wandb/wandb

15.5

Adjusted Score

15.5

Raw Score

100%

Time Factor

2026-08-28

Last Push

11.2K

Stars

Python

Language

374.5K

Lines of Code

1.6K

Files

4.9K

Pattern Hits

2026-08-29

Scan Date

0.09

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 140MEDIUM 223LOW 4573

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 4947 distinct pattern matches across 20 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 Identifiers2131 hits · 2107 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/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	122	def _remove_existing_package_dir(self) -> None:	CODE
LOW	tools/graphql_codegen/plugin.py	140	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_respects_max_retries(self):	CODE
LOW	tests/unit_tests/test_retry.py	170	def test_respects_max_sleep_if_smaller_than_initial_sleep(	CODE
LOW	tests/unit_tests/test_wandb_clean.py	56	def test_force_skips_confirmation(wandb_dir: pathlib.Path, runner: CliRunner):	CODE
LOW	tests/unit_tests/test_wandb_clean.py	86	def test_skips_runs_created_within_the_hour(	CODE
LOW	tests/unit_tests/test_wandb_clean.py	146	def test_include_unsynced_mixed(wandb_dir: pathlib.Path, runner: CliRunner):	CODE
LOW	tests/unit_tests/test_wandb_clean.py	166	def test_reports_rmtree_errors(	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
2071 more matches not shown…

Unused Imports1118 hits · 979 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	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	34	CODE
LOW	tests/unit_tests/test_internal_api.py	34	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_utils.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_filters/test_validation.py	1	CODE
LOW	tests/unit_tests/test_filters/_strategies.py	3	CODE
LOW	tests/unit_tests/test_filters/test_filters.py	1	CODE
LOW	…ts/test_public_api/test_registries_ordered_versions.py	1	CODE
LOW	tests/unit_tests/test_wandb_agent/conftest.py	3	CODE
LOW	tests/unit_tests/test_wandb_agent/test_cli_agent.py	1	CODE
LOW	tests/unit_tests/test_wandb_agent/test_pyagent.py	3	CODE
LOW	…test_wandb_agent/scripts/train_with_import_readline.py	13	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_scopes.py	1	CODE
LOW	tests/unit_tests/test_automations/test_events.py	3	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
1058 more matches not shown…

Over-Commented Block640 hits · 498 pts

Severity	File	Line	Snippet	Context
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/graphql_codegen/plugin.py	241	constraints := self._parse_constraints(gql_field)	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/clients/retry_policy.go	41		COMMENT
LOW	core/internal/settings/settings.go	341	// Whether to disable SSL verification.	COMMENT
LOW	core/internal/settings/settings.go	361	func (s *Settings) GetProgramRelativePath() string {	COMMENT
LOW	core/internal/settings/settings.go	421	return s.Proto.Username.GetValue()	COMMENT
LOW	core/internal/settings/settings.go	541	}	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/wboperation/wboperation.go	281		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/trainium.go	241		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	561		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/run.go	61	// isLoading controls whether the loading screen is displayed.	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
580 more matches not shown…

Docstring Block Structure94 hits · 468 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	74	Returns the path to the arrow-rs-wrapper library. Args: cargo_output: The output from `cargo build` with	STRING
HIGH	wandb/util.py	1671	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	143	Execute a GraphQL operation through the wandb-core sidecar. The query is sent to wandb-core, which performs the	STRING
HIGH	wandb/apis/public/service_api.py	198	Verify credentials with the W&B server and identify their account. The credentials come from the settings this	STRING
HIGH	wandb/apis/public/service_api.py	231	Fetch the access token for the session credentials, if any. A token exists only when using federated identity,	STRING
HIGH	wandb/apis/public/api.py	341	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	464	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	546	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	749	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	978	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	1157	Returns a `Runs` object, which lazily iterates over `Run` objects. Fields you can filter by include: -	STRING
HIGH	wandb/apis/public/api.py	1285	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	1505	Returns a single artifact collection by type. You can use the returned `ArtifactCollection` object to retrieve	STRING
HIGH	wandb/apis/public/api.py	1588	Return an `Artifacts` collection. Args: type_name: The type of artifacts to fetch. name	STRING
HIGH	wandb/apis/public/api.py	1734	Returns a single artifact. Args: name: The artifact's name. The name of an artifact resembles a	STRING
HIGH	wandb/apis/public/api.py	1876	Whether an artifact version exists within the specified project and entity. Args: name: The name of	STRING
HIGH	wandb/apis/public/api.py	1914	Whether an artifact collection exists within a specified project and entity. Args: name: An artifac	STRING
HIGH	wandb/apis/public/api.py	1955	Returns a lazy iterator of `Registry` objects. Use the iterator to search and filter registries, collections,	STRING
HIGH	wandb/apis/public/api.py	2059	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	2111	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	2209	Returns an iterator of webhook integrations for an entity. Args: entity: The entity (e.g. team name	STRING
HIGH	wandb/apis/public/api.py	2253	Returns an iterator of Slack integrations for an entity. Args: entity: The entity (e.g. team name)	STRING
HIGH	wandb/apis/public/api.py	2300	Returns the only Automation matching the parameters. Args: name: The name of the automation to fetc	STRING
HIGH	wandb/apis/public/api.py	2340	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	2404	Create a new Automation. Args: obj: The automation to create. fetch_exi	STRING
HIGH	wandb/apis/public/api.py	2517	Update an existing automation. Args: obj: The automation to update. Must be an existing automation	STRING
HIGH	wandb/apis/public/sweeps.py	504	Enqueue a run for the sweep. Args: config: The config for the run. display_name: The op	STRING
HIGH	wandb/apis/public/runs.py	889	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	999	Update the state of a run. Supported transitions: - to `pending` from `running`, `failed`, `crashed	STRING
HIGH	wandb/apis/public/runs.py	1180	Return the run's captured console output. While a run is running, W&B captures what its process writes to	STRING
HIGH	wandb/apis/public/runs.py	1767	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	288	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	546	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	603	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	662	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	1022	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	1689	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	2105	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	2992	Link the artifact to a collection. The term “link” refers to pointers that connect where W&B stores the	STRING
HIGH	wandb/sdk/wandb_run.py	3069	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	3499	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	3531	Download the files logged in a model artifact 'name'. Args: name: A model artifact name. 'name' mus	STRING
HIGH	wandb/sdk/wandb_run.py	3577	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	4056	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	1221	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	1497	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	30	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	1444	Get the WBValue object located at the artifact relative `name`. Args: name: The artifact relative n	STRING
HIGH	wandb/sdk/artifacts/artifact.py	1458	Add `item` to the artifact at path `name`. Args: name: The path within the artifact to add the obje	STRING
34 more matches not shown…

Decorative Section Separators134 hits · 458 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/graphql_codegen/plugin_utils.py	95	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/graphql_codegen/plugin_utils.py	100	# ---------------------------------------------------------------------------	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	173	# --------------------------------	COMMENT
MEDIUM	tests/unit_tests/conftest.py	175	# --------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_pydantic_helpers.py	309	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_pydantic_helpers.py	353	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_wandb_settings.py	434	# --------------------------	COMMENT
MEDIUM	tests/unit_tests/test_wandb_settings.py	436	# --------------------------	COMMENT
MEDIUM	tests/unit_tests/test_wandb_settings.py	447	# --------------------------	COMMENT
MEDIUM	tests/unit_tests/test_wandb_settings.py	449	# --------------------------	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_filters/_strategies.py	23	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit_tests/test_filters/test_filters.py	55	# ----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit_tests/test_filters/test_filters.py	183	# ----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit_tests/test_filters/test_filters.py	308	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_filters/test_filters.py	271	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_automations/conftest.py	55	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_automations/conftest.py	57	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_automations/conftest.py	72	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_automations/conftest.py	74	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_automations/conftest.py	281	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_automations/conftest.py	294	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_automations/conftest.py	450	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_automations/_strategies.py	62	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_automations/_strategies.py	86	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit_tests/test_automations/test_run_events.py	501	# ---------------------------------------------------------------------------	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
74 more matches not shown…

Excessive Try-Catch Wrapping208 hits · 214 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	…test_wandb_agent/scripts/train_with_import_readline.py	24	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	214	except Exception:	CODE
LOW	wandb/util.py	1108	except Exception as e:	CODE
LOW	wandb/wandb_agent.py	574	except Exception:	CODE
MEDIUM	wandb/wandb_agent.py	360	def _run_loop(self, agent_id):	CODE
LOW	wandb/jupyter.py	265	except Exception:	CODE
LOW	wandb/jupyter.py	316	except Exception:	CODE
LOW	wandb/jupyter.py	373	except Exception:	CODE
LOW	wandb/jupyter.py	396	except Exception:	CODE
LOW	wandb/jupyter.py	509	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	337	except Exception as e:	CODE
LOW	wandb/apis/public/registries/registry.py	367	except Exception as e:	CODE
LOW	wandb/apis/public/registries/registry.py	388	except Exception as e:	CODE
LOW	wandb/apis/public/registries/registry.py	446	except Exception as e:	CODE
LOW	wandb/apis/public/registries/_utils.py	297	except Exception:	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	240	except Exception as e:	CODE
LOW	wandb/cli/cli.py	1841	except Exception:	CODE
148 more matches not shown…

Self-Referential Comments69 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	584	# Create a test file with the specified age	COMMENT
MEDIUM	tests/unit_tests/test_automations/test_run_events.py	353	# Create the base zscore filter	COMMENT
MEDIUM	tests/unit_tests/test_artifacts/test_storage.py	504	# # 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	208	# Create a directory at the .netrc file path.	STRING
MEDIUM	tests/system_tests/backend_fixtures.py	230	# Create the new org.	COMMENT
MEDIUM	tests/system_tests/test_registries/test_registry.py	175	# Create the first registry	COMMENT
MEDIUM	tests/system_tests/test_sweep/test_wandb_agent_full.py	113	# 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	142	# Create the project first if it doesn't exist yet	COMMENT
MEDIUM	…/system_tests/test_automations/test_automations_api.py	113	# Create a webhook integration only to check that it's omitted from slack_integrations()	COMMENT
MEDIUM	…/system_tests/test_automations/test_automations_api.py	948	# Create the placeholder project for the automation	COMMENT
MEDIUM	…/system_tests/test_automations/test_automations_api.py	952	# 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	480	# Create the original file to add to the artifact	COMMENT
MEDIUM⚡	…/system_tests/test_artifacts/test_object_references.py	485	# Create an artifact with such file stored	COMMENT
MEDIUM⚡	…/system_tests/test_artifacts/test_object_references.py	493	# Create an middle artifact with such file referenced (notice no need to download)	COMMENT
MEDIUM⚡	…/system_tests/test_artifacts/test_object_references.py	554	# Create the original file to add to the artifact	COMMENT
MEDIUM⚡	…/system_tests/test_artifacts/test_object_references.py	559	# Create a super important file	COMMENT
MEDIUM⚡	…/system_tests/test_artifacts/test_object_references.py	567	# Create an middle artifact with such file referenced (notice no need to download)	COMMENT
MEDIUM⚡	…/system_tests/test_artifacts/test_object_references.py	577	# Create a downstream artifact that is referencing the middle's reference	COMMENT
MEDIUM⚡	…/system_tests/test_artifacts/test_object_references.py	644	# Create an artifact with such file stored	COMMENT
MEDIUM⚡	…/system_tests/test_artifacts/test_object_references.py	652	# Create an middle artifact with such file referenced (notice no need to download)	COMMENT
MEDIUM	…/system_tests/test_artifacts/test_object_references.py	505	# Create a downstream artifact that is referencing the middle's reference	COMMENT
MEDIUM⚡	…ystem_tests/test_artifacts/test_artifact_public_api.py	773	# Create a run and log an artifact	COMMENT
MEDIUM	…ystem_tests/test_artifacts/test_artifact_public_api.py	455	# 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	398	# Create the second reference artifact and log it	COMMENT
MEDIUM⚡	…ts/system_tests/test_artifacts/test_wandb_artifacts.py	412	# Create the second reference artifact and log it	COMMENT
MEDIUM⚡	…ts/system_tests/test_artifacts/test_wandb_artifacts.py	426	# Create the second reference artifact and log it	COMMENT
MEDIUM⚡	…ts/system_tests/test_artifacts/test_wandb_artifacts.py	439	# Create the second reference artifact and log it	COMMENT
MEDIUM	…ts/system_tests/test_artifacts/test_wandb_artifacts.py	367	# Create the reference artifact and log it while bypassing the checksum	COMMENT
MEDIUM	tests/system_tests/test_core/test_wandb_init.py	146	_ = user # Create a fake user on the backend server.	CODE
MEDIUM	tests/system_tests/test_core/test_git.py	154	# Create a feature branch tracking origin/main	COMMENT
MEDIUM⚡	tests/system_tests/test_core/test_resume.py	13	_ = user # Create a fake user for the test.	CODE
MEDIUM⚡	tests/system_tests/test_core/test_resume.py	22	_ = user # Create a fake user for the test.	CODE
MEDIUM	tests/system_tests/test_core/test_resume.py	48	_ = 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	178	# This file is not actually the same as the notebook file.	COMMENT
MEDIUM	wandb/apis/public/api.py	489	# Define a simple bar chart specification	COMMENT
MEDIUM	wandb/apis/public/api.py	500	# 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	591	# Initialize telemetry object	COMMENT
MEDIUM	wandb/sdk/wandb_run.py	3028	# Create an artifact object	STRING
9 more matches not shown…

Modern Structural Boilerplate189 hits · 195 pts

Severity	File	Line	Snippet	Context
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	210	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	462	def set_entity(value: str, env: MutableMapping \| None = None) -> None:	CODE
LOW	wandb/env.py	468	def set_project(value: str, env: MutableMapping \| None = None) -> None:	CODE
LOW	wandb/util.py	56	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	26	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	108	def set_setting(self, key: str, value: Any) -> None:	CODE
LOW⚡	wandb/apis/internal.py	217	__all__ = ["Api"]	CODE
LOW	wandb/apis/__init__.py	50	__all__ = ["InternalApi", "PublicApi"]	CODE
LOW	wandb/apis/paginator.py	78	def update_variables(self) -> None:	CODE
LOW	wandb/apis/paginator.py	94	def _update_response(self) -> None:	CODE
LOW	wandb/apis/public/files.py	164	def _update_response(self) -> None:	STRING
LOW	wandb/apis/public/files.py	221	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	75	logger = logging.getLogger(__name__)	CODE
LOW	wandb/apis/public/api.py	1718	def _set_artifact_save_handle(self, artifact: Artifact, handle: Any) -> None:	CODE
LOW	wandb/apis/public/automations.py	65	def _update_response(self) -> None:	CODE
LOW	wandb/apis/public/automations.py	193	def _update_response(self) -> None:	CODE
LOW	wandb/apis/public/reports.py	136	def update_variables(self) -> None:	STRING
LOW	wandb/apis/public/console_logs.py	132	def update_variables(self) -> None:	CODE
LOW	wandb/apis/public/console_logs.py	142	def _update_response(self) -> None:	CODE
LOW	wandb/apis/public/sweeps.py	128	def _update_response(self) -> None:	CODE
LOW	wandb/apis/public/artifacts.py	118	def _update_response(self) -> None:	CODE
LOW	wandb/apis/public/artifacts.py	181	def _update_response(self) -> None:	CODE
LOW	wandb/apis/public/artifacts.py	404	def _update_response(self) -> None:	CODE
LOW	wandb/apis/public/artifacts.py	512	def _update_response(self) -> None:	CODE
LOW	wandb/apis/public/artifacts.py	581	def _update_data(self, fragment: ArtifactCollectionFragment) -> None:	CODE
LOW	wandb/apis/public/artifacts.py	797	def _update_collection(self) -> None:	CODE
LOW	wandb/apis/public/artifacts.py	826	def _update_sequence_type(self) -> None:	CODE
LOW	wandb/apis/public/artifacts.py	1005	def _update_response(self) -> None:	CODE
LOW	wandb/apis/public/artifacts.py	1107	def _update_response(self) -> None:	CODE
LOW	wandb/apis/public/artifacts.py	1190	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	520	def _update_response(self) -> None:	CODE
LOW	wandb/apis/public/runs.py	527	def update_variables(self) -> None:	CODE
LOW	wandb/apis/public/integrations.py	52	def _update_response(self) -> None:	CODE
LOW	wandb/apis/public/registries/registry.py	66	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	361	def _update_response(self) -> None:	CODE
LOW	wandb/apis/public/registries/registries_search.py	505	def _update_response(self) -> None:	CODE
LOW	wandb/apis/public/registries/registries_search.py	613	def _update_response(self) -> None:	CODE
LOW	wandb/apis/public/registries/_utils.py	22	logger = logging.getLogger(__name__)	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
129 more matches not shown…

Deep Nesting177 hits · 162 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	43	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	73	CODE
LOW	wandb/util.py	592	CODE
LOW	wandb/util.py	835	CODE
LOW	wandb/util.py	855	CODE
LOW	wandb/util.py	962	CODE
LOW	wandb/util.py	1422	CODE
LOW	wandb/wandb_controller.py	129	CODE
LOW	wandb/wandb_agent.py	226	CODE
LOW	wandb/wandb_agent.py	360	CODE
LOW	wandb/wandb_agent.py	456	CODE
LOW	wandb/wandb_agent.py	555	CODE
LOW	wandb/wandb_agent.py	674	CODE
LOW	wandb/jupyter.py	425	CODE
LOW	wandb/apis/normalize.py	19	CODE
LOW	wandb/apis/normalize.py	23	CODE
LOW	wandb/apis/public/query_generator.py	56	CODE
LOW	wandb/apis/public/query_generator.py	70	CODE
LOW	wandb/apis/public/api.py	748	CODE
LOW	wandb/apis/public/api.py	823	CODE
LOW	wandb/apis/public/reports.py	471	CODE
LOW	wandb/apis/public/reports.py	491	CODE
LOW	wandb/apis/public/reports.py	511	CODE
LOW	wandb/apis/public/reports.py	597	CODE
LOW	wandb/apis/public/runs.py	846	CODE
LOW	wandb/apis/public/runs.py	1691	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	72	CODE
LOW	wandb/integration/tensorboard/log.py	274	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
117 more matches not shown…

Hallucination Indicators11 hits · 140 pts

Severity	File	Line	Snippet	Context
CRITICAL	CHANGELOG.md	1005	- 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	1835	Artifact_GetPath bool `protobuf:"varint,11,opt,name=artifact__get_path,json=artifactGetPath	CODE
CRITICAL⚡	core/pkg/service_go_proto/wandb_telemetry.pb.go	1836	Artifactmanifestentry_Name bool `protobuf:"varint,12,opt,name=artifactmanifestentry__name,json=artifa	CODE
CRITICAL⚡	core/pkg/service_go_proto/wandb_telemetry.pb.go	1845	Artifact_UseAs bool `protobuf:"varint,26,opt,name=artifact__use_as,json=artifactUseAs,proto3" json:"artifact__use	CODE
CRITICAL	xpu/src/wandb_internal.rs	545	/// wandb.sdk.artifacts.artifact.Artifact.get_path(...) called	COMMENT
CRITICAL	xpu/src/wandb_internal.rs	548	/// wandb.sdk.artifacts.artifact_manifest_entry.ArtifactManifestEntry.name() called	COMMENT
CRITICAL	xpu/src/wandb_internal.rs	569	/// 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	2212	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	121	return self.api.push(args, *kwargs)	CODE
HIGH	wandb/apis/public/summary.py	348	api.push(	CODE
HIGH	wandb/apis/public/runs.py	1252	api.push({LogicalPath(upload_path): f})	STRING
HIGH	wandb/cli/cli.py	3465	$ wandb online && python train.py	STRING
HIGH	wandb/cli/cli.py	3486	$ wandb offline && python train.py	STRING
HIGH	wandb/cli/cli.py	3490	$ 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	1092	self._fs.push(filenames.HISTORY_FNAME, json.dumps(history_dict))	CODE
HIGH⚡	wandb/sdk/internal/sender.py	1119	self._fs.push(filenames.SUMMARY_FNAME, json_summary)	CODE
HIGH	wandb/sdk/internal/sender.py	1147	self._fs.push(filenames.EVENTS_FNAME, json.dumps(row))	CODE
HIGH	wandb/sdk/internal/sender.py	1291	self._fs.push(filenames.OUTPUT_FNAME, line)	CODE
HIGH	wandb/filesync/upload_job.py	59	self.push()	CODE

Cross-File Repetition19 hits · 95 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/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/apis/public/artifacts.py	the graphql `internalid` for this registry's backing project, if fetched. this is a base64-encoded global id. when decod	STRING
HIGH	wandb/sdk/artifacts/_models/artifact_collection.py	the graphql `internalid` for this registry's backing project, if fetched. this is a base64-encoded global id. when decod	STRING
HIGH	wandb/apis/public/registries/registry.py	the graphql `internalid` for this registry's backing project, if fetched. this is a base64-encoded global id. when decod	STRING
HIGH	wandb/sdk/artifacts/_models/registry.py	the graphql `internalid` for this registry's backing project, if fetched. this is a base64-encoded global id. when decod	STRING
HIGH	wandb/sdk/data_types/object_3d.py	returns the json representation expected by the backend. <!-- lazydoc-ignore -->	STRING
HIGH	wandb/sdk/data_types/molecule.py	returns the json representation expected by the backend. <!-- lazydoc-ignore -->	STRING
HIGH	wandb/sdk/data_types/histogram.py	returns the json representation expected by the backend. <!-- lazydoc-ignore -->	STRING
HIGH	wandb/sdk/data_types/html.py	returns the json representation expected by the backend. <!-- lazydoc-ignore -->	STRING
HIGH	wandb/sdk/data_types/eval_table.py	returns the json representation expected by the backend. <!-- lazydoc-ignore -->	STRING
HIGH	wandb/sdk/data_types/audio.py	returns the json representation expected by the backend. <!-- lazydoc-ignore -->	STRING
HIGH	wandb/sdk/data_types/table.py	returns the json representation expected by the backend. <!-- lazydoc-ignore -->	STRING
HIGH	wandb/sdk/data_types/video.py	returns the json representation expected by the backend. <!-- lazydoc-ignore -->	STRING
HIGH	wandb/sdk/data_types/image.py	returns the json representation expected by the backend. <!-- lazydoc-ignore -->	STRING

Fake / Example Data45 hits · 46 pts

Severity	File	Line	Snippet	Context
LOW	core/internal/api/credentials_test.go	109	token := "fake-token"	CODE
LOW	core/internal/api/credentials_test.go	161	server := authServer("fake-token", time.Hour)	CODE
LOW	core/internal/api/credentials_test.go	189	token := "fake-token"	CODE
LOW	core/internal/api/credentials_test.go	262	token := "fake-token"	CODE
LOW	core/internal/api/credentials_test.go	326	assert.Equal(t, "Bearer fake-token", calls[0].Header.Get("Authorization"))	CODE
LOW	core/internal/api/credentials_test.go	327	assert.Equal(t, "Bearer fake-token", calls[1].Header.Get("Authorization"))	CODE
LOW	core/internal/api/credentials_test.go	365	token := "fake-token"	CODE
LOW	core/internal/api/credentials_test.go	414	token := "fake-token"	CODE
LOW	core/internal/api/credentials_test.go	449	server := authServer("fake-token", time.Minute)	CODE
LOW	core/internal/api/credentials_test.go	666	authHandler("fake-token", time.Hour)(w, req)	CODE
LOW	core/internal/api/credentials_test.go	721	assert.Equal(t, "fake-token", token)	CODE
LOW	core/internal/api/credentials_test.go	734	server := authServer("fake-token", time.Hour)	CODE
LOW	core/internal/api/credentials_test.go	792	server := tlsAuthServer(t, "fake-token")	CODE
LOW	core/internal/api/credentials_test.go	820	"Bearer fake-token", reqs[0].Header.Get("Authorization"))	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	58	run_git(path, "config", "user.email", "test@test.com")	CODE
LOW	tests/unit_tests/test_launch/test_git_reference.py	226	run_git(submodule_src, "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	1216	email = "test@test.com"	CODE
LOW⚡	tests/system_tests/test_core/test_public_api.py	1234	email = "test@test.com"	CODE
LOW⚡	tests/system_tests/test_core/test_public_api.py	1250	email = "test@test.com"	CODE
LOW⚡	tests/system_tests/test_core/test_public_api.py	1299	email = "test@test.com"	CODE
LOW⚡	tests/system_tests/test_core/test_public_api.py	1303	fake_key = "A" * 92	CODE
LOW⚡	tests/system_tests/test_core/test_public_api.py	1304	api = Api(api_key=fake_key)	CODE
LOW⚡	tests/system_tests/test_core/test_public_api.py	1308	assert user.user_api.api_key == fake_key	CODE
LOW	tests/system_tests/test_core/test_public_api.py	1115	name="fake-name",	CODE
LOW	tests/system_tests/test_core/test_public_api.py	1164	email = "test@test.com"	CODE
LOW	tests/system_tests/test_core/test_public_api.py	1178	email = "test@test.com"	CODE
LOW	tests/system_tests/test_core/test_public_api.py	1280	email = "test@test.com"	CODE
LOW	wandb/apis/public/teams.py	86	team.invite("user@example.com")	STRING
LOW	wandb/sdk/artifacts/artifact.py	402	artifact = cls("placeholder", type="placeholder")	CODE
LOW	wandb/sdk/launch/_project_spec.py	167	elif self.uri and self.uri.startswith("placeholder"):	CODE
LOW	wandb/sdk/launch/inputs/schema.py	11	"placeholder": {"type": "string"},	CODE

AI Structural Patterns41 hits · 40 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	3334	CODE
LOW	wandb/sdk/wandb_init.py	1185	CODE
LOW	wandb/sdk/wandb_login.py	20	CODE
LOW	wandb/sdk/wandb_login.py	138	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	62	CODE
LOW	wandb/sdk/artifacts/artifact_saver.py	102	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/launch/_launch.py	180	CODE
LOW	wandb/sdk/launch/_launch.py	256	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	34	CODE
LOW	wandb/sdk/launch/create_job.py	108	CODE
LOW	wandb/sdk/internal/internal_api.py	1618	CODE
LOW	wandb/sdk/internal/internal_api.py	2546	CODE
LOW	wandb/sdk/internal/internal_api.py	3220	CODE
LOW	wandb/sdk/internal/datastore.py	278	CODE
LOW	wandb/sdk/lib/redirect.py	121	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

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	782	# 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	1261	# Check if we have cached results	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	3354	# Check if artifact tags are supported	COMMENT
LOW	wandb/sdk/artifacts/_validators.py	213	# Check if the artifact name is disallowed, based on the artifact type	COMMENT
LOW	wandb/sdk/artifacts/_validators.py	220	# Check if the artifact type is disallowed	COMMENT
LOW	wandb/sdk/artifacts/artifact_file_cache.py	69	# Check if we're using vs skipping the cache	COMMENT
LOW	wandb/sdk/artifacts/artifact_file_cache.py	88	# Check if we're using vs skipping the cache	COMMENT
LOW	wandb/sdk/data_types/table.py	1380	# 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
LOW	wandb/_pydantic/pagination.py	75	# Check if the field name (without the sign) is allowed and get the canonical name	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	1237	# 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	302	# not an event, just return	COMMENT
MEDIUM	wandb/cli/cli.py	379	# 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	929	# 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 · 13 pts

Severity	File	Line	Snippet	Context
LOW	core/internal/stream/handler.go	323	// TODO: implement this	COMMENT
LOW	core/internal/stream/sender.go	401	// TODO: implement this	COMMENT
LOW	core/internal/stream/sender.go	1011	// TODO: implement me	COMMENT
LOW	xpu/src/wandb_internal.rs	2152	/// 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	3044	# 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	1138	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

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	wandb/apis/public/registries/_utils.py	33	# Don't forget to allow the canonical name itself	COMMENT

Analysis Overview

What These Metrics Mean

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Severity Breakdown

Directory Score Breakdown

Pattern Findings