A sample classification tool for music producers. Intended to make it easier for you to find the sounds you want.
Make sure node and npm are up to date, then it's simple as
git clone [email protected]:rickyfitts/soundboy.git
cd soundboy
npm i
npm run dev
Code in main
and renderer
corresponds to electron's main and renderer threads. Inside renderer
there is a next.js website, which is the UI of the application. Inside main
there is code that manages the renderer, as well as code for DB (NeDB) interactions and heavy computation. Communication between the two processes is done with IPC, a message passing system based on channels and subscriptions. The design and function of the channels can be seen in main/ipc
. The renderer has an IpcService
class that handles interaction with the channels. This is made global with React Context and easily accessible with renderer/hooks/useIpcService
. The main analysis code lives in main/analyzer
, this module spawns a worker for classification and feature extraction.
There will also need to be a directory for python data collection and training.
- Instrument Classification
- research instrument classification with ML
- collect large amount of samples (probably doable with a script and the freesound.org API)
- train an ML model for instrument classification, preferably we can find a pretrained model to adjust with our own samples.
- load the model into the analyzer worker for sample library classication
- Feature Extraction
- extract features from each sample (maybe using meyda - already installed)
- save features to the DB
- Document schema should be typed properly (currently lots of
Record<string, any>
)
- Document schema should be typed properly (currently lots of
- Interface
- need a way to select a folder for analysis
- send folder name as a filename to the analyzer, recursively explore directories in the worker
- need a way to view a list of samples and filter by perceptual features
- E.g. filtering by
bright
may only return samples with a high enough spectral centroid - need to be able to drag samples from the list into a DAW or elsewhere
- E.g. filtering by
- other views/visualizations?
- need a way to select a folder for analysis
- IPC
- need a new method in
IpcService
for sending a single message and expecting a stream of messages back (for the analysis process)
- need a new method in