Update README.md

README.md

@@ -1,3 +1,31 @@
 ---
 license: mit
+language:
+- en
+tags:
+- onnx
 ---
+This is the ONNX variant of the [gte-small](https://huggingface.co/thenlper/gte-small) embeddings model created with the [DeepSparse Optimum](https://github.com/neuralmagic/optimum-deepsparse) integration.
+
+To replicate ONNX export, run:
+
+```bash
+pip install git+https://github.com/neuralmagic/optimum-deepsparse.git
+```
+
+```python
+from optimum.deepsparse import DeepSparseModelForFeatureExtraction
+from transformers.onnx.utils import get_preprocessor
+from pathlib import Path
+
+model_id = "thenlper/gte-small"
+
+# load model and convert to onnx
+model = DeepSparseModelForFeatureExtraction.from_pretrained(model_id, export=True)
+tokenizer = get_preprocessor(model_id)
+
+# save onnx checkpoint and tokenizer
+onnx_path = Path("gte-small-dense")
+model.save_pretrained(onnx_path)
+tokenizer.save_pretrained(onnx_path)
+```