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--- |
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license: apache-2.0 |
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datasets: |
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- projectlosangeles/Los-Angeles-MIDI-Dataset |
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library_name: transformers |
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tags: |
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- music |
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- midi |
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- music generation |
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- midi generation |
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--- |
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# Model Card for midi-model |
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Midi event transformer for music generation |
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### Model Updates |
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- tv2o-medium model: MidiTokenizerV2. [skytnt/midi-model-tv2o-medium](https://huggingface.co/skytnt/midi-model-tv2o-medium) |
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- v1.2 : Optimise the tokenizer and dataset. The dataset was filtered by MIDITokenizer.check_quality. Using the higher quality dataset to train the model, the performance of the model is significantly improved. |
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## Model Details |
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### Model Description |
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- **Developed by:** SkyTNT |
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- **Model type:** Transformer |
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- **License:** apache-2.0 |
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### Model Sources |
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- **Repository:** https://github.com/SkyTNT/midi-model |
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- **Demo:** https://huggingface.co/spaces/skytnt/midi-composer |
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## Training Details |
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### Training Data |
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- [projectlosangeles/Los-Angeles-MIDI-Dataset](https://huggingface.co/datasets/projectlosangeles/Los-Angeles-MIDI-Dataset) |
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#### Training Hyperparameters |
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- basemodel: v1.1 |
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- lr: 1e-4 |
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- weight-decay: 0.01 |
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- batch: 2x2x2 |
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- fp16 mixed precision |
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#### Loss |
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- val loss: 0.238 |
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## Files |
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- model.ckpt: latest model checkpoint |
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- soundfont.sf2: soundfont file, i put it here for convenient downloading , [source](https://github.com/musescore/MuseScore/tree/master/share/sound) |
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- onnx/*.onnx: onnx format model |
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