Update README.md

README.md

@@ -1,3 +1,37 @@
 ---
 license: mit
+language:
+- fr
 ---
+
+This is an 8bit version of [distilcamembert-base-ner](https://huggingface.co/cmarkea/distilcamembert-base-ner) obtained with
+[Intel® Neural Compressor](https://github.com/intel/neural-compressor) on [wikiner_fr](https://huggingface.co/datasets/Jean-Baptiste/wikiner_fr)
+dataset.
+
+### Get Started
+
+First, install libraries:
+
+```
+pip install --upgrade-strategy eager "optimum[neural-compressor]" > null
+```
+
+Second, use `INCModelForTokenClassification` from optimum.intel . It can be used in the similar way as
+an ordinary `DistilBertForTokenClassification`:
+
+```python
+from transformers import AutoModelForTokenClassification, AutoTokenizer
+from optimum.intel import INCModelForTokenClassification
+
+
+model = INCModelForTokenClassification.from_pretrained('konverner/8bit-distilcamembert-base-ner')
+tokenizer = AutoTokenizer.from_pretrained('konverner/8bit-distilcamembert-base-ner')
+
+text = "Meta Platforms ou Meta, anciennement connue sous le nom de Facebook, est une multinationale américaine fondée en 2004 par Mark Zuckerberg."
+
+model_input = tokenizer(text, return_tensors='pt')
+model_output = model(**model_input)
+print(model_output.logits.argmax(2))
+# tensor([[0, 4, 4, 4, 4, 4, 0, 4, 4, 0, 0, 0, 0, 0, 0, 0, 0, 4, 0, 0, 0, 0, 0, 0,
+#         0, 0, 0, 2, 2, 2, 2, 2, 0, 0]])
+```