MOSS‑TTS Family is an open‑source speech and sound generation model family from MOSI.AI and the OpenMOSS team. It is designed for high‑fidelity, high‑expressiveness, and complex real‑world scenarios, covering stable long‑form speech, multi‑speaker dialogue, voice/character design, environmental sound effects, and real‑time streaming TTS.
This report presents the forensic synthetic code analysis of OpenMOSS/MOSS-TTS, a Python project with 3,792 GitHub stars. SynthScan v2.0 examined 44,555 lines of code across 147 source files, recording 620 pattern matches distributed across 12 syntactic categories. The overall adjusted score of 25.1 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 620 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 |
|---|---|---|---|---|
| HIGH⚡ | moss_tts_realtime/app.py | 967 | let audioCtx = null; | CODE |
| HIGH⚡ | moss_tts_realtime/app.py | 971 | let boundField = null; | CODE |
| HIGH⚡ | moss_tts_realtime/app.py | 977 | if (audioCtx && audioCtx.sampleRate !== sr) { | CODE |
| HIGH⚡ | moss_tts_realtime/app.py | 979 | audioCtx = null; | CODE |
| HIGH⚡ | moss_tts_realtime/app.py | 982 | audioCtx = new (window.AudioContext || window.webkitAudioContext)({ sampleRate: sr }); | CODE |
| HIGH⚡ | moss_tts_realtime/app.py | 1048 | audioCtx = null; | CODE |
| HIGH⚡ | moss_tts_realtime/app.py | 1055 | const sr = payload.sr || 24000; | CODE |
| HIGH⚡ | moss_tts_realtime/app.py | 1061 | if (!field || field === boundField) return; | CODE |
| HIGH⚡ | moss_tts_realtime/app.py | 1079 | if (v && v !== lastValue) { | CODE |
| HIGH⚡ | moss_tts_realtime/app.py | 1087 | if (initial && initial !== lastValue) { | CODE |
| HIGH⚡ | moss_tts_realtime/app.py | 1096 | boundField = null; | CODE |
| HIGH | moss_tts_realtime/app.py | 1118 | if (value && value !== lastValue) { | CODE |
| HIGH | moss_tts_realtime/app.py | 1127 | audioCtx = new (window.AudioContext || window.webkitAudioContext)(); | CODE |
| HIGH | moss_tts_realtime/finetuning/common.py | 115 | raise ValueError(f"`{field_name}` must be a string, null, or a list containing strings/nulls.") | CODE |
| HIGH | moss_tts_delay/finetuning/common.py | 115 | raise ValueError(f"`{field_name}` must be a string, null, or a list containing strings/nulls.") | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1063 | let currentJob = null; | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1064 | let audioContext = null; | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1066 | let statusTimer = null; | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1069 | let currentStreamAbortController = null; | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1072 | let playbackCompletionTimer = null; | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1078 | let currentReferenceObjectUrl = null; | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1080 | let recordedReferenceFile = null; | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1082 | let referenceRecordingStream = null; | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1083 | let referenceRecordingAudioContext = null; | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1084 | let referenceRecordingSource = null; | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1085 | let referenceRecordingProcessor = null; | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1089 | let referenceRecordingTimer = null; | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1113 | return Boolean(field("prompt-audio").files[0] || recordedReferenceFile || field("example-audio-path").value); | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1116 | field("status").textContent = typeof obj === "string" ? obj : JSON.stringify(obj, null, 2); | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1117 | if (obj && (obj.generated_frames || obj.generated_frames === 0) && obj.max_new_tokens) { | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1118 | const pct = Math.min(100, 100 * Number(obj.generated_frames || 0) / Number(obj.max_new_tokens || 1)); | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1130 | runtimeReady = status && status.state === "ready"; | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1131 | const elapsed = status && status.load_elapsed_seconds != null ? ` | load=${Number(status.load_elapsed_seconds).toFixed | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1133 | const error = status && status.error ? ` | error=${status.error}` : ""; | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1134 | field("runtime-summary").textContent = `Runtime: ${(status && status.state) || "unknown"}${elapsed}${extra}${error}`; | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1162 | currentReferenceObjectUrl = null; | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1172 | function showReferencePreview(src, objectUrl = null) { | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1175 | currentReferenceObjectUrl = null; | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1215 | if (referenceRecordingActive && nextMode !== "record") stopReferenceRecording(true); | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1218 | recordedReferenceFile = null; | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1228 | const safeSeconds = Math.max(0, Math.floor(seconds || 0)); | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1285 | referenceRecordingTimer = null; | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1289 | referenceRecordingProcessor.onaudioprocess = null; | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1290 | referenceRecordingProcessor = null; | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1294 | referenceRecordingSource = null; | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1298 | referenceRecordingStream = null; | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1302 | referenceRecordingAudioContext = null; | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1311 | recordedReferenceFile = null; | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1315 | const AudioContextCtor = window.AudioContext || window.webkitAudioContext; | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1318 | referenceRecordingSampleRate = referenceRecordingAudioContext.sampleRate || 48000; | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1326 | referenceRecordingChunks.push(new Float32Array(input)); | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1506 | const raw = Number(field("initial-playback-delay").value || 0.08); | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1519 | const bytesPerFrame = Math.max(1, Number(channels || 2) * 2); | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1521 | const resolvedSampleRate = Math.max(1, Number(sampleRate || 48000)); | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1592 | statusTimer = null; | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1596 | currentStreamAbortController = null; | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1600 | currentJob = null; | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1604 | audioContext = null; | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1617 | if (playbackPaused || nextPlaybackTime - audioContext.currentTime > 0.05) { | CODE |
| HIGH⚡ | clis/moss_tts_local_v1.5_app.py | 1622 | audioContext = null; | CODE |
| 24 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | moss_tts_realtime/example_multiturn_stream_to_tts.py | 114 | # ── Core streaming Generation ────────────────────────────────────────────────── | COMMENT |
| MEDIUM | moss_tts_realtime/finetuning/dataset.py | 86 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM | moss_tts_realtime/finetuning/dataset.py | 88 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM | moss_tts_realtime/finetuning/dataset.py | 109 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM | moss_tts_realtime/finetuning/dataset.py | 111 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM | moss_tts_realtime/finetuning/dataset.py | 166 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM | moss_tts_realtime/finetuning/dataset.py | 168 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM | moss_tts_realtime/finetuning/dataset.py | 210 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM | moss_tts_realtime/finetuning/dataset.py | 212 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM | moss_tts_delay/tts_robust_normalizer_single_script.py | 44 | # --------------------------- | COMMENT |
| MEDIUM | moss_tts_delay/tts_robust_normalizer_single_script.py | 46 | # --------------------------- | COMMENT |
| MEDIUM | moss_tts_delay/tts_robust_normalizer_single_script.py | 81 | # --------------------------- | COMMENT |
| MEDIUM | moss_tts_delay/tts_robust_normalizer_single_script.py | 83 | # --------------------------- | COMMENT |
| MEDIUM | moss_tts_delay/tts_robust_normalizer_single_script.py | 100 | # --------------------------- | COMMENT |
| MEDIUM | moss_tts_delay/tts_robust_normalizer_single_script.py | 102 | # --------------------------- | COMMENT |
| MEDIUM | moss_tts_delay/tts_robust_normalizer_single_script.py | 246 | # --------------------------- | COMMENT |
| MEDIUM | moss_tts_delay/tts_robust_normalizer_single_script.py | 248 | # --------------------------- | COMMENT |
| MEDIUM | moss_tts_delay/llama_cpp/pipeline.py | 51 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | moss_tts_delay/llama_cpp/pipeline.py | 53 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | moss_tts_delay/llama_cpp/pipeline.py | 91 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | moss_tts_delay/llama_cpp/pipeline.py | 93 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | moss_tts_delay/llama_cpp/pipeline.py | 203 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | moss_tts_delay/llama_cpp/pipeline.py | 205 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | moss_tts_delay/llama_cpp/pipeline.py | 349 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | moss_tts_delay/llama_cpp/pipeline.py | 351 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | moss_tts_delay/llama_cpp/pipeline.py | 409 | # ── Component factories ────────────────────────────────────────────── | COMMENT |
| MEDIUM | moss_tts_delay/llama_cpp/pipeline.py | 471 | # ── Generation ─────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | moss_tts_delay/llama_cpp/pipeline.py | 861 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | moss_tts_delay/llama_cpp/pipeline.py | 863 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | moss_tts_delay/llama_cpp/conversion/extract_weights.py | 34 | # ── Name mapping: MossTTSDelay → Qwen3ForCausalLM ────────────────────────── | COMMENT |
| MEDIUM | moss_tts_delay/llama_cpp/conversion/extract_weights.py | 50 | # ── Helpers ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | moss_tts_delay/llama_cpp/conversion/extract_weights.py | 86 | # ── Main extraction ───────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | moss_tts_delay/llama_cpp/conversion/extract_weights.py | 117 | # ── Pass: iterate shards and extract all three groups ─────────────── | COMMENT |
| MEDIUM | moss_tts_delay/llama_cpp/conversion/extract_weights.py | 150 | # ── Embeddings → npy ──────────────────────────────── | COMMENT |
| MEDIUM | moss_tts_delay/llama_cpp/conversion/extract_weights.py | 162 | # ── LM heads → npy ────────────────────────────────── | COMMENT |
| MEDIUM | moss_tts_delay/llama_cpp/conversion/extract_weights.py | 172 | # ── Backbone → Qwen3ForCausalLM safetensors ───────── | COMMENT |
| MEDIUM⚡ | configs/llama_cpp/trt.yaml | 19 | # ── Model paths ────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM⚡ | configs/llama_cpp/trt.yaml | 26 | # ── Audio tokenizer ────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM⚡ | configs/llama_cpp/trt.yaml | 32 | # ── LM heads backend ──────────────────────────────────────────────────────── | COMMENT |
| MEDIUM⚡ | configs/llama_cpp/trt.yaml | 36 | # ── Runtime settings ───────────────────────────────────────────────────────── | COMMENT |
| MEDIUM⚡ | configs/llama_cpp/trt.yaml | 45 | # ── Sampling parameters ────────────────────────────────────────────────────── | COMMENT |
| MEDIUM⚡ | configs/llama_cpp/trt-8gb.yaml | 17 | # ── Model paths ────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM⚡ | configs/llama_cpp/trt-8gb.yaml | 24 | # ── Audio tokenizer ────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM⚡ | configs/llama_cpp/trt-8gb.yaml | 31 | # ── LM heads backend ──────────────────────────────────────────────────────── | COMMENT |
| MEDIUM⚡ | configs/llama_cpp/trt-8gb.yaml | 36 | # ── Runtime settings ───────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | configs/llama_cpp/trt-8gb.yaml | 49 | # ── KV cache / attention ──────────────────────────────────────────────────── | COMMENT |
| MEDIUM | configs/llama_cpp/trt-8gb.yaml | 59 | # ── Sampling parameters ────────────────────────────────────────────────────── | COMMENT |
| MEDIUM⚡ | configs/llama_cpp/cpu-only.yaml | 10 | # ── Model paths ────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM⚡ | configs/llama_cpp/cpu-only.yaml | 17 | # ── Audio tokenizer ────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM⚡ | configs/llama_cpp/cpu-only.yaml | 23 | # ── LM heads backend ──────────────────────────────────────────────────────── | COMMENT |
| MEDIUM⚡ | configs/llama_cpp/cpu-only.yaml | 27 | # ── Runtime settings ───────────────────────────────────────────────────────── | COMMENT |
| MEDIUM⚡ | configs/llama_cpp/cpu-only.yaml | 36 | # ── Sampling parameters ────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | configs/llama_cpp/default.yaml | 14 | # ── Model paths ────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM⚡ | configs/llama_cpp/default.yaml | 26 | # ── Audio tokenizer ────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM⚡ | configs/llama_cpp/default.yaml | 34 | # ── LM heads backend ──────────────────────────────────────────────────────── | COMMENT |
| MEDIUM⚡ | configs/llama_cpp/default.yaml | 41 | # ── Runtime settings ───────────────────────────────────────────────────────── | COMMENT |
| MEDIUM⚡ | configs/llama_cpp/default.yaml | 50 | # ── KV cache / attention ──────────────────────────────────────────────────── | COMMENT |
| MEDIUM | configs/llama_cpp/default.yaml | 61 | # ── Sampling parameters ────────────────────────────────────────────────────── | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | README.md | 332 | def resolve_attn_implementation() -> str: | CODE |
| LOW | README_zh.md | 338 | def resolve_attn_implementation() -> str: | CODE |
| LOW | moss_tts_realtime/inferencer.py | 93 | def _build_local_past_key_values(self): | CODE |
| LOW | moss_tts_realtime/inferencer.py | 354 | def generate_local_transformer( | CODE |
| LOW⚡ | moss_tts_realtime/fast_api.py | 208 | def _resampled_audio_cache_path(src: Path, target_sample_rate: int) -> Path: | CODE |
| LOW⚡ | moss_tts_realtime/fast_api.py | 216 | def _ensure_audio_resampled_file(src: Path, target_sample_rate: int = SAMPLE_RATE) -> Path: | CODE |
| LOW⚡ | moss_tts_realtime/fast_api.py | 597 | def _reset_audio_queue_for_new_turn(self, sess: SessionRuntime) -> None: | CODE |
| LOW | moss_tts_realtime/app.py | 386 | def _format_completion_status( | CODE |
| LOW | moss_tts_realtime/app.py | 519 | def _build_text_only_turn_input( | CODE |
| LOW | moss_tts_realtime/infer.py | 19 | def resolve_attn_implementation() -> str: | CODE |
| LOW | …_realtime/mossttsrealtime/streaming_mossttsrealtime.py | 96 | def _build_local_past_key_values(self): | CODE |
| LOW | …_realtime/mossttsrealtime/streaming_mossttsrealtime.py | 101 | def _get_local_transformer_runner(self): | CODE |
| LOW | …_realtime/mossttsrealtime/streaming_mossttsrealtime.py | 331 | def generate_local_transformer( | CODE |
| LOW | …_realtime/mossttsrealtime/streaming_mossttsrealtime.py | 356 | def _generate_local_transformer_impl( | CODE |
| LOW | moss_tts_realtime/finetuning/prepare_data.py | 203 | def attach_reference_audio_codes( | CODE |
| LOW | moss_tts_realtime/finetuning/common.py | 103 | def normalize_audio_path_list( | CODE |
| LOW | moss_tts_realtime/finetuning/sft.py | 151 | def resolve_attn_implementation(requested: str, dtype: torch.dtype) -> str: | CODE |
| LOW | docs/moss_tts_realtime_model_card.md | 107 | def resolve_attn_implementation() -> str: | CODE |
| LOW | docs/moss_sound_effect_model_card.md | 67 | def resolve_attn_implementation() -> str: | CODE |
| LOW | docs/moss_tts_model_card.md | 131 | def resolve_attn_implementation() -> str: | CODE |
| LOW | docs/moss_tts_model_card.md | 250 | def resolve_attn_implementation() -> str: | CODE |
| LOW | docs/moss_voice_generator_model_card.md | 50 | def resolve_attn_implementation() -> str: | CODE |
| LOW | docs/moss_ttsd_model_card.md | 83 | def resolve_attn_implementation() -> str: | CODE |
| LOW | moss_tts_delay/processing_moss_tts.py | 454 | def _replace_audio_placeholders( | CODE |
| LOW | moss_tts_delay/processing_moss_tts.py | 494 | def _merge_consecutive_audio_placeholders( | CODE |
| LOW | moss_tts_delay/processing_moss_tts.py | 770 | def _get_audio_tokenizer_device(self) -> torch.device: | CODE |
| LOW | moss_tts_delay/modeling_moss_tts.py | 199 | def _compute_input_embeddings(self, input_ids: torch.LongTensor) -> torch.Tensor: | STRING |
| LOW | moss_tts_delay/tts_robust_normalizer_single_script.py | 116 | def _normalize_markdown_and_lines(text: str) -> str: | CODE |
| LOW | moss_tts_delay/tts_robust_normalizer_single_script.py | 192 | def _normalize_structural_punctuation(text: str) -> str: | CODE |
| LOW | moss_tts_delay/tts_robust_normalizer_single_script.py | 223 | def _normalize_repeated_punctuation(text: str) -> str: | CODE |
| LOW | moss_tts_delay/inference_utils.py | 62 | def apply_repetition_penalty_delay_pattern( | CODE |
| LOW | moss_tts_delay/finetuning/prepare_data.py | 129 | def attach_reference_audio_codes( | CODE |
| LOW | moss_tts_delay/finetuning/README.md | 305 | def resolve_attn_implementation(device: str, dtype: torch.dtype) -> str: | CODE |
| LOW | moss_tts_delay/finetuning/dataset.py | 32 | def normalize_audio_code_list( | CODE |
| LOW | moss_tts_delay/finetuning/common.py | 103 | def normalize_audio_path_list( | CODE |
| LOW | moss_tts_delay/finetuning/README_zh.md | 305 | def resolve_attn_implementation(device: str, dtype: torch.dtype) -> str: | CODE |
| LOW | moss_tts_delay/finetuning/sft.py | 164 | def resolve_attn_implementation(requested: str, dtype: torch.dtype) -> str: | CODE |
| LOW | moss_tts_delay/finetuning/sft.py | 195 | def parse_channelwise_loss_weight(spec: Optional[str], n_heads: int) -> Optional[List[float]]: | CODE |
| LOW | moss_tts_delay/finetuning/sft.py | 245 | def processor_needs_audio_tokenizer(records: List[Dict[str, Any]]) -> bool: | CODE |
| LOW | moss_tts_delay/llama_cpp/gpu_monitor.py | 85 | def _nvidia_smi_device_used_mb() -> float: | CODE |
| LOW | moss_tts_delay/llama_cpp/processor.py | 138 | def _replace_audio_placeholders( | CODE |
| LOW | moss_soundeffect_v2/diffsynth/pipelines/wan_audio.py | 37 | def _resolve_wan_audio_dit_preset(dit_variant: str): | CODE |
| LOW | moss_soundeffect_v2/diffsynth/pipelines/wan_audio.py | 100 | def _convert_hf_dit_state_dict(state_dict: dict) -> dict: | CODE |
| LOW | moss_soundeffect_v2/diffsynth/pipelines/wan_audio.py | 181 | def check_resize_num_channels_num_samples(self, num_channels, num_samples): | CODE |
| LOW | moss_soundeffect_v2/diffsynth/utils/__init__.py | 42 | def check_resize_height_width(self, height, width, num_frames=None): | CODE |
| LOW | …ect_v2/diffsynth/models/wan_video_camera_controller.py | 46 | def process_camera_coordinates( | CODE |
| LOW | …ect_v2/diffsynth/models/wan_video_camera_controller.py | 184 | def generate_camera_coordinates( | CODE |
| LOW | moss_soundeffect_v2/diffsynth/models/utils.py | 55 | def load_state_dict_from_folder(file_path, torch_dtype=None): | CODE |
| LOW | moss_soundeffect_v2/diffsynth/models/utils.py | 72 | def load_state_dict_from_safetensors(file_path, torch_dtype=None, device="cpu"): | CODE |
| LOW | moss_soundeffect_v2/diffsynth/models/utils.py | 148 | def convert_state_dict_keys_to_single_str(state_dict, with_shape=True): | CODE |
| LOW | moss_soundeffect_v2/diffsynth/models/utils.py | 164 | def split_state_dict_with_prefix(state_dict): | CODE |
| LOW | moss_soundeffect_v2/diffsynth/trainers/utils.py | 762 | def export_trainable_state_dict(self, state_dict, remove_prefix=None): | CODE |
| LOW | scripts/fuse_moss_tts_delay_with_codec.py | 126 | def load_added_token_content_by_id(tokenizer_json_path: Path) -> dict[int, str]: | CODE |
| LOW | scripts/fuse_moss_tts_delay_with_codec.py | 157 | def resolve_processor_token_strings( | CODE |
| LOW | scripts/fuse_moss_tts_delay_with_codec.py | 213 | def group_weight_map_by_shard(weight_map: dict[str, str]) -> dict[str, list[str]]: | CODE |
| LOW | scripts/fuse_moss_tts_delay_with_codec.py | 222 | def build_prefixed_codec_keys( | CODE |
| LOW | scripts/fuse_moss_tts_delay_with_codec.py | 247 | def build_remapped_main_weight_map(main_weight_map: dict[str, str]) -> dict[str, str]: | CODE |
| LOW | scripts/fuse_moss_tts_delay_with_codec.py | 493 | def collect_tokenizer_asset_filenames(model_dir: Path) -> list[str]: | CODE |
| LOW | scripts/fuse_moss_tts_delay_with_codec.py | 536 | def local_processor_source_path() -> Path: | CODE |
| LOW | scripts/fuse_moss_tts_delay_with_codec.py | 599 | def patch_tokenizer_config_processor_class( | CODE |
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| Severity | File | Line | Snippet | Context |
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| LOW | moss_tts_realtime/example_llm_stream_to_tts.py | 1 | CODE | |
| LOW | moss_tts_realtime/infer.py | 4 | CODE | |
| LOW | moss_tts_realtime/example_multiturn_stream_to_tts.py | 1 | CODE | |
| LOW | …realtime/mossttsrealtime/processing_mossttsrealtime.py | 16 | CODE | |
| LOW | …_realtime/mossttsrealtime/streaming_mossttsrealtime.py | 16 | CODE | |
| LOW | …s_realtime/mossttsrealtime/modeling_mossttsrealtime.py | 16 | CODE | |
| LOW | moss_tts_realtime/mossttsrealtime/__init__.py | 22 | CODE | |
| LOW | moss_tts_realtime/mossttsrealtime/__init__.py | 23 | CODE | |
| LOW | moss_tts_realtime/mossttsrealtime/__init__.py | 24 | CODE | |
| LOW | moss_tts_realtime/mossttsrealtime/__init__.py | 25 | CODE | |
| LOW | moss_tts_realtime/mossttsrealtime/__init__.py | 26 | CODE | |
| LOW | …ltime/mossttsrealtime/configuration_mossttsrealtime.py | 17 | CODE | |
| LOW | …time/mossttsrealtime/modeling_mossttsrealtime_local.py | 16 | CODE | |
| LOW | moss_tts_realtime/finetuning/dataset.py | 31 | CODE | |
| LOW | moss_tts_realtime/finetuning/dataset.py | 31 | CODE | |
| LOW | moss_tts_realtime/finetuning/dataset.py | 31 | CODE | |
| LOW | moss_tts_realtime/finetuning/dataset.py | 31 | CODE | |
| LOW | moss_tts_realtime/finetuning/sft.py | 40 | CODE | |
| LOW | moss_tts_delay/processing_moss_tts.py | 17 | CODE | |
| LOW | moss_tts_delay/processing_moss_tts.py | 17 | CODE | |
| LOW | moss_tts_delay/processing_moss_tts.py | 17 | CODE | |
| LOW | moss_tts_delay/tts_robust_normalizer_single_script.py | 38 | CODE | |
| LOW | moss_tts_delay/llama_cpp/_constants.py | 10 | CODE | |
| LOW | moss_tts_delay/llama_cpp/delay_state.py | 14 | CODE | |
| LOW | moss_tts_delay/llama_cpp/delay_state.py | 21 | CODE | |
| LOW | moss_tts_delay/llama_cpp/delay_state.py | 21 | CODE | |
| LOW | moss_tts_delay/llama_cpp/embedding.py | 14 | CODE | |
| LOW | moss_tts_delay/llama_cpp/backbone.py | 9 | CODE | |
| LOW | moss_tts_delay/llama_cpp/gpu_monitor.py | 27 | CODE | |
| LOW | moss_tts_delay/llama_cpp/__init__.py | 25 | CODE | |
| LOW | moss_tts_delay/llama_cpp/__init__.py | 25 | CODE | |
| LOW | moss_tts_delay/llama_cpp/processor.py | 11 | CODE | |
| LOW | moss_tts_delay/llama_cpp/processor.py | 30 | CODE | |
| LOW | moss_tts_delay/llama_cpp/lm_heads.py | 12 | CODE | |
| LOW | moss_tts_delay/llama_cpp/pipeline.py | 25 | CODE | |
| LOW | moss_tts_delay/llama_cpp/sampling.py | 8 | CODE | |
| LOW | moss_tts_delay/llama_cpp/conversion/extract_weights.py | 20 | CODE | |
| LOW | moss_soundeffect_v2/__init__.py | 1 | CODE | |
| LOW | moss_soundeffect_v2/__init__.py | 1 | CODE | |
| LOW | moss_soundeffect_v2/hf_export.py | 5 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/__init__.py | 1 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/pipelines/wan_audio.py | 1 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/pipelines/wan_audio.py | 1 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/pipelines/wan_audio.py | 1 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/pipelines/wan_audio.py | 1 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/pipelines/wan_audio.py | 3 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/pipelines/wan_audio.py | 4 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/pipelines/wan_audio.py | 5 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/pipelines/wan_audio.py | 6 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/pipelines/wan_audio.py | 7 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/pipelines/wan_audio.py | 9 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/pipelines/wan_audio.py | 16 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/pipelines/__init__.py | 1 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/utils/__init__.py | 1 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/utils/__init__.py | 1 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/utils/__init__.py | 5 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/utils/__init__.py | 5 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/utils/__init__.py | 6 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/utils/__init__.py | 9 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/models/wan_audio_dit.py | 3 | CODE | |
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| Severity | File | Line | Snippet | Context |
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| LOW | moss_tts_realtime/fast_api.py | 552 | CODE | |
| LOW | moss_tts_realtime/fast_api.py | 622 | CODE | |
| LOW | moss_tts_realtime/app.py | 1146 | CODE | |
| LOW | moss_tts_realtime/tts_client.py | 42 | CODE | |
| LOW | …realtime/mossttsrealtime/processing_mossttsrealtime.py | 90 | CODE | |
| LOW | …_realtime/mossttsrealtime/streaming_mossttsrealtime.py | 652 | CODE | |
| LOW | …time/mossttsrealtime/modeling_mossttsrealtime_local.py | 286 | CODE | |
| LOW | moss_tts_realtime/finetuning/sft.py | 562 | CODE | |
| LOW | moss_tts_delay/processing_moss_tts.py | 65 | CODE | |
| LOW | moss_tts_delay/processing_moss_tts.py | 249 | CODE | |
| LOW | moss_tts_delay/processing_moss_tts.py | 688 | CODE | |
| LOW | moss_tts_delay/processing_moss_tts_delay_with_codec.py | 74 | CODE | |
| LOW | moss_tts_delay/finetuning/sft.py | 617 | CODE | |
| LOW | moss_tts_delay/llama_cpp/pipeline.py | 307 | CODE | |
| LOW | moss_tts_delay/llama_cpp/conversion/extract_weights.py | 88 | CODE | |
| LOW | moss_soundeffect_v2/hf_export.py | 61 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/pipelines/wan_audio.py | 100 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/pipelines/wan_audio.py | 685 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/utils/__init__.py | 93 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/utils/__init__.py | 184 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/models/wan_audio_dit.py | 208 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/models/wan_audio_dit.py | 349 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/models/dac_vae.py | 111 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/models/utils.py | 101 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/models/utils.py | 113 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/models/utils.py | 135 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/models/utils.py | 148 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/models/wan_video_dit.py | 36 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/models/wan_video_dit.py | 387 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/models/wan_video_dit.py | 528 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/trainers/cache_shards.py | 82 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/trainers/cache_shards.py | 124 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/trainers/utils.py | 843 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/trainers/utils.py | 17 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/trainers/utils.py | 325 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/trainers/utils.py | 485 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/trainers/utils.py | 579 | CODE | |
| LOW | scripts/extract_weights_llama_cpp.py | 78 | CODE | |
| LOW | scripts/fuse_moss_tts_delay_with_codec.py | 363 | CODE | |
| LOW | clis/moss_tts_app.py | 414 | CODE | |
| LOW | clis/moss_ttsd_app.py | 72 | CODE | |
| LOW | clis/moss_ttsd_app.py | 530 | CODE | |
| LOW | clis/moss_voice_generator_app.py | 210 | CODE | |
| LOW | clis/moss_sound_effect_app.py | 85 | CODE | |
| LOW | clis/moss_tts_local_v1.5_app.py | 380 | CODE | |
| LOW | clis/moss_tts_local_v1.5_app.py | 449 | CODE | |
| LOW | moss_tts_local/processing_moss_tts.py | 64 | CODE | |
| LOW | moss_tts_local/processing_moss_tts.py | 250 | CODE | |
| LOW | moss_tts_local/processing_moss_tts.py | 688 | CODE | |
| LOW | moss_tts_local/finetuning/sft.py | 620 | CODE | |
| LOW | moss_tts_local_v1.5/processing_moss_tts.py | 483 | CODE | |
| LOW | moss_tts_local_v1.5/processing_moss_tts.py | 727 | CODE | |
| LOW | moss_tts_local_v1.5/qwen3_decoder.py | 467 | CODE | |
| LOW | moss_tts_local_v1.5/gpt2_decoder.py | 440 | CODE | |
| LOW | moss_tts_local_v1.5/gpt2_decoder.py | 595 | CODE | |
| LOW | moss_tts_local_v1.5/streaming.py | 105 | CODE | |
| LOW | moss_tts_local_v1.5/streaming.py | 735 | CODE | |
| LOW | moss_tts_local_v1.5/streaming.py | 1083 | CODE | |
| LOW | moss_tts_local_v1.5/streaming.py | 781 | CODE | |
| LOW | moss_tts_local_v1.5/finetuning/common.py | 103 | CODE | |
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| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | moss_tts_realtime/fast_api.py | 32 | except Exception: | CODE |
| LOW⚡ | moss_tts_realtime/fast_api.py | 221 | except Exception: | CODE |
| LOW | moss_tts_realtime/fast_api.py | 420 | except Exception as e: | CODE |
| LOW | moss_tts_realtime/fast_api.py | 560 | except Exception as e: | CODE |
| LOW⚡ | moss_tts_realtime/fast_api.py | 580 | except Exception as e: | CODE |
| LOW⚡ | moss_tts_realtime/fast_api.py | 588 | except Exception: | CODE |
| LOW⚡ | moss_tts_realtime/fast_api.py | 594 | except Exception: | CODE |
| LOW | moss_tts_realtime/fast_api.py | 713 | except Exception: | CODE |
| LOW | moss_tts_realtime/fast_api.py | 719 | except Exception: | CODE |
| LOW | moss_tts_realtime/fast_api.py | 841 | except Exception: | CODE |
| LOW | moss_tts_realtime/fast_api.py | 920 | except Exception as e: | CODE |
| LOW | moss_tts_realtime/fast_api.py | 947 | except Exception as e: | CODE |
| LOW | moss_tts_realtime/fast_api.py | 987 | except Exception: | CODE |
| LOW | moss_tts_realtime/app.py | 832 | except Exception as exc: | CODE |
| LOW | moss_tts_realtime/app.py | 1296 | except Exception as exc: | STRING |
| MEDIUM | moss_tts_realtime/app.py | 731 | def _run(self) -> None: | CODE |
| LOW | moss_tts_realtime/tts_client.py | 89 | except Exception as exc: | CODE |
| LOW | moss_tts_realtime/tts_client.py | 195 | except Exception as e: | CODE |
| LOW | …_realtime/mossttsrealtime/streaming_mossttsrealtime.py | 811 | except Exception: | CODE |
| LOW | moss_tts_delay/processing_moss_tts.py | 215 | except Exception: | CODE |
| LOW | moss_tts_delay/processing_moss_tts.py | 311 | except Exception: | CODE |
| LOW | moss_tts_delay/modeling_moss_tts.py | 42 | except Exception: | CODE |
| LOW | moss_tts_delay/llama_cpp/_constants.py | 44 | except Exception as exc: | CODE |
| LOW | moss_tts_delay/llama_cpp/gpu_monitor.py | 57 | except Exception: | CODE |
| LOW | moss_tts_delay/llama_cpp/gpu_monitor.py | 96 | except Exception: | CODE |
| LOW | moss_tts_delay/llama_cpp/pipeline.py | 617 | except Exception: | CODE |
| LOW | moss_tts_delay/llama_cpp/pipeline.py | 761 | except Exception as e: | CODE |
| LOW | moss_soundeffect_v2/diffsynth/trainers/cache_shards.py | 23 | except Exception: | CODE |
| LOW | moss_soundeffect_v2/diffsynth/trainers/cache_shards.py | 221 | except Exception: | CODE |
| MEDIUM | moss_soundeffect_v2/diffsynth/trainers/cache_shards.py | 18 | def _get_rank_and_world_size() -> Tuple[int, int]: | CODE |
| LOW | moss_soundeffect_v2/diffsynth/trainers/utils.py | 505 | except Exception: | CODE |
| LOW | moss_soundeffect_v2/diffsynth/trainers/utils.py | 570 | except Exception: | CODE |
| LOW | moss_soundeffect_v2/diffsynth/trainers/utils.py | 613 | except Exception: | CODE |
| LOW | moss_soundeffect_v2/diffsynth/trainers/utils.py | 662 | except Exception as e: | CODE |
| LOW | scripts/fuse_moss_tts_delay_with_codec.py | 475 | except Exception as exc: | CODE |
| LOW | scripts/batch_eval_llama_cpp.py | 165 | except Exception as e: | CODE |
| MEDIUM | clis/moss_tts_local_v1.5_app.py | 281 | def _load() -> None: | CODE |
| LOW | clis/moss_tts_local_v1.5_app.py | 284 | except Exception: | CODE |
| LOW | clis/moss_tts_local_v1.5_app.py | 307 | except Exception as exc: | CODE |
| LOW | clis/moss_tts_local_v1.5_app.py | 513 | except Exception as exc: # noqa: BLE001 | CODE |
| LOW | moss_tts_local/processing_moss_tts.py | 214 | except Exception: | CODE |
| LOW | moss_tts_local/processing_moss_tts.py | 312 | except Exception: | CODE |
| LOW | moss_tts_local_v1.5/processing_moss_tts.py | 247 | except Exception: | CODE |
| LOW | moss_tts_local_v1.5/processing_moss_tts.py | 529 | except Exception: | CODE |
| LOW | moss_tts_local_v1.5/qwen3_decoder.py | 22 | except Exception: | CODE |
| LOW | moss_tts_local_v1.5/gpt2_decoder.py | 19 | except Exception: | CODE |
| LOW | moss_tts_local_v1.5/streaming.py | 125 | except Exception: | CODE |
| LOW⚡ | moss_tts_local_v1.5/streaming.py | 645 | except Exception as exc: # noqa: BLE001 | CODE |
| LOW⚡ | moss_tts_local_v1.5/streaming.py | 655 | except Exception as exc: # noqa: BLE001 | CODE |
| LOW | moss_tts_local_v1.5/finetuning/prepare_data.py | 111 | except Exception: | CODE |
| LOW | moss_tts_local_v1.5/finetuning/sft.py | 36 | except Exception: | CODE |
| LOW | moss_tts_local_v1.5/finetuning/sft.py | 293 | except Exception: | CODE |
| LOW⚡ | community/norwegian-lora/train_lora.py | 106 | except Exception as exc: | CODE |
| LOW⚡ | community/norwegian-lora/train_lora.py | 121 | except Exception as exc: | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | moss_tts_realtime/inferencer.py | 306 | CODE | |
| LOW | …realtime/mossttsrealtime/processing_mossttsrealtime.py | 34 | CODE | |
| LOW | …_realtime/mossttsrealtime/streaming_mossttsrealtime.py | 153 | CODE | |
| LOW | …_realtime/mossttsrealtime/streaming_mossttsrealtime.py | 486 | CODE | |
| LOW | …s_realtime/mossttsrealtime/modeling_mossttsrealtime.py | 111 | CODE | |
| LOW | …ltime/mossttsrealtime/configuration_mossttsrealtime.py | 38 | CODE | |
| LOW | …ltime/mossttsrealtime/configuration_mossttsrealtime.py | 88 | CODE | |
| LOW | …time/mossttsrealtime/modeling_mossttsrealtime_local.py | 286 | CODE | |
| LOW | …time/mossttsrealtime/modeling_mossttsrealtime_local.py | 395 | CODE | |
| LOW | moss_tts_delay/processing_moss_tts.py | 375 | CODE | |
| LOW | moss_tts_delay/processing_moss_tts.py | 491 | CODE | |
| LOW | moss_tts_delay/processing_moss_tts_delay_with_codec.py | 18 | CODE | |
| LOW | moss_tts_delay/modeling_moss_tts.py | 226 | CODE | |
| LOW | moss_tts_delay/modeling_moss_tts.py | 394 | CODE | |
| LOW | moss_tts_delay/configuration_moss_tts.py | 62 | CODE | |
| LOW | moss_soundeffect_v2/pipeline_moss_soundeffect.py | 156 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/pipelines/wan_audio.py | 685 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/pipelines/wan_audio.py | 284 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/models/wan_audio_dit.py | 106 | CODE | |
| LOW | …ect_v2/diffsynth/models/wan_video_camera_controller.py | 44 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/models/dac_vae.py | 805 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/models/wan_video_dit.py | 294 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/trainers/utils.py | 843 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/trainers/utils.py | 17 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/trainers/utils.py | 153 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/trainers/utils.py | 325 | CODE | |
| LOW | moss_soundeffect_v2/diffsynth/schedulers/flow_match.py | 7 | CODE | |
| LOW | clis/moss_tts_local_v1.5_app.py | 380 | CODE | |
| LOW | clis/moss_tts_local_v1.5_app.py | 521 | CODE | |
| LOW | moss_tts_local/processing_moss_tts.py | 381 | CODE | |
| LOW | moss_tts_local/processing_moss_tts.py | 495 | CODE | |
| LOW | moss_tts_local/modeling_moss_tts.py | 187 | CODE | |
| LOW | moss_tts_local/modeling_moss_tts.py | 542 | CODE | |
| LOW | moss_tts_local/modeling_moss_tts.py | 642 | CODE | |
| LOW | moss_tts_local/modeling_moss_tts.py | 708 | CODE | |
| LOW | moss_tts_local/modeling_moss_tts.py | 778 | CODE | |
| LOW | moss_tts_local/configuration_moss_tts.py | 62 | CODE | |
| LOW | moss_tts_local_v1.5/processing_moss_tts.py | 280 | CODE | |
| LOW | moss_tts_local_v1.5/qwen3_decoder.py | 467 | CODE | |
| LOW | moss_tts_local_v1.5/gpt2_decoder.py | 595 | CODE | |
| LOW | moss_tts_local_v1.5/modeling_moss_tts.py | 273 | CODE | |
| LOW | moss_tts_local_v1.5/modeling_moss_tts.py | 463 | CODE | |
| LOW | moss_tts_local_v1.5/streaming.py | 175 | CODE | |
| LOW | moss_tts_local_v1.5/configuration_moss_tts.py | 32 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …realtime/mossttsrealtime/processing_mossttsrealtime.py | 1 | # Copyright 2026 OpenMOSS and the HuggingFace Inc. team. All rights reserved. | COMMENT |
| LOW | …_realtime/mossttsrealtime/streaming_mossttsrealtime.py | 1 | # Copyright 2025 The HuggingFace Team. All rights reserved. | COMMENT |
| LOW | …s_realtime/mossttsrealtime/modeling_mossttsrealtime.py | 1 | # Copyright 2026 OpenMOSS and the HuggingFace Inc. team. All rights reserved. | COMMENT |
| LOW | moss_tts_realtime/mossttsrealtime/__init__.py | 1 | # Copyright 2026 OpenMOSS and the HuggingFace Inc. team. All rights reserved. | COMMENT |
| LOW | …ltime/mossttsrealtime/configuration_mossttsrealtime.py | 1 | # Copyright 2026 OpenMOSS and the HuggingFace Inc. team. All rights reserved. | COMMENT |
| LOW | …time/mossttsrealtime/modeling_mossttsrealtime_local.py | 1 | # Copyright 2026 OpenMOSS and the HuggingFace Inc. team. All rights reserved. | COMMENT |
| LOW | moss_tts_realtime/finetuning/prepare_data.py | 1 | # Copyright 2026 OpenMOSS team. All rights reserved. | COMMENT |
| LOW | moss_tts_realtime/finetuning/dataset.py | 1 | # Copyright 2026 OpenMOSS team. All rights reserved. | COMMENT |
| LOW | moss_tts_realtime/finetuning/common.py | 1 | # Copyright 2026 OpenMOSS team. All rights reserved. | COMMENT |
| LOW | moss_tts_realtime/finetuning/sft.py | 1 | # Copyright 2026 OpenMOSS team. All rights reserved. | COMMENT |
| LOW | moss_tts_delay/processing_moss_tts.py | 1 | # coding=utf-8 | COMMENT |
| LOW | moss_tts_delay/modeling_moss_tts.py | 1 | # coding=utf-8 | COMMENT |
| LOW | moss_tts_delay/configuration_moss_tts.py | 1 | # coding=utf-8 | COMMENT |
| LOW | moss_tts_delay/inference_utils.py | 1 | # Copyright 2026 OpenMOSS team. All rights reserved. | COMMENT |
| LOW | moss_tts_delay/finetuning/prepare_data.py | 1 | # Copyright 2026 OpenMOSS team. All rights reserved. | COMMENT |
| LOW | moss_tts_delay/finetuning/dataset.py | 1 | # Copyright 2026 OpenMOSS team. All rights reserved. | COMMENT |
| LOW | moss_tts_delay/finetuning/common.py | 1 | # Copyright 2026 OpenMOSS team. All rights reserved. | COMMENT |
| LOW | moss_tts_delay/finetuning/sft.py | 1 | # Copyright 2026 OpenMOSS team. All rights reserved. | COMMENT |
| LOW | moss_tts_delay/llama_cpp/build_bridge.sh | 1 | #!/usr/bin/env bash | COMMENT |
| LOW | moss_soundeffect_v2/diffsynth/pipelines/wan_audio.py | 141 | # WanVideoUnit_ImageEmbedderVAE(), | COMMENT |
| LOW | moss_soundeffect_v2/diffsynth/pipelines/wan_audio.py | 281 | COMMENT | |
| LOW | moss_soundeffect_v2/diffsynth/pipelines/wan_audio.py | 301 | # camera_control_speed: Optional[float] = 1/54, | COMMENT |
| LOW | moss_soundeffect_v2/diffsynth/pipelines/wan_audio.py | 321 | switch_DiT_boundary: Optional[float] = 0.875, | COMMENT |
| LOW | moss_soundeffect_v2/diffsynth/pipelines/wan_audio.py | 361 | # "input_video": input_video, "denoising_strength": denoising_strength, | COMMENT |
| LOW | configs/llama_cpp/trt.yaml | 1 | # MOSS-TTS-Delay — llama.cpp Backend (TensorRT audio, maximum performance) | COMMENT |
| LOW | configs/llama_cpp/trt-8gb.yaml | 1 | # MOSS-TTS-Delay — 8 GB GPU config (low-memory mode) | COMMENT |
| LOW | configs/llama_cpp/default.yaml | 1 | # MOSS-TTS-Delay — llama.cpp Backend (ONNX audio, default) | COMMENT |
| LOW | moss_tts_local/processing_moss_tts.py | 1 | # coding=utf-8 | COMMENT |
| LOW | moss_tts_local/configuration_moss_tts.py | 1 | # coding=utf-8 | COMMENT |
| LOW | moss_tts_local/finetuning/prepare_data.py | 1 | # Copyright 2026 OpenMOSS team. All rights reserved. | COMMENT |
| LOW | moss_tts_local/finetuning/dataset.py | 1 | # Copyright 2026 OpenMOSS team. All rights reserved. | COMMENT |
| LOW | moss_tts_local/finetuning/common.py | 1 | # Copyright 2026 OpenMOSS team. All rights reserved. | COMMENT |
| LOW | moss_tts_local/finetuning/sft.py | 1 | # Copyright 2026 OpenMOSS team. All rights reserved. | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …realtime/mossttsrealtime/processing_mossttsrealtime.py | 179 | __all__ = ["MossTTSRealtimeProcessor"] | CODE |
| LOW | …_realtime/mossttsrealtime/streaming_mossttsrealtime.py | 1045 | __all__ = [ | CODE |
| LOW | …s_realtime/mossttsrealtime/modeling_mossttsrealtime.py | 190 | __all__ = ["MossTTSRealtime", "MossTTSRealtimeConfig", "MossTTSRealtimeOutputWithPast", "MossTTSRealtimePretrainedModel" | CODE |
| LOW | …ltime/mossttsrealtime/configuration_mossttsrealtime.py | 115 | __all__ = ["MossTTSRealtimeConfig", "MossTTSRealtimeLocalTransformerConfig"] | CODE |
| LOW | …time/mossttsrealtime/modeling_mossttsrealtime_local.py | 461 | __all__ = [ | CODE |
| LOW | moss_tts_realtime/finetuning/prepare_data.py | 226 | logger = logging.getLogger(__name__) | CODE |
| LOW | moss_tts_delay/processing_moss_tts_delay_with_codec.py | 251 | __all__ = ["MossTTSDelayWithCodecProcessor"] | CODE |
| LOW | moss_tts_delay/llama_cpp/__init__.py | 27 | __all__ = ["LlamaCppPipeline", "PipelineConfig"] | CODE |
| LOW | moss_soundeffect_v2/__init__.py | 6 | __all__ = [ | CODE |
| LOW | moss_soundeffect_v2/diffsynth/trainers/__init__.py | 7 | __all__ = [ | CODE |
| LOW | clis/moss_tts_local_v1.5_app.py | 227 | def _set_status(self, *, state: str, error: str | None = None) -> None: | CODE |
| LOW | moss_tts_local_v1.5/__init__.py | 5 | __all__ = [ | CODE |
| LOW | moss_tts_local_v1.5/modeling_moss_tts.py | 47 | def _set_gradient_checkpointing(self, module: nn.Module, value: bool = False) -> None: | CODE |
| LOW⚡ | moss_tts_local_v1.5/modeling_moss_tts.py | 123 | def set_input_embeddings(self, value: nn.Embedding) -> None: | CODE |
| LOW⚡ | moss_tts_local_v1.5/modeling_moss_tts.py | 131 | def set_output_embeddings(self, new_embeddings: nn.Linear) -> None: | CODE |
| LOW | moss_tts_local_v1.5/finetuning/sft.py | 241 | def set_rank_cuda_device(accelerator: Accelerator) -> None: | CODE |
| LOW⚡ | moss_tts_local_v1.5/finetuning/sft.py | 527 | def set_gradient_checkpointing_flag(module: torch.nn.Module, value: bool) -> None: | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | moss_tts_delay/processing_moss_tts.py | 0 | <user_inst> - reference(s): {reference} - instruction: {instruction} - tokens: {tokens} - quality: {quality} - sound eve | STRING |
| HIGH | moss_tts_local/processing_moss_tts.py | 0 | <user_inst> - reference(s): {reference} - instruction: {instruction} - tokens: {tokens} - quality: {quality} - sound eve | STRING |
| HIGH | moss_tts_local_v1.5/processing_moss_tts.py | 0 | <user_inst> - reference(s): {reference} - instruction: {instruction} - tokens: {tokens} - quality: {quality} - sound eve | STRING |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | moss_tts_delay/llama_cpp/README.md | 42 | ### Step 1: Download pre-quantized TTS backbone & weights | COMMENT |
| LOW | moss_tts_delay/llama_cpp/README.md | 57 | ### Step 2: Download ONNX audio tokenizer | COMMENT |
| LOW | moss_tts_delay/llama_cpp/README.md | 66 | ### Step 3: Build the C bridge | COMMENT |
| LOW | moss_tts_delay/llama_cpp/conversion/README.md | 54 | ## Step 1: Extract Weights | COMMENT |
| LOW | moss_tts_delay/llama_cpp/conversion/README.md | 99 | ## Step 2: Convert Backbone to GGUF | COMMENT |
| LOW | moss_tts_delay/llama_cpp/conversion/README.md | 112 | ## Step 3: Quantize | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | moss_tts_delay/llama_cpp/build_bridge.sh | 4 | # Usage: | COMMENT |