Update README.md

README.md

@@ -12,3 +12,23 @@ tags:
 base_model: microsoft/mpnet-base
 ---
 
+from sentence_transformers import SentenceTransformer
+
+```python
+# Download from the 🤗 Hub
+model = SentenceTransformer("ayoubkirouane/Mpnet-base-ALL-NLI")
+# Run inference
+sentences = [
+    'a baby smiling',
+    'The boy is smiling',
+    'The girl is standing.',
+]
+embeddings = model.encode(sentences)
+print(embeddings.shape)
+# [3, 768]
+
+# Get the similarity scores for the embeddings
+similarities = model.similarity(embeddings, embeddings)
+print(similarities.shape)
+# [3, 3]
+```