Update README.md

README.md

@@ -4,3 +4,11 @@ This Model is currently anonymized during the paper review process.
 The AP-MAE transformer model design and configuration is available at: https://github.com/LaughingLogits/attention-astronaut
 
 This version of AP-MAE is trained on attention heads generated by StarCoder2-3B during inference. The inference task used for generating attention outputs is FiM token prediction for a random 3-10 length masked section of Java code, with exactly 256 tokens of surrounding context.
+
+# Usage:
+```
+from ap_mae import APMAE
+model = APMAE.from_pretrained(
+    "LaughingLogits/AP-MAE-SC2-3B"
+)
+```