diff --git a/README.md b/README.md
index 70e9c02..5ed18c2 100755
--- a/README.md
+++ b/README.md
@@ -17,6 +17,14 @@ pip install -e .
 Once your request is approved, you will receive links to download the tokenizer and model files.
 Edit the `download.sh` script with the signed url provided in the email to download the model weights and tokenizer.
 
+### CPU Inference
+Place tokenizer.model and tokenizer_checklist.chk into /tokenizer folder
+Place three files of 7B model into /model folder
+Run it:
+```
+python example-cpu.py
+```
+
 ### Inference
 The provided `example.py` can be run on a single or multi-gpu node with `torchrun` and will output completions for two pre-defined prompts. Using `TARGET_FOLDER` as defined in `download.sh`:
 ```
@@ -43,10 +51,3 @@ See [MODEL_CARD.md](MODEL_CARD.md)
 
 ### License
 See the [LICENSE](LICENSE) file.
-
-### CPU Inference
-Place tokenizer.model and tokenizer_checklist.chk into /tokenizer folder
-
-Place three files of 7B model into /model folder
-
-Run python example-cpu.py