diff --git a/.github/workflows/merge_stage_test.yml b/.github/workflows/merge_stage_test.yml
index 46ced35075dd6f393a69be7fb8ded73620b32f5a..b465218ba1aa3bcb0ee6d96216974183eb6a52ff 100644
--- a/.github/workflows/merge_stage_test.yml
+++ b/.github/workflows/merge_stage_test.yml
@@ -73,6 +73,8 @@ jobs:
             torchvision: 0.12.0
           - torch: 1.12.0
             torchvision: 0.13.0
+          - torch: 1.13.0
+            torchvision: 0.14.0
     steps:
       - uses: actions/checkout@v2
       - name: Set up Python ${{ matrix.python-version }}
@@ -92,9 +94,11 @@ jobs:
           mim install 'mmcv>=2.0.0rc1'
       - name: Run unittests and generate coverage report
         run: |
-          coverage run --branch --source mmengine -m pytest tests/
-          coverage xml
-          coverage report -m
+          if [[ ${{ matrix.torch }} == "1.13.0" ]]; then
+            coverage run --branch --source mmengine -m pytest tests/  --ignore tests/test_dist
+          else
+            coverage run --branch --source mmengine -m pytest tests/
+          fi
       # Only upload coverage report for python3.7 && pytorch1.8.1 cpu
       - name: Upload coverage to Codecov
         if: ${{matrix.torch == '1.8.1' && matrix.python-version == '3.7'}}
@@ -125,7 +129,7 @@ jobs:
         with:
           python-version: ${{ matrix.python-version }}
       - name: Upgrade pip
-        run: python -m pip install pip --upgrade
+        run: pip install pip --upgrade
       - name: Fetch GPG keys
         run: |
           apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64/3bf863cc.pub
@@ -159,7 +163,7 @@ jobs:
         with:
           python-version: ${{ matrix.python-version }}
       - name: Upgrade pip
-        run: python -m pip install pip --upgrade
+        run: pip install pip --upgrade
       - name: Fetch GPG keys
         run: |
           apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64/3bf863cc.pub
@@ -173,9 +177,10 @@ jobs:
           pip install -r requirements/tests.txt
           pip install openmim
           mim install 'mmcv>=2.0.0rc1'
+      # Distributed related unit test may randomly error in PyTorch 1.13.0
       - name: Run unittests and generate coverage report
         run: |
-          coverage run --branch --source mmengine -m pytest tests/
+          coverage run --branch --source mmengine -m pytest tests/  --ignore tests/test_dist/
           coverage xml
           coverage report -m
 
@@ -192,6 +197,30 @@ jobs:
             torchvision: 0.9.1
           - torch: 1.13.0
             torchvision: 0.14.0
+    steps:
+      - uses: actions/checkout@v2
+      - name: Set up Python 3.7
+        uses: actions/setup-python@v2
+        with:
+          python-version: ${{ matrix.python-version }}
+      - name: Upgrade pip
+        run: pip install pip --upgrade
+      - name: Install PyTorch
+        run: pip install torch==${{ matrix.torch }} torchvision==${{ matrix.torchvision }}
+      - name: Build MMEngine from source
+        run: pip install -e . -v
+      - name: Install unit tests dependencies
+        run: |
+          pip install -r requirements/tests.txt
+          pip install openmim
+          mim install 'mmcv>=2.0.0rc1'
+      # Distributed-related unit tests may fail in macOS
+      # Skip testing setup_env since it does not work in the current CI environment # TODO
+      - name: Run unittests and generate coverage report
+        run: |
+          coverage run --branch --source mmengine -m pytest tests/  --ignore tests/test_dist/ --ignore tests/test_utils/test_dl_utils/test_setup_env.py
+          coverage xml
+          coverage report -m
 
   build_windows:
     runs-on: ${{ matrix.os }}
diff --git a/tests/test_utils/test_progressbar.py b/tests/test_utils/test_progressbar.py
index 04e7cb8457885afe2abae7693da08615e6703c78..701e23eeb36cc2f0f480a7a2017437a932b85c42 100644
--- a/tests/test_utils/test_progressbar.py
+++ b/tests/test_utils/test_progressbar.py
@@ -1,7 +1,9 @@
 # Copyright (c) OpenMMLab. All rights reserved.
 import os
+import platform
 import time
 from io import StringIO
+from unittest import skipIf
 from unittest.mock import patch
 
 import mmengine
@@ -39,6 +41,9 @@ class TestProgressBar:
         prog_bar.start()
         assert out.getvalue() == f'[{" " * bar_width}] 0/10, elapsed: 0s, ETA:'
 
+    @skipIf(
+        platform.system() != 'Linux',
+        reason='Only test `TestProgressBar.test_update` in Linux')
     def test_update(self):
         out = StringIO()
         bar_width = 20
@@ -57,6 +62,9 @@ class TestProgressBar:
         assert out.getvalue() == f'\r[{">" * 2 + " " * 18}] 1/10, 1.0 ' \
                                  'task/s, elapsed: 1s, ETA:     9s'
 
+    @skipIf(
+        platform.system() != 'Linux',
+        reason='Only test `TestProgressBar.test_adaptive_length` in Linux')
     def test_adaptive_length(self):
         with patch.dict('os.environ', {'COLUMNS': '80'}):
             out = StringIO()
@@ -83,6 +91,9 @@ def sleep_1s(num):
     return num
 
 
+@skipIf(
+    platform.system() != 'Linux',
+    reason='Only test `test_track_progress_list` in Linux')
 def test_track_progress_list():
     out = StringIO()
     ret = mmengine.track_progress(sleep_1s, [1, 2, 3], bar_width=3, file=out)
@@ -94,6 +105,9 @@ def test_track_progress_list():
     assert ret == [1, 2, 3]
 
 
+@skipIf(
+    platform.system() != 'Linux',
+    reason='Only test `test_track_progress_iterator` in Linux')
 def test_track_progress_iterator():
     out = StringIO()
     ret = mmengine.track_progress(
@@ -106,6 +120,9 @@ def test_track_progress_iterator():
     assert ret == [1, 2, 3]
 
 
+@skipIf(
+    platform.system() != 'Linux',
+    reason='Only test `test_track_iter_progress` in Linux')
 def test_track_iter_progress():
     out = StringIO()
     ret = []
@@ -119,6 +136,9 @@ def test_track_iter_progress():
     assert ret == [1, 2, 3]
 
 
+@skipIf(
+    platform.system() != 'Linux',
+    reason='Only test `test_track_enum_progress` in Linux')
 def test_track_enum_progress():
     out = StringIO()
     ret = []
@@ -136,6 +156,9 @@ def test_track_enum_progress():
     assert count == [0, 1, 2]
 
 
+@skipIf(
+    platform.system() != 'Linux',
+    reason='Only test `test_track_parallel_progress_list` in Linux')
 def test_track_parallel_progress_list():
     out = StringIO()
     results = mmengine.track_parallel_progress(
@@ -150,6 +173,9 @@ def test_track_parallel_progress_list():
     assert results == [1, 2, 3, 4]
 
 
+@skipIf(
+    platform.system() != 'Linux',
+    reason='Only test `test_track_parallel_progress_iterator` in Linux')
 def test_track_parallel_progress_iterator():
     out = StringIO()
     results = mmengine.track_parallel_progress(