add load instructions

README.md

@@ -15,6 +15,22 @@ Done as part of Huggingface community training ([see forum post](https://discuss
 
 Builds on T5, using an autoencoder to convert it into an MMD-VAE.
 
+## How to use from the 🤗/transformers library
+
+Clone the model repo.
+```bash
+git clone https://github.com/Fraser-Greenlee/t5-vae-flax.git
+```
+
+```python
+from transformers import AutoTokenizer
+from t5_vae_flax.src.t5_vae import FlaxT5VaeForAutoencoding
+
+tokenizer = AutoTokenizer.from_pretrained("t5-base")
+
+model = T5VaeForAutoencoding.from_pretrained("flax-community/t5-vae-python")
+```
+
 ## Setup
 
-Run `setup_tpu_vm_venv.sh` to setup a virtual enviroment.
+Run `setup_tpu_vm_venv.sh` to setup a virtual enviroment on a TPU VM for training.