- Melody Generator Based On Key Crossword
- Free Online Melody Generator
- Melody Generator Based On Key Largo
A midi melody generator. This model generator is based on a poetry lstm model generator coded by dvictor. I modified for midi words generator. https://github.com/dvictor/lstm-poetry-word-based
Structure of this model
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I used a 2 layer LSTM each with 400 node and 0.6 dropout
Melody Generator Based On Key Crossword
Listen to what I just found in the WolframTones music universe.
some tensorflow pesudo-code like this:
0. get some midi file
Google 'midi download' and get them :-)
1. midi → text string
this will generate a txt sufficed file which looks like this
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2. train your model
put your encoded source file in a specific folder and rename it to input.txt
3. sample some coded melody
Free Online Melody Generator
you will get some tensorflow dump files after the training, use the final one to sample some output
Melody Generator Based On Key Largo
if you'd like to use your own sample seed, you can use '--header' arg
4. text string → midi
then you will get your generated midi file
5. play it!
To-do list (already done)
I'm planning to add the following features in the future
Embedding will be added to make the training memory friendly
Add more co-related midi melodies to enlarge the learning material
Use GPU to speed up the training
Understanding LSTM Networks
This is the best introduction about LSTM networks I found.
Karpathy's raw Readme
this is where my original idea came from..
please follow Karpathy's readme to setup your experiment for training and sampling.