diff --git a/runner/app/pipelines/image_to_image.py b/runner/app/pipelines/image_to_image.py
index 4080c919..84ec87f7 100644
--- a/runner/app/pipelines/image_to_image.py
+++ b/runner/app/pipelines/image_to_image.py
@@ -5,27 +5,18 @@
 
 import PIL
 import torch
-from diffusers import (
-    AutoPipelineForImage2Image,
-    EulerAncestralDiscreteScheduler,
-    EulerDiscreteScheduler,
-    StableDiffusionInstructPix2PixPipeline,
-    StableDiffusionXLPipeline,
-    UNet2DConditionModel,
-)
+from app.pipelines.base import Pipeline
+from app.pipelines.utils import (SafetyChecker, get_model_dir,
+                                 get_torch_device, is_lightning_model,
+                                 is_turbo_model)
+from diffusers import (AutoPipelineForImage2Image,
+                       EulerAncestralDiscreteScheduler, EulerDiscreteScheduler,
+                       StableDiffusionInstructPix2PixPipeline,
+                       StableDiffusionXLPipeline, UNet2DConditionModel)
 from huggingface_hub import file_download, hf_hub_download
 from PIL import ImageFile
 from safetensors.torch import load_file
 
-from app.pipelines.base import Pipeline
-from app.pipelines.utils import (
-    SafetyChecker,
-    get_model_dir,
-    get_torch_device,
-    is_lightning_model,
-    is_turbo_model,
-)
-
 ImageFile.LOAD_TRUNCATED_IMAGES = True
 
 logger = logging.getLogger(__name__)
diff --git a/runner/app/pipelines/optim/sfast.py b/runner/app/pipelines/optim/sfast.py
index c449aadb..8bfa5b10 100644
--- a/runner/app/pipelines/optim/sfast.py
+++ b/runner/app/pipelines/optim/sfast.py
@@ -5,7 +5,8 @@
 
 import logging
 
-from sfast.compilers.diffusion_pipeline_compiler import CompilationConfig, compile
+from sfast.compilers.diffusion_pipeline_compiler import (CompilationConfig,
+                                                         compile)
 
 logger = logging.getLogger(__name__)
 
diff --git a/runner/app/pipelines/text_to_image.py b/runner/app/pipelines/text_to_image.py
index 0dc54278..6ee32647 100644
--- a/runner/app/pipelines/text_to_image.py
+++ b/runner/app/pipelines/text_to_image.py
@@ -6,21 +6,12 @@
 import PIL
 import torch
 from app.pipelines.base import Pipeline
-from app.pipelines.utils import (
-    SafetyChecker,
-    get_model_dir,
-    get_torch_device,
-    is_lightning_model,
-    is_turbo_model,
-    split_prompt,
-)
-from diffusers import (
-    AutoPipelineForText2Image,
-    EulerDiscreteScheduler,
-    StableDiffusion3Pipeline,
-    StableDiffusionXLPipeline,
-    UNet2DConditionModel,
-)
+from app.pipelines.utils import (SafetyChecker, get_model_dir,
+                                 get_torch_device, is_lightning_model,
+                                 is_turbo_model, split_prompt)
+from diffusers import (AutoPipelineForText2Image, EulerDiscreteScheduler,
+                       StableDiffusion3Pipeline, StableDiffusionXLPipeline,
+                       UNet2DConditionModel)
 from diffusers.models import AutoencoderKL
 from huggingface_hub import file_download, hf_hub_download
 from safetensors.torch import load_file
diff --git a/runner/app/pipelines/upscale.py b/runner/app/pipelines/upscale.py
index 0cba865e..c7ee404c 100644
--- a/runner/app/pipelines/upscale.py
+++ b/runner/app/pipelines/upscale.py
@@ -4,19 +4,14 @@
 
 import PIL
 import torch
+from app.pipelines.base import Pipeline
+from app.pipelines.utils import (SafetyChecker, get_model_dir,
+                                 get_torch_device, is_lightning_model,
+                                 is_turbo_model)
 from diffusers import StableDiffusionUpscalePipeline
 from huggingface_hub import file_download
 from PIL import ImageFile
 
-from app.pipelines.base import Pipeline
-from app.pipelines.utils import (
-    SafetyChecker,
-    get_model_dir,
-    get_torch_device,
-    is_lightning_model,
-    is_turbo_model,
-)
-
 ImageFile.LOAD_TRUNCATED_IMAGES = True
 
 logger = logging.getLogger(__name__)
diff --git a/runner/app/pipelines/utils/__init__.py b/runner/app/pipelines/utils/__init__.py
index 844b86e9..79cc49b9 100644
--- a/runner/app/pipelines/utils/__init__.py
+++ b/runner/app/pipelines/utils/__init__.py
@@ -1,12 +1,6 @@
 """This module contains several utility functions that are used across the pipelines module."""
 
-from app.pipelines.utils.utils import (
-    SafetyChecker,
-    get_model_dir,
-    get_model_path,
-    get_torch_device,
-    is_lightning_model,
-    is_turbo_model,
-    split_prompt,
-    validate_torch_device,
-)
+from app.pipelines.utils.utils import (SafetyChecker, get_model_dir,
+                                       get_model_path, get_torch_device,
+                                       is_lightning_model, is_turbo_model,
+                                       split_prompt, validate_torch_device)
diff --git a/runner/app/routes/audio_to_text.py b/runner/app/routes/audio_to_text.py
index 5a249d9a..06d3eaad 100644
--- a/runner/app/routes/audio_to_text.py
+++ b/runner/app/routes/audio_to_text.py
@@ -5,7 +5,8 @@
 from app.dependencies import get_pipeline
 from app.pipelines.base import Pipeline
 from app.pipelines.utils.audio import AudioConversionError
-from app.routes.util import HTTPError, TextResponse, file_exceeds_max_size, http_error
+from app.routes.util import (HTTPError, TextResponse, file_exceeds_max_size,
+                             http_error)
 from fastapi import APIRouter, Depends, File, Form, UploadFile, status
 from fastapi.responses import JSONResponse
 from fastapi.security import HTTPAuthorizationCredentials, HTTPBearer
diff --git a/runner/app/routes/image_to_image.py b/runner/app/routes/image_to_image.py
index 6a397628..efb23793 100644
--- a/runner/app/routes/image_to_image.py
+++ b/runner/app/routes/image_to_image.py
@@ -3,15 +3,15 @@
 import random
 from typing import Annotated
 
+from app.dependencies import get_pipeline
+from app.pipelines.base import Pipeline
+from app.routes.util import (HTTPError, ImageResponse, http_error,
+                             image_to_data_url)
 from fastapi import APIRouter, Depends, File, Form, UploadFile, status
 from fastapi.responses import JSONResponse
 from fastapi.security import HTTPAuthorizationCredentials, HTTPBearer
 from PIL import Image, ImageFile
 
-from app.dependencies import get_pipeline
-from app.pipelines.base import Pipeline
-from app.routes.util import HTTPError, ImageResponse, http_error, image_to_data_url
-
 ImageFile.LOAD_TRUNCATED_IMAGES = True
 
 router = APIRouter()
diff --git a/runner/app/routes/image_to_video.py b/runner/app/routes/image_to_video.py
index 55b32605..d6b66ebe 100644
--- a/runner/app/routes/image_to_video.py
+++ b/runner/app/routes/image_to_video.py
@@ -5,7 +5,8 @@
 
 from app.dependencies import get_pipeline
 from app.pipelines.base import Pipeline
-from app.routes.util import HTTPError, VideoResponse, http_error, image_to_data_url
+from app.routes.util import (HTTPError, VideoResponse, http_error,
+                             image_to_data_url)
 from fastapi import APIRouter, Depends, File, Form, UploadFile, status
 from fastapi.responses import JSONResponse
 from fastapi.security import HTTPAuthorizationCredentials, HTTPBearer
diff --git a/runner/app/routes/upscale.py b/runner/app/routes/upscale.py
index 1ef6f6eb..635a80b9 100644
--- a/runner/app/routes/upscale.py
+++ b/runner/app/routes/upscale.py
@@ -3,15 +3,15 @@
 import random
 from typing import Annotated
 
+from app.dependencies import get_pipeline
+from app.pipelines.base import Pipeline
+from app.routes.util import (HTTPError, ImageResponse, http_error,
+                             image_to_data_url)
 from fastapi import APIRouter, Depends, File, Form, UploadFile, status
 from fastapi.responses import JSONResponse
 from fastapi.security import HTTPAuthorizationCredentials, HTTPBearer
 from PIL import Image, ImageFile
 
-from app.dependencies import get_pipeline
-from app.pipelines.base import Pipeline
-from app.routes.util import HTTPError, ImageResponse, http_error, image_to_data_url
-
 ImageFile.LOAD_TRUNCATED_IMAGES = True
 
 router = APIRouter()
diff --git a/runner/gen_openapi.py b/runner/gen_openapi.py
index 7fde5ee3..bd62d71b 100644
--- a/runner/gen_openapi.py
+++ b/runner/gen_openapi.py
@@ -5,14 +5,8 @@
 
 import yaml
 from app.main import app, use_route_names_as_operation_ids
-from app.routes import (
-    audio_to_text,
-    health,
-    image_to_image,
-    image_to_video,
-    text_to_image,
-    upscale,
-)
+from app.routes import (audio_to_text, health, image_to_image, image_to_video,
+                        text_to_image, upscale)
 from fastapi.openapi.utils import get_openapi
 
 # Specify Endpoints for OpenAPI schema generation.
diff --git a/runner/modal_app.py b/runner/modal_app.py
index 23acdf9f..3789f582 100644
--- a/runner/modal_app.py
+++ b/runner/modal_app.py
@@ -2,7 +2,8 @@
 import os
 from pathlib import Path
 
-from app.main import config_logging, load_route, use_route_names_as_operation_ids
+from app.main import (config_logging, load_route,
+                      use_route_names_as_operation_ids)
 from app.routes import health
 from modal import Image, Secret, Stub, Volume, asgi_app, enter, method