luna215 / lofi-generator

Machine Learning model that can produce lofi beats

lofi-generator

Machine Learning model that can produce lofi beats. Originally started here, but thought it deserved its own repo

Running the program

This uses poetry so if you have installed, then you can simply do poetry install to install all the dependencies for the project

Train Network

Then you'll need to train the network

poetry run train_network

Produce Music

poetry run generate_music

lofi-generator's Issues

Update package

We need to update project to latest version

Use Pipenv instead of poetry

Poetry is giving me a hard time installing tensorflow-macos==2.11.0 even though I can perfectly do it with pip install.

I do believe the issue has to do with poetry using Python3.11.1, however, when I try to use a different python version by doing poetry env use 3.10.9, poetry still uses 3.11.1 to install python packages. I haven't been able to figure out why this is, so switching to pipenv is a lot more efficient at the moment.

Store music samples

At the moment, I'm storing the files onto the repository, but these files tend to be big, so I need to transfer this into a storage space that the program can access them.

The only storage that comes to mind at the moment is an s3 bucket on AWS.

Update package

We need to update project to latest version

Update package

We need to update project to latest version

Generate music with more instruments

This is a sample of what the program can generate:
first_output.midi

I want the program to produce more than just a piano note + slow down the tempo (This might have to be done in a different media player)

Produce output file as .mp3

At the moment, the program produces the output as .midi, but I want it in .mp3 file.
Maybe python has a library that can help us do this for us or maybe we can hit an api endpoint?

Note:: I'm currently doing research on the difference between these two files so this might not happen if it is just better to keep it in .midi format. We'll see.

Create Flask application and deploy to AWS

Deploy flask api on aws lightsail. This is the api that will be used to communicate with the front end portion of this application