Repository Analysis

RVC-Project/Retrieval-based-Voice-Conversion-WebUI

Easily train a good VC model with voice data <= 10 mins!

10.2 Low AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of RVC-Project/Retrieval-based-Voice-Conversion-WebUI, a Python project with 36,897 GitHub stars. SynthScan v2.0 examined 54,757 lines of code across 239 source files, recording 459 pattern matches distributed across 11 syntactic categories. The overall adjusted score of 10.2 places this repository in the Low AI signal band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

10.2
Adjusted Score
10.2
Raw Score
100%
Time Factor
2026-07-23
Last Push
36.9K
Stars
Python
Language
54.8K
Lines of Code
239
Files
459
Pattern Hits
2026-08-02
Scan Date
0.06
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

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

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

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 14MEDIUM 24LOW 421

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 459 distinct pattern matches across 11 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.

Unused Imports130 hits · 130 pts
SeverityFileLineSnippetContext
LOWtools/pymss_core/checkpoint.py3CODE
LOWtools/pymss_core/__init__.py10CODE
LOWtools/pymss_core/__init__.py10CODE
LOWtools/pymss_core/__init__.py10CODE
LOWtools/pymss_core/__init__.py10CODE
LOWtools/pymss_core/__init__.py11CODE
LOWtools/pymss_core/__init__.py11CODE
LOWtools/pymss_core/__init__.py11CODE
LOWtools/pymss_core/__init__.py11CODE
LOWtools/pymss_core/__init__.py11CODE
LOWtools/pymss_core/__init__.py12CODE
LOWtools/pymss_core/utils.py3CODE
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LOWtools/pymss_core/modules/legacy_demucs.py5CODE
LOWtools/pymss_core/modules/_dsp.py3CODE
LOWtools/pymss_core/modules/bs_roformer/__init__.py1CODE
LOWtools/pymss_core/modules/bs_roformer/__init__.py2CODE
LOWtools/pymss_core/modules/bs_roformer/__init__.py3CODE
LOWtools/pymss_core/modules/bs_roformer/mlx_roformer.py5CODE
LOWtools/pymss_core/modules/bs_roformer/mlx_roformer.py9CODE
LOWtools/pymss_core/modules/bs_roformer/common.py8CODE
LOWtools/pymss_core/modules/vocal_remover/__init__.py1CODE
LOWtools/pymss_core/modules/vocal_remover/__init__.py2CODE
LOWtools/pymss_core/modules/vocal_remover/__init__.py2CODE
LOWtools/pymss_core/modules/vocal_remover/__init__.py2CODE
LOWtools/pymss_core/modules/vocal_remover/__init__.py3CODE
LOWtools/pymss_core/modules/vocal_remover/__init__.py3CODE
LOWtools/pymss_core/modules/scnet/__init__.py1CODE
LOW…/pymss_core/modules/bandit/core/model/bsrnn/tfmodel.py1CODE
LOW…/pymss_core/modules/bandit/core/model/bsrnn/tfmodel.py1CODE
LOW…ymss_core/modules/bandit/core/model/bsrnn/maskestim.py1CODE
LOW…ymss_core/modules/bandit/core/model/bsrnn/maskestim.py1CODE
LOW…ymss_core/modules/bandit/core/model/bsrnn/maskestim.py1CODE
LOW…ymss_core/modules/bandit/core/model/bsrnn/maskestim.py1CODE
LOW…ymss_core/modules/bandit/core/model/bsrnn/maskestim.py1CODE
LOW…ymss_core/modules/bandit/core/model/bsrnn/maskestim.py1CODE
LOW…ymss_core/modules/bandit/core/model/bsrnn/maskestim.py1CODE
LOWtools/pymss_core/modules/look2hear/apollo.py4CODE
LOWtools/pymss_core/modules/look2hear/__init__.py1CODE
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LOWtools/pymss_core/modules/bandit_v2/utils.py1CODE
LOWtools/pymss_core/modules/bandit_v2/utils.py1CODE
LOWtools/pymss_core/modules/bandit_v2/utils.py1CODE
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LOWtools/pymss_core/modules/bandit_v2/utils.py1CODE
LOWtools/pymss_core/modules/bandit_v2/utils.py1CODE
LOWtools/pymss_core/modules/bandit_v2/utils.py1CODE
LOWtools/pymss_core/modules/bandit_v2/utils.py1CODE
LOWtools/pymss_core/modules/bandit_v2/utils.py1CODE
LOWtools/pymss_core/modules/bandit_v2/utils.py1CODE
LOWtools/pymss_core/modules/bandit_v2/utils.py1CODE
LOWtools/pymss_core/modules/bandit_v2/maskestim.py6CODE
LOWtools/pymss_core/modules/bandit_v2/maskestim.py6CODE
LOWtools/pymss_core/modules/bandit_v2/maskestim.py6CODE
LOWtools/pymss/config.py1CODE
70 more matches not shown…
Excessive Try-Catch Wrapping103 hits · 115 pts
SeverityFileLineSnippetContext
LOWwebui.py32 except Exception as error:CODE
LOWwebui.py354 except Exception:CODE
LOWwebui.py657 except Exception:CODE
LOWwebui.py798 except Exception:CODE
LOWwebui.py1101 except Exception:CODE
LOWwebui.py1167 except Exception:CODE
LOWwebui.py1349 except Exception:CODE
LOWwebui.py1386 except Exception:CODE
LOWwebui.py2205 except Exception:STRING
MEDIUMwebui.py408def read_log(path, max_lines=40):CODE
LOWrealtime_gui.py730 except Exception:CODE
MEDIUMrealtime_gui.py83def load(self):CODE
LOWtools/cuda_graph.py71 except Exception:CODE
LOWtools/cuda_graph.py175 except Exception:CODE
LOWtools/pymss_webui.py372 except Exception:CODE
LOWtools/pymss_webui.py406 except Exception:CODE
LOWtools/pymss_webui.py464 except Exception:CODE
LOWtools/pymss_webui.py469 except Exception:CODE
LOWtools/pymss_webui.py477 except Exception:CODE
LOWtools/pymss_webui.py497 except Exception:CODE
LOWtools/pymss_webui.py658 except Exception as error:CODE
LOWtools/pymss_webui.py713 except Exception:CODE
LOWtools/pymss_webui.py988 except Exception:CODE
LOWtools/pymss_webui.py1102 except Exception:CODE
MEDIUMtools/pymss_webui.py279def __init__(CODE
MEDIUMtools/pymss_webui.py488def emit(self, record):CODE
MEDIUMtools/pymss_webui.py781def _read_worker_log(path, limit=12000):CODE
LOWtools/pymss_core/modules/mdx23c_tfc_tdf_v3.py172 except Exception as exc:CODE
LOWtools/pymss_core/modules/demucs4ht.py361 except Exception as exc:CODE
LOWtools/pymss_core/modules/bs_roformer/mlx_attention.py117 except Exception:STRING
LOWtools/pymss_core/modules/bs_roformer/mlx_attention.py184 except Exception as exc:STRING
LOWtools/pymss_core/modules/bs_roformer/mlx_attention.py227 except Exception as exc:STRING
LOWtools/pymss_core/modules/bs_roformer/mlx_attention.py334 except Exception as exc:STRING
LOWtools/pymss_core/modules/bs_roformer/transformer.py216 except Exception as exc:CODE
LOWtools/pymss_core/modules/bs_roformer/transformer.py238 except Exception as exc:CODE
LOWtools/pymss_core/modules/bs_roformer/transformer.py249 except Exception as exc:CODE
LOWtools/pymss_core/modules/bs_roformer/transformer.py260 except Exception as exc:CODE
LOWtools/pymss_core/modules/bs_roformer/transformer.py350 except Exception as exc:CODE
LOWtools/pymss_core/modules/bs_roformer/bs_roformer.py108 except Exception as exc:CODE
LOW…ls/pymss_core/modules/bs_roformer/mel_band_roformer.py184 except Exception as exc:CODE
LOWtools/pymss_core/modules/scnet/scnet.py233 except Exception as exc:CODE
LOW…/pymss_core/modules/bandit/core/model/bsrnn/wrapper.py136 except Exception as exc:CODE
LOWtools/pymss_core/modules/look2hear/apollo.py532 except Exception as exc:CODE
LOWtools/pymss_core/modules/bandit_v2/bandit.py162 except Exception as exc:CODE
LOWtools/pymss/separator.py134 except Exception as exc:CODE
LOWtools/pymss/separator.py156 except Exception as exc:CODE
LOWtools/pymss/separator.py1371 except Exception as e:CODE
LOWtools/pymss/separator.py1553 except Exception as e:CODE
LOWtools/pymss/separator.py1573 except Exception as e:CODE
LOWtools/pymss/separator.py1720 except Exception as exc:CODE
LOWtools/pymss/separator.py1727 except Exception as exc:CODE
LOWtools/pymss/separator.py1754 except Exception as exc:CODE
LOWtools/pymss/audio_io.py165 except Exception as e:CODE
LOWtools/pymss/cli.py581 except Exception as exc:CODE
LOWtools/pymss/utils.py53 except Exception:CODE
LOWtools/pymss/workflow.py257 except Exception as exc:CODE
LOWtools/pymss/workflow.py272 except Exception as exc:CODE
LOWtools/pymss/workflow.py299 except Exception as exc:CODE
LOWtools/pymss/model_download.py397 except Exception as exc:CODE
LOWtools/pymss/server/app.py440 except Exception as exc:CODE
43 more matches not shown…
Hyper-Verbose Identifiers95 hits · 97 pts
SeverityFileLineSnippetContext
LOWwebui.py93def is_gradio_port_in_use_error(error, port):CODE
LOWwebui.py98def launch_webui_with_port_fallback(app, config):CODE
LOWwebui.py433def validate_preprocess_outputs(exp_dir):CODE
LOWtools/cuda_graph.py43def detect_cuda_graph_support(device):CODE
LOWtools/pymss_webui.py149def _normalize_dml_model_dtype(value):CODE
LOWtools/pymss_webui.py170def _dml_model_dtype_attempts(spec):CODE
LOWtools/pymss_webui.py742def _pymss_task_stop_requested(task_id):CODE
LOWtools/pymss_core/checkpoint.py24def _install_demucs_pickle_stubs() -> dict[str, ModuleType | None]:CODE
LOWtools/pymss_core/modules/demucs_local.py331def create_sin_embedding_cape(CODE
LOWtools/pymss_core/modules/legacy_demucs.py1403def _build_model_from_package(package, model_path=None):CODE
LOWtools/pymss_core/modules/legacy_demucs.py1442def _infer_state_dict_architecture(state, model_path):CODE
LOWtools/pymss_core/modules/legacy_demucs.py1525def _legacy_config_from_model(model):CODE
LOWtools/pymss_core/modules/demucs_mlx.py438def _transformer_encoder_layer(module, x, dtype):CODE
LOWtools/pymss_core/modules/spectrogram.py68def forward_subband_mask_model(module, x, core_fn):CODE
LOWtools/pymss_core/modules/bs_roformer/mlx_roformer.py410def _adaptive_hyperedge_generation(module, x, dtype):CODE
LOWtools/pymss_core/modules/bs_roformer/mlx_roformer.py434def _adaptive_hypergraph_computation(module, x, dtype):CODE
LOWtools/pymss_core/modules/bs_roformer/mlx_roformer.py537def _progressive_upsample_head(module, x, dtype):CODE
LOWtools/pymss_core/modules/bs_roformer/bands.py18def experimental_train_grouped_bands():CODE
LOWtools/pymss_core/modules/bs_roformer/bands.py22def experimental_deep_mask_grouping():CODE
LOWtools/pymss_core/modules/bs_roformer/bands.py26def should_use_grouped_forward(module):CODE
LOWtools/pymss_core/modules/bs_roformer/bands.py377 def _get_packed_layer_group_params(self, estimators, layer_index, signature, indices, device, dtype):CODE
LOWtools/pymss_core/modules/bs_roformer/bands.py400 def _packable_estimators_by_band(estimators):CODE
LOWtools/pymss_core/modules/bs_roformer/bands.py439 def _forward_layer_grouped_mlp(self, x):CODE
LOWtools/pymss_core/modules/bs_roformer/bands.py544 def _forward_packed_estimators_two_layer_stream(estimators, x, plan):CODE
LOWtools/pymss_core/modules/bs_roformer/bands.py583 def forward_packed_estimators(estimators, x):CODE
LOWtools/pymss_core/modules/bs_roformer/bands.py650 def _forward_packed_estimators_by_band(estimators, x):CODE
LOWtools/pymss_core/modules/bs_roformer/bands.py742 def _warm_packed_estimators_by_band(estimators, device, dtype):CODE
LOWtools/pymss_core/modules/bs_roformer/mlx_attention.py341def _mlx_feed_forward_fallback(x, cache):STRING
LOWtools/pymss_core/modules/bs_roformer/mlx_attention.py348def _mlx_feed_forward_compiled(module, x, dtype, cache):STRING
LOWtools/pymss_core/modules/bs_roformer/common.py87def ignore_roformer_training_kwargs(kwargs):CODE
LOWtools/pymss_core/modules/bs_roformer/common.py99def init_roformer_shared_bias(module, dim, heads, dim_head, use_shared_bias):CODE
LOWtools/pymss_core/modules/bs_roformer/common.py109def roformer_transformer_kwargs(CODE
LOWtools/pymss_core/modules/bs_roformer/common.py190def roformer_freqs_per_bands_with_complex(module, freqs_per_bands, freqs):CODE
LOWtools/pymss_core/modules/bs_roformer/common.py198def init_roformer_band_modules(CODE
LOWtools/pymss_core/modules/bs_roformer/common.py312def forward_roformer_mask_core(module, stft_repr):CODE
LOWtools/pymss_core/modules/bs_roformer/common.py414def forward_spectral_roformer(module, raw_audio, match_input_audio_length=True):CODE
LOWtools/pymss_core/modules/bs_roformer/common.py421def forward_bandsplit_roformer(module, raw_audio):CODE
LOWtools/pymss_core/modules/bs_roformer/transformer.py34def normalize_cuda_attention_backend(backend):CODE
LOWtools/pymss_core/modules/bs_roformer/transformer.py48def default_cuda_attention_backend():CODE
LOWtools/pymss_core/modules/bs_roformer/transformer.py179 def set_mps_attention_backend(self, backend=None, min_tokens=128):CODE
LOWtools/pymss_core/modules/bs_roformer/transformer.py186 def set_cuda_attention_backend(self, backend=None):CODE
LOWtools/pymss_core/modules/bs_roformer/transformer.py224 def _cuda_or_default_attention(self, q, k, v):CODE
LOWtools/pymss_core/modules/bs_roformer/transformer.py320 def set_mps_attention_backend(self, backend=None, min_tokens=128):CODE
LOWtools/pymss_core/modules/bs_roformer/transformer.py330 def set_cuda_attention_backend(self, backend=None):CODE
LOW…ls/pymss_core/modules/bandit/core/model/bsrnn/utils.py40def create_triangular_filterbank(all_freqs, f_pts):CODE
LOW…ls/pymss_core/modules/bandit/core/model/bsrnn/utils.py48def triangular_filterbank_from_points(all_freqs, f_pts):CODE
LOW…ls/pymss_core/modules/bandit/core/model/bsrnn/utils.py91 def get_band_specs_with_bandwidth(self, start_index, end_index, bandwidth_hz):CODE
LOW…ls/pymss_core/modules/bandit/core/model/bsrnn/utils.py316def triangular_bark_filterbank(n_bands, fs, f_min, f_max, n_freqs):CODE
LOWtools/pymss_core/modules/look2hear/apollo.py457 def _feature_extractor_by_band(self, input):CODE
LOWtools/pymss_core/modules/look2hear/apollo.py471 def _feature_extractor_packed(self, input):CODE
LOWtools/pymss/separator.py351def _install_demucs_pickle_stubs():CODE
LOWtools/pymss/separator.py409def _infer_mel_band_roformer_mlp_hidden_layers(state_dict):CODE
LOWtools/pymss/separator.py424def _store_torch_model_on_cpu_for_mlx(config, device):CODE
LOWtools/pymss/separator.py1247 def apply_model_inference_config(self, model, config):CODE
LOWtools/pymss/audio_io.py22def _ffmpeg_audio_stream_info(path):CODE
LOWtools/pymss/utils.py261def _normalize_source_indices(config, source_indices):CODE
LOWtools/pymss/utils.py672def _mlx_prepare_mix_for_chunks(mix, border):CODE
LOWtools/pymss/utils.py735def _mlx_clear_cache_after_eval(enabled=False):CODE
LOWtools/pymss/workflow.py175def validate_workflow_structure(workflow: Workflow) -> Workflow:CODE
LOWtools/pymss/workflow.py485def _validate_step_references(workflow: Workflow) -> None:CODE
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Docstring Block Structure12 hits · 60 pts
SeverityFileLineSnippetContext
HIGHtools/pymss/separator.py848Initialize and load a separator from explicit model files. Args: model_type (str): Runtime model faSTRING
HIGHtools/pymss/separator.py1079Load model weights and build the runtime config. Args: None: This callable does not accept user-proSTRING
HIGHtools/pymss/separator.py1285Apply user inference overrides to a loaded config. Args: config (AttrDict | dict): Loaded model conSTRING
HIGHtools/pymss/separator.py1488Separate one audio file or every direct file in a folder. Args: input_folder (str | os.PathLike): ISTRING
HIGHtools/pymss/separator.py1595Run separation on an already loaded audio array. Args: mix (np.ndarray): Input waveform. Mono and sSTRING
HIGHtools/pymss/separator.py1619Internal separation implementation. Args: mix (np.ndarray): Input waveform. pbar (bool)STRING
HIGHtools/pymss/ensemble.py177Load and combine multiple audio files with an ensemble algorithm. All input files must have the same sample rate anSTRING
HIGHtools/pymss/ensemble.py271Combine audio files and save the ensemble result. This is the file-writing wrapper around ``ensemble_audios(...)``.STRING
HIGHtools/pymss/model_registry.py199Return catalog metadata for one model name or alias. Args: model_name (str): Full catalog filename, stem naSTRING
HIGHtools/pymss/model_registry.py276Resolve a catalog model to local file paths. This function does not instantiate a model. It only translates a catalSTRING
HIGHtools/pymss/model_registry.py341Create ``MSSeparator`` from a catalog model name. This is a convenience wrapper around ``resolve_model(...)`` folloSTRING
HIGHtools/pymss/model_download.py311Download all files required by one catalog model. The downloader resolves the model from the pymss catalog, downloaSTRING
Deep Nesting49 hits · 46 pts
SeverityFileLineSnippetContext
LOWwebui.py258CODE
LOWwebui.py671CODE
LOWwebui.py273CODE
LOWrealtime_gui.py416CODE
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LOWtools/pymss_webui.py792CODE
LOWtools/pymss_webui.py971CODE
LOWtools/process_utils.py11CODE
LOWtools/pymss_core/modules/legacy_demucs.py1403CODE
LOWtools/pymss_core/modules/legacy_demucs.py1505CODE
LOWtools/pymss_core/modules/legacy_demucs.py38CODE
LOWtools/pymss_core/modules/legacy_demucs.py902CODE
LOWtools/pymss_core/modules/bandit_mlx.py299CODE
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LOWtools/pymss/separator.py1078CODE
LOWtools/pymss/separator.py1487CODE
LOWtools/pymss/separator.py1690CODE
LOWtools/pymss/audio_io.py203CODE
LOWtools/pymss/cli.py16CODE
LOWtools/pymss/utils.py909CODE
LOWtools/pymss/utils.py981CODE
LOWtools/pymss/ensemble.py116CODE
LOWtools/pymss/workflow.py239CODE
LOWtools/pymss/model_download.py189CODE
LOWtools/pymss/modules/vocal_remover/vr_separator.py45CODE
LOW…s/pymss/modules/vocal_remover/uvr_lib_v5/spec_utils.py91CODE
LOW…s/pymss/modules/vocal_remover/uvr_lib_v5/spec_utils.py140CODE
LOW…s/pymss/modules/vocal_remover/uvr_lib_v5/spec_utils.py171CODE
LOW…s/pymss/modules/vocal_remover/uvr_lib_v5/spec_utils.py252CODE
LOWtrain/process_ckpt.py64CODE
LOWtrain/preprocess.py86CODE
LOWtrain/train_index.py44CODE
LOWtrain/train.py316CODE
LOWtrain/dataset/slicer2.py75CODE
LOWtrain/dataset/extract_f0.py125CODE
LOWinfer/audio.py45CODE
LOWinfer/audio.py310CODE
LOWinfer/rtrvc.py225CODE
LOWinfer/module/models.py496CODE
LOWinfer/vc/utils.py7CODE
LOWinfer/vc/pipeline.py64CODE
LOWinfer/vc/modules.py49CODE
LOWinfer/vc/modules.py249CODE
Decorative Section Separators14 hits · 42 pts
SeverityFileLineSnippetContext
MEDIUMtools/pymss/cli.py321 # ==========================COMMENT
MEDIUMtools/pymss/cli.py323 # ==========================COMMENT
MEDIUMtools/pymss/cli.py334 # ==========================COMMENT
MEDIUMtools/pymss/cli.py336 # ==========================COMMENT
MEDIUMtools/pymss/cli.py349 # ==========================COMMENT
MEDIUMtools/pymss/cli.py351 # ==========================COMMENT
MEDIUMtools/pymss/cli.py368 # ==========================COMMENT
MEDIUMtools/pymss/cli.py370 # ==========================COMMENT
MEDIUMtools/pymss/cli.py413 # ==========================COMMENT
MEDIUMtools/pymss/cli.py415 # ==========================COMMENT
MEDIUMtools/pymss/cli.py446 # ==========================COMMENT
MEDIUMtools/pymss/cli.py448 # ==========================COMMENT
MEDIUMtools/pymss/cli.py526 # ==========================COMMENT
MEDIUMtools/pymss/cli.py528 # ==========================COMMENT
AI Structural Patterns35 hits · 34 pts
SeverityFileLineSnippetContext
LOWtools/pymss_core/modules/apollo_mlx.py154CODE
LOWtools/pymss_core/modules/demucs_local.py132CODE
LOWtools/pymss_core/modules/demucs_local.py189CODE
LOWtools/pymss_core/modules/demucs_local.py365CODE
LOWtools/pymss_core/modules/demucs_local.py414CODE
LOWtools/pymss_core/modules/demucs_local.py478CODE
LOWtools/pymss_core/modules/demucs4ht.py25CODE
LOWtools/pymss_core/modules/legacy_demucs.py88CODE
LOWtools/pymss_core/modules/legacy_demucs.py205CODE
LOWtools/pymss_core/modules/legacy_demucs.py400CODE
LOWtools/pymss_core/modules/legacy_demucs.py445CODE
LOWtools/pymss_core/modules/legacy_demucs.py506CODE
LOWtools/pymss_core/modules/legacy_demucs.py705CODE
LOWtools/pymss_core/modules/legacy_demucs.py986CODE
LOWtools/pymss_core/modules/bs_roformer/attend.py29CODE
LOWtools/pymss_core/modules/bs_roformer/transformer.py276CODE
LOWtools/pymss_core/modules/bs_roformer/hyperace_segm.py305CODE
LOWtools/pymss_core/modules/bs_roformer/bs_roformer.py27CODE
LOW…ls/pymss_core/modules/bs_roformer/mel_band_roformer.py24CODE
LOWtools/pymss_core/modules/scnet/scnet.py136CODE
LOWtools/pymss_core/modules/bandit/tfmodel.py79CODE
LOWtools/pymss_core/modules/bandit/maskestim.py191CODE
LOWtools/pymss_core/modules/bandit/core/model/_spectral.py66CODE
LOW…/pymss_core/modules/bandit/core/model/bsrnn/wrapper.py67CODE
LOW…/pymss_core/modules/bandit/core/model/bsrnn/wrapper.py149CODE
LOW…ols/pymss_core/modules/bandit/core/model/bsrnn/core.py112CODE
LOWtools/pymss_core/modules/bandit_v2/bandit.py18CODE
LOWtools/pymss_core/modules/bandit_v2/bandit.py110CODE
LOWtools/pymss_core/modules/bandit_v2/bandit.py200CODE
LOWtools/pymss/separator.py817CODE
LOWtools/pymss/workflow.py204CODE
LOWtools/torchgate/torchgate.py33CODE
LOWinfer/module/transforms.py98CODE
LOWinfer/module/attentions.py297CODE
LOWinfer/module/attentions.py306CODE
Modern Structural Boilerplate13 hits · 14 pts
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LOWwebui.py72logger = logging.getLogger(__name__)CODE
LOWtools/cuda_graph.py10logger = logging.getLogger(__name__)CODE
LOWtools/pymss_webui.py25logger = logging.getLogger(__name__)CODE
LOWtools/process_utils.py8logger = logging.getLogger(__name__)CODE
LOWconfigs/config.py15logger = logging.getLogger(__name__)CODE
LOWtrain/mel_processing.py6logger = logging.getLogger(__name__)CODE
LOWtrain/data_utils.py5logger = logging.getLogger(__name__)CODE
LOWtrain/train.py27logger = logging.getLogger(__name__)CODE
LOWinfer/rmvpe.py15logger = logging.getLogger(__name__)CODE
LOWinfer/hubert.py12logger = logging.getLogger(__name__)CODE
LOWinfer/module/models.py5logger = logging.getLogger(__name__)CODE
LOWinfer/vc/pipeline.py5logger = logging.getLogger(__name__)CODE
LOWinfer/vc/modules.py4logger = logging.getLogger(__name__)CODE
Cross-Language Confusion2 hits · 10 pts
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HIGHtools/pymss/separator.py638 f"target_instrument is not null, extracting instrumental from {target_instrument}, other_instruments: {other_insCODE
HIGHtools/pymss/separator.py1643 "Target instrument is not null, set primary_stem to target_instrument, secondary_stem will be calculatedCODE
Over-Commented Block5 hits · 5 pts
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LOWrequirments_cu118_py312.txt1# Python 3.12 x64 / Windows + Linux / NVIDIA CUDA 11.8COMMENT
LOWrequirments_cu128_py312.txt1# Python 3.12 x64 / Windows + Linux / NVIDIA CUDA 12.8COMMENT
LOWrealtime_gui.py341 # [COMMENT
LOWtrain/utils.py61 if (COMMENT
LOWtrain/utils.py81# # print(1111)COMMENT
Self-Referential Comments1 hit · 3 pts
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MEDIUMtrain/dataset/slicer2.py4# This function is obtained from librosa.COMMENT