metadata
license: apache-2.0
language:
- en
tags:
- midi
- music
- sentence
- transformers
- embeddings
- midi search
- music search
pretty_name: sourdough
size_categories:
- 1M<n<10M
Sourdough-midi-dataset Sentence Transformers Embeddings
MIDI files paths/names embeddings for MIDI search
Embeddings are for all files paths/names in Sourdough-midi-dataset as of 04/07/2025 (Revision cd19431)
Basic use example
Install dependencies
!pip install -U sentence-transformers
!pip install tf-keras
!pip install numpy==1.26.4
!pip install accelerate
!pip install -U tqdm
!pip install -U ipywidgets
Search for MIDIs
import pickle
import numpy as np
from sentence_transformers import SentenceTransformer, util
model = SentenceTransformer("all-mpnet-base-v2")
corpus = pickle.load(open('corpus.pickle', 'rb'))
corpus_embeddings = np.load('corpus-embeddings-all-mpnet-base-v2.npy')
query = ['Hotel California']
query_embedding = model.encode(query, convert_to_tensor=True)
hits = util.semantic_search(query_embedding, corpus_embeddings, top_k=10)
hits = hits[0]
for hit in hits:
print(corpus[hit['corpus_id']], "(Score: {:.4f})".format(hit['score']))
@misc {breadai_2025,
author = { {BreadAi} },
title = { Sourdough-midi-dataset (Revision cd19431) },
year = 2025,
url = {\url{https://huggingface.co/datasets/BreadAi/Sourdough-midi-dataset}},
doi = { 10.57967/hf/4743 },
publisher = { Hugging Face }
}