Update README.md

README.md

@@ -1,3 +1,25 @@
----
-license: apache-2.0
----
+---
+license: apache-2.0
+---
+
+## Model
+OpenVINO Version 8bit of bce-embedding-base_v1. Using: https://huggingface.co/spaces/sentence-transformers/backend-export.
+Calibrated using params: nyu-mll/glue, sst2, train, sentence, 300
+
+
+## Inference
+
+```python
+from sentence_transformers import SentenceTransformer
+
+# 1. Load the model from the Hugging Face Hub
+model = SentenceTransformer(
+    "guoch/bce-embedding-base_v1-openvino-qint8",
+    backend="openvino",
+    model_kwargs={"file_name": "openvino_model_qint8_quantized.xml"},
+)
+
+# 2. Inference works as normal
+embeddings = model.encode(["The weather is lovely today.", "It's so sunny outside!", "He drove to the stadium."])
+similarities = model.similarity(embeddings, embeddings)
+```