Datasets:
metadata
license: cc-by-nc-sa-4.0
tags:
- midi
- dataset
- midi dataset
- music
- music ai
- mir
- gpu search
- gpu midi search
- midi search
- monster
- MIDI
- giant
- MIR
size_categories:
- 1M<n<10M
language:
- en
pretty_name: monstermidi
task_categories:
- audio-classification
Monster MIDI Dataset
Giant searchable raw MIDI dataset for MIR and Music AI purposes
Monster MIDI Dataset GPU Search and Filter
[NEW] Monster GPU/CPU Search and Filter stand-alone Python module with improved matching
Installation
Install requirements
!git clone --depth 1 https://github.com/asigalov61/Monster-MIDI-Dataset
!pip install cupy-cuda12x
!pip install numpy==1.24.4
!pip install huggingface_hub
!pip install hf-transfer
!pip install ipywidgets
!pip install tqdm
Import modules
import os
os.environ["HF_HUB_ENABLE_HF_TRANSFER"] = "1"
from huggingface_hub import hf_hub_download
%cd ./Monster-MIDI-Dataset
import monster_search_and_filter
%cd ..
Download and unzip Monster MIDI dataset
hf_hub_download(repo_id='projectlosangeles/Monster-MIDI-Dataset',
repo_type='dataset',
filename='Monster-MIDI-Dataset-Ver-1-0-CC-BY-NC-SA.zip',
local_dir='./Monster-MIDI-Dataset/'
)
%cd ./Monster-MIDI-Dataset
!unzip -o Monster-MIDI-Dataset-Ver-1-0-CC-BY-NC-SA.zip > /dev/null
%cd ..
Run the search
sigs_data_path = './Monster-MIDI-Dataset/SIGNATURES_DATA/MONSTER_SIGNATURES_DATA.pickle'
sigs_data = monster_search_and_filter.load_pickle(sigs_data_path)
sigs_dicts = monster_search_and_filter.load_signatures(sigs_data)
X, global_union = monster_search_and_filter.precompute_signatures(sigs_dicts)
monster_search_and_filter.search_and_filter(sigs_dicts, X, global_union)
[LEGACY]
Search, filter and explore Monster MIDI Dataset :)
PLEASE NOTE: Google Colab Pro or Pro+ subscription/A100 GPU is required to use the provided colab/code because of the size of the dataset and its data files
Monster MIDI Dataset Sample Search Results
Here are the Monster MIDI Dataset Sample Search Results
It takes about one hour on A100 GPU to do a full search on 285 source MIDIs
Please also check out Quad Music Transformer which was trained using these sample search results
Monster Music Transformer
Here is the large model trained on the full Monster MIDI Dataset to demo the dataset in action :)