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black-eyed-peas-v1-crafted-variable-prompt-16-epochs-piano-prompts
This model is a fine-tuned version of facebook/musicgen-melody-large on the SWEET-DREAMBOOTHS/BLACK-EYED-PEAS-V1-PIANO-PROMPTS - DEFAULT dataset. It achieves the following results on the evaluation set:
- Loss: 3.6438
- Text Cosine Sim: 0.2460
- Audio Cosine Sim: 0.5781
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 3e-05
- train_batch_size: 1
- eval_batch_size: 1
- seed: 456
- gradient_accumulation_steps: 16
- total_train_batch_size: 16
- optimizer: Adam with betas=(0.9,0.99) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 16.0
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Text Cosine Sim | Audio Cosine Sim |
|---|---|---|---|---|---|
| 7.7976 | 4.9485 | 30 | 3.1003 | 0.3910 | 0.5582 |
| 6.6807 | 9.8969 | 60 | 3.2312 | 0.3534 | 0.6628 |
| 6.4444 | 14.8454 | 90 | 3.6277 | 0.2459 | 0.5883 |
Framework versions
- PEFT 0.10.0
- Transformers 4.41.0.dev0
- Pytorch 2.1.0+cu121
- Datasets 2.18.1.dev0
- Tokenizers 0.19.1
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The model cannot be deployed to the HF Inference API:
The HF Inference API does not support text-to-audio models for peft library.
Model tree for sweet-dreambooths/black-eyed-peas-v1-crafted-variable-prompt-16-epochs-piano-prompts
Base model
facebook/musicgen-melody-large