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AI Slop Code RIsk Monitor

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

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

10.8 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for RVC-Project/Retrieval-based-Voice-Conversion-WebUI, a Python project with 38,677 GitHub stars. SynthScan examined 60,687 lines of code across 262 source files, recording 494 pattern matches distributed across 12 syntactic categories. The legacy adjusted pattern signal is 10.8 (Moderate pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

10.8
Adjusted Signal
10.8
Raw Pattern Score
100%
Time Factor
2026-08-04
Last Push
38.7K
Stars
Python
Language
60.7K
Lines of Code
262
Files
494
Pattern Hits
2026-10-12
Scan Date
0.12
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 19.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 211 finding(s).

Hallucinated Dependency & Supply Chain Risk 10.9/100 · LOW

Are imports declared and package/API names verified? 132 finding(s).

Agent Over-Engineering Ratio 27.9/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 287 finding(s).

PR Review Velocity Impact 43.8/100 · MEDIUM

Which changes need focused human review? 494 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

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

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 31MEDIUM 25LOW 438

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 494 distinct pattern matches across 12 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.

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
LOWtools/pymss_core/modules/mdx23c_mlx.py1CODE
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
LOWtools/pymss_core/modules/bandit_v2/tfmodel.py1CODE
LOWtools/pymss_core/modules/bandit_v2/tfmodel.py1CODE
LOWtools/pymss_core/modules/bandit_v2/tfmodel.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/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/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 Wrapping107 hits · 119 pts
SeverityFileLineSnippetContext
MEDIUMwebui.py257def update_speaker_index(model_name, slider_value, dropdown_value):CODE
MEDIUMwebui.py669def read_log(path, max_lines=40):CODE
LOWwebui.py41 except Exception as error:CODE
LOWwebui.py615 except Exception:CODE
LOWwebui.py930 except Exception:CODE
LOWwebui.py1071 except Exception:CODE
LOWwebui.py1425 except Exception:CODE
LOWwebui.py1501 except Exception:CODE
LOWwebui.py1693 except Exception:CODE
LOWwebui.py1730 except Exception:CODE
LOWwebui.py2838 except Exception:STRING
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
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
LOW⚡tools/pymss_webui.py464 except Exception:CODE
LOW⚡tools/pymss_webui.py469 except Exception:CODE
LOW⚡tools/pymss_webui.py477 except Exception:CODE
LOWtools/pymss_webui.py372 except Exception:CODE
LOWtools/pymss_webui.py406 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
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
LOW⚡tools/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
47 more matches not shown…
Hyper-Verbose Identifiers101 hits · 103 pts
SeverityFileLineSnippetContext
LOWwebui.py109def is_gradio_port_in_use_error(error, port):CODE
LOWwebui.py114def launch_webui_with_port_fallback(app, config):CODE
LOWwebui.py267def update_dropdown_speaker_index(model_name, dropdown_value):CODE
LOWwebui.py302def prepare_multispeaker_manifest(trainset_dir, exp_name):CODE
LOWwebui.py367def multispeaker_page_updates(rows, active_count, page):CODE
LOWwebui.py435def previous_multispeaker_page(rows, active_count, page, *values):CODE
LOWwebui.py443def render_multispeaker_submit_status(message, warning=False):CODE
LOWwebui.py694def 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
LOW⚡tools/pymss_core/modules/bs_roformer/bands.py18def experimental_train_grouped_bands():CODE
LOW⚡tools/pymss_core/modules/bs_roformer/bands.py22def experimental_deep_mask_grouping():CODE
LOW⚡tools/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
LOW⚡tools/pymss_core/modules/bs_roformer/mlx_attention.py341def _mlx_feed_forward_fallback(x, cache):STRING
LOW⚡tools/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
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Empty Error Handlers17 hits · 85 pts
SeverityFileLineSnippetContext
HIGHtools/pymss_webui.py713except Exception:CODE
HIGHtools/process_utils.py45except (OSError, ProcessLookupError):CODE
HIGHtools/process_utils.py58except (OSError, ProcessLookupError):CODE
HIGHtools/process_utils.py66except (OSError, ProcessLookupError):CODE
HIGHtools/process_utils.py33except (OSError, ProcessLookupError):CODE
HIGHtools/pymss/separator.py186except (RuntimeError, TypeError):CODE
HIGHtools/pymss/logger.py172except OSError:CODE
HIGHtools/pymss/logger.py230except OSError:CODE
HIGHtools/pymss/model_download.py166except FileNotFoundError:CODE
HIGHtools/pymss/modules/vocal_remover/vr_separator.py64except Exception:CODE
HIGHRVCRealtimeVST/worker/rvc_worker.py316except Exception:CODE
HIGHRVCRealtimeVST/worker/rvc_worker.py323except Exception:CODE
HIGHtrain/preprocess.py220except OSError:CODE
HIGHtrain/preprocess.py208except OSError:CODE
HIGHtrain/train_index.py69except (FileNotFoundError, OSError):CODE
HIGHinfer/audio.py230except Exception:CODE
HIGHinfer/audio.py270except Exception:CODE
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 Nesting52 hits · 48 pts
SeverityFileLineSnippetContext
LOWwebui.py395CODE
LOWwebui.py519CODE
LOWwebui.py944CODE
LOWwebui.py534CODE
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LOWtools/cuda_graph.py43CODE
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LOWtools/pymss_webui.py527CODE
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
LOWtools/pymss_core/modules/bs_roformer/bands.py439CODE
LOWtools/pymss_core/modules/bs_roformer/bands.py583CODE
LOW…/pymss_core/modules/bandit/core/model/bsrnn/wrapper.py19CODE
LOWtools/pymss/separator.py96CODE
LOWtools/pymss/separator.py116CODE
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.py85CODE
LOWtrain/preprocess.py197CODE
LOWtrain/preprocess.py88CODE
LOWtrain/train_index.py52CODE
LOWtrain/utils.py101CODE
LOWtrain/train.py326CODE
LOWtrain/dataset/slicer2.py75CODE
LOWtrain/dataset/extract_f0.py125CODE
LOWinfer/audio.py45CODE
LOWinfer/audio.py310CODE
LOWinfer/rtrvc.py225CODE
LOWinfer/module/models.py477CODE
LOWinfer/vc/utils.py7CODE
LOWinfer/vc/pipeline.py64CODE
LOWinfer/vc/modules.py101CODE
LOWinfer/vc/modules.py311CODE
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
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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.py88logger = 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
LOW⚡train/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
Over-Commented Block10 hits · 10 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
LOWRVCRealtimeVST/config.h1#pragma onceCOMMENT
LOWRVCRealtimeVST/config.h21#define PLUG_TYPE 0COMMENT
LOWRVCRealtimeVST/src/RVCRealtime.cpp1#include "RVCRealtime.h"COMMENT
LOWRVCRealtimeVST/src/WorkerClient.cpp1#include "WorkerClient.hpp"COMMENT
LOWRVCRealtimeVST/src/WorkerClient.hpp1#pragma onceCOMMENT
LOWtrain/utils.py61 if (COMMENT
LOWtrain/utils.py81# # print(1111)COMMENT
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
Self-Referential Comments1 hit · 3 pts
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MEDIUMtrain/dataset/slicer2.py4# This function is obtained from librosa.COMMENT