returned string size fits in the charseq	COMMENT
LOW	numba/core/boxing.py	658	# Check if typobj is NULL	COMMENT
LOW	numba/core/interpreter.py	1206	# Check if we need to drop any maps from being tracked.	COMMENT
LOW	numba/core/interpreter.py	354	LIST_APPEND # Add the argument to the list	STRING
LOW	numba/core/bytecode.py	531	# Check if the BUILD_{LIST, MAP, SET} instruction is followed	COMMENT
LOW	numba/core/bytecode.py	537	# Check if the SWAP is followed by a FOR_ITER	COMMENT
LOW	numba/core/types/functions.py	221	# Check if length of frame_list is 0	STRING
LOW	numba/core/runtime/nrtdynmod.py	122	# Set this to True to measure the overhead of atomic refcounts compared	COMMENT
LOW	numba/cloudpickle/cloudpickle.py	135	# Check if we are reusing a previous class_def	COMMENT
LOW	numba/cloudpickle/cloudpickle.py	1173	# Check if class is being reused and needs bypass setstate logic.	COMMENT
LOW	numba/cuda/deviceufunc.py	849	# Check if there are extra arguments for outputs.	COMMENT
LOW⚡	numba/cuda/tests/cudapy/test_cuda_array_interface.py	354	# Set sync to false before testing. The test suite should generally be	COMMENT
LOW	numba/tests/test_dictobject.py	2462	# Add 10 to array in key 'd'	COMMENT
LOW	numba/tests/test_typeinfer.py	550	# Check if compilation is successful	COMMENT
LOW	numba/tests/test_looplifting.py	150	# Check if we have lifted in nopython mode	COMMENT
LOW	numba/tests/test_operators.py	1252	# Check if xt and yt are values with range of dtype x and y	COMMENT
LOW	numba/tests/test_np_randomgen.py	194	# Check if the end state of both BitGenerators is same	COMMENT
LOW	numba/tests/test_caching.py	777	# Check if the cache was hit	STRING
LOW	numba/tests/test_gdb_bindings.py	179	# Set GDB_TEST to permit the execution of tests decorated with	COMMENT
LOW	numba/cpython/unicode.py	154	# Set hash to -1 to indicate that it should be computed.	COMMENT
LOW	numba/cpython/unicode.py	270	# Set parent to NULL	COMMENT
LOW	numba/np/arraymath.py	165	# Check if axis is valid for the given array	COMMENT
LOW	numba/np/arraymath.py	277	# Check if axis is valid for the given array	COMMENT
LOW	numba/np/arraymath.py	675	# Check if this is a datetime/timedelta type	COMMENT
LOW	numba/np/linalg.py	747	# Check if any of the operands is really a 1-d vector represented	COMMENT

Modern Structural Boilerplate13 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	docs/source/_ext/ghfiles.py	6	logger = logging.getLogger(__name__)	CODE
LOW	numba/__init__.py	120	__all__ = [	CODE
LOW	numba/misc/numba_sysinfo.py	29	__all__ = ['get_sysinfo', 'display_sysinfo']	CODE
LOW	numba/misc/special.py	94	__all__ = [	STRING
LOW	numba/core/entrypoints.py	8	logger = logging.getLogger(__name__)	CODE
LOW	numba/core/errors.py	16	__all__ = [	CODE
LOW	numba/core/types/function_type.py	2	__all__ = ['FunctionType', 'UndefinedFunctionType', 'FunctionPrototype',	CODE
LOW	numba/cloudpickle/__init__.py	8	__all__ = [ # noqa	CODE
LOW	numba/cuda/args.py	70	__all__ = [	CODE
LOW	numba/cuda/cudadrv/nvvm.py	20	logger = logging.getLogger(__name__)	CODE
LOW	numba/pycc/compiler.py	21	logger = logging.getLogger(__name__)	CODE
LOW	numba/pycc/compiler.py	23	__all__ = ['ModuleCompiler']	CODE
LOW	numba/np/extensions.py	8	__all__ = [	CODE

Slop Phrases6 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	numba/core/bytecode.py	665	# variables, so we make sure to disambiguate using an unique id.	COMMENT
MEDIUM	numba/core/untyped_passes.py	168	# purely for demonstration purposes, obtain the analysis from a pass	COMMENT
LOW	numba/pycc/compiler.py	104	# when updating this, also make sure to update `env_def_t` struct in	STRING
LOW	numba/tests/test_parfors.py	352	# make sure to only use modules that are actually used by cres and	COMMENT
LOW	numba/tests/test_parfors.py	4264	# make sure to look at the kernel corresponding to the cres/pfunc	COMMENT
MEDIUM	numba/tests/doc_examples/test_typed_list_usage.py	63	# And you can use the typed-list as an argument for a jit compiled	COMMENT

Dead Code4 hits · 8 pts

Severity	File	Line	Context
MEDIUM	numba/core/annotations/pretty_annotate.py	64	CODE
MEDIUM	numba/tests/test_generators.py	47	CODE
MEDIUM	numba/parfors/parfor.py	2613	CODE
MEDIUM	numba/parfors/parfor.py	2615	CODE

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	numba/tests/test_record_dtype.py	1732	# In this example a 3D array of a 2D nested array of 2D nested arrays	COMMENT

TODO Padding3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	numba/experimental/function_type.py	105	# TODO: implement support for pytypes.FunctionType, ctypes.CFUNCTYPE	COMMENT
LOW	numba/cpython/charseq.py	647	# return bytes(s).isupper() # TODO: implement isupper for Bytes	COMMENT
LOW	numba/cpython/charseq.py	662	# return bytes(s).upper() # TODO: implement upper for Bytes	COMMENT

Structural Annotation Overuse3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	numba/cuda/tests/cudapy/test_slicing.py	35	# NOTE: The following applies to:	COMMENT
LOW	numba/tests/doc_examples/test_interval_example.py	170	# NOTE: The result of this call is not checked as the clean up	COMMENT
LOW	numba/cpython/unicode.py	335	# WARNING: This method is very dangerous:	COMMENT

Overly Generic Function Names5 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	numba/tests/test_tracing.py	148	def test_function(self):	CODE
LOW	numba/tests/test_jitclasses.py	486	def my_method(self):	CODE
LOW	numba/tests/test_extending.py	1896	def do_something(a, b):	CODE
LOW	numba/tests/test_itanium_mangler.py	47	def test_function(self):	CODE
LOW	numba/tests/doc_examples/test_numpy_generators.py	18	def do_stuff(gen):	CODE

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	numba/cuda/device_init.py	52	# test discovery/orchestration as `cuda.is_available` is often	COMMENT

Fake / Example Data1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	numba/cuda/deviceufunc.py	814	# "placeholder" outputs using None as a sentry value	COMMENT

Verbosity Indicators1 hit · 0 pts

Severity	File	Line	Snippet	Context
LOW	numba/core/extending.py	591	The purpose of this function is to provide a means to check if a function is	STRING

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings