Update README.md

README.md

@@ -37,6 +37,30 @@ size_categories:
 !pip install -U ipywidgets
 ```
 
+#### Search for MIDIs
+
+```python
+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']))
+```
+
 ####
 
 ***