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4 changes: 2 additions & 2 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -247,7 +247,7 @@ saxutil lm.generate /sax/test/lm2b "Q: Who is Harry Porter's mother? A: "
The result will be printed in the terminal.

To use a real checkpoint with the model, follow the
[Paxml tutorial](saxml.server.pax.lm.params.lm_cloud.LmCloudSpmd2B) to generate
[Paxml tutorial](https://github.com/google/saxml/blob/main/saxml/server/pax/lm/params/lm_cloud.py#L417) to generate
a checkpoint. The model can then be published in Sax like this:

```
Expand All @@ -258,4 +258,4 @@ saxutil publish \
1
```

Use the same `saxutil lm.generate` command as above to query the model.
Use the same `saxutil lm.generate` command as above to query the model.