| --- |
| 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 |
| |
| ```sh |
| !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 |
| |
| ```python |
| 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 |
| |
| ```python |
| 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/' |
| ) |
| ``` |
| |
| ```sh |
| %cd ./Monster-MIDI-Dataset |
| !unzip -o Monster-MIDI-Dataset-Ver-1-0-CC-BY-NC-SA.zip > /dev/null |
| %cd .. |
| ``` |
| |
| ##### Run the search |
| |
| ```python |
| 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] |
| |
| [![Open In Colab][colab-badge]][colab-notebook1] |
| |
| [colab-notebook1]: <https://colab.research.google.com/github/asigalov61/Monster-MIDI-Dataset/blob/main/Monster_MIDI_Dataset_GPU_Search_and_Filter.ipynb> |
| [colab-badge]: <https://colab.research.google.com/assets/colab-badge.svg> |
| |
| ### 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](https://huggingface.co/datasets/projectlosangeles/Monster-MIDI-Dataset/blob/main/Monster_MIDI_Dataset_Search_Results_Ver_1_0_CC_BY_NC_SA.zip) |
| |
| ### It takes about one hour on A100 GPU to do a full search on 285 source MIDIs |
| |
| ### Please also check out [Quad Music Transformer](https://github.com/asigalov61/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 :) |
| |
| [![Open In Colab][colab-badge]][colab-notebook2] |
| |
| [colab-notebook2]: <https://colab.research.google.com/github/asigalov61/Monster-MIDI-Dataset/blob/main/Monster_Music_Transformer.ipynb> |
| [colab-badge]: <https://colab.research.google.com/assets/colab-badge.svg> |
| |
| ### Model was trained on full Monster MIDI Dataset for 65 hours (1 epoch) @ 4 batches on a single H100 GPU |
| ### This model can be used for music generation/composition or for (dataset) embeddings exploration |
| |
| *** |
| |
| ### Enjoy and please CC BY-NC-SA :) |
| |
| *** |
| |
| ### Project Los Angeles |
| ### Tegridy Code 2025 |
