Easily train a good VC model with voice data <= 10 mins!
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).
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.
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.
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.
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.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | tools/pymss_core/checkpoint.py | 3 | CODE | |
| LOW | tools/pymss_core/__init__.py | 10 | CODE | |
| LOW | tools/pymss_core/__init__.py | 10 | CODE | |
| LOW | tools/pymss_core/__init__.py | 10 | CODE | |
| LOW | tools/pymss_core/__init__.py | 10 | CODE | |
| LOW | tools/pymss_core/__init__.py | 11 | CODE | |
| LOW | tools/pymss_core/__init__.py | 11 | CODE | |
| LOW | tools/pymss_core/__init__.py | 11 | CODE | |
| LOW | tools/pymss_core/__init__.py | 11 | CODE | |
| LOW | tools/pymss_core/__init__.py | 11 | CODE | |
| LOW | tools/pymss_core/__init__.py | 12 | CODE | |
| LOW | tools/pymss_core/utils.py | 3 | CODE | |
| LOW | tools/pymss_core/modules/mdx23c_mlx.py | 1 | CODE | |
| LOW | tools/pymss_core/modules/legacy_demucs.py | 5 | CODE | |
| LOW | tools/pymss_core/modules/_dsp.py | 3 | CODE | |
| LOW | tools/pymss_core/modules/bs_roformer/__init__.py | 1 | CODE | |
| LOW | tools/pymss_core/modules/bs_roformer/__init__.py | 2 | CODE | |
| LOW | tools/pymss_core/modules/bs_roformer/__init__.py | 3 | CODE | |
| LOW | tools/pymss_core/modules/bs_roformer/mlx_roformer.py | 5 | CODE | |
| LOW | tools/pymss_core/modules/bs_roformer/mlx_roformer.py | 9 | CODE | |
| LOW | tools/pymss_core/modules/bs_roformer/common.py | 8 | CODE | |
| LOW | tools/pymss_core/modules/vocal_remover/__init__.py | 1 | CODE | |
| LOW | tools/pymss_core/modules/vocal_remover/__init__.py | 2 | CODE | |
| LOW | tools/pymss_core/modules/vocal_remover/__init__.py | 2 | CODE | |
| LOW | tools/pymss_core/modules/vocal_remover/__init__.py | 2 | CODE | |
| LOW | tools/pymss_core/modules/vocal_remover/__init__.py | 3 | CODE | |
| LOW | tools/pymss_core/modules/vocal_remover/__init__.py | 3 | CODE | |
| LOW | tools/pymss_core/modules/scnet/__init__.py | 1 | CODE | |
| LOW | …/pymss_core/modules/bandit/core/model/bsrnn/tfmodel.py | 1 | CODE | |
| LOW | …/pymss_core/modules/bandit/core/model/bsrnn/tfmodel.py | 1 | CODE | |
| LOW | …ymss_core/modules/bandit/core/model/bsrnn/maskestim.py | 1 | CODE | |
| LOW | …ymss_core/modules/bandit/core/model/bsrnn/maskestim.py | 1 | CODE | |
| LOW | …ymss_core/modules/bandit/core/model/bsrnn/maskestim.py | 1 | CODE | |
| LOW | …ymss_core/modules/bandit/core/model/bsrnn/maskestim.py | 1 | CODE | |
| LOW | …ymss_core/modules/bandit/core/model/bsrnn/maskestim.py | 1 | CODE | |
| LOW | …ymss_core/modules/bandit/core/model/bsrnn/maskestim.py | 1 | CODE | |
| LOW | …ymss_core/modules/bandit/core/model/bsrnn/maskestim.py | 1 | CODE | |
| LOW | tools/pymss_core/modules/look2hear/apollo.py | 4 | CODE | |
| LOW | tools/pymss_core/modules/look2hear/__init__.py | 1 | CODE | |
| LOW | tools/pymss_core/modules/bandit_v2/tfmodel.py | 1 | CODE | |
| LOW | tools/pymss_core/modules/bandit_v2/tfmodel.py | 1 | CODE | |
| LOW | tools/pymss_core/modules/bandit_v2/tfmodel.py | 1 | CODE | |
| LOW | tools/pymss_core/modules/bandit_v2/utils.py | 1 | CODE | |
| LOW | tools/pymss_core/modules/bandit_v2/utils.py | 1 | CODE | |
| LOW | tools/pymss_core/modules/bandit_v2/utils.py | 1 | CODE | |
| LOW | tools/pymss_core/modules/bandit_v2/utils.py | 1 | CODE | |
| LOW | tools/pymss_core/modules/bandit_v2/utils.py | 1 | CODE | |
| LOW | tools/pymss_core/modules/bandit_v2/utils.py | 1 | CODE | |
| LOW | tools/pymss_core/modules/bandit_v2/utils.py | 1 | CODE | |
| LOW | tools/pymss_core/modules/bandit_v2/utils.py | 1 | CODE | |
| LOW | tools/pymss_core/modules/bandit_v2/utils.py | 1 | CODE | |
| LOW | tools/pymss_core/modules/bandit_v2/utils.py | 1 | CODE | |
| LOW | tools/pymss_core/modules/bandit_v2/utils.py | 1 | CODE | |
| LOW | tools/pymss_core/modules/bandit_v2/utils.py | 1 | CODE | |
| LOW | tools/pymss_core/modules/bandit_v2/utils.py | 1 | CODE | |
| LOW | tools/pymss_core/modules/bandit_v2/utils.py | 1 | CODE | |
| LOW | tools/pymss_core/modules/bandit_v2/maskestim.py | 6 | CODE | |
| LOW | tools/pymss_core/modules/bandit_v2/maskestim.py | 6 | CODE | |
| LOW | tools/pymss_core/modules/bandit_v2/maskestim.py | 6 | CODE | |
| LOW | tools/pymss/config.py | 1 | CODE | |
| 70 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | webui.py | 32 | except Exception as error: | CODE |
| LOW | webui.py | 354 | except Exception: | CODE |
| LOW | webui.py | 657 | except Exception: | CODE |
| LOW | webui.py | 798 | except Exception: | CODE |
| LOW | webui.py | 1101 | except Exception: | CODE |
| LOW | webui.py | 1167 | except Exception: | CODE |
| LOW | webui.py | 1349 | except Exception: | CODE |
| LOW | webui.py | 1386 | except Exception: | CODE |
| LOW | webui.py | 2205 | except Exception: | STRING |
| MEDIUM | webui.py | 408 | def read_log(path, max_lines=40): | CODE |
| LOW | realtime_gui.py | 730 | except Exception: | CODE |
| MEDIUM | realtime_gui.py | 83 | def load(self): | CODE |
| LOW | tools/cuda_graph.py | 71 | except Exception: | CODE |
| LOW | tools/cuda_graph.py | 175 | except Exception: | CODE |
| LOW | tools/pymss_webui.py | 372 | except Exception: | CODE |
| LOW | tools/pymss_webui.py | 406 | except Exception: | CODE |
| LOW⚡ | tools/pymss_webui.py | 464 | except Exception: | CODE |
| LOW⚡ | tools/pymss_webui.py | 469 | except Exception: | CODE |
| LOW⚡ | tools/pymss_webui.py | 477 | except Exception: | CODE |
| LOW | tools/pymss_webui.py | 497 | except Exception: | CODE |
| LOW | tools/pymss_webui.py | 658 | except Exception as error: | CODE |
| LOW | tools/pymss_webui.py | 713 | except Exception: | CODE |
| LOW | tools/pymss_webui.py | 988 | except Exception: | CODE |
| LOW | tools/pymss_webui.py | 1102 | except Exception: | CODE |
| MEDIUM | tools/pymss_webui.py | 279 | def __init__( | CODE |
| MEDIUM | tools/pymss_webui.py | 488 | def emit(self, record): | CODE |
| MEDIUM | tools/pymss_webui.py | 781 | def _read_worker_log(path, limit=12000): | CODE |
| LOW | tools/pymss_core/modules/mdx23c_tfc_tdf_v3.py | 172 | except Exception as exc: | CODE |
| LOW | tools/pymss_core/modules/demucs4ht.py | 361 | except Exception as exc: | CODE |
| LOW | tools/pymss_core/modules/bs_roformer/mlx_attention.py | 117 | except Exception: | STRING |
| LOW | tools/pymss_core/modules/bs_roformer/mlx_attention.py | 184 | except Exception as exc: | STRING |
| LOW | tools/pymss_core/modules/bs_roformer/mlx_attention.py | 227 | except Exception as exc: | STRING |
| LOW⚡ | tools/pymss_core/modules/bs_roformer/mlx_attention.py | 334 | except Exception as exc: | STRING |
| LOW | tools/pymss_core/modules/bs_roformer/transformer.py | 216 | except Exception as exc: | CODE |
| LOW | tools/pymss_core/modules/bs_roformer/transformer.py | 238 | except Exception as exc: | CODE |
| LOW | tools/pymss_core/modules/bs_roformer/transformer.py | 249 | except Exception as exc: | CODE |
| LOW | tools/pymss_core/modules/bs_roformer/transformer.py | 260 | except Exception as exc: | CODE |
| LOW | tools/pymss_core/modules/bs_roformer/transformer.py | 350 | except Exception as exc: | CODE |
| LOW | tools/pymss_core/modules/bs_roformer/bs_roformer.py | 108 | except Exception as exc: | CODE |
| LOW | …ls/pymss_core/modules/bs_roformer/mel_band_roformer.py | 184 | except Exception as exc: | CODE |
| LOW | tools/pymss_core/modules/scnet/scnet.py | 233 | except Exception as exc: | CODE |
| LOW | …/pymss_core/modules/bandit/core/model/bsrnn/wrapper.py | 136 | except Exception as exc: | CODE |
| LOW | tools/pymss_core/modules/look2hear/apollo.py | 532 | except Exception as exc: | CODE |
| LOW | tools/pymss_core/modules/bandit_v2/bandit.py | 162 | except Exception as exc: | CODE |
| LOW | tools/pymss/separator.py | 134 | except Exception as exc: | CODE |
| LOW | tools/pymss/separator.py | 156 | except Exception as exc: | CODE |
| LOW | tools/pymss/separator.py | 1371 | except Exception as e: | CODE |
| LOW | tools/pymss/separator.py | 1553 | except Exception as e: | CODE |
| LOW | tools/pymss/separator.py | 1573 | except Exception as e: | CODE |
| LOW | tools/pymss/separator.py | 1720 | except Exception as exc: | CODE |
| LOW | tools/pymss/separator.py | 1727 | except Exception as exc: | CODE |
| LOW | tools/pymss/separator.py | 1754 | except Exception as exc: | CODE |
| LOW | tools/pymss/audio_io.py | 165 | except Exception as e: | CODE |
| LOW | tools/pymss/cli.py | 581 | except Exception as exc: | CODE |
| LOW | tools/pymss/utils.py | 53 | except Exception: | CODE |
| LOW | tools/pymss/workflow.py | 257 | except Exception as exc: | CODE |
| LOW | tools/pymss/workflow.py | 272 | except Exception as exc: | CODE |
| LOW | tools/pymss/workflow.py | 299 | except Exception as exc: | CODE |
| LOW | tools/pymss/model_download.py | 397 | except Exception as exc: | CODE |
| LOW | tools/pymss/server/app.py | 440 | except Exception as exc: | CODE |
| 43 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | webui.py | 93 | def is_gradio_port_in_use_error(error, port): | CODE |
| LOW | webui.py | 98 | def launch_webui_with_port_fallback(app, config): | CODE |
| LOW | webui.py | 433 | def validate_preprocess_outputs(exp_dir): | CODE |
| LOW | tools/cuda_graph.py | 43 | def detect_cuda_graph_support(device): | CODE |
| LOW | tools/pymss_webui.py | 149 | def _normalize_dml_model_dtype(value): | CODE |
| LOW | tools/pymss_webui.py | 170 | def _dml_model_dtype_attempts(spec): | CODE |
| LOW | tools/pymss_webui.py | 742 | def _pymss_task_stop_requested(task_id): | CODE |
| LOW | tools/pymss_core/checkpoint.py | 24 | def _install_demucs_pickle_stubs() -> dict[str, ModuleType | None]: | CODE |
| LOW | tools/pymss_core/modules/demucs_local.py | 331 | def create_sin_embedding_cape( | CODE |
| LOW | tools/pymss_core/modules/legacy_demucs.py | 1403 | def _build_model_from_package(package, model_path=None): | CODE |
| LOW | tools/pymss_core/modules/legacy_demucs.py | 1442 | def _infer_state_dict_architecture(state, model_path): | CODE |
| LOW | tools/pymss_core/modules/legacy_demucs.py | 1525 | def _legacy_config_from_model(model): | CODE |
| LOW | tools/pymss_core/modules/demucs_mlx.py | 438 | def _transformer_encoder_layer(module, x, dtype): | CODE |
| LOW | tools/pymss_core/modules/spectrogram.py | 68 | def forward_subband_mask_model(module, x, core_fn): | CODE |
| LOW | tools/pymss_core/modules/bs_roformer/mlx_roformer.py | 410 | def _adaptive_hyperedge_generation(module, x, dtype): | CODE |
| LOW | tools/pymss_core/modules/bs_roformer/mlx_roformer.py | 434 | def _adaptive_hypergraph_computation(module, x, dtype): | CODE |
| LOW | tools/pymss_core/modules/bs_roformer/mlx_roformer.py | 537 | def _progressive_upsample_head(module, x, dtype): | CODE |
| LOW⚡ | tools/pymss_core/modules/bs_roformer/bands.py | 18 | def experimental_train_grouped_bands(): | CODE |
| LOW⚡ | tools/pymss_core/modules/bs_roformer/bands.py | 22 | def experimental_deep_mask_grouping(): | CODE |
| LOW⚡ | tools/pymss_core/modules/bs_roformer/bands.py | 26 | def should_use_grouped_forward(module): | CODE |
| LOW | tools/pymss_core/modules/bs_roformer/bands.py | 377 | def _get_packed_layer_group_params(self, estimators, layer_index, signature, indices, device, dtype): | CODE |
| LOW | tools/pymss_core/modules/bs_roformer/bands.py | 400 | def _packable_estimators_by_band(estimators): | CODE |
| LOW | tools/pymss_core/modules/bs_roformer/bands.py | 439 | def _forward_layer_grouped_mlp(self, x): | CODE |
| LOW | tools/pymss_core/modules/bs_roformer/bands.py | 544 | def _forward_packed_estimators_two_layer_stream(estimators, x, plan): | CODE |
| LOW | tools/pymss_core/modules/bs_roformer/bands.py | 583 | def forward_packed_estimators(estimators, x): | CODE |
| LOW | tools/pymss_core/modules/bs_roformer/bands.py | 650 | def _forward_packed_estimators_by_band(estimators, x): | CODE |
| LOW | tools/pymss_core/modules/bs_roformer/bands.py | 742 | def _warm_packed_estimators_by_band(estimators, device, dtype): | CODE |
| LOW⚡ | tools/pymss_core/modules/bs_roformer/mlx_attention.py | 341 | def _mlx_feed_forward_fallback(x, cache): | STRING |
| LOW⚡ | tools/pymss_core/modules/bs_roformer/mlx_attention.py | 348 | def _mlx_feed_forward_compiled(module, x, dtype, cache): | STRING |
| LOW | tools/pymss_core/modules/bs_roformer/common.py | 87 | def ignore_roformer_training_kwargs(kwargs): | CODE |
| LOW | tools/pymss_core/modules/bs_roformer/common.py | 99 | def init_roformer_shared_bias(module, dim, heads, dim_head, use_shared_bias): | CODE |
| LOW | tools/pymss_core/modules/bs_roformer/common.py | 109 | def roformer_transformer_kwargs( | CODE |
| LOW | tools/pymss_core/modules/bs_roformer/common.py | 190 | def roformer_freqs_per_bands_with_complex(module, freqs_per_bands, freqs): | CODE |
| LOW | tools/pymss_core/modules/bs_roformer/common.py | 198 | def init_roformer_band_modules( | CODE |
| LOW | tools/pymss_core/modules/bs_roformer/common.py | 312 | def forward_roformer_mask_core(module, stft_repr): | CODE |
| LOW | tools/pymss_core/modules/bs_roformer/common.py | 414 | def forward_spectral_roformer(module, raw_audio, match_input_audio_length=True): | CODE |
| LOW | tools/pymss_core/modules/bs_roformer/common.py | 421 | def forward_bandsplit_roformer(module, raw_audio): | CODE |
| LOW | tools/pymss_core/modules/bs_roformer/transformer.py | 34 | def normalize_cuda_attention_backend(backend): | CODE |
| LOW | tools/pymss_core/modules/bs_roformer/transformer.py | 48 | def default_cuda_attention_backend(): | CODE |
| LOW | tools/pymss_core/modules/bs_roformer/transformer.py | 179 | def set_mps_attention_backend(self, backend=None, min_tokens=128): | CODE |
| LOW | tools/pymss_core/modules/bs_roformer/transformer.py | 186 | def set_cuda_attention_backend(self, backend=None): | CODE |
| LOW | tools/pymss_core/modules/bs_roformer/transformer.py | 224 | def _cuda_or_default_attention(self, q, k, v): | CODE |
| LOW | tools/pymss_core/modules/bs_roformer/transformer.py | 320 | def set_mps_attention_backend(self, backend=None, min_tokens=128): | CODE |
| LOW | tools/pymss_core/modules/bs_roformer/transformer.py | 330 | def set_cuda_attention_backend(self, backend=None): | CODE |
| LOW | …ls/pymss_core/modules/bandit/core/model/bsrnn/utils.py | 40 | def create_triangular_filterbank(all_freqs, f_pts): | CODE |
| LOW | …ls/pymss_core/modules/bandit/core/model/bsrnn/utils.py | 48 | def triangular_filterbank_from_points(all_freqs, f_pts): | CODE |
| LOW | …ls/pymss_core/modules/bandit/core/model/bsrnn/utils.py | 91 | def get_band_specs_with_bandwidth(self, start_index, end_index, bandwidth_hz): | CODE |
| LOW | …ls/pymss_core/modules/bandit/core/model/bsrnn/utils.py | 316 | def triangular_bark_filterbank(n_bands, fs, f_min, f_max, n_freqs): | CODE |
| LOW | tools/pymss_core/modules/look2hear/apollo.py | 457 | def _feature_extractor_by_band(self, input): | CODE |
| LOW | tools/pymss_core/modules/look2hear/apollo.py | 471 | def _feature_extractor_packed(self, input): | CODE |
| LOW | tools/pymss/separator.py | 351 | def _install_demucs_pickle_stubs(): | CODE |
| LOW | tools/pymss/separator.py | 409 | def _infer_mel_band_roformer_mlp_hidden_layers(state_dict): | CODE |
| LOW | tools/pymss/separator.py | 424 | def _store_torch_model_on_cpu_for_mlx(config, device): | CODE |
| LOW | tools/pymss/separator.py | 1247 | def apply_model_inference_config(self, model, config): | CODE |
| LOW | tools/pymss/audio_io.py | 22 | def _ffmpeg_audio_stream_info(path): | CODE |
| LOW | tools/pymss/utils.py | 261 | def _normalize_source_indices(config, source_indices): | CODE |
| LOW | tools/pymss/utils.py | 672 | def _mlx_prepare_mix_for_chunks(mix, border): | CODE |
| LOW | tools/pymss/utils.py | 735 | def _mlx_clear_cache_after_eval(enabled=False): | CODE |
| LOW | tools/pymss/workflow.py | 175 | def validate_workflow_structure(workflow: Workflow) -> Workflow: | CODE |
| LOW | tools/pymss/workflow.py | 485 | def _validate_step_references(workflow: Workflow) -> None: | CODE |
| 35 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | tools/pymss/separator.py | 848 | Initialize and load a separator from explicit model files. Args: model_type (str): Runtime model fa | STRING |
| HIGH | tools/pymss/separator.py | 1079 | Load model weights and build the runtime config. Args: None: This callable does not accept user-pro | STRING |
| HIGH | tools/pymss/separator.py | 1285 | Apply user inference overrides to a loaded config. Args: config (AttrDict | dict): Loaded model con | STRING |
| HIGH | tools/pymss/separator.py | 1488 | Separate one audio file or every direct file in a folder. Args: input_folder (str | os.PathLike): I | STRING |
| HIGH | tools/pymss/separator.py | 1595 | Run separation on an already loaded audio array. Args: mix (np.ndarray): Input waveform. Mono and s | STRING |
| HIGH | tools/pymss/separator.py | 1619 | Internal separation implementation. Args: mix (np.ndarray): Input waveform. pbar (bool) | STRING |
| HIGH | tools/pymss/ensemble.py | 177 | Load and combine multiple audio files with an ensemble algorithm. All input files must have the same sample rate an | STRING |
| HIGH | tools/pymss/ensemble.py | 271 | Combine audio files and save the ensemble result. This is the file-writing wrapper around ``ensemble_audios(...)``. | STRING |
| HIGH | tools/pymss/model_registry.py | 199 | Return catalog metadata for one model name or alias. Args: model_name (str): Full catalog filename, stem na | STRING |
| HIGH | tools/pymss/model_registry.py | 276 | Resolve a catalog model to local file paths. This function does not instantiate a model. It only translates a catal | STRING |
| HIGH | tools/pymss/model_registry.py | 341 | Create ``MSSeparator`` from a catalog model name. This is a convenience wrapper around ``resolve_model(...)`` follo | STRING |
| HIGH | tools/pymss/model_download.py | 311 | Download all files required by one catalog model. The downloader resolves the model from the pymss catalog, downloa | STRING |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | webui.py | 258 | CODE | |
| LOW | webui.py | 671 | CODE | |
| LOW | webui.py | 273 | CODE | |
| LOW | realtime_gui.py | 416 | CODE | |
| LOW | tools/cuda_graph.py | 43 | CODE | |
| LOW | tools/cuda_graph.py | 158 | CODE | |
| LOW | tools/pymss_webui.py | 527 | CODE | |
| LOW | tools/pymss_webui.py | 792 | CODE | |
| LOW | tools/pymss_webui.py | 971 | CODE | |
| LOW | tools/process_utils.py | 11 | CODE | |
| LOW | tools/pymss_core/modules/legacy_demucs.py | 1403 | CODE | |
| LOW | tools/pymss_core/modules/legacy_demucs.py | 1505 | CODE | |
| LOW | tools/pymss_core/modules/legacy_demucs.py | 38 | CODE | |
| LOW | tools/pymss_core/modules/legacy_demucs.py | 902 | CODE | |
| LOW | tools/pymss_core/modules/bandit_mlx.py | 299 | CODE | |
| LOW | tools/pymss_core/modules/bs_roformer/bands.py | 439 | CODE | |
| LOW | tools/pymss_core/modules/bs_roformer/bands.py | 583 | CODE | |
| LOW | …/pymss_core/modules/bandit/core/model/bsrnn/wrapper.py | 19 | CODE | |
| LOW | tools/pymss/separator.py | 96 | CODE | |
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| MEDIUM | tools/pymss/cli.py | 321 | # ========================== | COMMENT |
| MEDIUM | tools/pymss/cli.py | 323 | # ========================== | COMMENT |
| MEDIUM | tools/pymss/cli.py | 334 | # ========================== | COMMENT |
| MEDIUM | tools/pymss/cli.py | 336 | # ========================== | COMMENT |
| MEDIUM | tools/pymss/cli.py | 349 | # ========================== | COMMENT |
| MEDIUM | tools/pymss/cli.py | 351 | # ========================== | COMMENT |
| MEDIUM | tools/pymss/cli.py | 368 | # ========================== | COMMENT |
| MEDIUM | tools/pymss/cli.py | 370 | # ========================== | COMMENT |
| MEDIUM | tools/pymss/cli.py | 413 | # ========================== | COMMENT |
| MEDIUM | tools/pymss/cli.py | 415 | # ========================== | COMMENT |
| MEDIUM | tools/pymss/cli.py | 446 | # ========================== | COMMENT |
| MEDIUM | tools/pymss/cli.py | 448 | # ========================== | COMMENT |
| MEDIUM | tools/pymss/cli.py | 526 | # ========================== | COMMENT |
| MEDIUM | tools/pymss/cli.py | 528 | # ========================== | COMMENT |
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| LOW | tools/pymss_core/modules/apollo_mlx.py | 154 | CODE | |
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| LOW | webui.py | 72 | logger = logging.getLogger(__name__) | CODE |
| LOW | tools/cuda_graph.py | 10 | logger = logging.getLogger(__name__) | CODE |
| LOW | tools/pymss_webui.py | 25 | logger = logging.getLogger(__name__) | CODE |
| LOW | tools/process_utils.py | 8 | logger = logging.getLogger(__name__) | CODE |
| LOW | configs/config.py | 15 | logger = logging.getLogger(__name__) | CODE |
| LOW⚡ | train/mel_processing.py | 6 | logger = logging.getLogger(__name__) | CODE |
| LOW | train/data_utils.py | 5 | logger = logging.getLogger(__name__) | CODE |
| LOW | train/train.py | 27 | logger = logging.getLogger(__name__) | CODE |
| LOW | infer/rmvpe.py | 15 | logger = logging.getLogger(__name__) | CODE |
| LOW | infer/hubert.py | 12 | logger = logging.getLogger(__name__) | CODE |
| LOW | infer/module/models.py | 5 | logger = logging.getLogger(__name__) | CODE |
| LOW | infer/vc/pipeline.py | 5 | logger = logging.getLogger(__name__) | CODE |
| LOW | infer/vc/modules.py | 4 | logger = logging.getLogger(__name__) | CODE |
| Severity | File | Line | Snippet | Context |
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| HIGH | tools/pymss/separator.py | 638 | f"target_instrument is not null, extracting instrumental from {target_instrument}, other_instruments: {other_ins | CODE |
| HIGH | tools/pymss/separator.py | 1643 | "Target instrument is not null, set primary_stem to target_instrument, secondary_stem will be calculated | CODE |
| Severity | File | Line | Snippet | Context |
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| LOW | requirments_cu118_py312.txt | 1 | # Python 3.12 x64 / Windows + Linux / NVIDIA CUDA 11.8 | COMMENT |
| LOW | requirments_cu128_py312.txt | 1 | # Python 3.12 x64 / Windows + Linux / NVIDIA CUDA 12.8 | COMMENT |
| LOW | realtime_gui.py | 341 | # [ | COMMENT |
| LOW | train/utils.py | 61 | if ( | COMMENT |
| LOW | train/utils.py | 81 | # # print(1111) | COMMENT |
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| MEDIUM | train/dataset/slicer2.py | 4 | # This function is obtained from librosa. | COMMENT |