meta-innovation/heart_mula 📝🔢 → 🖼️
About
HeartMuLa: A Family of Open Sourced Music Foundation Models
Example Output
Output
Performance Metrics
72.29s
Prediction Time
169.58s
Total Time
All Input Parameters
{
"tags": "guitar,happy,acoustic,male",
"topk": 50,
"lyrics": "[Verse]\nThe sun kisses the street so slow\nI step outside let my wild side show\nThe rhythm of the world\nIt’s calling my name\n\nI’ve got no map no plan no chain\nFreedom’s a fire burning through my veins\nEvery heartbeat’s a drum in this game\n\n[Chorus]\nDancing in the glow\nOh-oh-oh\nFeel the heat let it flow\nOh-oh-oh\nLife’s a spark\nLet it ignite\nUnder the stars we’ll own the night\n\n[Verse 2]\nRaindrops fall but they can't compete\nWith the fire burning in my feet\nEvery step is a story I’ve yet to tell\n\nElectric skies and neon dreams\nI’m chasing the rush tearing at the seams\nEvery second feels like a spell\n\n[Prechorus]\nOh\nCan you feel it rising\nOh\nThe energy’s surprising",
"version": "3B",
"cfg_scale": 1.5,
"lazy_load": false,
"mula_dtype": "bf16",
"codec_dtype": "fp32",
"mula_device": "cuda",
"temperature": 1,
"codec_device": "cuda",
"max_audio_length_ms": 240000
}
Input Parameters
- tags
- Style and mood tags, comma-separated without spaces. Examples: piano,happy,wedding,synthesizer,romantic. Equivalent to --tags path content.
- topk
- Top-k sampling for generation. Higher = more diversity; typical 30–80.
- lyrics
- Lyrics for the song (text). Use sections like [Verse], [Chorus], [Bridge]. One line per phrase. Equivalent to --lyrics path content.
- cfg_scale
- Classifier-free guidance scale. Higher values follow tags more closely. 1.5 is a good default.
- temperature
- Sampling temperature. Higher = more random, lower = more deterministic. Typical 0.8–1.2.
- max_audio_length_ms
- Maximum audio length in milliseconds. 240000 = 4 minutes.
Output Schema
Output
Example Execution Logs
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25.68it/s] 47%|████▋ | 1407/3000 [00:55<01:01, 25.71it/s] 47%|████▋ | 1410/3000 [00:55<01:01, 25.73it/s] 47%|████▋ | 1413/3000 [00:55<01:01, 25.73it/s] 47%|████▋ | 1416/3000 [00:55<01:01, 25.74it/s] 47%|████▋ | 1419/3000 [00:55<01:01, 25.77it/s] 47%|████▋ | 1422/3000 [00:55<01:01, 25.67it/s] 47%|████▋ | 1422/3000 [00:55<01:01, 25.51it/s] You have set lazy_load=True. Unloading HeartMuLa from device. CUDA memory before unloading: 12.66 GB CUDA memory after unloading: 0.01 GB Loading checkpoint shards: 0%| | 0/2 [00:00<?, ?it/s] Loading checkpoint shards: 50%|█████ | 1/2 [00:00<00:00, 1.33it/s] Loading checkpoint shards: 100%|██████████| 2/2 [00:01<00:00, 2.13it/s] Loading checkpoint shards: 100%|██████████| 2/2 [00:01<00:00, 1.95it/s] 0%| | 0/10 [00:00<?, ?it/s] 10%|█ | 1/10 [00:00<00:01, 5.40it/s] 20%|██ | 2/10 [00:00<00:01, 6.45it/s] 30%|███ | 3/10 [00:00<00:01, 5.87it/s] 40%|████ | 4/10 [00:00<00:01, 5.61it/s] 50%|█████ | 5/10 [00:00<00:00, 5.46it/s] 60%|██████ | 6/10 [00:01<00:00, 5.32it/s] 70%|███████ | 7/10 [00:01<00:00, 5.21it/s] 80%|████████ | 8/10 [00:01<00:00, 5.19it/s] 90%|█████████ | 9/10 [00:01<00:00, 5.19it/s] 100%|██████████| 10/10 [00:01<00:00, 5.19it/s] 100%|██████████| 10/10 [00:01<00:00, 5.36it/s] 0%| | 0/10 [00:00<?, ?it/s] 20%|██ | 2/10 [00:00<00:01, 7.81it/s] 30%|███ | 3/10 [00:00<00:01, 6.40it/s] 40%|████ | 4/10 [00:00<00:01, 5.89it/s] 50%|█████ | 5/10 [00:00<00:00, 5.63it/s] 60%|██████ | 6/10 [00:01<00:00, 5.43it/s] 70%|███████ | 7/10 [00:01<00:00, 5.29it/s] 80%|████████ | 8/10 [00:01<00:00, 5.23it/s] 90%|█████████ | 9/10 [00:01<00:00, 5.22it/s] 100%|██████████| 10/10 [00:01<00:00, 5.20it/s] 100%|██████████| 10/10 [00:01<00:00, 5.51it/s] 0%| | 0/10 [00:00<?, ?it/s] 20%|██ | 2/10 [00:00<00:01, 7.87it/s] 30%|███ | 3/10 [00:00<00:01, 6.40it/s] 40%|████ | 4/10 [00:00<00:01, 5.85it/s] 50%|█████ | 5/10 [00:00<00:00, 5.59it/s] 60%|██████ | 6/10 [00:01<00:00, 5.41it/s] 70%|███████ | 7/10 [00:01<00:00, 5.29it/s] 80%|████████ | 8/10 [00:01<00:00, 5.21it/s] 90%|█████████ | 9/10 [00:01<00:00, 5.17it/s] 100%|██████████| 10/10 [00:01<00:00, 5.15it/s] 100%|██████████| 10/10 [00:01<00:00, 5.47it/s] 0%| | 0/10 [00:00<?, ?it/s] 20%|██ | 2/10 [00:00<00:01, 7.88it/s] 30%|███ | 3/10 [00:00<00:01, 6.39it/s] 40%|████ | 4/10 [00:00<00:01, 5.84it/s] 50%|█████ | 5/10 [00:00<00:00, 5.55it/s] 60%|██████ | 6/10 [00:01<00:00, 5.37it/s] 70%|███████ | 7/10 [00:01<00:00, 5.27it/s] 80%|████████ | 8/10 [00:01<00:00, 5.21it/s] 90%|█████████ | 9/10 [00:01<00:00, 5.16it/s] 100%|██████████| 10/10 [00:01<00:00, 5.14it/s] 100%|██████████| 10/10 [00:01<00:00, 5.46it/s] 0%| | 0/10 [00:00<?, ?it/s] 20%|██ | 2/10 [00:00<00:01, 7.82it/s] 30%|███ | 3/10 [00:00<00:01, 6.39it/s] 40%|████ | 4/10 [00:00<00:01, 5.85it/s] 50%|█████ | 5/10 [00:00<00:00, 5.58it/s] 60%|██████ | 6/10 [00:01<00:00, 5.41it/s] 70%|███████ | 7/10 [00:01<00:00, 5.31it/s] 80%|████████ | 8/10 [00:01<00:00, 5.25it/s] 90%|█████████ | 9/10 [00:01<00:00, 5.22it/s] 100%|██████████| 10/10 [00:01<00:00, 5.19it/s] 100%|██████████| 10/10 [00:01<00:00, 5.50it/s] You have set lazy_load=True. Unloading HeartCodec from device. CUDA memory before unloading: 6.20 GB CUDA memory after unloading: 0.01 GB
Version Details
- Version ID
f654464a8b2e4824c74cb296b1cb47037037b02adbc6d8f8145fdc3a47ba6790- Version Created
- February 27, 2026