Update README.md

README.md

@@ -1,3 +1,25 @@
----
-license: apache-2.0
----
+---
+license: apache-2.0
+---
+
+**INFERENTIA ONLY**
+
+```py
+from transformers import AutoTokenizer
+from optimum.neuron import NeuronBertForSequenceClassification
+
+input_shapes = {"batch_size": 1, "sequence_length": 128}
+compiler_args = {"auto_cast": "matmul", "auto_cast_type": "bf16"}
+neuron_model = NeuronBertForSequenceClassification.from_pretrained(
+    "nlptown/bert-base-multilingual-uncased-sentiment",
+    export=True,
+    **input_shapes,
+    **compiler_args,
+)
+# Save locally
+neuron_model.save_pretrained("bert_base_multilingual_uncased_sentiment_neuronx")
+neuron_model.push_to_hub(
+    "bert_base_multilingual_uncased_sentiment_neuronx",
+    repository_id="optimum/bert-base-multilingual-uncased-sentiment-neuronx",  # Replace with your HF Hub repo id
+)
+```