Update README.md

README.md

@@ -1,3 +1,23 @@
 ---
 license: apache-2.0
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+Int-8 dynamic quantized version of (VMware/tinyroberta-mrqa)[https://huggingface.co/VMware/tinyroberta-mrqa].
+
+```
+from optimum.onnxruntime import ORTModelForQuestionAnswering
+from transformers import pipeline, AutoTokenizer
+
+model_name = 'VMware/tinyroberta-quantized-mrqa'
+tokenizer = AutoTokenizer.from_pretrained(model_name)
+quantized_model = ORTModelForQuestionAnswering.from_pretrained(model_name, file_name="model_quantize.onnx")
+
+qa_model = pipeline('question-answering', model=quantized_model, tokenizer=tokenizer)
+
+qa_input = {
+    'question': '',
+    'context': ''
+}
+
+qa_answers = qa_model(qa_input)
+
+```