diff --git a/docs/converting-models.md b/docs/converting-models.md
index 30a5340a..333f9246 100644
--- a/docs/converting-models.md
+++ b/docs/converting-models.md
@@ -331,9 +331,15 @@ any new packages.
 ```shell
 > git clone https://github.com/microsoft/onnxruntime
 > cd onnxruntime/onnxruntime/python/tools/transformers/models/stable_diffusion
-> python3 optimize_pipeline.py -i /home/ssube/onnx-web/models/stable-diffusion
+> python3 optimize_pipeline.py \
+    -i /home/ssube/onnx-web/models/stable-diffusion-onnx-v1-5 \
+    -o /home/ssube/onnx-web/models/stable-diffusion-optimized-v1-5 \
+    --use_external_data_format
 ```
 
+You can convert the model into ONNX float16 using the `--float16` option. Models converted into ONNX float16 can only
+be run when using [the `onnx-fp16` optimization](server-admin#pipeeline-optimizations).
+
 The `optimize_pipeline.py` script should work on any [diffusers directory with ONNX models](#converting-diffusers-models),
 but you will need to use the `--use_external_data_format` option if you are not using `--float16`. See the `--help` for
 more details.