{ "schema_version": 1, "family": "ming3_audio", "display_name": "Ming 3.0 Audio Tiny", "description": "Whisper audio encoder and hybrid KDA/MLA mixture-of-experts Thinker, with a separate continuous-latent Talker for spoken responses.", "category": "asr", "status": "experimental", "tasks": [ "asr", "s2s", "tts", "clone" ], "modes": [ "offline" ], "languages": [ "zh", "en" ], "capabilities": { "tts": [ "speaker_reference", "built_in_voices" ], "clone": [ "speaker_reference" ] }, "runtime": { "tags": [ "gguf" ] }, "options": { "request": [ { "name": "system_prompt", "type": "string", "required": false, "description": "Thinker system instruction. When supplied, the user prompt precedes audio as in the official chat examples." }, { "name": "enable_thinking", "type": "bool", "required": false, "default": false, "description": "Enable the Thinker chat template's detailed thinking mode." }, { "name": "prompt", "type": "string", "required": false, "description": "Thinker instruction accompanying the input audio; omitted ASR requests use the official transcription prompt." }, { "name": "max_tokens", "type": "int", "required": false, "default": 256, "min": 1, "description": "Maximum generated Thinker text tokens." }, { "name": "max_audio_tokens", "type": "int", "required": false, "default": 1000, "min": 1, "description": "Maximum generated Talker acoustic patches per text fragment." }, { "name": "voice_id", "type": "enum", "values": [ "US_James", "US_Stella", "\u7075\u5c0f\u67d4", "\u7075\u6977", "US_Emma", "UK_George", "UK_Charlotte", "\u7075\u5c0f\u5b89", "\u7075\u8bed\u6c50", "\u7075\u5c0f\u840c", "\u7075\u5c0f\u96c5", 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"\u8721\u7b14\u5c0f\u65b0_\u91ce\u539f\u65b0\u4e4b\u52a9 (\u5c0f\u65b0)", "\u8721\u7b14\u5c0f\u65b0_\u91ce\u539f\u7f8e\u4f22 (\u7f8e\u4f22)", "\u5c0f\u732a\u4f69\u5947_\u4f69\u5947", "\u5eb7\u7199\u738b\u671d_\u5eb7\u7199", "\u897f\u6e38\u8bb0_\u5510\u50e7", "\u7504\u5b1b\u4f20_\u56db\u90ce", "\u6f5c\u4f0f_\u4f59\u5219\u6210", "\u6c34\u6d52\u4f20_\u6b66\u677e", "\u6c34\u6d52\u4f20_\u6f58\u91d1\u83b2", "\u96cd\u6b63\u738b\u671d_\u96cd\u6b63" ], "required": false, "description": "Talker built-in voice name; ignored when reference audio is supplied." }, { "name": "reference_text", "type": "string", "required": false, "description": "Reference transcript enabling acoustic-prefix continuation; without it reference audio supplies speaker conditioning only." }, { "name": "language", "type": "string", "required": false, "description": "Talker output language; inferred from its input text when omitted." }, { "name": "seed", "type": "int", "required": false, "min": 0, "default": 42, "description": "Talker flow and reference-posterior sampling seed. Thinker generation is greedy." }, { "name": "guidance_scale", "type": "float", "required": false, "default": 2, "description": "Talker conditioned prediction plus guidance_scale times its difference from the null prediction." }, { "name": "sigma", "type": "float", "required": false, "default": 0.25, "min": 0, "description": "Talker flow SDE noise scale." }, { "name": "temperature", "type": "float", "required": false, "default": 0, "min": 0, "description": "Talker flow sampling temperature; zero still uses seeded initial noise." }, { "name": "raw_text", "type": "bool", "required": false, "default": false, "description": "Synthesize text as one fragment without framework text chunking." }, { "name": "trim_silence", "type": "bool", "required": false, "default": true, "description": "Trim trailing low-energy 100-ms frames per Talker fragment, retaining a 300-ms tail." }, { "name": "text_chunk_size", "type": "int", "required": false, "min": 1, "default": 100, "description": "Talker text chunk budget in Unicode codepoints." }, { "name": "text_chunk_mode", "type": "enum", "required": false, "default": "tag_aware", "values": [ "default", "tag_aware", "japanese", "endline" ], "description": "Framework Talker text chunking policy." } ], "session": [ { "name": "disk_experts", "type": "bool", "required": false, "default": false, "description": "Keep Thinker expert weights outside GPU memory and stage routed experts into a bounded GPU cache; computation stays on the selected backend." }, { "name": "pin_experts", "type": "bool", "required": false, "default": true, "description": "With disk_experts, retain expert payloads in pinned host RAM instead of reading them from the GGUF on each cache miss. Defaults to false on Metal, which uses ordinary host staging." }, { "name": "expert_cache_size", "type": "int", "required": false, "default": 8, "min": 8, "max": 128, "description": "With disk_experts, number of GPU-resident expert slots per routed Thinker layer." }, { "name": "disk_expert_read_threads", "type": "int", "required": false, "default": 1, "min": 1, "max": 64, "description": "Host workers for copying selected GGUF experts into staging when disk_experts is enabled and pin_experts is false. Default 1 preserves serial reads; values above 1 use OpenMP or Apple dispatch." }, { "name": "reference_cache", "type": "bool", "required": false, "default": true, "description": "Reuse speaker features and seeded acoustic conditioning for the most recent reference waveform." } ], "load": [] }, "package_defaults": { "download": { "kind": "huggingface_snapshot", "repo": "audio-cpp/Ming-3.0-Audio-Tiny-GGUF", "revision": "main", "gated": false } }, "packages": [ { "id": "ming3_audio_tiny_bf16", "display_name": "Ming 3.0 Audio Tiny BF16", "format": "gguf", "precision": "bf16", "default": true, "target_directory": "Ming-3.0-Audio-Tiny-GGUF", "files": [ "ming-3.0-audio-tiny-bf16.gguf" ] }, { "id": "ming3_audio_tiny_q8_0", "display_name": "Ming 3.0 Audio Tiny Q8_0 Experts", "format": "gguf", "precision": "q8_0", "target_directory": "Ming-3.0-Audio-Tiny-GGUF", "files": [ "ming-3.0-audio-tiny-q8_0.gguf" ] }, { "id": "ming3_audio_tiny_q4_k", "display_name": "Ming 3.0 Audio Tiny Q4_K Experts", "format": "gguf", "precision": "q4_k", "target_directory": "Ming-3.0-Audio-Tiny-GGUF", "files": [ "ming-3.0-audio-tiny-q4_k.gguf" ] } ], "dependencies": [], "ui": { "recommended_package": "ming3_audio_tiny_bf16", "tags": [ "ASR", "TTS", "GGUF" ], "docs": [ "docs/models/ming3_audio.md" ] }, "sources": [ { "format": "gguf", "roots": { "model": ".", "weights": "$gguf" }, "files": { "config": "model:config.json", "tokenizer_json": "model:tokenizer.json", "tokenizer_config": "model:tokenizer_config.json", "generation_config": "model:generation_config.json", "talker_config": "model:talker/config.json", "talker_llm_config": "model:talker/llm/config.json", "talker_tokenizer_json": "model:talker/llm/tokenizer.json", "talker_tokenizer_config": "model:talker/llm/tokenizer_config.json", "vae_config": "model:talker/vae/config.json" }, "tensors": { "thinker": { "source": "weights:", "prefix": "thinker" }, "talker": { "source": "weights:", "prefix": "talker" }, "vae": { "source": "weights:", "prefix": "vae" }, "speaker": { "source": "weights:", "prefix": "speaker" } } } ] }