diff --git a/convert-falcon-hf-to-gguf.py b/convert-falcon-hf-to-gguf.py
index b6cb5b560..be37ac073 100755
--- a/convert-falcon-hf-to-gguf.py
+++ b/convert-falcon-hf-to-gguf.py
@@ -3,19 +3,20 @@
 
 from __future__ import annotations
 
-import gguf
-import os
-import sys
-import struct
+import argparse
 import json
+import os
+import struct
+import sys
+from pathlib import Path
+from typing import Any, List
+
+import gguf
 import numpy as np
 import torch
-import argparse
-
-from typing import Any, List
-from pathlib import Path
 from transformers import AutoTokenizer
 
+
 def bytes_to_unicode():
     # ref: https://github.com/openai/gpt-2/blob/master/src/encoder.py
     """
diff --git a/convert-gptneox-hf-to-gguf.py b/convert-gptneox-hf-to-gguf.py
index dae443fde..bc70d4af9 100755
--- a/convert-gptneox-hf-to-gguf.py
+++ b/convert-gptneox-hf-to-gguf.py
@@ -3,17 +3,17 @@
 
 from __future__ import annotations
 
-import gguf
-import os
-import sys
-import struct
+import argparse
 import json
+import os
+import struct
+import sys
+from pathlib import Path
+from typing import Any, List
+
+import gguf
 import numpy as np
 import torch
-import argparse
-
-from typing import Any, List
-from pathlib import Path
 from transformers import AutoTokenizer
 
 # ref: https://github.com/openai/gpt-2/blob/master/src/encoder.py
diff --git a/convert-llama-7b-pth-to-gguf.py b/convert-llama-7b-pth-to-gguf.py
index a09d47f89..c043a198e 100755
--- a/convert-llama-7b-pth-to-gguf.py
+++ b/convert-llama-7b-pth-to-gguf.py
@@ -5,17 +5,17 @@
 
 from __future__ import annotations
 
-import gguf
-import os
-import sys
-import struct
+import argparse
 import json
+import os
+import struct
+import sys
+from pathlib import Path
+from typing import TYPE_CHECKING, Any, List
+
+import gguf
 import numpy as np
 import torch
-import argparse
-
-from typing import TYPE_CHECKING, Any, List
-from pathlib import Path
 from sentencepiece import SentencePieceProcessor
 
 if TYPE_CHECKING:
diff --git a/convert-llama-ggmlv3-to-gguf.py b/convert-llama-ggmlv3-to-gguf.py
index c8e7f1761..2a1055765 100755
--- a/convert-llama-ggmlv3-to-gguf.py
+++ b/convert-llama-ggmlv3-to-gguf.py
@@ -1,10 +1,12 @@
 #!/usr/bin/env python3
-import sys, struct, math, argparse
+import argparse
+import math
+import struct
+import sys
 from pathlib import Path
 
-import numpy as np
-
 import gguf
+import numpy as np
 
 # Note: Does not support GGML_QKK_64
 QK_K = 256
diff --git a/convert-llama-hf-to-gguf.py b/convert-llama-hf-to-gguf.py
index 18a3dd216..c608ab7cb 100755
--- a/convert-llama-hf-to-gguf.py
+++ b/convert-llama-hf-to-gguf.py
@@ -3,17 +3,17 @@
 
 from __future__ import annotations
 
-import gguf
-import os
-import sys
-import struct
+import argparse
 import json
+import os
+import struct
+import sys
+from pathlib import Path
+from typing import TYPE_CHECKING, Any, List, Optional
+
+import gguf
 import numpy as np
 import torch
-import argparse
-
-from typing import TYPE_CHECKING, Any, List, Optional
-from pathlib import Path
 from sentencepiece import SentencePieceProcessor
 
 if TYPE_CHECKING:
diff --git a/convert-lora-to-ggml.py b/convert-lora-to-ggml.py
index 4a0a960ed..73543e000 100755
--- a/convert-lora-to-ggml.py
+++ b/convert-lora-to-ggml.py
@@ -6,7 +6,7 @@ import os
 import re
 import struct
 import sys
-from typing import Any, Dict, Sequence, BinaryIO
+from typing import Any, BinaryIO, Dict, Sequence
 
 import numpy as np
 import torch
diff --git a/convert.py b/convert.py
index 0674f0d43..30d38e17c 100755
--- a/convert.py
+++ b/convert.py
@@ -1,10 +1,8 @@
 #!/usr/bin/env python3
 from __future__ import annotations
 
-import gguf
 import argparse
 import concurrent.futures
-from concurrent.futures import ThreadPoolExecutor, ProcessPoolExecutor
 import copy
 import enum
 import faulthandler
@@ -21,12 +19,15 @@ import struct
 import sys
 import time
 import zipfile
-import numpy as np
-
 from abc import ABCMeta, abstractmethod
+from concurrent.futures import ProcessPoolExecutor, ThreadPoolExecutor
 from dataclasses import dataclass
 from pathlib import Path
-from typing import (IO, TYPE_CHECKING, Any, Callable, Dict, Generator, Iterable, List, Literal, Optional, Sequence, Set, Tuple, Type, TypeVar, Union)
+from typing import (IO, TYPE_CHECKING, Any, Callable, Dict, Generator, Iterable, List, Literal, Optional, Sequence, Set,
+                    Tuple, Type, TypeVar, Union)
+
+import gguf
+import numpy as np
 from sentencepiece import SentencePieceProcessor  # type: ignore
 
 if TYPE_CHECKING:
diff --git a/gguf-py/gguf/gguf.py b/gguf-py/gguf/gguf.py
index 75db001e6..c8b4e24ca 100644
--- a/gguf-py/gguf/gguf.py
+++ b/gguf-py/gguf/gguf.py
@@ -1,18 +1,18 @@
 #!/usr/bin/env python3
 from __future__ import annotations
 
-import shutil
-import sys
-import struct
-import tempfile
-import numpy as np
 import json
 import os
-from pathlib import Path
-
+import shutil
+import struct
+import sys
+import tempfile
 from enum import IntEnum, auto
 from io import BufferedWriter
-from typing import Any, BinaryIO, Callable, IO, Dict, List, Optional, Sequence, Tuple, Union
+from pathlib import Path
+from typing import IO, Any, BinaryIO, Callable, Dict, List, Optional, Sequence, Tuple, Union
+
+import numpy as np
 
 #
 # constants