Tokenize MIDI files for neural network processing
Project description
Midi Neural Processor (Fork)
This repository is a fork of this repo with the main objective of structuring as an installable python package via pip.
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Repository for midi-based machine learning model's {pre/post} processing.
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You can use this processor in any machine learnig library like tensorflow, pytorch, etc...
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This processor's algorithm is based on PerformanceRNN & Music Transformer (Polyphonic Music) Model's preprocessing algorithm suggested by Google Magenta.
Simple Usage
Install
$ pip install midi-neural-processor
Encoding & Load midi file
- You can load & encode your midi file just one line
- encode_midi() is a role of pre-processing.
from midi_neural_processor.processor import encode_midi
encoded = encode_midi('bin/ADIG04.mid') ## 'bin/AIDG04.mid' is midi file path.
## output: [int, int, int, int, ... ].
## int range is range(0,388). 388 = NOTE_ON + NOTE_OFF + TIME_SHIFT + VELOCITY
Decoding
- decode_midi is convert integer array to midi form.
- you can gave method to file_path as a second args in that if you want to save midi as .mid file.
- all elements in integer array should be range(0,388).
from midi_neural_processor.processor import decode_midi
decode_midi(encoded, 'bin/test.mid') ## 'bin/test.mid' is midi file path.
Comming Soon
- Pedal Control
- Midi Converter to .tfrecords
License
Project is published under the MIT licence. Feel free to clone and modify repo as you want, but don't forget to add reference to authors :)
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