Drum Dataset Ecosystem
Collection
Datasets for automatic drum transcription, source separation, and audio synthesis research. • 15 items • Updated
Datasets:
audio audioduration (s) 1.62 612 | filename stringlengths 22 46 | drummer stringclasses 9 values | session stringclasses 17 values | style stringclasses 61 values | bpm float64 50 290 | beat_type stringclasses 2 values | time_signature stringclasses 5 values | duration float64 0.68 612 | midi unknown |
|---|---|---|---|---|---|---|---|---|---|
1_funk_80_beat_4-4.wav | drummer1 | drummer1/session1 | funk | 80 | beat | 4-4 | 86.704688 | [
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End of preview. Expand
in Data Studio
Groove MIDI Dataset
Quick Start
from datasets import load_dataset
# Stream to avoid downloading the entire dataset
ds = load_dataset("schismaudio/groove-midi-dataset", streaming=True)
# Or download locally
ds = load_dataset("schismaudio/groove-midi-dataset")
Dataset Description
The Groove MIDI Dataset (GMD) is a collection of 13.6 hours of aligned MIDI and synthesized audio recordings of drum performances by 10 drummers (80%+ professional). Created by Google Magenta, it contains 1,150 MIDI files covering over 22,000 measures across 18 musical styles.
Each performance was recorded on a Roland TD-11 electronic drum kit, capturing both expressive MIDI (with velocity and precise timing) and synthesized audio output. The dataset is widely used for research in drum transcription, groove modeling, humanization, and rhythmic generation.
GMD is the foundation for several derivative datasets, including E-GMD (re-rendered with 43 kits) and StemGMD (multi-kit isolated stems).
Dataset Structure
Data Fields
| Field | Type | Description |
|---|---|---|
midi_filename |
string |
Relative path to the MIDI file |
audio_filename |
string |
Relative path to the WAV audio file (22050 Hz, mono) |
drummer |
string |
Anonymized drummer ID (drummer1–drummer10) |
session |
string |
Recording session (e.g., session1, eval_session) |
style |
string |
Musical genre (18 styles) |
bpm |
float |
Tempo in beats per minute |
beat_type |
string |
"beat" (steady pattern) or "fill" (fill passage) |
time_signature |
string |
Time signature (e.g., 4-4, 6-8) |
duration |
float |
Duration in seconds |
split |
string |
Dataset split: train, valid, or test |
Data Splits
| Split | Examples | Description |
|---|---|---|
train |
~800 | Training set |
valid |
~200 | Validation set |
test |
~150 | Test set |
Splits are defined in the info.csv metadata file.
Class Taxonomy
The dataset uses 9 canonical drum instrument classes, mapped from 22 raw MIDI pitches on the Roland TD-11:
| Class | Instrument | MIDI Pitches |
|---|---|---|
| 0 | Kick | 36 |
| 1 | Snare (Head) | 38 |
| 2 | Snare (Rim) | 37, 40 |
| 3 | Closed Hi-Hat | 42, 22 |
| 4 | Open Hi-Hat | 46, 26 |
| 5 | Low Tom | 43, 58 |
| 6 | Mid Tom | 47, 45 |
| 7 | High Tom | 50, 48 |
| 8 | Ride / Crash | 49, 51, 55, 57, 52 |
Usage Examples
Parse MIDI onsets
import pretty_midi
midi = pretty_midi.PrettyMIDI("path/to/file.mid")
for instrument in midi.instruments:
for note in instrument.notes:
print(f"Time: {note.start:.3f}s, Pitch: {note.pitch}, Velocity: {note.velocity}")
Load metadata
import pandas as pd
info = pd.read_csv("info.csv")
# Filter by style
rock = info[info["style"] == "rock"]
print(f"Rock tracks: {len(rock)}, Total duration: {rock['duration'].sum():.0f}s")
Dataset Creation
Source Data
All performances were recorded at Magenta's recording studio by 10 professional and semi-professional drummers playing on a Roland TD-11 electronic drum kit. Drummers performed along with a metronome at specified tempos across 18 musical styles.
Annotations
Annotations are the raw MIDI output from the electronic drum kit — no manual annotation was needed. MIDI captures exact onset times, pitches, and velocities directly from the pad triggers. Audio was synthesized by the TD-11's internal sound engine.
Known Limitations
- Synthesized audio only: Audio is the TD-11's internal sound engine output, not acoustic drums. This limits generalization to real-world acoustic drum sounds.
- Single kit: All recordings use one drum kit (Roland TD-11), so the model may overfit to this kit's timbral characteristics.
- Limited timbral diversity: To address this, consider using E-GMD (43 kits) or StemGMD (10 acoustic kits).
- Electronic pad dynamics: Velocity response differs from acoustic drums — pad triggers have fixed dynamic curves.
Related Datasets
This dataset is part of the Drum Audio Datasets collection by schismaudio. Related datasets:
- schismaudio/e-gmd — 444 hours: E-GMD re-renders GMD performances with 43 different kits
- schismaudio/stemgmd — 1,224 hours: StemGMD provides isolated per-instrument stems from 10 acoustic kits
- schismaudio/star-drums — Real-world drum recordings with accompaniment
Citation
@inproceedings{gillick2019learning,
title={Learning to Groove with Inverse Sequence Transformations},
author={Gillick, Jon and Roberts, Adam and Engel, Jesse and Eck, Douglas and Bamman, David},
booktitle={International Conference on Machine Learning (ICML)},
year={2019}
}
License
This dataset is released under the Creative Commons Attribution 4.0 International License (CC-BY 4.0).
You are free to share and adapt this dataset for any purpose, including commercial use, as long as you give appropriate credit to the original authors (Google Magenta).
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Size of downloaded dataset files:
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Size of the auto-converted Parquet files:
6.43 GB
Number of rows:
1,090