pytorch/ignite

22.2

Adjusted Score

22.2

Raw Score

100%

Time Factor

2026-07-06

Last Push

4.8K

Stars

Python

Language

91.7K

Lines of Code

436

Files

1.8K

Pattern Hits

2026-07-14

Scan Date

0.13

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 57MEDIUM 55LOW 1700

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 1812 distinct pattern matches across 15 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 Identifiers1176 hits · 1196 pts

Severity	File	Line	Snippet	Context
LOW	CONTRIBUTING.md	130	- naming of testing functions `def test_*`, e.g. `def test_precision_on_random_data()`	CODE
LOW	ignite/metrics/top_k_categorical_accuracy.py	48	def one_hot_to_binary_output_transform(output):	STRING
LOW	ignite/metrics/ssim.py	156	def _gaussian_or_uniform_kernel(	CODE
LOW	ignite/metrics/recall.py	200	def thresholded_output_transform(output):	CODE
LOW	ignite/metrics/fbeta.py	126	def thresholded_output_transform(output):	CODE
LOW	ignite/metrics/precision_recall_curve.py	11	def precision_recall_curve_compute_fn(y_preds: torch.Tensor, y_targets: torch.Tensor) -> tuple[Any, Any, Any]:	CODE
LOW	ignite/metrics/average_precision.py	8	def average_precision_compute_fn(y_preds: torch.Tensor, y_targets: torch.Tensor) -> float:	CODE
LOW	ignite/metrics/average_precision.py	41	def activated_output_transform(output):	STRING
LOW	ignite/metrics/metric.py	674	def _load_state_dict_per_rank(self, state_dict: Mapping) -> None:	CODE
LOW	ignite/metrics/metric.py	903	def _is_list_of_tensors_or_numbers(x: Sequence[torch.Tensor \| float]) -> bool:	CODE
LOW	ignite/metrics/precision.py	361	def thresholded_output_transform(output):	CODE
LOW	ignite/metrics/mean_average_precision.py	90	def _compute_average_precision(self, recall: torch.Tensor, precision: torch.Tensor) -> torch.Tensor:	STRING
LOW	ignite/metrics/mean_average_precision.py	244	def _check_binary_multilabel_cases(self, output: Sequence[torch.Tensor]) -> None:	STRING
LOW	ignite/metrics/mean_average_precision.py	320	def _compute_recall_and_precision(	STRING
LOW	ignite/metrics/accuracy.py	52	def _check_binary_multilabel_cases(self, output: Sequence[torch.Tensor]) -> None:	CODE
LOW	ignite/metrics/accuracy.py	254	def thresholded_output_transform(output):	CODE
LOW	ignite/metrics/confusion_matrix.py	85	def binary_one_hot_output_transform(output):	STRING
LOW	ignite/metrics/matthews_corrcoef.py	8	def matthews_corrcoef_compute_fn(y_preds: torch.Tensor, y_targets: torch.Tensor) -> float:	CODE
LOW	…cs/vision/object_detection_average_precision_recall.py	11	def coco_tensor_list_to_dict_list(	CODE
LOW	…cs/vision/object_detection_average_precision_recall.py	180	def _compute_recall_and_precision(	STRING
LOW	…cs/vision/object_detection_average_precision_recall.py	221	def _compute_average_precision(self, recall: torch.Tensor, precision: torch.Tensor) -> torch.Tensor:	STRING
LOW	ignite/metrics/nlp/bleu.py	191	def _brevity_penalty_smoothing(	STRING
LOW	…metrics/regression/median_absolute_percentage_error.py	9	def median_absolute_percentage_error_compute_fn(y_pred: torch.Tensor, y: torch.Tensor) -> float:	CODE
LOW	ignite/metrics/regression/median_absolute_error.py	10	def median_absolute_error_compute_fn(y_pred: torch.Tensor, y: torch.Tensor) -> float:	CODE
LOW	…e/metrics/regression/median_relative_absolute_error.py	10	def median_relative_absolute_error_compute_fn(y_pred: torch.Tensor, y: torch.Tensor) -> float:	CODE
LOW	ignite/distributed/utils.py	356	def all_gather_tensors_with_shapes(	CODE
LOW	ignite/distributed/comp_models/__init__.py	16	def setup_available_computation_models() -> tuple[	CODE
LOW	ignite/distributed/comp_models/native.py	185	def _compute_node_and_local_ranks(rank: int, hostnames: list[tuple[str, ...]]) -> tuple[int, int]:	CODE
LOW	ignite/distributed/comp_models/native.py	195	def _compute_local_rank_via_hostname(self) -> int:	CODE
LOW	ignite/distributed/comp_models/native.py	573	def _setup_ddp_vars_from_slurm_env(environ: dict[str, str]) -> dict[str, str \| int]:	CODE
LOW	ignite/contrib/engines/common.py	51	def setup_common_training_handlers(	CODE
LOW	ignite/contrib/engines/common.py	155	def _setup_common_training_handlers(	CODE
LOW	ignite/contrib/engines/common.py	239	def _setup_common_distrib_training_handlers(	CODE
LOW	ignite/contrib/engines/common.py	310	def gen_save_best_models_by_val_score(	CODE
LOW	ignite/contrib/engines/common.py	372	def save_best_model_by_val_score(	CODE
LOW	ignite/contrib/engines/common.py	417	def add_early_stopping_by_val_score(	CODE
LOW	ignite/contrib/engines/tbptt.py	35	def create_supervised_tbptt_trainer(	CODE
LOW	ignite/engine/events.py	152	def before_and_after_event_filter(before: int \| None = None, after: int \| None = None) -> Callable:	CODE
LOW	ignite/engine/events.py	165	def every_before_and_after_event_filter(	CODE
LOW	ignite/engine/events.py	344	def call_every_itr_before_after(engine):	STRING
LOW	ignite/engine/__init__.py	141	def supervised_training_step_amp(	CODE
LOW	ignite/engine/__init__.py	237	def supervised_training_step_apex(	CODE
LOW	ignite/engine/__init__.py	324	def supervised_training_step_tpu(	CODE
LOW	ignite/engine/__init__.py	440	def create_supervised_trainer(	CODE
LOW	ignite/engine/__init__.py	638	def supervised_evaluation_step(	CODE
LOW	ignite/engine/__init__.py	696	def supervised_evaluation_step_amp(	CODE
LOW	ignite/engine/__init__.py	759	def create_supervised_evaluator(	CODE
LOW	ignite/engine/engine.py	829	def _check_and_set_termination_param(	CODE
LOW	ignite/engine/engine.py	846	def _check_and_set_max_epochs(self, max_epochs: int \| None = None) -> None:	CODE
LOW	ignite/engine/engine.py	1179	def _maybe_terminate_or_interrupt(self) -> Generator:	CODE
LOW	ignite/engine/engine.py	1191	def _run_once_on_dataset_as_gen(self) -> Generator[State, None, float]:	CODE
LOW	ignite/engine/engine.py	1378	def _run_once_on_dataset_legacy(self) -> float:	CODE
LOW	ignite/handlers/param_scheduler.py	1062	def create_lr_scheduler_with_warmup(	CODE
LOW	ignite/handlers/mlflow_logger.py	175	def _create_opt_params_handler(self, args: Any, *kwargs: Any) -> "OptimizerParamsHandler":	CODE
LOW	ignite/handlers/polyaxon_logger.py	147	def _create_opt_params_handler(self, args: Any, *kwargs: Any) -> "OptimizerParamsHandler":	CODE
LOW	ignite/handlers/tensorboard_logger.py	231	def _create_opt_params_handler(self, args: Any, *kwargs: Any) -> "OptimizerParamsHandler":	CODE
LOW	ignite/handlers/wandb_logger.py	169	def _create_opt_params_handler(self, args: Any, *kwargs: Any) -> "OptimizerParamsHandler":	CODE
LOW	ignite/handlers/visdom_logger.py	220	def _create_opt_params_handler(self, args: Any, *kwargs: Any) -> "OptimizerParamsHandler":	CODE
LOW	ignite/handlers/base_logger.py	112	def _setup_output_metrics_state_attrs(	CODE
LOW	ignite/handlers/base_logger.py	285	def attach_opt_params_handler(	CODE
1116 more matches not shown…

Unused Imports275 hits · 232 pts

Severity	File	Line	Context
LOW	ignite/__init__.py	1	CODE
LOW	ignite/__init__.py	2	CODE
LOW	ignite/__init__.py	3	CODE
LOW	ignite/__init__.py	4	CODE
LOW	ignite/__init__.py	5	CODE
LOW	ignite/__init__.py	6	CODE
LOW	ignite/__init__.py	7	CODE
LOW	ignite/utils.py	1	CODE
LOW	ignite/_utils.py	2	CODE
LOW	ignite/_utils.py	2	CODE
LOW	ignite/_utils.py	2	CODE
LOW	ignite/_utils.py	2	CODE
LOW	ignite/metrics/__init__.py	1	CODE
LOW	ignite/metrics/__init__.py	2	CODE
LOW	ignite/metrics/__init__.py	3	CODE
LOW	ignite/metrics/__init__.py	5	CODE
LOW	ignite/metrics/__init__.py	5	CODE
LOW	ignite/metrics/__init__.py	5	CODE
LOW	ignite/metrics/__init__.py	6	CODE
LOW	ignite/metrics/__init__.py	7	CODE
LOW	ignite/metrics/__init__.py	8	CODE
LOW	ignite/metrics/__init__.py	9	CODE
LOW	ignite/metrics/__init__.py	10	CODE
LOW	ignite/metrics/__init__.py	10	CODE
LOW	ignite/metrics/__init__.py	10	CODE
LOW	ignite/metrics/__init__.py	10	CODE
LOW	ignite/metrics/__init__.py	10	CODE
LOW	ignite/metrics/__init__.py	11	CODE
LOW	ignite/metrics/__init__.py	12	CODE
LOW	ignite/metrics/__init__.py	13	CODE
LOW	ignite/metrics/__init__.py	14	CODE
LOW	ignite/metrics/__init__.py	15	CODE
LOW	ignite/metrics/__init__.py	16	CODE
LOW	ignite/metrics/__init__.py	17	CODE
LOW	ignite/metrics/__init__.py	18	CODE
LOW	ignite/metrics/__init__.py	19	CODE
LOW	ignite/metrics/__init__.py	20	CODE
LOW	ignite/metrics/__init__.py	21	CODE
LOW	ignite/metrics/__init__.py	22	CODE
LOW	ignite/metrics/__init__.py	23	CODE
LOW	ignite/metrics/__init__.py	24	CODE
LOW	ignite/metrics/__init__.py	25	CODE
LOW	ignite/metrics/__init__.py	26	CODE
LOW	ignite/metrics/__init__.py	27	CODE
LOW	ignite/metrics/__init__.py	28	CODE
LOW	ignite/metrics/__init__.py	29	CODE
LOW	ignite/metrics/__init__.py	29	CODE
LOW	ignite/metrics/__init__.py	29	CODE
LOW	ignite/metrics/__init__.py	29	CODE
LOW	ignite/metrics/__init__.py	29	CODE
LOW	ignite/metrics/__init__.py	30	CODE
LOW	ignite/metrics/__init__.py	31	CODE
LOW	ignite/metrics/__init__.py	32	CODE
LOW	ignite/metrics/__init__.py	33	CODE
LOW	ignite/metrics/__init__.py	34	CODE
LOW	ignite/metrics/__init__.py	35	CODE
LOW	ignite/metrics/__init__.py	36	CODE
LOW	ignite/metrics/__init__.py	36	CODE
LOW	ignite/metrics/__init__.py	36	CODE
LOW	ignite/metrics/__init__.py	37	CODE
215 more matches not shown…

Docstring Block Structure44 hits · 220 pts

Severity	File	Line	Snippet	Context
HIGH	ignite/utils.py	249	Setups logger: name, level, format etc. Args: name: new name for the logger. If None, the standard logger i	STRING
HIGH	ignite/metrics/fbeta.py	21	Calculates F-beta score. .. math:: F_\beta = \left( 1 + \beta^2 \right) * \frac{ \text{precision} * \text{r	STRING
HIGH	ignite/metrics/metric.py	224	Base class for all Metrics. Args: output_transform: a callable that is used to transform the	STRING
HIGH	ignite/metrics/loss.py	12	Calculates the average loss according to the passed loss_fn. Args: loss_fn: a callable taking a predic	STRING
HIGH	ignite/metrics/confusion_matrix.py	206	Calculates Intersection over Union using :class:`~ignite.metrics.confusion_matrix.ConfusionMatrix` metric. .. math:	STRING
HIGH	ignite/metrics/confusion_matrix.py	275	Calculates mean Intersection over Union using :class:`~ignite.metrics.confusion_matrix.ConfusionMatrix` metric. Arg	STRING
HIGH	ignite/metrics/confusion_matrix.py	434	Calculates the Jaccard Index using :class:`~ignite.metrics.confusion_matrix.ConfusionMatrix` metric. Implementation	STRING
HIGH	ignite/distributed/utils.py	359	Helper method to gather tensors of possibly different shapes but with the same number of dimensions across processes	STRING
HIGH	ignite/distributed/utils.py	438	Helper method to perform broadcast operation. Args: tensor: tensor, number, str or pathlib.Path to broadcas	STRING
HIGH	ignite/distributed/utils.py	572	Initializes distributed configuration according to provided ``backend`` Args: backend: backend: `nccl`, `gl	STRING
HIGH	ignite/distributed/auto.py	24	Helper method to create a dataloader adapted for non-distributed and distributed configurations (supporting all avai	STRING
HIGH	ignite/distributed/auto.py	145	Helper method to adapt provided model for non-distributed and distributed configurations (supporting all available b	STRING
HIGH	ignite/distributed/auto.py	239	Helper method to adapt optimizer for non-distributed and distributed configurations (supporting all available backen	STRING
HIGH	ignite/engine/__init__.py	70	Factory function for supervised training. Args: model: the model to train. optimizer: the optimizer	STRING
HIGH	ignite/engine/__init__.py	154	Factory function for supervised training using ``torch.amp``. Args: model: the model to train. opti	STRING
HIGH	ignite/engine/__init__.py	249	Factory function for supervised training using apex. Args: model: the model to train. optimizer: th	STRING
HIGH	ignite/engine/__init__.py	336	Factory function for supervised training using ``torch_xla``. Args: model: the model to train. opti	STRING
HIGH	ignite/engine/__init__.py	455	Factory function for creating a trainer for supervised models. Args: model: the model to train. opt	STRING
HIGH	ignite/engine/engine.py	21	Runs a given ``process_function`` over each batch of a dataset, emitting events as it goes. Args: process_f	STRING
HIGH	ignite/engine/engine.py	280	Add an event handler to be executed when the specified event is fired. Args: event_name: An event o	STRING
HIGH	ignite/handlers/ema_handler.py	29	Exponential moving average (EMA) handler can be used to compute a smoothed version of model. The EMA model is update	STRING
HIGH	ignite/handlers/param_scheduler.py	117	Method to plot simulated scheduled values during `num_events` events. This class requires `matplotlib package <	STRING
HIGH	ignite/handlers/param_scheduler.py	248	Method to simulate scheduled values during `num_events` events. Args: num_events: number of events	STRING
HIGH	ignite/handlers/param_scheduler.py	1070	Helper method to create a learning rate scheduler with a linear warm-up. Args: lr_scheduler: learning	STRING
HIGH	ignite/handlers/mlflow_logger.py	18	`MLflow <https://mlflow.org>`_ tracking client handler to log parameters and metrics during the training and va	STRING
HIGH	ignite/handlers/mlflow_logger.py	180	Helper handler to log engine's output and/or metrics. Args: tag: common title for all produced plots. For e	STRING
HIGH	ignite/handlers/polyaxon_logger.py	16	`Polyaxon tracking client <https://polyaxon.com/>`_ handler to log parameters and metrics during the training a	STRING
HIGH	ignite/handlers/polyaxon_logger.py	152	Helper handler to log engine's output and/or metrics. Args: tag: common title for all produced plots. For e	STRING
HIGH	ignite/handlers/checkpoint.py	86	Checkpoint handler can be used to periodically save and load objects which have attribute ``state_dict/load_state_di	STRING
HIGH	ignite/handlers/tensorboard_logger.py	236	Helper handler to log engine's output, engine's state attributes and/or metrics Args: tag: common title for	STRING
HIGH	ignite/handlers/visdom_logger.py	269	Helper handler to log engine's output and/or metrics Args: tag: common title for all produced plots. For ex	STRING
HIGH	ignite/handlers/lr_finder.py	395	Attaches lr_finder to a given trainer. It also resets model and optimizer at the end of the run. Args:	STRING
HIGH	ignite/handlers/stores.py	8	EpochOutputStore handler to save output prediction and target history after every epoch, could be useful for e.g., v	STRING
HIGH	ignite/handlers/state_param_scheduler.py	78	Method to simulate scheduled engine state parameter values during `num_events` events. Args: num_ev	STRING
HIGH	ignite/handlers/clearml_logger.py	230	Helper handler to log engine's output and/or metrics Args: tag: common title for all produced plots. For ex	STRING
HIGH	ignite/handlers/timing.py	10	Timer object can be used to measure (average) time between events. Args: average: if True, then when ``.val	STRING
HIGH	ignite/handlers/neptune_logger.py	216	Helper handler to log engine's output and/or metrics. Args: tag: common title for all produced plots. For e	STRING
HIGH	ignite/handlers/logger_utils.py	101	Method to setup TensorBoard logging on trainer and a list of evaluators. Logged metrics are: - Training metrics	STRING
HIGH	ignite/handlers/logger_utils.py	165	Method to setup Visdom logging on trainer and a list of evaluators. Logged metrics are: - Training metrics, e.g	STRING
HIGH	ignite/handlers/logger_utils.py	232	Method to setup MLflow logging on trainer and a list of evaluators. Logged metrics are: - Training metrics, e.g	STRING
HIGH	ignite/handlers/logger_utils.py	294	Method to setup Neptune logging on trainer and a list of evaluators. Logged metrics are: - Training metrics, e.	STRING
HIGH	ignite/handlers/logger_utils.py	356	Method to setup WandB logging on trainer and a list of evaluators. Logged metrics are: - Training metrics, e.g.	STRING
HIGH	ignite/handlers/logger_utils.py	418	Method to setup Polyaxon logging on trainer and a list of evaluators. Logged metrics are: - Training metrics, e	STRING
HIGH	ignite/handlers/logger_utils.py	480	Method to setup ClearML logging on trainer and a list of evaluators. Logged metrics are: - Training metrics, e.	STRING

Modern Structural Boilerplate122 hits · 122 pts

Severity	File	Line	Snippet	Context
LOW	ignite/utils.py	17	__all__ = [	CODE
LOW	ignite/exceptions.py	1	__all__ = ["NotComputableError"]	CODE
LOW	ignite/_utils.py	4	__all__ = ["apply_to_tensor", "apply_to_type", "convert_tensor", "to_onehot"]	CODE
LOW	ignite/metrics/mean_squared_error.py	8	__all__ = ["MeanSquaredError"]	CODE
LOW	ignite/metrics/multilabel_confusion_matrix.py	8	__all__ = ["MultiLabelConfusionMatrix"]	CODE
LOW	ignite/metrics/top_k_categorical_accuracy.py	8	__all__ = ["TopKCategoricalAccuracy"]	CODE
LOW	ignite/metrics/mutual_information.py	7	__all__ = ["MutualInformation"]	CODE
LOW	ignite/metrics/mean_absolute_error.py	8	__all__ = ["MeanAbsoluteError"]	CODE
LOW	ignite/metrics/ssim.py	10	__all__ = ["SSIM"]	CODE
LOW	ignite/metrics/recall.py	8	__all__ = ["Recall"]	CODE
LOW	ignite/metrics/fbeta.py	10	__all__ = ["Fbeta"]	CODE
LOW	ignite/metrics/root_mean_squared_error.py	7	__all__ = ["RootMeanSquaredError"]	CODE
LOW	ignite/metrics/__init__.py	55	__all__ = [	CODE
LOW	ignite/metrics/accumulation.py	9	__all__ = ["VariableAccumulation", "GeometricAverage", "Average"]	CODE
LOW	ignite/metrics/hsic.py	9	__all__ = ["HSIC"]	CODE
LOW	ignite/metrics/metric.py	19	__all__ = [	CODE
LOW	ignite/metrics/precision.py	13	__all__ = ["Precision"]	CODE
LOW	ignite/metrics/epoch_metric.py	11	__all__ = ["EpochMetric"]	CODE
LOW	ignite/metrics/loss.py	8	__all__ = ["Loss"]	CODE
LOW	ignite/metrics/js_divergence.py	9	__all__ = ["JSDivergence"]	CODE
LOW	ignite/metrics/cosine_similarity.py	8	__all__ = ["CosineSimilarity"]	CODE
LOW	ignite/metrics/psnr.py	8	__all__ = ["PSNR"]	CODE
LOW	ignite/metrics/running_average.py	11	__all__ = ["RunningAverage"]	CODE
LOW	ignite/metrics/metrics_lambda.py	10	__all__ = ["MetricsLambda"]	CODE
LOW	ignite/metrics/kl_divergence.py	10	__all__ = ["KLDivergence"]	CODE
LOW	ignite/metrics/accuracy.py	8	__all__ = ["Accuracy"]	CODE
LOW	ignite/metrics/mean_pairwise_distance.py	9	__all__ = ["MeanPairwiseDistance"]	CODE
LOW	ignite/metrics/confusion_matrix.py	10	__all__ = ["ConfusionMatrix", "mIoU", "IoU", "DiceCoefficient", "cmAccuracy", "cmPrecision", "cmRecall", "JaccardIndex"]	CODE
LOW	ignite/metrics/entropy.py	9	__all__ = ["Entropy"]	CODE
LOW	ignite/metrics/maximum_mean_discrepancy.py	8	__all__ = ["MaximumMeanDiscrepancy"]	CODE
LOW	ignite/metrics/classification_report.py	12	__all__ = ["ClassificationReport"]	CODE
LOW	ignite/metrics/gan/__init__.py	4	__all__ = [	CODE
LOW	ignite/metrics/gan/fid.py	10	__all__ = [	CODE
LOW	ignite/metrics/gan/inception_score.py	11	__all__ = ["InceptionScore"]	CODE
LOW	ignite/metrics/clustering/silhouette_score.py	9	__all__ = ["SilhouetteScore"]	CODE
LOW	ignite/metrics/clustering/davies_bouldin_score.py	9	__all__ = ["DaviesBouldinScore"]	CODE
LOW	ignite/metrics/clustering/calinski_harabasz_score.py	9	__all__ = ["CalinskiHarabaszScore"]	CODE
LOW	ignite/metrics/vision/__init__.py	3	__all__ = ["ObjectDetectionAvgPrecisionRecall"]	CODE
LOW	ignite/metrics/fairness/accuracy_difference.py	6	__all__ = ["SubgroupAccuracyDifference"]	CODE
LOW	ignite/metrics/fairness/demographic_parity.py	9	__all__ = ["DemographicParityDifference", "SelectionRate"]	CODE
LOW	ignite/metrics/fairness/base.py	10	__all__ = ["SubgroupMetric", "SubgroupDifference"]	CODE
LOW	ignite/metrics/nlp/bleu.py	12	__all__ = ["Bleu"]	CODE
LOW	ignite/metrics/nlp/perplexity.py	9	__all__ = ["Perplexity"]	CODE
LOW	ignite/metrics/nlp/rouge.py	13	__all__ = ["Rouge", "RougeN", "RougeL"]	CODE
LOW	ignite/metrics/nlp/__init__.py	6	__all__ = [	CODE
LOW	ignite/metrics/nlp/utils.py	5	__all__ = ["ngrams", "lcs", "modified_precision"]	CODE
LOW	ignite/metrics/nlp/character_error_rate.py	9	__all__ = ["CharacterErrorRate"]	CODE
LOW	ignite/metrics/rec_sys/ndcg.py	8	__all__ = ["NDCG"]	CODE
LOW	ignite/metrics/rec_sys/__init__.py	4	__all__ = ["HitRate", "NDCG"]	CODE
LOW	ignite/metrics/rec_sys/hitrate.py	8	__all__ = ["HitRate"]	CODE
LOW	ignite/distributed/utils.py	22	__all__ = [	CODE
LOW	ignite/distributed/utils.py	531	def set_local_rank(index: int) -> None:	CODE
LOW	ignite/distributed/utils.py	557	def _set_model(model: Any, temporary: bool = False) -> None:	CODE
LOW	ignite/distributed/launcher.py	9	__all__ = [	CODE
LOW	ignite/distributed/auto.py	20	__all__ = ["auto_dataloader", "auto_model", "auto_optim", "DistributedProxySampler"]	CODE
LOW	ignite/distributed/comp_models/native.py	253	def _setup_env_in_slurm(self) -> None:	CODE
LOW	ignite/distributed/comp_models/base.py	29	def _setup_attrs(self) -> None:	CODE
LOW	ignite/contrib/metrics/gpu_info.py	18	__all__ = [	CODE
LOW	ignite/contrib/metrics/roc_auc.py	18	__all__ = ["RocCurve", "ROC_AUC"]	CODE
LOW	ignite/contrib/metrics/precision_recall_curve.py	18	__all__ = [	CODE
62 more matches not shown…

Self-Referential Comments46 hits · 64 pts

Severity	File	Line	Snippet	Context
MEDIUM	ignite/handlers/mlflow_logger.py	36	# Create a logger	STRING
MEDIUM	ignite/handlers/mlflow_logger.py	202	# Create a logger	STRING
MEDIUM	ignite/handlers/mlflow_logger.py	334	# Create a logger	STRING
MEDIUM	ignite/handlers/polyaxon_logger.py	41	# Create a logger	STRING
MEDIUM	ignite/handlers/polyaxon_logger.py	174	# Create a logger	STRING
MEDIUM	ignite/handlers/polyaxon_logger.py	292	# Create a logger	STRING
MEDIUM	ignite/handlers/tensorboard_logger.py	59	# Create a logger	STRING
MEDIUM	ignite/handlers/tensorboard_logger.py	258	# Create a logger	STRING
MEDIUM	ignite/handlers/tensorboard_logger.py	376	# Create a logger	STRING
MEDIUM	ignite/handlers/tensorboard_logger.py	433	# Create a logger	STRING
MEDIUM	ignite/handlers/tensorboard_logger.py	512	# Create a logger	STRING
MEDIUM	ignite/handlers/tensorboard_logger.py	593	# Create a logger	STRING
MEDIUM	ignite/handlers/tensorboard_logger.py	674	# Create a logger	STRING
MEDIUM	ignite/handlers/wandb_logger.py	37	# Create a logger. All parameters are optional. See documentation	STRING
MEDIUM	ignite/handlers/wandb_logger.py	196	# Create a logger. All parameters are optional. See documentation	STRING
MEDIUM	ignite/handlers/wandb_logger.py	238	# Create a logger. All parameters are optional. See documentation	STRING
MEDIUM	ignite/handlers/wandb_logger.py	332	# Create a logger. All parameters are optional. See documentation	STRING
MEDIUM	ignite/handlers/visdom_logger.py	71	# Create a logger	STRING
MEDIUM	ignite/handlers/visdom_logger.py	292	# Create a logger	STRING
MEDIUM	ignite/handlers/visdom_logger.py	413	# Create a logger	STRING
MEDIUM	ignite/handlers/visdom_logger.py	467	# Create a logger	STRING
MEDIUM	ignite/handlers/visdom_logger.py	515	# Create a logger	STRING
MEDIUM	ignite/handlers/time_profilers.py	24	# Create an object of the profiler and attach an engine to it	STRING
MEDIUM	ignite/handlers/time_profilers.py	478	# Create an object of the profiler and attach an engine to it	COMMENT
MEDIUM	ignite/handlers/clearml_logger.py	61	# Create a logger	STRING
MEDIUM	ignite/handlers/clearml_logger.py	252	# Create a logger	STRING
MEDIUM	ignite/handlers/clearml_logger.py	290	# Create a logger	STRING
MEDIUM	ignite/handlers/clearml_logger.py	386	# Create a logger	STRING
MEDIUM	ignite/handlers/clearml_logger.py	448	# Create a logger	STRING
MEDIUM	ignite/handlers/clearml_logger.py	538	# Create a logger	STRING
MEDIUM	ignite/handlers/clearml_logger.py	633	# Create a logger	STRING
MEDIUM	ignite/handlers/clearml_logger.py	727	# Create a logger	STRING
MEDIUM	ignite/handlers/neptune_logger.py	59	# Create a logger	STRING
MEDIUM	ignite/handlers/neptune_logger.py	238	# Create a logger	STRING
MEDIUM	ignite/handlers/neptune_logger.py	371	# Create a logger	STRING
MEDIUM	ignite/handlers/neptune_logger.py	436	# Create a logger	STRING
MEDIUM	ignite/handlers/neptune_logger.py	539	# Create a logger	STRING
MEDIUM	ignite/handlers/neptune_logger.py	637	# Create a logger	STRING
MEDIUM	tests/ignite/metrics/test_confusion_matrix.py	157	# Create a batch of two images:	COMMENT
MEDIUM	tests/ignite/metrics/test_confusion_matrix.py	162	# Create a batch of 2 logits tensors	COMMENT
MEDIUM	tests/ignite/metrics/test_confusion_matrix.py	488	# Create a batch of two images:	COMMENT
MEDIUM	tests/ignite/metrics/test_confusion_matrix.py	494	# Create a batch of 2 logits tensors	COMMENT
MEDIUM	…sts/ignite/metrics/test_multilabel_confusion_matrix.py	114	# Create a batch of two images:	COMMENT
MEDIUM	…sts/ignite/metrics/test_multilabel_confusion_matrix.py	163	# Create a batch of two images:	COMMENT
MEDIUM	tests/ignite/handlers/test_clearml_logger.py	777	# Create a mock clearml.Logger() object	COMMENT
MEDIUM	tests/ignite/handlers/test_tensorboard_logger.py	36	# Create a mock SummaryWriter object	COMMENT

Cross-File Repetition11 hits · 55 pts

Severity	File	Snippet	Context
HIGH	ignite/metrics/mean_squared_error.py	calculates the `root mean squared error <https://en.wikipedia.org/wiki/root-mean-square_deviation>`_. .. math:: \text{rm	STRING
HIGH	ignite/metrics/mean_absolute_error.py	calculates the `root mean squared error <https://en.wikipedia.org/wiki/root-mean-square_deviation>`_. .. math:: \text{rm	STRING
HIGH	ignite/metrics/root_mean_squared_error.py	calculates the `root mean squared error <https://en.wikipedia.org/wiki/root-mean-square_deviation>`_. .. math:: \text{rm	STRING
HIGH	ignite/distributed/comp_models/horovod.py	this is a private method. please, use `create_from_backend` or `create_from_context`	STRING
HIGH	ignite/distributed/comp_models/native.py	this is a private method. please, use `create_from_backend` or `create_from_context`	STRING
HIGH	ignite/distributed/comp_models/xla.py	this is a private method. please, use `create_from_backend` or `create_from_context`	STRING
HIGH	ignite/handlers/mlflow_logger.py	helper handler to log engine's output and/or metrics args: tag: common title for all produced plots. for example, "train	STRING
HIGH	ignite/handlers/polyaxon_logger.py	helper handler to log engine's output and/or metrics args: tag: common title for all produced plots. for example, "train	STRING
HIGH	ignite/handlers/tensorboard_logger.py	helper handler to log engine's output and/or metrics args: tag: common title for all produced plots. for example, "train	STRING
HIGH	ignite/handlers/visdom_logger.py	helper handler to log engine's output and/or metrics args: tag: common title for all produced plots. for example, "train	STRING
HIGH	ignite/handlers/clearml_logger.py	helper handler to log engine's output and/or metrics args: tag: common title for all produced plots. for example, "train	STRING

Deep Nesting57 hits · 54 pts

Severity	File	Line	Context
LOW	ignite/utils.py	98	CODE
LOW	ignite/utils.py	135	CODE
LOW	ignite/metrics/metric.py	825	CODE
LOW	ignite/metrics/metric.py	489	CODE
LOW	ignite/metrics/metric.py	674	CODE
LOW	ignite/metrics/metric.py	838	CODE
LOW	ignite/metrics/metric.py	677	CODE
LOW	ignite/metrics/metric.py	840	CODE
LOW	ignite/metrics/metrics_lambda.py	148	CODE
LOW	ignite/metrics/metrics_lambda.py	183	CODE
LOW	…cs/vision/object_detection_average_precision_recall.py	136	CODE
LOW	…cs/vision/object_detection_average_precision_recall.py	255	CODE
LOW	ignite/metrics/fairness/demographic_parity.py	65	CODE
LOW	ignite/metrics/nlp/utils.py	24	CODE
LOW	ignite/distributed/auto.py	23	CODE
LOW	ignite/distributed/auto.py	144	CODE
LOW	ignite/distributed/comp_models/native.py	573	CODE
LOW	ignite/distributed/comp_models/base.py	109	CODE
LOW	ignite/distributed/comp_models/base.py	131	CODE
LOW	ignite/contrib/engines/common.py	155	CODE
LOW	ignite/engine/deterministic.py	202	CODE
LOW	ignite/engine/__init__.py	409	CODE
LOW	ignite/engine/engine.py	724	CODE
LOW	ignite/engine/engine.py	890	CODE
LOW	ignite/engine/engine.py	1104	CODE
LOW	ignite/engine/engine.py	1191	CODE
LOW	ignite/engine/engine.py	1302	CODE
LOW	ignite/engine/engine.py	1378	CODE
LOW	ignite/handlers/param_scheduler.py	1062	CODE
LOW	ignite/handlers/checkpoint.py	528	CODE
LOW	ignite/handlers/lr_finder.py	383	CODE
LOW	ignite/handlers/base_logger.py	173	CODE
LOW	ignite/handlers/base_logger.py	112	CODE
LOW	tests/ignite/metrics/test_classification_report.py	144	CODE
LOW	tests/ignite/metrics/test_classification_report.py	178	CODE
LOW	tests/ignite/metrics/test_psnr.py	32	CODE
LOW	tests/ignite/metrics/nlp/_pyrouge.py	129	CODE
LOW	tests/ignite/metrics/nlp/_pyrouge.py	203	CODE
LOW	tests/ignite/metrics/nlp/_pyrouge.py	338	CODE
LOW	tests/ignite/metrics/nlp/_pyrouge.py	422	CODE
LOW	tests/ignite/metrics/nlp/_pyrouge.py	513	CODE
LOW	tests/ignite/metrics/nlp/_pyrouge.py	558	CODE
LOW	tests/ignite/metrics/nlp/_pyrouge.py	204	CODE
LOW	tests/ignite/metrics/nlp/_pyrouge.py	224	CODE
LOW	tests/ignite/metrics/nlp/_pyrouge.py	249	CODE
LOW	tests/ignite/metrics/nlp/test_bleu.py	47	CODE
LOW	tests/ignite/distributed/utils/__init__.py	123	CODE
LOW	tests/ignite/distributed/utils/__init__.py	227	CODE
LOW	tests/ignite/distributed/utils/__init__.py	412	CODE
LOW	tests/ignite/engine/test_custom_events.py	149	CODE
LOW	tests/ignite/engine/test_create_supervised.py	184	CODE
LOW	tests/ignite/engine/test_create_supervised.py	328	CODE
LOW	tests/ignite/handlers/test_clearml_logger.py	851	CODE
LOW	tests/ignite/handlers/test_checkpoint.py	1659	CODE
LOW	docs/source/conf.py	280	CODE
LOW	examples/gan/dcgan.py	146	CODE
LOW	examples/cifar10_qat/utils.py	192	CODE

AI Structural Patterns34 hits · 31 pts

Severity	File	Line	Context
LOW	ignite/utils.py	239	CODE
LOW	ignite/metrics/ssim.py	78	CODE
LOW	ignite/metrics/ssim.py	179	CODE
LOW	…cs/vision/object_detection_average_precision_recall.py	50	CODE
LOW	…s/regression/geometric_mean_relative_absolute_error.py	108	CODE
LOW	ignite/distributed/comp_models/native.py	359	CODE
LOW	ignite/distributed/comp_models/base.py	167	CODE
LOW	ignite/contrib/engines/common.py	51	CODE
LOW	ignite/contrib/engines/common.py	155	CODE
LOW	ignite/contrib/engines/common.py	239	CODE
LOW	ignite/engine/deterministic.py	119	CODE
LOW	ignite/engine/__init__.py	141	CODE
LOW	ignite/engine/__init__.py	440	CODE
LOW	ignite/engine/__init__.py	759	CODE
LOW	ignite/handlers/checkpoint.py	337	CODE
LOW	ignite/handlers/checkpoint.py	1012	CODE
LOW	ignite/handlers/time_profilers.py	415	CODE
LOW	tests/ignite/conftest.py	295	CODE
LOW	tests/ignite/metrics/test_ssim.py	106	CODE
LOW	tests/ignite/metrics/nlp/_pyrouge.py	37	CODE
LOW	tests/ignite/engine/test_engine.py	748	CODE
LOW	tests/ignite/engine/test_create_supervised.py	50	CODE
LOW	tests/ignite/engine/test_create_supervised.py	106	CODE
LOW	examples/cifar10_qat/utils.py	129	CODE
LOW	examples/cifar10_qat/utils.py	188	CODE
LOW	examples/cifar10_qat/main.py	121	CODE
LOW	examples/fast_neural_style/transformer_net.py	54	CODE
LOW	examples/fast_neural_style/transformer_net.py	76	CODE
LOW	examples/fast_neural_style/transformer_net.py	99	CODE
LOW	examples/fast_neural_style/vgg.py	39	CODE
LOW	examples/transformers/model.py	22	CODE
LOW	examples/transformers/main.py	129	CODE
LOW	examples/siamese_network/siamese_network.py	66	CODE
LOW	examples/cifar10/main.py	133	CODE

Excessive Try-Catch Wrapping15 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	ignite/metrics/epoch_metric.py	142	except Exception as e:	CODE
LOW	ignite/engine/engine.py	1289	except Exception as e:	CODE
LOW	ignite/engine/engine.py	1475	except Exception as e:	CODE
LOW	ignite/handlers/polyaxon_logger.py	138	except Exception:	CODE
MEDIUM	ignite/handlers/polyaxon_logger.py	135	def close(self) -> None:	CODE
LOW	tests/ignite/handlers/test_neptune_logger.py	546	except Exception:	CODE
LOW	tests/ignite/handlers/test_checkpoint.py	645	except Exception:	CODE
LOW	examples/mnist/mnist_save_resume_engine.py	268	except Exception as e:	CODE
LOW	examples/cifar10_qat/main.py	113	except Exception as e:	CODE
LOW	examples/references/classification/imagenet/main.py	322	except Exception as e: # noqa	CODE
LOW	examples/references/classification/imagenet/main.py	421	except Exception as e: # noqa	CODE
LOW	examples/references/segmentation/pascal_voc2012/main.py	359	except Exception as e: # noqa	CODE
LOW	examples/references/segmentation/pascal_voc2012/main.py	465	except Exception as e: # noqa	CODE
LOW	examples/transformers/main.py	121	except Exception as e:	CODE
LOW	examples/cifar10/main.py	125	except Exception as e:	CODE

Over-Commented Block13 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	ignite/handlers/mlflow_logger.py	121		COMMENT
LOW	ignite/handlers/tensorboard_logger.py	181		COMMENT
LOW	tests/ignite/metrics/test_metric.py	1301	# class _TestMetric(Metric):	COMMENT
LOW	…sts/ignite/metrics/test_multilabel_confusion_matrix.py	361	predictions_reshaped = predictions.permute(0, 1, 3, 4, 5, 2).reshape(-1, num_classes)	COMMENT
LOW	…sts/ignite/metrics/test_multilabel_confusion_matrix.py	381	# _test_distrib_multiclass_images(device)	COMMENT
LOW	…sts/ignite/metrics/test_multilabel_confusion_matrix.py	401	#	COMMENT
LOW	…sts/ignite/metrics/test_multilabel_confusion_matrix.py	421	# device = idist.device()	COMMENT
LOW	docs/source/conf.py	1	# -- coding: utf-8 --	COMMENT
LOW	docs/source/conf.py	81	# katex options	COMMENT
LOW	docs/source/conf.py	161	# -- Options for HTMLHelp output ---------------------------------------------	COMMENT
LOW	.github/workflows/triage.yml	21	repo-token: "${{ secrets.GITHUB_TOKEN }}"	COMMENT
LOW	.github/workflows/unit-tests.yml	121	- name: Run MNIST Examples	COMMENT
LOW	.github/workflows/pytorch-version-tests.yml	81	# filename: .github/failed_schedule_issue_template.md	COMMENT

Cross-Language Confusion2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	ignite/metrics/clustering/davies_bouldin_score.py	39	(i.e., the index is undefined), ``float('nan')`` is returned.	CODE
HIGH	ignite/metrics/clustering/calinski_harabasz_score.py	39	(i.e., the index is undefined), ``float('nan')`` is returned.	CODE

Redundant / Tautological Comments5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	ignite/engine/engine.py	975	# Check if we need to create new state or resume	COMMENT
LOW	ignite/handlers/lr_finder.py	191	# Check if the loss has diverged; if it has, stop the trainer	COMMENT
LOW	ignite/handlers/lr_finder.py	303	# Check if optimizer has multiple param_groups	COMMENT
LOW	tests/ignite/handlers/test_tensorboard_logger.py	658	# Check if event files are present	COMMENT
LOW	tests/ignite/handlers/test_tensorboard_logger.py	685	# Check if event files are present	COMMENT

Slop Phrases6 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	ignite/handlers/neptune_logger.py	239	# We are using the api_token for the anonymous user neptuner but you can use your own.	STRING
MEDIUM	ignite/handlers/neptune_logger.py	280	# We are using the api_token for the anonymous user neptuner but you can use your own.	STRING
MEDIUM	ignite/handlers/neptune_logger.py	372	# We are using the api_token for the anonymous user neptuner but you can use your own.	STRING
MEDIUM	ignite/handlers/neptune_logger.py	437	# We are using the api_token for the anonymous user neptuner but you can use your own.	STRING
MEDIUM	ignite/handlers/neptune_logger.py	540	# We are using the api_token for the anonymous user neptuner but you can use your own.	STRING
MEDIUM	ignite/handlers/neptune_logger.py	638	# We are using the api_token for the anonymous user neptuner but you can use your own.	STRING

Decorative Section Separators2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	examples/gan/dcgan.py	249	# -----------------------------------------------------------	COMMENT
MEDIUM	examples/gan/dcgan.py	275	# -----------------------------------------------------------	COMMENT

Fake / Example Data4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	tests/ignite/handlers/test_time_profilers.py	149	dummy_data = range(true_num_iters)	CODE
LOW	tests/ignite/handlers/test_time_profilers.py	154	dummy_trainer.run(dummy_data_loader(dummy_data), max_epochs=true_max_epochs, epoch_length=true_num_iters)	CODE
LOW	tests/ignite/handlers/test_time_profilers.py	176	dummy_data = range(true_num_iters)	CODE
LOW	tests/ignite/handlers/test_time_profilers.py	181	dummy_trainer.run(dummy_data_loader(dummy_data), max_epochs=true_max_epochs, epoch_length=true_num_iters)	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings