Fix documentation link and code formatting

src/backend/langflow/components/embeddings/HuggingFaceInferenceAPIEmbeddings.py

@@ -6,9 +6,7 @@ from langchain_community.embeddings.huggingface import HuggingFaceInferenceAPIEm
 class HuggingFaceInferenceAPIEmbeddingsComponent(CustomComponent):
     display_name = "HuggingFaceInferenceAPIEmbeddings"
     description = "HuggingFace sentence_transformers embedding models, API version."
-    documentation = (
-        "https://github.com/huggingface/text-embeddings-inference"
-    )
+    documentation = "https://github.com/huggingface/text-embeddings-inference"
 
     def build_config(self):
         return {

src/backend/langflow/components/vectorstores/Qdrant.py

@@ -56,9 +56,10 @@ class QdrantComponent(CustomComponent):
     ) -> Union[VectorStore, Qdrant, BaseRetriever]:
         if documents is None:
             from qdrant_client import QdrantClient
+
             client = QdrantClient(
                 location=location,
-                url=host, 
+                url=host,
                 port=port,
                 grpc_port=grpc_port,
                 https=https,
@@ -71,13 +72,14 @@ class QdrantComponent(CustomComponent):
                 collection_name=collection_name,
                 host=host,
                 path=path,
-                )
-            vs = Qdrant(client=client, 
-                        collection_name=collection_name, 
-                        embeddings=embedding,
-                        search_kwargs=search_kwargs,
-                        distance_func=distance_func,
-                        )
+            )
+            vs = Qdrant(
+                client=client,
+                collection_name=collection_name,
+                embeddings=embedding,
+                search_kwargs=search_kwargs,
+                distance_func=distance_func,
+            )
             return vs
         else:
             vs = Qdrant.from_documents(
@@ -99,5 +101,5 @@ class QdrantComponent(CustomComponent):
                 search_kwargs=search_kwargs,
                 timeout=timeout,
                 url=url,
-                )
+            )
         return vs

src/backend/langflow/processing/base.py

@@ -7,8 +7,6 @@ from loguru import logger
 from langflow.api.v1.callback import AsyncStreamingLLMCallbackHandler, StreamingLLMCallbackHandler
 from langflow.processing.process import fix_memory_inputs, format_actions
 from langflow.services.deps import get_plugins_service
-from langflow.processing.process import fix_memory_inputs, format_actions
-from langflow.services.deps import get_plugins_service
 
 if TYPE_CHECKING:
     from langfuse.callback import CallbackHandler  # type: ignore