Update README.md

README.md

@@ -1,3 +1,36 @@
 ---
 license: apache-2.0
+tags:
+- int8
+- Intel® Neural Compressor
+- neural-compressor
+- PostTrainingDynamic
+datasets: 
+- cnn_daily
+metrics:
+- rougeLsum
 ---
+
+# INT8 T5 base finetuned on CNN DailyMail
+
+### Post-training dynamic quantization
+
+This is an INT8  PyTorch model quantized with [huggingface/optimum-intel](https://github.com/huggingface/optimum-intel) through the usage of [Intel® Neural Compressor](https://github.com/intel/neural-compressor). 
+
+The original fp32 model comes from the fine-tuned model [flax-community/t5-base-cnn-dm](https://huggingface.co/flax-community/t5-base-cnn-dm).
+
+### Evaluation result
+
+|   |INT8|FP32|
+|---|:---:|:---:|
+| **Accuracy (eval-rougeLsum)** | 36.5661 |36.5959|
+| **Model size**  |326M|892M|
+
+### Load with optimum:
+
+```python
+from optimum.intel.neural_compressor.quantization import IncQuantizedModelForSeq2SeqLM
+int8_model = IncQuantizedModelForSeq2SeqLM.from_pretrained(
+    'Intel/t5-base-cnn-dm-int8-dynamic',
+)
+```