diff --git a/.github/workflows/documentation.yml b/.github/workflows/documentation.yml
index 2293924..3ad7c7c 100644
--- a/.github/workflows/documentation.yml
+++ b/.github/workflows/documentation.yml
@@ -21,7 +21,7 @@ jobs:
 
       - uses: actions/setup-python@v4
         with:
-          python-version: '3.11'
+          python-version: '3.12'
 
       - uses: tlylt/install-graphviz@v1
 
@@ -57,7 +57,7 @@ jobs:
           CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
 
       - name: Install
-        run: python setup.py install
+        run: python -m pip install -e . -v
 
       - name: Copy license, changelogs
         run: |
diff --git a/.github/workflows/wheels-any.yml b/.github/workflows/wheels-any.yml
index e44b100..4bf89c7 100644
--- a/.github/workflows/wheels-any.yml
+++ b/.github/workflows/wheels-any.yml
@@ -19,7 +19,7 @@ jobs:
 
       - uses: actions/setup-python@v4
         with:
-          python-version: '3.11'
+          python-version: '3.12'
 
       - name: build wheel
         run: python -m pip wheel .
diff --git a/CHANGELOGS.rst b/CHANGELOGS.rst
index 31056a9..8a91bbe 100644
--- a/CHANGELOGS.rst
+++ b/CHANGELOGS.rst
@@ -4,6 +4,7 @@ Change Logs
 0.3.1
 +++++
 
+* :pr:`100`: updates requirements, add 3.12
 * :pr:`96`: supports local functions in translator
 * :pr:`95`: improves translation to GraphBuilder
 
diff --git a/_doc/conf.py b/_doc/conf.py
index b6c1c4a..eaf8eb1 100644
--- a/_doc/conf.py
+++ b/_doc/conf.py
@@ -121,7 +121,7 @@
     "inner API": "https://onnx.ai/onnx/intro/python.html",
     "JIT": "https://en.wikipedia.org/wiki/Just-in-time_compilation",
     "onnx": "https://onnx.ai/onnx/",
-    "onnx-graphsurgeon": "https://docs.nvidia.com/deeplearning/tensorrt/onnx-graphsurgeon/docs/index.html",
+    "onnx-graphsurgeon": "https://github.com/NVIDIA/TensorRT/tree/main/tools/onnx-graphsurgeon",
     "onnx.helper": "https://onnx.ai/onnx/api/helper.html",
     "ONNX": "https://onnx.ai/",
     "ONNX Operators": "https://onnx.ai/onnx/operators/",
diff --git a/azure-pipelines.yml b/azure-pipelines.yml
index b795a0c..e9b3859 100644
--- a/azure-pipelines.yml
+++ b/azure-pipelines.yml
@@ -51,8 +51,8 @@ jobs:
     vmImage: 'ubuntu-latest'
   strategy:
     matrix:
-      Python311-Linux:
-        python.version: '3.11'
+      Python312-Linux:
+        python.version: '3.12'
     maxParallel: 3
 
   steps:
@@ -155,8 +155,8 @@ jobs:
     vmImage: 'ubuntu-latest'
   strategy:
     matrix:
-      Python311-Linux:
-        python.version: '3.11'
+      Python312-Linux:
+        python.version: '3.12'
     maxParallel: 3
 
   steps:
@@ -208,8 +208,8 @@ jobs:
     vmImage: 'windows-latest'
   strategy:
     matrix:
-      Python311-Windows:
-        python.version: '3.11'
+      Python312-Windows:
+        python.version: '3.12'
     maxParallel: 3
 
   steps:
diff --git a/requirements-dev.txt b/requirements-dev.txt
index 5e262e3..de339f5 100644
--- a/requirements-dev.txt
+++ b/requirements-dev.txt
@@ -1,3 +1,5 @@
+array_api_compat
+array_api_strict
 autopep8
 black
 coverage
diff --git a/requirements.txt b/requirements.txt
index 5cb31f3..4396e32 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,5 +1,3 @@
-array_api_compat
-array_api_strict
 numpy
 onnx>=1.15.0
 scipy
diff --git a/setup.py b/setup.py
index 69b5b9e..b4cced8 100644
--- a/setup.py
+++ b/setup.py
@@ -62,9 +62,10 @@
         "Operating System :: Unix",
         "Operating System :: MacOS",
         "Programming Language :: Python :: 3",
-        "Programming Language :: Python :: 3.8",
         "Programming Language :: Python :: 3.9",
         "Programming Language :: Python :: 3.10",
         "Programming Language :: Python :: 3.11",
+        "Programming Language :: Python :: 3.12",
+        "Programming Language :: Python :: 3.13",
     ],
 )