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Creating a good drum track to imitate a skilled performer in digital audioworkstations (DAWs) can be a time-consuming process, especially for thoseunfamiliar with drums. In this work, we introduce PocketVAE, a groovegeneration system that applies grooves to users' rudimentary MIDI tracks, i.e,templates. Grooves can be either transferred from a reference track, generatedrandomly or with conditions, such as genres. Our system, consisting ofdifferent modules for each groove component, takes a two-step approach that isanalogous to a music creation process. First, the note module updates the usertemplate through addition and deletion of notes; Second, the velocity andmicrotiming modules add details to this generated note score. In order to modelthe drum notes, we apply a discrete latent representation method via VectorQuantized Variational Autoencoder (VQ-VAE), as drum notes have a discreteproperty, unlike velocity and microtiming values. We show that our two-stepapproach and the usage of a discrete encoding space improves the learning ofthe original data distribution. Additionally, we discuss the benefit ofincorporating control elements - genre, velocity and microtiming patterns -into the model.

PocketVAE: A Two-step Model for Groove Generation and Control