Update README.md

README.md

@@ -17,11 +17,9 @@ More details please refer to the Github: [Infinity](https://github.com/michaelfe
 
 
 
-## Usage 
+##  Usage for Embedding Model via infinity
 
-### Usage for Embedding Model via infinity
-
-Its also possible to deploy files with the [infinity_emb](https://github.com/michaelfeil/infinity) pip package.
+To deploy files with the [infinity_emb](https://github.com/michaelfeil/infinity) pip package.
 Recommended is `device="cuda", engine="torch"` with flash attention on gpu, and `device="cpu", engine="optimum"` for onnx inference.
 
 ```python
@@ -30,7 +28,13 @@ from infinity_emb import AsyncEmbeddingEngine, EngineArgs
 
 sentences = ["Embed this is sentence via Infinity.", "Paris is in France."]
 engine = AsyncEmbeddingEngine.from_args(
-    EngineArgs(model_name_or_path = "BAAI/bge-small-en-v1.5", device="cpu", engine="optimum" # or engine="torch"
+    EngineArgs(
+        model_name_or_path = "michaelfeil/bge-small-en-v1.5",
+        device="cpu",
+        # or device="cuda"
+        engine="torch"
+        # or engine="optimum"
+        compile=True # enable torch.compile
 ))
 
 async def main():