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  ## Monster MIDI Dataset GPU Search and Filter
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  [![Open In Colab][colab-badge]][colab-notebook1]
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  [colab-notebook1]: <https://colab.research.google.com/github/asigalov61/Monster-MIDI-Dataset/blob/main/Monster_MIDI_Dataset_GPU_Search_and_Filter.ipynb>
 
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  ## Monster MIDI Dataset GPU Search and Filter
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+ ### [NEW] Monster GPU/CPU Search and Filter stand-alone Python module with improved matching
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+
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+ #### Installation
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+
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+ ##### Install requirements
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+
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+ ```sh
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+ !git clone --depth 1 https://github.com/asigalov61/Monster-MIDI-Dataset
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+
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+ !pip install cupy-cuda12x
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+ !pip install numpy==1.24.4
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+ !pip install huggingface_hub
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+ !pip install hf-transfer
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+ !pip install ipywidgets
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+ !pip install tqdm
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+ ```
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+
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+ ##### Import modules
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+
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+ ```python
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+ import os
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+ os.environ["HF_HUB_ENABLE_HF_TRANSFER"] = "1"
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+
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+ from huggingface_hub import hf_hub_download
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+
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+ %cd ./Monster-MIDI-Dataset
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+ import monster_search_and_filter
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+ %cd ..
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+ ```
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+
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+ ##### Download and unzip Monster MIDI dataset
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+
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+ ```python
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+ hf_hub_download(repo_id='projectlosangeles/Monster-MIDI-Dataset',
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+ repo_type='dataset',
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+ filename='Monster-MIDI-Dataset-Ver-1-0-CC-BY-NC-SA.zip',
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+ local_dir='./Monster-MIDI-Dataset/'
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+ )
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+ ```
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+
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+ ```sh
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+ %cd ./Monster-MIDI-Dataset
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+ !unzip Monster-MIDI-Dataset-Ver-1-0-CC-BY-NC-SA.zip > /dev/null
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+ %cd ..
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+ ```
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+
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+ ##### Run the search
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+
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+ ```python
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+ sigs_data_path = './Monster-MIDI-Dataset/SIGNATURES_DATA/MONSTER_SIGNATURES_DATA.pickle'
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+
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+ sigs_data = monster_search_and_filter.load_pickle(sigs_data_path)
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+ sigs_dicts = monster_search_and_filter.load_signatures(sigs_data)
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+ X, global_union = monster_search_and_filter.precompute_signatures(sigs_dicts)
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+
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+ monster_search_and_filter.search_and_filter(sigs_dicts, X, global_union)
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+ ```
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+
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+ ### [LEGACY]
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+
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  [![Open In Colab][colab-badge]][colab-notebook1]
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  [colab-notebook1]: <https://colab.research.google.com/github/asigalov61/Monster-MIDI-Dataset/blob/main/Monster_MIDI_Dataset_GPU_Search_and_Filter.ipynb>