diff --git a/python/aibrix/README.md b/python/aibrix/README.md
index 19442d2b..6e93129e 100644
--- a/python/aibrix/README.md
+++ b/python/aibrix/README.md
@@ -25,7 +25,26 @@ At present, `vLLM` engine is supported, and in the future, `SGLang` and other in
 For more details on integrate with `vLLM`, please refer to our [Runtime docs](https://github.com/aibrix/aibrix/blob/main/docs/source/features/runtime.rst#metric-standardization).
 
 ## Contributing
-We welcome contributions from the community! Check out our [contributing guidelines](https://github.com/aibrix/aibrix/CONTRIBUTING.md) to see how you can make a difference.
+We welcome contributions from the community! Check out our [contributing guidelines](https://github.com/aibrix/aibrix/blob/main/CONTRIBUTING.md) to see how you can make a difference.
+
+### Build from source
+
+```bash
+# This may take several minutes
+pip install -e .
+```
+
+### Lint, Format and Type Check
+
+Before contribute your code, please run the following commands to ensure that your code passes the tests and linting checks.
+
+```bash
+# install dependencies
+poetry install --no-root --with dev
+
+# linting, formatting and type checking
+bash ./scripts/format.sh
+```
 
 ## License
 
diff --git a/python/aibrix/aibrix/app.py b/python/aibrix/aibrix/app.py
index 0cbfe407..98d2ddb1 100644
--- a/python/aibrix/aibrix/app.py
+++ b/python/aibrix/aibrix/app.py
@@ -1,17 +1,10 @@
 import argparse
 import os
 import shutil
-from pathlib import Path
 import time
+from pathlib import Path
 from urllib.parse import urljoin
 
-from aibrix.config import EXCLUDE_METRICS_HTTP_ENDPOINTS
-from aibrix.metrics.metrics import (
-    HTTP_COUNTER_METRICS,
-    HTTP_LATENCY_METRICS,
-    INFO_METRICS,
-    REGISTRY,
-)
 import uvicorn
 from fastapi import APIRouter, FastAPI, Request, Response
 from fastapi.datastructures import State
@@ -20,9 +13,16 @@
 from starlette.routing import Mount
 
 from aibrix import __version__, envs
+from aibrix.config import EXCLUDE_METRICS_HTTP_ENDPOINTS
 from aibrix.logger import init_logger
 from aibrix.metrics.engine_rules import get_metric_standard_rules
 from aibrix.metrics.http_collector import HTTPCollector
+from aibrix.metrics.metrics import (
+    HTTP_COUNTER_METRICS,
+    HTTP_LATENCY_METRICS,
+    INFO_METRICS,
+    REGISTRY,
+)
 from aibrix.openapi.engine.base import InferenceEngine, get_inference_engine
 from aibrix.openapi.protocol import (
     ErrorResponse,
diff --git a/python/aibrix/aibrix/batch/driver.py b/python/aibrix/aibrix/batch/driver.py
index 592aad05..16031e89 100644
--- a/python/aibrix/aibrix/batch/driver.py
+++ b/python/aibrix/aibrix/batch/driver.py
@@ -13,12 +13,12 @@
 # limitations under the License.
 
 import asyncio
-from aibrix.batch.constant import DEFAULT_JOB_POOL_SIZE
 
 import aibrix.batch.storage as _storage
-from aibrix.batch.scheduler import JobScheduler
+from aibrix.batch.constant import DEFAULT_JOB_POOL_SIZE
 from aibrix.batch.job_manager import JobManager
 from aibrix.batch.request_proxy import RequestProxy
+from aibrix.batch.scheduler import JobScheduler
 
 
 class BatchDriver:
diff --git a/python/aibrix/aibrix/batch/job_manager.py b/python/aibrix/aibrix/batch/job_manager.py
index 2e8160c5..98237baa 100644
--- a/python/aibrix/aibrix/batch/job_manager.py
+++ b/python/aibrix/aibrix/batch/job_manager.py
@@ -12,9 +12,10 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-import time
 import asyncio
+import time
 from enum import Enum
+
 import aibrix.batch.storage as _storage
 
 
diff --git a/python/aibrix/aibrix/batch/scheduler.py b/python/aibrix/aibrix/batch/scheduler.py
index 1ebd319c..c639939b 100644
--- a/python/aibrix/aibrix/batch/scheduler.py
+++ b/python/aibrix/aibrix/batch/scheduler.py
@@ -12,14 +12,14 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-from enum import Enum
-import time
 import asyncio
 import bisect
 import queue
+import time
 from abc import ABC, abstractmethod
+from enum import Enum
 
-from aibrix.batch.constant import EXPIRE_INTERVAL, DEFAULT_JOB_POOL_SIZE
+from aibrix.batch.constant import DEFAULT_JOB_POOL_SIZE, EXPIRE_INTERVAL
 from aibrix.batch.job_manager import JobStatus
 
 
diff --git a/python/aibrix/aibrix/batch/storage/__init__.py b/python/aibrix/aibrix/batch/storage/__init__.py
index 5aaac416..751f4ddc 100644
--- a/python/aibrix/aibrix/batch/storage/__init__.py
+++ b/python/aibrix/aibrix/batch/storage/__init__.py
@@ -12,16 +12,16 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-from aibrix.batch.storage.generic_storage import StorageType
 from aibrix.batch.storage.batch_storage import (
     get_job_request_len,
     get_storage_job_results,
+    initialize_batch_storage,
     put_storage_job_results,
     read_job_requests,
     remove_storage_job_data,
     upload_input_data,
-    initialize_batch_storage,
 )
+from aibrix.batch.storage.generic_storage import StorageType
 
 
 def initialize_storage(storage_type=StorageType.LocalDiskFile, params={}):
diff --git a/python/aibrix/aibrix/batch/storage/batch_storage.py b/python/aibrix/aibrix/batch/storage/batch_storage.py
index d8f86a8d..19fe84bb 100644
--- a/python/aibrix/aibrix/batch/storage/batch_storage.py
+++ b/python/aibrix/aibrix/batch/storage/batch_storage.py
@@ -14,10 +14,10 @@
 
 import uuid
 
+from aibrix.batch.storage.generic_storage import LocalDiskFiles, StorageType
+
 # [TODO] Add S3 as another storage
 from aibrix.batch.storage.tos_storage import TOSStorage
-from aibrix.batch.storage.generic_storage import LocalDiskFiles
-from aibrix.batch.storage.generic_storage import StorageType
 
 current_job_offsets = {}
 job_input_requests = {}
diff --git a/python/aibrix/aibrix/batch/storage/generic_storage.py b/python/aibrix/aibrix/batch/storage/generic_storage.py
index 5b4d8210..241deb4b 100644
--- a/python/aibrix/aibrix/batch/storage/generic_storage.py
+++ b/python/aibrix/aibrix/batch/storage/generic_storage.py
@@ -14,9 +14,8 @@
 
 import json
 import os
-from enum import Enum
 from abc import ABC, abstractmethod
-
+from enum import Enum
 
 LOCAL_STORAGE_PATH_VAR = "LOCAL_STORAGE_PATH"
 
diff --git a/python/aibrix/aibrix/batch/storage/tos_storage.py b/python/aibrix/aibrix/batch/storage/tos_storage.py
index 1acc83fd..51a19d8b 100644
--- a/python/aibrix/aibrix/batch/storage/tos_storage.py
+++ b/python/aibrix/aibrix/batch/storage/tos_storage.py
@@ -12,10 +12,12 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
+import json
 import logging
-import tos
 from io import StringIO
-import json
+
+import tos
+
 from aibrix.batch.storage.generic_storage import PersistentStorage
 
 
diff --git a/python/aibrix/aibrix/downloader/utils.py b/python/aibrix/aibrix/downloader/utils.py
index 58d29995..47a4d733 100644
--- a/python/aibrix/aibrix/downloader/utils.py
+++ b/python/aibrix/aibrix/downloader/utils.py
@@ -19,7 +19,6 @@
 from aibrix.config import DOWNLOAD_CACHE_DIR
 from aibrix.logger import init_logger
 
-
 logger = init_logger(__name__)
 
 
diff --git a/python/aibrix/aibrix/metrics/metrics.py b/python/aibrix/aibrix/metrics/metrics.py
index ad34953d..54d14a4c 100644
--- a/python/aibrix/aibrix/metrics/metrics.py
+++ b/python/aibrix/aibrix/metrics/metrics.py
@@ -14,7 +14,6 @@
 
 from prometheus_client import CollectorRegistry, Counter, Histogram, Info
 
-
 REGISTRY = CollectorRegistry()
 
 INFO_METRICS = Info(
diff --git a/python/aibrix/poetry.lock b/python/aibrix/poetry.lock
index 9f8e11d1..06c8b09e 100644
--- a/python/aibrix/poetry.lock
+++ b/python/aibrix/poetry.lock
@@ -16,13 +16,13 @@ typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.9\""}
 
 [[package]]
 name = "anyio"
-version = "4.5.0"
+version = "4.5.2"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "anyio-4.5.0-py3-none-any.whl", hash = "sha256:fdeb095b7cc5a5563175eedd926ec4ae55413bb4be5770c424af0ba46ccb4a78"},
-    {file = "anyio-4.5.0.tar.gz", hash = "sha256:c5a275fe5ca0afd788001f58fca1e69e29ce706d746e317d660e21f70c530ef9"},
+    {file = "anyio-4.5.2-py3-none-any.whl", hash = "sha256:c011ee36bc1e8ba40e5a81cb9df91925c218fe9b778554e0b56a21e1b5d4716f"},
+    {file = "anyio-4.5.2.tar.gz", hash = "sha256:23009af4ed04ce05991845451e11ef02fc7c5ed29179ac9a420e5ad0ac7ddc5b"},
 ]
 
 [package.dependencies]
@@ -33,22 +33,22 @@ typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
 doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
-test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.21.0b1)"]
+test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21.0b1)"]
 trio = ["trio (>=0.26.1)"]
 
 [[package]]
 name = "boto3"
-version = "1.35.27"
+version = "1.35.57"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.35.27-py3-none-any.whl", hash = "sha256:3da139ca038032e92086e26d23833b557f0c257520162bfd3d6f580bf8032c86"},
-    {file = "boto3-1.35.27.tar.gz", hash = "sha256:10d0fe15670b83a3f26572ab20d9152a064cee4c54b5ea9a1eeb1f0c3b807a7b"},
+    {file = "boto3-1.35.57-py3-none-any.whl", hash = "sha256:9edf49640c79a05b0a72f4c2d1e24dfc164344b680535a645f455ac624dc3680"},
+    {file = "boto3-1.35.57.tar.gz", hash = "sha256:db58348849a5af061f0f5ec9c3b699da5221ca83354059fdccb798e3ddb6b62a"},
 ]
 
 [package.dependencies]
-botocore = ">=1.35.27,<1.36.0"
+botocore = ">=1.35.57,<1.36.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -57,13 +57,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.35.27"
+version = "1.35.57"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.35.27-py3-none-any.whl", hash = "sha256:c299c70b5330a8634e032883ce8a72c2c6d9fdbc985d8191199cb86b92e7cbbd"},
-    {file = "botocore-1.35.27.tar.gz", hash = "sha256:f68875c26cd57a9d22c0f7a981ecb1636d7ce4d0e35797e04765b53e7bfed3e7"},
+    {file = "botocore-1.35.57-py3-none-any.whl", hash = "sha256:92ddd02469213766872cb2399269dd20948f90348b42bf08379881d5e946cc34"},
+    {file = "botocore-1.35.57.tar.gz", hash = "sha256:d96306558085baf0bcb3b022d7a8c39c93494f031edb376694d2b2dcd0e81327"},
 ]
 
 [package.dependencies]
@@ -75,7 +75,7 @@ urllib3 = [
 ]
 
 [package.extras]
-crt = ["awscrt (==0.21.5)"]
+crt = ["awscrt (==0.22.0)"]
 
 [[package]]
 name = "certifi"
@@ -90,101 +90,116 @@ files = [
 
 [[package]]
 name = "charset-normalizer"
-version = "3.3.2"
+version = "3.4.0"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7.0"
 files = [
-    {file = "charset-normalizer-3.3.2.tar.gz", hash = "sha256:f30c3cb33b24454a82faecaf01b19c18562b1e89558fb6c56de4d9118a032fd5"},
-    {file = "charset_normalizer-3.3.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:25baf083bf6f6b341f4121c2f3c548875ee6f5339300e08be3f2b2ba1721cdd3"},
-    {file = "charset_normalizer-3.3.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:06435b539f889b1f6f4ac1758871aae42dc3a8c0e24ac9e60c2384973ad73027"},
-    {file = "charset_normalizer-3.3.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9063e24fdb1e498ab71cb7419e24622516c4a04476b17a2dab57e8baa30d6e03"},
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 [[package]]
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 [[package]]
 name = "fsspec"
-version = "2024.9.0"
+version = "2024.10.0"
 description = "File-system specification"
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@@ -426,13 +441,13 @@ files = [
 
 [[package]]
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-version = "1.0.5"
+version = "1.0.6"
 description = "A minimal low-level HTTP client."
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 [package.dependencies]
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 asyncio = ["anyio (>=4.0,<5.0)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
-trio = ["trio (>=0.22.0,<0.26.0)"]
+trio = ["trio (>=0.22.0,<1.0)"]
 
 [[package]]
 name = "httpx"
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 [package.dependencies]
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 name = "packaging"
-version = "24.1"
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 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
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 [[package]]
 name = "s3transfer"
-version = "0.10.2"
+version = "0.10.3"
 description = "An Amazon S3 Transfer Manager"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -975,23 +990,23 @@ full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart (>=0.0.7
 
 [[package]]
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 ]
 
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 optional = false
 python-versions = "*"
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 [package.dependencies]
@@ -1003,13 +1018,13 @@ six = "*"
 
 [[package]]
 name = "tqdm"
-version = "4.66.5"
+version = "4.67.0"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "tqdm-4.66.5-py3-none-any.whl", hash = "sha256:90279a3770753eafc9194a0364852159802111925aa30eb3f9d85b0e805ac7cd"},
-    {file = "tqdm-4.66.5.tar.gz", hash = "sha256:e1020aef2e5096702d8a025ac7d16b1577279c9d63f8375b63083e9a5f0fcbad"},
+    {file = "tqdm-4.67.0-py3-none-any.whl", hash = "sha256:0cd8af9d56911acab92182e88d763100d4788bdf421d251616040cc4d44863be"},
+    {file = "tqdm-4.67.0.tar.gz", hash = "sha256:fe5a6f95e6fe0b9755e9469b77b9c3cf850048224ecaa8293d7d2d31f97d869a"},
 ]
 
 [package.dependencies]
@@ -1017,6 +1032,7 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
 [package.extras]
 dev = ["pytest (>=6)", "pytest-cov", "pytest-timeout", "pytest-xdist"]
+discord = ["requests"]
 notebook = ["ipywidgets (>=6)"]
 slack = ["slack-sdk"]
 telegram = ["requests"]
@@ -1037,13 +1053,13 @@ types-urllib3 = "*"
 
 [[package]]
 name = "types-requests"
-version = "2.32.0.20240914"
+version = "2.32.0.20241016"
 description = "Typing stubs for requests"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "types-requests-2.32.0.20240914.tar.gz", hash = "sha256:2850e178db3919d9bf809e434eef65ba49d0e7e33ac92d588f4a5e295fffd405"},
-    {file = "types_requests-2.32.0.20240914-py3-none-any.whl", hash = "sha256:59c2f673eb55f32a99b2894faf6020e1a9f4a402ad0f192bfee0b64469054310"},
+    {file = "types-requests-2.32.0.20241016.tar.gz", hash = "sha256:0d9cad2f27515d0e3e3da7134a1b6f28fb97129d86b867f24d9c726452634d95"},
+    {file = "types_requests-2.32.0.20241016-py3-none-any.whl", hash = "sha256:4195d62d6d3e043a4eaaf08ff8a62184584d2e8684e9d2aa178c7915a7da3747"},
 ]
 
 [package.dependencies]
@@ -1205,4 +1221,4 @@ files = [
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8,<3.12"
-content-hash = "542e1f5014ae9e000ecee098909ebcf7e885e4fb494e59f3b9ed010b99fd0c17"
+content-hash = "9f8041928928d63741f346d963d9e89972d4769f27c1d360a71896dba95bd39e"
diff --git a/python/aibrix/pyproject.toml b/python/aibrix/pyproject.toml
index e19b4a3e..f31d8fb7 100644
--- a/python/aibrix/pyproject.toml
+++ b/python/aibrix/pyproject.toml
@@ -49,8 +49,8 @@ hf-transfer = "^0.1.8"
 
 
 [tool.poetry.group.dev.dependencies]
-mypy = "^1.11.1"
-ruff = "^0.6.1"
+mypy = "1.11.1"
+ruff = "0.6.1"
 pytest = "^8.3.2"
 
 [build-system]
@@ -59,3 +59,18 @@ build-backend = "poetry.core.masonry.api"
 
 [tool.mypy]
 ignore_missing_imports = true
+
+[tool.ruff.format]
+quote-style = "double"
+docstring-code-format = true
+
+[tool.ruff.lint]
+select = ["E4", "E7", "E9", "F", "I"]
+ignore = []
+
+# Allow fix for all enabled rules (when `--fix`) is provided.
+fixable = ["ALL"]
+unfixable = []
+
+# Allow unused variables when underscore-prefixed.
+dummy-variable-rgx = "^(_+|(_+[a-zA-Z0-9_]*[a-zA-Z0-9]+?))$"
diff --git a/python/aibrix/scripts/format.sh b/python/aibrix/scripts/format.sh
new file mode 100755
index 00000000..6469a4a6
--- /dev/null
+++ b/python/aibrix/scripts/format.sh
@@ -0,0 +1,68 @@
+#!/usr/bin/env bash
+# ruff linter and formatter, adapted from vLLM.
+#
+# Usage:
+#    # Do work and commit your work.
+
+#    # Format files that differ from origin/main.
+#    bash ./scripts/format.sh
+
+# Cause the script to exit if a single command fails
+set -eo pipefail
+
+# this stops git rev-parse from failing if we run this from the .git directory
+ROOT="$(git rev-parse --show-toplevel)/python/aibrix"
+builtin cd "$ROOT" || exit 1
+
+check_command() {
+    if ! command -v "$1" &> /dev/null; then
+        echo "$1 is not installed, please run \`poetry install --no-root --with dev\`"
+        exit 1
+    fi
+}
+
+check_command ruff
+check_command mypy
+
+# check versions
+RUFF_VERSION=$(ruff --version | awk '{print $2}')
+MYPY_VERSION=$(mypy --version | awk '{print $2}')
+
+# # params: tool name
+tool_version_from_pyproject() {
+    echo $(grep "$1 =" pyproject.toml | cut -d'=' -f2 | sed 's/^[" \t]*//;s/[" \t]*$//')
+}
+
+# # params: tool name, tool version, required version
+tool_version_check() {
+    if [[ "$2" != "$3" ]]; then
+        echo "❓❓Wrong $1 version installed: $3 is required, not $2."
+        exit 1
+    fi
+}
+
+tool_version_check "ruff" "$RUFF_VERSION" $(tool_version_from_pyproject "ruff")
+tool_version_check "mypy" "$MYPY_VERSION" $(tool_version_from_pyproject "mypy")
+
+# Run Ruff
+echo 'ruff (lint):'
+python -m ruff check . --fix
+echo 'ruff (format):'
+python -m ruff format .
+echo 'ruff: Done'
+
+# Run mypy
+echo 'mypy:'
+python -m mypy .
+echo 'mypy: Done'
+
+if ! git diff --quiet &>/dev/null; then
+    echo 
+    echo "🔍🔍There are files changed by the format checker or by you that are not added and committed:"
+    git --no-pager diff --name-only
+    echo "🔍🔍Format checker passed, but please add, commit and push all the files above to include changes made by the format checker."
+
+    exit 1
+else
+    echo "✨🎉 Format check passed! Congratulations! 🎉✨"
+fi
\ No newline at end of file
diff --git a/python/aibrix/tests/downloader/test_utils.py b/python/aibrix/tests/downloader/test_utils.py
index baf282ff..6fba0a10 100644
--- a/python/aibrix/tests/downloader/test_utils.py
+++ b/python/aibrix/tests/downloader/test_utils.py
@@ -14,10 +14,12 @@
 
 
 import os
-from pathlib import Path
 import tempfile
+from pathlib import Path
 from unittest import mock
 
+import pytest
+
 from aibrix import envs
 from aibrix.config import DOWNLOAD_CACHE_DIR
 from aibrix.downloader.utils import (
@@ -28,7 +30,6 @@
     need_to_download,
     save_meta_data,
 )
-import pytest
 
 
 def prepare_file_and_meta_data(file_path, meta_path, file_size, etag):
diff --git a/python/aibrix/tests/test_driver.py b/python/aibrix/tests/test_driver.py
index 3e80ca46..948f343a 100644
--- a/python/aibrix/tests/test_driver.py
+++ b/python/aibrix/tests/test_driver.py
@@ -12,10 +12,11 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-import json
 import asyncio
-from aibrix.batch.driver import BatchDriver
+import json
+
 from aibrix.batch.constant import EXPIRE_INTERVAL
+from aibrix.batch.driver import BatchDriver
 from aibrix.batch.job_manager import JobStatus