Update README.md

README.md

@@ -1,3 +1,24 @@
----
-license: apache-2.0
----
+
+This is a part of the [MTEB test](https://huggingface.co/spaces/mteb/leaderboard).
+
+```
+# !pip install tensorflow_text 
+
+import tensorflow_hub as hub
+from tensorflow_text import SentencepieceTokenizer
+import tensorflow as tf
+
+embedder=hub.load("https://tfhub.dev/google/universal-sentence-encoder-multilingual-large/3")
+
+class USE():
+    def encode(self, sentences, batch_size=32, **kwargs):
+        embeddings = []
+        for i in range(0, len(sentences), batch_size):
+            batch_sentences = sentences[i:i+batch_size]
+            batch_embeddings = embedder(batch_sentences)
+            embeddings.extend(batch_embeddings)
+        return embeddings
+
+
+model = USE()
+```