Julian Lenz

Hello, Is it possible to save a .pb file instead of a .ckpt when the training is 'complete'? I am looking into porting this model into ONNX and PyTorch and...

Circular Import Issue

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I've tried running the default intro code block: > import miditoolkit > path_midi = miditoolkit.midi.utils.example_midi_file() > midi_obj = miditoolkit.midi.parser.MidiFile(path_midi) > print(midi_obj) Which results in: `AttributeError: partially initialized module 'miditoolkit' has...

I'm able to pip install and run the standard musicnn without issue, but when attempting to build and then run the `mtt_musicnn_big` it gives me the following error: `ValueError: Model...

Hi there, First - thanks for making such a great tool. You all rock! Second - is there any plan for supporting python versions below 3.10? Many pipelines and tools...

PerTok Tokenizer

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This is Lemonaide's new Tokenizer, called PerTok (performance tokenizer) ---- 📚 Documentation preview 📚: https://miditok--191.org.readthedocs.build/en/191/

I am using the Streaming in conjunction with pytorch lightning, but loading my dataloaders (including state resumption) separate of the pl logic. Within my pl.Trainer I have the following to...

Request: Skewed relative position encoding (Music Transformer)

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First introduced in [this Google paper](https://magenta.tensorflow.org/music-transformer), skewed relative positional encoding (RPE) is an efficient way to enhance the model's knowledge of inter-token distances. The 'skewing' mechanism allows us to bypass...

Inference Time

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I'm running some basic tests on 'raw' inference speeds (without any fancy decoding logic) and surprised at how slow this is running. I was wondering if there are some obvious...

Key signature detection

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Does the library have a built-in method to predict key signature from an existing MIDI file?