huggingface/pytorch-image-models

Pattern Findings

The scanner identified 2548 distinct pattern matches across 19 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 Repetition204 hits · 1020 pts

Severity	File	Line	Snippet	Context
HIGH	timm/optim/mars.py	0	perform a single optimization step. args: closure (callable, optional): a closure that reevaluates the model and returns	STRING
HIGH	timm/optim/lamb.py	0	perform a single optimization step. args: closure (callable, optional): a closure that reevaluates the model and returns	STRING
HIGH	timm/optim/adafactor.py	0	perform a single optimization step. args: closure (callable, optional): a closure that reevaluates the model and returns	STRING
HIGH	timm/optim/nvnovograd.py	0	perform a single optimization step. args: closure (callable, optional): a closure that reevaluates the model and returns	STRING
HIGH	timm/optim/adabelief.py	0	perform a single optimization step. args: closure (callable, optional): a closure that reevaluates the model and returns	STRING
HIGH	timm/optim/adamw.py	0	perform a single optimization step. args: closure (callable, optional): a closure that reevaluates the model and returns	STRING
HIGH	timm/optim/laprop.py	0	perform a single optimization step. args: closure (callable, optional): a closure that reevaluates the model and returns	STRING
HIGH	timm/optim/nadam.py	0	perform a single optimization step. args: closure (callable, optional): a closure that reevaluates the model and returns	STRING
HIGH	timm/optim/rmsprop_tf.py	0	perform a single optimization step. args: closure (callable, optional): a closure that reevaluates the model and returns	STRING
HIGH	timm/optim/madgrad.py	0	perform a single optimization step. args: closure (callable, optional): a closure that reevaluates the model and returns	STRING
HIGH	timm/optim/sgdw.py	0	perform a single optimization step. args: closure (callable, optional): a closure that reevaluates the model and returns	STRING
HIGH	timm/optim/lars.py	0	perform a single optimization step. args: closure (callable, optional): a closure that reevaluates the model and returns	STRING
HIGH	timm/optim/nadamw.py	0	perform a single optimization step. args: closure (callable, optional): a closure that reevaluates the model and returns	STRING
HIGH	timm/optim/adopt.py	0	perform a single optimization step. args: closure (callable, optional): a closure that reevaluates the model and returns	STRING
HIGH	timm/models/repvit.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/tiny_vit.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/ghostnet.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/davit.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/efficientvit_mit.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/rexnet.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/edgenext.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/swiftformer.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/nest.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/regnet.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/resnetv2.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/efficientvit_msra.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/shvit.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/tresnet.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/fastvit.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/fasternet.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/efficientformer.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/levit.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/vovnet.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/inception_v4.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/maxxvit.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/metaformer.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/repghost.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/swin_transformer_v2.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/pvt_v2.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/lcnetv2.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/mambaout.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/gcvit.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/starnet.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/inception_next.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/focalnet.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/pit.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/swin_transformer_v2_cr.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/efficientformer_v2.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/nextvit.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/hgnet.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/volo.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/xcit.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/mvitv2.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/twins.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/vision_transformer_sam.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/hiera.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/hieradet_sam2.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/vision_transformer_relpos.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/cpubone.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
HIGH	timm/models/byobnet.py	0	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if an int, if is a	STRING
144 more matches not shown…

Unused Imports807 hits · 555 pts

Severity	File	Line	Context
LOW	legacy_train.py	53	CODE
LOW	train.py	70	CODE
LOW	inference.py	9	CODE
LOW	clean_checkpoint.py	15	CODE
LOW	tests/test_scheduler.py	20	CODE
LOW	tests/test_models.py	33	CODE
LOW	timm/__init__.py	1	CODE
LOW	timm/__init__.py	2	CODE
LOW	timm/__init__.py	2	CODE
LOW	timm/__init__.py	2	CODE
LOW	timm/__init__.py	2	CODE
LOW	timm/__init__.py	8	CODE
LOW	timm/__init__.py	8	CODE
LOW	timm/__init__.py	8	CODE
LOW	timm/__init__.py	8	CODE
LOW	timm/__init__.py	8	CODE
LOW	timm/__init__.py	8	CODE
LOW	timm/__init__.py	8	CODE
LOW	timm/__init__.py	8	CODE
LOW	timm/__init__.py	8	CODE
LOW	timm/layers/squeeze_excite.py	13	CODE
LOW	timm/layers/classifier.py	11	CODE
LOW	timm/layers/create_act.py	4	CODE
LOW	timm/layers/create_act.py	4	CODE
LOW	timm/layers/create_act.py	6	CODE
LOW	timm/layers/create_act.py	7	CODE
LOW	timm/layers/create_norm.py	9	CODE
LOW	timm/layers/separable_conv.py	8	CODE
LOW	timm/layers/trace_utils.py	2	CODE
LOW	timm/layers/__init__.py	1	CODE
LOW	timm/layers/__init__.py	1	CODE
LOW	timm/layers/__init__.py	1	CODE
LOW	timm/layers/__init__.py	1	CODE
LOW	timm/layers/__init__.py	1	CODE
LOW	timm/layers/__init__.py	1	CODE
LOW	timm/layers/__init__.py	1	CODE
LOW	timm/layers/__init__.py	1	CODE
LOW	timm/layers/__init__.py	11	CODE
LOW	timm/layers/__init__.py	12	CODE
LOW	timm/layers/__init__.py	12	CODE
LOW	timm/layers/__init__.py	12	CODE
LOW	timm/layers/__init__.py	12	CODE
LOW	timm/layers/__init__.py	18	CODE
LOW	timm/layers/__init__.py	18	CODE
LOW	timm/layers/__init__.py	18	CODE
LOW	timm/layers/__init__.py	18	CODE
LOW	timm/layers/__init__.py	19	CODE
LOW	timm/layers/__init__.py	19	CODE
LOW	timm/layers/__init__.py	19	CODE
LOW	timm/layers/__init__.py	20	CODE
LOW	timm/layers/__init__.py	20	CODE
LOW	timm/layers/__init__.py	21	CODE
LOW	timm/layers/__init__.py	21	CODE
LOW	timm/layers/__init__.py	22	CODE
LOW	timm/layers/__init__.py	22	CODE
LOW	timm/layers/__init__.py	23	CODE
LOW	timm/layers/__init__.py	23	CODE
LOW	timm/layers/__init__.py	23	CODE
LOW	timm/layers/__init__.py	23	CODE
LOW	timm/layers/__init__.py	24	CODE
747 more matches not shown…

Hyper-Verbose Identifiers562 hits · 539 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_utils.py	19	def test_average_meter_zero_count():	CODE
LOW	tests/test_utils.py	77	def test_activation_stats_hook_validation():	CODE
LOW	tests/test_utils.py	110	def test_freeze_unfreeze_bn_root():	CODE
LOW	tests/test_utils.py	127	def test_activation_stats_functions():	CODE
LOW	tests/test_utils.py	146	def test_reparameterize_model():	CODE
LOW	tests/test_utils.py	175	def test_get_state_dict_custom_unwrap():	CODE
LOW	tests/test_utils.py	193	def test_freeze_unfreeze_string_input():	CODE
LOW	tests/test_utils.py	212	def test_parse_kwargs_literal_values():	CODE
LOW	tests/test_utils.py	220	def test_parse_kwargs_value_with_equals():	CODE
LOW	tests/test_utils.py	231	def test_parse_kwargs_non_literal_falls_back_to_string():	CODE
LOW	tests/conftest.py	8	def isolate_cli_backend_flags(monkeypatch):	CODE
LOW⚡	tests/test_task.py	68	def _param_group_weight_decay(optimizer):	CODE
LOW⚡	tests/test_task.py	76	def _create_tiny_distilled_student():	CODE
LOW⚡	tests/test_task.py	86	def test_distillation_train_keeps_teacher_in_eval(task_cls):	CODE
LOW	tests/test_task.py	122	def test_token_distillation_reuses_teacher_wrapper(compiled):	CODE
LOW	tests/test_task.py	147	def test_token_distillation_named_teacher_checkpoint(tmp_path):	CODE
LOW	tests/test_task.py	171	def test_task_checkpoint_omits_empty_task_state_and_keeps_legacy_paths(tmp_path):	CODE
LOW	tests/test_task.py	202	def test_feature_distillation_checkpoint_keeps_projection_in_task_state(tmp_path):	CODE
LOW	tests/test_task.py	240	def test_feature_distillation_trainable_module_optimizer_grouping():	CODE
LOW	tests/test_task.py	266	def test_base_eval_model_preserves_trainable_wrapper_for_use():	CODE
LOW	tests/test_task.py	276	def test_compiled_ema_eval_model_reflects_update():	CODE
LOW	tests/test_task.py	301	def test_compiled_eval_checkpoint_load_uses_unwrapped_state_dict_target():	CODE
LOW	tests/test_naflex_dataset.py	42	def test_naflex_epoch_batches_are_prepared_when_iteration_starts():	CODE
LOW	tests/test_naflex_dataset.py	64	def test_naflex_persistent_workers_read_shared_epoch():	CODE
LOW	tests/test_naflex_dataset.py	88	def test_naflex_persistent_workers_disable_mixup_at_configured_epoch():	CODE
LOW	tests/test_naflex_dataset.py	117	def test_naflex_epoch_prep_warnings_only_emitted_by_worker_zero(monkeypatch):	CODE
LOW⚡	tests/test_hub.py	27	def test_load_state_dict_from_path_prefers_preferred_file(tmp_path):	CODE
LOW⚡	tests/test_hub.py	35	def test_load_state_dict_from_path_ext_priority(tmp_path):	CODE
LOW⚡	tests/test_hub.py	45	def test_load_state_dict_from_path_multiple_same_ext_warns(tmp_path, caplog):	CODE
LOW⚡	tests/test_hub.py	55	def test_load_state_dict_from_path_accepts_str(tmp_path):	CODE
LOW⚡	tests/test_hub.py	60	def test_load_state_dict_from_path_no_checkpoint(tmp_path):	CODE
LOW	tests/test_input_conv.py	29	def test_adapt_non_rgb_input_conv(source, target, dtype):	CODE
LOW	tests/test_input_conv.py	42	def test_space_to_depth_grayscale_preserves_spatial_groups(base_channels):	CODE
LOW⚡	tests/test_input_conv.py	55	def test_default_rgb_conversion_is_preserved(target):	CODE
LOW⚡	tests/test_input_conv.py	65	def test_matching_channel_count_preserves_double_precision():	CODE
LOW⚡	tests/test_input_conv.py	74	def test_channel_counts_must_be_positive(target, source):	CODE
LOW	tests/test_input_conv.py	123	def test_load_pretrained_uses_source_channel_metadata(source_channels, target_channels, second_stem):	CODE
LOW⚡	tests/test_input_conv.py	135	def test_temporal_stacking_preserves_response_to_repeated_frames(frames):	CODE
LOW⚡	tests/test_input_conv.py	145	def test_grayscale_matches_repeating_one_band_for_every_pretrained_channel():	CODE
LOW⚡	tests/test_input_conv.py	152	def test_missing_source_metadata_retains_rgb_default():	CODE
LOW⚡	tests/test_input_conv.py	157	def test_unsupported_non_rgb_linear_stem_keeps_existing_fallback():	CODE
LOW⚡	tests/test_input_conv.py	163	def test_non_grayscale_space_to_depth_conversion_remains_explicitly_unsupported():	CODE
LOW⚡	tests/test_input_conv.py	169	def test_create_model_transfers_multispectral_checkpoint(frames):	CODE
LOW	tests/test_prune.py	10	def test_pruned_feature_info_matches_forward(model_name):	CODE
LOW⚡	tests/test_layers_pos_embed.py	37	def _legacy_build_fourier_pos_embed(	CODE
LOW⚡	tests/test_layers_pos_embed.py	315	def test_build_grid_xy_swaps_channels():	CODE
LOW⚡	tests/test_layers_pos_embed.py	1045	def test_rope_aug_invalid_config(kind, name, value):	CODE
LOW⚡	tests/test_layers_pos_embed.py	1053	def test_rope_aug_invalid_functional_config(name, value):	CODE
LOW⚡	tests/test_layers_pos_embed.py	1062	def test_rope_aug_output_dtype(kind, cached, dtype, rope_device):	CODE
LOW	tests/test_layers_pos_embed.py	101	def _legacy_build_rotary_pos_embed(	CODE
LOW	tests/test_layers_pos_embed.py	255	def test_build_fourier_pos_embed_matches_legacy(	CODE
LOW	tests/test_layers_pos_embed.py	280	def test_build_rotary_pos_embed_matches_legacy(	CODE
LOW	tests/test_layers_pos_embed.py	339	def test_rotary_module_matches_functional(cls, kwargs, rotate_half):	CODE
LOW	tests/test_layers_pos_embed.py	366	def test_rotary_cat_get_batch_embeds_matches_get_embed(kwargs, seq_len):	CODE
LOW	tests/test_layers_pos_embed.py	489	def test_rotary_init_after_to_empty(cls, feat_shape):	CODE
LOW	tests/test_layers_pos_embed.py	508	def test_rotary_module_forward_nchw(cls, feat_shape, rotate_half):	CODE
LOW	tests/test_layers_pos_embed.py	529	def test_mixed_rope_low_precision_cast():	CODE
LOW	tests/test_layers_pos_embed.py	591	def test_mrope_reference_precision_and_meta_init(rope_device, low_dtype, dim, sections):	CODE
LOW	tests/test_layers_pos_embed.py	638	def test_rope_batch_padding_dtype_and_gradients(kind):	CODE
LOW	tests/test_layers_pos_embed.py	666	def test_mixed_rope_forward_per_block(feat_shape, block_index):	CODE
502 more matches not shown…

AI Structural Patterns478 hits · 476 pts

Severity	File	Line	Context
LOW	legacy_train.py	1076	CODE
LOW	benchmark.py	215	CODE
LOW	train.py	1419	CODE
LOW	tests/test_layers_pos_embed.py	98	CODE
LOW	tests/test_layers_pos_embed.py	37	CODE
LOW	tests/test_layers_pos_embed.py	101	CODE
LOW	timm/layers/std_conv.py	35	CODE
LOW	timm/layers/std_conv.py	76	CODE
LOW	timm/layers/std_conv.py	121	CODE
LOW	timm/layers/std_conv.py	182	CODE
LOW	timm/layers/squeeze_excite.py	30	CODE
LOW	timm/layers/squeeze_excite.py	109	CODE
LOW	timm/layers/attention.py	53	CODE
LOW	timm/layers/attention.py	159	CODE
LOW	timm/layers/classifier.py	249	CODE
LOW	timm/layers/attention_pool2d.py	36	CODE
LOW	timm/layers/attention_pool2d.py	200	CODE
LOW	timm/layers/pos_embed_sincos.py	116	CODE
LOW	timm/layers/pos_embed_sincos.py	373	CODE
LOW	timm/layers/pos_embed_sincos.py	292	CODE
LOW	timm/layers/pos_embed_sincos.py	530	CODE
LOW	timm/layers/pos_embed_sincos.py	608	CODE
LOW	timm/layers/pos_embed_sincos.py	746	CODE
LOW	timm/layers/pos_embed_sincos.py	1049	CODE
LOW	timm/layers/pos_embed_sincos.py	1141	CODE
LOW	timm/layers/pos_embed_sincos.py	1392	CODE
LOW	timm/layers/separable_conv.py	19	CODE
LOW	timm/layers/separable_conv.py	85	CODE
LOW	timm/layers/gather_excite.py	29	CODE
LOW	timm/layers/non_local_attn.py	153	CODE
LOW	timm/layers/other_pool.py	195	CODE
LOW	timm/layers/other_pool.py	286	CODE
LOW	timm/layers/bottleneck_attn.py	122	CODE
LOW	timm/layers/bottleneck_attn.py	185	CODE
LOW	timm/layers/lambda_layer.py	73	CODE
LOW	timm/layers/lambda_layer.py	171	CODE
LOW	timm/layers/attention_pool.py	20	CODE
LOW	timm/layers/mlp.py	19	CODE
LOW	timm/layers/mlp.py	63	CODE
LOW	timm/layers/mlp.py	120	CODE
LOW	timm/layers/mlp.py	171	CODE
LOW	timm/layers/mlp.py	218	CODE
LOW	timm/layers/mlp.py	256	CODE
LOW	timm/layers/diff_attention.py	37	CODE
LOW	timm/layers/hybrid_embed.py	28	CODE
LOW	timm/layers/hybrid_embed.py	231	CODE
LOW	timm/layers/conv_bn_act.py	16	CODE
LOW	timm/layers/halo_attn.py	142	CODE
LOW	timm/layers/halo_attn.py	247	CODE
LOW	timm/layers/attention2d.py	27	CODE
LOW	timm/layers/attention2d.py	107	CODE
LOW	timm/layers/attention2d.py	324	CODE
LOW	timm/layers/patch_embed.py	32	CODE
LOW	timm/layers/patch_embed.py	153	CODE
LOW	timm/layers/eca.py	61	CODE
LOW	timm/layers/eca.py	135	CODE
LOW	timm/layers/global_context.py	23	CODE
LOW	timm/layers/split_attn.py	38	CODE
LOW	timm/layers/selective_kernel.py	63	CODE
LOW	timm/layers/cbam.py	24	CODE
418 more matches not shown…

Modern Structural Boilerplate177 hits · 178 pts

Severity	File	Line	Snippet	Context
LOW	train.py	633	def _set_loader_epoch(loader, epoch: int) -> None:	CODE
LOW	timm/layers/attention.py	12	__all__ = ['Attention', 'AttentionRope', 'maybe_add_mask', 'resolve_self_attn_mask']	CODE
LOW	timm/layers/config.py	9	__all__ = [	CODE
LOW	timm/layers/pos_embed_sincos.py	670	def update_feat_shape(self, feat_shape: List[int]) -> None:	CODE
LOW	timm/layers/pos_embed_sincos.py	787	def _update_cached_embed(self, feat_shape: List[int], bands: torch.Tensor) -> None:	CODE
LOW	timm/layers/pos_embed_sincos.py	852	def _update_cached_embed(self, feat_shape: List[int], bands: torch.Tensor) -> None:	CODE
LOW	timm/layers/pos_embed_rel.py	344	def set_window_size(self, window_size: Tuple[int, int]) -> None:	CODE
LOW	timm/layers/pos_embed_rel.py	503	def set_window_size(self, window_size: Tuple[int, int]) -> None:	CODE
LOW	timm/layers/pos_embed_rel.py	654	def set_window_size(self, window_size: Tuple[int, int]) -> None:	CODE
LOW	timm/layers/_fx.py	15	__all__ = [	CODE
LOW	timm/layers/typing.py	7	__all__ = ["LayerType", "PadType", "nullwrap", "disable_compiler"]	CODE
LOW	timm/scheduler/scheduler.py	91	def update_groups(self, values: Union[float, List[float]]) -> None:	CODE
LOW	timm/optim/_types.py	29	__all__ = ['ParamsT', 'OptimType', 'OptimizerCallable']	CODE
LOW	timm/optim/sgdw.py	23	__all__ = ['SGDW', 'sgdw']	CODE
LOW	timm/optim/adopt.py	27	__all__ = ["Adopt", "adopt"]	CODE
LOW	timm/models/repvit.py	29	__all__ = ['RepVit']	CODE
LOW	timm/models/tiny_vit.py	9	__all__ = ['TinyVit']	CODE
LOW	timm/models/deit.py	25	__all__ = ['VisionTransformerDistilled'] # model_registry will add each entrypoint fn to this	CODE
LOW	timm/models/ghostnet.py	35	__all__ = ['GhostNet']	CODE
LOW	timm/models/volo.py	37	__all__ = ['VOLO'] # model_registry will add each entrypoint fn to this	CODE
LOW	timm/models/volo.py	923	def set_grad_checkpointing(self, enable: bool = True) -> None:	CODE
LOW	timm/models/davit.py	33	__all__ = ['DaVit']	CODE
LOW	timm/models/efficientvit_mit.py	9	__all__ = ['EfficientVit', 'EfficientVitLarge']	CODE
LOW	timm/models/gemma4_vit.py	40	__all__ = ['Gemma4VitEncoder', 'Gemma4VitClassifier']	CODE
LOW	timm/models/gemma4_vit.py	808	def set_grad_checkpointing(self, enable: bool = True) -> None:	CODE
LOW	timm/models/gemma4_vit.py	812	def set_clamp_enabled(self, enabled: bool = True) -> None:	CODE
LOW	timm/models/gemma4_vit.py	1145	def set_grad_checkpointing(self, enable: bool = True) -> None:	CODE
LOW	timm/models/gemma4_vit.py	1149	def set_clamp_enabled(self, enabled: bool = True) -> None:	CODE
LOW	timm/models/_efficientnet_blocks.py	26	__all__ = [	CODE
LOW	timm/models/selecsls.py	25	__all__ = ['SelecSls'] # model_registry will add each entrypoint fn to this	CODE
LOW	timm/models/rexnet.py	31	__all__ = ['RexNet'] # model_registry will add each entrypoint fn to this	CODE
LOW	timm/models/rexnet.py	338	def set_grad_checkpointing(self, enable: bool = True) -> None:	CODE
LOW	timm/models/inception_resnet_v2.py	20	__all__ = ['InceptionResnetV2']	CODE
LOW	timm/models/edgenext.py	38	__all__ = ['EdgeNeXt'] # model_registry will add each entrypoint fn to this	CODE
LOW	timm/models/hrnet.py	28	__all__ = ['HighResolutionNet', 'HighResolutionNetFeatures'] # model_registry will add each entrypoint fn to this	CODE
LOW	timm/models/hieradet_sam2.py	466	def set_grad_checkpointing(self, enable: bool = True) -> None:	CODE
LOW	timm/models/vgg.py	23	__all__ = ['VGG']	CODE
LOW	timm/models/vgg.py	198	def set_grad_checkpointing(self, enable: bool = True) -> None:	CODE
LOW	timm/models/byoanet.py	27	__all__ = []	CODE
LOW	timm/models/convmixer.py	17	__all__ = ['ConvMixer']	CODE
LOW	timm/models/swiftformer.py	28	__all__ = ['SwiftFormer']	CODE
LOW	timm/models/nest.py	49	__all__ = ['Nest'] # model_registry will add each entrypoint fn to this	CODE
LOW	timm/models/cspnet.py	30	__all__ = ['CspNet'] # model_registry will add each entrypoint fn to this	CODE
LOW	timm/models/hardcorenas.py	18	__all__ = [] # model_registry will add each entrypoint fn to this	CODE
LOW	timm/models/beit.py	77	__all__ = ['Beit']	CODE
LOW	timm/models/beit.py	283	def set_window_size(self, window_size: Tuple[int, int]) -> None:	CODE
LOW	timm/models/beit.py	476	def set_window_size(self, window_size: Tuple[int, int]) -> None:	CODE
LOW	timm/models/vision_transformer_relpos.py	46	__all__ = ['VisionTransformerRelPos'] # model_registry will add each entrypoint fn to this	CODE
LOW	timm/models/xcit.py	30	__all__ = ['Xcit'] # model_registry will add each entrypoint fn to this	CODE
LOW	timm/models/regnet.py	45	__all__ = ['RegNet', 'RegNetCfg'] # model_registry will add each entrypoint fn to this	CODE
LOW	timm/models/regnet.py	717	def set_grad_checkpointing(self, enable: bool = True) -> None:	CODE
LOW	timm/models/sequencer.py	24	__all__ = ['Sequencer2d'] # model_registry will add each entrypoint fn to this	CODE
LOW	timm/models/qwen3_vit.py	56	__all__ = ['Qwen3VitEncoder', 'Qwen3VitClassifier']	CODE
LOW	timm/models/qwen3_vit.py	275	def set_grad_checkpointing(self, enable: bool = True) -> None:	CODE
LOW	timm/models/qwen3_vit.py	482	def set_grad_checkpointing(self, enable: bool = True) -> None:	CODE
LOW	timm/models/cpubone.py	29	__all__ = ['CPUBone']	CODE
LOW	timm/models/mvitv2.py	36	__all__ = ['MultiScaleVit', 'MultiScaleVitCfg'] # model_registry will add each entrypoint fn to this	CODE
LOW	timm/models/resnetv2.py	51	__all__ = ['ResNetV2'] # model_registry will add each entrypoint fn to this	CODE
LOW	timm/models/resnetv2.py	672	def set_grad_checkpointing(self, enable: bool = True) -> None:	CODE
LOW	timm/models/vision_transformer.py	117	__all__ = ['VisionTransformer'] # model_registry will add each entrypoint fn to this	CODE
117 more matches not shown…

Deep Nesting168 hits · 165 pts

Severity	File	Line	Context
LOW	legacy_train.py	428	CODE
LOW	legacy_train.py	1076	CODE
LOW	legacy_train.py	1287	CODE
LOW	benchmark.py	170	CODE
LOW	benchmark.py	573	CODE
LOW	benchmark.py	629	CODE
LOW	benchmark.py	314	CODE
LOW	validate.py	195	CODE
LOW	validate.py	485	CODE
LOW	validate.py	514	CODE
LOW	train.py	588	CODE
LOW	train.py	642	CODE
LOW	train.py	1419	CODE
LOW	train.py	1643	CODE
LOW	bulk_runner.py	96	CODE
LOW	bulk_runner.py	141	CODE
LOW	inference.py	158	CODE
LOW	inference.py	376	CODE
LOW	tests/test_task.py	86	CODE
LOW	tests/test_layers_pos_embed.py	820	CODE
LOW	tests/test_reader_wds.py	23	CODE
LOW	tests/test_models.py	266	CODE
LOW	results/generate_csv_results.py	20	CODE
LOW	timm/layers/classifier.py	315	CODE
LOW	timm/layers/pos_embed_sincos.py	116	CODE
LOW	timm/layers/pos_embed_sincos.py	1611	CODE
LOW	timm/layers/gather_excite.py	29	CODE
LOW	timm/layers/non_local_attn.py	71	CODE
LOW	timm/layers/pos_embed_rel.py	157	CODE
LOW	timm/layers/adaptive_avgmax_pool.py	42	CODE
LOW	timm/layers/adaptive_avgmax_pool.py	127	CODE
LOW	timm/layers/inplace_abn.py	43	CODE
LOW	timm/layers/hybrid_embed.py	93	CODE
LOW	timm/layers/pool1d.py	4	CODE
LOW	timm/layers/create_attn.py	22	CODE
LOW	timm/layers/weight_init.py	110	CODE
LOW	timm/layers/norm_act.py	278	CODE
LOW	timm/layers/norm_act.py	322	CODE
LOW	timm/loss/class_weights.py	94	CODE
LOW	timm/scheduler/scheduler_factory.py	66	CODE
LOW	timm/optim/_param_groups.py	19	CODE
LOW	timm/optim/sgdw.py	199	CODE
LOW	timm/optim/sgdw.py	246	CODE
LOW	timm/optim/_optim_factory.py	177	CODE
LOW	timm/optim/adafactor.py	141	CODE
LOW	timm/optim/adafactor_bv.py	206	CODE
LOW	timm/optim/adafactor_bv.py	122	CODE
LOW	timm/optim/nvnovograd.py	91	CODE
LOW	timm/optim/adamp.py	90	CODE
LOW	timm/optim/adabelief.py	267	CODE
LOW	timm/optim/adabelief.py	122	CODE
LOW	timm/optim/adamw.py	117	CODE
LOW	timm/optim/kron.py	413	CODE
LOW	timm/optim/kron.py	228	CODE
LOW	timm/optim/muon.py	535	CODE
LOW	timm/optim/muon.py	792	CODE
LOW	timm/optim/rmsprop_tf.py	227	CODE
LOW	timm/optim/rmsprop_tf.py	113	CODE
LOW	timm/optim/sgdp.py	50	CODE
LOW	timm/optim/_helpers.py	15	CODE
108 more matches not shown…

Decorative Section Separators28 hits · 90 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/test_layers_pos_embed.py	33	# ---------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_layers_pos_embed.py	35	# ---------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_layers_pos_embed.py	324	# ---------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_layers_pos_embed.py	326	# ---------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_layers_pos_embed.py	754	# ---------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_layers_pos_embed.py	756	# ---------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	timm/optim/lion.py	22	# ==============================================================================	COMMENT
MEDIUM	timm/models/beit.py	33	# --------------------------------------------------------	COMMENT
MEDIUM	timm/models/twins.py	8	# --------------------------------------------------------	COMMENT
MEDIUM	timm/models/twins.py	13	# --------------------------------------------------------	COMMENT
MEDIUM	timm/models/swin_transformer_v2.py	9	# --------------------------------------------------------	COMMENT
MEDIUM	timm/models/swin_transformer_v2.py	14	# --------------------------------------------------------	COMMENT
MEDIUM	timm/models/swin_transformer.py	13	# --------------------------------------------------------	COMMENT
MEDIUM	timm/models/swin_transformer.py	18	# --------------------------------------------------------	COMMENT
MEDIUM	timm/models/focalnet.py	15	# --------------------------------------------------------	COMMENT
MEDIUM	timm/models/focalnet.py	20	# --------------------------------------------------------	COMMENT
MEDIUM	timm/models/hiera.py	15	# --------------------------------------------------------	COMMENT
MEDIUM	timm/models/hiera.py	28	# --------------------------------------------------------	COMMENT
MEDIUM	timm/models/swin_transformer_v2_cr.py	24	# --------------------------------------------------------	COMMENT
MEDIUM	timm/models/swin_transformer_v2_cr.py	29	# --------------------------------------------------------	COMMENT
MEDIUM	timm/data/tf_preprocessing.py	23	# ==============================================================================	COMMENT
MEDIUM	hfdocs/generate_model_docs.py	899	# --------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	hfdocs/generate_model_docs.py	1005	# --------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	hfdocs/generate_model_docs.py	1093	# --------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	hfdocs/generate_model_docs.py	1138	# --------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	hfdocs/generate_model_docs.py	1388	# --------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	hfdocs/generate_model_docs.py	1588	# --------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	hfdocs/generate_model_docs.py	1838	# --------------------------------------------------------------------------------------------------------------------	COMMENT

Empty Error Handlers15 hits · 75 pts

Severity	File	Line	Snippet	Context
HIGH	legacy_train.py	1056	except KeyboardInterrupt:	CODE
HIGH	benchmark.py	665	except KeyboardInterrupt as e:	CODE
HIGH	benchmark.py	367	except RuntimeError as e:	CODE
HIGH	validate.py	561	except KeyboardInterrupt as e:	CODE
HIGH	train.py	1398	except KeyboardInterrupt:	CODE
HIGH	bulk_runner.py	209	except KeyboardInterrupt as e:	CODE
HIGH	tests/test_models.py	204	except Exception:	CODE
HIGH	tests/test_models.py	684	except Exception:	CODE
HIGH	timm/optim/__init__.py	30	except ImportError:	CODE
HIGH	timm/optim/_helpers.py	302	except AttributeError:	CODE
HIGH	timm/utils/jit.py	33	except Exception:	CODE
HIGH	timm/utils/jit.py	42	except Exception:	CODE
HIGH	timm/utils/summary.py	10	except ImportError:	CODE
HIGH	timm/models/_hub.py	264	except EntryNotFoundError:	CODE
HIGH	hfdocs/generate_model_docs.py	1259	except Exception:	CODE

Docstring Block Structure14 hits · 70 pts

Severity	File	Line	Snippet	Context
HIGH	timm/optim/_optim_factory.py	161	Get the OptimInfo for an optimizer. Args: name: Name of the optimizer Returns:	STRING
HIGH	timm/optim/_optim_factory.py	182	Get the optimizer class with any default arguments applied. This allows direct instantiation of optimizers with	STRING
HIGH	timm/optim/_optim_factory.py	245	Create an optimizer instance. Args: model_or_params: Model or parameters to optimize op	STRING
HIGH	timm/optim/_optim_factory.py	1142	List available optimizer names, optionally filtered. List all registered optimizers, with optional filtering using	STRING
HIGH	timm/optim/_optim_factory.py	1183	Get the OptimInfo for an optimizer. Args: name: Name of the optimizer Returns: OptimInfo confi	STRING
HIGH	timm/optim/_optim_factory.py	1201	Get optimizer class by name with option to bind default arguments. Retrieves the optimizer class or a partial funct	STRING
HIGH	timm/optim/_optim_factory.py	1250	Create an optimizer instance via timm registry. Creates and configures an optimizer with appropriate parameter grou	STRING
HIGH	timm/optim/muon.py	271	Check if a parameter is suitable for Muon optimization. Args: param: Parameter tensor min_dim_size:	STRING
HIGH	timm/models/_efficientnet_builder.py	82	Decode block definition string Gets a list of block arg (dicts) through a string notation of arguments. E.g. i	STRING
HIGH	timm/models/_factory.py	29	Parse source and name from potentially prefixed model name. Everything after a recognized source prefix is treated	STRING
HIGH	timm/models/_registry.py	410	Get a copy of the pretrained cfg for a model name, the default tag is used if none specified. Args: model_	STRING
HIGH	timm/models/_manipulate.py	290	Adapt pretrained input convolution weights to a different channel count. Args: in_chans: Number of input ch	STRING
HIGH	timm/data/auto_augment.py	587	Create a AutoAugment transform Args: config_str: String defining configuration of auto augmentation. Consi	STRING
HIGH	timm/data/auto_augment.py	768	Create a RandAugment transform Args: config_str (str): String defining configuration of random augmentatio	STRING

Hallucination Indicators4 hits · 40 pts

Severity	File	Line	Snippet	Context
CRITICAL	timm/models/hieradet_sam2.py	433	self.head.fc.weight.data.mul_(head_init_scale)	CODE
CRITICAL	timm/models/hieradet_sam2.py	434	self.head.fc.bias.data.mul_(head_init_scale)	CODE
CRITICAL	timm/models/hiera.py	636	self.head.fc.weight.data.mul_(head_init_scale)	CODE
CRITICAL	timm/models/hiera.py	637	self.head.fc.bias.data.mul_(head_init_scale)	CODE

Excessive Try-Catch Wrapping29 hits · 36 pts

Severity	File	Line	Snippet	Context
MEDIUM	avg_checkpoints.py	85	print("Error: Output filename ({}) already exists.".format(output))	CODE
MEDIUM	avg_checkpoints.py	113	print('Error: No checkpoints found to average.')	CODE
MEDIUM	avg_checkpoints.py	121	print(f"Error: Checkpoint ({c}) doesn't exist")	CODE
LOW	bulk_runner.py	203	except Exception as e:	CODE
MEDIUM	clean_checkpoint.py	42	print("Error: Output filename ({}) already exists.".format(args.output))	CODE
MEDIUM	clean_checkpoint.py	110	print("Error: Checkpoint ({}) doesn't exist".format(checkpoint))	CODE
LOW	tests/test_models.py	204	except Exception:	CODE
LOW	tests/test_models.py	684	except Exception:	CODE
LOW	timm/layers/blur_pool.py	118	except Exception:	CODE
LOW	timm/optim/lamb.py	377	except Exception:	CODE
LOW	timm/optim/_helpers.py	121	except Exception:	CODE
LOW	timm/optim/_helpers.py	249	except Exception:	CODE
LOW	timm/utils/jit.py	33	except Exception:	CODE
LOW	timm/utils/jit.py	42	except Exception:	CODE
LOW	timm/utils/checkpoint_saver.py	122	except Exception as e:	CODE
LOW	timm/utils/checkpoint_saver.py	197	except Exception as e:	CODE
LOW	timm/models/eva.py	1362	except Exception as e:	CODE
LOW	timm/models/_hub.py	666	except Exception as _:	CODE
LOW⚡	timm/models/_helpers.py	36	except Exception:	CODE
LOW	timm/data/naflex_dataset.py	545	except Exception as e:	CODE
LOW	timm/data/readers/reader_wds.py	60	except Exception as e:	CODE
LOW	hfdocs/generate_model_docs.py	1212	except Exception:	CODE
LOW	hfdocs/generate_model_docs.py	1259	except Exception:	CODE
LOW	hfdocs/generate_model_docs.py	1273	except Exception as e:	CODE
LOW	hfdocs/generate_model_docs.py	1319	except Exception:	CODE
LOW	hfdocs/generate_model_docs.py	1332	except Exception:	CODE
LOW	hfdocs/generate_model_docs.py	1439	except Exception:	CODE
LOW	hfdocs/generate_model_docs.py	1533	except Exception as e:	CODE
MEDIUM	hfdocs/generate_model_docs.py	1326	def _dynamic_img_size():	CODE

Over-Commented Block28 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW	timm/layers/pos_embed_rel.py	41	num_relative_distance = (2 * q_size[0] - 1) * (2 * q_size[1] - 1)	COMMENT
LOW	timm/layers/patch_embed.py	661	else:	COMMENT
LOW	timm/layers/patch_embed.py	681	# """	COMMENT
LOW	timm/layers/patch_embed.py	701	#	COMMENT
LOW	timm/layers/patch_embed.py	721	# x = x.flatten(2).transpose(1, 2) # BCHW -> BNC	COMMENT
LOW	timm/layers/cond_conv2d.py	121		COMMENT
LOW	timm/optim/lion.py	1	""" Lion Optimizer	COMMENT
LOW	timm/optim/lamb.py	21	# Copyright (c) 2021, Habana Labs Ltd. All rights reserved.	COMMENT
LOW	timm/optim/lamb.py	41	# Permission is hereby granted, free of charge, to any person obtaining a copy	COMMENT
LOW	timm/optim/adan.py	1	""" Adan Optimizer	COMMENT
LOW	timm/utils/distributed.py	121	dist_backend = dist_backends.get(device_type, 'gloo')	COMMENT
LOW	timm/models/volo.py	1	""" Vision OutLOoker (VOLO) implementation	COMMENT
LOW	timm/models/efficientvit_mit.py	1181	# # hf_hub_id='timm/',	COMMENT
LOW	timm/models/efficientvit_mit.py	1281	# def efficientvit_l1_sam(pretrained=False, **kwargs):	COMMENT
LOW	timm/models/resnetv2.py	21	# Copyright 2020 Google LLC	COMMENT
LOW	timm/models/efficientvit_msra.py	741	return x	COMMENT
LOW	timm/models/efficientvit_msra.py	761	# tmp_dict[k] = v	COMMENT
LOW	timm/models/shvit.py	481	# downsample_mapping = {}	COMMENT
LOW	timm/models/fasternet.py	401	# if 'avgpool_pre_head' in state_dict:	COMMENT
LOW	timm/models/twins.py	101	x = x[:, :H, :W, :].contiguous()	COMMENT
LOW	timm/models/twins.py	121	# x = x.reshape(B, _h, self.ws, _w, self.ws, C).transpose(2, 3) # B, _h, _w, ws, ws, C	COMMENT
LOW	timm/models/metaformer.py	21	# Licensed under the Apache License, Version 2.0 (the "License");	COMMENT
LOW	timm/models/visformer.py	541	# def visformer_net2(pretrained=False, **kwargs):	COMMENT
LOW	timm/models/visformer.py	561	# init_channels=32, embed_dim=384, depth=12, num_heads=6, mlp_ratio=4., attn_stage='111',	COMMENT
LOW	timm/models/visformer.py	581	# model.default_cfg = _cfg()	COMMENT
LOW	timm/data/tf_preprocessing.py	1	""" Tensorflow Preprocessing Adapter	COMMENT
LOW	timm/data/readers/reader_hfids.py	161	# will shuffle the list of shards and use a shuffle buffer	COMMENT
LOW	.github/workflows/trufflehog.yml	21	# Pin the scanner image, the action otherwise runs ghcr.io/trufflesecurity/trufflehog:latest	COMMENT

Redundant / Tautological Comments15 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	legacy_train.py	689	# Check if we should use the NaFlex scheduled loader	COMMENT
LOW	legacy_train.py	753	# Check if we have model's patch size for NaFlex mode	COMMENT
LOW	train.py	850	# Check if we should use the NaFlex scheduled loader	COMMENT
LOW	train.py	930	# Check if we have model's patch size for NaFlex mode	COMMENT
LOW	timm/layers/blur_pool.py	143	# Check if aa_layer is a partial and already has device/dtype set	COMMENT
LOW	timm/optim/muon.py	580	# Increment step	COMMENT
LOW	timm/models/vision_transformer.py	3242	# Check if we should use NaFlexVit instead	COMMENT
LOW	timm/models/fastvit.py	106	# Check if SE-ReLU is requested	COMMENT
LOW	timm/models/naflexvit.py	303	# Check if we need EVA block features	COMMENT
LOW	timm/models/naflexvit.py	2050	# Check if it's a perfect square for a standard grid	COMMENT
LOW	timm/models/eva.py	1439	# Check if we should use NaFlexVit implementation	COMMENT
LOW	timm/models/_hub.py	512	# Check if README file already exist in repo	COMMENT
LOW	timm/models/_helpers.py	150	# Check if safetensors or not and load weights accordingly	COMMENT
LOW	timm/data/naflex_dataset.py	120	# Check if patches are flattened or unflattened	COMMENT
LOW	convert/convert_gemma4_vit.py	97	# Check if this is a vision key (vision_tower or vision_model)	COMMENT

Self-Referential Comments10 hits · 21 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	timm/models/_factory.py	203	>>> # Create a MobileNetV3-Large model with no pretrained weights.	STRING
MEDIUM⚡	timm/models/_factory.py	206	>>> # Create a MobileNetV3-Large model with pretrained weights.	STRING
MEDIUM⚡	timm/models/_factory.py	211	>>> # Create a MobileNetV3-Large model with pretrained weights and a new head with 10 classes.	STRING
MEDIUM⚡	timm/models/_factory.py	216	>>> # Create a Dinov2 small model with pretrained weights and save weights in a custom directory.	STRING
MEDIUM	timm/models/naflexvit.py	1069	# Create the float mask and apply masking using additive mask convention	COMMENT
MEDIUM	timm/models/hiera.py	159	# Create a view of the tensor with the patch stride as separate dims	COMMENT
MEDIUM	timm/models/swin_transformer_v2_cr.py	105	r"""This class implements window-based Multi-Head-Attention with log-spaced continuous position bias.	CODE
MEDIUM	timm/models/swin_transformer_v2_cr.py	260	r"""This class implements the Swin transformer block.	CODE
MEDIUM	timm/models/swin_transformer_v2_cr.py	617	r"""This class implements a stage of the Swin transformer including multiple layers.	CODE
MEDIUM	timm/data/naflex_loader.py	444	# Create the collator	COMMENT

AI Slop Vocabulary5 hits · 10 pts

Severity	File	Line	Snippet	Context
MEDIUM	timm/layers/norm_act.py	156	# but ONLY when used in conjunction with the timm conversion function below.	STRING
MEDIUM	timm/models/gemma4_vit.py	1401	# so the test harness' size-clamp doesn't land at 128 and blow the	COMMENT
MEDIUM	timm/models/swin_transformer_v2_cr.py	704	""" Updates the resolution to utilize and the window size and so the pair-wise relative positions.	STRING
MEDIUM	timm/data/imagenet_info.py	41	# which will be more robust than a guess based on num_classes	COMMENT
LOW	timm/data/naflex_dataset.py	62	# If no divisor specified, just use integer division	COMMENT

Cross-Language Confusion1 hit · 2 pts

Severity	File	Line	Snippet	Context
HIGH	timm/models/naflexvit.py	1688	spatial reshape is undefined); with ``output_dict=True`` the result also carries 'patch_valid'	STRING

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	timm/models/xception.py	288	# The resize parameter of the validation transform should be 333, and make sure to center crop at 299x299	COMMENT

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	timm/data/naflex_transforms.py	261	# Step 1: Get the maximum allowed dimensions from sequence length constraint	COMMENT

Structural Annotation Overuse1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	timm/data/naflex_transforms.py	261	# Step 1: Get the maximum allowed dimensions from sequence length constraint	COMMENT

Maintenance and Governance Review

Risk Review · v3

What These Metrics Mean

Pattern-Signal History

Severity Breakdown

Directory Score Breakdown

Pattern Findings