diff --git a/.github/scripts/cmake.sh b/.github/scripts/cmake.sh
index bc49c80a309..4217a9d24be 100755
--- a/.github/scripts/cmake.sh
+++ b/.github/scripts/cmake.sh
@@ -30,6 +30,10 @@ else
   JOBS=$(nproc)
 fi
 
+if [[ $OS_TYPE == linux ]]; then
+  export LD_LIBRARY_PATH="${CONDA_PREFIX}/lib:${LD_LIBRARY_PATH}"
+fi
+
 TORCH_PATH=$(python -c "import pathlib, torch; print(pathlib.Path(torch.__path__[0]))")
 if [[ $OS_TYPE == windows ]]; then
   PACKAGING_DIR="${PWD}/packaging"
diff --git a/.github/workflows/build-cmake.yml b/.github/workflows/build-cmake.yml
index 561b419297f..9cee3bfc26d 100644
--- a/.github/workflows/build-cmake.yml
+++ b/.github/workflows/build-cmake.yml
@@ -20,7 +20,7 @@ jobs:
             gpu-arch-type: cuda
             gpu-arch-version: "11.8"
       fail-fast: false
-    uses: pytorch/test-infra/.github/workflows/linux_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
     with:
       repository: pytorch/vision
       runner: ${{ matrix.runner }}
@@ -33,7 +33,6 @@ jobs:
         export PYTHON_VERSION=3.9
         export GPU_ARCH_TYPE=${{ matrix.gpu-arch-type }}
         export GPU_ARCH_VERSION=${{ matrix.gpu-arch-version }}
-
         ./.github/scripts/cmake.sh
 
   macos:
diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index 4899b81c956..f6ec4201da3 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -14,7 +14,7 @@ on:
 
 jobs:
   build:
-    uses: pytorch/test-infra/.github/workflows/linux_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
     with:
       repository: pytorch/vision
       upload-artifact: docs
@@ -77,11 +77,11 @@ jobs:
 
   upload:
     needs: build
-    if: github.repository == 'pytorch/vision' && github.event_name == 'push' && 
+    if: github.repository == 'pytorch/vision' && github.event_name == 'push' &&
         ((github.ref_type == 'branch' && github.ref_name == 'main') || github.ref_type == 'tag')
     permissions:
       contents: write
-    uses: pytorch/test-infra/.github/workflows/linux_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
     with:
       repository: pytorch/vision
       download-artifact: docs
diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml
index eac1c009eec..7e9943668cd 100644
--- a/.github/workflows/lint.yml
+++ b/.github/workflows/lint.yml
@@ -11,7 +11,7 @@ on:
 
 jobs:
   python-source-and-configs:
-    uses: pytorch/test-infra/.github/workflows/linux_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
     with:
       repository: pytorch/vision
       test-infra-ref: main
@@ -38,7 +38,7 @@ jobs:
         fi
 
   c-source:
-    uses: pytorch/test-infra/.github/workflows/linux_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
     with:
       repository: pytorch/vision
       test-infra-ref: main
@@ -65,7 +65,7 @@ jobs:
 
 
   python-types:
-    uses: pytorch/test-infra/.github/workflows/linux_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
     with:
       repository: pytorch/vision
       test-infra-ref: main
diff --git a/.github/workflows/prototype-tests-linux-gpu.yml b/.github/workflows/prototype-tests-linux-gpu.yml
index 7fbe77ca146..e1d6498761b 100644
--- a/.github/workflows/prototype-tests-linux-gpu.yml
+++ b/.github/workflows/prototype-tests-linux-gpu.yml
@@ -23,7 +23,7 @@ jobs:
             gpu-arch-type: cuda
             gpu-arch-version: "11.8"
       fail-fast: false
-    uses: pytorch/test-infra/.github/workflows/linux_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
     with:
       repository: pytorch/vision
       runner: ${{ matrix.runner }}
@@ -37,7 +37,7 @@ jobs:
         export GPU_ARCH_TYPE=${{ matrix.gpu-arch-type }}
         export GPU_ARCH_VERSION=${{ matrix.gpu-arch-version }}
         ./.github/scripts/setup-env.sh
-        
+
         # Prepare conda
         CONDA_PATH=$(which conda)
         eval "$(${CONDA_PATH} shell.bash hook)"
diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 6f03b0a59eb..b4a74733967 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -26,7 +26,7 @@ jobs:
             gpu-arch-type: cuda
             gpu-arch-version: "11.8"
       fail-fast: false
-    uses: pytorch/test-infra/.github/workflows/linux_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
     with:
       repository: pytorch/vision
       runner: ${{ matrix.runner }}
@@ -104,7 +104,7 @@ jobs:
         ./.github/scripts/unittest.sh
 
   onnx:
-    uses: pytorch/test-infra/.github/workflows/linux_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
     with:
       repository: pytorch/vision
       test-infra-ref: main
@@ -135,7 +135,7 @@ jobs:
         echo '::endgroup::'
 
   unittests-extended:
-    uses: pytorch/test-infra/.github/workflows/linux_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
     if: contains(github.event.pull_request.labels.*.name, 'run-extended')
     with:
       repository: pytorch/vision