diff --git a/examples/async-chat.py b/examples/async-chat.py
index 81a50d9..be10cfc 100644
--- a/examples/async-chat.py
+++ b/examples/async-chat.py
@@ -1,4 +1,5 @@
 import asyncio
+
 from ollama import AsyncClient
 
 
diff --git a/examples/async-generate.py b/examples/async-generate.py
index 0097af1..c3b601a 100644
--- a/examples/async-generate.py
+++ b/examples/async-generate.py
@@ -1,4 +1,5 @@
 import asyncio
+
 import ollama
 
 
diff --git a/examples/async-structured-outputs.py b/examples/async-structured-outputs.py
index b2c8dac..a33c4c9 100644
--- a/examples/async-structured-outputs.py
+++ b/examples/async-structured-outputs.py
@@ -1,6 +1,8 @@
+import asyncio
+
 from pydantic import BaseModel
+
 from ollama import AsyncClient
-import asyncio
 
 
 # Define the schema for the response
diff --git a/examples/async-tools.py b/examples/async-tools.py
index 50d5568..5578229 100644
--- a/examples/async-tools.py
+++ b/examples/async-tools.py
@@ -1,6 +1,7 @@
 import asyncio
-from ollama import ChatResponse
+
 import ollama
+from ollama import ChatResponse
 
 
 def add_two_numbers(a: int, b: int) -> int:
diff --git a/examples/chat-stream.py b/examples/chat-stream.py
index cccab01..3aed84f 100644
--- a/examples/chat-stream.py
+++ b/examples/chat-stream.py
@@ -1,6 +1,5 @@
 from ollama import chat
 
-
 messages = [
   {
     'role': 'user',
diff --git a/examples/chat-with-history.py b/examples/chat-with-history.py
index 39775d6..2e0cc1d 100644
--- a/examples/chat-with-history.py
+++ b/examples/chat-with-history.py
@@ -1,6 +1,5 @@
 from ollama import chat
 
-
 messages = [
   {
     'role': 'user',
diff --git a/examples/generate-stream.py b/examples/generate-stream.py
index 10b7dc7..698a961 100644
--- a/examples/generate-stream.py
+++ b/examples/generate-stream.py
@@ -1,5 +1,4 @@
 from ollama import generate
 
-
 for part in generate('llama3.2', 'Why is the sky blue?', stream=True):
   print(part['response'], end='', flush=True)
diff --git a/examples/generate.py b/examples/generate.py
index 1a2311d..7a94de4 100644
--- a/examples/generate.py
+++ b/examples/generate.py
@@ -1,5 +1,4 @@
 from ollama import generate
 
-
 response = generate('llama3.2', 'Why is the sky blue?')
 print(response['response'])
diff --git a/examples/list.py b/examples/list.py
index 32d4525..00d6243 100644
--- a/examples/list.py
+++ b/examples/list.py
@@ -1,5 +1,4 @@
-from ollama import list
-from ollama import ListResponse
+from ollama import ListResponse, list
 
 response: ListResponse = list()
 
diff --git a/examples/multimodal-chat.py b/examples/multimodal-chat.py
index 8aff9f4..c1a1859 100644
--- a/examples/multimodal-chat.py
+++ b/examples/multimodal-chat.py
@@ -1,4 +1,5 @@
 from ollama import chat
+
 # from pathlib import Path
 
 # Pass in the path to the image
diff --git a/examples/multimodal-generate.py b/examples/multimodal-generate.py
index 44b3716..643e9aa 100644
--- a/examples/multimodal-generate.py
+++ b/examples/multimodal-generate.py
@@ -1,10 +1,10 @@
-import sys
 import random
+import sys
+
 import httpx
 
 from ollama import generate
 
-
 latest = httpx.get('https://xkcd.com/info.0.json')
 latest.raise_for_status()
 
diff --git a/examples/ps.py b/examples/ps.py
index 34d5230..5f6965c 100644
--- a/examples/ps.py
+++ b/examples/ps.py
@@ -1,5 +1,4 @@
-from ollama import ps, pull, chat
-from ollama import ProcessResponse
+from ollama import ProcessResponse, chat, ps, pull
 
 # Ensure at least one model is loaded
 response = pull('llama3.2', stream=True)
diff --git a/examples/pull.py b/examples/pull.py
index e24f2e9..bd08c54 100644
--- a/examples/pull.py
+++ b/examples/pull.py
@@ -1,6 +1,6 @@
 from tqdm import tqdm
-from ollama import pull
 
+from ollama import pull
 
 current_digest, bars = '', {}
 for progress in pull('llama3.2', stream=True):
diff --git a/examples/structured-outputs-image.py b/examples/structured-outputs-image.py
index dbcd45f..722a252 100644
--- a/examples/structured-outputs-image.py
+++ b/examples/structured-outputs-image.py
@@ -1,6 +1,8 @@
 from pathlib import Path
-from pydantic import BaseModel
 from typing import Literal
+
+from pydantic import BaseModel
+
 from ollama import chat
 
 
diff --git a/examples/structured-outputs.py b/examples/structured-outputs.py
index cb28ccd..4c60d5f 100644
--- a/examples/structured-outputs.py
+++ b/examples/structured-outputs.py
@@ -1,6 +1,7 @@
-from ollama import chat
 from pydantic import BaseModel
 
+from ollama import chat
+
 
 # Define the schema for the response
 class FriendInfo(BaseModel):
diff --git a/examples/tools.py b/examples/tools.py
index 932355b..32a2012 100644
--- a/examples/tools.py
+++ b/examples/tools.py
@@ -1,5 +1,4 @@
-from ollama import chat
-from ollama import ChatResponse
+from ollama import ChatResponse, chat
 
 
 def add_two_numbers(a: int, b: int) -> int:
diff --git a/ollama/__init__.py b/ollama/__init__.py
index 2517b50..afe8ce7 100644
--- a/ollama/__init__.py
+++ b/ollama/__init__.py
@@ -1,40 +1,40 @@
-from ollama._client import Client, AsyncClient
+from ollama._client import AsyncClient, Client
 from ollama._types import (
-  Options,
-  Message,
-  Image,
-  Tool,
-  GenerateResponse,
   ChatResponse,
-  EmbedResponse,
   EmbeddingsResponse,
-  StatusResponse,
-  ProgressResponse,
+  EmbedResponse,
+  GenerateResponse,
+  Image,
   ListResponse,
-  ShowResponse,
+  Message,
+  Options,
   ProcessResponse,
+  ProgressResponse,
   RequestError,
   ResponseError,
+  ShowResponse,
+  StatusResponse,
+  Tool,
 )
 
 __all__ = [
-  'Client',
   'AsyncClient',
-  'Options',
-  'Message',
-  'Image',
-  'Tool',
-  'GenerateResponse',
   'ChatResponse',
+  'Client',
   'EmbedResponse',
   'EmbeddingsResponse',
-  'StatusResponse',
-  'ProgressResponse',
+  'GenerateResponse',
+  'Image',
   'ListResponse',
-  'ShowResponse',
+  'Message',
+  'Options',
   'ProcessResponse',
+  'ProgressResponse',
   'RequestError',
   'ResponseError',
+  'ShowResponse',
+  'StatusResponse',
+  'Tool',
 ]
 
 _client = Client()
diff --git a/ollama/_client.py b/ollama/_client.py
index 079eda7..9b2dd59 100644
--- a/ollama/_client.py
+++ b/ollama/_client.py
@@ -1,15 +1,17 @@
-import os
+import ipaddress
 import json
+import os
 import platform
-import ipaddress
+import sys
 import urllib.parse
+from hashlib import sha256
 from os import PathLike
 from pathlib import Path
-from hashlib import sha256
-
 from typing import (
   Any,
   Callable,
+  Dict,
+  List,
   Literal,
   Mapping,
   Optional,
@@ -18,21 +20,16 @@
   TypeVar,
   Union,
   overload,
-  Dict,
-  List,
 )
 
-import sys
-
 from pydantic.json_schema import JsonSchemaValue
 
-
 from ollama._utils import convert_function_to_tool
 
 if sys.version_info < (3, 9):
-  from typing import Iterator, AsyncIterator
+  from typing import AsyncIterator, Iterator
 else:
-  from collections.abc import Iterator, AsyncIterator
+  from collections.abc import AsyncIterator, Iterator
 
 from importlib import metadata
 
@@ -46,13 +43,13 @@
 from ollama._types import (
   ChatRequest,
   ChatResponse,
-  CreateRequest,
   CopyRequest,
+  CreateRequest,
   DeleteRequest,
-  EmbedRequest,
-  EmbedResponse,
   EmbeddingsRequest,
   EmbeddingsResponse,
+  EmbedRequest,
+  EmbedResponse,
   GenerateRequest,
   GenerateResponse,
   Image,
@@ -70,7 +67,6 @@
   Tool,
 )
 
-
 T = TypeVar('T')
 
 
diff --git a/ollama/_types.py b/ollama/_types.py
index 995db14..d70a4ac 100644
--- a/ollama/_types.py
+++ b/ollama/_types.py
@@ -1,11 +1,8 @@
 import json
 from base64 import b64decode, b64encode
-from pathlib import Path
 from datetime import datetime
-from typing import Any, Mapping, Optional, Union, Sequence, Dict, List
-
-from pydantic.json_schema import JsonSchemaValue
-from typing_extensions import Annotated, Literal
+from pathlib import Path
+from typing import Any, Dict, List, Mapping, Optional, Sequence, Union
 
 from pydantic import (
   BaseModel,
@@ -14,6 +11,8 @@
   Field,
   model_serializer,
 )
+from pydantic.json_schema import JsonSchemaValue
+from typing_extensions import Annotated, Literal
 
 
 class SubscriptableBaseModel(BaseModel):
diff --git a/ollama/_utils.py b/ollama/_utils.py
index c0b67c9..2ea58ea 100644
--- a/ollama/_utils.py
+++ b/ollama/_utils.py
@@ -1,10 +1,12 @@
 from __future__ import annotations
-from collections import defaultdict
+
 import inspect
-from typing import Callable, Union
 import re
+from collections import defaultdict
+from typing import Callable, Union
 
 import pydantic
+
 from ollama._types import Tool
 
 
diff --git a/pyproject.toml b/pyproject.toml
index bd4f6f2..ec94cf8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -40,10 +40,10 @@ select = [
   "E", # pycodestyle errors
   "F", # pyflakes
   "B", # bugbear (likely bugs)
+  "I", # sort imports
+  "RUF022", # sort __all__
 ]
 ignore = [
-  "E111", # indentation not a multiple of four
-  "E114", # indentation not a multiple of four
   "E501", # line too long
 ]
 
diff --git a/tests/test_client.py b/tests/test_client.py
index eb18a19..67e87b9 100644
--- a/tests/test_client.py
+++ b/tests/test_client.py
@@ -1,14 +1,15 @@
 import base64
-import os
 import json
-from pydantic import ValidationError, BaseModel
-import pytest
+import os
 import tempfile
 from pathlib import Path
+
+import pytest
+from pydantic import BaseModel, ValidationError
 from pytest_httpserver import HTTPServer, URIPattern
 from werkzeug.wrappers import Request, Response
 
-from ollama._client import Client, AsyncClient, _copy_tools
+from ollama._client import AsyncClient, Client, _copy_tools
 
 PNG_BASE64 = 'iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAIAAACQd1PeAAAADElEQVR4nGNgYGAAAAAEAAH2FzhVAAAAAElFTkSuQmCC'
 PNG_BYTES = base64.b64decode(PNG_BASE64)
@@ -91,7 +92,7 @@ def generate():
 @pytest.mark.parametrize('message_format', ('dict', 'pydantic_model'))
 @pytest.mark.parametrize('file_style', ('path', 'bytes'))
 def test_client_chat_images(httpserver: HTTPServer, message_format: str, file_style: str, tmp_path):
-  from ollama._types import Message, Image
+  from ollama._types import Image, Message
 
   httpserver.expect_ordered_request(
     '/api/chat',
diff --git a/tests/test_type_serialization.py b/tests/test_type_serialization.py
index 1ecbe08..f458cd2 100644
--- a/tests/test_type_serialization.py
+++ b/tests/test_type_serialization.py
@@ -1,9 +1,10 @@
+import tempfile
 from base64 import b64encode
 from pathlib import Path
 
 import pytest
+
 from ollama._types import CreateRequest, Image
-import tempfile
 
 
 def test_image_serialization_bytes():
diff --git a/tests/test_utils.py b/tests/test_utils.py
index 9fb1e3b..cef7bf2 100644
--- a/tests/test_utils.py
+++ b/tests/test_utils.py
@@ -2,7 +2,6 @@
 import sys
 from typing import Dict, List, Mapping, Sequence, Set, Tuple, Union
 
-
 from ollama._utils import convert_function_to_tool
 
 
@@ -118,7 +117,7 @@ def all_types(
 
 
 def test_function_docstring_parsing():
-  from typing import List, Dict, Any
+  from typing import Any, Dict, List
 
   def func_with_complex_docs(x: int, y: List[str]) -> Dict[str, Any]:
     """