diff --git a/docs/my-website/docs/providers/vertex.md b/docs/my-website/docs/providers/vertex.md
index b69e8ee56..921db9e73 100644
--- a/docs/my-website/docs/providers/vertex.md
+++ b/docs/my-website/docs/providers/vertex.md
@@ -1562,6 +1562,10 @@ curl http://0.0.0.0:4000/v1/chat/completions \
## **Embedding Models**
#### Usage - Embedding
+
+
+
+
```python
import litellm
from litellm import embedding
@@ -1574,6 +1578,49 @@ response = embedding(
)
print(response)
```
+
+
+
+
+
+1. Add model to config.yaml
+```yaml
+model_list:
+ - model_name: snowflake-arctic-embed-m-long-1731622468876
+ litellm_params:
+ model: vertex_ai/
+ vertex_project: "adroit-crow-413218"
+ vertex_location: "us-central1"
+ vertex_credentials: adroit-crow-413218-a956eef1a2a8.json
+
+litellm_settings:
+ drop_params: True
+```
+
+2. Start Proxy
+
+```
+$ litellm --config /path/to/config.yaml
+```
+
+3. Make Request using OpenAI Python SDK, Langchain Python SDK
+
+```python
+import openai
+
+client = openai.OpenAI(api_key="sk-1234", base_url="http://0.0.0.0:4000")
+
+response = client.embeddings.create(
+ model="snowflake-arctic-embed-m-long-1731622468876",
+ input = ["good morning from litellm", "this is another item"],
+)
+
+print(response)
+```
+
+
+
+
#### Supported Embedding Models
All models listed [here](https://github.com/BerriAI/litellm/blob/57f37f743886a0249f630a6792d49dffc2c5d9b7/model_prices_and_context_window.json#L835) are supported
@@ -1589,6 +1636,7 @@ All models listed [here](https://github.com/BerriAI/litellm/blob/57f37f743886a02
| textembedding-gecko@003 | `embedding(model="vertex_ai/textembedding-gecko@003", input)` |
| text-embedding-preview-0409 | `embedding(model="vertex_ai/text-embedding-preview-0409", input)` |
| text-multilingual-embedding-preview-0409 | `embedding(model="vertex_ai/text-multilingual-embedding-preview-0409", input)` |
+| Fine-tuned OR Custom Embedding models | `embedding(model="vertex_ai/", input)` |
### Supported OpenAI (Unified) Params