diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml
index 9c1c91e8f..7977d599c 100644
--- a/.github/workflows/main.yml
+++ b/.github/workflows/main.yml
@@ -47,9 +47,14 @@ jobs:
       - uses: actions/checkout@v2
         with:
           fetch-depth: 0
-      - uses: actions/setup-python@v2
+      - uses: actions/setup-python@v3
         with:
           python-version: ${{ matrix.python-version }}
+          cache: 'pip'
+          cache-dependency-path: |
+            setup.py
+            requirements.txt
+            requirements-dev.txt
       - uses: ./.github/actions/install-main-dependencies
         with:
           os: ${{ matrix.os }}
@@ -118,9 +123,14 @@ jobs:
             python-version: '3.10'
     steps:
       - uses: actions/checkout@v2
-      - uses: actions/setup-python@v2
+      - uses: actions/setup-python@v3
         with:
           python-version: ${{ matrix.python-version }}
+          cache: 'pip'
+          cache-dependency-path: |
+            setup.py
+            requirements.txt
+            requirements-dev.txt
       - uses: ./.github/actions/install-main-dependencies
         with:
           os: ${{ matrix.os }}
@@ -180,9 +190,14 @@ jobs:
       - uses: actions/checkout@v2
         with:
           fetch-depth: 0
-      - uses: actions/setup-python@v2
+      - uses: actions/setup-python@v3
         with:
           python-version: ${{ matrix.python-version }}
+          cache: 'pip'
+          cache-dependency-path: |
+            setup.py
+            requirements.txt
+            requirements-dev.txt
       - uses: ./.github/actions/install-main-dependencies
         with:
           os: ${{ matrix.os }}
@@ -249,7 +264,7 @@ jobs:
         python-version: [3.7]
     steps:
       - uses: actions/checkout@v2
-      - uses: actions/setup-python@v2
+      - uses: actions/setup-python@v3
         with:
           python-version: ${{ matrix.python-version }}
       - uses: actions/download-artifact@v2