19.7

Adjusted Signal

19.7

Raw Pattern Score

100%

Time Factor

2026-11-09

Last Push

10.8K

Stars

Jupyter Notebook

Language

25.3K

Lines of Code

136

Files

351

Pattern Hits

2026-11-11

Scan Date

0.20

HC Hit Rate

Risk Review · Payload v1

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

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-11-11.

Cognitive Ownership Risk 36.5/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 225 finding(s).

Hallucinated Dependency & Supply Chain Risk 12.6/100 · LOW

Are imports declared and package/API names verified? 68 finding(s).

Agent Over-Engineering Ratio 46.0/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 166 finding(s).

PR Review Velocity Impact 63.8/100 · HIGH

Which changes need focused human review? 351 finding(s).

What These Metrics Mean

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

Pattern-Signal History

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

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

Severity Breakdown

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

CRITICAL 0HIGH 27MEDIUM 14LOW 310

Directory Score Breakdown

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

Pattern Findings

The scanner identified 351 distinct pattern matches across 11 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 Repetition27 hits · 135 pts

Severity	File	Snippet	Context
HIGH	src/pyannote/audio/models/blocks/sincnet.py	compute number of output frames parameters ---------- num_samples : int number of input samples. returns ------- num_fra	STRING
HIGH	src/pyannote/audio/models/segmentation/SSeRiouSS.py	compute number of output frames parameters ---------- num_samples : int number of input samples. returns ------- num_fra	STRING
HIGH	src/pyannote/audio/models/embedding/xvector.py	compute number of output frames parameters ---------- num_samples : int number of input samples. returns ------- num_fra	STRING
HIGH	…/pyannote/audio/models/embedding/wespeaker/__init__.py	compute number of output frames parameters ---------- num_samples : int number of input samples. returns ------- num_fra	STRING
HIGH	src/pyannote/audio/models/embedding/wespeaker/resnet.py	compute number of output frames parameters ---------- num_samples : int number of input samples. returns ------- num_fra	STRING
HIGH	src/pyannote/audio/models/separation/ToTaToNet.py	compute number of output frames parameters ---------- num_samples : int number of input samples. returns ------- num_fra	STRING
HIGH	src/pyannote/audio/models/blocks/sincnet.py	compute size of receptive field parameters ---------- num_frames : int, optional number of frames in the output signal r	STRING
HIGH	src/pyannote/audio/models/segmentation/debug.py	compute size of receptive field parameters ---------- num_frames : int, optional number of frames in the output signal r	STRING
HIGH	src/pyannote/audio/models/segmentation/SSeRiouSS.py	compute size of receptive field parameters ---------- num_frames : int, optional number of frames in the output signal r	STRING
HIGH	src/pyannote/audio/models/segmentation/PyanNet.py	compute size of receptive field parameters ---------- num_frames : int, optional number of frames in the output signal r	STRING
HIGH	src/pyannote/audio/models/embedding/debug.py	compute size of receptive field parameters ---------- num_frames : int, optional number of frames in the output signal r	STRING
HIGH	src/pyannote/audio/models/embedding/xvector.py	compute size of receptive field parameters ---------- num_frames : int, optional number of frames in the output signal r	STRING
HIGH	…/pyannote/audio/models/embedding/wespeaker/__init__.py	compute size of receptive field parameters ---------- num_frames : int, optional number of frames in the output signal r	STRING
HIGH	src/pyannote/audio/models/embedding/wespeaker/resnet.py	compute size of receptive field parameters ---------- num_frames : int, optional number of frames in the output signal r	STRING
HIGH	src/pyannote/audio/models/separation/ToTaToNet.py	compute size of receptive field parameters ---------- num_frames : int, optional number of frames in the output signal r	STRING
HIGH	src/pyannote/audio/models/blocks/sincnet.py	compute center of receptive field parameters ---------- frame : int, optional frame index returns ------- receptive_fiel	STRING
HIGH	src/pyannote/audio/models/segmentation/debug.py	compute center of receptive field parameters ---------- frame : int, optional frame index returns ------- receptive_fiel	STRING
HIGH	src/pyannote/audio/models/segmentation/SSeRiouSS.py	compute center of receptive field parameters ---------- frame : int, optional frame index returns ------- receptive_fiel	STRING
HIGH	src/pyannote/audio/models/segmentation/PyanNet.py	compute center of receptive field parameters ---------- frame : int, optional frame index returns ------- receptive_fiel	STRING
HIGH	src/pyannote/audio/models/embedding/debug.py	compute center of receptive field parameters ---------- frame : int, optional frame index returns ------- receptive_fiel	STRING
HIGH	src/pyannote/audio/models/embedding/xvector.py	compute center of receptive field parameters ---------- frame : int, optional frame index returns ------- receptive_fiel	STRING
HIGH	…/pyannote/audio/models/embedding/wespeaker/__init__.py	compute center of receptive field parameters ---------- frame : int, optional frame index returns ------- receptive_fiel	STRING
HIGH	src/pyannote/audio/models/embedding/wespeaker/resnet.py	compute center of receptive field parameters ---------- frame : int, optional frame index returns ------- receptive_fiel	STRING
HIGH	src/pyannote/audio/models/separation/ToTaToNet.py	compute center of receptive field parameters ---------- frame : int, optional frame index returns ------- receptive_fiel	STRING
HIGH	src/pyannote/audio/models/segmentation/debug.py	compute number of output frames for a given number of input samples parameters ---------- num_samples : int number of in	STRING
HIGH	src/pyannote/audio/models/embedding/debug.py	compute number of output frames for a given number of input samples parameters ---------- num_samples : int number of in	STRING
HIGH	src/pyannote/audio/models/segmentation/PyanNet.py	compute number of output frames for a given number of input samples parameters ---------- num_samples : int number of in	STRING

Over-Commented Block96 hits · 96 pts

Severity	File	Line	Snippet	Context
LOW	tests/conftest.py	1	# MIT License	COMMENT
LOW	tests/test_totatonet.py	1	# The MIT License (MIT)	COMMENT
LOW	tests/test_cli_optimize.py	1	# MIT License	COMMENT
LOW	tests/test_sample.py	1	# The MIT License (MIT)	COMMENT
LOW	tests/test_metrics.py	1	# MIT License	COMMENT
LOW	tests/test_train.py	1	# The MIT License (MIT)	COMMENT
LOW	tests/test_stats_pool.py	1	# MIT License	COMMENT
LOW	tests/test_pipeline_subfolder.py	1	# MIT License	COMMENT
LOW	tests/utils/test_powerset.py	1	# MIT License	COMMENT
LOW	tests/utils/test_diarization.py	1	# MIT License	COMMENT
LOW	doc/source/conf.py	1	#	COMMENT
LOW	doc/source/conf.py	81	# The full version, including alpha/beta/rc tags.	COMMENT
LOW	doc/source/conf.py	101		COMMENT
LOW	doc/source/conf.py	121		COMMENT
LOW	src/pyannote/audio/__init__.py	1	# MIT License	COMMENT
LOW	src/pyannote/audio/__main__.py	1	# MIT License	COMMENT
LOW	src/pyannote/audio/augmentation/registry.py	1	# MIT License	COMMENT
LOW	src/pyannote/audio/augmentation/__init__.py	1	# MIT License	COMMENT
LOW	src/pyannote/audio/augmentation/mix.py	1	# MIT License	COMMENT
LOW	src/pyannote/audio/tasks/__init__.py	1	# MIT License	COMMENT
LOW	src/pyannote/audio/tasks/segmentation/mixins.py	1	# MIT License	COMMENT
LOW	src/pyannote/audio/tasks/segmentation/mixins.py	321		COMMENT
LOW	…e/audio/tasks/segmentation/voice_activity_detection.py	1	# MIT License	COMMENT
LOW	src/pyannote/audio/tasks/segmentation/multilabel.py	1	# MIT License	COMMENT
LOW	…annote/audio/tasks/segmentation/speaker_diarization.py	1	# MIT License	COMMENT
LOW	src/pyannote/audio/tasks/segmentation/__init__.py	1	# MIT License	COMMENT
LOW	src/pyannote/audio/tasks/embedding/mixins.py	1	# MIT License	COMMENT
LOW	src/pyannote/audio/tasks/embedding/__init__.py	1	# MIT License	COMMENT
LOW	src/pyannote/audio/tasks/embedding/arcface.py	1	# MIT License	COMMENT
LOW	src/pyannote/audio/tasks/separation/PixIT.py	1	# MIT License	COMMENT
LOW	src/pyannote/audio/tasks/separation/__init__.py	1	# MIT License	COMMENT
LOW	src/pyannote/audio/core/callback.py	1	# MIT License	COMMENT
LOW	src/pyannote/audio/core/task.py	1	# MIT License	COMMENT
LOW	src/pyannote/audio/core/plda.py	1	# MIT License	COMMENT
LOW	src/pyannote/audio/core/io.py	1	# MIT License	COMMENT
LOW	src/pyannote/audio/core/__init__.py	1	# MIT License	COMMENT
LOW	src/pyannote/audio/core/model.py	1	# MIT License	COMMENT
LOW	src/pyannote/audio/core/pipeline.py	1	# MIT License	COMMENT
LOW	src/pyannote/audio/core/inference.py	1	# MIT License	COMMENT
LOW	src/pyannote/audio/core/calibration.py	1	# MIT License	COMMENT
LOW	src/pyannote/audio/pipelines/speech_separation.py	1	# The MIT License (MIT)	COMMENT
LOW	…c/pyannote/audio/pipelines/voice_activity_detection.py	1	# MIT License	COMMENT
LOW	src/pyannote/audio/pipelines/clustering.py	1	# The MIT License (MIT)	COMMENT
LOW	src/pyannote/audio/pipelines/multilabel.py	1	# The MIT License (MIT)	COMMENT
LOW	src/pyannote/audio/pipelines/speaker_diarization.py	1	# The MIT License (MIT)	COMMENT
LOW	src/pyannote/audio/pipelines/__init__.py	1	# MIT License	COMMENT
LOW	src/pyannote/audio/pipelines/speaker_verification.py	1	# MIT License	COMMENT
LOW	src/pyannote/audio/pipelines/utils/hook.py	1	# MIT License	COMMENT
LOW	src/pyannote/audio/pipelines/utils/__init__.py	1	# MIT License	COMMENT
LOW	src/pyannote/audio/pipelines/utils/diarization.py	1	# MIT License	COMMENT
LOW	src/pyannote/audio/pipelines/utils/getter.py	1	# The MIT License (MIT)	COMMENT
LOW	src/pyannote/audio/pipelines/utils/oracle.py	1	# MIT License	COMMENT
LOW	src/pyannote/audio/pipelines/pyannoteai/sdk.py	1	# The MIT License (MIT)	COMMENT
LOW	src/pyannote/audio/pipelines/pyannoteai/local.py	1	# The MIT License (MIT)	COMMENT
LOW	src/pyannote/audio/pipelines/pyannoteai/__init__.py	1	# The MIT License (MIT)	COMMENT
LOW	src/pyannote/audio/utils/preview.py	1	# MIT License	COMMENT
LOW	src/pyannote/audio/utils/multi_task.py	1	# MIT License	COMMENT
LOW	src/pyannote/audio/utils/signal.py	1	#	COMMENT
LOW	src/pyannote/audio/utils/hf_hub.py	1	# MIT License	COMMENT
LOW	src/pyannote/audio/utils/reproducibility.py	1	# MIT License	COMMENT
36 more matches not shown…

Hyper-Verbose Identifiers86 hits · 88 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_cli_benchmark.py	19	def test_benchmark_configurations(tmp_path, monkeypatch, selected, per_file):	CODE
LOW	tests/test_totatonet.py	42	def test_totatonet_linear_configuration(linear):	CODE
LOW	tests/test_cli_optimize.py	65	def test_optimize_cli_with_single_objective(tmp_path, monkeypatch):	CODE
LOW	tests/test_cli_optimize.py	108	def test_optimize_cli_with_multiple_objectives(tmp_path, monkeypatch):	CODE
LOW	tests/test_cli_optimize.py	165	def test_multi_objective_export_refreshes_pareto_front(tmp_path, monkeypatch):	CODE
LOW	tests/test_cli_optimize.py	247	def test_optimize_cli_with_speaker_count_error(tmp_path, monkeypatch, multi_objective):	CODE
LOW	tests/test_metrics.py	126	def test_batch_der_with_components(target, prediction):	CODE
LOW	tests/test_metrics.py	159	def test_discrete_der_does_not_saturate(num_frames: int):	CODE
LOW	tests/test_train.py	80	def test_train_segmentation_with_balance(protocol):	CODE
LOW	tests/test_train.py	87	def test_train_segmentation_with_cached_data_mono_device(protocol, cache):	CODE
LOW	tests/test_train.py	99	def test_train_multilabel_segmentation(gender_protocol):	CODE
LOW	tests/test_train.py	106	def test_train_multilabel_segmentation_with_cached_data_mono_device(	CODE
LOW⚡	tests/test_train.py	120	def test_train_supervised_representation_with_arcface(protocol):	CODE
LOW⚡	tests/test_train.py	129	def test_train_voice_activity_detection(protocol):	CODE
LOW⚡	tests/test_train.py	136	def test_train_voice_activity_detection_with_cached_data_mono_device(protocol, cache):	CODE
LOW	tests/test_train.py	148	def test_finetune_with_task_that_does_not_need_setup_for_specs(protocol):	CODE
LOW	tests/test_train.py	160	def test_finetune_with_task_that_needs_setup_for_specs(protocol):	CODE
LOW	tests/test_train.py	172	def test_finetune_with_task_that_needs_setup_for_specs_and_with_cache(protocol, cache):	CODE
LOW	tests/test_train.py	184	def test_transfer_with_task_that_does_not_need_setup_for_specs(protocol):	CODE
LOW	tests/test_train.py	196	def test_transfer_with_task_that_needs_setup_for_specs(protocol):	CODE
LOW	tests/test_train.py	208	def test_finetune_freeze_with_task_that_needs_setup_for_specs(protocol):	CODE
LOW	tests/test_train.py	221	def test_finetune_freeze_with_task_that_needs_setup_for_specs_and_with_cache(	CODE
LOW	tests/test_train.py	236	def test_finetune_freeze_with_task_that_does_not_need_setup_for_specs(protocol):	CODE
LOW	tests/test_train.py	249	def test_finetune_freeze_with_task_that_does_not_need_setup_for_specs_and_with_cache(	CODE
LOW	tests/test_train.py	265	def test_transfer_freeze_with_task_that_does_not_need_setup_for_specs(protocol):	CODE
LOW	tests/test_train.py	278	def test_transfer_freeze_with_task_that_needs_setup_for_specs(protocol):	CODE
LOW	tests/inference_test.py	16	def test_hf_download_inference():	CODE
LOW	tests/inference_test.py	68	def test_invalid_window_fails(trained):	CODE
LOW	tests/inference_test.py	74	def test_invalid_resolution_fails(trained):	CODE
LOW	tests/test_stats_pool.py	28	def test_stats_pool_weightless():	CODE
LOW	tests/test_stats_pool.py	43	def test_stats_pool_one_speaker():	CODE
LOW	tests/test_stats_pool.py	66	def test_stats_pool_multi_speaker():	CODE
LOW	tests/test_stats_pool.py	89	def test_stats_pool_frame_mismatch():	CODE
LOW	tests/test_stats_pool.py	111	def test_stats_pool_all_zero_weights():	CODE
LOW⚡	tests/test_pipeline_subfolder.py	128	def test_dict_model_reference_with_explicit_revision(self):	CODE
LOW⚡	tests/test_pipeline_subfolder.py	135	def test_dict_model_reference_inherits_parent_revision(self):	CODE
LOW⚡	tests/test_pipeline_subfolder.py	140	def test_list_model_reference_no_parent_subfolder(self):	CODE
LOW⚡	tests/test_pipeline_subfolder.py	146	def test_list_model_reference_with_parent_subfolder(self):	CODE
LOW⚡	tests/test_pipeline_subfolder.py	152	def test_nested_dict_model_references(self):	CODE
LOW⚡	tests/test_pipeline_subfolder.py	158	def test_nested_list_model_references(self):	CODE
LOW⚡	tests/test_pipeline_subfolder.py	165	def test_no_model_id_leaves_checkpoint_as_none(self):	CODE
LOW⚡	tests/test_pipeline_subfolder.py	171	def test_parent_subfolder_combined_with_explicit_revision(self):	CODE
LOW⚡	tests/test_pipeline_subfolder.py	195	def test_loads_config_from_root_without_subfolder(self, tmp_path):	CODE
LOW⚡	tests/test_pipeline_subfolder.py	201	def test_loads_config_from_subfolder(self, tmp_path):	CODE
LOW⚡	tests/test_pipeline_subfolder.py	207	def test_subfolder_does_not_exist_raises(self, tmp_path):	CODE
LOW⚡	tests/test_pipeline_subfolder.py	213	def test_model_refs_resolved_under_subfolder(self, tmp_path):	CODE
LOW⚡	tests/test_pipeline_subfolder.py	226	def test_nested_subfolder_path(self, tmp_path):	CODE
LOW⚡	tests/test_pipeline_subfolder.py	232	def test_model_refs_resolved_under_nested_subfolder(self, tmp_path):	CODE
LOW⚡	tests/test_pipeline_subfolder.py	241	def test_revision_raises_with_local_directory(self, tmp_path):	CODE
LOW⚡	tests/test_pipeline_subfolder.py	298	def test_parent_is_correct_type(self, tmp_path):	CODE
LOW⚡	tests/test_pipeline_subfolder.py	304	def test_subpipeline_is_registered(self, tmp_path):	CODE
LOW⚡	tests/test_pipeline_subfolder.py	310	def test_subpipeline_is_correct_type(self, tmp_path):	CODE
LOW⚡	tests/test_pipeline_subfolder.py	316	def test_grandchild_pipeline_is_registered(self, tmp_path):	CODE
LOW⚡	tests/test_pipeline_subfolder.py	322	def test_grandchild_pipeline_is_leaf_type(self, tmp_path):	CODE
LOW⚡	tests/test_pipeline_subfolder.py	328	def test_without_subfolder_loads_from_root(self, tmp_path):	CODE
LOW⚡	tests/test_pipeline_subfolder.py	358	def test_dict_checkpoint_with_subfolder_does_not_double_prefix(self, tmp_path):	CODE
LOW⚡	tests/test_pipeline_subfolder.py	368	def test_file_checkpoint_with_subfolder_raises(self, tmp_path):	CODE
LOW⚡	tests/test_pipeline_subfolder.py	375	def test_file_checkpoint_without_subfolder_loads(self, tmp_path):	CODE
LOW⚡	tests/test_pipeline_subfolder.py	382	def test_dict_checkpoint_with_subfolder_raises(self):	CODE
LOW⚡	tests/test_pipeline_subfolder.py	388	def test_dict_checkpoint_end_to_end(self, tmp_path, monkeypatch):	CODE
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Unused Imports68 hits · 68 pts

Severity	File	Line	Context
LOW	src/pyannote/audio/__init__.py	28	CODE
LOW	src/pyannote/audio/__init__.py	29	CODE
LOW	src/pyannote/audio/__init__.py	30	CODE
LOW	src/pyannote/audio/__init__.py	31	CODE
LOW	src/pyannote/audio/augmentation/__init__.py	24	CODE
LOW	src/pyannote/audio/tasks/__init__.py	24	CODE
LOW	src/pyannote/audio/tasks/__init__.py	25	CODE
LOW	src/pyannote/audio/tasks/__init__.py	26	CODE
LOW	src/pyannote/audio/tasks/__init__.py	27	CODE
LOW	src/pyannote/audio/tasks/embedding/arcface.py	24	CODE
LOW	src/pyannote/audio/core/model.py	24	CODE
LOW	src/pyannote/audio/core/pipeline.py	24	CODE
LOW	src/pyannote/audio/pipelines/__init__.py	24	CODE
LOW	src/pyannote/audio/pipelines/__init__.py	25	CODE
LOW	src/pyannote/audio/pipelines/__init__.py	26	CODE
LOW	src/pyannote/audio/pipelines/__init__.py	27	CODE
LOW	src/pyannote/audio/pipelines/utils/__init__.py	23	CODE
LOW	src/pyannote/audio/pipelines/utils/__init__.py	24	CODE
LOW	src/pyannote/audio/pipelines/utils/__init__.py	24	CODE
LOW	src/pyannote/audio/pipelines/utils/__init__.py	24	CODE
LOW	src/pyannote/audio/pipelines/utils/__init__.py	24	CODE
LOW	src/pyannote/audio/pipelines/utils/__init__.py	24	CODE
LOW	src/pyannote/audio/pipelines/utils/__init__.py	24	CODE
LOW	src/pyannote/audio/pipelines/utils/__init__.py	24	CODE
LOW	src/pyannote/audio/pipelines/utils/__init__.py	24	CODE
LOW	src/pyannote/audio/pipelines/utils/__init__.py	24	CODE
LOW	src/pyannote/audio/pipelines/utils/__init__.py	35	CODE
LOW	src/pyannote/audio/models/segmentation/__init__.py	23	CODE
LOW	src/pyannote/audio/models/segmentation/__init__.py	24	CODE
LOW	src/pyannote/audio/models/embedding/__init__.py	24	CODE
LOW	src/pyannote/audio/models/embedding/__init__.py	24	CODE
LOW	src/pyannote/audio/models/embedding/__init__.py	24	CODE
LOW	src/pyannote/audio/models/embedding/__init__.py	24	CODE
LOW	src/pyannote/audio/models/embedding/__init__.py	30	CODE
LOW	src/pyannote/audio/models/embedding/__init__.py	30	CODE
LOW	src/pyannote/audio/models/separation/__init__.py	23	CODE
LOW	src/pyannote/audio/telemetry/metrics.py	17	CODE
LOW	src/pyannote/audio/telemetry/__init__.py	1	CODE
LOW	src/pyannote/audio/telemetry/__init__.py	1	CODE
LOW	src/pyannote/audio/telemetry/__init__.py	1	CODE
LOW	src/pyannote/audio/telemetry/__init__.py	1	CODE
LOW	src/pyannote/audio/telemetry/__init__.py	1	CODE
LOW	src/pyannote/audio/torchmetrics/__init__.py	24	CODE
LOW	src/pyannote/audio/torchmetrics/__init__.py	24	CODE
LOW	src/pyannote/audio/torchmetrics/__init__.py	24	CODE
LOW	src/pyannote/audio/torchmetrics/__init__.py	24	CODE
LOW	src/pyannote/audio/torchmetrics/__init__.py	24	CODE
LOW	src/pyannote/audio/torchmetrics/__init__.py	24	CODE
LOW	src/pyannote/audio/torchmetrics/__init__.py	24	CODE
LOW	src/pyannote/audio/torchmetrics/__init__.py	24	CODE
LOW	src/pyannote/audio/torchmetrics/__init__.py	24	CODE
LOW	src/pyannote/audio/torchmetrics/__init__.py	24	CODE
LOW	src/pyannote/audio/torchmetrics/__init__.py	24	CODE
LOW	src/pyannote/audio/torchmetrics/__init__.py	24	CODE
LOW	…pyannote/audio/torchmetrics/classification/__init__.py	24	CODE
LOW	src/pyannote/audio/torchmetrics/audio/__init__.py	24	CODE
LOW	src/pyannote/audio/torchmetrics/audio/__init__.py	24	CODE
LOW	src/pyannote/audio/torchmetrics/audio/__init__.py	24	CODE
LOW	src/pyannote/audio/torchmetrics/audio/__init__.py	24	CODE
LOW	src/pyannote/audio/torchmetrics/audio/__init__.py	24	CODE
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Decorative Section Separators13 hits · 48 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/test_pipeline_subfolder.py	184	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_pipeline_subfolder.py	186	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_pipeline_subfolder.py	248	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_pipeline_subfolder.py	250	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_pipeline_subfolder.py	347	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_pipeline_subfolder.py	349	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_pipeline_subfolder.py	32	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_pipeline_subfolder.py	34	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_pipeline_subfolder.py	81	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_pipeline_subfolder.py	83	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/ci.yml	16	# build ──┬──► test ──────────┬──► publish (release only)	COMMENT
MEDIUM	src/pyannote/audio/augmentation/registry.py	157	# =============================================================================	COMMENT
MEDIUM	src/pyannote/audio/augmentation/registry.py	159	# =============================================================================	COMMENT

AI Structural Patterns22 hits · 22 pts

Severity	File	Line	Context
LOW	src/pyannote/audio/__main__.py	670	CODE
LOW	src/pyannote/audio/augmentation/mix.py	57	CODE
LOW	…e/audio/tasks/segmentation/voice_activity_detection.py	87	CODE
LOW	src/pyannote/audio/tasks/segmentation/multilabel.py	93	CODE
LOW	…annote/audio/tasks/segmentation/speaker_diarization.py	114	CODE
LOW	src/pyannote/audio/tasks/embedding/arcface.py	82	CODE
LOW	src/pyannote/audio/tasks/separation/PixIT.py	156	CODE
LOW	src/pyannote/audio/core/task.py	253	CODE
LOW	src/pyannote/audio/core/inference.py	79	CODE
LOW	src/pyannote/audio/pipelines/speech_separation.py	128	CODE
LOW	src/pyannote/audio/pipelines/speaker_diarization.py	194	CODE
LOW	src/pyannote/audio/utils/vbx.py	27	CODE
LOW	src/pyannote/audio/models/segmentation/SSeRiouSS.py	83	CODE
LOW	…/pyannote/audio/models/embedding/wespeaker/__init__.py	56	CODE
LOW	…/pyannote/audio/models/embedding/wespeaker/__init__.py	320	CODE
LOW	…/pyannote/audio/models/embedding/wespeaker/__init__.py	349	CODE
LOW	…/pyannote/audio/models/embedding/wespeaker/__init__.py	378	CODE
LOW	…/pyannote/audio/models/embedding/wespeaker/__init__.py	407	CODE
LOW	src/pyannote/audio/models/embedding/wespeaker/resnet.py	144	CODE
LOW	src/pyannote/audio/models/embedding/wespeaker/resnet.py	211	CODE
LOW	src/pyannote/audio/models/embedding/wespeaker/resnet.py	367	CODE
LOW	src/pyannote/audio/models/separation/ToTaToNet.py	131	CODE

Deep Nesting19 hits · 19 pts

Severity	File	Line	Context
LOW	src/pyannote/audio/__main__.py	272	CODE
LOW	src/pyannote/audio/__main__.py	793	CODE
LOW	src/pyannote/audio/tasks/segmentation/multilabel.py	133	CODE
LOW	…annote/audio/tasks/segmentation/speaker_diarization.py	168	CODE
LOW	src/pyannote/audio/tasks/embedding/mixins.py	131	CODE
LOW	src/pyannote/audio/tasks/separation/PixIT.py	224	CODE
LOW	src/pyannote/audio/tasks/separation/PixIT.py	479	CODE
LOW	src/pyannote/audio/core/task.py	322	CODE
LOW	src/pyannote/audio/core/pipeline.py	51	CODE
LOW	src/pyannote/audio/core/pipeline.py	161	CODE
LOW	src/pyannote/audio/pipelines/speaker_verification.py	717	CODE
LOW	src/pyannote/audio/pipelines/utils/getter.py	38	CODE
LOW	src/pyannote/audio/utils/preview.py	90	CODE
LOW	src/pyannote/audio/utils/preview.py	196	CODE
LOW	src/pyannote/audio/utils/signal.py	251	CODE
LOW	src/pyannote/audio/utils/metric.py	168	CODE
LOW	src/pyannote/audio/utils/permutation.py	106	CODE
LOW	src/pyannote/audio/utils/permutation.py	205	CODE
LOW	src/pyannote/audio/utils/dependencies.py	59	CODE

Modern Structural Boilerplate15 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW	src/pyannote/audio/__init__.py	33	__all__ = ["Audio", "Inference", "Model", "Pipeline"]	CODE
LOW	src/pyannote/audio/augmentation/__init__.py	26	__all__ = ["MixSpeakerDiarization"]	CODE
LOW	src/pyannote/audio/tasks/__init__.py	33	__all__ = [	CODE
LOW	src/pyannote/audio/pipelines/__init__.py	29	__all__ = [	CODE
LOW	src/pyannote/audio/pipelines/utils/__init__.py	37	__all__ = [	CODE
LOW	src/pyannote/audio/models/segmentation/__init__.py	26	__all__ = ["PyanNet", "SSeRiouSS"]	CODE
LOW	src/pyannote/audio/models/embedding/__init__.py	32	__all__ = [	CODE
LOW	…/pyannote/audio/models/embedding/wespeaker/__init__.py	435	__all__ = [	CODE
LOW	src/pyannote/audio/models/separation/__init__.py	25	__all__ = ["ToTaToNet"]	CODE
LOW	src/pyannote/audio/telemetry/metrics.py	188	def set_telemetry_metrics(enabled: bool, save_choice_as_default: bool = False) -> None:	CODE
LOW	src/pyannote/audio/telemetry/metrics.py	205	def set_opentelemetry_log_level(level: str) -> None:	CODE
LOW	src/pyannote/audio/telemetry/__init__.py	9	__all__ = [	CODE
LOW	src/pyannote/audio/torchmetrics/__init__.py	39	__all__ = [	CODE
LOW	…pyannote/audio/torchmetrics/classification/__init__.py	26	__all__ = [	CODE
LOW	src/pyannote/audio/torchmetrics/audio/__init__.py	40	__all__ = [	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	doc/source/conf.py	5	# This file is execfile()d with the current directory set to its	COMMENT

Excessive Try-Catch Wrapping3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	src/pyannote/audio/__main__.py	1066	except Exception as e:	CODE
LOW	src/pyannote/audio/core/io.py	47	except Exception as e:	CODE
LOW	src/pyannote/audio/pipelines/speaker_verification.py	695	except Exception:	CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/pyannote/audio/tasks/segmentation/mixins.py	361	# TODO: implement when pyannote.audio gets its first mono-label segmentation task	COMMENT

pyannote/pyannote-audio

Open-Source Code Quality, Security and Technical Debt Review