Update README.md

README.md

@@ -12,11 +12,17 @@ tags:
 
 # MOSS Fix Autotune
 
-This model repository serves as a temporary drop-in fix for an error that occurs during inference on int4 family of MOSS models, specifically, TypeError: `'<' not supported between instances of 'tuple' and 'float'` in [#159](https://github.com/OpenLMLab/MOSS/issues/159).
+This model repository serves as a temporary drop-in fix for an error that occurs during inference on int4 family of MOSS models, specifically, `TypeError: '<' not supported between instances of 'tuple' and 'float'` in [#159](https://github.com/OpenLMLab/MOSS/issues/159).
 
 When loading the model with `model = AutoModelForCausalLM.from_pretrained("fnlp/moss-moon-003-sft-int4", trust_remote_code=True).half().cuda()`, the custom_autotune.py from the huggingface model files will be used. As such, it is necessary to update the file in the huggingface model repo.
 
-Before the official maintainers update and fix the issue, I have applied the patch and re-uploaded the model files in this repo for convenience. The patched model files can be used with `model = AutoModelForCausalLM.from_pretrained("DotIN13/moss-moon-003-sft-int4-fix-autotune", trust_remote_code=True).half().cuda()`.
+Before the official maintainers update and fix the issue, I have applied the patch and re-uploaded the model files in this repo for convenience.
+
+The patched model files can be used with:
+
+```python
+model = AutoModelForCausalLM.from_pretrained("DotIN13/moss-moon-003-sft-int4-fix-autotune", trust_remote_code=True).half().cuda()
+```
 
 ## Table of Contents