diff --git a/src/pipecat/services/aws.py b/src/pipecat/services/aws.py
index f3b2766bc..80240985f 100644
--- a/src/pipecat/services/aws.py
+++ b/src/pipecat/services/aws.py
@@ -3,9 +3,9 @@
 #
 # SPDX-License-Identifier: BSD 2-Clause License
 #
+
 from typing import AsyncGenerator, Optional
 
-from loguru import logger
 from pydantic import BaseModel
 
 from pipecat.frames.frames import (
@@ -17,6 +17,8 @@ from pipecat.frames.frames import (
 )
 from pipecat.services.ai_services import TTSService
 
+from loguru import logger
+
 try:
     import boto3
     from botocore.exceptions import BotoCoreError, ClientError
diff --git a/src/pipecat/services/azure.py b/src/pipecat/services/azure.py
index 41fc7598b..c8fa095ab 100644
--- a/src/pipecat/services/azure.py
+++ b/src/pipecat/services/azure.py
@@ -4,13 +4,12 @@
 # SPDX-License-Identifier: BSD 2-Clause License
 #
 
+import aiohttp
 import asyncio
 import io
+
 from typing import AsyncGenerator, Optional
 
-import aiohttp
-from loguru import logger
-from PIL import Image
 from pydantic import BaseModel
 
 from pipecat.frames.frames import (
@@ -29,6 +28,10 @@ from pipecat.services.ai_services import ImageGenService, STTService, TTSService
 from pipecat.services.openai import BaseOpenAILLMService
 from pipecat.utils.time import time_now_iso8601
 
+from PIL import Image
+
+from loguru import logger
+
 # See .env.example for Azure configuration needed
 try:
     from azure.cognitiveservices.speech import (
diff --git a/src/pipecat/services/deepgram.py b/src/pipecat/services/deepgram.py
index 6929e66e5..d109cce3c 100644
--- a/src/pipecat/services/deepgram.py
+++ b/src/pipecat/services/deepgram.py
@@ -5,9 +5,8 @@
 #
 
 import asyncio
-from typing import AsyncGenerator
 
-from loguru import logger
+from typing import AsyncGenerator
 
 from pipecat.frames.frames import (
     CancelFrame,
@@ -25,6 +24,8 @@ from pipecat.services.ai_services import STTService, TTSService
 from pipecat.transcriptions.language import Language
 from pipecat.utils.time import time_now_iso8601
 
+from loguru import logger
+
 # See .env.example for Deepgram configuration needed
 try:
     from deepgram import (
diff --git a/src/pipecat/services/fal.py b/src/pipecat/services/fal.py
index bb7b47dfc..aecdeb709 100644
--- a/src/pipecat/services/fal.py
+++ b/src/pipecat/services/fal.py
@@ -8,13 +8,14 @@ import aiohttp
 import io
 import os
 
-from PIL import Image
 from pydantic import BaseModel
 from typing import AsyncGenerator, Optional, Union, Dict
 
 from pipecat.frames.frames import ErrorFrame, Frame, URLImageRawFrame
 from pipecat.services.ai_services import ImageGenService
 
+from PIL import Image
+
 from loguru import logger
 
 try:
diff --git a/src/pipecat/services/openai.py b/src/pipecat/services/openai.py
index e54898525..47bee5ec1 100644
--- a/src/pipecat/services/openai.py
+++ b/src/pipecat/services/openai.py
@@ -9,14 +9,12 @@ import base64
 import io
 import json
 import httpx
+
 from dataclasses import dataclass
 
 from typing import Any, AsyncGenerator, Dict, List, Literal, Optional
 from pydantic import BaseModel, Field
 
-from loguru import logger
-from PIL import Image
-
 from pipecat.frames.frames import (
     ErrorFrame,
     Frame,
@@ -39,7 +37,6 @@ from pipecat.processors.aggregators.llm_response import (
     LLMUserContextAggregator,
     LLMAssistantContextAggregator,
 )
-
 from pipecat.processors.aggregators.openai_llm_context import (
     OpenAILLMContext,
     OpenAILLMContextFrame,
@@ -47,6 +44,10 @@ from pipecat.processors.aggregators.openai_llm_context import (
 from pipecat.processors.frame_processor import FrameDirection
 from pipecat.services.ai_services import ImageGenService, LLMService, TTSService
 
+from PIL import Image
+
+from loguru import logger
+
 try:
     from openai import AsyncOpenAI, AsyncStream, DefaultAsyncHttpxClient, BadRequestError, NOT_GIVEN
     from openai.types.chat import ChatCompletionChunk, ChatCompletionMessageParam
diff --git a/src/pipecat/services/xtts.py b/src/pipecat/services/xtts.py
index 5161efcf6..2c47d59e8 100644
--- a/src/pipecat/services/xtts.py
+++ b/src/pipecat/services/xtts.py
@@ -18,10 +18,10 @@ from pipecat.frames.frames import (
 )
 from pipecat.services.ai_services import TTSService
 
-from loguru import logger
-
 import numpy as np
 
+from loguru import logger
+
 try:
     import resampy
 except ModuleNotFoundError as e: