diff --git a/.compatibility b/.compatibility
index 7ecced62469e..4f808740bc02 100644
--- a/.compatibility
+++ b/.compatibility
@@ -1,2 +1,3 @@
 2.1.0-12.1.0
 2.2.2-12.1.0
+2.3.0-12.1.0
diff --git a/.github/workflows/compatiblity_test_on_dispatch.yml b/.github/workflows/compatiblity_test_on_dispatch.yml
index 3eee564c29ea..1a458d7bbc96 100644
--- a/.github/workflows/compatiblity_test_on_dispatch.yml
+++ b/.github/workflows/compatiblity_test_on_dispatch.yml
@@ -55,41 +55,27 @@ jobs:
     steps:
       - name: Install dependencies
         run: |
-          pip install -U pip setuptools==68.2.2 wheel --user
-      - uses: actions/checkout@v2
-        with:
-          repository: hpcaitech/TensorNVMe
-          ssh-key: ${{ secrets.SSH_KEY_FOR_CI }}
-          path: TensorNVMe
-      - name: Install tensornvme
-        run: |
-          cd TensorNVMe
           apt update && apt install -y cmake
-          pip install -r requirements.txt
-          DISABLE_URING=1 pip install -v .
+          pip install -U pip setuptools==68.2.2 wheel --user
+
       - uses: actions/checkout@v2
         with:
           ssh-key: ${{ secrets.SSH_KEY_FOR_CI }}
-      - name: Download cub for CUDA 10.2
-        run: |
-          CUDA_VERSION=$(nvcc -V | awk -F ',| ' '/release/{print $6}')
 
-          # check if it is CUDA 10.2
-          # download cub
-          if [ "$CUDA_VERSION" = "10.2" ]; then
-            wget https://github.com/NVIDIA/cub/archive/refs/tags/1.8.0.zip
-            unzip 1.8.0.zip
-            cp -r cub-1.8.0/cub/ colossalai/kernel/cuda_native/csrc/kernels/include/
-          fi
       - name: Install Colossal-AI
         run: |
           BUILD_EXT=1 pip install -v .
-          pip install -r requirements/requirements-test.txt
+          pip install --no-cache-dir -r requirements/requirements-test.txt
+
+      - name: Install tensornvme
+        run: |
+          DISABLE_URING=1 pip install -v git+https://github.com/hpcaitech/TensorNVMe.git
+
       - name: Unit Testing
         run: |
           PYTHONPATH=$PWD pytest --durations=0 tests
         env:
           DATA: /data/scratch/cifar-10
-          LD_LIBRARY_PATH: /github/home/.tensornvme/lib:/usr/local/nvidia/lib:/usr/local/nvidia/lib64
+          LD_LIBRARY_PATH: /github/home/.tensornvme/lib
           LLAMA_PATH: /data/scratch/llama-tiny
           MOE_TENSOR_PATH: /data/scratch/moe_tensors
diff --git a/.github/workflows/compatiblity_test_on_pr.yml b/.github/workflows/compatiblity_test_on_pr.yml
index b418c843e7f6..770f4b933156 100644
--- a/.github/workflows/compatiblity_test_on_pr.yml
+++ b/.github/workflows/compatiblity_test_on_pr.yml
@@ -49,42 +49,27 @@ jobs:
     steps:
       - name: Install dependencies
         run: |
-          pip install -U pip setuptools==68.2.2 wheel --user
-      - uses: actions/checkout@v2
-        with:
-          repository: hpcaitech/TensorNVMe
-          ssh-key: ${{ secrets.SSH_KEY_FOR_CI }}
-          path: TensorNVMe
-      - name: Install tensornvme
-        run: |
-          cd TensorNVMe
           apt update && apt install -y cmake
-          pip install -r requirements.txt
-          DISABLE_URING=1 pip install -v .
+          pip install -U pip setuptools==68.2.2 wheel --user
+
       - uses: actions/checkout@v2
         with:
           ssh-key: ${{ secrets.SSH_KEY_FOR_CI }}
-      - name: Download cub for CUDA 10.2
-        run: |
-          CUDA_VERSION=$(nvcc -V | awk -F ',| ' '/release/{print $6}')
-
-          # check if it is CUDA 10.2
-          # download cub
-          if [ "$CUDA_VERSION" = "10.2" ]; then
-            wget https://github.com/NVIDIA/cub/archive/refs/tags/1.8.0.zip
-            unzip 1.8.0.zip
-            cp -r cub-1.8.0/cub/ colossalai/kernel/cuda_native/csrc/kernels/include/
-          fi
 
       - name: Install Colossal-AI
         run: |
           BUILD_EXT=1 pip install -v .
-          pip install -r requirements/requirements-test.txt
+          pip install --no-cache-dir -r requirements/requirements-test.txt
+
+      - name: Install tensornvme
+        run: |
+          DISABLE_URING=1 pip install -v git+https://github.com/hpcaitech/TensorNVMe.git
+
       - name: Unit Testing
         run: |
           PYTHONPATH=$PWD pytest --durations=0 tests
         env:
           DATA: /data/scratch/cifar-10
-          LD_LIBRARY_PATH: /github/home/.tensornvme/lib:/usr/local/nvidia/lib:/usr/local/nvidia/lib64
+          LD_LIBRARY_PATH: /github/home/.tensornvme/lib
           LLAMA_PATH: /data/scratch/llama-tiny
           MOE_TENSOR_PATH: /data/scratch/moe_tensors
diff --git a/.github/workflows/compatiblity_test_on_schedule.yml b/.github/workflows/compatiblity_test_on_schedule.yml
index 8d98e775c828..c6455604f070 100644
--- a/.github/workflows/compatiblity_test_on_schedule.yml
+++ b/.github/workflows/compatiblity_test_on_schedule.yml
@@ -43,47 +43,28 @@ jobs:
     steps:
       - name: Install dependencies
         run: |
+          apt update && apt install -y cmake
           pip install -U pip setuptools==68.2.2 wheel --user
 
-      - uses: actions/checkout@v2
-        with:
-          repository: hpcaitech/TensorNVMe
-          ssh-key: ${{ secrets.SSH_KEY_FOR_CI }}
-          path: TensorNVMe
-
-      - name: Install tensornvme
-        run: |
-          cd TensorNVMe
-          apt update && apt install -y cmake
-          pip install -r requirements.txt
-          DISABLE_URING=1 pip install -v .
       - uses: actions/checkout@v2
         with:
           ssh-key: ${{ secrets.SSH_KEY_FOR_CI }}
 
-      - name: Download cub for CUDA 10.2
-        run: |
-          CUDA_VERSION=$(nvcc -V | awk -F ',| ' '/release/{print $6}')
-
-          # check if it is CUDA 10.2
-          # download cub
-          if [ "$CUDA_VERSION" = "10.2" ]; then
-            wget https://github.com/NVIDIA/cub/archive/refs/tags/1.8.0.zip
-            unzip 1.8.0.zip
-            cp -r cub-1.8.0/cub/ colossalai/kernel/cuda_native/csrc/kernels/include/
-          fi
-
       - name: Install Colossal-AI
         run: |
           BUILD_EXT=1 pip install -v .
-          pip install -r requirements/requirements-test.txt
+          pip install --no-cache-dir -r requirements/requirements-test.txt
+
+      - name: Install tensornvme
+        run: |
+          DISABLE_URING=1 pip install -v git+https://github.com/hpcaitech/TensorNVMe.git
 
       - name: Unit Testing
         run: |
           PYTHONPATH=$PWD pytest --durations=0 tests
         env:
           DATA: /data/scratch/cifar-10
-          LD_LIBRARY_PATH: /github/home/.tensornvme/lib:/usr/local/nvidia/lib:/usr/local/nvidia/lib64
+          LD_LIBRARY_PATH: /github/home/.tensornvme/lib
           LLAMA_PATH: /data/scratch/llama-tiny
           MOE_TENSOR_PATH: /data/scratch/moe_tensors
 
diff --git a/requirements/requirements.txt b/requirements/requirements.txt
index 27bbc3769448..a01445200676 100644
--- a/requirements/requirements.txt
+++ b/requirements/requirements.txt
@@ -8,7 +8,7 @@ click
 fabric
 contexttimer
 ninja
-torch>=2.1.0,<2.3.0
+torch>=2.1.0,<=2.3.0
 safetensors
 einops
 pydantic