High-Quality Voice Cloning TTS for 600+ Languages
This report presents the forensic synthetic code analysis of k2-fsa/OmniVoice, a Python project with 9,516 GitHub stars. SynthScan v2.0 examined 18,719 lines of code across 83 source files, recording 250 pattern matches distributed across 12 syntactic categories. The overall adjusted score of 23.2 places this repository in the Moderate 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).
This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.
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 250 distinct pattern matches across 12 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 |
|---|---|---|---|---|
| MEDIUM | omnivoice/utils/duration.py | 33 | # ========================================== | COMMENT |
| MEDIUM | omnivoice/utils/duration.py | 35 | # ========================================== | COMMENT |
| MEDIUM | omnivoice/utils/duration.py | 68 | # ========================================== | COMMENT |
| MEDIUM | omnivoice/utils/duration.py | 70 | # ========================================== | COMMENT |
| MEDIUM | omnivoice/utils/duration.py | 252 | # ========================================== | COMMENT |
| MEDIUM | omnivoice/utils/duration.py | 254 | # ========================================== | COMMENT |
| MEDIUM | omnivoice/utils/text.py | 228 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | omnivoice/utils/text.py | 230 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM⚡ | omnivoice/utils/audio.py | 40 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM⚡ | omnivoice/utils/audio.py | 42 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | omnivoice/utils/audio.py | 124 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | omnivoice/utils/audio.py | 126 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | omnivoice/models/omnivoice.py | 115 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | omnivoice/models/omnivoice.py | 117 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | omnivoice/models/omnivoice.py | 238 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | omnivoice/models/omnivoice.py | 240 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | omnivoice/models/omnivoice.py | 386 | # ------------------------------------------------------------------- | COMMENT |
| MEDIUM | omnivoice/models/omnivoice.py | 388 | # ------------------------------------------------------------------- | COMMENT |
| MEDIUM | omnivoice/models/omnivoice.py | 579 | # ------------------------------------------------------------------- | COMMENT |
| MEDIUM | omnivoice/models/omnivoice.py | 581 | # ------------------------------------------------------------------- | COMMENT |
| MEDIUM | omnivoice/models/omnivoice.py | 1455 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | omnivoice/models/omnivoice.py | 1457 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | omnivoice/models/omnivoice.py | 1722 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | omnivoice/models/omnivoice.py | 1724 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM⚡ | omnivoice/cli/demo.py | 39 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM⚡ | omnivoice/cli/demo.py | 41 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM⚡ | omnivoice/cli/demo.py | 45 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM⚡ | omnivoice/cli/demo.py | 47 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | omnivoice/cli/demo.py | 100 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | omnivoice/cli/demo.py | 102 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | omnivoice/cli/demo.py | 147 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | omnivoice/cli/demo.py | 149 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM⚡ | omnivoice/cli/demo.py | 219 | # ===================================================================== | COMMENT |
| MEDIUM⚡ | omnivoice/cli/demo.py | 221 | # ===================================================================== | COMMENT |
| MEDIUM | omnivoice/cli/demo.py | 312 | # ============================================================== | STRING |
| MEDIUM | omnivoice/cli/demo.py | 314 | # ============================================================== | STRING |
| MEDIUM | omnivoice/cli/demo.py | 397 | # ============================================================== | STRING |
| MEDIUM | omnivoice/cli/demo.py | 399 | # ============================================================== | STRING |
| MEDIUM | omnivoice/cli/demo.py | 497 | # --------------------------------------------------------------------------- | STRING |
| MEDIUM | omnivoice/cli/demo.py | 499 | # --------------------------------------------------------------------------- | STRING |
| MEDIUM | omnivoice/scripts/denoise_audio.py | 220 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | omnivoice/scripts/denoise_audio.py | 222 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | omnivoice/scripts/denoise_audio.py | 400 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | omnivoice/scripts/denoise_audio.py | 402 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | omnivoice/scripts/denoise_audio.py | 471 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | omnivoice/scripts/denoise_audio.py | 473 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | omnivoice/scripts/denoise_audio.py | 519 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | omnivoice/scripts/denoise_audio.py | 521 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | omnivoice/scripts/denoise_audio.py | 736 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | omnivoice/scripts/denoise_audio.py | 738 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | examples/run_emilia.sh | 40 | # ================================= | COMMENT |
| MEDIUM | examples/run_finetune_lora.sh | 38 | # ================================= | COMMENT |
| MEDIUM | examples/run_finetune.sh | 38 | # ================================= | COMMENT |
| MEDIUM | examples/run_eval.sh | 63 | # ============================================================ | COMMENT |
| MEDIUM | examples/run_eval.sh | 65 | # ============================================================ | COMMENT |
| MEDIUM | examples/run_eval.sh | 111 | # ============================================================ | COMMENT |
| MEDIUM | examples/run_eval.sh | 113 | # ============================================================ | COMMENT |
| MEDIUM | examples/run_eval.sh | 147 | # ============================================================ | COMMENT |
| MEDIUM | examples/run_eval.sh | 149 | # ============================================================ | COMMENT |
| MEDIUM | examples/run_eval.sh | 183 | # ============================================================ | COMMENT |
| 5 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | omnivoice/utils/text.py | 316 | except Exception: # pragma: no cover - lang_map should be importable | CODE |
| LOW | omnivoice/utils/text.py | 332 | except Exception: | CODE |
| LOW | omnivoice/utils/text.py | 351 | except Exception as e: # pragma: no cover - defensive | CODE |
| MEDIUM | omnivoice/utils/text.py | 329 | def _repl(match): | CODE |
| LOW | omnivoice/utils/audio.py | 59 | except Exception: | CODE |
| LOW | omnivoice/utils/audio.py | 106 | except Exception: | CODE |
| LOW | omnivoice/cli/infer_batch.py | 275 | except Exception: | CODE |
| LOW | omnivoice/cli/infer_batch.py | 539 | except Exception as e: | CODE |
| LOW⚡ | omnivoice/cli/demo.py | 210 | except Exception as e: | CODE |
| LOW | omnivoice/scripts/extract_audio_tokens.py | 256 | except Exception as e: | CODE |
| LOW | omnivoice/scripts/extract_audio_tokens.py | 317 | except Exception as e: | CODE |
| LOW | omnivoice/scripts/extract_audio_tokens.py | 506 | except Exception as exc: | CODE |
| LOW | omnivoice/scripts/extract_audio_tokens.py | 579 | except Exception: | CODE |
| LOW | omnivoice/scripts/denoise_audio.py | 608 | except Exception as e: | CODE |
| LOW | omnivoice/scripts/denoise_audio.py | 671 | except Exception: | CODE |
| LOW | omnivoice/scripts/denoise_audio.py | 931 | except Exception as exc: | CODE |
| LOW | omnivoice/scripts/denoise_audio.py | 1003 | except Exception: | CODE |
| LOW | omnivoice/scripts/jsonl_to_webdataset.py | 192 | except Exception as e: | CODE |
| LOW | omnivoice/scripts/jsonl_to_webdataset.py | 406 | except Exception as e: | CODE |
| MEDIUM | omnivoice/scripts/jsonl_to_webdataset.py | 426 | print(f"Error details: {error_log_path}") | CODE |
| LOW | omnivoice/scripts/extract_audio_tokens_add_noise.py | 332 | except Exception as e: | CODE |
| LOW | omnivoice/scripts/extract_audio_tokens_add_noise.py | 343 | except Exception as e: | CODE |
| LOW | omnivoice/scripts/extract_audio_tokens_add_noise.py | 378 | except Exception as e: | CODE |
| LOW | omnivoice/scripts/extract_audio_tokens_add_noise.py | 444 | except Exception as e: | CODE |
| LOW | omnivoice/scripts/extract_audio_tokens_add_noise.py | 505 | except Exception as e: | CODE |
| LOW | omnivoice/scripts/extract_audio_tokens_add_noise.py | 699 | except Exception as exc: | CODE |
| LOW | omnivoice/scripts/extract_audio_tokens_add_noise.py | 777 | except Exception: | CODE |
| LOW | omnivoice/eval/mos/utmos.py | 128 | except Exception as e: | CODE |
| LOW | omnivoice/eval/mos/utmos.py | 158 | except Exception as e: | CODE |
| LOW | omnivoice/eval/mos/utmos.py | 198 | except Exception as e: | CODE |
| LOW | omnivoice/eval/speaker_similarity/sim.py | 181 | except Exception as e: | CODE |
| LOW | omnivoice/eval/wer/sensevoice.py | 138 | except Exception: | CODE |
| LOW | omnivoice/eval/wer/sensevoice.py | 157 | except Exception as e: | CODE |
| LOW | omnivoice/eval/wer/sensevoice.py | 223 | except Exception: | CODE |
| LOW | omnivoice/eval/wer/sensevoice.py | 308 | except Exception as e: | CODE |
| LOW | omnivoice/eval/wer/minimax.py | 192 | except Exception: | CODE |
| LOW | omnivoice/eval/wer/minimax.py | 212 | except Exception as e: | CODE |
| LOW | omnivoice/eval/wer/minimax.py | 227 | except Exception as e: | CODE |
| LOW | omnivoice/eval/wer/minimax.py | 326 | except Exception: | CODE |
| LOW | omnivoice/eval/wer/minimax.py | 367 | except Exception: | CODE |
| LOW | omnivoice/eval/wer/minimax.py | 483 | except Exception as e: | CODE |
| LOW | omnivoice/eval/wer/minimax.py | 514 | except Exception as e: | CODE |
| LOW | omnivoice/eval/wer/fleurs.py | 221 | except Exception as e: | STRING |
| LOW | omnivoice/eval/wer/fleurs.py | 237 | except Exception: | STRING |
| LOW | omnivoice/eval/wer/fleurs.py | 251 | except Exception as e: | STRING |
| LOW | omnivoice/eval/wer/fleurs.py | 319 | except Exception: | STRING |
| LOW | omnivoice/eval/wer/fleurs.py | 423 | except Exception as e: | STRING |
| LOW | omnivoice/eval/wer/hubert.py | 103 | except Exception: | CODE |
| LOW | omnivoice/eval/wer/hubert.py | 116 | except Exception as e: | CODE |
| LOW | omnivoice/eval/wer/hubert.py | 193 | except Exception: | CODE |
| LOW | omnivoice/eval/wer/seedtts.py | 195 | except Exception: | CODE |
| LOW | omnivoice/eval/wer/seedtts.py | 211 | except Exception as e: | CODE |
| LOW | omnivoice/eval/wer/seedtts.py | 274 | except Exception: | CODE |
| LOW | omnivoice/eval/wer/seedtts.py | 353 | except Exception as e: | CODE |
| LOW | omnivoice/data/batching.py | 97 | except Exception as e: | CODE |
| LOW | omnivoice/data/batching.py | 168 | except Exception as e: | CODE |
| LOW | omnivoice/data/dataset.py | 437 | except Exception as e: | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | omnivoice/scripts/extract_audio_tokens.py | 0 | convert tensors and numpy scalars to serialisable python objects. | STRING |
| HIGH | omnivoice/scripts/denoise_audio.py | 0 | convert tensors and numpy scalars to serialisable python objects. | STRING |
| HIGH | omnivoice/scripts/extract_audio_tokens_add_noise.py | 0 | convert tensors and numpy scalars to serialisable python objects. | STRING |
| HIGH | omnivoice/eval/wer/minimax.py | 0 | cleans and normalizes text for wer calculation. args: text (str): the input text to be processed. returns: str: the clea | STRING |
| HIGH | omnivoice/eval/wer/fleurs.py | 0 | cleans and normalizes text for wer calculation. args: text (str): the input text to be processed. returns: str: the clea | STRING |
| HIGH | omnivoice/eval/wer/seedtts.py | 0 | cleans and normalizes text for wer calculation. args: text (str): the input text to be processed. returns: str: the clea | STRING |
| HIGH | omnivoice/eval/wer/hubert.py | 0 | cleans and normalizes text for wer calculation. args: text (str): the input text to be processed. returns: str: the clea | STRING |
| HIGH | omnivoice/eval/wer/minimax.py | 0 | worker function to process a chunk of data. uses the global worker_pipe initialized by process_init. | STRING |
| HIGH | omnivoice/eval/wer/fleurs.py | 0 | worker function to process a chunk of data. uses the global worker_pipe initialized by process_init. | STRING |
| HIGH | omnivoice/eval/wer/seedtts.py | 0 | worker function to process a chunk of data. uses the global worker_pipe initialized by process_init. | STRING |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | omnivoice/training/config.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | omnivoice/training/checkpoint.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | omnivoice/training/builder.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | omnivoice/training/trainer.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | omnivoice/utils/duration.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | omnivoice/utils/data_utils.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | omnivoice/utils/common.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | omnivoice/utils/text.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | omnivoice/utils/text.py | 221 | is_chinese = any("\u4e00" <= char <= "\u9fff" for char in text) | COMMENT |
| LOW | omnivoice/utils/audio.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | omnivoice/utils/lora.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | omnivoice/utils/lang_map.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | omnivoice/utils/voice_design.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | omnivoice/models/omnivoice.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | omnivoice/cli/merge_lora.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | omnivoice/cli/train.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | omnivoice/cli/infer_batch.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | omnivoice/cli/demo.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | omnivoice/scripts/extract_audio_tokens.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | omnivoice/scripts/denoise_audio.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | omnivoice/scripts/denoise_audio.py | 521 | # --------------------------------------------------------------------------- | COMMENT |
| LOW | omnivoice/scripts/jsonl_to_webdataset.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | omnivoice/scripts/extract_audio_tokens_add_noise.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | omnivoice/eval/utils.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | omnivoice/eval/mos/utmos.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | omnivoice/eval/models/utmos.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | omnivoice/eval/models/ecapa_tdnn_wavlm.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | omnivoice/eval/speaker_similarity/sim.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | omnivoice/eval/wer/sensevoice.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | omnivoice/eval/wer/minimax.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | omnivoice/eval/wer/common.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | omnivoice/eval/wer/fleurs.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | omnivoice/eval/wer/hubert.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | omnivoice/eval/wer/seedtts.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | omnivoice/data/batching.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | omnivoice/data/collator.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | omnivoice/data/processor.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | omnivoice/data/dataset.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | tests/test_lora.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | examples/run_emilia.sh | 41 | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | omnivoice/training/builder.py | 56 | def build_model_and_tokenizer( | CODE |
| LOW | omnivoice/training/trainer.py | 165 | def create_optimizer_and_scheduler(self): | CODE |
| LOW | omnivoice/utils/common.py | 57 | def get_best_device_with_count(): | CODE |
| LOW | omnivoice/models/omnivoice.py | 729 | def create_voice_clone_prompt( | CODE |
| LOW | omnivoice/models/omnivoice.py | 1198 | def _prepare_inference_inputs( | CODE |
| LOW | omnivoice/models/omnivoice.py | 1429 | def _predict_tokens_with_scoring(self, c_logits, u_logits, gen_config): | CODE |
| LOW | omnivoice/models/omnivoice.py | 1658 | def _tokenize_with_nonverbal_tags(text: str, tokenizer) -> torch.Tensor: | CODE |
| LOW | omnivoice/models/omnivoice_flashinfer.py | 92 | def _fi_attention_module_forward( | CODE |
| LOW | omnivoice/models/omnivoice_flashinfer.py | 222 | def _generate_iterative_packed( | CODE |
| LOW | omnivoice/models/omnivoice_flashinfer.py | 546 | def _get_or_capture_bucket_graph(model, B, U_b, C_b): | CODE |
| LOW | omnivoice/cli/infer_batch.py | 280 | def estimate_sample_total_duration( | CODE |
| LOW | omnivoice/cli/infer_batch.py | 312 | def _sort_samples_by_duration( | CODE |
| LOW | omnivoice/cli/infer_batch.py | 328 | def cluster_samples_by_duration( | CODE |
| LOW | omnivoice/cli/infer_batch.py | 358 | def cluster_samples_by_batch_size( | CODE |
| LOW | omnivoice/eval/wer/sensevoice.py | 185 | def run_eval_worker_sensevoice(data_chunk, batch_size): | CODE |
| LOW | omnivoice/eval/wer/minimax.py | 49 | def read_language_mapping_from_tsv( | CODE |
| LOW | omnivoice/eval/wer/minimax.py | 335 | def run_eval_worker_paraformer(data_chunk, batch_size): | CODE |
| LOW | omnivoice/eval/wer/fleurs.py | 91 | def read_language_mapping_from_tsv( | CODE |
| LOW | omnivoice/data/dataset.py | 63 | def prepare_data_manifests_from_json( | CODE |
| LOW | omnivoice/data/dataset.py | 158 | def webdataset_manifest_reader( | CODE |
| LOW | tests/test_lora.py | 57 | def test_training_config_lora_defaults(): | CODE |
| LOW | tests/test_lora.py | 68 | def test_training_config_lora_json_roundtrip(tmp_path): | CODE |
| LOW | tests/test_lora.py | 85 | def test_build_model_with_lora_freezes_base_and_keeps_io_heads_trainable(tmp_path): | CODE |
| LOW | tests/test_lora.py | 106 | def test_build_model_without_lora_is_plain_omnivoice(tmp_path): | CODE |
| LOW | tests/test_lora.py | 117 | def test_lora_forward_and_backward(tmp_path): | CODE |
| LOW | tests/test_lora.py | 140 | def test_lora_checkpoint_save_and_resume(tmp_path): | CODE |
| LOW | tests/test_lora.py | 179 | def test_merge_lora_produces_deployable_model(tmp_path): | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | omnivoice/training/checkpoint.py | 85 | CODE | |
| LOW | omnivoice/training/trainer.py | 250 | CODE | |
| LOW | omnivoice/utils/text.py | 125 | CODE | |
| LOW | omnivoice/utils/text.py | 298 | CODE | |
| LOW | omnivoice/cli/infer_batch.py | 437 | CODE | |
| LOW | omnivoice/cli/demo.py | 152 | CODE | |
| LOW | omnivoice/scripts/extract_audio_tokens.py | 322 | CODE | |
| LOW | omnivoice/scripts/denoise_audio.py | 741 | CODE | |
| LOW | omnivoice/scripts/denoise_audio.py | 427 | CODE | |
| LOW | omnivoice/scripts/jsonl_to_webdataset.py | 196 | CODE | |
| LOW | omnivoice/scripts/jsonl_to_webdataset.py | 273 | CODE | |
| LOW | omnivoice/scripts/extract_audio_tokens_add_noise.py | 510 | CODE | |
| LOW | omnivoice/eval/mos/utmos.py | 166 | CODE | |
| LOW | omnivoice/eval/speaker_similarity/sim.py | 186 | CODE | |
| LOW | omnivoice/eval/wer/sensevoice.py | 230 | CODE | |
| LOW | omnivoice/eval/wer/minimax.py | 374 | CODE | |
| LOW | omnivoice/eval/wer/fleurs.py | 328 | CODE | |
| LOW | omnivoice/eval/wer/seedtts.py | 216 | CODE | |
| LOW | omnivoice/eval/wer/seedtts.py | 283 | CODE | |
| LOW | omnivoice/data/dataset.py | 63 | CODE | |
| LOW | omnivoice/data/dataset.py | 219 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | omnivoice/utils/text.py | 392 | Normalize numbers, dates, currency, etc. into their spoken form. Chinese is routed to WeTextProcessing's ``ZhNormal | STRING |
| HIGH | omnivoice/models/omnivoice.py | 1495 | Validate and normalise a voice-design instruct string. Supported instruct items (case-insensitive for English): | STRING |
| HIGH | omnivoice/eval/utils.py | 34 | Load an audio file, preprocess it, and convert to a PyTorch tensor. Args: fname (str): Path to the aud | STRING |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | omnivoice/__init__.py | 29 | __all__ = [ | CODE |
| LOW | omnivoice/training/checkpoint.py | 39 | logger = logging.getLogger(__name__) | CODE |
| LOW | omnivoice/training/builder.py | 53 | logger = logging.getLogger(__name__) | CODE |
| LOW | omnivoice/training/trainer.py | 45 | logger = logging.getLogger(__name__) | CODE |
| LOW | omnivoice/utils/text.py | 32 | logger = logging.getLogger(__name__) | CODE |
| LOW⚡ | omnivoice/utils/audio.py | 37 | logger = logging.getLogger(__name__) | CODE |
| LOW | omnivoice/utils/lora.py | 29 | logger = logging.getLogger(__name__) | CODE |
| LOW | omnivoice/models/omnivoice.py | 87 | logger = logging.getLogger(__name__) | CODE |
| LOW | omnivoice/cli/merge_lora.py | 44 | logger = logging.getLogger(__name__) | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | omnivoice/models/omnivoice.py | 584 | CODE | |
| LOW | omnivoice/models/omnivoice.py | 1024 | CODE | |
| LOW | omnivoice/scripts/denoise_audio.py | 238 | CODE | |
| LOW | omnivoice/scripts/jsonl_to_webdataset.py | 273 | CODE | |
| LOW | omnivoice/eval/models/ecapa_tdnn_wavlm.py | 158 | CODE | |
| LOW | omnivoice/eval/models/ecapa_tdnn_wavlm.py | 222 | CODE | |
| LOW | omnivoice/eval/models/ecapa_tdnn_wavlm.py | 272 | CODE | |
| LOW | omnivoice/data/batching.py | 54 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | omnivoice/__init__.py | 22 | CODE | |
| LOW | omnivoice/__init__.py | 22 | CODE | |
| LOW | omnivoice/__init__.py | 22 | CODE | |
| LOW | omnivoice/__init__.py | 22 | CODE | |
| LOW | omnivoice/scripts/denoise_audio.py | 50 | CODE | |
| LOW | omnivoice/data/dataset.py | 38 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | examples/README.md | 55 | ### Step 1: Prepare Your Data | COMMENT |
| LOW | examples/README.md | 68 | ### Step 2: Configure the Script | COMMENT |
| LOW | examples/README.md | 80 | ### Step 3: Run | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | omnivoice/data/batching.py | 177 | # Check if adding this sample exceeds the batch token limit | COMMENT |