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aimhubio/aim

Aim 💫 — An easy-to-use & supercharged open-source experiment tracker.

4.9 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for aimhubio/aim, a Python project with 6,283 GitHub stars. SynthScan examined 163,385 lines of code across 1962 source files, recording 606 pattern matches distributed across 15 syntactic categories. The legacy adjusted pattern signal is 4.9 (Low pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

4.9
Adjusted Signal
4.9
Raw Pattern Score
100%
Time Factor
2026-10-10
Last Push
6.3K
Stars
Python
Language
163.4K
Lines of Code
2.0K
Files
606
Pattern Hits
2026-10-12
Scan Date
0.02
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 10.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 351 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.4/100 · LOW

Are imports declared and package/API names verified? 112 finding(s).

Agent Over-Engineering Ratio 17.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 415 finding(s).

PR Review Velocity Impact 22.9/100 · LOW

Which changes need focused human review? 606 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

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

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 0HIGH 44MEDIUM 12LOW 550

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 606 distinct pattern matches across 15 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.

Hyper-Verbose Identifiers254 hits · 264 pts
SeverityFileLineSnippetContext
LOWperformance_tests/storage/utils.py18def random_access_metric_values(repo, query, density):CODE
LOWperformance_tests/storage/utils.py31def iterative_access_metric_values(repo, query):CODE
LOWperformance_tests/storage/utils.py37def collect_sequence_containers():CODE
LOWperformance_tests/sdk/test_data_collection.py20 def test_collect_metrics_data(self, query_key, query):CODE
LOWtests/utils.py19def decode_encoded_tree_stream(stream: Iterator[bytes], concat_chunks=False) -> bytes:CODE
LOWtests/ext/test_tensorboard_run.py10 def test_tensorboard_tracker_run__default_no_capture(self):CODE
LOWtests/ext/test_tensorboard_run.py26 def test_tensorboard_tracker_run__system_stats_captured(self):CODE
LOWtests/ext/test_tensorboard_run.py41 def test_tensorboard_tracker_run__terminal_capture(self):CODE
LOWtests/ext/test_tensorboard_run.py69 def test_tensorboard_tracker_run__system_params_captured(self):CODE
LOWtests/ext/test_tensorboard_tracker.py27 def test__process_tb_image_event(self):CODE
LOWtests/ext/test_tensorboard_tracker.py48 def test__process_tb_image_plugin_event(self):CODE
LOWtests/ext/test_tensorboard_tracker.py83 def test__process_tb_scalar_simple_value_event(self):CODE
LOWtests/ext/test_tensorboard_tracker.py99 def test__process_tb_scalar_plugin_event(self):CODE
LOWtests/ext/test_tensorboard_tracker.py115 def test__process_tb_histogram_event(self):CODE
LOWtests/ext/test_tensorboard_tracker.py135 def test__process_tb_histogram_event_empty_all_zeros(self):CODE
LOWtests/ext/test_tensorboard_tracker.py159 def test__process_tb_histogram_event_empty_no_values(self):CODE
LOWtests/ext/test_tensorboard_tracker.py182 def test__process_tb_histogram_plugin_event(self):CODE
LOWtests/ext/test_tensorboard_tracker.py211 def test__process_tb_histogram_plugin_event_empty_no_values(self):CODE
LOWtests/ext/test_tensorboard_tracker.py234 def test__process_tb_histogram_plugin_event_empty_all_zeros(self):CODE
LOWtests/storage/test_query_with_epoch_none.py11 def test_query_metrics_default_epoch(self):CODE
LOWtests/storage/test_query.py19 def test_query_metrics_empty_query(self):CODE
LOWtests/storage/test_query.py36 def test_query_runs_empty_query(self):CODE
LOWtests/storage/test_query.py42 def test_query_run_structured_params(self):CODE
LOWtests/storage/test_query.py76 def test_query_raise_syntax_error(self):CODE
LOWtests/storage/test_query.py84 def test_syntax_error_handling(self):CODE
LOW⚡tests/storage/test_query.py106 def test_default_query_run_results(self):CODE
LOW⚡tests/storage/test_query.py110 def test_default_query_metric_results(self):CODE
LOW⚡tests/storage/test_query.py114 def test_query_with_archived_expression_run_results(self):CODE
LOW⚡tests/storage/test_query.py122 def test_query_without_archived_expression_metric_results(self):CODE
LOWtests/storage/test_structured_db.py6 def test_entity_chaining_syntax(self):CODE
LOWtests/storage/test_structured_db.py25 def test_context_manager_nesting(self):CODE
LOWtests/integrations/test_deeplake_dataset.py8 def test_dataset_as_run_param(self):CODE
LOWtests/integrations/test_hub_dataset.py8 def test_dataset_as_run_param(self):CODE
LOWtests/integrations/test_dvc_metadata.py11 def test_dvc_files_as_run_param(self, mRepo):CODE
LOWtests/integrations/test_hf_datasets.py11 def test_datasets_as_run_param(self):CODE
LOWtests/sdk/test_utils.py14 def test_should_search_aim_repo_not_found_back_slash(self):CODE
LOWtests/sdk/test_utils.py26 def test_should_search_aim_repo_not_found_dot_back_slash(self, mock_os_path_exists: mock.MagicMock):CODE
LOWtests/sdk/test_utils.py40 def test_should_generate_run_hash_default_len(self):CODE
LOWtests/sdk/test_utils.py51 def test_should_generate_run_hash_twelve_char_long(self):CODE
LOWtests/sdk/test_utils.py64 def test_should_generate_run_hash_six_char_long(self, mock_uuid: MagicMock):CODE
LOWtests/sdk/test_utils.py80 def test_should_get_obj_type_name_str(self):CODE
LOWtests/sdk/test_utils.py91 def test_should_get_clean_repo_path(self):CODE
LOWtests/sdk/test_utils.py102 def test_should_get_clean_repo_path_empty_str(self):CODE
LOWtests/sdk/test_utils.py113 def test_should_get_obj_type_name_list_unknown(self):CODE
LOWtests/sdk/test_utils.py124 def test_should_get_obj_type_name_bool(self):CODE
LOWtests/sdk/test_utils.py135 def test_should_check_types_compatibility_int(self):CODE
LOWtests/sdk/test_utils.py146 def test_should_check_types_compatibility_base_list(self):CODE
LOWtests/sdk/test_utils.py157 def test_should_check_types_compatibility_base_list_str(self):CODE
LOWtests/sdk/test_run_finalization_time.py37 def test_explicit_run_finalize(self):CODE
LOWtests/sdk/test_run_track_type_checking.py7 def test_different_types_on_different_contexts_and_runs(self):CODE
LOWtests/sdk/test_run_track_type_checking.py17 def test_incompatible_type_during_tracking(self):CODE
LOWtests/sdk/test_run_track_type_checking.py36 def test_track_dicts_name_requirements(self):CODE
LOWtests/sdk/test_run_track_type_checking.py48 def test_incompatible_type_after_tracking_restart(self):CODE
LOWtests/sdk/test_run_track_type_checking.py61 def test_type_compatibility_for_empty_list(self):CODE
LOWtests/sdk/test_run_track_type_checking.py93 def test_int_float_compatibility(self):CODE
LOWtests/sdk/test_run_metric_types.py11 def test_numpy_scalar_types_track(self):CODE
LOWtests/sdk/test_run_metric_types.py27 def test_reject_non_scalar_arrays_track(self):CODE
LOWtests/sdk/test_image_construction.py18 def test_image_from_torch_tensor(self):CODE
LOWtests/sdk/test_image_construction.py36 def test_image_from_tf_tensor(self):CODE
LOWtests/sdk/test_run_write_container_data.py12 def test_meta_tree_contexts_and_names(self):CODE
194 more matches not shown…
Empty Error Handlers40 hits · 200 pts
SeverityFileLineSnippetContext
HIGHsetup.py111except OSError:CODE
HIGHaim/web/api/experiments/views.py147except ValueError:CODE
HIGHaim/web/api/projects/views.py140except json.decoder.JSONDecodeError:CODE
HIGHaim/web/api/runs/object_api_utils.py161except asyncio.CancelledError:CODE
HIGHaim/web/api/runs/object_api_utils.py179except asyncio.CancelledError:CODE
HIGHaim/web/api/runs/utils.py190except asyncio.CancelledError:CODE
HIGHaim/web/api/runs/utils.py256except asyncio.CancelledError:CODE
HIGHaim/web/api/runs/utils.py303except asyncio.CancelledError:CODE
HIGHaim/web/api/runs/utils.py334except asyncio.CancelledError:CODE
HIGHaim/web/api/runs/utils.py390except asyncio.CancelledError:CODE
HIGHaim/web/api/runs/utils.py429except asyncio.CancelledError:CODE
HIGHaim/ext/pynvml.py2702except NVMLError:CODE
HIGHaim/ext/pynvml.py2749except NVMLError:CODE
HIGHaim/ext/pynvml.py2800except NVMLError:CODE
HIGHaim/ext/exception_resistant.py35except Exception:CODE
HIGHaim/ext/transport/client.py83except Exception:CODE
HIGHaim/ext/transport/client.py92except Exception:CODE
HIGHaim/ext/transport/tracking.py141except KeyError:CODE
HIGHaim/ext/notebook/notebook.py42except ImportError:CODE
HIGHaim/ext/resource/stat.py186except nvml.NVMLError:CODE
HIGHaim/ext/resource/stat.py155except nvml.NVMLError_NotSupported:CODE
HIGHaim/ext/resource/stat.py163except nvml.NVMLError_NotSupported:CODE
HIGHaim/ext/resource/stat.py171except nvml.NVMLError_NotSupported:CODE
HIGHaim/ext/resource/stat.py182except nvml.NVMLError_NotSupported:CODE
HIGHaim/cli/server/commands.py72except Exception:CODE
HIGHaim/cli/manager/manager.py46except Exception:CODE
HIGHaim/cli/up/commands.py107except Exception:CODE
HIGHaim/storage/proxy.py86except KeyError:CODE
HIGHaim/storage/proxy.py142except KeyError:CODE
HIGHaim/storage/proxy.py405except AttributeError:CODE
HIGHaim/storage/proxy.py107except Exception:CODE
HIGHaim/storage/proxy.py163except Exception:CODE
HIGHaim/sdk/utils.py174except KeyError:CODE
HIGHaim/sdk/utils.py185except KeyError:CODE
HIGHaim/sdk/repo.py749except KeyError:CODE
HIGHaim/sdk/repo.py757except KeyError:CODE
HIGHaim/sdk/tracker.py141except KeyError:CODE
HIGHaim/sdk/reporter/file_manager.py53except OSError:CODE
HIGHaim/sdk/adapters/pytorch_ignite.py94except ModuleNotFoundError:CODE
HIGHaim/sdk/adapters/pytorch_lightning.py158except ModuleNotFoundError:CODE
Unused Imports112 hits · 112 pts
SeverityFileLineSnippetContext
LOWexamples/xgboost_track.py4CODE
LOWaim/lightgbm.py2CODE
LOWaim/mxnet.py2CODE
LOWaim/hugging_face.py2CODE
LOWaim/fastai.py2CODE
LOWaim/keras.py2CODE
LOWaim/keras.py3CODE
LOWaim/paddle.py2CODE
LOWaim/catboost.py2CODE
LOWaim/sb3.py2CODE
LOWaim/__init__.py1CODE
LOWaim/__init__.py3CODE
LOWaim/__init__.py4CODE
LOWaim/__init__.py5CODE
LOWaim/pytorch_ignite.py2CODE
LOWaim/tensorflow.py2CODE
LOWaim/tensorflow.py3CODE
LOWaim/distributed_hugging_face.py2CODE
LOWaim/pytorch_lightning.py2CODE
LOWaim/pytorch.py2CODE
LOWaim/pytorch.py3CODE
LOWaim/keras_tuner.py2CODE
LOWaim/prophet.py2CODE
LOWaim/acme.py2CODE
LOWaim/acme.py3CODE
LOWaim/xgboost.py2CODE
LOWaim/hf_dataset.py2CODE
LOWaim/optuna.py2CODE
LOWaim/web/middlewares/profiler/__init__.py1CODE
LOWaim/web/api/__init__.py29CODE
LOWaim/web/api/runs/object_api_utils.py23CODE
LOWaim/web/api/runs/utils.py25CODE
LOWaim/ext/pynvml.py44CODE
LOWaim/ext/pynvml.py45CODE
LOWaim/ext/transport/message_utils.py8CODE
LOWaim/ext/transport/message_utils.py9CODE
LOWaim/ext/transport/__init__.py1CODE
LOWaim/ext/notifier/__init__.py2CODE
LOWaim/ext/cleanup/__init__.py4CODE
LOWaim/ext/tensorboard_tracker/run.py8CODE
LOWaim/ext/tensorboard_tracker/__init__.py1CODE
LOWaim/ext/resource/__init__.py1CODE
LOWaim/ext/resource/__init__.py2CODE
LOWaim/utils/__init__.py1CODE
LOWaim/utils/__init__.py2CODE
LOWaim/cli/runs/utils.py11CODE
LOWaim/cli/convert/processors/__init__.py1CODE
LOWaim/cli/convert/processors/__init__.py2CODE
LOWaim/cli/convert/processors/__init__.py3CODE
LOWaim/storage/treeview.py7CODE
LOWaim/storage/treearrayview.py6CODE
LOWaim/storage/types.py3CODE
LOWaim/storage/container.py8CODE
LOWaim/storage/container.py9CODE
LOWaim/storage/lock_proxy.py10CODE
LOWaim/storage/utils.py3CODE
LOWaim/storage/treeviewproxy.py12CODE
LOWaim/storage/artifacts/__init__.py1CODE
LOWaim/storage/artifacts/__init__.py2CODE
LOWaim/storage/artifacts/artifact_registry.py10CODE
52 more matches not shown…
Excessive Try-Catch Wrapping56 hits · 64 pts
SeverityFileLineSnippetContext
LOWtests/utils.py47 except Exception:CODE
LOWexamples/fastai_track.py37 except Exception as e:CODE
LOWexamples/fastai_track.py41 except Exception as e:CODE
LOWexamples/lightgbm_track.py22 except Exception as e:CODE
LOWaim/web/utils.py13 except Exception:CODE
MEDIUMaim/web/utils.py10def get_module(name, required=True):CODE
LOWaim/ext/exception_resistant.py21 except Exception as e:CODE
MEDIUMaim/ext/exception_resistant.py24 print('Something went wrong in `{}`. The process will continue to execute.'.format(func_name))CODE
LOWaim/ext/exception_resistant.py35 except Exception:CODE
LOWaim/ext/exception_resistant.py72 except Exception as e:CODE
MEDIUMaim/ext/exception_resistant.py32def wrapper(*args, **kwargs):CODE
MEDIUMaim/ext/exception_resistant.py69def wrapper(*args, **kwargs):CODE
LOW⚡aim/ext/transport/client.py83 except Exception:CODE
LOW⚡aim/ext/transport/client.py92 except Exception:CODE
LOWaim/ext/transport/request_queue.py74 except Exception:CODE
LOWaim/ext/transport/heartbeat.py62 except Exception:CODE
LOWaim/ext/transport/tracking.py136 except Exception as e:CODE
LOWaim/ext/transport/tracking.py156 except Exception as e:CODE
LOWaim/ext/transport/tracking.py202 except Exception as e:CODE
LOWaim/ext/transport/tracking.py244 except Exception as e:CODE
MEDIUMaim/ext/transport/tracking.py152def release_resource(self, client_uri, resource_handler):CODE
LOWaim/ext/notifier/notifier.py34 except Exception as e:CODE
LOWaim/ext/resource/tracker.py103 except Exception:CODE
LOWaim/cli/server/commands.py72 except Exception:CODE
LOWaim/cli/storage/commands.py64 except Exception:CODE
LOWaim/cli/storage/commands.py105 except Exception as e:CODE
LOWaim/cli/manager/manager.py46 except Exception:CODE
LOWaim/cli/up/commands.py107 except Exception:CODE
LOWaim/cli/runs/utils.py67 except Exception as e:CODE
LOWaim/cli/convert/processors/mlflow.py127 except Exception as exc:CODE
LOWaim/cli/convert/processors/wandb.py30 except Exception:CODE
LOWaim/cli/convert/processors/wandb.py53 except Exception:CODE
LOWaim/cli/convert/processors/tensorboard.py39 except Exception:CODE
LOWaim/storage/proxy.py107 except Exception:CODE
LOWaim/storage/proxy.py163 except Exception:CODE
LOWaim/storage/structured/sql_engine/utils.py61 except Exception:CODE
LOWaim/storage/structured/sql_engine/entities.py430 except Exception:CODE
LOWaim/sdk/run.py299 except Exception as e:CODE
LOWaim/sdk/repo.py481 except Exception as e:CODE
LOWaim/sdk/repo.py501 except Exception as e:CODE
LOWaim/sdk/repo.py527 except Exception as e:CODE
LOWaim/sdk/repo.py554 except Exception as e:CODE
LOWaim/sdk/repo.py578 except Exception as e:CODE
LOWaim/sdk/repo.py915 except Exception as e:CODE
LOWaim/sdk/query_utils.py70 except Exception:CODE
LOWaim/sdk/query_utils.py98 except Exception:CODE
LOWaim/sdk/query_utils.py164 except Exception:CODE
MEDIUMaim/sdk/query_utils.py161def safe_collect():CODE
LOWaim/sdk/callbacks/caller.py45 except Exception:CODE
LOWaim/sdk/objects/plugins/dvc_metadata.py53 except Exception:CODE
MEDIUMaim/sdk/objects/plugins/dvc_metadata.py49def _get_dvc_params(self, url):CODE
LOWaim/sdk/adapters/mxnet.py194 except Exception as e:CODE
LOWaim/sdk/adapters/fastai.py69 except Exception as e:CODE
LOWaim/sdk/adapters/fastai.py116 except Exception:CODE
LOWaim/sdk/adapters/keras_mixins.py10 except Exception:CODE
LOWaim/sdk/adapters/distributed_hugging_face.py146 except Exception as e:CODE
Deep Nesting53 hits · 53 pts
SeverityFileLineSnippetContext
LOWtests/utils.py19CODE
LOWtests/utils.py85CODE
LOWtests/api/test_structured_data_api.py7CODE
LOWaim/web/ui/public/aim_ui_core.py14CODE
LOWaim/web/api/runs/object_api_utils.py113CODE
LOWaim/web/api/runs/object_api_utils.py164CODE
LOWaim/web/api/runs/utils.py161CODE
LOWaim/web/api/runs/utils.py194CODE
LOWaim/ext/pynvml.py1798CODE
LOWaim/ext/pynvml.py2694CODE
LOWaim/ext/pynvml.py2741CODE
LOWaim/ext/pynvml.py2792CODE
LOWaim/ext/exception_resistant.py9CODE
LOWaim/ext/exception_resistant.py10CODE
LOWaim/ext/transport/tracking.py103CODE
LOWaim/ext/transport/tracking.py211CODE
LOWaim/ext/notifier/notifier.py27CODE
LOWaim/ext/tensorboard_tracker/tracker.py154CODE
LOWaim/ext/resource/stat.py20CODE
LOWaim/cli/watcher_cli.py153CODE
LOWaim/cli/init/commands.py13CODE
LOWaim/cli/runs/commands.py179CODE
LOWaim/cli/convert/processors/mlflow.py35CODE
LOWaim/cli/convert/processors/wandb.py14CODE
LOWaim/cli/convert/processors/tensorboard.py10CODE
LOWaim/storage/hashing/hashing.py132CODE
LOWaim/sdk/lock_manager.py81CODE
LOWaim/sdk/run_status_watcher.py191CODE
LOWaim/sdk/run_status_watcher.py306CODE
LOWaim/sdk/run.py262CODE
LOWaim/sdk/run.py498CODE
LOWaim/sdk/run.py659CODE
LOWaim/sdk/run.py728CODE
LOWaim/sdk/run_status_manager.py59CODE
LOWaim/sdk/sequence.py120CODE
LOWaim/sdk/sequence_collection.py162CODE
LOWaim/sdk/repo.py112CODE
LOWaim/sdk/repo.py323CODE
LOWaim/sdk/repo.py723CODE
LOWaim/sdk/base_run.py78CODE
LOWaim/sdk/base_run.py91CODE
LOWaim/sdk/query_utils.py90CODE
LOWaim/sdk/objects/figure.py50CODE
LOWaim/sdk/objects/image.py43CODE
LOWaim/sdk/objects/image.py129CODE
LOWaim/sdk/objects/io/wavfile.py403CODE
LOWaim/sdk/objects/io/wavfile.py538CODE
LOWaim/sdk/adapters/hugging_face.py96CODE
LOWaim/sdk/adapters/catboost.py65CODE
LOWaim/sdk/adapters/sb3.py24CODE
LOWaim/sdk/adapters/pytorch_ignite.py104CODE
LOWaim/sdk/adapters/pytorch.py53CODE
LOWaim/sdk/sequences/metric.py26CODE
Modern Structural Boilerplate42 hits · 42 pts
SeverityFileLineSnippetContext
LOWaim/__about__.py25__all__ = ['__author__', '__author_email__', '__copyright__', '__docs__', '__homepage__', '__license__', '__version__']STRING
LOWaim/ext/utils.py7logger = logging.getLogger(__name__)CODE
LOWaim/ext/exception_resistant.py6logger = logging.getLogger(__name__)CODE
LOWaim/ext/transport/client.py33logger = logging.getLogger(__name__)CODE
LOWaim/ext/transport/utils.py7logger = logging.getLogger(__name__)CODE
LOWaim/ext/transport/request_queue.py8logger = logging.getLogger(__name__)CODE
LOWaim/ext/transport/heartbeat.py11logger = logging.getLogger(__name__)CODE
LOWaim/ext/transport/tracking.py20logger = logging.getLogger(__name__)CODE
LOWaim/ext/notifier/notifier.py9logger = logging.getLogger(__name__)CODE
LOWaim/ext/notifier/__init__.py19__all__ = ['Notifier', 'NotificationSendError', 'Config', 'get_config', 'get_notifier']CODE
LOWaim/ext/notifier/notifier_builder.py9logger = logging.getLogger(__name__)CODE
LOWaim/ext/task_queue/queue.py7logger = logging.getLogger(__name__)CODE
LOWaim/ext/sshfs/utils.py11logger = logging.getLogger(__name__)CODE
LOWaim/ext/cleanup/__init__.py13logger = logging.getLogger(__name__)CODE
LOWaim/ext/resource/tracker.py18logger = logging.getLogger(__name__)CODE
LOWaim/utils/deprecation.py4logger = logging.getLogger(__name__)CODE
LOWaim/storage/env.py7logger = logging.getLogger(__name__)CODE
LOWaim/storage/query.py70logger = logging.getLogger(__name__)CODE
LOWaim/storage/locking.py15logger = logging.getLogger(__name__)CODE
LOWaim/storage/structured/sql_engine/entities.py31logger = logging.getLogger(__name__)CODE
LOWaim/sdk/lock_manager.py21logger = logging.getLogger(__name__)CODE
LOWaim/sdk/run_status_watcher.py21logger = logging.getLogger(__name__)CODE
LOWaim/sdk/run.py55logger = logging.getLogger(__name__)CODE
LOWaim/sdk/sequence.py29logger = logging.getLogger(__name__)CODE
LOWaim/sdk/repo_utils.py10logger = logging.getLogger(__name__)CODE
LOWaim/sdk/sequence_collection.py19logger = logging.getLogger(__name__)CODE
LOWaim/sdk/index_manager.py20logger = logging.getLogger(__name__)CODE
LOWaim/sdk/repo.py44logger = logging.getLogger(__name__)CODE
LOWaim/sdk/base_run.py17logger = logging.getLogger(__name__)CODE
LOWaim/sdk/tracker.py24logger = logging.getLogger(__name__)CODE
LOWaim/sdk/maintenance_run.py12logger = logging.getLogger(__name__)CODE
LOWaim/sdk/callbacks/caller.py11logger = logging.getLogger(__name__)CODE
LOWaim/sdk/callbacks/events.py24__all__ = ['on']CODE
LOWaim/sdk/callbacks/__init__.py9__all__ = ['Caller', 'event', 'events']CODE
LOWaim/sdk/reporter/__init__.py118logger = logging.getLogger(__name__)CODE
LOWaim/sdk/reporter/file_manager.py8logger = logging.getLogger(__name__)CODE
LOWaim/sdk/objects/figure.py8logger = logging.getLogger(__name__)CODE
LOWaim/sdk/objects/audio.py11logger = logging.getLogger(__name__)CODE
LOWaim/sdk/objects/image.py17logger = logging.getLogger(__name__)CODE
LOWaim/sdk/objects/plugins/deeplake_dataset.py10logger = logging.getLogger(__name__)CODE
LOWaim/sdk/objects/io/wavfile.py25__all__ = ['WavFileWarning', 'read', 'write']CODE
LOWaim/sdk/adapters/sb3.py13logger = logging.getLogger(__name__)CODE
AI Structural Patterns18 hits · 18 pts
SeverityFileLineSnippetContext
LOWexamples/pytorch_track_images.py67CODE
LOWexamples/pytorch_track.py66CODE
LOWaim/web/api/experiments/views.py83CODE
LOWaim/web/api/experiments/views.py168CODE
LOWaim/web/api/tags/views.py81CODE
LOWaim/web/api/tags/views.py142CODE
LOWaim/web/api/dashboards/serializers.py25CODE
LOWaim/web/api/runs/object_views.py56CODE
LOWaim/web/api/runs/views.py63CODE
LOWaim/web/api/reports/serializers.py17CODE
LOWaim/web/api/reports/views.py22CODE
LOWaim/ext/pynvml.py1869CODE
LOWaim/ext/pynvml.py2936CODE
LOWaim/sdk/run.py838CODE
LOWaim/sdk/adapters/mxnet.py39CODE
LOWaim/sdk/adapters/pytorch_ignite.py43CODE
LOWaim/sdk/adapters/distributed_hugging_face.py280CODE
LOWaim/sdk/adapters/pytorch_lightning.py47CODE
Over-Commented Block17 hits · 17 pts
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LOWtests/sdk/test_run_creation_checks.py21COMMENT
LOWdocs/source/ui/guides.md1## GuidesCOMMENT
LOW…i/src/config/illustrationConfig/illustrationConfig.tsx201 //COMMENT
LOW…i/src/config/illustrationConfig/illustrationConfig.tsx221 // # Track metricsCOMMENT
LOW…i/src/config/illustrationConfig/illustrationConfig.tsx241 // for step in range(10):COMMENT
LOWaim/web/ui/src/utils/app/getFilteredGroupingOptions.ts21 //ToDo reverse modeCOMMENT
LOWaim/web/ui/src/modules/core/pipeline/grouping/group.ts21 const config = {COMMENT
LOWaim/web/ui/src/services/models/runs/util.test.ts21// context: {},COMMENT
LOWaim/web/ui/src/services/models/runs/util.test.ts41// ];COMMENT
LOWaim/web/ui/src/services/models/runs/util.test.ts61// },COMMENT
LOWaim/web/ui/src/services/models/runs/util.test.ts81// id: 'subset=test',COMMENT
LOWaim/web/ui/src/services/models/runs/util.test.ts101// name: 'dist_test',COMMENT
LOWaim/web/ui/src/services/models/runs/util.test.ts121// result1,COMMENT
LOWaim/ext/pynvml.py1# flake8: noqaCOMMENT
LOWaim/ext/pynvml.py21# * Redistributions in binary form must reproduce the above copyrightCOMMENT
LOWaim/sdk/training_flow.py61 # ):COMMENT
LOWaim/sdk/reporter/__init__.py401 self.flush_condition = threading.Condition()COMMENT
Cross-File Repetition3 hits · 15 pts
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HIGHaim/sdk/run.py0prepare the `repo` for automatic cleanup. args: instance: the `repo` instance to be cleaned up.STRING
HIGHaim/sdk/maintenance_run.py0prepare the `repo` for automatic cleanup. args: instance: the `repo` instance to be cleaned up.STRING
HIGHaim/sdk/repo.py0prepare the `repo` for automatic cleanup. args: instance: the `repo` instance to be cleaned up.STRING
Self-Referential Comments2 hits · 6 pts
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MEDIUMexamples/mxnet_track.py59# Define the estimator, by passing to it the model, loss function, metrics, trainer object and contextCOMMENT
MEDIUMexamples/pytorch_ignite_track.py96# Create a loggerCOMMENT
Overly Generic Function Names5 hits · 5 pts
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LOW…services/models/imagesExplore/imagesExploreAppModel.ts506function processData(data: any[]): {CODE
LOW…eb/ui/src/services/models/explorer/runsModelMethods.ts383 function processData(data: any[]): {CODE
LOW…/ui/src/services/models/explorer/paramsModelMethods.ts902 function processData(data: IRun<IParamTrace>[]): {CODE
LOW…ui/src/services/models/explorer/metricsModelMethods.ts664 function processData(data: ISequence<IMetricTrace>[]): {CODE
LOW…i/src/services/models/explorer/scattersModelMethods.ts652 function processData(data: IRun<IParamTrace>[]): {CODE
Docstring Block Structure1 hit · 5 pts
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HIGHaim/sdk/run.py359Get run meta-parameter by key. Args: key: path to Run meta-parameter. Returns: STRING
Decorative Section Separators1 hit · 3 pts
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MEDIUMtests/api/test_run_images_api.py361 # ------------------------------------------------COMMENT
AI Slop Vocabulary1 hit · 3 pts
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MEDIUMaim/web/ui/src/components/Table/utils.ts139// this change breaks immutable array(seamless-immutable), [...array] should always return mutable arrayCOMMENT
Dead Code1 hit · 2 pts
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MEDIUMaim/ext/pynvml.py1771CODE