33.7

Adjusted Signal

33.7

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

6.9K

Stars

Python

Language

261.8K

Lines of Code

477

Files

3.5K

Pattern Hits

2026-10-31

Scan Date

2.87

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 14.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 886 finding(s).

Hallucinated Dependency & Supply Chain Risk 6.9/100 · LOW

Are imports declared and package/API names verified? 320 finding(s).

Agent Over-Engineering Ratio 78.6/100 · CRITICAL

Are wrappers, guards, and repeated structures necessary? 2875 finding(s).

PR Review Velocity Impact 86.6/100 · CRITICAL

Which changes need focused human review? 3544 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

Run additional scans to build a history of the legacy pattern signal. Score changes are not a measure of AI adoption or code quality.

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

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 3HIGH 1365MEDIUM 65LOW 2111

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 3544 distinct pattern matches across 22 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. 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 configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Cross-File Repetition874 hits · 4370 pts

Severity	File	Line	Snippet	Context
HIGH	clearml/binding/artifacts.py	0	dictionary wrapper that updates an arguments instance on any item set in the dictionary	STRING
HIGH	clearml/utilities/proxy_object.py	0	dictionary wrapper that updates an arguments instance on any item set in the dictionary	STRING
HIGH	clearml/backend_interface/task/args.py	0	dictionary wrapper that updates an arguments instance on any item set in the dictionary	STRING
HIGH	clearml/automation/optimization.py	0	start the optimizer controller's function loop. if the calling process is stopped, the controller will stop as well. ..	STRING
HIGH	clearml/automation/hpbandster/bandster.py	0	start the optimizer controller's function loop. if the calling process is stopped, the controller will stop as well. ..	STRING
HIGH	clearml/automation/optuna/optuna.py	0	start the optimizer controller's function loop. if the calling process is stopped, the controller will stop as well. ..	STRING
HIGH	clearml/automation/optimization.py	0	stop the current running optimization loop. should be called from a different thread than the one running :meth:`start`.	STRING
HIGH	clearml/automation/hpbandster/bandster.py	0	stop the current running optimization loop. should be called from a different thread than the one running :meth:`start`.	STRING
HIGH	clearml/automation/optuna/optuna.py	0	stop the current running optimization loop. should be called from a different thread than the one running :meth:`start`.	STRING
HIGH	clearml/backend_api/services/v2_9/auth.py	0	auth service this service provides authentication management and authorization validation for the entire system.	STRING
HIGH	clearml/backend_api/services/v2_20/auth.py	0	auth service this service provides authentication management and authorization validation for the entire system.	STRING
HIGH	clearml/backend_api/services/v2_13/auth.py	0	auth service this service provides authentication management and authorization validation for the entire system.	STRING
HIGH	clearml/backend_api/services/v2_23/auth.py	0	auth service this service provides authentication management and authorization validation for the entire system.	STRING
HIGH	clearml/backend_api/services/v2_9/auth.py	0	creates a new set of credentials for the authenticated user. new key/secret is returned. note: secret will never be retu	STRING
HIGH	clearml/backend_api/services/v2_13/auth.py	0	creates a new set of credentials for the authenticated user. new key/secret is returned. note: secret will never be retu	STRING
HIGH	clearml/backend_api/services/v2_20/auth.py	0	creates a new set of credentials for the authenticated user. new key/secret is returned. note: secret will never be retu	STRING
HIGH	clearml/backend_api/services/v2_23/auth.py	0	creates a new set of credentials for the authenticated user. new key/secret is returned. note: secret will never be retu	STRING
HIGH	clearml/backend_api/services/v2_9/auth.py	0	response of auth.create_credentials endpoint. :param credentials: created credentials :type credentials: credentials	STRING
HIGH	clearml/backend_api/services/v2_20/auth.py	0	response of auth.create_credentials endpoint. :param credentials: created credentials :type credentials: credentials	STRING
HIGH	clearml/backend_api/services/v2_13/auth.py	0	response of auth.create_credentials endpoint. :param credentials: created credentials :type credentials: credentials	STRING
HIGH	clearml/backend_api/services/v2_23/auth.py	0	response of auth.create_credentials endpoint. :param credentials: created credentials :type credentials: credentials	STRING
HIGH	clearml/backend_api/services/v2_9/auth.py	0	edit a users' auth data properties :param user: user id :type user: str :param role: the new user's role within the comp	STRING
HIGH	clearml/backend_api/services/v2_20/auth.py	0	edit a users' auth data properties :param user: user id :type user: str :param role: the new user's role within the comp	STRING
HIGH	clearml/backend_api/services/v2_13/auth.py	0	edit a users' auth data properties :param user: user id :type user: str :param role: the new user's role within the comp	STRING
HIGH	clearml/backend_api/services/v2_23/auth.py	0	edit a users' auth data properties :param user: user id :type user: str :param role: the new user's role within the comp	STRING
HIGH	clearml/backend_api/services/v2_9/auth.py	0	response of auth.edit_user endpoint. :param updated: number of users updated (0 or 1) :type updated: float :param fields	STRING
HIGH	clearml/backend_api/services/v2_20/auth.py	0	response of auth.edit_user endpoint. :param updated: number of users updated (0 or 1) :type updated: float :param fields	STRING
HIGH	clearml/backend_api/services/v2_13/auth.py	0	response of auth.edit_user endpoint. :param updated: number of users updated (0 or 1) :type updated: float :param fields	STRING
HIGH	clearml/backend_api/services/v2_23/auth.py	0	response of auth.edit_user endpoint. :param updated: number of users updated (0 or 1) :type updated: float :param fields	STRING
HIGH	clearml/backend_api/services/v2_9/auth.py	0	returns all existing credential keys for the authenticated user. note: only credential keys are returned.	STRING
HIGH	clearml/backend_api/services/v2_20/auth.py	0	returns all existing credential keys for the authenticated user. note: only credential keys are returned.	STRING
HIGH	clearml/backend_api/services/v2_13/auth.py	0	returns all existing credential keys for the authenticated user. note: only credential keys are returned.	STRING
HIGH	clearml/backend_api/services/v2_23/auth.py	0	returns all existing credential keys for the authenticated user. note: only credential keys are returned.	STRING
HIGH	clearml/backend_api/services/v2_9/auth.py	0	response of auth.login endpoint. :param token: token string :type token: str	STRING
HIGH	clearml/backend_api/services/v2_20/auth.py	0	response of auth.login endpoint. :param token: token string :type token: str	STRING
HIGH	clearml/backend_api/services/v2_13/auth.py	0	response of auth.login endpoint. :param token: token string :type token: str	STRING
HIGH	clearml/backend_api/services/v2_23/auth.py	0	response of auth.login endpoint. :param token: token string :type token: str	STRING
HIGH	clearml/backend_api/services/v2_9/auth.py	0	revokes (and deletes) a set (key, secret) of credentials for the authenticated user. :param access_key: credentials key	STRING
HIGH	clearml/backend_api/services/v2_20/auth.py	0	revokes (and deletes) a set (key, secret) of credentials for the authenticated user. :param access_key: credentials key	STRING
HIGH	clearml/backend_api/services/v2_13/auth.py	0	revokes (and deletes) a set (key, secret) of credentials for the authenticated user. :param access_key: credentials key	STRING
HIGH	clearml/backend_api/services/v2_23/auth.py	0	revokes (and deletes) a set (key, secret) of credentials for the authenticated user. :param access_key: credentials key	STRING
HIGH	clearml/backend_api/services/v2_9/auth.py	0	response of auth.revoke_credentials endpoint. :param revoked: number of credentials revoked :type revoked: int	STRING
HIGH	clearml/backend_api/services/v2_20/auth.py	0	response of auth.revoke_credentials endpoint. :param revoked: number of credentials revoked :type revoked: int	STRING
HIGH	clearml/backend_api/services/v2_13/auth.py	0	response of auth.revoke_credentials endpoint. :param revoked: number of credentials revoked :type revoked: int	STRING
HIGH	clearml/backend_api/services/v2_23/auth.py	0	response of auth.revoke_credentials endpoint. :param revoked: number of credentials revoked :type revoked: int	STRING
HIGH	clearml/backend_api/services/v2_9/queues.py	0	queues service provides a management api for queues of tasks waiting to be executed by workers deployed anywhere (see wo	STRING
HIGH	clearml/backend_api/services/v2_20/queues.py	0	queues service provides a management api for queues of tasks waiting to be executed by workers deployed anywhere (see wo	STRING
HIGH	clearml/backend_api/services/v2_13/queues.py	0	queues service provides a management api for queues of tasks waiting to be executed by workers deployed anywhere (see wo	STRING
HIGH	clearml/backend_api/services/v2_23/queues.py	0	queues service provides a management api for queues of tasks waiting to be executed by workers deployed anywhere (see wo	STRING
HIGH	clearml/backend_api/services/v2_9/queues.py	0	:param queue: id of the queue :type queue: str :param dates: list of timestamps (in seconds from epoch) in the acceding	STRING
HIGH	clearml/backend_api/services/v2_20/queues.py	0	:param queue: id of the queue :type queue: str :param dates: list of timestamps (in seconds from epoch) in the acceding	STRING
HIGH	clearml/backend_api/services/v2_13/queues.py	0	:param queue: id of the queue :type queue: str :param dates: list of timestamps (in seconds from epoch) in the acceding	STRING
HIGH	clearml/backend_api/services/v2_23/queues.py	0	:param queue: id of the queue :type queue: str :param dates: list of timestamps (in seconds from epoch) in the acceding	STRING
HIGH	clearml/backend_api/services/v2_9/queues.py	0	:param task: queued task id :type task: str :param added: time this entry was added to the queue :type added: datetime.d	STRING
HIGH	clearml/backend_api/services/v2_20/queues.py	0	:param task: queued task id :type task: str :param added: time this entry was added to the queue :type added: datetime.d	STRING
HIGH	clearml/backend_api/services/v2_13/queues.py	0	:param task: queued task id :type task: str :param added: time this entry was added to the queue :type added: datetime.d	STRING
HIGH	clearml/backend_api/services/v2_23/queues.py	0	:param task: queued task id :type task: str :param added: time this entry was added to the queue :type added: datetime.d	STRING
HIGH	clearml/backend_api/services/v2_9/queues.py	0	:param id: queue id :type id: str :param name: queue name :type name: str :param user: associated user id :type user: st	STRING
HIGH	clearml/backend_api/services/v2_20/queues.py	0	:param id: queue id :type id: str :param name: queue name :type name: str :param user: associated user id :type user: st	STRING
HIGH	clearml/backend_api/services/v2_23/queues.py	0	:param id: queue id :type id: str :param name: queue name :type name: str :param user: associated user id :type user: st	STRING
814 more matches not shown…

Empty Error Handlers475 hits · 2318 pts

Severity	File	Line	Snippet	Context
HIGH	clearml/task.py	4750	except Exception:	CODE
HIGH	clearml/task.py	5013	except: # noqa	CODE
HIGH	clearml/task.py	5190	except Exception:	CODE
HIGH	clearml/task.py	2287	except ImportError:	CODE
HIGH	clearml/task.py	4163	except Exception:	CODE
HIGH	clearml/task.py	4592	except Exception:	CODE
HIGH	clearml/task.py	4988	except Exception:	CODE
HIGH	clearml/task.py	5209	except Exception:	CODE
HIGH	clearml/task.py	5217	except Exception:	CODE
HIGH	clearml/task.py	5597	except Exception:	CODE
HIGH	clearml/task.py	4428	except Exception:	CODE
HIGH	clearml/task.py	5149	except Exception:	CODE
HIGH	clearml/task.py	5075	except Exception:	CODE
HIGH	clearml/logger.py	1158	except Exception:	CODE
HIGH	clearml/logger.py	455	except AttributeError:	CODE
HIGH	clearml/logger.py	709	except ValueError:	CODE
HIGH	clearml/logger.py	1530	except Exception:	CODE
HIGH	clearml/logger.py	1517	except Exception:	CODE
HIGH	clearml/model.py	1108	except Exception:	CODE
HIGH	clearml/model.py	1117	except Exception:	CODE
HIGH	clearml/model.py	1341	except Exception:	CODE
HIGH	clearml/model.py	2240	except Exception:	CODE
HIGH	clearml/model.py	671	except AttributeError:	CODE
HIGH	clearml/model.py	893	except ValueError:	CODE
HIGH	clearml/backend_config/config.py	244	except Exception:	CODE
HIGH	clearml/backend_config/config.py	371	except StopIteration:	CODE
HIGH	clearml/backend_config/bucket_config.py	201	except StopIteration:	CODE
HIGH	clearml/backend_config/converters.py	58	except exceptions:	CODE
HIGH	clearml/config/cache.py	35	except Exception:	CODE
HIGH	clearml/config/__init__.py	157	except Exception:	CODE
HIGH	clearml/config/__init__.py	164	except Exception:	CODE
HIGH	clearml/config/__init__.py	263	except (ValueError, TypeError, AttributeError):	CODE
HIGH	clearml/config/__init__.py	176	except Exception:	CODE
HIGH	clearml/config/__init__.py	211	except Exception:	CODE
HIGH	clearml/debugging/trace.py	53	except Exception:	CODE
HIGH	clearml/debugging/log.py	43	except Exception:	CODE
HIGH	clearml/debugging/timer.py	33	except Exception:	CODE
HIGH	clearml/datasets/dataset.py	3994	except Exception:	CODE
HIGH	clearml/datasets/dataset.py	1605	except (TypeError, ValueError):	CODE
HIGH	clearml/datasets/dataset.py	2832	except Exception:	CODE
HIGH	clearml/datasets/dataset.py	3620	except Exception:	CODE
HIGH	clearml/datasets/dataset.py	3674	except Exception:	CODE
HIGH	clearml/datasets/dataset.py	2500	except Exception:	CODE
HIGH	clearml/datasets/dataset.py	2508	except Exception:	CODE
HIGH	clearml/datasets/dataset.py	3719	except Exception:	CODE
HIGH	clearml/datasets/dataset.py	4203	except Exception:	CODE
HIGH	clearml/cli/data/__main__.py	56	except Exception:	CODE
HIGH	clearml/cli/data/__main__.py	68	except Exception:	CODE
HIGH	clearml/cli/data/__main__.py	649	except Exception:	CODE
HIGH	clearml/cli/data/__main__.py	656	except Exception:	CODE
HIGH	clearml/binding/environ_bind.py	26	except Exception:	CODE
HIGH	clearml/binding/environ_bind.py	127	except Exception:	CODE
HIGH	clearml/binding/environ_bind.py	137	except: # noqa	CODE
HIGH	clearml/binding/environ_bind.py	152	except: # noqa	CODE
HIGH	clearml/binding/environ_bind.py	301	except Exception:	CODE
HIGH	clearml/binding/environ_bind.py	312	except Exception:	CODE
HIGH	clearml/binding/environ_bind.py	179	except: # noqa	CODE
HIGH	clearml/binding/environ_bind.py	88	except: # noqa	CODE
HIGH	clearml/binding/environ_bind.py	197	except: # noqa	CODE
HIGH	clearml/binding/environ_bind.py	263	except: # noqa	CODE
415 more matches not shown…

Excessive Try-Catch Wrapping792 hits · 678 pts

Severity	File	Line	Snippet	Context
LOW	clearml/task.py	736	except Exception:	CODE
LOW	clearml/task.py	1056	except Exception:	CODE
LOW	clearml/task.py	1928	except Exception as e:	CODE
LOW	clearml/task.py	2357	except Exception:	CODE
LOW	clearml/task.py	2400	except Exception:	CODE
LOW	clearml/task.py	2703	except Exception as ex:	CODE
LOW	clearml/task.py	3066	except Exception as e:	CODE
LOW	clearml/task.py	4092	except Exception as ex:	CODE
LOW	clearml/task.py	4163	except Exception:	CODE
LOW	clearml/task.py	4296	except Exception as e:	CODE
LOW	clearml/task.py	4337	except Exception:	CODE
LOW	clearml/task.py	4422	except Exception:	CODE
LOW	clearml/task.py	4428	except Exception:	CODE
LOW	clearml/task.py	4523	except Exception:	CODE
LOW	clearml/task.py	4592	except Exception:	CODE
LOW	clearml/task.py	4750	except Exception:	CODE
LOW	clearml/task.py	4988	except Exception:	CODE
LOW	clearml/task.py	5075	except Exception:	CODE
LOW	clearml/task.py	5149	except Exception:	CODE
LOW	clearml/task.py	5190	except Exception:	CODE
LOW	clearml/task.py	5209	except Exception:	CODE
LOW	clearml/task.py	5217	except Exception:	CODE
LOW	clearml/task.py	5246	except Exception:	CODE
LOW	clearml/task.py	5580	except Exception:	CODE
LOW	clearml/task.py	5597	except Exception:	CODE
LOW	clearml/logger.py	1158	except Exception:	CODE
LOW	clearml/logger.py	1440	except Exception:	CODE
LOW	clearml/logger.py	1509	except Exception:	CODE
LOW	clearml/logger.py	1517	except Exception:	CODE
LOW	clearml/logger.py	1530	except Exception:	CODE
LOW	clearml/model.py	1108	except Exception:	CODE
LOW	clearml/model.py	1117	except Exception:	CODE
LOW	clearml/model.py	1341	except Exception:	CODE
LOW	clearml/model.py	1590	except Exception:	CODE
LOW	clearml/model.py	1613	except Exception as ex:	CODE
LOW	clearml/model.py	1627	except Exception as ex:	CODE
LOW	clearml/model.py	1963	except Exception:	CODE
LOW	clearml/model.py	2002	except Exception:	CODE
LOW	clearml/model.py	2240	except Exception:	CODE
LOW	clearml/model.py	2313	except Exception:	CODE
LOW	clearml/backend_config/config.py	244	except Exception:	CODE
LOW	clearml/backend_config/config.py	331	except Exception as ex:	CODE
LOW⚡	clearml/backend_config/utils.py	67	except Exception as ex:	CODE
LOW⚡	clearml/backend_config/utils.py	77	except Exception as ex:	CODE
LOW⚡	clearml/backend_config/utils.py	84	except Exception as ex:	CODE
LOW	clearml/backend_config/utils.py	105	except Exception as ex:	CODE
LOW	clearml/backend_config/utils.py	110	except Exception as ex:	CODE
LOW	clearml/backend_config/entry.py	62	except Exception as ex: # noqa: F841	CODE
LOW	clearml/config/cache.py	25	except Exception:	CODE
LOW	clearml/config/cache.py	35	except Exception:	CODE
LOW	clearml/config/__init__.py	157	except Exception:	CODE
LOW	clearml/config/__init__.py	164	except Exception:	CODE
LOW	clearml/config/__init__.py	176	except Exception:	CODE
LOW	clearml/config/__init__.py	188	except Exception:	CODE
LOW	clearml/config/__init__.py	199	except Exception:	CODE
LOW	clearml/config/__init__.py	211	except Exception:	CODE
LOW	clearml/config/__init__.py	233	except Exception:	CODE
LOW	clearml/config/__init__.py	239	except Exception:	CODE
LOW	clearml/config/__init__.py	278	except Exception:	CODE
LOW	clearml/config/__init__.py	285	except Exception:	CODE
732 more matches not shown…

Hyper-Verbose Identifiers353 hits · 307 pts

Severity	File	Line	Snippet	Context
LOW	clearml/task.py	613	def safe_project_default_output_destination(task_, default=None):	CODE
LOW	clearml/task.py	972	def _collect_endpoint_suffixes(self, protocol: str, runtime_props: Mapping[str, Any]) -> Dict[str, Any]:	CODE
LOW	clearml/task.py	983	def request_external_endpoint(	CODE
LOW	clearml/task.py	1105	def wait_for_external_endpoint(	CODE
LOW	clearml/task.py	1169	def _wait_for_external_endpoint(	CODE
LOW	clearml/task.py	2456	def connect_label_enumeration(	CODE
LOW	clearml/task.py	2614	def set_launch_multi_node_runtime_props(task: Task, conf: Dict[str, Any]) -> None:	CODE
LOW	clearml/task.py	3106	def _send_debug_image_request(self, title, series, n_last_iterations, scroll_id=None):	CODE
LOW	clearml/task.py	3220	def set_model_label_enumeration(self, enumeration: Optional[Dict[str, int]] = None) -> None:	CODE
LOW	clearml/task.py	3554	def set_resource_monitor_iteration_timeout(	CODE
LOW	clearml/task.py	4250	def debug_simulate_remote_task(cls, task_id: str, reset_task: bool = False) -> None:	CODE
LOW	clearml/task.py	4683	def _handle_ignore_remote_overrides(self, overrides_name: str, ignore_remote_overrides: bool) -> bool:	CODE
LOW	clearml/task.py	4904	def _kill_all_child_processes(send_kill=False, pid=None, allow_kill_calling_pid=True):	CODE
LOW	clearml/task.py	5498	def __update_last_used_task_id(cls, default_project_name, default_task_name, default_task_type, task_id):	CODE
LOW⚡	clearml/logger.py	1663	def _get_tensorboard_series_prefix(self) -> Optional[str]:	CODE
LOW⚡	clearml/logger.py	1669	def _set_tensorboard_series_prefix(self, prefix: Optional[str]) -> None:	CODE
LOW⚡	clearml/logger.py	1676	def _get_tensorboard_auto_group_scalars(cls) -> bool:	CODE
LOW⚡	clearml/logger.py	1685	def _get_tensorboard_single_series_per_graph(cls) -> bool:	CODE
LOW	clearml/logger.py	1205	def set_default_upload_destination(self, uri: str) -> None:	CODE
LOW	clearml/logger.py	1230	def get_default_upload_destination(self) -> str:	CODE
LOW	clearml/logger.py	1277	def set_default_debug_sample_history(self, max_history: int) -> None:	CODE
LOW	clearml/logger.py	1303	def get_default_debug_sample_history(self) -> int:	CODE
LOW	clearml/logger.py	1366	def tensorboard_auto_group_scalars(cls, group_scalars: bool = False) -> None:	CODE
LOW	clearml/logger.py	1380	def tensorboard_single_series_per_graph(cls, single_series: bool = False) -> None:	CODE
LOW	clearml/logger.py	1399	def matplotlib_force_report_non_interactive(cls, force: bool) -> None:	CODE
LOW	clearml/logger.py	1538	def _report_image_plot_and_upload(	CODE
LOW	clearml/model.py	1982	def _warn_on_same_name_connect(cls, name: str) -> None:	CODE
LOW	clearml/model.py	2355	def delete_previous_weights_file(filename: str = weights_filename) -> None:	CODE
LOW	clearml/model.py	2762	def _get_last_uploaded_filename(self) -> Optional[str]:	CODE
LOW	clearml/backend_config/bucket_config.py	124	def _get_prefix_from_bucket_config(self, config: "GSBucketConfig") -> str:	CODE
LOW	clearml/backend_config/bucket_config.py	206	def update_config_with_defaults(self, bucket_config: S3BucketConfig) -> None:	CODE
LOW	clearml/backend_config/bucket_config.py	219	def _get_prefix_from_bucket_config(self, config: S3BucketConfig) -> str:	CODE
LOW	clearml/backend_config/bucket_config.py	355	def update_config_with_defaults(self, bucket_config: GSBucketConfig) -> None:	CODE
LOW	clearml/backend_config/bucket_config.py	391	def _get_prefix_from_bucket_config(self, config: GSBucketConfig) -> str:	CODE
LOW	clearml/backend_config/bucket_config.py	502	def update_config_with_defaults(self, bucket_config: AzureContainerConfig) -> None:	CODE
LOW	clearml/debugging/log.py	228	def add_rotating_file_handler(	CODE
LOW	clearml/debugging/log.py	245	def add_time_rotating_file_handler(	CODE
LOW	clearml/datasets/dataset.py	1568	def _fix_dataset_files_parents(self) -> None:	CODE
LOW	clearml/datasets/dataset.py	1588	def _get_total_size_compressed_parents(self) -> int:	CODE
LOW	clearml/datasets/dataset.py	1631	def _get_dataset_ids_respecting_params(	CODE
LOW	clearml/datasets/dataset.py	2594	def _download_dataset_archives(self) -> List[str]:	CODE
LOW	clearml/datasets/dataset.py	2858	def _release_lock_ds_target_folder(self, target_folder: Union[str, Path]) -> None:	CODE
LOW	clearml/datasets/dataset.py	2870	def _get_next_data_artifact_name(self, last_artifact_name: Optional[str] = None) -> str:	CODE
LOW	clearml/datasets/dataset.py	3033	def _get_dependencies_by_order(	CODE
LOW	clearml/datasets/dataset.py	3266	def _build_dependency_chunk_lookup(self) -> Dict[str, int]:	CODE
LOW	clearml/datasets/dataset.py	3285	def _build_subset_chunk_selection(self, files_of_interest: Set[str]) -> Dict[str, List[int]]:	CODE
LOW	clearml/datasets/dataset.py	3350	def _report_dataset_genealogy(self) -> None:	CODE
LOW	clearml/datasets/dataset.py	3645	def convert_to_tabular_artifact(	CODE
LOW	clearml/datasets/dataset.py	3946	def _get_dependency_chunk_lookup(self) -> Dict[str, int]:	CODE
LOW	clearml/datasets/dataset.py	4221	def _build_hidden_project_name(	CODE
LOW	clearml/datasets/dataset.py	4259	def _remove_hidden_part_from_dataset_project(cls, dataset_project: str) -> str:	CODE
LOW	clearml/datasets/dataset.py	4271	def _get_chunk_idx_from_artifact_name(cls, artifact_name: str) -> int:	CODE
LOW	clearml/binding/environ_bind.py	214	def _fork_callback_after_child() -> None:	CODE
LOW⚡	clearml/binding/matplotlib_bind.py	149	def _update_matplotlib_image_support() -> None:	CODE
LOW⚡	clearml/binding/matplotlib_bind.py	156	def _update_matplotlib_version() -> None:	CODE
LOW⚡	clearml/binding/matplotlib_bind.py	199	def _get_global_image_counter_limit() -> int:	CODE
LOW	clearml/binding/matplotlib_bind.py	464	def convert_latex_math_powers_to_html(	CODE
LOW	clearml/binding/matplotlib_bind.py	716	def _enforce_unique_title_per_iteration(title: str, last_iteration: int) -> str:	CODE
LOW	clearml/binding/matplotlib_bind.py	798	def ipython_post_execute_hook() -> None:	CODE
LOW	clearml/binding/jsonargs_bind.py	230	def __update_remote_task_params_dict_based_on_paths(cls, parser: "ArgumentParser") -> None:	CODE
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Unused Imports298 hits · 288 pts

Severity	File	Line	Context
LOW	clearml/task.py	143	CODE
LOW	clearml/task.py	144	CODE
LOW	clearml/__init__.py	2	CODE
LOW	clearml/__init__.py	4	CODE
LOW	clearml/__init__.py	4	CODE
LOW	clearml/__init__.py	4	CODE
LOW	clearml/__init__.py	5	CODE
LOW	clearml/__init__.py	6	CODE
LOW	clearml/__init__.py	7	CODE
LOW	clearml/__init__.py	8	CODE
LOW	clearml/__init__.py	9	CODE
LOW	clearml/__init__.py	9	CODE
LOW	clearml/__init__.py	9	CODE
LOW	clearml/__init__.py	9	CODE
LOW	clearml/__init__.py	9	CODE
LOW	clearml/__init__.py	9	CODE
LOW	clearml/__init__.py	9	CODE
LOW	clearml/__init__.py	9	CODE
LOW	clearml/__init__.py	20	CODE
LOW	clearml/__init__.py	21	CODE
LOW	clearml/__init__.py	21	CODE
LOW	clearml/logger.py	40	CODE
LOW	clearml/logger.py	41	CODE
LOW	clearml/task_parameters.py	18	CODE
LOW	clearml/backend_config/config.py	1	CODE
LOW	clearml/backend_config/__init__.py	1	CODE
LOW	clearml/backend_config/__init__.py	2	CODE
LOW	clearml/backend_config/__init__.py	2	CODE
LOW	clearml/backend_config/__init__.py	3	CODE
LOW	clearml/backend_config/__init__.py	4	CODE
LOW	clearml/backend_config/utils.py	10	CODE
LOW	clearml/config/__init__.py	11	CODE
LOW	clearml/debugging/__init__.py	2	CODE
LOW	clearml/debugging/__init__.py	2	CODE
LOW	clearml/debugging/__init__.py	2	CODE
LOW	clearml/debugging/__init__.py	2	CODE
LOW	clearml/debugging/__init__.py	2	CODE
LOW	clearml/debugging/__init__.py	2	CODE
LOW	clearml/debugging/__init__.py	2	CODE
LOW	clearml/debugging/__init__.py	11	CODE
LOW	clearml/datasets/__init__.py	1	CODE
LOW	clearml/datasets/__init__.py	1	CODE
LOW	clearml/datasets/dataset.py	81	CODE
LOW	clearml/cli/config/__main__.py	2	CODE
LOW	clearml/binding/joblib_bind.py	64	CODE
LOW	clearml/binding/hydra_bind.py	7	CODE
LOW	clearml/binding/artifacts.py	50	CODE
LOW	clearml/binding/frameworks/tensorflow_bind.py	31	CODE
LOW	clearml/binding/frameworks/__init__.py	18	CODE
LOW	clearml/binding/frameworks/fastai_bind.py	19	CODE
LOW	clearml/binding/frameworks/xgboost_bind.py	11	CODE
LOW	clearml/binding/frameworks/base_bind.py	5	CODE
LOW	clearml/storage/util.py	7	CODE
LOW	clearml/storage/util.py	8	CODE
LOW	clearml/storage/util.py	8	CODE
LOW	clearml/storage/util.py	8	CODE
LOW	clearml/storage/util.py	8	CODE
LOW	clearml/storage/util.py	8	CODE
LOW	clearml/storage/util.py	15	CODE
LOW	clearml/storage/util.py	16	CODE
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Deep Nesting248 hits · 184 pts

Severity	File	Line	Context
LOW	clearml/task.py	280	CODE
LOW	clearml/task.py	983	CODE
LOW	clearml/task.py	1169	CODE
LOW	clearml/task.py	1237	CODE
LOW	clearml/task.py	2231	CODE
LOW	clearml/task.py	2510	CODE
LOW	clearml/task.py	4403	CODE
LOW	clearml/task.py	4731	CODE
LOW	clearml/task.py	4958	CODE
LOW	clearml/task.py	5020	CODE
LOW	clearml/logger.py	1466	CODE
LOW	clearml/backend_config/config.py	189	CODE
LOW	clearml/backend_config/utils.py	39	CODE
LOW	clearml/config/__init__.py	182	CODE
LOW	clearml/debugging/trace.py	125	CODE
LOW	clearml/debugging/trace.py	312	CODE
LOW	clearml/datasets/dataset.py	748	CODE
LOW	clearml/datasets/dataset.py	1697	CODE
LOW	clearml/datasets/dataset.py	2254	CODE
LOW	clearml/datasets/dataset.py	2459	CODE
LOW	clearml/datasets/dataset.py	3576	CODE
LOW	clearml/datasets/dataset.py	3642	CODE
LOW	clearml/datasets/dataset.py	3767	CODE
LOW	clearml/datasets/dataset.py	3886	CODE
LOW	clearml/datasets/dataset.py	3955	CODE
LOW	clearml/datasets/dataset.py	4117	CODE
LOW	clearml/datasets/dataset.py	2477	CODE
LOW	clearml/datasets/dataset.py	3645	CODE
LOW	clearml/cli/config/__main__.py	224	CODE
LOW	clearml/cli/task/__main__.py	219	CODE
LOW	clearml/cli/data/__main__.py	639	CODE
LOW	clearml/cli/debug/__main__.py	24	CODE
LOW	clearml/binding/environ_bind.py	30	CODE
LOW	clearml/binding/environ_bind.py	158	CODE
LOW	clearml/binding/click_bind.py	78	CODE
LOW	clearml/binding/matplotlib_bind.py	287	CODE
LOW	clearml/binding/matplotlib_bind.py	349	CODE
LOW	clearml/binding/matplotlib_bind.py	440	CODE
LOW	clearml/binding/matplotlib_bind.py	449	CODE
LOW	clearml/binding/jsonargs_bind.py	87	CODE
LOW	clearml/binding/jsonargs_bind.py	207	CODE
LOW	clearml/binding/joblib_bind.py	34	CODE
LOW	clearml/binding/hydra_bind.py	160	CODE
LOW	clearml/binding/args.py	181	CODE
LOW	clearml/binding/artifacts.py	203	CODE
LOW	clearml/binding/artifacts.py	497	CODE
LOW	clearml/binding/artifacts.py	1166	CODE
LOW	clearml/binding/absl_bind.py	105	CODE
LOW	clearml/binding/frameworks/tensorflow_bind.py	310	CODE
LOW	clearml/binding/frameworks/tensorflow_bind.py	445	CODE
LOW	clearml/binding/frameworks/tensorflow_bind.py	820	CODE
LOW	clearml/binding/frameworks/tensorflow_bind.py	1111	CODE
LOW	clearml/binding/frameworks/tensorflow_bind.py	1528	CODE
LOW	clearml/binding/frameworks/tensorflow_bind.py	1578	CODE
LOW	clearml/binding/frameworks/tensorflow_bind.py	1628	CODE
LOW	clearml/binding/frameworks/tensorflow_bind.py	1677	CODE
LOW	clearml/binding/frameworks/tensorflow_bind.py	1724	CODE
LOW	clearml/binding/frameworks/tensorflow_bind.py	1955	CODE
LOW	clearml/binding/frameworks/tensorflow_bind.py	2094	CODE
LOW	clearml/binding/frameworks/pytorch_bind.py	210	CODE
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AI Structural Patterns184 hits · 156 pts

Severity	File	Line	Context
LOW	clearml/task.py	280	CODE
LOW	clearml/task.py	1295	CODE
LOW	clearml/task.py	2969	CODE
LOW	clearml/logger.py	281	CODE
LOW	clearml/logger.py	642	CODE
LOW	clearml/logger.py	731	CODE
LOW	clearml/logger.py	853	CODE
LOW	clearml/model.py	460	CODE
LOW	clearml/model.py	826	CODE
LOW	clearml/model.py	911	CODE
LOW	clearml/model.py	1023	CODE
LOW	clearml/model.py	1647	CODE
LOW	clearml/model.py	2131	CODE
LOW	clearml/model.py	2319	CODE
LOW	clearml/backend_config/bucket_config.py	45	CODE
LOW	clearml/backend_config/bucket_config.py	129	CODE
LOW	clearml/datasets/dataset.py	748	CODE
LOW	clearml/datasets/dataset.py	1433	CODE
LOW	clearml/datasets/dataset.py	1631	CODE
LOW	clearml/datasets/dataset.py	1697	CODE
LOW	clearml/datasets/dataset.py	1868	CODE
LOW	clearml/binding/matplotlib_bind.py	349	CODE
LOW	clearml/binding/artifacts.py	497	CODE
LOW	clearml/storage/helper.py	2565	CODE
LOW	clearml/storage/helper.py	4035	CODE
LOW	clearml/storage/helper.py	4293	CODE
LOW	clearml/utilities/proxy_object.py	62	CODE
LOW	clearml/utilities/plotly_reporter.py	17	CODE
LOW	clearml/utilities/plotly_reporter.py	179	CODE
LOW	clearml/utilities/plotly_reporter.py	233	CODE
LOW	clearml/utilities/plotly_reporter.py	296	CODE
LOW	clearml/utilities/plotly_reporter.py	343	CODE
LOW	clearml/utilities/plotly_reporter.py	586	CODE
LOW	clearml/utilities/gpu/pynvml.py	1954	CODE
LOW	clearml/utilities/gpu/pynvml.py	3006	CODE
LOW	clearml/automation/controller.py	223	CODE
LOW	clearml/automation/controller.py	486	CODE
LOW	clearml/automation/controller.py	774	CODE
LOW	clearml/automation/controller.py	1594	CODE
LOW	clearml/automation/controller.py	2440	CODE
LOW	clearml/automation/controller.py	3994	CODE
LOW	clearml/automation/controller.py	4474	CODE
LOW	clearml/automation/controller.py	4975	CODE
LOW	clearml/automation/job.py	517	CODE
LOW	clearml/automation/optimization.py	1439	CODE
LOW	clearml/automation/scheduler.py	611	CODE
LOW	clearml/automation/trigger.py	342	CODE
LOW	clearml/automation/trigger.py	421	CODE
LOW	clearml/automation/trigger.py	528	CODE
LOW	clearml/automation/hpbandster/bandster.py	274	CODE
LOW	clearml/backend_api/utils.py	120	CODE
LOW	clearml/backend_api/services/v2_9/queues.py	230	CODE
LOW	clearml/backend_api/services/v2_9/queues.py	757	CODE
LOW	clearml/backend_api/services/v2_9/tasks.py	140	CODE
LOW	clearml/backend_api/services/v2_9/tasks.py	704	CODE
LOW	clearml/backend_api/services/v2_9/tasks.py	1446	CODE
LOW	clearml/backend_api/services/v2_9/tasks.py	2306	CODE
LOW	clearml/backend_api/services/v2_9/tasks.py	3129	CODE
LOW	clearml/backend_api/services/v2_9/tasks.py	4346	CODE
LOW	clearml/backend_api/services/v2_9/tasks.py	5477	CODE
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Modern Structural Boilerplate169 hits · 148 pts

Severity	File	Line	Snippet	Context
LOW	clearml/task.py	2017	def set_progress(self, progress: int) -> None:	CODE
LOW	clearml/task.py	2149	def set_packages(self, packages: Union[str, Path, Sequence[str]]) -> None:	CODE
LOW	clearml/task.py	2614	def set_launch_multi_node_runtime_props(task: Task, conf: Dict[str, Any]) -> None:	CODE
LOW	clearml/task.py	3220	def set_model_label_enumeration(self, enumeration: Optional[Dict[str, int]] = None) -> None:	CODE
LOW	clearml/task.py	3318	def set_parameters_as_dict(self, dictionary: Dict) -> None:	CODE
LOW	clearml/task.py	3995	def set_offline(cls, offline_mode: bool = False) -> None:	CODE
LOW	clearml/task.py	4378	def _set_startup_info(self) -> None:	CODE
LOW	clearml/task.py	4783	def _update_args_dict(task: Task, config_dict: Dict) -> None:	CODE
LOW	clearml/__init__.py	30	__all__ = [	CODE
LOW⚡	clearml/logger.py	1669	def _set_tensorboard_series_prefix(self, prefix: Optional[str]) -> None:	CODE
LOW	clearml/logger.py	1205	def set_default_upload_destination(self, uri: str) -> None:	CODE
LOW	clearml/logger.py	1265	def set_flush_period(self, period: float) -> None:	CODE
LOW	clearml/logger.py	1277	def set_default_debug_sample_history(self, max_history: int) -> None:	CODE
LOW	clearml/logger.py	1412	def set_reporting_nan_value(cls, value: float, warn_period: int = 1000) -> None:	CODE
LOW	clearml/logger.py	1424	def set_reporting_inf_value(cls, value: float, warn_period: int = 1000) -> None:	CODE
LOW	clearml/model.py	1140	def _set_task(self, value: _Task) -> None:	CODE
LOW	clearml/model.py	1153	def _set_package_tag(self) -> None:	CODE
LOW	clearml/model.py	2283	def set_upload_destination(self, uri: str) -> None:	CODE
LOW	clearml/model.py	2680	def set_default_upload_uri(cls, output_uri: Optional[str]) -> None:	CODE
LOW	clearml/task_parameters.py	20	__all__ = ["range_validator", "param", "percent_param", "TaskParameters"]	CODE
LOW	clearml/task_parameters.py	151	def update_from_dict(self, source_dict: dict) -> None:	CODE
LOW	clearml/backend_config/config.py	413	def set_overrides(self, *dicts: Any) -> None:	CODE
LOW	clearml/backend_config/bucket_config.py	117	def _update_prefixes(self, refresh: bool = True) -> None:	CODE
LOW	clearml/backend_config/bucket_config.py	206	def update_config_with_defaults(self, bucket_config: S3BucketConfig) -> None:	CODE
LOW	clearml/backend_config/bucket_config.py	355	def update_config_with_defaults(self, bucket_config: GSBucketConfig) -> None:	CODE
LOW	clearml/backend_config/bucket_config.py	502	def update_config_with_defaults(self, bucket_config: AzureContainerConfig) -> None:	CODE
LOW	clearml/backend_config/__init__.py	6	__all__ = ["Environment", "Config", "ConfigEntry", "ConfigurationError", "EnvEntry"]	CODE
LOW	clearml/config/__init__.py	39	def set_overrides(cls, args: Any, *kwargs: Any) -> None:	CODE
LOW	clearml/config/__init__.py	44	def set_config_impl(cls, value: "ConfigWrapper") -> None:	CODE
LOW	clearml/config/__init__.py	66	def set_overrides(cls, args: Any, *kwargs: Any) -> None:	CODE
LOW	clearml/debugging/__init__.py	13	__all__ = [	CODE
LOW	clearml/datasets/__init__.py	3	__all__ = [	CODE
LOW	clearml/datasets/dataset.py	1094	def set_description(self, description: str) -> None:	CODE
LOW	clearml/datasets/dataset.py	2428	def _update_dependency_graph(self) -> None:	CODE
LOW	clearml/datasets/dataset.py	3183	def set_offline(cls, offline_mode: bool = False) -> None:	CODE
LOW	clearml/datasets/dataset.py	3745	def _set_project_system_tags(cls, task: Task) -> None:	CODE
LOW	clearml/binding/environ_bind.py	19	def update_current_task(cls, task: Any) -> None:	CODE
LOW	clearml/binding/click_bind.py	65	def _update_task_args(cls) -> None:	CODE
LOW⚡	clearml/binding/matplotlib_bind.py	149	def _update_matplotlib_image_support() -> None:	CODE
LOW⚡	clearml/binding/matplotlib_bind.py	156	def _update_matplotlib_version() -> None:	CODE
LOW⚡	clearml/binding/matplotlib_bind.py	208	def update_current_task(task: Any) -> None:	CODE
LOW	clearml/binding/jsonargs_bind.py	65	def update_current_task(cls, task: Any) -> None:	CODE
LOW	clearml/binding/jsonargs_bind.py	87	def _update_task_args(cls, parser: "ArgumentParser" = None, subcommand: str = None) -> None:	CODE
LOW	clearml/binding/fire_bind.py	82	def _update_task_args(cls) -> None:	CODE
LOW	clearml/binding/joblib_bind.py	91	def update_current_task(task: Any) -> None:	CODE
LOW	clearml/binding/hydra_bind.py	61	def update_current_task(task: Any) -> None:	CODE
LOW	clearml/binding/absl_bind.py	15	def update_current_task(cls, task: _Arguments) -> None:	CODE
LOW	clearml/binding/absl_bind.py	105	def _update_current_flags(cls, FLAGS: Any) -> None:	CODE
LOW	clearml/binding/gradio_bind.py	41	def update_current_task(cls, task: Optional[Any] = None) -> None:	CODE
LOW	clearml/binding/frameworks/tensorflow_bind.py	68	def set_tensorboard_used(cls) -> None:	CODE
LOW	clearml/binding/frameworks/tensorflow_bind.py	992	def update_current_task(cls, task: Any, **kwargs: Any) -> None:	CODE
LOW	clearml/binding/frameworks/tensorflow_bind.py	1088	def update_current_task(task: Any, **kwargs: Any) -> None:	CODE
LOW	clearml/binding/frameworks/tensorflow_bind.py	1341	def update_current_task(task: Any, **kwargs: Any) -> None:	CODE
LOW	clearml/binding/frameworks/tensorflow_bind.py	1443	def update_current_task(task: Any, **kwargs: Any) -> None:	CODE
LOW	clearml/binding/frameworks/tensorflow_bind.py	1831	def update_current_task(task: Any, **_: Any) -> None:	CODE
LOW	clearml/binding/frameworks/tensorflow_bind.py	2203	def _update_outputmodel(self, args: Any, *kwargs: Any) -> None:	CODE
LOW	clearml/binding/frameworks/tensorflow_bind.py	2283	def update_current_task(task: Any, **_: Any) -> None:	CODE
LOW	clearml/binding/frameworks/tensorflow_bind.py	2618	def update_current_task(task: Any, **_: Any) -> None:	CODE
LOW	clearml/binding/frameworks/catboost_bind.py	18	def update_current_task(task: Framework, **kwargs: Any) -> None:	CODE
LOW	clearml/binding/frameworks/pytorch_bind.py	29	def update_current_task(task: Any, **_: Any) -> None:	CODE
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Decorative Section Separators28 hits · 105 pts

Severity	File	Line	Snippet	Context
MEDIUM	examples/reporting/config_files.py	15	# -----------------------------------------------	COMMENT
MEDIUM	examples/reporting/config_files.py	20	# -----------------------------------------------	COMMENT
MEDIUM⚡	examples/reporting/hyper_parameters.py	26	# -----------------------------------------------	COMMENT
MEDIUM⚡	examples/reporting/hyper_parameters.py	28	# -----------------------------------------------	COMMENT
MEDIUM⚡	examples/reporting/hyper_parameters.py	34	# -----------------------------------------------	COMMENT
MEDIUM⚡	examples/reporting/hyper_parameters.py	36	# -----------------------------------------------	COMMENT
MEDIUM⚡	examples/reporting/hyper_parameters.py	67	# -----------------------------------------------	COMMENT
MEDIUM⚡	examples/reporting/hyper_parameters.py	69	# -----------------------------------------------	COMMENT
MEDIUM	examples/reporting/hyper_parameters.py	92	# -----------------------------------------------	COMMENT
MEDIUM	examples/reporting/hyper_parameters.py	94	# -----------------------------------------------	COMMENT
MEDIUM	examples/frameworks/tensorflow/tensorboard_pr_curve.py	14	# ==============================================================================	COMMENT
MEDIUM	…s/tensorflow/legacy/tensorflow_mnist_with_summaries.py	14	# ==============================================================================	COMMENT
MEDIUM	…s/frameworks/tensorflow/legacy/tensorboard_pr_curve.py	16	# ==============================================================================	COMMENT
MEDIUM	…mples/frameworks/tensorflow/legacy/tensorflow_eager.py	16	# ==============================================================================	COMMENT
MEDIUM⚡	…meworks/pytorch-lightning/pytorch_lightning_example.py	70	# ------------	COMMENT
MEDIUM⚡	…meworks/pytorch-lightning/pytorch_lightning_example.py	72	# ------------	COMMENT
MEDIUM⚡	…meworks/pytorch-lightning/pytorch_lightning_example.py	81	# ------------	COMMENT
MEDIUM⚡	…meworks/pytorch-lightning/pytorch_lightning_example.py	83	# ------------	COMMENT
MEDIUM⚡	…meworks/pytorch-lightning/pytorch_lightning_example.py	86	# ------------	COMMENT
MEDIUM⚡	…meworks/pytorch-lightning/pytorch_lightning_example.py	88	# ------------	COMMENT
MEDIUM⚡	…meworks/pytorch-lightning/pytorch_lightning_example.py	92	# ------------	COMMENT
MEDIUM⚡	…meworks/pytorch-lightning/pytorch_lightning_example.py	94	# ------------	COMMENT
MEDIUM	examples/frameworks/pytorch/pytorch_matplotlib.py	24	# --------------------	COMMENT
MEDIUM	examples/frameworks/pytorch/pytorch_matplotlib.py	35	# -----------------------------------------	COMMENT
MEDIUM	examples/frameworks/pytorch/pytorch_matplotlib.py	82	# ------------------	COMMENT
MEDIUM	examples/frameworks/pytorch/pytorch_matplotlib.py	153	# --------------	COMMENT
MEDIUM	examples/frameworks/pytorch/pytorch_matplotlib.py	258	# -------------------	COMMENT
MEDIUM	examples/frameworks/pytorch/pytorch_matplotlib.py	392	# ----------------	COMMENT

Self-Referential Comments22 hits · 68 pts

Severity	File	Line	Snippet	Context
MEDIUM	clearml/logger.py	1222	# Create the storage helper	COMMENT
MEDIUM	clearml/model.py	2307	# Create the storage helper	COMMENT
MEDIUM	clearml/utilities/locks/utils.py	49	# Create the parent directory if it doesn't exist	COMMENT
MEDIUM	clearml/utilities/locks/utils.py	210	# Create the parent directory if it doesn't exist	COMMENT
MEDIUM	clearml/automation/aws_driver.py	124	# Create a request for a spot instance in AWS	COMMENT
MEDIUM	clearml/automation/aws_driver.py	143	# Create a new EC2 instance	COMMENT
MEDIUM	examples/reporting/matplotlib_automatic_reporting.py	12	# Create a plot	COMMENT
MEDIUM	examples/reporting/matplotlib_manual_reporting.py	10	# Create a new task, disable automatic matplotlib connect	COMMENT
MEDIUM⚡	examples/reporting/hyper_parameters.py	71	# Define a class that inherits from TaskParameters.	COMMENT
MEDIUM	examples/datasets/urbansounds_get_data.py	59	# Create a pandas dataframe containing labels and other info we need later (fold is for train test split)	COMMENT
MEDIUM	examples/scheduler/cron_example.py	12	# Create the scheduler controller	COMMENT
MEDIUM	examples/automation/toy_base_task.py	9	# Create a dictionary for hyper-parameters	COMMENT
MEDIUM	examples/automation/programmatic_orchestration.py	9	# Create a hyper-parameter dictionary for the task	COMMENT
MEDIUM	…mples/automation/manual_random_param_search_example.py	13	# Create a hyper-parameter dictionary for the task	COMMENT
MEDIUM	examples/frameworks/keras/keras_v3.py	7	# Create a simple model.	COMMENT
MEDIUM	examples/frameworks/tensorflow/tensorboard_pr_curve.py	75	# Create a normal distribution layer used to generate true color labels.	COMMENT
MEDIUM	examples/frameworks/tensorflow/tensorflow_mnist.py	66	# Create an instance of the model	COMMENT
MEDIUM	…s/tensorflow/legacy/tensorflow_mnist_with_summaries.py	48	# Create a multilayer model.	COMMENT
MEDIUM	…s/frameworks/tensorflow/legacy/tensorboard_pr_curve.py	74	# Create a normal distribution layer used to generate true color labels.	COMMENT
MEDIUM	…mples/frameworks/tensorflow/legacy/tensorflow_eager.py	274	# Create the models and optimizers.	COMMENT
MEDIUM	examples/frameworks/matplotlib/matplotlib_example.py	12	# Create a plot	COMMENT
MEDIUM	…/legacy/data-registration/register_dataset_with_roi.py	55	# Create the SingleFrame object	COMMENT

Cross-Language Confusion13 hits · 48 pts

Severity	File	Line	Snippet	Context
HIGH	clearml/utilities/plotlympl/mplexporter/tools.py	18	if (window['d3'] === undefined) {{	CODE
HIGH	clearml/utilities/plotlympl/mplexporter/tools.py	25	if (window['topojson'] === undefined) {{	CODE
HIGH	…ities/plotlympl/mplexporter/renderers/fake_renderer.py	81	When the following are left undefined, they will be implemented via	STRING
HIGH	clearml/backend_api/services/v2_9/workers.py	2142	:param queues: List of queue IDs on which the worker is listening. If null, the	STRING
HIGH	clearml/backend_api/services/v2_9/workers.py	2236	"description": "List of queue IDs on which the worker is listening. If null, the worker's queues list wi	CODE
HIGH	clearml/backend_api/services/v2_20/workers.py	2176	:param queues: List of queue IDs on which the worker is listening. If null, the worker's queues list	STRING
HIGH	clearml/backend_api/services/v2_20/workers.py	2270	"description": "List of queue IDs on which the worker is listening. If null, the worker's queues list wi	CODE
HIGH	clearml/backend_api/services/v2_13/workers.py	2142	:param queues: List of queue IDs on which the worker is listening. If null, the	STRING
HIGH	clearml/backend_api/services/v2_13/workers.py	2236	"description": "List of queue IDs on which the worker is listening. If null, the worker's queues list wi	CODE
HIGH	clearml/backend_api/services/v2_23/workers.py	2262	:param queues: List of queue IDs on which the worker is listening. If null, the	STRING
HIGH	clearml/backend_api/services/v2_23/workers.py	2358	"description": "List of queue IDs on which the worker is listening. If null, the worker's queues list wi	CODE
HIGH	clearml/backend_interface/metrics/reporter.py	495	:param nan_as_null: If True, Convert NaN to None (null), otherwise use 'nan'	STRING
HIGH	clearml/backend_interface/task/task.py	2299	"plot_str": "{'data': [{'type': 'scatter', 'mode': 'markers', 'name': null,	STRING

Hallucination Indicators3 hits · 35 pts

Severity	File	Line	Snippet	Context
CRITICAL	clearml/storage/helper.py	1559	from azure.core.exceptions import HttpResponseError # noqa	CODE
CRITICAL	clearml/storage/helper.py	1603	from azure.core.exceptions import HttpResponseError # noqa	CODE
CRITICAL⚡	clearml/automation/controller.py	219	self.job_started = self.job.task.data.started.timestamp()	CODE

Over-Commented Block38 hits · 34 pts

Severity	File	Line	Snippet	Context
LOW	clearml/binding/matplotlib_bind.py	561		COMMENT
LOW	clearml/binding/frameworks/tensorflow_bind.py	281	_current_task = None	COMMENT
LOW	clearml/binding/frameworks/__init__.py	301	trains_in_model = model_info.model	COMMENT
LOW	clearml/binding/frameworks/__init__.py	361	try:	COMMENT
LOW	clearml/storage/helper.py	2201	path = self.get_object_cdn_url(obj)	COMMENT
LOW	clearml/utilities/version.py	281	dev: Optional[Tuple[str, int]],	COMMENT
LOW	clearml/utilities/resource_monitor.py	241	else:	COMMENT
LOW	clearml/utilities/distutils_version.py	81	# __init__ (string) - create and take same action as 'parse'	COMMENT
LOW	clearml/utilities/distutils_version.py	201	# sequences of letters. If only periods, then these are compared	COMMENT
LOW	clearml/utilities/distutils_version.py	221	#	COMMENT
LOW	clearml/utilities/distutils_version.py	241	# version numbering scheme to its domination. The free-thinking	COMMENT
LOW	clearml/utilities/gpu/pynvml.py	1	#####	COMMENT
LOW	clearml/utilities/gpu/pynvml.py	21	# CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF	COMMENT
LOW	clearml/utilities/gpu/pynvml.py	1121		COMMENT
LOW	clearml/utilities/gpu/gpustat.py	401		COMMENT
LOW	clearml/utilities/gpu/pyrsmi.py	1	# MIT License	COMMENT
LOW	clearml/automation/bash_script_template.py	1	import shlex	COMMENT
LOW	…on/hyper-parameter-optimization/multi_objective_hpo.py	41	# Notice: The parameter name should exactly match what you see in the UI: <section_name>/<parameter>	COMMENT
LOW	…on/hyper-parameter-optimization/multi_objective_hpo.py	61	max_number_of_concurrent_tasks=1,	COMMENT
LOW	…on/hyper-parameter-optimization/multi_objective_hpo.py	81	# Does not apply for simple strategies such as RandomSearch or GridSearch	COMMENT
LOW	…er-parameter-optimization/hyper_parameter_optimizer.py	61	# here we define the hyper-parameters to optimize	COMMENT
LOW	…er-parameter-optimization/hyper_parameter_optimizer.py	81	max_number_of_concurrent_tasks=2,	COMMENT
LOW	examples/scheduler/cron_example.py	21	hour=10,	COMMENT
LOW	…s/frameworks/jsonargparse/pytorch_lightning_cli_old.py	1	# Copyright The PyTorch Lightning team.	COMMENT
LOW	examples/frameworks/tensorflow/tensorboard_pr_curve.py	1	# Copyright 2017 The TensorFlow Authors. All Rights Reserved.	COMMENT
LOW	…s/tensorflow/legacy/tensorflow_mnist_with_summaries.py	1	# Copyright 2015 The TensorFlow Authors. All Rights Reserved.	COMMENT
LOW	…s/frameworks/tensorflow/legacy/tensorboard_pr_curve.py	1	# ClearML - Example of new tensorboard pr_curves model	COMMENT
LOW	…mples/frameworks/tensorflow/legacy/tensorflow_eager.py	1	# ClearML - Example of tensorflow eager mode, model logging and tensorboard	COMMENT
LOW	…meworks/pytorch-lightning/pytorch_lightning_example.py	81	# ------------	COMMENT
LOW	examples/frameworks/pytorch/pytorch_matplotlib.py	21		COMMENT
LOW	examples/frameworks/pytorch/pytorch_matplotlib.py	81	# Loading the Images	COMMENT
LOW	examples/frameworks/pytorch/pytorch_matplotlib.py	161	# content image :math:`C`. The feature maps of the content image(:math:`F_{CL}`) must be	COMMENT
LOW	examples/frameworks/pytorch/pytorch_matplotlib.py	181	# we 'detach' the target content from the tree used	COMMENT
LOW	examples/frameworks/pytorch/pytorch_matplotlib.py	201	# Style Loss	COMMENT
LOW	examples/frameworks/pytorch/pytorch_matplotlib.py	261	# layer VGG network like the one used in the paper.	COMMENT
LOW	examples/frameworks/pytorch/pytorch_matplotlib.py	381	input_img = content_img.clone()	COMMENT
LOW	examples/frameworks/pytorch/pytorch_matplotlib.py	401	def get_input_optimizer(input_img):	COMMENT
LOW	.github/workflows/codeql-analysis.yml	1	# For most projects, this workflow file will not need changing; you simply need	COMMENT

AI Slop Vocabulary13 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	clearml/datasets/dataset.py	2943	# just create the dataset target folder	COMMENT
LOW	clearml/datasets/dataset.py	2998	# if we have no dependencies, we can just return now	COMMENT
LOW	clearml/datasets/dataset.py	3390	# Backwards compatibility, if the task was made before the new table change, just use the old system	COMMENT
LOW	clearml/binding/frameworks/__init__.py	208	# not a recognized type, we just return it back	COMMENT
LOW⚡	clearml/storage/helper.py	2678	# since async uploaders are daemon threads, we can just return and let them close by themselves	COMMENT
LOW	clearml/utilities/resource_monitor.py	238	# if we do not have last_iteration, we just use seconds as iteration	COMMENT
LOW	clearml/utilities/parallel.py	92	# assume we wait only if self.__pool was nulled between the if and now, so just call directly	COMMENT
LOW	clearml/automation/controller.py	5523	# if this is a debug run just call the function (no parallelization).	COMMENT
LOW	clearml/automation/job.py	629	# if we found a task, just use	COMMENT
LOW	clearml/backend_interface/task/args.py	426	# we should just use the original default value	COMMENT
LOW	clearml/backend_interface/task/args.py	619	# in non-remote mode, and just add it to the task's parameters	COMMENT
LOW	…ets/legacy/data-registration/register_dataset_masks.py	82	# create a specific dataset version, or just use the latest version	COMMENT
LOW	…/legacy/data-registration/register_dataset_with_roi.py	92	# create a specific dataset version, or just use the latest version	COMMENT

Verbosity Indicators6 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW⚡	clearml/automation/hpbandster/bandster.py	348	# Step 1: Start a NameServer	COMMENT
LOW⚡	clearml/automation/hpbandster/bandster.py	357	# Step 2: Start the workers	COMMENT
LOW	clearml/automation/hpbandster/bandster.py	375	# Step 3: Run an optimizer	COMMENT
LOW	clearml/automation/hpbandster/bandster.py	391	# Step 4: if we get here, Shutdown	COMMENT
LOW⚡	clearml/automation/hpbandster/bandster.py	407	# Step 5: Analysis	COMMENT
LOW⚡	clearml/automation/hpbandster/bandster.py	412	# Step 6: Print Analysis	COMMENT

Structural Annotation Overuse6 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW⚡	clearml/automation/hpbandster/bandster.py	348	# Step 1: Start a NameServer	COMMENT
LOW⚡	clearml/automation/hpbandster/bandster.py	357	# Step 2: Start the workers	COMMENT
LOW	clearml/automation/hpbandster/bandster.py	375	# Step 3: Run an optimizer	COMMENT
LOW	clearml/automation/hpbandster/bandster.py	391	# Step 4: if we get here, Shutdown	COMMENT
LOW⚡	clearml/automation/hpbandster/bandster.py	407	# Step 5: Analysis	COMMENT
LOW⚡	clearml/automation/hpbandster/bandster.py	412	# Step 6: Print Analysis	COMMENT

Docstring Block Structure2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	clearml/storage/size.py	116	Parse a human-readable data size and return the number of bytes. Match humanfriendly.parse_size :param siz	STRING
HIGH	clearml/automation/controller.py	252	Create a new pipeline controller. The newly created object will launch and monitor the new experiments.	STRING

Redundant / Tautological Comments8 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	clearml/task.py	878	# Check if parse args already called. If so, sync task parameters with parser	COMMENT
LOW	clearml/model.py	2388	# Check if weights_filename is a folder, is package upload	COMMENT
LOW	clearml/storage/helper.py	2267	# Check if there are any objects inside this	COMMENT
LOW	clearml/storage/helper.py	3232	# Check if driver type supports direct access:	COMMENT
LOW	clearml/storage/helper.py	4224	# Check if the file exists in the secondary cache and download it from there	COMMENT
LOW	clearml/storage/helper.py	4418	# Check if we need to clean the cache	COMMENT
LOW	clearml/automation/auto_scaler.py	275	# Check if we have tasks waiting on one of the designated queues	COMMENT
LOW	examples/automation/toy_base_task.py	18	# Print the value to demonstrate it is the value is set by the initiating task.	COMMENT

Slop Phrases4 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	clearml/task.py	892	# The logger will automatically take care of all patching (we just need to make sure to initialize it)	COMMENT
LOW	clearml/utilities/locks/portalocker.py	51	# windows locks byte ranges, so make sure to lock from file start	COMMENT
LOW	examples/hyperdatasets/create_doc_entries.py	31	# TODO: make sure you document on how this is used -> the user needs to make sure the class is in python space when fetc	COMMENT
MEDIUM	…/legacy/data-ingestion/dataview_example_singleframe.py	21	# This is a general example, you can change the parameters of the `add_query` function	COMMENT

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	examples/automation/programmatic_orchestration.py	14	# In this example we pass next task's name as a parameter	COMMENT

Fake / Example Data6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	examples/reporting/text_reporting.py	43	Lorem ipsum dolor sit amet, consectetur adipiscing elit.	CODE
LOW	examples/reporting/text_reporting.py	43	Lorem ipsum dolor sit amet, consectetur adipiscing elit.	CODE
LOW	…s/tensorflow/legacy/tensorflow_mnist_with_summaries.py	45	mnist = input_data.read_data_sets(FLAGS.data_dir, fake_data=FLAGS.fake_data)	CODE
LOW	…s/tensorflow/legacy/tensorflow_mnist_with_summaries.py	156	if train or FLAGS.fake_data:	CODE
LOW	…s/tensorflow/legacy/tensorflow_mnist_with_summaries.py	157	xs, ys = mnist.train.next_batch(FLAGS.batch_size, fake_data=FLAGS.fake_data)	CODE
LOW	…s/tensorflow/legacy/tensorflow_mnist_with_summaries.py	201	parser.add_argument('--fake_data', nargs='?', const=True, type=bool,	CODE

TODO Padding1 hit · 0 pts

Severity	File	Line	Snippet	Context
LOW	clearml/datasets/dataset.py	2599	pass # TODO: implement	CODE

clearml/clearml

Open-Source Code Quality, Security and Technical Debt Review