diff --git a/invokeai/app/invocations/ip_adapter.py b/invokeai/app/invocations/ip_adapter.py
index 64ffb248d2..84183d8a06 100644
--- a/invokeai/app/invocations/ip_adapter.py
+++ b/invokeai/app/invocations/ip_adapter.py
@@ -1,5 +1,3 @@
-from typing import Literal
-
 from pydantic import BaseModel, Field
 
 from invokeai.app.invocations.baseinvocation import (
diff --git a/invokeai/backend/ip_adapter/ip_adapter.py b/invokeai/backend/ip_adapter/ip_adapter.py
index 31ee815eae..d3bbfb6b37 100644
--- a/invokeai/backend/ip_adapter/ip_adapter.py
+++ b/invokeai/backend/ip_adapter/ip_adapter.py
@@ -1,7 +1,6 @@
 # copied from https://github.com/tencent-ailab/IP-Adapter (Apache License 2.0)
 #   and modified as needed
 
-import os
 from contextlib import contextmanager
 from typing import Optional, Union
 
@@ -18,8 +17,6 @@ from diffusers.models import UNet2DConditionModel
 from PIL import Image
 from transformers import CLIPImageProcessor, CLIPVisionModelWithProjection
 
-from invokeai.backend.model_management.models.base import calc_model_size_by_data
-
 from .attention_processor import AttnProcessor, IPAttnProcessor
 from .resampler import Resampler
 
diff --git a/invokeai/backend/model_management/model_probe.py b/invokeai/backend/model_management/model_probe.py
index d9227fb722..046f596c1e 100644
--- a/invokeai/backend/model_management/model_probe.py
+++ b/invokeai/backend/model_management/model_probe.py
@@ -8,7 +8,6 @@ import torch
 from diffusers import ConfigMixin, ModelMixin
 from picklescan.scanner import scan_file_path
 
-from invokeai.backend.model_management.models import BaseModelType
 from invokeai.backend.model_management.models.ip_adapter import IPAdapterModelFormat
 
 from .models import (
@@ -512,7 +511,9 @@ class ControlNetFolderProbe(FolderProbeBase):
             else (
                 BaseModelType.StableDiffusion2
                 if dimension == 1024
-                else BaseModelType.StableDiffusionXL if dimension == 2048 else None
+                else BaseModelType.StableDiffusionXL
+                if dimension == 2048
+                else None
             )
         )
         if not base_model:
diff --git a/invokeai/backend/model_management/models/ip_adapter.py b/invokeai/backend/model_management/models/ip_adapter.py
index 976711c720..70f42ec2a9 100644
--- a/invokeai/backend/model_management/models/ip_adapter.py
+++ b/invokeai/backend/model_management/models/ip_adapter.py
@@ -1,7 +1,7 @@
 import os
 import typing
 from enum import Enum
-from typing import Any, Literal, Optional
+from typing import Literal, Optional
 
 import torch
 
@@ -17,7 +17,6 @@ from invokeai.backend.model_management.models.base import (
     ModelConfigBase,
     ModelType,
     SubModelType,
-    calc_model_size_by_fs,
     classproperty,
 )
 
diff --git a/invokeai/backend/stable_diffusion/diffusers_pipeline.py b/invokeai/backend/stable_diffusion/diffusers_pipeline.py
index dc903ef8ca..fe93d52ff9 100644
--- a/invokeai/backend/stable_diffusion/diffusers_pipeline.py
+++ b/invokeai/backend/stable_diffusion/diffusers_pipeline.py
@@ -26,10 +26,9 @@ from pydantic import Field
 from transformers import CLIPFeatureExtractor, CLIPTextModel, CLIPTokenizer
 
 from invokeai.app.services.config import InvokeAIAppConfig
-from invokeai.backend.ip_adapter.ip_adapter import IPAdapter, IPAdapterPlus
+from invokeai.backend.ip_adapter.ip_adapter import IPAdapter
 from invokeai.backend.stable_diffusion.diffusion.conditioning_data import (
     ConditioningData,
-    IPAdapterConditioningInfo,
 )
 
 from ..util import auto_detect_slice_size, normalize_device