wandb/wandb

16.0

Adjusted Score

16.0

Raw Score

100%

Time Factor

2026-07-14

Last Push

11.2K

Stars

Python

Language

351.3K

Lines of Code

1.6K

Files

4.7K

Pattern Hits

2026-07-14

Scan Date

0.10

HC Hit Rate

What These Metrics Mean

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

Score History

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

Severity Breakdown

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

CRITICAL 11HIGH 147MEDIUM 220LOW 4367

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 4745 distinct pattern matches across 19 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 Identifiers2003 hits · 1981 pts

Severity	File	Line	Snippet	Context
LOW	hatch_build.py	91	def _get_and_require_cargo_binary(self) -> pathlib.Path:	CODE
LOW	hatch_build.py	185	def _get_and_require_go_binary(self) -> pathlib.Path:	CODE
LOW	noxfile.py	332	def local_testcontainer_registry(session: nox.Session) -> None:	CODE
LOW	noxfile.py	380	def get_release_tag_and_commit_hash(tags: list[str]):	CODE
LOW	tools/inspect_tool.py	15	def inspect_wandb_transaction_log(wandb_file: str, pause: bool = False) -> None:	CODE
LOW	tools/generate_stubs.py	78	def extract_functions_from_template(template_content: str) -> dict[str, str]:	STRING
LOW	tools/perf/scripts/process_sar_helper.py	10	def pre_process_network_sar_log(log_dir: str) -> str:	CODE
LOW	tools/graphql_codegen/plugin.py	121	def _remove_existing_package_dir(self) -> None:	CODE
LOW	tools/graphql_codegen/plugin.py	139	def _remove_excluded_module_files(self) -> None:	CODE
LOW	tools/graphql_codegen/plugin.py	379	def generate_result_types_module(self, module: ast.Module, _, *__) -> ast.Module:	CODE
LOW	tools/graphql_codegen/plugin.py	382	def generate_fragments_module(	CODE
LOW	tools/graphql_codegen/plugin.py	414	def _rewrite_generated_module(self, module: ast.Module) -> ast.Module:	CODE
LOW	tools/graphql_codegen/plugin.py	420	def _replace_redundant_classes(self, module: ast.Module) -> ast.Module:	CODE
LOW	core/hatch.py	88	def _strip_dynamic_elf_metadata(	CODE
LOW⚡	tests/conftest.py	48	def setup_wandb_env_variables() -> Generator[None]:	CODE
LOW	tests/unit_tests/test_sender_config.py	6	def test_config_record_update():	CODE
LOW	tests/unit_tests/test_sender_config.py	30	def test_config_record_remove():	CODE
LOW	tests/unit_tests/test_step_prepare.py	40	def mock_create_artifact_files_result(	CODE
LOW	tests/unit_tests/test_step_prepare.py	117	def test_raises_assertion_error_if_out_of_events(self):	CODE
LOW	tests/unit_tests/test_step_prepare.py	129	def test_does_not_tick_clock_backward(self):	CODE
LOW	tests/unit_tests/test_step_prepare.py	161	def test_returns_empty_if_first_request_is_finish(self):	CODE
LOW	tests/unit_tests/test_step_prepare.py	210	def test_respects_inter_event_time(self):	CODE
LOW	tests/unit_tests/test_step_prepare.py	237	def test_ends_early_if_request_finish(self):	CODE
LOW	tests/unit_tests/test_step_prepare.py	327	def test_finish_waits_for_pending_requests(self):	CODE
LOW	tests/unit_tests/test_asyncio_compat.py	101	def test_compat_run_in_asyncio_context():	CODE
LOW	tests/unit_tests/test_asyncio_compat.py	118	async def test_cancel_on_exit_normal():	CODE
LOW	tests/unit_tests/test_asyncio_compat.py	128	async def test_cancel_on_exit_error_in_body():	CODE
LOW	tests/unit_tests/test_asyncio_compat.py	140	async def test_cancel_on_exit_error_in_task():	CODE
LOW	tests/unit_tests/test_asyncio_compat.py	152	async def test_cancel_on_exit_errors_everywhere():	CODE
LOW	tests/unit_tests/test_asyncio_compat.py	184	async def test_task_group_cancels_on_body_error():	CODE
LOW	tests/unit_tests/test_asyncio_compat.py	202	async def test_task_group_cancels_on_subtask_error():	CODE
LOW	tests/unit_tests/test_asyncio_compat.py	225	async def test_task_group_exit_timeout():	CODE
LOW	tests/unit_tests/test_asyncio_compat.py	238	async def test_race_cancels_unfinished_tasks():	CODE
LOW	tests/unit_tests/test_asyncio_compat.py	246	async def set_event_then_wait_forever():	CODE
LOW	tests/unit_tests/test_asyncio_compat.py	264	async def test_race_raises_first_error():	CODE
LOW	tests/unit_tests/test_asyncio_compat.py	287	async def test_race_raises_error_during_cancellation():	CODE
LOW	tests/unit_tests/test_asyncio_compat.py	302	async def test_race_cancels_subtasks_if_cancelled():	CODE
LOW	tests/unit_tests/test_retry.py	39	def test_retry_respects_num_retries():	CODE
LOW	tests/unit_tests/test_retry.py	55	def test_retry_call_num_retries_overrides_default_num_retries():	CODE
LOW	tests/unit_tests/test_retry.py	70	def test_retry_respects_num_retries_across_multiple_calls():	CODE
LOW	tests/unit_tests/test_retry.py	88	def test_retry_respects_retryable_exceptions():	CODE
LOW	tests/unit_tests/test_retry.py	114	def test_retry_respects_secondary_timeout(mock_time: MockTime):	CODE
LOW	tests/unit_tests/test_retry.py	147	def test_reraises_exc_failing_predicate(self):	CODE
LOW	tests/unit_tests/test_retry.py	159	def test_delegates_exc_passing_predicate(self):	CODE
LOW	tests/unit_tests/test_retry.py	175	def test_respects_max_retries(self):	CODE
LOW	tests/unit_tests/test_retry.py	198	def test_respects_max_sleep_if_smaller_than_initial_sleep(	CODE
LOW	tests/unit_tests/test_handler.py	8	def test_handle_sampled_history_empty(test_settings):	CODE
LOW	tests/unit_tests/test_plot.py	29	def test_roc_curve_with_title():	CODE
LOW	tests/unit_tests/test_plot.py	141	def test_confusion_matrix_with_predictions():	CODE
LOW	tests/unit_tests/test_plot.py	167	def test_confusion_matrix_without_class_names():	CODE
LOW	tests/unit_tests/test_plot.py	249	def test_line_series_invalid_inputs(arguments, exception):	CODE
LOW	tests/unit_tests/test_dir_watcher.py	61	def test_dirwatcher_update_policy_live_calls_file_changed_iff_file_nonempty(	CODE
LOW	tests/unit_tests/test_dir_watcher.py	83	def test_dirwatcher_update_policy_on_nonexistent_file_calls_file_changed_when_file_created_iff_policy_now_or_live(	CODE
LOW⚡	tests/unit_tests/test_dir_watcher.py	100	def test_dirwatcher_finish_uploads_unheardof_files(	CODE
LOW⚡	tests/unit_tests/test_dir_watcher.py	109	def test_dirwatcher_finish_skips_now_files(	CODE
LOW⚡	tests/unit_tests/test_dir_watcher.py	119	def test_dirwatcher_finish_uploads_end_files(	CODE
LOW	tests/unit_tests/test_dir_watcher.py	130	def test_dirwatcher_finish_uploads_live_files_iff_changed(	CODE
LOW	tests/unit_tests/test_dir_watcher.py	148	def test_dirwatcher_finish_skips_ignoreglob_files(	CODE
LOW	tests/unit_tests/test_dir_watcher.py	168	def test_dirwatcher_prefers_live_policy_when_multiple_rules_match_file(	CODE
LOW	tests/unit_tests/test_dir_watcher.py	184	def test_dirwatcher_can_overwrite_policy_for_file(	CODE
1943 more matches not shown…

Unused Imports1070 hits · 944 pts

Severity	File	Line	Context
LOW	noxfile.py	1	CODE
LOW	tools/local_wandb_server.py	3	CODE
LOW	tools/generate_stubs.py	38	CODE
LOW	tools/bench/_timing.py	3	CODE
LOW	tools/perf/scripts/run_load_tests.py	1	CODE
LOW	tools/perf/scripts/bench_run_log.py	1	CODE
LOW	tools/graphql_codegen/plugin_utils.py	3	CODE
LOW	tools/graphql_codegen/plugin.py	10	CODE
LOW	core/hatch.py	3	CODE
LOW	tests/conftest.py	1	CODE
LOW	tests/unit_tests/test_step_prepare.py	1	CODE
LOW	tests/unit_tests/test_asyncio_compat.py	1	CODE
LOW	tests/unit_tests/test_dir_watcher.py	3	CODE
LOW	tests/unit_tests/test_cli_beta_core.py	1	CODE
LOW	tests/unit_tests/test_pydantic_helpers.py	3	CODE
LOW	…sts/unit_tests/test_wandb_agent_cli_sweep_not_found.py	3	CODE
LOW	tests/unit_tests/test_eval_table.py	3	CODE
LOW	tests/unit_tests/test_term.py	1	CODE
LOW	tests/unit_tests/test_weave_media_adapters.py	3	CODE
LOW	tests/unit_tests/test_step_upload.py	1	CODE
LOW	tests/unit_tests/test_wandb_summary.py	3	CODE
LOW	tests/unit_tests/test_internal_api.py	1	CODE
LOW	tests/unit_tests/test_internal_api.py	33	CODE
LOW	tests/unit_tests/test_internal_api.py	33	CODE
LOW	tests/unit_tests/test_weave.py	1	CODE
LOW	tests/unit_tests/test_cli_leet.py	1	CODE
LOW	tests/unit_tests/test_import_wandb.py	8	CODE
LOW	tests/unit_tests/test_normalize.py	1	CODE
LOW	tests/unit_tests/test_registries/test_addonly_list.py	1	CODE
LOW	tests/unit_tests/test_launch/test_git_reference.py	3	CODE
LOW	tests/unit_tests/test_analytics/sentry_relay.py	1	CODE
LOW	tests/unit_tests/test_automations/conftest.py	1	CODE
LOW	tests/unit_tests/test_automations/_strategies.py	3	CODE
LOW	tests/unit_tests/test_automations/test_run_events.py	1	CODE
LOW	tests/unit_tests/test_automations/test_events.py	3	CODE
LOW	tests/unit_tests/test_automations/test_filters.py	1	CODE
LOW	tests/unit_tests/test_automations/test_automations.py	1	CODE
LOW	tests/unit_tests/test_artifacts/test_references_s3.py	1	CODE
LOW	tests/unit_tests/test_artifacts/test_references_gcs.py	1	CODE
LOW	…sts/unit_tests/test_artifacts/test_references_azure.py	1	CODE
LOW	tests/unit_tests/test_artifacts/test_wandb_artifacts.py	1	CODE
LOW	…t_tests/test_artifacts/test_artifact_manifest_entry.py	1	CODE
LOW	tests/unit_tests/test_sandbox/test_cli_beta_sandbox.py	1	CODE
LOW	tests/unit_tests/test_sandbox/__init__.py	1	CODE
LOW	tests/unit_tests/test_sandbox/test_sandbox_auth.py	1	CODE
LOW	tests/unit_tests/test_lib/test_json_util.py	8	CODE
LOW	tests/unit_tests/test_lib/test_service_client.py	1	CODE
LOW	tests/unit_tests/test_lib/test_git.py	5	CODE
LOW	tests/unit_tests/test_lib/test_hashutil.py	1	CODE
LOW	tests/unit_tests/test_lib/test_printer_asyncio.py	1	CODE
LOW	tests/unit_tests/test_lib/test_urls.py	1	CODE
LOW	tests/system_tests/test_plot.py	1	CODE
LOW	tests/system_tests/conftest.py	1	CODE
LOW	tests/system_tests/backend_fixtures.py	1	CODE
LOW	…/test_registries/test_registry_artifacts_public_api.py	1	CODE
LOW	tests/system_tests/test_registries/test_registry.py	1	CODE
LOW	tests/system_tests/test_registries/conftest.py	1	CODE
LOW	…/system_tests/test_registries/test_registry_members.py	1	CODE
LOW	…sts/system_tests/test_registries/test_link_registry.py	1	CODE
LOW	…/system_tests/test_sweep/train_with_import_readline.py	11	CODE
1010 more matches not shown…

Over-Commented Block624 hits · 484 pts

Severity	File	Line	Snippet	Context
LOW	pyproject.toml	501	pythonVersion = "3.10"	COMMENT
LOW	hatch_build.py	61	platform_tag = re.sub("[-. ]", "_", sysconfig.get_platform())	COMMENT
LOW	noxfile.py	21	# Protobuf Python bindings.	COMMENT
LOW	experimental/client-csharp/src/Wandb/Wandb.cs	41	/// Initializes a new run within the session.	COMMENT
LOW	experimental/client-csharp/src/Wandb/Run.cs	21	Min = 1 << 0, // 1	COMMENT
LOW	experimental/client-csharp/src/Wandb/Run.cs	41	{	COMMENT
LOW	experimental/client-csharp/src/Wandb/Settings.cs	1	using System.Text;	COMMENT
LOW	experimental/client-csharp/src/Wandb/Settings.cs	21	Allow,	COMMENT
LOW	experimental/client-csharp/src/Wandb/Settings.cs	41	/// Gets the base URL of the wandb server.	COMMENT
LOW	experimental/client-csharp/src/Wandb/Settings.cs	61	/// Gets or sets the project name under which the run is logged.	COMMENT
LOW	experimental/client-csharp/src/Wandb/Settings.cs	81	/// Tags associated with the run.	COMMENT
LOW	experimental/client-csharp/src/Wandb/Settings.cs	121	else	COMMENT
LOW	experimental/client-csharp/src/Wandb/Settings.cs	181	public string FilesDir => Path.Combine(SyncDir, "files");	COMMENT
LOW	experimental/client-csharp/src/Wandb/Settings.cs	201	public static string LogSymlinkUser => Path.Combine(WandbDir, "debug.log");	COMMENT
LOW	experimental/client-csharp/src/Wandb/Settings.cs	221	public string RunURL => $"{BaseUrl.Replace("api.wandb.ai", "wandb.ai")}/{Entity}/{Project}/runs/{RunId}";	COMMENT
LOW	…al/client-csharp/src/Wandb/Internal/SocketInterface.cs	21	public SocketInterface(IServiceConnectionProtocol connectionProtocol, string streamId)	COMMENT
LOW	…al/client-csharp/src/Wandb/Internal/SocketInterface.cs	61	return response.AuthenticateResponse.DefaultEntity;	COMMENT
LOW	…al/client-csharp/src/Wandb/Internal/SocketInterface.cs	181	}	COMMENT
LOW	…perimental/client-csharp/src/Wandb/Internal/Manager.cs	21	}	COMMENT
LOW	…rimental/client-csharp/src/Wandb/Internal/TcpClient.cs	41	/// <returns>	COMMENT
LOW	experimental/rust-sdk/src/printer.rs	201	// let template = format!(	COMMENT
LOW	experimental/go-sdk/bindings/cpp/lib/libwandb_cpp.h	101	// };	COMMENT
LOW	tools/cloud_tool.py	201	# # and a gazillion alternatives do not work on circleci.	COMMENT
LOW	tools/cloud_tool.py	221	# "cd /usr/share/doc/NVIDIA_GLX-1.0/samples/; "	COMMENT
LOW	tools/graphql_codegen/plugin.py	241	):	COMMENT
LOW	core/hatch.py	41	# The `disable_grpc_modules` build tag reduces binary size by ~12MB.	COMMENT
LOW	core/cmd/wandb-core/main.go	1	// Command wandb-core provides the W&B SDK core service and the "leet" terminal UI	COMMENT
LOW	core/internal/settings/settings.go	301	return s.Proto.InsecureDisableSsl.GetValue()	COMMENT
LOW	core/internal/settings/settings.go	321	}	COMMENT
LOW	core/internal/settings/settings.go	381		COMMENT
LOW	core/internal/settings/settings.go	501	// Determines whether to save internal wandb files and metadata.	COMMENT
LOW	core/internal/wboperation/wboperation.go	1	// Package wboperation is used to track the progress and status of async tasks	COMMENT
LOW	core/internal/data_types/data_types_test.go	121	},	COMMENT
LOW	core/internal/data_types/data_types_test.go	141	// Params: &data_types.MapType{	COMMENT
LOW	core/internal/data_types/data_types_test.go	161	// {	COMMENT
LOW	core/internal/monitor/cgroup.go	21	// live during sampling. Cgroup v1 is intentionally not supported — the	COMMENT
LOW	core/internal/monitor/cgroup.go	61	// it.	COMMENT
LOW	core/internal/monitor/cgroup.go	81	// and denominator stay consistent.	COMMENT
LOW	core/internal/monitor/cgroup.go	101	//	COMMENT
LOW	core/internal/monitor/cgroup.go	161	// cgroupV2Path is the path read from the unified-hierarchy entry of	COMMENT
LOW	core/internal/monitor/cgroup.go	241		COMMENT
LOW	core/internal/monitor/cgroup.go	301	// cpuQuotaLimit reads cpu.max from a cgroup directory and returns the	COMMENT
LOW	core/internal/monitor/cgroup.go	321	// cpu.max but pin the workload via cpuset (e.g. Kubernetes static CPU	COMMENT
LOW	core/internal/monitor/cgroup.go	381	// Two complications make this non-trivial:	COMMENT
LOW	core/internal/monitor/cgroup.go	421	}	COMMENT
LOW	core/internal/monitor/dcgm_exporter.go	21	)	COMMENT
LOW	core/internal/monitor/cwmetadata.go	61	// Internal debug logger.	COMMENT
LOW	core/internal/watcher/watcher.go	1	// Package watcher notifies on changes to files or directories.	COMMENT
LOW	core/internal/pathtree/pathtree.go	121	func (pt *PathTree[T]) CloneTree() map[string]any {	COMMENT
LOW	core/internal/wbvalue/wbvalue.go	1	// Package wbvalue allows saving complex run objects.	COMMENT
LOW	core/internal/runconsolelogs/outputfilewriter.go	21	// outputFileDebounceTime is how long to wait before flushing to disk.	COMMENT
LOW	core/internal/runconsolelogs/filestreamwriter.go	21	//	COMMENT
LOW	core/internal/stream/sender.go	541	// producers before consumers.	COMMENT
LOW	core/internal/stream/handler_test.go	801	// "key2": "2",	COMMENT
LOW	core/internal/terminalemulator/terminalemulator.go	1	// Package terminalemulator implements a virtual terminal that supports common	COMMENT
LOW	core/internal/paths/paths.go	1	// Package paths enables a "parse-don't-validate" approach to file paths.	COMMENT
LOW	core/internal/paths/paths.go	21	)	COMMENT
LOW	core/internal/leet/configeditorfields.go	21	//	COMMENT
LOW	core/internal/leet/runconsolelogs.go	21	// consoleTimestampFormat is the display format for timestamps.	COMMENT
LOW	core/internal/leet/runconsolelogs.go	41	// movements, overwrites, and newline assembly.	COMMENT
564 more matches not shown…

Decorative Section Separators131 hits · 448 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/graphql_codegen/plugin_utils.py	96	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/graphql_codegen/plugin_utils.py	101	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/conftest.py	42	# --------------------------------	COMMENT
MEDIUM⚡	tests/conftest.py	44	# --------------------------------	COMMENT
MEDIUM	tests/conftest.py	65	# --------------------------------	COMMENT
MEDIUM	tests/conftest.py	67	# --------------------------------	COMMENT
MEDIUM	tests/conftest.py	93	# --------------------------------	COMMENT
MEDIUM	tests/conftest.py	95	# --------------------------------	COMMENT
MEDIUM	tests/conftest.py	267	# --------------------------------	COMMENT
MEDIUM	tests/conftest.py	269	# --------------------------------	COMMENT
MEDIUM	tests/unit_tests/conftest.py	42	# --------------------------------	COMMENT
MEDIUM	tests/unit_tests/conftest.py	44	# --------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_pydantic_helpers.py	308	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_pydantic_helpers.py	352	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_wandb_settings.py	433	# --------------------------	COMMENT
MEDIUM	tests/unit_tests/test_wandb_settings.py	435	# --------------------------	COMMENT
MEDIUM	tests/unit_tests/test_wandb_settings.py	446	# --------------------------	COMMENT
MEDIUM	tests/unit_tests/test_wandb_settings.py	448	# --------------------------	COMMENT
MEDIUM⚡	tests/unit_tests/test_wandb_save.py	8	# ----------------------------------	COMMENT
MEDIUM⚡	tests/unit_tests/test_wandb_save.py	10	# ----------------------------------	COMMENT
MEDIUM⚡	tests/unit_tests/test_kfp.py	116	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit_tests/test_kfp.py	118	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit_tests/test_kfp.py	219	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit_tests/test_kfp.py	221	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit_tests/test_kfp.py	329	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit_tests/test_kfp.py	331	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit_tests/test_kfp.py	536	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit_tests/test_kfp.py	538	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit_tests/test_kfp.py	623	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit_tests/test_kfp.py	625	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit_tests/test_kfp.py	698	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit_tests/test_kfp.py	700	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit_tests/test_kfp.py	723	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit_tests/test_kfp.py	725	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_kfp.py	19	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_kfp.py	21	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_kfp.py	35	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_kfp.py	37	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_kfp.py	53	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_kfp.py	55	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit_tests/test_wandb_log.py	4	# ----------------------------------	COMMENT
MEDIUM⚡	tests/unit_tests/test_wandb_log.py	6	# ----------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_automations/conftest.py	53	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_automations/conftest.py	55	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_automations/conftest.py	70	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_automations/conftest.py	72	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_automations/conftest.py	198	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_automations/conftest.py	210	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_automations/conftest.py	366	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_automations/_strategies.py	64	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_automations/_strategies.py	102	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_automations/_strategies.py	104	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_automations/_strategies.py	199	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_automations/_strategies.py	223	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_automations/test_run_events.py	500	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit_tests/test_automations/test_events.py	80	# ----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit_tests/test_automations/test_events.py	90	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_automations/test_events.py	122	# ----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit_tests/test_automations/test_filters.py	50	# ----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit_tests/test_automations/test_filters.py	164	# ----------------------------------------------------------------------------	COMMENT
71 more matches not shown…

Docstring Block Structure90 hits · 448 pts

Severity	File	Line	Snippet	Context
HIGH	tests/system_tests/test_functional/dspy/test_dspy.py	12	Factory fixture to run a dspy example module and collect W&B snapshot. Args: wandb_backend_spy: Spy fixture	STRING
HIGH	parquet-rust-wrapper/hatch.py	72	Returns the path to the arrow-rs-wrapper library. Args: cargo_output: The output from `cargo build` with	STRING
HIGH	wandb/util.py	1951	Parse a time period string and return seconds. Args: time_str: Time period string like "10s", "5m", "8h", "	STRING
HIGH	wandb/apis/public/service_api.py	87	Execute a GraphQL operation through the wandb-core sidecar. The query is sent to wandb-core, which performs the	STRING
HIGH	wandb/apis/public/api.py	344	Create a new run queue in W&B Launch. Args: name: Name of the queue to create type: Typ	STRING
HIGH	wandb/apis/public/api.py	452	Create a custom chart preset and return its id. Args: entity: The entity (user or team) that owns t	STRING
HIGH	wandb/apis/public/api.py	532	Upsert a run queue in W&B Launch. Args: name: Name of the queue to create entity: Optio	STRING
HIGH	wandb/apis/public/api.py	721	Return a run, sweep, project or report from a path. Args: path: The path to the project, run, sweep	STRING
HIGH	wandb/apis/public/api.py	950	Get reports for a given project path. Note: `wandb.Api.reports()` API is in beta and will likely change in	STRING
HIGH	wandb/apis/public/api.py	1125	Returns a `Runs` object, which lazily iterates over `Run` objects. Fields you can filter by include: -	STRING
HIGH	wandb/apis/public/api.py	1253	Return a single run by parsing path in the form `entity/project/run_id`. Args: path: Path to run in	STRING
HIGH	wandb/apis/public/api.py	1473	Returns a single artifact collection by type. You can use the returned `ArtifactCollection` object to retrieve	STRING
HIGH	wandb/apis/public/api.py	1556	Return an `Artifacts` collection. Args: type_name: The type of artifacts to fetch. name	STRING
HIGH	wandb/apis/public/api.py	1702	Returns a single artifact. Args: name: The artifact's name. The name of an artifact resembles a	STRING
HIGH	wandb/apis/public/api.py	1844	Whether an artifact version exists within the specified project and entity. Args: name: The name of	STRING
HIGH	wandb/apis/public/api.py	1882	Whether an artifact collection exists within a specified project and entity. Args: name: An artifac	STRING
HIGH	wandb/apis/public/api.py	1923	Returns a lazy iterator of `Registry` objects. Use the iterator to search and filter registries, collections,	STRING
HIGH	wandb/apis/public/api.py	2022	Return a registry given a registry name. Args: name: The name of the registry. This is without the	STRING
HIGH	wandb/apis/public/api.py	2078	Create a new registry. Args: name: The name of the registry. Name must be unique within the organiz	STRING
HIGH	wandb/apis/public/api.py	2176	Returns an iterator of webhook integrations for an entity. Args: entity: The entity (e.g. team name	STRING
HIGH	wandb/apis/public/api.py	2220	Returns an iterator of Slack integrations for an entity. Args: entity: The entity (e.g. team name)	STRING
HIGH	wandb/apis/public/api.py	2339	Returns the only Automation matching the parameters. Args: name: The name of the automation to fetc	STRING
HIGH	wandb/apis/public/api.py	2379	Returns an iterator over all Automations that match the given parameters. If no parameters are provided, the re	STRING
HIGH	wandb/apis/public/api.py	2442	Create a new Automation. Args: obj: The automation to create. fetch_exi	STRING
HIGH	wandb/apis/public/api.py	2552	Update an existing automation. Args: obj: The automation to update. Must be an existing automation	STRING
HIGH	wandb/apis/public/runs.py	892	Load run data using appropriate fragment based on lazy mode. Args: force: If True, re-fetch the run	STRING
HIGH	wandb/apis/public/runs.py	1002	Update the state of a run. Supported transitions: - to `pending` from `running`, `failed`, `crashed	STRING
HIGH	wandb/apis/public/runs.py	1711	Download any parquet history files for the run to the provided directory. Args: download_dir: The d	STRING
HIGH	wandb/apis/public/registries/registry.py	261	Create a new registry. The registry name must be unique within the organization. This function should b	STRING
HIGH	wandb/apis/public/registries/registry.py	511	Adds users or teams to this registry. Args: members: The users or teams to add to the registry. Acc	STRING
HIGH	wandb/apis/public/registries/registry.py	568	Removes users or teams from this registry. Args: members: The users or teams to remove from the reg	STRING
HIGH	wandb/apis/public/registries/registry.py	627	Updates the role of a member (user or team) within this registry. Args: member: The user or team to	STRING
HIGH	wandb/plot/pr_curve.py	28	Constructs a Precision-Recall (PR) curve. The Precision-Recall curve is particularly useful for evaluating classifi	STRING
HIGH	wandb/plot/roc_curve.py	24	Constructs Receiver Operating Characteristic (ROC) curve chart. Args: y_true: The true class labels (ground	STRING
HIGH	wandb/plot/line_series.py	21	Constructs a line series chart. Args: xs: Sequence of x values. If a singular array is provided	STRING
HIGH	wandb/plot/custom_chart.py	83	Creates a custom charts using a Vega-Lite specification and a `wandb.Table`. This function creates a custom chart b	STRING
HIGH	wandb/plot/confusion_matrix.py	24	Constructs a confusion matrix from a sequence of probabilities or predictions. Args: probs: A sequence of p	STRING
HIGH	wandb/integration/weave/media_adapters.py	304	Convert a wandb media cell value to an appropriate type for Weave logging. Args: val: Cell value to convert	STRING
HIGH	wandb/integration/lightning/fabric/logger.py	46	Log using `Weights and Biases <https://docs.wandb.ai/models/integrations/lightning>`_. Installation and set-up	STRING
HIGH	wandb/integration/kfp/_kfp_v2_patch.py	23	Preserve the `@wandb_log` decorator in serialized component source. KFP strips decorators when capturing a componen	STRING
HIGH	wandb/integration/kfp/kfp_patch.py	139	Get the source code of a function, preserving `@wandb_log`. Modified from KFP v1. Original source: https://gith	STRING
HIGH	wandb/sdk/wandb_run.py	1042	Save the current state of your code to a W&B Artifact. By default, it walks the current directory and logs all	STRING
HIGH	wandb/sdk/wandb_run.py	1744	Upload run data. Use `log` to log data from runs, such as scalars, images, video, histograms, plots, an	STRING
HIGH	wandb/sdk/wandb_run.py	2160	Materialize matched files into the run's files/ dir for syncing. Strategy: 1) If settings.symlink is Tr	STRING
HIGH	wandb/sdk/wandb_run.py	3147	Declare an artifact as an input to a run. Call `download` or `file` on the returned object to get the contents	STRING
HIGH	wandb/sdk/wandb_run.py	3577	Logs a model artifact containing the contents inside the 'path' to a run and marks it as an output to this run.	STRING
HIGH	wandb/sdk/wandb_run.py	3609	Download the files logged in a model artifact 'name'. Args: name: A model artifact name. 'name' mus	STRING
HIGH	wandb/sdk/wandb_run.py	3655	Log a model artifact version and link it to a registered model in the model registry. Linked model versions are	STRING
HIGH	wandb/sdk/wandb_run.py	4132	Download the specified file from cloud storage. File is placed into the current directory or run directory. By	STRING
HIGH	wandb/sdk/wandb_init.py	1218	Start a new run to track and log to W&B. In an ML training pipeline, you could add `wandb.init()` to the beginning	STRING
HIGH	wandb/sdk/wandb_settings.py	1511	Validate run tags. Validates that each tag: - Is between 1 and 64 characters in length (inclusive)	STRING
HIGH	wandb/sdk/wandb_watch.py	35	Hooks into the given PyTorch model(s) to monitor gradients and the model's computational graph. This function can t	STRING
HIGH	wandb/sdk/wandb_login.py	29	Log into W&B. You generally don't have to use this because most W&B methods that need authentication can log in	STRING
HIGH	wandb/sdk/artifacts/artifact.py	1372	Get the WBValue object located at the artifact relative `name`. Args: name: The artifact relative n	STRING
HIGH	wandb/sdk/artifacts/artifact.py	1386	Add `item` to the artifact at path `name`. Args: name: The path within the artifact to add the obje	STRING
HIGH	wandb/sdk/artifacts/artifact.py	1407	Open a new temporary file and add it to the artifact. Args: name: The name of the new file to add t	STRING
HIGH	wandb/sdk/artifacts/artifact.py	1457	Add a local file to the artifact. Args: local_path: The path to the file being added. n	STRING
HIGH	wandb/sdk/artifacts/artifact.py	1583	Add a reference denoted by a URI to the artifact. Unlike files or directories that you add to an artifact, refe	STRING
HIGH	wandb/sdk/artifacts/artifact.py	1666	Add wandb.WBValue `obj` to the artifact. Args: obj: The object to add. Currently support one of Bok	STRING
HIGH	wandb/sdk/artifacts/artifact.py	1831	Get the entry with the given name. Args: name: The artifact relative name to get Returns:	STRING
30 more matches not shown…

Excessive Try-Catch Wrapping205 hits · 210 pts

Severity	File	Line	Snippet	Context
LOW	hatch_build.py	157	except Exception:	CODE
LOW	tools/local_wandb_server.py	227	except Exception as e:	CODE
LOW	tools/local_wandb_server.py	263	except Exception as e:	CODE
MEDIUM	tools/generate_stubs.py	112	print(f"Error: Could not find docstring for '{func_name}' in {source_file}")	CODE
MEDIUM	tools/generate_stubs.py	195	print(f"Error: Could not find function '{func_name}' in {source_file}")	CODE
MEDIUM	tools/generate_stubs.py	206	print(f"Error: Could not find function '{func_name}' in {generated_stub}")	CODE
LOW	tools/perf/scripts/process_sar_helper.py	136	except Exception:	CODE
LOW	tools/perf/scripts/process_sar_helper.py	246	except Exception as e:	CODE
LOW	tests/unit_tests/test_analytics/test_sentry.py	437	except Exception as e:	CODE
LOW	tests/unit_tests/test_analytics/test_sentry.py	441	except Exception as e:	CODE
LOW	tests/system_tests/conftest.py	195	except Exception as e:	CODE
LOW	…m_tests/test_notebooks/test_jupyter_server/conftest.py	132	except Exception:	CODE
LOW	…m_tests/test_notebooks/test_jupyter_server/conftest.py	147	except Exception:	CODE
LOW	…/system_tests/test_sweep/train_with_import_readline.py	22	except Exception as e:	CODE
LOW	tests/system_tests/test_functional/dspy/test_dspy.py	44	except Exception:	CODE
LOW	wandb/util.py	223	except Exception:	CODE
LOW	wandb/util.py	1266	except Exception as e:	CODE
LOW	wandb/wandb_agent.py	528	except Exception:	CODE
LOW	wandb/jupyter.py	259	except Exception:	CODE
LOW	wandb/jupyter.py	310	except Exception:	CODE
LOW	wandb/jupyter.py	367	except Exception:	CODE
LOW	wandb/jupyter.py	390	except Exception:	CODE
LOW	wandb/jupyter.py	503	except Exception:	CODE
LOW	wandb/apis/normalize.py	58	except Exception as err:	CODE
LOW	wandb/apis/public/jobs.py	403	except Exception as e:	STRING
LOW	wandb/apis/public/sweeps.py	240	except Exception:	CODE
LOW	wandb/apis/public/registries/registry.py	312	except Exception as e:	CODE
LOW	wandb/apis/public/registries/registry.py	337	except Exception as e:	CODE
LOW	wandb/apis/public/registries/registry.py	357	except Exception as e:	CODE
LOW	wandb/apis/public/registries/registry.py	414	except Exception as e:	CODE
LOW	wandb/apis/public/registries/_utils.py	131	except Exception as e:	CODE
LOW	wandb/plot/utils.py	106	except Exception:	CODE
LOW	wandb/integration/dspy/dspy.py	195	except Exception as e:	CODE
LOW	wandb/integration/dspy/dspy.py	408	except Exception as exc:	CODE
LOW	wandb/integration/weave/weave.py	99	except Exception as e:	CODE
LOW	wandb/integration/keras/callbacks/metrics_logger.py	96	except Exception as e:	CODE
LOW	wandb/integration/diffusers/resolvers/multimodal.py	674	except Exception as e:	CODE
LOW	wandb/integration/kfp/wandb_log_v2.py	153	except Exception as e:	CODE
LOW	wandb/integration/kfp/wandb_log_v2.py	186	except Exception as e:	CODE
LOW	wandb/integration/sklearn/utils.py	120	except Exception:	CODE
MEDIUM	wandb/integration/sklearn/utils.py	88	def test_fitted(model):	CODE
LOW	wandb/integration/fastai/__init__.py	154	except Exception as e:	CODE
LOW	wandb/integration/fastai/__init__.py	190	except Exception:	CODE
LOW	wandb/integration/huggingface/resolver.py	91	except Exception as e:	CODE
LOW	wandb/integration/ultralytics/callback.py	71	except Exception as e:	CODE
LOW	wandb/integration/ultralytics/classification_utils.py	81	except Exception:	CODE
LOW	wandb/integration/openai/fine_tuning.py	239	except Exception:	CODE
LOW	wandb/integration/openai/fine_tuning.py	300	except Exception:	CODE
LOW	wandb/integration/openai/fine_tuning.py	310	except Exception:	CODE
LOW	wandb/integration/openai/fine_tuning.py	342	except Exception:	CODE
LOW	wandb/integration/openai/fine_tuning.py	458	except Exception as e:	CODE
LOW	wandb/agents/pyagent.py	307	except Exception:	CODE
LOW	wandb/agents/pyagent.py	344	except Exception as e:	CODE
LOW	wandb/agents/pyagent.py	355	except Exception as e:	CODE
MEDIUM	wandb/agents/pyagent.py	317	def _run_job(self, job):	CODE
LOW	wandb/cli/beta_core.py	98	except Exception as e:	CODE
LOW	wandb/cli/leet.py	218	except Exception as e:	CODE
LOW	wandb/cli/cli.py	1895	except Exception:	CODE
LOW	wandb/cli/cli.py	2019	except Exception as e:	CODE
LOW	wandb/cli/cli.py	2112	except Exception as e:	CODE
145 more matches not shown…

Self-Referential Comments70 hits · 198 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/perf/scripts/setup_helper.py	18	# Create a formatter and set it for both handlers	COMMENT
MEDIUM	tools/perf/scripts/bench_run_log.py	288	# Create a random RGB image (100x100 pixels)	COMMENT
MEDIUM	tools/graphql_codegen/generate-graphql.sh	28	# Create a temporary directory to clone into, but ensure it's cleaned up on exit	COMMENT
MEDIUM	tests/unit_tests/test_cli.py	570	# Create a test file with the specified age	COMMENT
MEDIUM	tests/unit_tests/test_automations/test_run_events.py	352	# Create the base zscore filter	COMMENT
MEDIUM	tests/unit_tests/test_artifacts/test_storage.py	424	# # Create a few files to fill up the cache (exactly).	COMMENT
MEDIUM	…/unit_tests/test_artifacts/saved_model_constructors.py	1	# This file is separated from the main test file in	COMMENT
MEDIUM	…/unit_tests/test_artifacts/saved_model_constructors.py	38	# Create a simple model.	COMMENT
MEDIUM	tests/unit_tests/test_lib/test_auth_netrc.py	114	# Create a directory at the .netrc file path.	STRING
MEDIUM	tests/system_tests/backend_fixtures.py	227	# Create the new org.	COMMENT
MEDIUM	tests/system_tests/test_registries/test_registry.py	166	# Create the first registry	COMMENT
MEDIUM	tests/system_tests/test_sweep/test_wandb_agent_full.py	445	# Create a normal run (not part of the sweep) with an explicit id.	COMMENT
MEDIUM	tests/system_tests/test_sweep/test_sweep_public_api.py	103	# Create a sweep run	STRING
MEDIUM	tests/system_tests/test_automations/conftest.py	71	# Create the project first if it doesn't exist yet	COMMENT
MEDIUM	…/system_tests/test_automations/test_automations_api.py	109	# Create a webhook integration only to check that it's omitted from slack_integrations()	COMMENT
MEDIUM	…/system_tests/test_automations/test_automations_api.py	955	# Create the placeholder project for the automation	COMMENT
MEDIUM	…/system_tests/test_automations/test_automations_api.py	959	# Create the actual automation	COMMENT
MEDIUM	tests/system_tests/test_artifacts/test_misc.py	48	# Create a second version for a1	COMMENT
MEDIUM⚡	…/system_tests/test_artifacts/test_object_references.py	479	# Create the original file to add to the artifact	COMMENT
MEDIUM⚡	…/system_tests/test_artifacts/test_object_references.py	484	# Create an artifact with such file stored	COMMENT
MEDIUM⚡	…/system_tests/test_artifacts/test_object_references.py	492	# Create an middle artifact with such file referenced (notice no need to download)	COMMENT
MEDIUM⚡	…/system_tests/test_artifacts/test_object_references.py	553	# Create the original file to add to the artifact	COMMENT
MEDIUM⚡	…/system_tests/test_artifacts/test_object_references.py	558	# Create a super important file	COMMENT
MEDIUM⚡	…/system_tests/test_artifacts/test_object_references.py	566	# Create an middle artifact with such file referenced (notice no need to download)	COMMENT
MEDIUM⚡	…/system_tests/test_artifacts/test_object_references.py	576	# Create a downstream artifact that is referencing the middle's reference	COMMENT
MEDIUM⚡	…/system_tests/test_artifacts/test_object_references.py	643	# Create an artifact with such file stored	COMMENT
MEDIUM⚡	…/system_tests/test_artifacts/test_object_references.py	651	# Create an middle artifact with such file referenced (notice no need to download)	COMMENT
MEDIUM	…/system_tests/test_artifacts/test_object_references.py	504	# Create a downstream artifact that is referencing the middle's reference	COMMENT
MEDIUM⚡	…ystem_tests/test_artifacts/test_artifact_public_api.py	756	# Create a run and log an artifact	COMMENT
MEDIUM	…ystem_tests/test_artifacts/test_artifact_public_api.py	445	# Create a file that should be removed as part of checkout	COMMENT
MEDIUM	…ystem_tests/test_artifacts/test_wandb_artifacts_api.py	349	# Create an artifact sequence + portfolio (auto-created if it doesn't exist)	COMMENT
MEDIUM	…ystem_tests/test_artifacts/test_wandb_artifacts_api.py	576	# Create the Api after teardown to ensure it picks up the new settings.	COMMENT
MEDIUM⚡	…ts/system_tests/test_artifacts/test_wandb_artifacts.py	337	# Create the second reference artifact and log it	COMMENT
MEDIUM⚡	…ts/system_tests/test_artifacts/test_wandb_artifacts.py	351	# Create the second reference artifact and log it	COMMENT
MEDIUM⚡	…ts/system_tests/test_artifacts/test_wandb_artifacts.py	365	# Create the second reference artifact and log it	COMMENT
MEDIUM⚡	…ts/system_tests/test_artifacts/test_wandb_artifacts.py	378	# Create the second reference artifact and log it	COMMENT
MEDIUM	…ts/system_tests/test_artifacts/test_wandb_artifacts.py	306	# Create the reference artifact and log it while bypassing the checksum	COMMENT
MEDIUM	tests/system_tests/test_core/test_wandb_init.py	118	_ = user # Create a fake user on the backend server.	CODE
MEDIUM	tests/system_tests/test_core/test_git.py	147	# Create a feature branch tracking origin/main	COMMENT
MEDIUM⚡	tests/system_tests/test_core/test_resume.py	10	_ = user # Create a fake user for the test.	CODE
MEDIUM⚡	tests/system_tests/test_core/test_resume.py	19	_ = user # Create a fake user for the test.	CODE
MEDIUM	tests/system_tests/test_core/test_resume.py	40	_ = user # Create a fake user for the test.	CODE
MEDIUM	tests/system_tests/test_functional/conftest.py	11	# Define a helper function that will take in the script path and command-line arguments	COMMENT
MEDIUM	…stem_tests/test_functional/terminput/test_terminput.py	51	# Create a pseudoterminal.	COMMENT
MEDIUM	.github/scripts/ban-graphql-introspection-test.sh	11	# Create an empty git repo in a temporary directory.	COMMENT
MEDIUM	wandb/jupyter.py	174	# This file is not actually the same as the notebook file.	COMMENT
MEDIUM	wandb/apis/public/api.py	477	# Define a simple bar chart specification	COMMENT
MEDIUM	wandb/apis/public/api.py	488	# Create the custom chart	COMMENT
MEDIUM	wandb/plot/histogram.py	42	# Create a W&B Table	STRING
MEDIUM	wandb/plot/histogram.py	48	# Create a histogram plot	STRING
MEDIUM	wandb/plot/line.py	54	# Define the columns for the table	STRING
MEDIUM	wandb/plot/custom_chart.py	112	# Create a custom chart using a Vega-Lite spec and the data table.	STRING
MEDIUM	wandb/plot/custom_chart.py	122	# Create a custom title with `string_fields`.	STRING
MEDIUM	wandb/plot/bar.py	48	# Create a table with the data	STRING
MEDIUM	wandb/plot/bar.py	53	# Create a bar plot from the table	STRING
MEDIUM	wandb/plot/confusion_matrix.py	160	# Create a mapping from class name to index	COMMENT
MEDIUM	wandb/integration/sklearn/calculate/residuals.py	13	# Create the train and test splits	COMMENT
MEDIUM	wandb/mpmain/__main__.py	1	# This module is initialized after multiprocessing spawn	COMMENT
MEDIUM	wandb/sdk/wandb_run.py	592	# Initialize telemetry object	COMMENT
MEDIUM	wandb/sdk/wandb_run.py	976	"""This method is deprecated and will be removed in a future release. Use `run.project` instead.	STRING
10 more matches not shown…

Modern Structural Boilerplate187 hits · 192 pts

Severity	File	Line	Snippet	Context
LOW	tools/cloud_tool.py	97	def update_components() -> None:	CODE
LOW	tools/cloud_tool.py	159	def update_components() -> None:	CODE
LOW	tools/perf/scripts/run_load_tests.py	14	logger = logging.getLogger(__name__)	CODE
LOW	tools/perf/scripts/process_sar_helper.py	7	logger = logging.getLogger(__name__)	CODE
LOW	tools/perf/scripts/push_perf_results_helper.py	9	logger = logging.getLogger(__name__)	CODE
LOW	tools/perf/scripts/test_case_helper.py	9	logger = logging.getLogger(__name__)	CODE
LOW	tools/perf/scripts/bench_run_log.py	18	logger = logging.getLogger(__name__)	CODE
LOW	tests/unit_tests/test_wandb_summary.py	25	def update_callback(self, summary_record: SummaryRecord) -> None:	CODE
LOW	tests/system_tests/test_registries/conftest.py	233	def set_team_as_default_entity(request: FixtureRequest, mocker: MockerFixture) -> None:	CODE
LOW	…/test_functional/asyncio_manager_run/interrupt_join.py	14	async def _set_task_started_then_sleep() -> None:	CODE
LOW	wandb/env.py	463	def set_entity(value: str, env: MutableMapping \| None = None) -> None:	CODE
LOW	wandb/env.py	469	def set_project(value: str, env: MutableMapping \| None = None) -> None:	CODE
LOW	wandb/util.py	64	logger = logging.getLogger(__name__)	CODE
LOW	wandb/wandb_run.py	8	__all__ = ["Run"]	CODE
LOW	wandb/data_types.py	40	__all__ = [	CODE
LOW	wandb/wandb_agent.py	25	logger = logging.getLogger(__name__)	CODE
LOW	wandb/jupyter.py	25	logger = logging.getLogger(__name__)	CODE
LOW	wandb/docker/__init__.py	274	__all__ = [	CODE
LOW	wandb/apis/internal.py	109	def set_setting(self, key: str, value: Any) -> None:	CODE
LOW⚡	wandb/apis/internal.py	224	__all__ = ["Api"]	CODE
LOW	wandb/apis/__init__.py	50	__all__ = ["InternalApi", "PublicApi"]	CODE
LOW	wandb/apis/paginator.py	76	def update_variables(self) -> None:	CODE
LOW	wandb/apis/paginator.py	91	def _update_response(self) -> None:	CODE
LOW	wandb/apis/public/files.py	163	def _update_response(self) -> None:	STRING
LOW	wandb/apis/public/files.py	220	def update_variables(self) -> None:	CODE
LOW	wandb/apis/public/jobs.py	200	def set_entrypoint(self, entrypoint: list[str]) -> None:	CODE
LOW	wandb/apis/public/api.py	78	logger = logging.getLogger(__name__)	CODE
LOW	wandb/apis/public/api.py	1686	def _set_artifact_save_handle(self, artifact: Artifact, handle: Any) -> None:	CODE
LOW	wandb/apis/public/automations.py	55	def _update_response(self) -> None:	CODE
LOW	wandb/apis/public/reports.py	136	def update_variables(self) -> None:	STRING
LOW	wandb/apis/public/sweeps.py	128	def _update_response(self) -> None:	CODE
LOW	wandb/apis/public/artifacts.py	95	def _update_response(self) -> None:	CODE
LOW	wandb/apis/public/artifacts.py	145	def _update_response(self) -> None:	CODE
LOW	wandb/apis/public/artifacts.py	351	def _update_response(self) -> None:	CODE
LOW	wandb/apis/public/artifacts.py	449	def _update_response(self) -> None:	CODE
LOW	wandb/apis/public/artifacts.py	519	def _update_data(self, fragment: ArtifactCollectionFragment) -> None:	CODE
LOW	wandb/apis/public/artifacts.py	720	def _update_collection(self) -> None:	CODE
LOW	wandb/apis/public/artifacts.py	749	def _update_sequence_type(self) -> None:	CODE
LOW	wandb/apis/public/artifacts.py	911	def _update_response(self) -> None:	CODE
LOW	wandb/apis/public/artifacts.py	998	def _update_response(self) -> None:	CODE
LOW	wandb/apis/public/artifacts.py	1070	def _update_response(self) -> None:	CODE
LOW	wandb/apis/public/projects.py	109	def _update_response(self) -> None:	CODE
LOW	wandb/apis/public/runs.py	247	def _update_response(self) -> None:	STRING
LOW	wandb/apis/public/runs.py	523	def _update_response(self) -> None:	STRING
LOW	wandb/apis/public/runs.py	530	def update_variables(self) -> None:	STRING
LOW	wandb/apis/public/integrations.py	55	def _update_response(self) -> None:	CODE
LOW	wandb/apis/public/registries/registry.py	68	def _update_attributes(self, fragment: RegistryFragment) -> None:	CODE
LOW	wandb/apis/public/registries/__init__.py	1	__all__ = [	CODE
LOW	wandb/apis/public/registries/registries_search.py	137	def _update_response(self) -> None:	CODE
LOW	wandb/apis/public/registries/registries_search.py	241	def _update_response(self) -> None:	CODE
LOW	wandb/apis/public/registries/registries_search.py	333	def _update_response(self) -> None:	CODE
LOW	wandb/apis/_generated/__init__.py	3	__all__ = [	CODE
LOW	wandb/apis/_generated/operations.py	4	__all__ = [	CODE
LOW	wandb/plot/__init__.py	8	__all__ = [	CODE
LOW	wandb/plot/viz.py	32	def set_key(self, key: str) -> None:	CODE
LOW	wandb/integration/dspy/__init__.py	5	__all__ = ["WandbDSPyCallback"]	CODE
LOW	wandb/integration/dspy/dspy.py	29	logger = logging.getLogger(__name__)	CODE
LOW	wandb/integration/sb3/sb3.py	63	logger = logging.getLogger(__name__)	CODE
LOW	wandb/integration/sb3/__init__.py	3	__all__ = ["WandbCallback"]	CODE
LOW	wandb/integration/xgboost/__init__.py	11	__all__ = ["wandb_callback", "WandbCallback"]	CODE
127 more matches not shown…

Deep Nesting176 hits · 160 pts

Severity	File	Line	Context
LOW	tools/local_wandb_server.py	255	CODE
LOW	tools/generate-tool.py	40	CODE
LOW	tools/generate_stubs.py	46	CODE
LOW	tools/generate_stubs.py	142	CODE
LOW	tools/perf/scripts/push_perf_results_helper.py	12	CODE
LOW	tools/perf/scripts/bench_run_log.py	113	CODE
LOW	tools/perf/scripts/bench_run_log.py	431	CODE
LOW	tests/unit_tests/test_util.py	47	CODE
LOW	tests/unit_tests/test_data_types.py	29	CODE
LOW	tests/unit_tests/test_registries/test_addonly_list.py	201	CODE
LOW	…m_tests/test_notebooks/test_jupyter_server/conftest.py	207	CODE
LOW	tests/system_tests/test_functional/sync/test_sync.py	15	CODE
LOW	…ystem_tests/test_system_metrics/test_system_monitor.py	6	CODE
LOW	…ystem_tests/test_system_metrics/test_system_monitor.py	29	CODE
LOW	parquet-rust-wrapper/hatch.py	71	CODE
LOW	wandb/util.py	601	CODE
LOW	wandb/util.py	873	CODE
LOW	wandb/util.py	905	CODE
LOW	wandb/util.py	1131	CODE
LOW	wandb/util.py	1588	CODE
LOW	wandb/util.py	1794	CODE
LOW	wandb/wandb_controller.py	129	CODE
LOW	wandb/wandb_agent.py	208	CODE
LOW	wandb/wandb_agent.py	313	CODE
LOW	wandb/wandb_agent.py	509	CODE
LOW	wandb/wandb_agent.py	627	CODE
LOW	wandb/jupyter.py	419	CODE
LOW	wandb/apis/normalize.py	19	CODE
LOW	wandb/apis/normalize.py	23	CODE
LOW	wandb/apis/public/query_generator.py	59	CODE
LOW	wandb/apis/public/query_generator.py	73	CODE
LOW	wandb/apis/public/api.py	720	CODE
LOW	wandb/apis/public/api.py	795	CODE
LOW	wandb/apis/public/reports.py	474	CODE
LOW	wandb/apis/public/reports.py	494	CODE
LOW	wandb/apis/public/reports.py	514	CODE
LOW	wandb/apis/public/reports.py	603	CODE
LOW	wandb/apis/public/runs.py	849	CODE
LOW	wandb/apis/public/runs.py	1635	CODE
LOW	wandb/plot/utils.py	7	CODE
LOW	wandb/plot/utils.py	126	CODE
LOW	wandb/integration/dspy/dspy.py	234	CODE
LOW	wandb/integration/weave/media_adapters.py	299	CODE
LOW	wandb/integration/lightning/fabric/logger.py	367	CODE
LOW	wandb/integration/diffusers/resolvers/multimodal.py	704	CODE
LOW	wandb/integration/sacred/__init__.py	69	CODE
LOW	wandb/integration/kfp/wandb_log_v1.py	1	CODE
LOW	wandb/integration/kfp/wandb_log_v1.py	111	CODE
LOW	wandb/integration/kfp/wandb_log_v2.py	122	CODE
LOW	wandb/integration/torch/wandb_torch.py	365	CODE
LOW	wandb/integration/torch/wandb_torch.py	429	CODE
LOW	wandb/integration/sklearn/utils.py	39	CODE
LOW	wandb/integration/sklearn/utils.py	126	CODE
LOW	…b/integration/sklearn/calculate/feature_importances.py	11	CODE
LOW	wandb/integration/fastai/__init__.py	180	CODE
LOW	wandb/integration/tensorboard/log.py	73	CODE
LOW	wandb/integration/tensorboard/log.py	275	CODE
LOW	wandb/integration/prodigy/prodigy.py	70	CODE
LOW	wandb/integration/prodigy/prodigy.py	134	CODE
LOW	wandb/integration/prodigy/prodigy.py	172	CODE
116 more matches not shown…

Cross-File Repetition30 hits · 150 pts

Severity	File	Snippet	Context
HIGH	tests/unit_tests/test_automations/test_actions.py	check that the public `eventtype` enum is a subset of the schema-generated enum. this is a safeguard in case we've had t	STRING
HIGH	tests/unit_tests/test_automations/test_scopes.py	check that the public `eventtype` enum is a subset of the schema-generated enum. this is a safeguard in case we've had t	STRING
HIGH	tests/unit_tests/test_automations/test_events.py	check that the public `eventtype` enum is a subset of the schema-generated enum. this is a safeguard in case we've had t	STRING
HIGH	wandb/apis/public/files.py	returns the cursor position for pagination of runs results. <!-- lazydoc-ignore: internal -->	STRING
HIGH	wandb/apis/public/reports.py	returns the cursor position for pagination of runs results. <!-- lazydoc-ignore: internal -->	STRING
HIGH	wandb/apis/public/runs.py	returns the cursor position for pagination of runs results. <!-- lazydoc-ignore: internal -->	STRING
HIGH	wandb/apis/public/sweeps.py	fetch and validate the response data for the current page.	STRING
HIGH	wandb/apis/public/artifacts.py	fetch and validate the response data for the current page.	STRING
HIGH	wandb/apis/public/projects.py	fetch and validate the response data for the current page.	STRING
HIGH	wandb/sdk/data_types/object_3d.py	get media subdirectory. <!-- lazydoc-ignore-classmethod: internal -->	STRING
HIGH	wandb/sdk/data_types/molecule.py	get media subdirectory. <!-- lazydoc-ignore-classmethod: internal -->	STRING
HIGH	wandb/sdk/data_types/audio.py	get media subdirectory. <!-- lazydoc-ignore-classmethod: internal -->	STRING
HIGH	wandb/sdk/data_types/table.py	get media subdirectory. <!-- lazydoc-ignore-classmethod: internal -->	STRING
HIGH	wandb/sdk/data_types/object_3d.py	returns the json representation expected by the backend. <!-- lazydoc-ignore: internal -->	STRING
HIGH	wandb/sdk/data_types/molecule.py	returns the json representation expected by the backend. <!-- lazydoc-ignore: internal -->	STRING
HIGH	wandb/sdk/data_types/histogram.py	returns the json representation expected by the backend. <!-- lazydoc-ignore: internal -->	STRING
HIGH	wandb/sdk/data_types/html.py	returns the json representation expected by the backend. <!-- lazydoc-ignore: internal -->	STRING
HIGH	wandb/sdk/data_types/eval_table.py	returns the json representation expected by the backend. <!-- lazydoc-ignore: internal -->	STRING
HIGH	wandb/sdk/data_types/audio.py	returns the json representation expected by the backend. <!-- lazydoc-ignore: internal -->	STRING
HIGH	wandb/sdk/data_types/table.py	returns the json representation expected by the backend. <!-- lazydoc-ignore: internal -->	STRING
HIGH	wandb/sdk/data_types/video.py	returns the json representation expected by the backend. <!-- lazydoc-ignore: internal -->	STRING
HIGH	wandb/sdk/data_types/image.py	returns the json representation expected by the backend. <!-- lazydoc-ignore: internal -->	STRING
HIGH	wandb/sdk/data_types/object_3d.py	convert a sequence of video objects to a json representation. <!-- lazydoc-ignore-classmethod: internal -->	STRING
HIGH	wandb/sdk/data_types/audio.py	convert a sequence of video objects to a json representation. <!-- lazydoc-ignore-classmethod: internal -->	STRING
HIGH	wandb/sdk/data_types/molecule.py	convert a sequence of video objects to a json representation. <!-- lazydoc-ignore-classmethod: internal -->	STRING
HIGH	wandb/sdk/data_types/video.py	convert a sequence of video objects to a json representation. <!-- lazydoc-ignore-classmethod: internal -->	STRING
HIGH	wandb/sdk/data_types/eval_table.py	bind this object to a run. <!-- lazydoc-ignore: internal -->	STRING
HIGH	wandb/sdk/data_types/audio.py	bind this object to a run. <!-- lazydoc-ignore: internal -->	STRING
HIGH	wandb/sdk/data_types/table.py	bind this object to a run. <!-- lazydoc-ignore: internal -->	STRING
HIGH	wandb/sdk/data_types/image.py	bind this object to a run. <!-- lazydoc-ignore: internal -->	STRING

Hallucination Indicators11 hits · 125 pts

Severity	File	Line	Snippet	Context
CRITICAL	CHANGELOG.md	850	- Update the signature and docstring of `wandb.api.public.runs.Run.log_artifact()` to support artifact tags like `Run` i	CODE
CRITICAL	core/pkg/service_go_proto/wandb_telemetry.pb.go	1808	Artifact_GetPath bool `protobuf:"varint,11,opt,name=artifact__get_path,json=artifactGetPath	CODE
CRITICAL	core/pkg/service_go_proto/wandb_telemetry.pb.go	1809	Artifactmanifestentry_Name bool `protobuf:"varint,12,opt,name=artifactmanifestentry__name,json=artifa	CODE
CRITICAL	core/pkg/service_go_proto/wandb_telemetry.pb.go	1825	Artifact_UseAs bool `protobuf:"varint,26,opt,name=artifact__use_as,json=artifactUseAs,proto3" json:"artifact_	CODE
CRITICAL	xpu/src/wandb_internal.rs	534	/// wandb.sdk.artifacts.artifact.Artifact.get_path(...) called	COMMENT
CRITICAL	xpu/src/wandb_internal.rs	537	/// wandb.sdk.artifacts.artifact_manifest_entry.ArtifactManifestEntry.name() called	COMMENT
CRITICAL	xpu/src/wandb_internal.rs	576	/// wandb.sdk.artifacts.artifact.Artifact.use_as() called	COMMENT
CRITICAL	tests/unit_tests/test_lib/test_run_messages.py	39	result.response.internal_messages_response.messages.warning.extend(warnings)	CODE
CRITICAL	wandb/sdk/launch/registry/azure_container_registry.py	17	from azure.core.exceptions import ResourceNotFoundError # type: ignore	CODE
CRITICAL	wandb/sdk/launch/environment/azure_environment.py	3	from azure.core.exceptions import HttpResponseError # type: ignore	CODE
CRITICAL	wandb/sdk/internal/internal_api.py	2299	from azure.core.exceptions import AzureError # type: ignore	CODE

Cross-Language Confusion25 hits · 122 pts

Severity	File	Line	Snippet	Context
HIGH	tests/unit_tests/test_launch/test_builder/test_build.py	209	pip_install="pip install uv && uv pip install -r requirements.txt",	CODE
HIGH	tests/unit_tests/test_launch/test_builder/test_build.py	277	pip_install="pip install uv && uv pip install -r requirements.txt",	CODE
HIGH⚡	tests/unit_tests/test_lib/test_json_util.py	232	'{"nested": {"x": null}}',	CODE
HIGH⚡	tests/unit_tests/test_lib/test_git.py	252	assert git_repo.push("name") == ""	CODE
HIGH	tests/unit_tests/test_lib/test_git.py	303	assert git_repo.push("name") is None	CODE
HIGH	tests/system_tests/test_sweep/test_wandb_agent.py	55	assert _return["args_json"] == ['{"a": true, "b": false, "c": 1, "d": null}']	CODE
HIGH	…ystem_tests/test_artifacts/test_wandb_artifacts_api.py	469	"""Check that NaN values are encoded as None (JSON null) values."""	STRING
HIGH	wandb/apis/internal.py	122	return self.api.push(args, *kwargs)	CODE
HIGH	wandb/apis/public/summary.py	348	api.push(	CODE
HIGH	wandb/apis/public/runs.py	1200	api.push({LogicalPath(upload_path): f})	STRING
HIGH	wandb/cli/cli.py	3492	$ wandb online && python train.py	STRING
HIGH	wandb/cli/cli.py	3513	$ wandb offline && python train.py	STRING
HIGH	wandb/cli/cli.py	3517	$ wandb offline && python train.py	STRING
HIGH	wandb/sdk/launch/runner/kubernetes_runner.py	1369	chmod_suffix = f" && chmod -R a+w {CODE_MOUNT_DIR}/* \|\| true && chmod -R a+w {CODE_MOUNT_DIR}/.* \|\| true"	CODE
HIGH	wandb/sdk/launch/builder/build.py	231	deps_install_line = "pip install uv && uv pip install -r requirements.txt"	CODE
HIGH	wandb/sdk/launch/builder/build.py	268	"pip install uv && uv pip install -r requirements.txt"	CODE
HIGH	wandb/sdk/launch/builder/templates/dockerfile.py	24	RUN mkdir -p {workdir}/.cache && chown -R {uid} {workdir}/.cache	CODE
HIGH	wandb/sdk/launch/builder/templates/dockerfile.py	47	RUN apt-get update -qq && apt-get install --no-install-recommends -y \	CODE
HIGH	wandb/sdk/launch/builder/templates/dockerfile.py	49	&& apt-get -qq purge && apt-get -qq clean \	CODE
HIGH	wandb/sdk/launch/builder/templates/dockerfile.py	75	mkdir /env && cd /env && tar xf /tmp/env.tar && \	CODE
HIGH⚡	wandb/sdk/internal/sender.py	1087	self._fs.push(filenames.HISTORY_FNAME, json.dumps(history_dict))	CODE
HIGH⚡	wandb/sdk/internal/sender.py	1114	self._fs.push(filenames.SUMMARY_FNAME, json_summary)	CODE
HIGH	wandb/sdk/internal/sender.py	1142	self._fs.push(filenames.EVENTS_FNAME, json.dumps(row))	CODE
HIGH	wandb/sdk/internal/sender.py	1286	self._fs.push(filenames.OUTPUT_FNAME, line)	CODE
HIGH	wandb/filesync/upload_job.py	59	self.push()	CODE

AI Structural Patterns42 hits · 41 pts

Severity	File	Line	Context
LOW	noxfile.py	378	CODE
LOW	tools/perf/scripts/bench_run_log.py	371	CODE
LOW	tests/unit_tests/test_metaflow.py	191	CODE
LOW	tests/unit_tests/test_metaflow.py	277	CODE
LOW	…/system_tests/test_functional/metaflow/flow_pytorch.py	106	CODE
LOW	wandb/wandb_controller.py	286	CODE
LOW	wandb/apis/public/jobs.py	204	CODE
LOW	wandb/apis/public/summary.py	107	CODE
LOW	wandb/integration/lightning/fabric/logger.py	289	CODE
LOW	wandb/integration/sklearn/plot/shared.py	48	CODE
LOW	wandb/integration/fastai/__init__.py	81	CODE
LOW	wandb/integration/openai/fine_tuning.py	61	CODE
LOW	wandb/sdk/wandb_run.py	3412	CODE
LOW	wandb/sdk/wandb_init.py	1182	CODE
LOW	wandb/sdk/wandb_login.py	19	CODE
LOW	wandb/sdk/wandb_login.py	134	CODE
LOW	wandb/sdk/interface/interface_shared.py	144	CODE
LOW	wandb/sdk/interface/interface_shared.py	244	CODE
LOW	wandb/sdk/artifacts/artifact_saver.py	59	CODE
LOW	wandb/sdk/artifacts/artifact_saver.py	99	CODE
LOW	wandb/sdk/data_types/trace_tree.py	208	CODE
LOW	wandb/sdk/data_types/trace_tree.py	236	CODE
LOW	wandb/sdk/data_types/graph.py	73	CODE
LOW	wandb/sdk/data_types/eval_table.py	133	CODE
LOW	wandb/sdk/data_types/_dtypes.py	749	CODE
LOW	wandb/sdk/data_types/table.py	228	CODE
LOW	wandb/sdk/data_types/image.py	153	CODE
LOW	wandb/sdk/launch/_launch.py	175	CODE
LOW	wandb/sdk/launch/_launch.py	251	CODE
LOW	wandb/sdk/launch/_launch_add.py	36	CODE
LOW	wandb/sdk/launch/utils.py	154	CODE
LOW	wandb/sdk/launch/create_job.py	32	CODE
LOW	wandb/sdk/launch/create_job.py	106	CODE
LOW	wandb/sdk/internal/internal_api.py	1705	CODE
LOW	wandb/sdk/internal/internal_api.py	2629	CODE
LOW	wandb/sdk/internal/internal_api.py	3302	CODE
LOW	wandb/sdk/internal/datastore.py	278	CODE
LOW	wandb/sdk/lib/redirect.py	124	CODE
LOW	wandb/sdk/lib/proto_util.py	43	CODE
LOW	wandb/sdk/lib/module.py	7	CODE
LOW	wandb/sync/sync.py	43	CODE
LOW	wandb/sync/sync.py	335	CODE

Fake / Example Data36 hits · 37 pts

Severity	File	Line	Snippet	Context
LOW	core/internal/api/credentials_test.go	99	token := "fake-token"	CODE
LOW	core/internal/api/credentials_test.go	141	token := "fake-token"	CODE
LOW	core/internal/api/credentials_test.go	214	token := "fake-token"	CODE
LOW	core/internal/api/credentials_test.go	278	assert.Equal(t, "Bearer fake-token", calls[0].Header.Get("Authorization"))	CODE
LOW	core/internal/api/credentials_test.go	279	assert.Equal(t, "Bearer fake-token", calls[1].Header.Get("Authorization"))	CODE
LOW	core/internal/api/credentials_test.go	317	token := "fake-token"	CODE
LOW	tests/conftest.py	225	subprocess.run(["git", "config", "user.email", "test@test.com"], check=True)	CODE
LOW	tests/unit_tests/test_launch/test_git_reference.py	27	run_git(path, "config", "user.email", "test@test.com")	CODE
LOW	…ts/unit_tests/test_launch/test_inputs/test_internal.py	424	"placeholder": "Enter your username",	CODE
LOW	…ts/unit_tests/test_launch/test_inputs/test_internal.py	441	"placeholder": "sk-...",	CODE
LOW	…ts/unit_tests/test_launch/test_inputs/test_internal.py	461	"placeholder": "localhost",	CODE
LOW	…ts/unit_tests/test_launch/test_inputs/test_internal.py	467	"placeholder": "5432",	CODE
LOW	…ts/unit_tests/test_launch/test_inputs/test_internal.py	536	"placeholder": "1.0.0",	CODE
LOW	…ts/unit_tests/test_launch/test_inputs/test_internal.py	577	"placeholder": "Enable this feature",	CODE
LOW	…ts/unit_tests/test_launch/test_inputs/test_internal.py	594	"placeholder": "Select options...",	CODE
LOW	…ts/unit_tests/test_launch/test_inputs/test_internal.py	608	"placeholder": 123, # Should be string	CODE
LOW	…ts/unit_tests/test_launch/test_inputs/test_internal.py	698	"placeholder": "Select environment tags...",	CODE
LOW	…ts/unit_tests/test_launch/test_inputs/test_internal.py	710	"placeholder": "Choose numbers (optional)",	CODE
LOW	tests/unit_tests/test_lib/test_git.py	23	run_git(path, "config", "user.email", "test@test.com")	CODE
LOW	tests/system_tests/test_core/test_wandb_settings.py	126	["git", "config", "user.email", "test@test.com"],	CODE
LOW	tests/system_tests/test_core/test_git.py	14	run_git(path, "config", "user.email", "test@test.com")	CODE
LOW⚡	tests/system_tests/test_core/test_public_api.py	1212	email = "test@test.com"	CODE
LOW⚡	tests/system_tests/test_core/test_public_api.py	1230	email = "test@test.com"	CODE
LOW⚡	tests/system_tests/test_core/test_public_api.py	1246	email = "test@test.com"	CODE
LOW⚡	tests/system_tests/test_core/test_public_api.py	1295	email = "test@test.com"	CODE
LOW⚡	tests/system_tests/test_core/test_public_api.py	1299	fake_key = "A" * 92	CODE
LOW⚡	tests/system_tests/test_core/test_public_api.py	1300	api = Api(api_key=fake_key)	CODE
LOW⚡	tests/system_tests/test_core/test_public_api.py	1304	assert user.user_api.api_key == fake_key	CODE
LOW	tests/system_tests/test_core/test_public_api.py	1111	name="fake-name",	CODE
LOW	tests/system_tests/test_core/test_public_api.py	1160	email = "test@test.com"	CODE
LOW	tests/system_tests/test_core/test_public_api.py	1174	email = "test@test.com"	CODE
LOW	tests/system_tests/test_core/test_public_api.py	1276	email = "test@test.com"	CODE
LOW	wandb/apis/public/teams.py	86	team.invite("user@example.com")	STRING
LOW	wandb/sdk/artifacts/artifact.py	364	artifact = cls("placeholder", type="placeholder")	CODE
LOW	wandb/sdk/launch/_project_spec.py	173	elif self.uri and self.uri.startswith("placeholder"):	CODE
LOW	wandb/sdk/launch/inputs/schema.py	11	"placeholder": {"type": "string"},	CODE

Redundant / Tautological Comments18 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit_tests/test_autolog_patch_integration.py	79	# Check if AutologAPI is enabled	COMMENT
LOW⚡	…ystem_tests/test_artifacts/test_artifact_public_api.py	765	# Set WANDB_PROJECT to a DIFFERENT project (this should be ignored)	COMMENT
LOW	parquet-rust-wrapper/build.sh	13	# Check if Rust is installed	COMMENT
LOW	parquet-rust-wrapper/build.sh	52	# Check if the library was built	COMMENT
LOW	wandb/apis/public/api.py	1229	# Check if we have cached results	COMMENT
LOW	wandb/apis/public/api.py	2607	# Check if the server even supports updating automations.	COMMENT
LOW	wandb/apis/public/utils.py	29	# Check if it's an S3 URL	COMMENT
LOW	wandb/integration/keras/callbacks/model_checkpoint.py	131	# Check if model checkpoint is created at the end of epoch.	COMMENT
LOW	wandb/integration/fastai/__init__.py	93	# Check if wandb.init has been called	COMMENT
LOW	wandb/integration/prodigy/prodigy.py	77	# Check if key already exists in template	COMMENT
LOW	wandb/integration/prodigy/prodigy.py	262	# Check if wandb.init has been called	COMMENT
LOW	wandb/sdk/wandb_run.py	3432	# Check if artifact tags are supported	COMMENT
LOW	wandb/sdk/artifacts/_validators.py	215	# Check if the artifact name is disallowed, based on the artifact type	COMMENT
LOW	wandb/sdk/artifacts/_validators.py	222	# Check if the artifact type is disallowed	COMMENT
LOW	wandb/sdk/artifacts/artifact_file_cache.py	60	# Check if we're using vs skipping the cache	COMMENT
LOW	wandb/sdk/artifacts/artifact_file_cache.py	78	# Check if we're using vs skipping the cache	COMMENT
LOW	wandb/sdk/data_types/table.py	1373	# Check if this is an ArtifactManifestEntry	COMMENT
LOW	wandb/sdk/lib/import_hooks.py	67	# Check if the module is already imported. If not, register the hook	COMMENT

AI Slop Vocabulary11 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit_tests/test_registries/test_addonly_list.py	163	# # No frozen items, should just add to draft	COMMENT
LOW	…ts/system_tests/test_artifacts/test_wandb_artifacts.py	1014	# if no etag is provided, shouldn't we hash the response body, not simply use the URL?	COMMENT
MEDIUM	wandb/trigger.py	1	"""Module to facilitate adding hooks to wandb actions.	STRING
LOW	wandb/integration/weave/weave.py	178	# just pass through.	COMMENT
LOW	wandb/integration/torch/wandb_torch.py	223	# If all values are equal, just return a single bin.	COMMENT
LOW	wandb/integration/tensorboard/log.py	303	# not an event, just return	COMMENT
MEDIUM	wandb/cli/cli.py	383	# A change in click or the test harness means key can be none...	COMMENT
LOW	wandb/sdk/data_types/saved_model.py	153	# If the path is a file, then we can just add it to the artifact,	COMMENT
MEDIUM	wandb/sdk/data_types/video.py	41	# Essentially, the issue is that moviepy's write_gif function fails to close	COMMENT
MEDIUM	wandb/sdk/launch/agent/agent.py	914	# TODO: make get_status robust to errors for each runner, and handle them	COMMENT
LOW	wandb/filesync/step_prepare.py	66	low=1e-12, # 0 = "block forever", so just use something tiny	CODE

TODO Padding9 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	core/internal/stream/handler.go	319	// TODO: implement this	COMMENT
LOW	core/internal/stream/sender.go	387	// TODO: implement this	COMMENT
LOW	core/internal/stream/sender.go	945	// TODO: implement me	COMMENT
LOW	xpu/src/wandb_internal.rs	2121	/// TODO: implement cancel for paused ops	COMMENT
LOW	xpu/src/main.rs	286	// TODO: implement	COMMENT
LOW	tests/system_tests/test_core/test_telemetry_full.py	6	# TODO: implement the telemetry context resolver	COMMENT
LOW	wandb/sdk/wandb_run.py	3122	# TODO: implement offline mode + sync	COMMENT
LOW	wandb/sdk/launch/runner/vertex_runner.py	38	# TODO: implement	COMMENT
LOW	wandb/sdk/internal/datastore.py	83	# TODO: implement	COMMENT

Synthetic Comment Markers2 hits · 8 pts

Severity	File	Line	Snippet	Context
HIGH	CONTRIBUTING.md	254	We are using [prek hooks](https://prek.j178.dev/) to manage our linters and other auto-generated code.	CODE
HIGH	wandb/integration/sacred/__init__.py	33	monitor_gym — A boolean indicating whether or not to log videos generated by OpenAI Gym; see Ray Tune (default:	STRING

Overly Generic Function Names5 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	tests/system_tests/test_core/test_public_api.py	79	def helper(	CODE
LOW	tests/system_tests/test_core/test_public_api.py	134	def helper(history: list \| None = None, events: list \| None = None):	CODE
LOW	tests/system_tests/test_core/test_public_api.py	1134	def helper(	CODE
LOW	tests/system_tests/test_functional/conftest.py	12	def helper(train_script_path: pathlib.Path, *args: Any) -> None:	CODE
LOW	wandb/sdk/internal/handler.py	133	def handle_request(self, record: Record) -> None:	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings