mlfoundations/open_clip

27.0

Adjusted Score

27.0

Raw Score

100%

Time Factor

2026-07-13

Last Push

14.0K

Stars

Python

Language

44.6K

Lines of Code

341

Files

891

Pattern Hits

2026-07-14

Scan Date

0.02

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 7MEDIUM 103LOW 781

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 891 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 Identifiers516 hits · 537 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_audio_zero_shot.py	87	def test_hf_audio_dataset_wrapper_and_classnames():	CODE
LOW	tests/test_audio_zero_shot.py	101	def test_hf_audio_dataset_wrapper_accepts_decoder_like_audio():	CODE
LOW	tests/test_audio_zero_shot.py	116	def test_build_hf_audio_zero_shot_dataset_defaults_to_no_workers(monkeypatch):	CODE
LOW	tests/test_audio_zero_shot.py	152	def test_build_hf_audio_zero_shot_dataset_sets_worker_context(monkeypatch):	CODE
LOW	tests/test_audio_zero_shot.py	189	def test_run_audio_zero_shot_classifier():	CODE
LOW	tests/test_audio_zero_shot.py	219	def test_audio_zero_shot_template_validation():	CODE
LOW	tests/test_audio_zero_shot.py	229	def test_run_audio_zero_shot_classifier_uses_bare_model_dummy_audio(monkeypatch):	CODE
LOW	tests/test_hf_model.py	21	def test_max_pooler_ignores_padding():	CODE
LOW	tests/test_hf_model.py	29	def test_modernbert_hf_text_encoder_supported():	CODE
LOW	tests/test_hf_model.py	55	def test_modernbert_does_not_request_hf_pooling_layer():	CODE
LOW	tests/test_hf_model.py	63	def test_hf_text_encoder_ignores_config_pinned_dtype():	CODE
LOW	tests/test_hf_model.py	90	def test_pretrained_text_encoder(model_id):	CODE
LOW	tests/test_naflex_timm_conversion.py	46	def _tiny_native_vit_clip_config():	CODE
LOW	tests/test_naflex_timm_conversion.py	67	def _tiny_native_vit_quickgelu_clip_config():	CODE
LOW	tests/test_naflex_timm_conversion.py	100	def _write_tiny_big_vision_npz(path):	CODE
LOW	tests/test_naflex_timm_conversion.py	167	def test_force_naflex_vision_passes_use_naflex_to_timm(monkeypatch):	CODE
LOW	tests/test_naflex_timm_conversion.py	186	def test_force_naflex_vision_accepts_timm_models_by_module_membership():	CODE
LOW	tests/test_naflex_timm_conversion.py	193	def test_force_naflex_vision_configures_pe_core_timm_tower():	CODE
LOW	tests/test_naflex_timm_conversion.py	206	def test_force_naflex_vision_converts_native_vit_config():	CODE
LOW⚡	tests/test_naflex_timm_conversion.py	222	def test_force_naflex_vision_rejects_non_vit_model():	CODE
LOW⚡	tests/test_naflex_timm_conversion.py	231	def test_parse_use_naflex_enables_timm_naflex_aug_cfg():	CODE
LOW⚡	tests/test_naflex_timm_conversion.py	239	def test_parse_force_naflex_vision_does_not_enable_naflex_data_pipeline():	CODE
LOW⚡	tests/test_naflex_timm_conversion.py	248	def test_naflex_data_config_defaults_to_model_patch_size():	CODE
LOW	tests/test_naflex_timm_conversion.py	317	def test_convert_naflex_timm_state_dict_maps_patch_embed_weight():	CODE
LOW	tests/test_naflex_timm_conversion.py	346	def test_convert_naflex_native_vit_state_dict_folds_class_pos_embed():	CODE
LOW	tests/test_naflex_timm_conversion.py	386	def test_force_naflex_native_vit_dense_output_matches_native(monkeypatch, config_fn):	CODE
LOW⚡	tests/test_task_specific_unit.py	84	def test_clip_task_loss_aggregation():	CODE
LOW⚡	tests/test_task_specific_unit.py	94	def test_clip_task_logit_scale_in_report():	CODE
LOW⚡	tests/test_task_specific_unit.py	108	def test_coca_build_loss_inputs_autoregressive_shift():	CODE
LOW	tests/test_task_specific_unit.py	132	def test_coca_training_forward_produces_loss():	CODE
LOW	tests/test_task_specific_unit.py	142	def test_coca_compute_accum_loss_concatenates_batches():	CODE
LOW⚡	tests/test_task_specific_unit.py	175	def test_distill_teacher_frozen():	CODE
LOW⚡	tests/test_task_specific_unit.py	184	def test_distill_teacher_stays_eval():	CODE
LOW⚡	tests/test_task_specific_unit.py	193	def test_distill_training_forward_prefixes_teacher_outputs():	CODE
LOW	tests/test_task_specific_unit.py	215	def test_distill_teacher_no_grad():	CODE
LOW	tests/test_audio_model_configs.py	10	def test_clap_htsat_tiny_config_instantiates_with_audio_deps():	CODE
LOW	tests/test_context_masking.py	26	def test_mammut_decoder_context_padding_invariant(model_name):	CODE
LOW	tests/test_context_masking.py	47	def test_coca_decoder_context_padding_invariant(model_name):	CODE
LOW	tests/test_context_masking.py	67	def test_context_masking_all_invalid_row_no_nan():	CODE
LOW	tests/test_context_masking.py	80	def test_context_attn_mask_from_valid():	CODE
LOW⚡	tests/test_clap_task.py	78	def test_clap_task_training_forward_returns_loss():	CODE
LOW⚡	tests/test_clap_task.py	87	def test_clap_task_eval_forward_keeps_audio_features_key():	CODE
LOW⚡	tests/test_clap_task.py	95	def test_clap_task_eval_forward_accepts_text_kwargs():	CODE
LOW⚡	tests/test_clap_task.py	103	def test_clap_task_dummy_batch_and_batch_size():	CODE
LOW	tests/test_clap_task.py	114	def test_clap_task_accum_loss_maps_audio_features_to_clip_loss():	CODE
LOW	tests/test_clap_task.py	125	def test_create_task_dispatches_clap(monkeypatch):	CODE
LOW	tests/test_clap_task.py	151	def test_factory_dispatches_audio_config_to_clap(tmp_path, monkeypatch):	CODE
LOW	tests/test_clap_task.py	191	def test_evaluate_uses_task_primary_key_for_audio():	CODE
LOW	tests/test_clap_task.py	221	def test_audio_checkpoint_retries_only_weights_only_payload_errors(monkeypatch):	CODE
LOW	tests/test_clap_task.py	237	def test_audio_checkpoint_does_not_retry_unrelated_unpickle_errors(monkeypatch):	CODE
LOW	tests/test_naflex_audio.py	45	def test_mel_to_patches_pads_time_remainder_not_truncated():	CODE
LOW	tests/test_naflex_audio.py	57	def test_mel_to_patches_subpatch_clip_yields_one_valid_patch():	CODE
LOW	tests/test_naflex_audio.py	67	def test_mel_to_patches_pad_modes():	CODE
LOW	tests/test_naflex_audio.py	85	def test_mel_patch_embed_forward():	CODE
LOW	tests/test_naflex_audio.py	94	def test_audio_patch_dicts_collate_via_existing_naflex_collator():	CODE
LOW	tests/test_naflex_audio.py	106	def test_audio_coords_feed_existing_position_builders():	CODE
LOW	tests/test_naflex_audio.py	132	def test_audio_patchify_transform_variable_duration():	CODE
LOW	tests/test_zero_shot_eval.py	29	def test_zero_shot_eval_handles_already_unwrapped_model(monkeypatch):	CODE
LOW	tests/test_zero_shot_eval.py	77	def test_zero_shot_eval_unwraps_wrapped_model_once(monkeypatch):	CODE
LOW	tests/test_zero_shot_eval.py	125	def test_zero_shot_eval_skips_generative_model_without_text_tower():	CODE
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Decorative Section Separators88 hits · 348 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_task_specific_unit.py	14	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_task_specific_unit.py	16	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_task_specific_unit.py	79	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_task_specific_unit.py	81	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_task_specific_unit.py	103	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_task_specific_unit.py	105	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_task_specific_unit.py	170	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_task_specific_unit.py	172	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_naflex_genlip.py	35	# ---------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_naflex_genlip.py	37	# ---------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_naflex_genlip.py	90	# ---------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_naflex_genlip.py	92	# ---------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_naflex_genlip.py	124	# ---------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_naflex_genlip.py	126	# ---------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_naflex_genlip.py	169	# ---------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_naflex_genlip.py	171	# ---------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_naflex_genlip.py	180	# ---------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_naflex_genlip.py	182	# ---------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_eval_task.py	46	# ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/test_eval_task.py	48	# ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/test_eval_task.py	105	# ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/test_eval_task.py	107	# ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/test_data_csv.py	29	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_data_csv.py	31	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_data_csv.py	79	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_data_csv.py	81	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_task_fsdp_unit.py	18	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_task_fsdp_unit.py	20	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_task_fsdp_unit.py	51	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_task_fsdp_unit.py	53	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_task_fsdp_unit.py	78	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_task_fsdp_unit.py	80	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_task_fsdp_unit.py	110	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_task_fsdp_unit.py	112	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_task_fsdp_unit.py	183	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_task_fsdp_unit.py	185	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_task_fsdp_unit.py	207	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_task_fsdp_unit.py	209	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_modern_text.py	107	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_modern_text.py	109	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_modern_text.py	430	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_modern_text.py	432	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_modern_text.py	481	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_modern_text.py	483	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_modern_text.py	679	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_modern_text.py	681	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_task_checkpoint.py	226	# ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/test_task_checkpoint.py	228	# ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/test_task_base_unit.py	61	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_task_base_unit.py	63	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_task_base_unit.py	107	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_task_base_unit.py	109	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_task_base_unit.py	150	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_task_base_unit.py	152	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_task_base_unit.py	215	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_task_base_unit.py	217	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_task_base_unit.py	225	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_task_base_unit.py	227	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_task_base_unit.py	249	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_task_base_unit.py	251	# ---------------------------------------------------------------------------	COMMENT
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Unused Imports136 hits · 110 pts

Severity	File	Line	Context
LOW	tests/test_legacy_data.py	6	CODE
LOW	tests/test_legacy_data.py	8	CODE
LOW	tests/test_grad_accum.py	13	CODE
LOW	tests/test_factory_task.py	8	CODE
LOW	tests/test_factory_task.py	12	CODE
LOW	tests/test_audio_wds.py	20	CODE
LOW	tests/test_optim_layer_decay.py	8	CODE
LOW	tests/test_optim_layer_decay.py	8	CODE
LOW	tests/test_task_checkpoint.py	14	CODE
LOW	tests/test_task_checkpoint.py	22	CODE
LOW	tests/test_naflex_mammut.py	12	CODE
LOW	tests/test_naflex_mammut.py	14	CODE
LOW	tests/test_training_simple.py	5	CODE
LOW	scripts/genlip_zeroshot.py	29	CODE
LOW	src/open_clip/zero_shot_classifier.py	3	CODE
LOW	src/open_clip/pretrained.py	7	CODE
LOW	src/open_clip/pretrained.py	13	CODE
LOW	src/open_clip/hf_model.py	14	CODE
LOW	src/open_clip/__init__.py	1	CODE
LOW	src/open_clip/__init__.py	3	CODE
LOW	src/open_clip/__init__.py	4	CODE
LOW	src/open_clip/__init__.py	5	CODE
LOW	src/open_clip/__init__.py	6	CODE
LOW	src/open_clip/__init__.py	7	CODE
LOW	src/open_clip/__init__.py	7	CODE
LOW	src/open_clip/__init__.py	8	CODE
LOW	src/open_clip/__init__.py	8	CODE
LOW	src/open_clip/__init__.py	8	CODE
LOW	src/open_clip/__init__.py	8	CODE
LOW	src/open_clip/__init__.py	8	CODE
LOW	src/open_clip/__init__.py	8	CODE
LOW	src/open_clip/__init__.py	16	CODE
LOW	src/open_clip/__init__.py	16	CODE
LOW	src/open_clip/__init__.py	16	CODE
LOW	src/open_clip/__init__.py	16	CODE
LOW	src/open_clip/__init__.py	17	CODE
LOW	src/open_clip/__init__.py	17	CODE
LOW	src/open_clip/__init__.py	17	CODE
LOW	src/open_clip/__init__.py	17	CODE
LOW	src/open_clip/__init__.py	18	CODE
LOW	src/open_clip/__init__.py	18	CODE
LOW	src/open_clip/__init__.py	18	CODE
LOW	src/open_clip/__init__.py	18	CODE
LOW	src/open_clip/__init__.py	18	CODE
LOW	src/open_clip/__init__.py	18	CODE
LOW	src/open_clip/__init__.py	18	CODE
LOW	src/open_clip/__init__.py	18	CODE
LOW	src/open_clip/__init__.py	18	CODE
LOW	src/open_clip/__init__.py	29	CODE
LOW	src/open_clip/__init__.py	30	CODE
LOW	src/open_clip/__init__.py	30	CODE
LOW	src/open_clip/__init__.py	30	CODE
LOW	src/open_clip/__init__.py	30	CODE
LOW	src/open_clip/__init__.py	30	CODE
LOW	src/open_clip/__init__.py	30	CODE
LOW	src/open_clip/__init__.py	30	CODE
LOW	src/open_clip/__init__.py	30	CODE
LOW	src/open_clip/__init__.py	30	CODE
LOW	src/open_clip/__init__.py	30	CODE
LOW	src/open_clip/__init__.py	30	CODE
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Deep Nesting49 hits · 46 pts

Severity	File	Line	Context
LOW	scripts/genlip_caption_stats.py	51	CODE
LOW	scripts/genlip_caption_stats.py	90	CODE
LOW	src/open_clip/zero_shot_classifier.py	76	CODE
LOW	src/open_clip/pretrained.py	818	CODE
LOW	src/open_clip/hf_model.py	109	CODE
LOW	src/open_clip/hf_model.py	263	CODE
LOW	src/open_clip/convert.py	13	CODE
LOW	src/open_clip/convert.py	21	CODE
LOW	src/open_clip/push_to_hf_hub.py	209	CODE
LOW	src/open_clip/factory.py	93	CODE
LOW	src/open_clip/factory.py	322	CODE
LOW	src/open_clip/factory.py	833	CODE
LOW	src/open_clip/factory.py	1027	CODE
LOW	src/open_clip/factory.py	1092	CODE
LOW	src/open_clip/model.py	457	CODE
LOW	src/open_clip/tokenizer.py	100	CODE
LOW	src/open_clip/tokenizer.py	436	CODE
LOW	src/open_clip/tokenizer.py	528	CODE
LOW	src/open_clip/tokenizer.py	807	CODE
LOW	src/open_clip/loss.py	434	CODE
LOW	src/open_clip/utils.py	67	CODE
LOW	src/open_clip/transformer.py	959	CODE
LOW	src/open_clip/transformer.py	158	CODE
LOW	src/open_clip/transform.py	367	CODE
LOW	src/open_clip/naflex_genlip_model.py	595	CODE
LOW	src/open_clip/naflex_genlip_model.py	597	CODE
LOW	src/open_clip/audio/convert.py	76	CODE
LOW	src/open_clip/audio/whisper.py	379	CODE
LOW	src/open_clip/audio/htsat.py	1158	CODE
LOW	src/open_clip/audio/htsat.py	104	CODE
LOW	src/open_clip/audio/htsat.py	741	CODE
LOW	src/open_clip/audio/htsat.py	1032	CODE
LOW	src/open_clip/audio/transform.py	94	CODE
LOW	src/open_clip/task/base_task.py	400	CODE
LOW	src/open_clip_train/legacy_train.py	80	CODE
LOW	src/open_clip_train/legacy_train.py	268	CODE
LOW	src/open_clip_train/legacy_main.py	71	CODE
LOW	src/open_clip_train/distributed.py	23	CODE
LOW	src/open_clip_train/naflex_data.py	917	CODE
LOW	src/open_clip_train/audio_zero_shot.py	299	CODE
LOW	src/open_clip_train/train.py	222	CODE
LOW	src/open_clip_train/train.py	343	CODE
LOW	src/open_clip_train/train.py	542	CODE
LOW	src/open_clip_train/zero_shot.py	54	CODE
LOW	src/open_clip_train/main.py	97	CODE
LOW	src/open_clip_train/profiler.py	131	CODE
LOW	src/open_clip_train/optim.py	78	CODE
LOW	src/open_clip_train/data.py	746	CODE
LOW	src/open_clip_train/data.py	1192	CODE

AI Structural Patterns36 hits · 34 pts

Severity	File	Line	Context
LOW	tests/util_test.py	141	CODE
LOW	src/open_clip/coca_model.py	167	CODE
LOW	src/open_clip/coca_model.py	310	CODE
LOW	src/open_clip/generation.py	380	CODE
LOW	src/open_clip/push_to_hf_hub.py	156	CODE
LOW	src/open_clip/modified_resnet.py	56	CODE
LOW	src/open_clip/mammut_model.py	256	CODE
LOW	src/open_clip/factory.py	322	CODE
LOW	src/open_clip/factory.py	1205	CODE
LOW	src/open_clip/factory.py	1341	CODE
LOW	src/open_clip/model.py	457	CODE
LOW	src/open_clip/model.py	657	CODE
LOW	src/open_clip/transformer.py	63	CODE
LOW	src/open_clip/transformer.py	272	CODE
LOW	src/open_clip/transformer.py	338	CODE
LOW	src/open_clip/transformer.py	481	CODE
LOW	src/open_clip/transformer.py	598	CODE
LOW	src/open_clip/transformer.py	1155	CODE
LOW	src/open_clip/transformer.py	1236	CODE
LOW	src/open_clip/transformer.py	1817	CODE
LOW	src/open_clip/transformer.py	2336	CODE
LOW	src/open_clip/naflex_config.py	29	CODE
LOW	src/open_clip/timm_model.py	29	CODE
LOW	src/open_clip/audio/htsat.py	38	CODE
LOW	src/open_clip/audio/htsat.py	87	CODE
LOW	src/open_clip/audio/htsat.py	104	CODE
LOW	src/open_clip/audio/htsat.py	449	CODE
LOW	src/open_clip/audio/htsat.py	641	CODE
LOW	src/open_clip/audio/htsat.py	741	CODE
LOW	src/open_clip/task/coca_task.py	20	CODE
LOW	src/open_clip/task/clip_task.py	12	CODE
LOW	src/open_clip/task/clap_task.py	17	CODE
LOW	src/open_clip/task/distill_task.py	12	CODE
LOW	src/open_clip_train/naflex_data.py	464	CODE
LOW	src/open_clip_train/naflex_data.py	828	CODE
LOW	src/open_clip_train/naflex_data.py	964	CODE

Excessive Try-Catch Wrapping30 hits · 33 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_optim_layer_decay.py	451	def _build_clap_htsat():	CODE
LOW	tests/test_optim_layer_decay.py	146	except Exception as e: # offline / hub unavailable	CODE
LOW	tests/test_optim_layer_decay.py	454	except Exception as e: # optional deps / config issues	CODE
LOW	tests/test_optim_layer_decay.py	518	except Exception as e: # nadamuon may be absent in older timm	CODE
LOW	src/open_clip/pretrained.py	906	except Exception:	CODE
LOW	src/open_clip/pretrained.py	918	except Exception as e:	CODE
LOW	src/open_clip/push_to_hf_hub.py	118	except Exception as e:	CODE
LOW	src/open_clip/factory.py	433	except Exception as e:	CODE
LOW	src/open_clip/factory.py	457	except Exception as e_weights:	CODE
LOW	src/open_clip/factory.py	460	except Exception as e_config:	CODE
LOW	src/open_clip/factory.py	488	except Exception as e:	CODE
LOW	src/open_clip/factory.py	668	except Exception as e:	CODE
LOW	src/open_clip/factory.py	696	except Exception as e:	CODE
LOW	src/open_clip/factory.py	718	except Exception as e:	CODE
LOW	src/open_clip/factory.py	872	except Exception as e:	CODE
LOW	src/open_clip/factory.py	888	except Exception as e:	CODE
LOW	src/open_clip/tokenizer.py	202	except Exception:	CODE
LOW	src/open_clip/timm_model.py	181	except Exception as e:	CODE
LOW	src/open_clip/audio/whisper.py	430	except Exception as e:	CODE
LOW	src/open_clip/audio/htsat.py	1205	except Exception as exc:	STRING
MEDIUM	src/open_clip/audio/htsat.py	1158	def create_htsat_model(audio_cfg, enable_fusion=False, fusion_type="None"):	CODE
LOW	src/open_clip_train/naflex_data.py	303	except Exception:	CODE
LOW	src/open_clip_train/naflex_data.py	763	except Exception as ex:	CODE
LOW	src/open_clip_train/file_utils.py	40	except Exception as e:	CODE
LOW	src/open_clip_train/profiler.py	229	except Exception as e:	CODE
MEDIUM	src/open_clip_train/profiler.py	230	print(f'Error profiling {m}: {e}')	CODE
LOW⚡	src/open_clip_train/optim.py	117	except Exception: # a submodule's hook may assume context we don't have; skip it rather than fail	CODE
LOW⚡	src/open_clip_train/optim.py	124	except Exception:	CODE
LOW⚡	src/open_clip_train/optim.py	131	except Exception:	CODE
LOW	src/open_clip_train/data.py	81	except Exception as exn:	CODE

Modern AI Meta-Vocabulary7 hits · 20 pts

Severity	File	Line	Snippet	Context
MEDIUM	README.md	71	\| Model \| Training data \| Resolution \| # of samples seen \| ImageNet zero-shot acc. \|	CODE
MEDIUM	README.md	532	### Evaluating hosted pretrained checkpoint on ImageNet zero-shot prediction:	COMMENT
MEDIUM	README.md	541	### Evaluating CLAP audio models on zero-shot audio classification:	COMMENT
MEDIUM⚡	tests/test_eval_task.py	37	zeroshot_frequency=0, # disable zero-shot to keep test fast	CODE
MEDIUM	src/open_clip/audio/config.py	31	# Eval-time audio-token CAP for NaFlexClap zero-shot (mirror of vision_cfg.image_seq_len). Audio is	COMMENT
MEDIUM	src/open_clip/task/checkpoint.py	186	# Build empty DTensor scaffolding, then let DCP fill it	COMMENT
MEDIUM	src/open_clip_train/zero_shot.py	136	# tower (generative VLMs such as GenLIP): the text-classifier zero-shot path requires encode_text.	COMMENT

Docstring Block Structure3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	src/open_clip/factory.py	151	Parses a model name string to identify a schema and the remaining identifier. Args: model_name: The mo	STRING
HIGH	src/open_clip/factory.py	1361	Creates a contrastive vision-language model from pretrained weights with optional preprocessing transform. Thi	STRING
HIGH	src/open_clip_train/optim.py	257	Build optimizer param groups with layer-wise LR decay applied to the text / image / audio tower(s). Each decayed to	STRING

Cross-File Repetition3 hits · 15 pts

Severity	File	Snippet	Context
HIGH	src/open_clip/modified_resnet.py	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if int, all if none	STRING
HIGH	src/open_clip/transformer.py	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if int, all if none	STRING
HIGH	src/open_clip/timm_model.py	forward features that returns intermediates. args: x: input image tensor indices: take last n blocks if int, all if none	STRING

AI Slop Vocabulary4 hits · 14 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/test_optim_layer_decay.py	374	# ---- robust weight-decay exclusion filter ----	COMMENT
MEDIUM	src/open_clip/factory.py	739	# Absolutely no weights were loaded from any source	COMMENT
MEDIUM	src/open_clip/tokenizer.py	536	# adding lower (for case-sensitive tokenizers) will make it more robust but less sensitive to nuance	COMMENT
MEDIUM	src/open_clip/tokenizer.py	720	# adding lower (for case-sensitive tokenizers) will make it more robust but less sensitive to nuance	COMMENT

Redundant / Tautological Comments8 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	src/open_clip/push_to_hf_hub.py	111	# Check if repo already exists and determine what needs updating	COMMENT
LOW	src/open_clip/factory.py	235	# Check if safetensors or not and load weights accordingly	COMMENT
LOW	src/open_clip/factory.py	418	# Check if the required 'model_cfg' key is present	COMMENT
LOW	src/open_clip/factory.py	480	# Check if `pretrained` is a known tag	COMMENT
LOW	src/open_clip/factory.py	657	# Check if model has the 'visual' attribute	COMMENT
LOW	src/open_clip/factory.py	902	# Check if config determination failed completely (should only be possible if initial schema parsing failed badly)	COMMENT
LOW	src/open_clip/timm_model.py	246	# Check if the underlying timm model has set_input_size method	COMMENT
LOW	src/open_clip_train/distributed.py	134	# Check if init_process_group supports device_id (added in PyTorch ~2.4).	COMMENT

Over-Commented Block7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	src/open_clip/pos_embed.py	1	# Copyright (c) Meta Platforms, Inc. and affiliates.	COMMENT
LOW	src/open_clip/tokenizer.py	461	cache_dir: Optional[str] = None,	COMMENT
LOW	src/open_clip/tokenizer.py	481	# if tokenizer_name.startswith('hf-hub:'):	COMMENT
LOW	src/open_clip/transformer.py	781	# nn.init.normal_(self.positional_embedding, std=self.scale)	COMMENT
LOW	src/open_clip/transformer.py	1581	# cannot initially key onto, growing only as needed.	COMMENT
LOW	src/open_clip/audio/htsat.py	1121	# output_dict = self.forward_features(x)	COMMENT
LOW	src/open_clip/audio/htsat.py	1141	# framewise_output += d["framewise_output"]	COMMENT

Cross-Language Confusion1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/genlip_zeroshot.py	212	scores = scores - uncond # PMI: log P(cap\|img) - log P(cap\|null)	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/open_clip_train/data.py	183	# Create the shared counter in the SAME multiprocessing context as the DataLoader workers. A fork-context	COMMENT

Modern Structural Boilerplate2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/open_clip/audio/__init__.py	30	__all__ = [	CODE
LOW	src/open_clip_train/naflex_data.py	31	__all__ = [	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings