facebookresearch/hydra

10.6

Adjusted Score

10.6

Raw Score

100%

Time Factor

2026-08-28

Last Push

10.6K

Stars

Python

Language

127.3K

Lines of Code

1.5K

Files

1.0K

Pattern Hits

2026-08-29

Scan Date

0.07

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 0HIGH 111MEDIUM 6LOW 910

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 1027 distinct pattern matches across 17 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 Identifiers745 hits · 602 pts

Severity	File	Line	Snippet	Context
LOW	noxfile.py	125	def log_installed_package_version(session: Session, package_name: str) -> None:	CODE
LOW	noxfile.py	167	def install_plugin_test_requirements(session: Session, plugin: Plugin) -> None:	CODE
LOW	noxfile.py	186	def get_setup_python_versions(classifiers: List[str]) -> List[str]:	CODE
LOW	noxfile.py	264	def select_plugins_under_directory(session: Session, directory: str) -> List[Plugin]:	CODE
LOW	noxfile.py	496	def lint_plugin_if_compatible(session: Session, plugin: Plugin) -> None:	CODE
LOW	noxfile.py	572	def _get_standalone_apps_dirs() -> List[Union[str, Path]]:	CODE
LOW	tools/release/test_release.py	22	def test_publishable_when_local_version_is_older_than_latest_but_unpublished() -> None:	CODE
LOW	tools/release/test_release.py	33	def test_not_publishable_when_local_version_is_already_published() -> None:	CODE
LOW⚡	tools/release/test_release.py	44	def test_validate_local_version_accepts_expected_version() -> None:	CODE
LOW⚡	tools/release/test_release.py	50	def test_validate_local_version_rejects_unexpected_version() -> None:	CODE
LOW⚡	tools/release/test_release.py	60	def test_validate_dev_version_accepts_dev_version() -> None:	CODE
LOW⚡	tools/release/test_release.py	64	def test_validate_dev_version_rejects_non_dev_version() -> None:	CODE
LOW⚡	tools/release/test_release.py	72	def test_format_dev_release_package_table_includes_publish_plan() -> None:	CODE
LOW	tools/release/test_release.py	95	def test_fail_if_any_target_version_published_rejects_published_package() -> None:	CODE
LOW	tools/release/test_release.py	113	def test_filter_packages_keeps_requested_packages_in_order() -> None:	CODE
LOW	tools/release/test_release.py	125	def test_filter_packages_rejects_unknown_packages() -> None:	CODE
LOW	tools/release/test_release.py	141	def test_dispatch_publish_workflow_uses_json_boolean_input(monkeypatch) -> None:	CODE
LOW	tools/release/test_release.py	185	def test_check_build_artifacts_upgrades_smoke_environment_pip(	CODE
LOW	tools/release/test_release.py	229	def test_get_remote_url_accepts_sapling_path_output_formats(	CODE
LOW	tools/release/test_release.py	247	def test_get_github_repo_slug_accepts_common_github_remote_urls(remote_url) -> None:	CODE
LOW	tools/release/release.py	229	def collect_dev_release_package_info(	CODE
LOW	tools/release/release.py	254	def format_dev_release_package_table(infos: List[DevReleasePackageInfo]) -> str:	CODE
LOW	tools/release/release.py	287	def fail_if_any_target_version_published(infos: List[DevReleasePackageInfo]) -> None:	CODE
LOW	tools/release/release.py	448	def validate_dev_release_artifacts(	CODE
LOW	tools/release/release.py	535	def ensure_publish_base_matches_ref(	CODE
LOW	tools/release/release.py	577	def dispatch_publish_workflow(	CODE
LOW	tools/release/release.py	609	def selected_package_set_name() -> str:	CODE
LOW	tools/copyright/test_check_new_files.py	28	def test_accepts_new_header_after_shebang(tmp_path: Path) -> None:	STRING
LOW	tools/copyright/test_check_new_files.py	34	def test_rejects_legacy_header(tmp_path: Path) -> None:	STRING
LOW	tools/copyright/test_check_new_files.py	47	def test_rejects_meta_header_even_with_new_header(tmp_path: Path) -> None:	STRING
LOW⚡	tools/copyright/test_check_new_files.py	60	def test_rejects_meta_header_without_platforms(tmp_path: Path) -> None:	STRING
LOW⚡	tools/copyright/test_check_new_files.py	69	def test_rejects_missing_header(tmp_path: Path) -> None:	STRING
LOW⚡	tools/copyright/test_check_new_files.py	78	def test_rejects_spdx_text_outside_leading_comments(tmp_path: Path) -> None:	STRING
LOW	tools/copyright/test_check_new_files.py	92	def test_ignores_non_python_and_excluded_files(tmp_path: Path) -> None:	STRING
LOW	tools/copyright/test_check_new_files.py	102	def test_added_paths_uses_nul_delimited_git_diff(tmp_path: Path) -> None:	STRING
LOW	tools/copyright/test_check_new_files.py	131	def test_main_skips_an_all_zero_base() -> None:	STRING
LOW	tools/landscape/test_refresh_landscape_metadata.py	10	def test_default_input_uses_analyzer_output() -> None:	CODE
LOW	tools/landscape/test_refresh_landscape_metadata.py	14	def test_read_repositories_keeps_successful_unique_rows(tmp_path: Path) -> None:	CODE
LOW	tools/landscape/test_refresh_landscape_metadata.py	25	def test_read_repositories_accepts_included_decisions(tmp_path: Path) -> None:	CODE
LOW	tools/landscape/test_refresh_landscape_metadata.py	39	def test_parse_response_preserves_live_maintenance_evidence() -> None:	CODE
LOW	tools/landscape/test_refresh_landscape_metadata.py	80	def test_fetch_batch_uses_one_graphql_request(	CODE
LOW	tools/landscape/test_build_public_landscape.py	31	def test_build_project_maps_canonical_decision_fields() -> None:	CODE
LOW	tools/landscape/test_build_public_landscape.py	47	def test_build_payload_omits_excluded_decisions() -> None:	CODE
LOW	tools/landscape/test_build_public_landscape.py	61	def test_featured_project_requires_good_hydra_usage() -> None:	CODE
LOW	tools/landscape/test_build_public_landscape.py	66	def test_excluded_decision_cannot_contain_a_listing() -> None:	CODE
LOW	tools/landscape/test_build_public_landscape.py	79	def test_check_mode_rejects_stale_generated_output(tmp_path: Path) -> None:	CODE
LOW	tools/landscape/test_build_landscape_review.py	23	def test_read_decisions_reads_json_array(tmp_path: Path) -> None:	CODE
LOW	tools/landscape/test_build_landscape_review.py	35	def test_default_analysis_uses_analyzer_output() -> None:	CODE
LOW	tools/landscape/test_build_landscape_review.py	39	def test_version_summary_recognizes_compatible_root_range() -> None:	CODE
LOW	tools/landscape/test_build_landscape_review.py	59	def test_version_summary_recognizes_old_pin() -> None:	CODE
LOW	tools/landscape/test_build_landscape_review.py	77	def test_version_summary_reports_locked_versions() -> None:	CODE
LOW	tools/landscape/test_build_landscape_review.py	94	def test_version_summary_recognizes_poetry_caret_range() -> None:	CODE
LOW	tools/landscape/test_build_landscape_review.py	112	def test_version_summary_recognizes_poetry_tilde_ranges() -> None:	CODE
LOW	tools/landscape/test_build_landscape_review.py	118	def test_version_summary_treats_direct_reference_as_unknown() -> None:	CODE
LOW	tools/landscape/test_build_landscape_review.py	140	def test_documentation_summary_keeps_linked_documentation() -> None:	CODE
LOW	tools/landscape/test_build_landscape_review.py	166	def test_documentation_summary_keeps_documented_readme_snippet() -> None:	CODE
LOW	tools/landscape/test_build_landscape_review.py	185	def test_documentation_summary_excludes_developer_only_files() -> None:	CODE
LOW	tools/landscape/test_build_landscape_review.py	210	def test_maintenance_summary_exposes_repository_activity() -> None:	CODE
LOW	tools/landscape/test_build_landscape_review.py	243	def test_adapted_usage_requires_lineage_review() -> None:	CODE
LOW	tools/landscape/test_build_landscape_review.py	260	def test_hydra_itself_is_not_a_landscape_candidate() -> None:	CODE
685 more matches not shown…

Cross-File Repetition109 hits · 545 pts

Severity	File	Line	Snippet	Context
HIGH	plugins/hydra_rq_launcher/tests/test_rq_launcher.py	0	run this launcher through the integration test suite.	STRING
HIGH	…ns/hydra_joblib_launcher/tests/test_joblib_launcher.py	0	run this launcher through the integration test suite.	STRING
HIGH	plugins/hydra_ray_launcher/tests/test_ray_launcher.py	0	run this launcher through the integration test suite.	STRING
HIGH	…_ray_launcher/tests/ray_aws_launcher_tests_disabled.py	0	run this launcher through the integration test suite.	STRING
HIGH	tests/test_basic_launcher.py	0	run this launcher through the integration test suite.	STRING
HIGH	…_launcher_plugin/tests/test_example_launcher_plugin.py	0	run this launcher through the integration test suite.	STRING
HIGH	…a_rq_launcher/hydra_plugins/hydra_rq_launcher/_core.py	0	:param job_overrides: a list of list<string>, where each inner list is the arguments for one job run. :param initial_job	STRING
HIGH	…_launcher/hydra_plugins/hydra_joblib_launcher/_core.py	0	:param job_overrides: a list of list<string>, where each inner list is the arguments for one job run. :param initial_job	STRING
HIGH	…ra_plugins/example_launcher_plugin/example_launcher.py	0	:param job_overrides: a list of list<string>, where each inner list is the arguments for one job run. :param initial_job	STRING
HIGH	website/docs/advanced/compose_api.md	0	:param config_name: the name of the config (usually the file name without the .yaml extension) :param overrides: list of	STRING
HIGH	…ite/versioned_docs/version-1.1/advanced/compose_api.md	0	:param config_name: the name of the config (usually the file name without the .yaml extension) :param overrides: list of	STRING
HIGH	…ite/versioned_docs/version-1.3/advanced/compose_api.md	0	:param config_name: the name of the config (usually the file name without the .yaml extension) :param overrides: list of	STRING
HIGH	…ite/versioned_docs/version-1.2/advanced/compose_api.md	0	:param config_name: the name of the config (usually the file name without the .yaml extension) :param overrides: list of	STRING
HIGH	hydra/compose.py	0	:param config_name: the name of the config (usually the file name without the .yaml extension) :param overrides: list of	STRING
HIGH	website/docs/advanced/compose_api.md	0	initializes hydra and add the config_path to the config search path. config_path is relative to the parent of the caller	STRING
HIGH	…ite/versioned_docs/version-1.1/advanced/compose_api.md	0	initializes hydra and add the config_path to the config search path. config_path is relative to the parent of the caller	STRING
HIGH	hydra/initialize.py	0	initializes hydra and add the config_path to the config search path. config_path is relative to the parent of the caller	STRING
HIGH	…rsioned_docs/version-1.0/experimental/hydra_compose.md	0	initializes hydra and add the config_path to the config search path. config_path is relative to the parent of the caller	STRING
HIGH	…ite/versioned_docs/version-1.3/advanced/compose_api.md	0	initializes hydra and add the config_path to the config search path. config_path is relative to the parent of the caller	STRING
HIGH	…ite/versioned_docs/version-1.2/advanced/compose_api.md	0	initializes hydra and add the config_path to the config search path. config_path is relative to the parent of the caller	STRING
HIGH	website/docs/advanced/compose_api.md	0	initializes hydra and add the config_module to the config search path. the config module must be importable (an __init__	STRING
HIGH	…rsioned_docs/version-1.0/experimental/hydra_compose.md	0	initializes hydra and add the config_module to the config search path. the config module must be importable (an __init__	STRING
HIGH	…ite/versioned_docs/version-1.1/advanced/compose_api.md	0	initializes hydra and add the config_module to the config search path. the config module must be importable (an __init__	STRING
HIGH	hydra/initialize.py	0	initializes hydra and add the config_module to the config search path. the config module must be importable (an __init__	STRING
HIGH	…ite/versioned_docs/version-1.3/advanced/compose_api.md	0	initializes hydra and add the config_module to the config search path. the config module must be importable (an __init__	STRING
HIGH	…ite/versioned_docs/version-1.2/advanced/compose_api.md	0	initializes hydra and add the config_module to the config search path. the config module must be importable (an __init__	STRING
HIGH	website/docs/advanced/compose_api.md	0	initializes hydra and add an absolute config dir to the to the config search path. the config_dir is always a path on th	STRING
HIGH	…rsioned_docs/version-1.0/experimental/hydra_compose.md	0	initializes hydra and add an absolute config dir to the to the config search path. the config_dir is always a path on th	STRING
HIGH	…ite/versioned_docs/version-1.1/advanced/compose_api.md	0	initializes hydra and add an absolute config dir to the to the config search path. the config_dir is always a path on th	STRING
HIGH	hydra/initialize.py	0	initializes hydra and add an absolute config dir to the to the config search path. the config_dir is always a path on th	STRING
HIGH	…ite/versioned_docs/version-1.3/advanced/compose_api.md	0	initializes hydra and add an absolute config dir to the to the config search path. the config_dir is always a path on th	STRING
HIGH	…ite/versioned_docs/version-1.2/advanced/compose_api.md	0	initializes hydra and add an absolute config dir to the to the config search path. the config_dir is always a path on th	STRING
HIGH	website/docs/advanced/plugins/develop.md	0	hydra users should call this function before invoking @hydra.main	STRING
HIGH	…versioned_docs/version-1.3/advanced/plugins/develop.md	0	hydra users should call this function before invoking @hydra.main	STRING
HIGH	…versioned_docs/version-1.2/advanced/plugins/develop.md	0	hydra users should call this function before invoking @hydra.main	STRING
HIGH	website/docs/advanced/override_grammar/extended.md	0	a glob selects from all options in the config group. inputs are in glob format. e.g: , foo, *foo. :param include: a st	STRING
HIGH	…docs/version-1.0/advanced/override_grammar/extended.md	0	a glob selects from all options in the config group. inputs are in glob format. e.g: , foo, *foo. :param include: a st	STRING
HIGH	…docs/version-1.1/advanced/override_grammar/extended.md	0	a glob selects from all options in the config group. inputs are in glob format. e.g: , foo, *foo. :param include: a st	STRING
HIGH	…docs/version-1.3/advanced/override_grammar/extended.md	0	a glob selects from all options in the config group. inputs are in glob format. e.g: , foo, *foo. :param include: a st	STRING
HIGH	…docs/version-1.2/advanced/override_grammar/extended.md	0	a glob selects from all options in the config group. inputs are in glob format. e.g: , foo, *foo. :param include: a st	STRING
HIGH	hydra/_internal/grammar/grammar_functions.py	0	a glob selects from all options in the config group. inputs are in glob format. e.g: , foo, *foo. :param include: a st	STRING
HIGH	website/docs/advanced/override_grammar/extended.md	0	range is defines a sweeep over a range of integer or floating-point values. for a positive step, the contents of a range	STRING
HIGH	…docs/version-1.0/advanced/override_grammar/extended.md	0	range is defines a sweeep over a range of integer or floating-point values. for a positive step, the contents of a range	STRING
HIGH	…docs/version-1.1/advanced/override_grammar/extended.md	0	range is defines a sweeep over a range of integer or floating-point values. for a positive step, the contents of a range	STRING
HIGH	…docs/version-1.3/advanced/override_grammar/extended.md	0	range is defines a sweeep over a range of integer or floating-point values. for a positive step, the contents of a range	STRING
HIGH	…docs/version-1.2/advanced/override_grammar/extended.md	0	range is defines a sweeep over a range of integer or floating-point values. for a positive step, the contents of a range	STRING
HIGH	website/docs/advanced/override_grammar/extended.md	0	a continuous interval between two floating point values. value=interval(x,y) is interpreted as x <= value < y	STRING
HIGH	…docs/version-1.0/advanced/override_grammar/extended.md	0	a continuous interval between two floating point values. value=interval(x,y) is interpreted as x <= value < y	STRING
HIGH	…docs/version-1.1/advanced/override_grammar/extended.md	0	a continuous interval between two floating point values. value=interval(x,y) is interpreted as x <= value < y	STRING
HIGH	…docs/version-1.3/advanced/override_grammar/extended.md	0	a continuous interval between two floating point values. value=interval(x,y) is interpreted as x <= value < y	STRING
HIGH	…docs/version-1.2/advanced/override_grammar/extended.md	0	a continuous interval between two floating point values. value=interval(x,y) is interpreted as x <= value < y	STRING
HIGH	hydra/_internal/grammar/grammar_functions.py	0	a continuous interval between two floating point values. value=interval(x,y) is interpreted as x <= value < y	STRING
HIGH	website/docs/advanced/override_grammar/extended.md	0	sort an input list or sweep. reverse=true reverses the order	STRING
HIGH	…docs/version-1.0/advanced/override_grammar/extended.md	0	sort an input list or sweep. reverse=true reverses the order	STRING
HIGH	…docs/version-1.1/advanced/override_grammar/extended.md	0	sort an input list or sweep. reverse=true reverses the order	STRING
HIGH	…docs/version-1.3/advanced/override_grammar/extended.md	0	sort an input list or sweep. reverse=true reverses the order	STRING
HIGH	…docs/version-1.2/advanced/override_grammar/extended.md	0	sort an input list or sweep. reverse=true reverses the order	STRING
HIGH	hydra/_internal/grammar/grammar_functions.py	0	sort an input list or sweep. reverse=true reverses the order	STRING
HIGH	website/docs/advanced/override_grammar/extended.md	0	shuffle input list or sweep (does not support interval)	STRING
HIGH	…docs/version-1.0/advanced/override_grammar/extended.md	0	shuffle input list or sweep (does not support interval)	STRING
49 more matches not shown…

Deep Nesting65 hits · 64 pts

Severity	File	Line	Context
LOW	noxfile.py	543	CODE
LOW	tools/release/release.py	684	CODE
LOW	tools/landscape/analyze_hydra_usage.py	464	CODE
LOW	tools/landscape/analyze_hydra_usage.py	673	CODE
LOW	tools/landscape/analyze_hydra_usage.py	725	CODE
LOW	tools/landscape/analyze_hydra_usage.py	796	CODE
LOW	tools/landscape/analyze_hydra_usage.py	1088	CODE
LOW	tools/landscape/analyze_hydra_usage.py	174	CODE
LOW	tools/landscape/analyze_hydra_usage.py	231	CODE
LOW	tools/configen/configen/configen.py	92	CODE
LOW	tools/configen/configen/configen.py	157	CODE
LOW	tools/configen/configen/utils.py	20	CODE
LOW	…dra_ax_sweeper/hydra_plugins/hydra_ax_sweeper/_core.py	53	CODE
LOW	…dra_ax_sweeper/hydra_plugins/hydra_ax_sweeper/_core.py	313	CODE
LOW	…dra_ax_sweeper/hydra_plugins/hydra_ax_sweeper/_core.py	363	CODE
LOW	…na_sweeper/hydra_plugins/hydra_optuna_sweeper/_impl.py	235	CODE
LOW	…sweeper/hydra_plugins/hydra_nevergrad_sweeper/_impl.py	61	CODE
LOW	…sweeper/hydra_plugins/hydra_nevergrad_sweeper/_impl.py	152	CODE
LOW	…_launcher/hydra_plugins/hydra_joblib_launcher/_core.py	98	CODE
LOW	…/integration_test_tools/create_integration_test_ami.py	34	CODE
LOW	tests/test_overrides_parser.py	1981	CODE
LOW	build_helpers/build_helpers.py	37	CODE
LOW	build_helpers/build_helpers.py	102	CODE
LOW	hydra/_internal/config_search_path_impl.py	26	CODE
LOW	hydra/_internal/config_repository.py	116	CODE
LOW	hydra/_internal/config_repository.py	165	CODE
LOW	hydra/_internal/defaults_list.py	455	CODE
LOW	hydra/_internal/defaults_list.py	515	CODE
LOW	hydra/_internal/defaults_list.py	562	CODE
LOW	hydra/_internal/defaults_list.py	816	CODE
LOW	hydra/_internal/defaults_list.py	899	CODE
LOW	hydra/_internal/defaults_list.py	57	CODE
LOW	hydra/_internal/defaults_list.py	149	CODE
LOW	hydra/_internal/logging_config.py	227	CODE
LOW	hydra/_internal/hydra.py	448	CODE
LOW	hydra/_internal/config_loader_impl.py	57	CODE
LOW	hydra/_internal/config_loader_impl.py	110	CODE
LOW	hydra/_internal/config_loader_impl.py	406	CODE
LOW	hydra/_internal/utils.py	117	CODE
LOW	hydra/_internal/utils.py	217	CODE
LOW	hydra/_internal/utils.py	300	CODE
LOW	hydra/_internal/utils.py	631	CODE
LOW	hydra/_internal/target_policy.py	727	CODE
LOW	hydra/_internal/grammar/functions.py	32	CODE
LOW	hydra/_internal/grammar/grammar_functions.py	87	CODE
LOW	hydra/_internal/grammar/grammar_functions.py	105	CODE
LOW	hydra/_internal/grammar/grammar_functions.py	123	CODE
LOW	hydra/_internal/grammar/grammar_functions.py	145	CODE
LOW	hydra/_internal/grammar/grammar_functions.py	161	CODE
LOW	hydra/_internal/grammar/grammar_functions.py	187	CODE
LOW	hydra/_internal/grammar/grammar_functions.py	319	CODE
LOW	hydra/_internal/grammar/utils.py	43	CODE
LOW	hydra/_internal/instantiate/_instantiate2.py	414	CODE
LOW	hydra/_internal/instantiate/_instantiate2.py	443	CODE
LOW	hydra/_internal/instantiate/_instantiate2.py	782	CODE
LOW	hydra/_internal/instantiate/_instantiate2.py	829	CODE
LOW	hydra/core/plugins.py	168	CODE
LOW	hydra/core/override_parser/overrides_visitor.py	122	CODE
LOW	hydra/core/override_parser/overrides_visitor.py	144	CODE
LOW	hydra/core/override_parser/overrides_visitor.py	265	CODE
5 more matches not shown…

Unused Imports28 hits · 28 pts

Severity	File	Line	Context
LOW	tools/copyright/check_new_files.py	8	CODE
LOW	tools/landscape/analyze_hydra_projects.py	13	CODE
LOW	tools/landscape/build_public_landscape.py	7	CODE
LOW	tools/landscape/analyze_hydra_usage.py	16	CODE
LOW	tools/landscape/refresh_landscape_metadata.py	7	CODE
LOW	tools/landscape/build_landscape_review.py	7	CODE
LOW	…/configen/example/config/configen/samples/my_module.py	8	CODE
LOW	tools/configen/tests/test_modules/future_annotations.py	2	CODE
LOW	…configen/tests/test_modules/default_flags/recursive.py	8	CODE
LOW	…s/configen/tests/test_modules/default_flags/convert.py	8	CODE
LOW	…s/configen/tests/test_modules/default_flags/noflags.py	8	CODE
LOW	tools/configen/tests/test_modules/default_flags/both.py	8	CODE
LOW	tests/instantiate/__init__.py	212	CODE
LOW	build_helpers/__init__.py	2	CODE
LOW	hydra/__init__.py	5	CODE
LOW	hydra/__init__.py	6	CODE
LOW	hydra/__init__.py	7	CODE
LOW	hydra/__init__.py	8	CODE
LOW	hydra/__init__.py	10	CODE
LOW	hydra/__init__.py	11	CODE
LOW	hydra/__init__.py	11	CODE
LOW	hydra/__init__.py	11	CODE
LOW	hydra/types.py	10	CODE
LOW	hydra/types.py	11	CODE
LOW	hydra/utils.py	12	CODE
LOW	hydra/utils.py	15	CODE
LOW	hydra/_internal/callbacks.py	10	CODE
LOW	hydra/core/global_hydra.py	5	CODE

Excessive Try-Catch Wrapping27 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW⚡	…a_rq_launcher/hydra_plugins/hydra_rq_launcher/_core.py	240	except Exception:	CODE
LOW	…na_sweeper/hydra_plugins/hydra_optuna_sweeper/_impl.py	343	except Exception as e:	CODE
LOW	…sweeper/hydra_plugins/hydra_nevergrad_sweeper/_impl.py	214	except Exception as e:	CODE
LOW	…her/hydra_plugins/hydra_ray_launcher/_remote_invoke.py	87	except Exception as e:	CODE
MEDIUM	…her/hydra_plugins/hydra_ray_launcher/_remote_invoke.py	80	def _get_instance_id() -> str:	CODE
LOW	hydra/utils.py	46	except Exception as e:	CODE
LOW	hydra/utils.py	69	except Exception as e:	CODE
LOW	hydra/utils.py	90	except Exception as e:	CODE
LOW	hydra/_internal/logging_config.py	284	except Exception:	CODE
LOW	hydra/_internal/logging_config.py	302	except Exception as exc:	CODE
LOW	hydra/_internal/hydra.py	138	except Exception:	CODE
LOW	hydra/_internal/utils.py	220	except Exception as ex:	CODE
LOW	hydra/_internal/utils.py	287	except Exception:	CODE
LOW	hydra/_internal/utils.py	289	except Exception as ex2:	CODE
LOW	hydra/_internal/utils.py	653	except Exception as exc_import:	CODE
LOW	hydra/_internal/utils.py	674	except Exception as exc_import:	CODE
MEDIUM	hydra/_internal/utils.py	88	def is_notebook() -> bool:	CODE
LOW	hydra/_internal/callbacks.py	27	except Exception as e:	CODE
LOW	hydra/_internal/target_policy.py	1016	except Exception:	CODE
LOW	…dra/_internal/core_plugins/structured_config_source.py	18	except Exception as e:	CODE
LOW	hydra/_internal/instantiate/_instantiate2.py	131	except Exception as e:	CODE
LOW	hydra/_internal/instantiate/_instantiate2.py	165	except Exception as e:	CODE
LOW	hydra/_internal/instantiate/_instantiate2.py	270	except Exception as e:	CODE
LOW	hydra/core/utils.py	208	except Exception as e:	CODE
LOW	hydra/core/utils.py	500	except Exception:	STRING
LOW	hydra/core/override_parser/overrides_visitor.py	260	except Exception as e:	CODE
LOW	hydra/test_utils/test_utils.py	390	except Exception as e:	STRING

Fake / Example Data16 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	…uncher/hydra_plugins/hydra_submitit_launcher/config.py	72	# Eg: {"mail-user": "user@example.com", "mail-type": "BEGIN"}	COMMENT
LOW⚡	tests/defaults_list/test_defaults_list.py	1463	"placeholder",	CODE
LOW⚡	tests/defaults_list/test_defaults_list.py	1465	[ResultDefault(config_path="placeholder", package="", is_self=True)],	CODE
LOW⚡	tests/defaults_list/test_defaults_list.py	1466	id="placeholder",	CODE
LOW⚡	tests/defaults_list/test_defaults_list.py	1469	"placeholder",	CODE
LOW⚡	tests/defaults_list/test_defaults_list.py	1473	config_path="group1/file1", package="group1", parent="placeholder"	CODE
LOW⚡	tests/defaults_list/test_defaults_list.py	1475	ResultDefault(config_path="placeholder", package="", is_self=True),	CODE
LOW⚡	tests/defaults_list/test_defaults_tree.py	1778	"placeholder",	CODE
LOW⚡	tests/defaults_list/test_defaults_tree.py	1781	node=ConfigDefault(path="placeholder"),	CODE
LOW⚡	tests/defaults_list/test_defaults_tree.py	1787	id="placeholder",	CODE
LOW⚡	tests/defaults_list/test_defaults_tree.py	1790	"placeholder",	CODE
LOW⚡	tests/defaults_list/test_defaults_tree.py	1793	node=ConfigDefault(path="placeholder"),	CODE
LOW	tests/defaults_list/test_defaults_tree.py	1808	node=GroupDefault(group="group1", value="placeholder"),	CODE
LOW	tests/defaults_list/test_defaults_tree.py	1826	node=GroupDefault(group="group1", value="placeholder"),	CODE
LOW	tests/defaults_list/test_defaults_tree.py	3144	node=GroupDefault(group="group1", value="placeholder"),	CODE
LOW	tests/defaults_list/test_defaults_tree.py	3153	{"group1": "placeholder", "group1/group2": None},	CODE

Over-Commented Block12 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	tools/configen/conf/configen.yaml	21	- name: configen.samples.my_module	COMMENT
LOW	…ugins/hydra_ax_sweeper/tests/test_ax_sweeper_plugin.py	21	WARNING_FILTERS = [	COMMENT
LOW	…weeper/hydra_plugins/hydra_nevergrad_sweeper/config.py	41	# - "CMA" very good algorithm, but may require a significant budget (> 120)	COMMENT
LOW	…uncher/hydra_plugins/hydra_submitit_launcher/config.py	61	# USR1 signal delay before timeout	COMMENT
LOW	…y_launcher/hydra_plugins/hydra_ray_launcher/_config.py	221	cluster_name: str = "default"	COMMENT
LOW	…pload_download/conf/hydra/launcher/custom_ray_aws.yaml	1	defaults:	COMMENT
LOW	…ion_test_tools/create_integration_test_ami_config.yaml	41	ray.worker.default:	COMMENT
LOW	…ersioned_docs/version-0.11/configure_hydra/app_help.md	41		COMMENT
LOW	…ure_hydra/custom_help/conf/hydra/help/my_app_help.yaml	1	# App name, override to match the name your app is known by	COMMENT
LOW	hydra/_internal/target_policy.py	261	UNCONTROLLED_EXECUTION_TARGET_PREFIXES = (	COMMENT
LOW	hydra/conf/hydra/hydra_help/default.yaml	1	# Help header.	COMMENT
LOW	hydra/conf/hydra/help/default.yaml	1	# App name, override to match the name your app is known by	COMMENT

Modern Structural Boilerplate10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	tools/release/release.py	384	def set_package_versions(cfg: Config, hydra_root: str, target_version: str) -> None:	CODE
LOW	…/integration_test_tools/create_integration_test_ami.py	34	def set_up_machine(cfg: DictConfig) -> None:	CODE
LOW	hydra/__init__.py	13	__all__ = [	CODE
LOW	hydra/_internal/defaults_list.py	203	def set_known_choice(self, default: InputDefault) -> None:	CODE
LOW	hydra/_internal/defaults_list.py	278	def update_package_header(repo: IConfigRepository, node: InputDefault) -> None:	CODE
LOW	hydra/experimental/callback.py	10	logger = logging.getLogger(__name__)	CODE
LOW	hydra/core/global_hydra.py	36	def set_instance(instance: "GlobalHydra") -> None:	CODE
LOW	hydra/core/singleton.py	33	def set_state(state: Any) -> None:	CODE
LOW	hydra/core/hydra_config.py	14	def set_config(self, cfg: DictConfig) -> None:	CODE
LOW	hydra/core/default_element.py	108	def set_package_header(self, package_header: Optional[str]) -> None:	CODE

AI Slop Vocabulary3 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	…dra_optuna_sweeper/tests/test_optuna_sweeper_plugin.py	166	# to make the test robust against the detailed implementation of the sampler.	COMMENT
MEDIUM	…weeper/hydra_plugins/hydra_nevergrad_sweeper/config.py	39	# - "OnePlusOne" extremely simple and robust, especially at low budget, but	COMMENT
LOW	…y_launcher/hydra_plugins/hydra_ray_launcher/_config.py	303	# you should just use file_mounts. Only use this if you know what you're doing!	COMMENT

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	…cs/version-1.0/tutorials/structured_config/5_schema.md	58	# In this example it comes from config.yaml	COMMENT

Cross-Language Confusion1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	hydra/_internal/core_plugins/bash_completion.py	16	f"export _HYDRA_OLD_COMP=$(complete -p {self._get_exec()} 2> /dev/null)\n"	CODE

AI Structural Patterns4 hits · 4 pts

Severity	File	Line	Context
LOW	tools/landscape/analyze_hydra_usage.py	1360	CODE
LOW	…a_rq_launcher/hydra_plugins/hydra_rq_launcher/_core.py	60	CODE
LOW	plugins/hydra_ax_sweeper/tests/apps/polynomial.py	17	CODE
LOW	…her/hydra_plugins/hydra_ray_launcher/_launcher_util.py	81	CODE

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	…a_sweeper/hydra_plugins/hydra_optuna_sweeper/config.py	159	# For example, you can use SQLite if you set 'sqlite:///example.db'	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	…her/hydra_plugins/hydra_ray_launcher/_remote_invoke.py	3	# This file is to be rsynced to ray cluster and invoke on the cluster.	COMMENT

Redundant / Tautological Comments2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	.github/backlog-atlas/config.yaml	2	# Set done_expire_days to null to keep done items indefinitely.	COMMENT
LOW	hydra/_internal/defaults_list.py	956	# Check if the failure is caused by relying on the old slash-containing group defaults behavior	STRING

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	hydra/plugins/completion_plugin.py	4	# TODO: Add tests for completion with +prefix (should suggest config groups that are not listed)	COMMENT

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_overrides_parser.py	2007	def test_function(value: Any, expected_value: Any) -> None:	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings