diff --git a/bindings/python/examples/psycopg_example.py b/bindings/python/examples/psycopg_example.py
index 0fe4eb1..148c7f6 100644
--- a/bindings/python/examples/psycopg_example.py
+++ b/bindings/python/examples/psycopg_example.py
@@ -1,6 +1,8 @@
 import os
-import psycopg
+
 import numpy as np
+import psycopg
+
 from pgvecto_rs.psycopg import register_vector
 
 URL = "postgresql://{username}:{password}@{host}:{port}/{db_name}".format(
diff --git a/bindings/python/examples/sqlalchemy_example.py b/bindings/python/examples/sqlalchemy_example.py
index 9c06535..d8e6c26 100644
--- a/bindings/python/examples/sqlalchemy_example.py
+++ b/bindings/python/examples/sqlalchemy_example.py
@@ -1,9 +1,10 @@
 import os
+
 import numpy as np
-from sqlalchemy import create_engine, select, insert
-from sqlalchemy import Integer, String
+from sqlalchemy import Integer, String, create_engine, insert, select
+from sqlalchemy.orm import DeclarativeBase, Mapped, Session, mapped_column
+
 from pgvecto_rs.sqlalchemy import Vector
-from sqlalchemy.orm import Session, DeclarativeBase, mapped_column, Mapped
 
 URL = "postgresql+psycopg://{username}:{password}@{host}:{port}/{db_name}".format(
     port=os.getenv("DB_PORT", 5432),
diff --git a/bindings/python/src/pgvecto_rs/psycopg/__init__.py b/bindings/python/src/pgvecto_rs/psycopg/__init__.py
index 3bbe292..b56b9a7 100644
--- a/bindings/python/src/pgvecto_rs/psycopg/__init__.py
+++ b/bindings/python/src/pgvecto_rs/psycopg/__init__.py
@@ -1,8 +1,9 @@
+from numpy import ndarray
 from psycopg import Connection, ProgrammingError
-from psycopg.adapt import Loader, Dumper
+from psycopg.adapt import Dumper, Loader
 from psycopg.pq import Format
 from psycopg.types import TypeInfo
-from numpy import ndarray
+
 from ..utils.serializer import from_db_str, to_db_str
 
 __all__ = ["register_vector"]
diff --git a/bindings/python/src/pgvecto_rs/sqlalchemy/__init__.py b/bindings/python/src/pgvecto_rs/sqlalchemy/__init__.py
index 167e9b9..fb80a28 100644
--- a/bindings/python/src/pgvecto_rs/sqlalchemy/__init__.py
+++ b/bindings/python/src/pgvecto_rs/sqlalchemy/__init__.py
@@ -1,4 +1,5 @@
 import sqlalchemy.types as types
+
 from ..utils import serializer
 
 
diff --git a/bindings/python/src/pgvecto_rs/utils/decorators.py b/bindings/python/src/pgvecto_rs/utils/decorators.py
index fbbeb16..c483c46 100644
--- a/bindings/python/src/pgvecto_rs/utils/decorators.py
+++ b/bindings/python/src/pgvecto_rs/utils/decorators.py
@@ -1,6 +1,7 @@
-import numpy as np
 from functools import wraps
 
+import numpy as np
+
 
 def ignore_none(func):
     @wraps(func)
diff --git a/bindings/python/src/pgvecto_rs/utils/serializer.py b/bindings/python/src/pgvecto_rs/utils/serializer.py
index 6e25d0a..f7bafb7 100644
--- a/bindings/python/src/pgvecto_rs/utils/serializer.py
+++ b/bindings/python/src/pgvecto_rs/utils/serializer.py
@@ -1,5 +1,7 @@
 from typing import Optional
+
 import numpy as np
+
 from . import decorators
 
 
diff --git a/bindings/python/tests/__init__.py b/bindings/python/tests/__init__.py
index 5f50a71..17e682a 100644
--- a/bindings/python/tests/__init__.py
+++ b/bindings/python/tests/__init__.py
@@ -1,6 +1,7 @@
 import os
-import toml
+
 import numpy as np
+import toml
 
 PORT = os.getenv("DB_PORT", 5432)
 HOST = os.getenv("DB_HOST", "localhost")
diff --git a/bindings/python/tests/test_psycopg.py b/bindings/python/tests/test_psycopg.py
index bf5d3b0..68b3db0 100644
--- a/bindings/python/tests/test_psycopg.py
+++ b/bindings/python/tests/test_psycopg.py
@@ -1,19 +1,20 @@
-import pytest
-import psycopg
 import numpy as np
+import psycopg
+import pytest
 from psycopg import Connection, sql
+
 from pgvecto_rs.psycopg import register_vector
 from tests import (
-    URL,
-    TOML_SETTINGS,
-    VECTORS,
-    OP_SQRT_EUCLID_DIS,
-    OP_NEG_DOT_PROD_DIS,
-    OP_NEG_COS_DIS,
-    EXPECTED_SQRT_EUCLID_DIS,
-    EXPECTED_NEG_DOT_PROD_DIS,
     EXPECTED_NEG_COS_DIS,
+    EXPECTED_NEG_DOT_PROD_DIS,
+    EXPECTED_SQRT_EUCLID_DIS,
     LEN_AFT_DEL,
+    OP_NEG_COS_DIS,
+    OP_NEG_DOT_PROD_DIS,
+    OP_SQRT_EUCLID_DIS,
+    TOML_SETTINGS,
+    URL,
+    VECTORS,
 )
 
 
diff --git a/bindings/python/tests/test_sqlalchemy.py b/bindings/python/tests/test_sqlalchemy.py
index 8b15504..9156368 100644
--- a/bindings/python/tests/test_sqlalchemy.py
+++ b/bindings/python/tests/test_sqlalchemy.py
@@ -1,23 +1,23 @@
-import pytest
 import numpy as np
-from tests import (
-    URL,
-    TOML_SETTINGS,
-    VECTORS,
-    INVALID_VECTORS,
-    OP_NEG_DOT_PROD_DIS,
-    EXPECTED_SQRT_EUCLID_DIS,
-    OP_SQRT_EUCLID_DIS,
-    EXPECTED_NEG_DOT_PROD_DIS,
-    OP_NEG_COS_DIS,
-    EXPECTED_NEG_COS_DIS,
-    LEN_AFT_DEL,
-)
-from sqlalchemy import create_engine, select, text, insert, delete
-from sqlalchemy import Integer, Index
-from pgvecto_rs.sqlalchemy import Vector
-from sqlalchemy.orm import Session, DeclarativeBase, mapped_column, Mapped
+import pytest
+from sqlalchemy import Index, Integer, create_engine, delete, insert, select, text
 from sqlalchemy.exc import StatementError
+from sqlalchemy.orm import DeclarativeBase, Mapped, Session, mapped_column
+
+from pgvecto_rs.sqlalchemy import Vector
+from tests import (
+    EXPECTED_NEG_COS_DIS,
+    EXPECTED_NEG_DOT_PROD_DIS,
+    EXPECTED_SQRT_EUCLID_DIS,
+    INVALID_VECTORS,
+    LEN_AFT_DEL,
+    OP_NEG_COS_DIS,
+    OP_NEG_DOT_PROD_DIS,
+    OP_SQRT_EUCLID_DIS,
+    TOML_SETTINGS,
+    URL,
+    VECTORS,
+)
 
 
 class Base(DeclarativeBase):