diff --git a/litellm/llms/huggingface_restapi.py b/litellm/llms/huggingface_restapi.py
index 80fd9592f2..0cfe25c1e6 100644
--- a/litellm/llms/huggingface_restapi.py
+++ b/litellm/llms/huggingface_restapi.py
@@ -856,6 +856,30 @@ class Huggingface(BaseLLM):
 
         return data
 
+    def _process_optional_params(self, data: dict, optional_params: dict) -> dict:
+        special_options_keys = ["use_cache", "wait_for_model"]
+        special_parameters_keys = [
+            "min_length",
+            "max_length",
+            "top_k",
+            "top_p",
+            "temperature",
+            "repetition_penalty",
+            "max_time",
+        ]
+
+        for k, v in optional_params.items():
+            if k in special_options_keys:
+                data.setdefault("options", {})
+                data["options"][k] = v
+            elif k in special_parameters_keys:
+                data.setdefault("parameters", {})
+                data["parameters"][k] = v
+            else:
+                data[k] = v
+
+        return data
+
     def _transform_input(
         self,
         input: List,
@@ -892,7 +916,9 @@ class Huggingface(BaseLLM):
             )
 
         if len(optional_params.keys()) > 0:
-            data["options"] = optional_params
+            data = self._process_optional_params(
+                data=data, optional_params=optional_params
+            )
 
         return data
 
diff --git a/litellm/tests/test_embedding.py b/litellm/tests/test_embedding.py
index 2d2e125eb8..9c1e4aa2cd 100644
--- a/litellm/tests/test_embedding.py
+++ b/litellm/tests/test_embedding.py
@@ -761,6 +761,8 @@ async def test_hf_embedddings_with_optional_params(sync_mode):
                 response = embedding(
                     model="huggingface/jinaai/jina-embeddings-v2-small-en",
                     input=["good morning from litellm"],
+                    top_p=10,
+                    top_k=10,
                     wait_for_model=True,
                     client=client,
                 )
@@ -768,6 +770,8 @@ async def test_hf_embedddings_with_optional_params(sync_mode):
                 response = await litellm.aembedding(
                     model="huggingface/jinaai/jina-embeddings-v2-small-en",
                     input=["good morning from litellm"],
+                    top_p=10,
+                    top_k=10,
                     wait_for_model=True,
                     client=client,
                 )
@@ -781,3 +785,5 @@ async def test_hf_embedddings_with_optional_params(sync_mode):
         json_data = json.loads(mock_client.call_args.kwargs["data"])
         assert "wait_for_model" in json_data["options"]
         assert json_data["options"]["wait_for_model"] is True
+        assert json_data["parameters"]["top_p"] == 10
+        assert json_data["parameters"]["top_k"] == 10