diff --git a/.ci/scripts/test_model_e2e.sh b/.ci/scripts/test_model_e2e.sh
index e1ba976b0cc..6ff3d633e55 100755
--- a/.ci/scripts/test_model_e2e.sh
+++ b/.ci/scripts/test_model_e2e.sh
@@ -284,7 +284,7 @@ elif [[ "$MODEL_NAME" == *whisper* ]] || [ "$MODEL_NAME" = "voxtral_realtime" ];
     fi
   fi
   pip install datasets soundfile
-  pip install torchcodec==0.11.0 --extra-index-url https://download.pytorch.org/whl/test/cpu
+  pip install torchcodec==0.13.0 --index-url https://download.pytorch.org/whl/cpu
   python -c "from datasets import load_dataset;import soundfile as sf;sample = load_dataset('distil-whisper/librispeech_long', 'clean', split='validation')[0]['audio'];sf.write('${MODEL_DIR}/$AUDIO_FILE', sample['array'][:sample['sampling_rate']*30], sample['sampling_rate'])"
 fi
 
diff --git a/.ci/scripts/test_wheel_package_qnn.sh b/.ci/scripts/test_wheel_package_qnn.sh
index 763bd8733c1..72e7123da07 100644
--- a/.ci/scripts/test_wheel_package_qnn.sh
+++ b/.ci/scripts/test_wheel_package_qnn.sh
@@ -167,8 +167,8 @@ PY
 # )
   echo "=== [$LABEL] Install torch==${TORCH_VERSION} ==="
 
-  # Install torch based on the pinned PyTorch version, preferring the PyTorch test index
-  "$PIPBIN" install torch=="${TORCH_VERSION}" --extra-index-url "https://download.pytorch.org/whl/test"
+  # Install torch based on the pinned PyTorch version.
+  "$PIPBIN" install --no-cache-dir torch=="${TORCH_VERSION}" --index-url "https://download.pytorch.org/whl/cpu"
   "$PIPBIN" install wheel
 
   # Install torchao based on the pinned commit from third-party/ao submodule
diff --git a/.github/workflows/_android.yml b/.github/workflows/_android.yml
index 6f152607d7c..5dbbe9b8285 100644
--- a/.github/workflows/_android.yml
+++ b/.github/workflows/_android.yml
@@ -70,7 +70,7 @@ jobs:
       API_LEVEL: 34
     steps:
       - name: Setup SSH (Click me for login details)
-        uses: pytorch/test-infra/.github/actions/setup-ssh@main
+        uses: pytorch/test-infra/.github/actions/setup-ssh@release/2.12
         with:
           github-secret: ${{ secrets.GITHUB_TOKEN }}
           instructions: |
diff --git a/.github/workflows/_link_check.yml b/.github/workflows/_link_check.yml
index 2d55ff62ea1..d500c7f0806 100644
--- a/.github/workflows/_link_check.yml
+++ b/.github/workflows/_link_check.yml
@@ -15,14 +15,8 @@ jobs:
     steps:
       - uses: actions/checkout@v4
         with:
+          fetch-depth: 0
           ref: ${{ inputs.ref }}
-      - name: Fetch base ref
-        run: |
-          if [ "${{ github.event_name }}" = "pull_request" ]; then
-            git fetch --no-tags --depth=1 origin "${{ github.event.pull_request.base.sha }}"
-          else
-            git fetch --no-tags --depth=1 origin "${{ github.event.before }}"
-          fi
       - name: Lint URLs
         run: |
           ./scripts/lint_urls.sh $(
@@ -48,14 +42,8 @@ jobs:
     steps:
       - uses: actions/checkout@v4
         with:
+          fetch-depth: 0
           ref: ${{ inputs.ref }}
-      - name: Fetch base ref
-        run: |
-          if [ "${{ github.event_name }}" = "pull_request" ]; then
-            git fetch --no-tags --depth=1 origin "${{ github.event.pull_request.base.sha }}"
-          else
-            git fetch --no-tags --depth=1 origin "${{ github.event.before }}"
-          fi
       - name: Lint cross-references
         run: |
           ./scripts/lint_xrefs.sh $(
@@ -81,14 +69,8 @@ jobs:
     steps:
       - uses: actions/checkout@v4
         with:
+          fetch-depth: 0
           ref: ${{ inputs.ref }}
-      - name: Fetch base ref
-        run: |
-          if [ "${{ github.event_name }}" = "pull_request" ]; then
-            git fetch --no-tags --depth=1 origin "${{ github.event.pull_request.base.sha }}"
-          else
-            git fetch --no-tags --depth=1 origin "${{ github.event.before }}"
-          fi
       - name: Lint file sizes
         run: |
           chmod +x ./scripts/lint_file_size.sh
diff --git a/.github/workflows/_test_backend.yml b/.github/workflows/_test_backend.yml
index 6323c007f4a..1cd4cd30a00 100644
--- a/.github/workflows/_test_backend.yml
+++ b/.github/workflows/_test_backend.yml
@@ -51,7 +51,7 @@ jobs:
         flow: ${{ fromJSON(inputs.flows) }}
         suite: [models, operators]
 
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     with:
       ref: ${{ inputs.ref }}
       runner: ${{ inputs.runner-linux }}
@@ -127,7 +127,7 @@ jobs:
         flow: ${{ fromJSON(inputs.flows) }}
         suite: [models, operators]
 
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.12
     with:
       default-packages: ""
       ref: ${{ inputs.ref }}
diff --git a/.github/workflows/_test_cadence.yml b/.github/workflows/_test_cadence.yml
index 2e98d21db1c..6873bf04c3d 100644
--- a/.github/workflows/_test_cadence.yml
+++ b/.github/workflows/_test_cadence.yml
@@ -30,7 +30,7 @@ on:
 
 jobs:
   test-aot:
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     with:
       job-name: test-aot
       runner: ${{ inputs.runner }}
@@ -50,7 +50,7 @@ jobs:
         python -m pytest backends/cadence/aot/tests/ -v -n auto --reruns 2 --reruns-delay 1
 
   test-ops:
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     with:
       job-name: test-ops
       runner: ${{ inputs.runner }}
diff --git a/.github/workflows/_test_cortex_m_e2e.yml b/.github/workflows/_test_cortex_m_e2e.yml
index 6b0398ca998..829a3ad0b02 100644
--- a/.github/workflows/_test_cortex_m_e2e.yml
+++ b/.github/workflows/_test_cortex_m_e2e.yml
@@ -19,7 +19,7 @@ on:
 
 jobs:
   run:
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     strategy:
       matrix:
         model: ${{ fromJSON(inputs.models) }}
diff --git a/.github/workflows/_test_riscv.yml b/.github/workflows/_test_riscv.yml
index da19dfc9bda..392f802c07c 100644
--- a/.github/workflows/_test_riscv.yml
+++ b/.github/workflows/_test_riscv.yml
@@ -38,7 +38,7 @@ on:
 
 jobs:
   run:
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     with:
       runner: linux.2xlarge
       docker-image: ${{ inputs.docker-image || 'ci-image:executorch-ubuntu-22.04-gcc11' }}
diff --git a/.github/workflows/_unittest.yml b/.github/workflows/_unittest.yml
index 15c87bd79e4..7aef9c709ce 100644
--- a/.github/workflows/_unittest.yml
+++ b/.github/workflows/_unittest.yml
@@ -27,7 +27,7 @@ on:
 
 jobs:
   linux:
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -42,7 +42,7 @@ jobs:
         .ci/scripts/unittest-linux.sh --build-tool "${{ inputs.build-tool }}" --build-mode "${{ inputs.build-mode }}" --editable "${{ inputs.editable }}"
 
   macos:
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.12
     with:
       default-packages: ""
       runner: macos-m1-stable
@@ -57,7 +57,7 @@ jobs:
 
   windows:
     if: ${{ inputs.build-tool == 'cmake' }}
-    uses: pytorch/test-infra/.github/workflows/windows_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/windows_job.yml@release/2.12
     with:
       ref: ${{ github.event_name == 'pull_request' && github.event.pull_request.head.sha || github.sha }}
       timeout: 120
diff --git a/.github/workflows/android-release-artifacts.yml b/.github/workflows/android-release-artifacts.yml
index 0cf179109ed..df300300952 100644
--- a/.github/workflows/android-release-artifacts.yml
+++ b/.github/workflows/android-release-artifacts.yml
@@ -73,7 +73,7 @@ jobs:
     name: build-aar
     needs: check-if-aar-exists
     if: ${{ !github.event.pull_request.head.repo.fork && needs.check-if-aar-exists.outputs.should-skip != 'true' }}
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     secrets: inherit
     permissions:
       id-token: write
diff --git a/.github/workflows/apple.yml b/.github/workflows/apple.yml
index 3c2692e2de7..0927ed5c007 100644
--- a/.github/workflows/apple.yml
+++ b/.github/workflows/apple.yml
@@ -85,7 +85,7 @@ jobs:
     name: build-demo-ios
     # NB: Don't run this on fork PRs because they won't have access to the secret and would fail anyway
     if: ${{ !github.event.pull_request.head.repo.fork }}
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.12
     secrets: inherit
     with:
       default-packages: ""
@@ -156,7 +156,7 @@ jobs:
     permissions:
       id-token: write
       contents: read
-    uses: pytorch/test-infra/.github/workflows/mobile_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/mobile_job.yml@release/2.12
     with:
       device-type: ios
       # For iOS testing, the runner just needs to call AWS Device Farm, so there is no need to run this on macOS
@@ -175,7 +175,7 @@ jobs:
   build-frameworks-ios:
     name: build-frameworks-ios
     needs: set-version
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.12
     with:
       default-packages: ""
       runner: macos-14-xlarge
@@ -315,7 +315,7 @@ jobs:
     name: build-benchmark-app
     # NB: Don't run this on fork PRs because they won't have access to the secret and would fail anyway
     if: ${{ !github.event.pull_request.head.repo.fork }}
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.12
     secrets: inherit
     with:
       default-packages: ""
diff --git a/.github/workflows/build-cadence-runner.yml b/.github/workflows/build-cadence-runner.yml
index 6f99958616f..5a17215fa07 100644
--- a/.github/workflows/build-cadence-runner.yml
+++ b/.github/workflows/build-cadence-runner.yml
@@ -18,7 +18,7 @@ concurrency:
 
 jobs:
   cpu-build:
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
diff --git a/.github/workflows/build-presets.yml b/.github/workflows/build-presets.yml
index 37854aed174..1220634f0fd 100644
--- a/.github/workflows/build-presets.yml
+++ b/.github/workflows/build-presets.yml
@@ -14,7 +14,7 @@ concurrency:
 
 jobs:
   apple:
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.12
     strategy:
       fail-fast: false
       matrix:
@@ -34,7 +34,7 @@ jobs:
         ${CONDA_RUN} cmake --build cmake-out -j$(( $(sysctl -n hw.ncpu) - 1 ))
 
   zephyr:
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     strategy:
       fail-fast: false
       matrix:
@@ -73,7 +73,7 @@ jobs:
         cmake --preset ${{ matrix.preset }}
         cmake --build cmake-out -j$(( $(nproc) - 1 ))
   linux:
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     strategy:
       fail-fast: false
       matrix:
@@ -106,7 +106,7 @@ jobs:
         cmake --build cmake-out -j$(( $(nproc) - 1 ))
 
   windows:
-    uses: pytorch/test-infra/.github/workflows/windows_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/windows_job.yml@release/2.12
     strategy:
       fail-fast: false
       matrix:
diff --git a/.github/workflows/build-wheels-aarch64-linux.yml b/.github/workflows/build-wheels-aarch64-linux.yml
index b5eb14f076a..d3159752e97 100644
--- a/.github/workflows/build-wheels-aarch64-linux.yml
+++ b/.github/workflows/build-wheels-aarch64-linux.yml
@@ -22,12 +22,12 @@ on:
 
 jobs:
   generate-matrix:
-    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@main
+    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@release/2.12
     with:
       package-type: wheel
       os: linux-aarch64
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.12
       with-cuda: disabled
       with-rocm: disabled
       python-versions: '["3.10", "3.11", "3.12", "3.13"]'
@@ -47,12 +47,12 @@ jobs:
             smoke-test-script: .ci/scripts/wheel/test_linux_aarch64.py
             package-name: executorch
     name: ${{ matrix.repository }}
-    uses: pytorch/test-infra/.github/workflows/build_wheels_linux.yml@main
+    uses: pytorch/test-infra/.github/workflows/build_wheels_linux.yml@release/2.12
     with:
       repository: ${{ matrix.repository }}
       ref: ""
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.12
       build-matrix: ${{ needs.generate-matrix.outputs.matrix }}
       submodules: recursive
       env-var-script: .ci/scripts/wheel/envvar_linux.sh
diff --git a/.github/workflows/build-wheels-linux.yml b/.github/workflows/build-wheels-linux.yml
index a4c737e3ce3..51774a78ae3 100644
--- a/.github/workflows/build-wheels-linux.yml
+++ b/.github/workflows/build-wheels-linux.yml
@@ -22,12 +22,12 @@ on:
 
 jobs:
   generate-matrix:
-    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@main
+    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@release/2.12
     with:
       package-type: wheel
       os: linux
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.12
       with-cuda: disabled
       with-rocm: disabled
       python-versions: '["3.10", "3.11", "3.12", "3.13"]'
@@ -47,12 +47,12 @@ jobs:
             smoke-test-script: .ci/scripts/wheel/test_linux.py
             package-name: executorch
     name: ${{ matrix.repository }}
-    uses: pytorch/test-infra/.github/workflows/build_wheels_linux.yml@main
+    uses: pytorch/test-infra/.github/workflows/build_wheels_linux.yml@release/2.12
     with:
       repository: ${{ matrix.repository }}
       ref: ""
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.12
       build-matrix: ${{ needs.generate-matrix.outputs.matrix }}
       submodules: recursive
       env-var-script: .ci/scripts/wheel/envvar_linux.sh
diff --git a/.github/workflows/build-wheels-macos.yml b/.github/workflows/build-wheels-macos.yml
index 06603ed42e3..71474f345d7 100644
--- a/.github/workflows/build-wheels-macos.yml
+++ b/.github/workflows/build-wheels-macos.yml
@@ -22,12 +22,12 @@ on:
 
 jobs:
   generate-matrix:
-    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@main
+    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@release/2.12
     with:
       package-type: wheel
       os: macos-arm64
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.12
       with-cuda: disabled
       with-rocm: disabled
       python-versions: '["3.10", "3.11", "3.12", "3.13"]'
@@ -47,12 +47,12 @@ jobs:
             smoke-test-script: .ci/scripts/wheel/test_macos.py
             package-name: executorch
     name: ${{ matrix.repository }}
-    uses: pytorch/test-infra/.github/workflows/build_wheels_macos.yml@main
+    uses: pytorch/test-infra/.github/workflows/build_wheels_macos.yml@release/2.12
     with:
       repository: ${{ matrix.repository }}
       ref: ""
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.12
       build-matrix: ${{ needs.generate-matrix.outputs.matrix }}
       submodules: recursive
       delocate-wheel: false
diff --git a/.github/workflows/build-wheels-windows.yml b/.github/workflows/build-wheels-windows.yml
index 6d986c82592..1aaff8e4a34 100644
--- a/.github/workflows/build-wheels-windows.yml
+++ b/.github/workflows/build-wheels-windows.yml
@@ -25,12 +25,12 @@ permissions:
 
 jobs:
   generate-matrix:
-    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@main
+    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@release/2.12
     with:
       package-type: wheel
       os: windows
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.12
       with-cuda: disabled
       with-rocm: disabled
       python-versions: '["3.10", "3.11", "3.12", "3.13"]'
@@ -48,12 +48,12 @@ jobs:
             smoke-test-script: .ci/scripts/wheel/test_windows.py
             package-name: executorch
     name: ${{ matrix.repository }}
-    uses: pytorch/test-infra/.github/workflows/build_wheels_windows.yml@main
+    uses: pytorch/test-infra/.github/workflows/build_wheels_windows.yml@release/2.12
     with:
       repository: ${{ matrix.repository }}
       ref: ""
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.12
       build-matrix: ${{ needs.generate-matrix.outputs.matrix }}
       pre-script: ${{ matrix.pre-script }}
       env-script: ${{ matrix.env-script }}
diff --git a/.github/workflows/claude-code.yml b/.github/workflows/claude-code.yml
index ae241c8e754..f75307492ca 100644
--- a/.github/workflows/claude-code.yml
+++ b/.github/workflows/claude-code.yml
@@ -8,7 +8,7 @@ on:
 
 jobs:
   claude-code:
-    uses: pytorch/test-infra/.github/workflows/_claude-code.yml@main
+    uses: pytorch/test-infra/.github/workflows/_claude-code.yml@release/2.12
     with:
       setup_script: |
         pip install lintrunner==0.12.7 lintrunner-adapters==0.14.0
diff --git a/.github/workflows/cuda-perf.yml b/.github/workflows/cuda-perf.yml
index ada2fb9e696..e154ff3ab3a 100644
--- a/.github/workflows/cuda-perf.yml
+++ b/.github/workflows/cuda-perf.yml
@@ -97,7 +97,7 @@ jobs:
   export-models:
     name: export-models
     needs: set-parameters
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -148,7 +148,7 @@ jobs:
       - set-parameters
       - export-models
     if: always()
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -414,7 +414,7 @@ jobs:
           echo "::endgroup::"
 
       - name: Upload benchmark results to dashboard
-        uses: pytorch/test-infra/.github/actions/upload-benchmark-results@main
+        uses: pytorch/test-infra/.github/actions/upload-benchmark-results@release/2.12
         with:
           benchmark-results-dir: benchmark-results/v3
           dry-run: false
diff --git a/.github/workflows/cuda-windows.yml b/.github/workflows/cuda-windows.yml
index aae27121bd0..98a88df85e2 100644
--- a/.github/workflows/cuda-windows.yml
+++ b/.github/workflows/cuda-windows.yml
@@ -27,7 +27,7 @@ jobs:
     name: export-model-cuda-windows-artifact
     # Skip this job if the pull request is from a fork (HuggingFace secrets are not available)
     if: github.event.pull_request.head.repo.full_name == github.repository || github.event_name != 'pull_request'
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -115,7 +115,7 @@ jobs:
   test-model-cuda-windows-e2e:
     name: test-model-cuda-windows-e2e
     needs: export-model-cuda-windows-artifact
-    uses: pytorch/test-infra/.github/workflows/windows_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/windows_job.yml@release/2.12
     strategy:
       fail-fast: false
       matrix:
diff --git a/.github/workflows/cuda.yml b/.github/workflows/cuda.yml
index f19b937994f..1c43ca163b3 100644
--- a/.github/workflows/cuda.yml
+++ b/.github/workflows/cuda.yml
@@ -34,7 +34,7 @@ jobs:
         cuda-version: ["12.6", "13.0"]
 
     name: test-executorch-cuda-build-${{ matrix.cuda-version }}
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -71,7 +71,7 @@ jobs:
 
   test-models-cuda:
     name: test-models-cuda
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -106,7 +106,7 @@ jobs:
 
   unittest-cuda:
     name: unittest-cuda
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -156,7 +156,7 @@ jobs:
     name: export-model-cuda-artifact
     # Skip this job if the pull request is from a fork (HuggingFace secrets are not available)
     if: github.event.pull_request.head.repo.full_name == github.repository || github.event_name != 'pull_request'
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -301,7 +301,7 @@ jobs:
   test-model-cuda-e2e:
     name: test-model-cuda-e2e
     needs: export-model-cuda-artifact
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -419,7 +419,7 @@ jobs:
     name: test-cuda-pybind
     needs: export-model-cuda-artifact
     # This job downloads models exported by export-model-cuda-artifact and runs them using pybind.
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
diff --git a/.github/workflows/doc-build.yml b/.github/workflows/doc-build.yml
index e27efcd1f08..aac5a8baa99 100644
--- a/.github/workflows/doc-build.yml
+++ b/.github/workflows/doc-build.yml
@@ -19,7 +19,7 @@ concurrency:
 
 jobs:
   build:
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -98,7 +98,7 @@ jobs:
     permissions:
       id-token: write
       contents: write
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     secrets: inherit
     with:
       secrets-env: DOC_BUILD_GITHUB_TOKEN
diff --git a/.github/workflows/docker-builds.yml b/.github/workflows/docker-builds.yml
index b77e5497f79..c9805b5e480 100644
--- a/.github/workflows/docker-builds.yml
+++ b/.github/workflows/docker-builds.yml
@@ -66,7 +66,7 @@ jobs:
           mkdir "${GITHUB_WORKSPACE}"
 
       - name: Setup SSH (Click me for login details)
-        uses: pytorch/test-infra/.github/actions/setup-ssh@main
+        uses: pytorch/test-infra/.github/actions/setup-ssh@release/2.12
         with:
           github-secret: ${{ secrets.GITHUB_TOKEN }}
 
@@ -74,12 +74,12 @@ jobs:
         uses: actions/checkout@v3
 
       - name: Setup Linux
-        uses: pytorch/test-infra/.github/actions/setup-linux@main
+        uses: pytorch/test-infra/.github/actions/setup-linux@release/2.12
 
       - name: Build docker image
         id: build-docker-image
         timeout-minutes: 145
-        uses: pytorch/test-infra/.github/actions/calculate-docker-image@main
+        uses: pytorch/test-infra/.github/actions/calculate-docker-image@release/2.12
         with:
           docker-image-name: ci-image:${{ matrix.docker-image-name }}
           always-rebuild: true
@@ -87,5 +87,5 @@ jobs:
           force-push: true
 
       - name: Teardown Linux
-        uses: pytorch/test-infra/.github/actions/teardown-linux@main
+        uses: pytorch/test-infra/.github/actions/teardown-linux@release/2.12
         if: always()
diff --git a/.github/workflows/metal.yml b/.github/workflows/metal.yml
index 7230f6660e6..f0dafe0a87a 100644
--- a/.github/workflows/metal.yml
+++ b/.github/workflows/metal.yml
@@ -23,7 +23,7 @@ concurrency:
 jobs:
   test-metal-builds:
     name: test-executorch-metal-build
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.12
     with:
       default-packages: ""
       runner: macos-m2-stable
@@ -40,7 +40,7 @@ jobs:
 
   test-metal-modules:
     name: test-metal-backend-modules
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.12
     with:
       default-packages: ""
       runner: macos-m2-stable
@@ -65,7 +65,7 @@ jobs:
 
   test-metal-qwen35-moe-tiny:
     name: test-metal-qwen35-moe-tiny
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.12
     with:
       default-packages: ""
       runner: macos-m2-stable
@@ -164,7 +164,7 @@ jobs:
     name: export-model-metal-artifact
     # Skip this job if the pull request is from a fork (HuggingFace secrets are not available)
     if: github.event.pull_request.head.repo.full_name == github.repository || github.event_name != 'pull_request'
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.12
     secrets: inherit
     strategy:
       fail-fast: false
@@ -235,7 +235,7 @@ jobs:
   test-model-metal-e2e:
     name: test-model-metal-e2e
     needs: export-model-metal-artifact
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.12
     strategy:
       fail-fast: false
       matrix:
diff --git a/.github/workflows/mlx.yml b/.github/workflows/mlx.yml
index c4be146f862..64e94d1c1fb 100644
--- a/.github/workflows/mlx.yml
+++ b/.github/workflows/mlx.yml
@@ -26,7 +26,7 @@ permissions: {}
 
 jobs:
   test-mlx:
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.12
     with:
       default-packages: ""
       job-name: test-mlx
@@ -77,7 +77,7 @@ jobs:
         echo "::endgroup::"
 
   test-mlx-qwen35-moe:
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.12
     with:
       default-packages: ""
       job-name: test-mlx-qwen35-moe
@@ -133,7 +133,7 @@ jobs:
       fail-fast: false
       matrix:
         suite: [models, operators]
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.12
     with:
       default-packages: ""
       job-name: test-mlx-backend-${{ matrix.suite }}
@@ -175,7 +175,7 @@ jobs:
         fi
 
   test-mlx-parakeet:
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.12
     with:
       default-packages: ""
       job-name: test-mlx-parakeet
@@ -233,7 +233,7 @@ jobs:
     # Maintainers can opt-in by applying the ciflow/mlx label, which
     # pushes a ciflow/mlx/<PR> tag that re-runs this workflow with secrets.
     if: github.event.pull_request.head.repo.full_name == github.repository || github.event_name != 'pull_request'
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.12
     secrets: inherit
     with:
       default-packages: ""
@@ -294,7 +294,7 @@ jobs:
     # Requires HuggingFace secrets — skip on fork PRs.
     # Maintainers can opt-in by applying the ciflow/mlx label.
     if: github.event.pull_request.head.repo.full_name == github.repository || github.event_name != 'pull_request'
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.12
     secrets: inherit
     with:
       default-packages: ""
@@ -372,7 +372,7 @@ jobs:
     # Requires HuggingFace secrets — skip on fork PRs.
     # Maintainers can opt-in by applying the ciflow/mlx label.
     if: github.event.pull_request.head.repo.full_name == github.repository || github.event_name != 'pull_request'
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.12
     secrets: inherit
     with:
       default-packages: ""
@@ -423,7 +423,7 @@ jobs:
 
 
   test-mlx-stories110m:
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.12
     with:
       default-packages: ""
       job-name: test-mlx-stories110m
@@ -516,7 +516,7 @@ jobs:
             use-custom: false
             qconfig: "4w"
             runner: "macos-15-xlarge"
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.12
     secrets: inherit
     with:
       default-packages: ""
diff --git a/.github/workflows/nightly.yml b/.github/workflows/nightly.yml
index 30cbb487aa7..e97202fd526 100644
--- a/.github/workflows/nightly.yml
+++ b/.github/workflows/nightly.yml
@@ -21,13 +21,13 @@ jobs:
     environment: ${{ (github.event_name == 'schedule') && 'update-commit-hash' || '' }}
     steps:
       - name: update-pytorch-commit-hash
-        uses: pytorch/test-infra/.github/actions/update-commit-hash@main
+        uses: pytorch/test-infra/.github/actions/update-commit-hash@release/2.12
         if: ${{ github.event_name == 'schedule' }}
         with:
           repo-name: pytorch
           branch: main
           pin-folder: .ci/docker/ci_commit_pins
-          test-infra-ref: main
+          test-infra-ref: release/2.12
           updatebot-token: ${{ secrets.UPDATEBOT_TOKEN }}
           pytorchbot-token: ${{ secrets.GH_PYTORCHBOT_TOKEN }}
 
@@ -49,7 +49,7 @@ jobs:
 
   test-static-hf-llm-qnn-linux:
     name: test-static-hf-llm-qnn-linux
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
diff --git a/.github/workflows/periodic.yml b/.github/workflows/periodic.yml
index 01bff087124..3934ace210c 100644
--- a/.github/workflows/periodic.yml
+++ b/.github/workflows/periodic.yml
@@ -42,7 +42,7 @@ jobs:
 
   test-models-linux:
     name: test-models-linux
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
diff --git a/.github/workflows/pull.yml b/.github/workflows/pull.yml
index c2787681d4e..2e2db5b8d6c 100644
--- a/.github/workflows/pull.yml
+++ b/.github/workflows/pull.yml
@@ -23,7 +23,7 @@ jobs:
 
   test-qnn-wheel-packages-linux:
     name: test-qnn-wheel-packages-linux
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -50,7 +50,7 @@ jobs:
 
   test-setup-linux-gcc:
     name: test-setup-linux-gcc
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -75,7 +75,7 @@ jobs:
 
   test-models-linux-basic:
     name: test-models-linux-basic
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -119,7 +119,7 @@ jobs:
 
   test-models-linux:
     name: test-models-linux
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -172,7 +172,7 @@ jobs:
 
   test-parakeet-xnnpack-linux:
     name: test-parakeet-xnnpack-linux
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -205,7 +205,7 @@ jobs:
 
   test-voxtral-realtime-xnnpack-linux:
     name: test-voxtral-realtime-xnnpack-linux
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -242,7 +242,7 @@ jobs:
   test-llama-runner-linux:
     # Test Both linux x86 and linux aarch64
     name: test-llama-runner-linux
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -292,7 +292,7 @@ jobs:
 
   test-llama-runner-linux-android:
     name: test-llama-runner-linux-android
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -317,7 +317,7 @@ jobs:
 
   test-custom-ops-linux:
     name: test-custom-ops-linux
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -341,7 +341,7 @@ jobs:
 
   test-selective-build-linux:
     name: test-selective-build-linux
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -366,7 +366,7 @@ jobs:
   test-multimodal-linux:
     if: ${{ !github.event.pull_request.head.repo.fork }}
     name: test-multimodal-linux
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -404,7 +404,7 @@ jobs:
 
   test-moshi-linux:
     name: test-moshi-linux
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -436,7 +436,7 @@ jobs:
 
   test-quantized-aot-lib-linux:
     name: test-quantized-aot-lib-linux
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -459,7 +459,7 @@ jobs:
 
   test-binary-size-linux-gcc:
     name: test-binary-size-linux-gcc
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -494,7 +494,7 @@ jobs:
 
   test-binary-size-linux:
     name: test-binary-size-linux
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -530,7 +530,7 @@ jobs:
 
   test-arm-cortex-m-size-test:
     name: test-arm-cortex-m-size-test
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -615,7 +615,7 @@ jobs:
 
   test-mcu-cortex-m-backend:
     name: test-mcu-cortex-m-backend
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -682,7 +682,7 @@ jobs:
 
   test-qnn-buck-build-linux:
     name: test-qnn-buck-build-linux
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -716,7 +716,7 @@ jobs:
 
   test-arm-backend-no-driver:
     name: test-arm-backend-no-driver
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -751,7 +751,7 @@ jobs:
 
   test-llama-runner-qnn-linux:
     name: test-llama-runner-qnn-linux
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -790,7 +790,7 @@ jobs:
 
   test-static-llama-qnn-linux:
     name: test-static-llama-qnn-linux
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -824,7 +824,7 @@ jobs:
 
   test-sqnr-static-llm-qnn-linux:
     name: test-sqnr-static-llm-qnn-linux
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -858,7 +858,7 @@ jobs:
 
   test-qnn-models-linux:
     name: test-qnn-models-linux
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -897,7 +897,7 @@ jobs:
 
   test-qnn-passes-linux:
     name: test-qnn-passes-linux
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -931,7 +931,7 @@ jobs:
 
   test-qnn-delegate-linux:
     name: test-qnn-delegate-linux
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -969,7 +969,7 @@ jobs:
 
   test-phi-3-mini-runner-linux:
     name: test-phi-3-mini-runner-linux
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -999,7 +999,7 @@ jobs:
 
   test-qnn-python-imports-linux:
     name: test-qnn-python-imports-linux
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -1047,7 +1047,7 @@ jobs:
 
   test-eval_llama-wikitext-linux:
     name: test-eval_llama-wikitext-linux
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -1075,7 +1075,7 @@ jobs:
   # TODO(larryliu0820): Fix this issue before reenabling it: https://gist.github.com/larryliu0820/7377ecd0d79dbc06076cec8d9f2b85d2
   # test-eval_llama-mmlu-linux:
   #   name: test-eval_llama-mmlu-linux
-  #   uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+  #   uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
   #   permissions:
   #     id-token: write
   #     contents: read
@@ -1102,7 +1102,7 @@ jobs:
 
   test-llama_runner_eager-linux:
     name: test-llama_runner_eager-linux
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -1129,7 +1129,7 @@ jobs:
 
   test-lora-linux:
     name: test-lora-linux
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -1156,7 +1156,7 @@ jobs:
 
   test-lora-multimethod-linux:
     name: test-lora-multimethod-linux
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -1183,7 +1183,7 @@ jobs:
 
   test-mediatek-models-linux:
     name: test-mediatek-models-linux
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -1210,7 +1210,7 @@ jobs:
 
   test-openvino-linux:
     name: test-openvino-linux
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -1232,7 +1232,7 @@ jobs:
 
   test-build-wasm-linux:
     name: test-build-wasm-linux
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -1260,7 +1260,7 @@ jobs:
 
   unittest-wasm-bindings:
     name: unittest-wasm-bindings
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -1305,7 +1305,7 @@ jobs:
         pnpm test
 
   unittest-nxp-neutron:
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -1352,7 +1352,7 @@ jobs:
     name: test-samsung-quantmodels-linux
     # Skip this job if the pull request is from a fork (secrets are not available)
     if: github.event.pull_request.head.repo.full_name == github.repository || github.event_name != 'pull_request'
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -1390,7 +1390,7 @@ jobs:
     name: test-samsung-models-linux
     # Skip this job if the pull request is from a fork (secrets are not available)
     if: github.event.pull_request.head.repo.full_name == github.repository || github.event_name != 'pull_request'
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -1428,7 +1428,7 @@ jobs:
 
   test-vulkan-models-linux:
     name: test-vulkan-models-linux
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -1469,7 +1469,7 @@ jobs:
 
   test-vulkan-operators-linux:
     name: test-vulkan-operators-linux
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -1529,7 +1529,7 @@ jobs:
       contains(needs.changed-files.outputs.changed-files, 'install_requirements.sh') ||
       contains(needs.changed-files.outputs.changed-files, '.github/workflows/pull.yml')
     name: test-coreml-bc-macos (${{ matrix.runner }})
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -1561,7 +1561,7 @@ jobs:
 
   nxp-build-test:
     name: nxp-build-test
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
diff --git a/.github/workflows/test-pico2-build.yml b/.github/workflows/test-pico2-build.yml
index c15c4235baa..945fd18b378 100644
--- a/.github/workflows/test-pico2-build.yml
+++ b/.github/workflows/test-pico2-build.yml
@@ -20,7 +20,7 @@ concurrency:
 jobs:
   test-pico2-fp32-build:
     name: test-pico2-fp32-build
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -90,7 +90,7 @@ jobs:
 
   test-pico2-cmsis-build:
     name: test-pico2-cmsis-nn-build
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
diff --git a/.github/workflows/trunk.yml b/.github/workflows/trunk.yml
index 5a6720cdfad..1a6dbd9a6f0 100644
--- a/.github/workflows/trunk.yml
+++ b/.github/workflows/trunk.yml
@@ -27,7 +27,7 @@ jobs:
 
   test-models-macos-cpu:
     name: test-models-macos-cpu
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.12
     strategy:
       matrix:
         # Mac runners are expensive and limited, and non reliable.
@@ -65,7 +65,7 @@ jobs:
 
   test-arm-backend-zephyr:
     name: test-arm-backend-zephyr
-    uses: pytorch/test-infra/.github/workflows/linux_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job.yml@release/2.12
     strategy:
       matrix:
         include:
@@ -96,7 +96,7 @@ jobs:
 
   test-models-linux-aarch64:
     name: test-models-linux-aarch64
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -146,7 +146,7 @@ jobs:
 
   test-custom-ops-macos:
     name: test-custom-ops-macos
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.12
     strategy:
       matrix:
         include:
@@ -169,7 +169,7 @@ jobs:
 
   test-selective-build-macos:
     name: test-selective-build-macos
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.12
     strategy:
       matrix:
         include:
@@ -192,7 +192,7 @@ jobs:
 
   test-demo-backend-delegation:
     name: test-demo-backend-delegation
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -219,7 +219,7 @@ jobs:
 
   test-arm-backend-ethos-u:
     name: test-arm-backend-ethos-u
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -270,7 +270,7 @@ jobs:
 
   test-arm-backend-vkml:
     name: test-arm-backend-vkml
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -318,7 +318,7 @@ jobs:
       contains(needs.changed-files.outputs.changed-files, '.ci/scripts/setup-conda.sh') ||
       contains(needs.changed-files.outputs.changed-files, '.github/workflows/trunk.yml')
     name: test-coreml-delegate
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.12
     with:
       default-packages: ""
       runner: macos-14-xlarge
@@ -348,7 +348,7 @@ jobs:
       contains(needs.changed-files.outputs.changed-files, '.ci/scripts/utils.sh') ||
       contains(needs.changed-files.outputs.changed-files, '.github/workflows/trunk.yml')
     name: test-static-llama-ane
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.12
     with:
       default-packages: ""
       runner: macos-m1-stable
@@ -371,7 +371,7 @@ jobs:
 
   test-llama-torchao-lowbit:
     name: test-llama-torchao-lowbit
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.12
     with:
       default-packages: ""
       runner: macos-m1-stable
@@ -393,7 +393,7 @@ jobs:
   test-llama-runner-linux:
     # Test Both linux x86 and linux aarch64
     name: test-llama-runner-linux
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -468,7 +468,7 @@ jobs:
       contains(needs.changed-files.outputs.changed-files, '.ci/scripts/setup-macos.sh') ||
       contains(needs.changed-files.outputs.changed-files, '.github/workflows/trunk.yml')
     name: test-llama-runner-mac
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.12
     strategy:
       matrix:
         dtype: [fp32]
@@ -504,7 +504,7 @@ jobs:
 
   test-torchao-huggingface-checkpoints:
     name: test-torchao-huggingface-checkpoints
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -552,7 +552,7 @@ jobs:
   test-multimodal-macos:
     if: ${{ !github.event.pull_request.head.repo.fork }}
     name: test-multimodal-macos
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -592,7 +592,7 @@ jobs:
 
   test-qnn-model:
     name: test-qnn-model
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -618,7 +618,7 @@ jobs:
 
   test-qnn-optimum-model:
     name: test-qnn-optimum-model
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -653,7 +653,7 @@ jobs:
       contains(needs.changed-files.outputs.changed-files, '.ci/scripts/setup-macos.sh') ||
       contains(needs.changed-files.outputs.changed-files, '.github/workflows/trunk.yml')
     name: test-models-macos-coreml
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.12
     strategy:
       matrix:
         model: [dl3, edsr, efficient_sam, emformer_join, emformer_transcribe, ic3, ic4, mobilebert, mv2, mv3, resnet50, vit, w2l]
@@ -707,7 +707,7 @@ jobs:
       contains(needs.changed-files.outputs.changed-files, '.ci/scripts/setup-macos.sh') ||
       contains(needs.changed-files.outputs.changed-files, '.github/workflows/trunk.yml')
     name: test-models-macos-mps
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.12
     strategy:
       fail-fast: false
     with:
@@ -735,7 +735,7 @@ jobs:
     # NB: Don't run this on fork PRs because they won't have access to the secret and would fail anyway
     if: ${{ !github.event.pull_request.head.repo.fork }}
     name: test-huggingface-transformers-xnnpack
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -835,7 +835,7 @@ jobs:
         contains(needs.changed-files.outputs.changed-files, '.github/workflows/trunk.yml')
       )
     name: test-huggingface-transformers-macos
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -898,7 +898,7 @@ jobs:
 
   test-llama-runner-qnn-linux:
     name: test-llama-runner-qnn-linux
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -955,7 +955,7 @@ jobs:
     needs: changes # has dependency on changes jobs defined above
     if: needs.changes.outputs.qnn == 'true'
     name: test-static-llama-qnn-eval-linux
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.12
     permissions:
       id-token: write
       contents: read
@@ -1000,7 +1000,7 @@ jobs:
       docker-image: ci-image:executorch-ubuntu-22.04-clang12
 
   test-models-windows:
-    uses: pytorch/test-infra/.github/workflows/windows_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/windows_job.yml@release/2.12
     strategy:
       fail-fast: false
       matrix:
diff --git a/.github/workflows/update-viablestrict.yml b/.github/workflows/update-viablestrict.yml
index b77914d622a..2fd0ae1fc7b 100644
--- a/.github/workflows/update-viablestrict.yml
+++ b/.github/workflows/update-viablestrict.yml
@@ -19,7 +19,7 @@ jobs:
     steps:
       - name: Update viable/strict
         id: update
-        uses: pytorch/test-infra/.github/actions/update-viablestrict@main
+        uses: pytorch/test-infra/.github/actions/update-viablestrict@release/2.12
         with:
           repository: pytorch/executorch
           stable-branch: viable/strict
diff --git a/.github/workflows/windows-msvc.yml b/.github/workflows/windows-msvc.yml
index 1f6586cb3cc..d2ec2379496 100644
--- a/.github/workflows/windows-msvc.yml
+++ b/.github/workflows/windows-msvc.yml
@@ -20,7 +20,7 @@ concurrency:
 jobs:
   build-windows-msvc:
     name: build-windows-msvc
-    uses: pytorch/test-infra/.github/workflows/windows_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/windows_job.yml@release/2.12
     with:
       ref: ${{ github.event_name == 'pull_request' && github.event.pull_request.head.sha || github.sha }}
       timeout: 60
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index e60788c4d94..f94e121e4e4 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -358,7 +358,7 @@ for their help in the PR comments.
 
 See https://hud.pytorch.org/hud/pytorch/executorch/main for the current state of <!-- @lint-ignore -->
 the CI (continuous integration) jobs. If `main` is broken, consider rebasing
-your PR onto the `viable/strict` branch, which points to the most recent
+your PR onto the `release/1.3` branch, which points to the most recent
 all-green commit.
 
 &nbsp;
diff --git a/backends/arm/requirements-arm-models-test.txt b/backends/arm/requirements-arm-models-test.txt
index c6a1d94aef2..83ca107a773 100644
--- a/backends/arm/requirements-arm-models-test.txt
+++ b/backends/arm/requirements-arm-models-test.txt
@@ -4,8 +4,8 @@
 # LICENSE file in the root directory of this source tree.
 
 diffusers[torch] @ git+https://github.com/huggingface/diffusers.git@a7cb14efbe4b255f4c8721c91a04f0ef40f4a05a
-# ng_model_gym deps needed by NSS model tests
-pydantic
-slangtorch
-rich
+# ng_model_gym deps needed by NSS model tests since we install ng_model_gym with --no-deps
+pydantic==2.10.4
+slangtorch==1.3.11
+rich==13.9.3
 setuptools==80.10.2
diff --git a/backends/arm/scripts/install_models_for_test.sh b/backends/arm/scripts/install_models_for_test.sh
index d6a7b9cdec0..fdfad627af3 100644
--- a/backends/arm/scripts/install_models_for_test.sh
+++ b/backends/arm/scripts/install_models_for_test.sh
@@ -1,5 +1,5 @@
 #!/usr/bin/env bash
-# Copyright 2025 Arm Limited and/or its affiliates.
+# Copyright 2025-2026 Arm Limited and/or its affiliates.
 #
 # This source code is licensed under the BSD-style license found in the
 # LICENSE file in the root directory of this source tree.
@@ -8,7 +8,7 @@ set -e
 pip install -r backends/arm/requirements-arm-models-test.txt
 
 # Install model gym repository
-git clone https://github.com/arm/neural-graphics-model-gym.git
+git clone --branch v0.2.0 --depth 1 https://github.com/arm/neural-graphics-model-gym.git
 cd neural-graphics-model-gym
 # Remove model-converter installation from model-gym repository (to prevent overwriting executorch version)
 if [[ "$(uname)" == "Darwin" ]]; then
@@ -18,4 +18,4 @@ else
 fi
 pip install . --no-deps
 cd ..
-rm -rf neural-graphics-model-gym
\ No newline at end of file
+rm -rf neural-graphics-model-gym
diff --git a/docs/README.md b/docs/README.md
index da9e6a6a5df..bc9a0360f17 100644
--- a/docs/README.md
+++ b/docs/README.md
@@ -40,7 +40,7 @@ To build the documentation locally:
 1. Clone the ExecuTorch repo to your machine.
 
    ```bash
-   git clone -b viable/strict https://github.com/pytorch/executorch.git && cd executorch
+   git clone -b release/1.3 https://github.com/pytorch/executorch.git && cd executorch
    ```
 
 1. If you don't have it already, start either a Python virtual environment:
diff --git a/docs/source/getting-started.md b/docs/source/getting-started.md
index 447ef3f2e31..d1a964e7788 100644
--- a/docs/source/getting-started.md
+++ b/docs/source/getting-started.md
@@ -174,7 +174,7 @@ ExecuTorch provides C++ APIs, which can be used to target embedded or mobile dev
 CMake is the preferred build system for the ExecuTorch C++ runtime. To use with CMake, clone the ExecuTorch repository as a subdirectory of your project, and use CMake's `add_subdirectory("executorch")` to include the dependency. The `executorch` target, as well as kernel and backend targets will be made available to link against. The runtime can also be built standalone to support diverse toolchains. See [Using ExecuTorch with C++](using-executorch-cpp.md) and [Building from Source](using-executorch-building-from-source.md) for a detailed description of build integration, targets, and cross compilation.
 
 ```
-git clone -b viable/strict https://github.com/pytorch/executorch.git
+git clone -b release/1.3 https://github.com/pytorch/executorch.git
 ```
 ```cmake
 # Set CMAKE_CXX_STANDARD to 17 or above.
@@ -238,4 +238,4 @@ ExecuTorch provides a high-degree of customizability to support diverse hardware
 - [Using ExecuTorch with C++](using-executorch-cpp.md) for embedded and mobile native development.
 - [Profiling and Debugging](using-executorch-troubleshooting.md) for developer tooling and debugging.
 - [API Reference](export-to-executorch-api-reference.rst) for a full description of available APIs.
-- [Examples](https://github.com/pytorch/executorch/tree/main/examples) for demo apps and example code.
\ No newline at end of file
+- [Examples](https://github.com/pytorch/executorch/tree/main/examples) for demo apps and example code.
diff --git a/docs/source/using-executorch-building-from-source.md b/docs/source/using-executorch-building-from-source.md
index 170c3f8758d..ccb498004e7 100644
--- a/docs/source/using-executorch-building-from-source.md
+++ b/docs/source/using-executorch-building-from-source.md
@@ -43,7 +43,7 @@ portability details.
 ## Environment Setup
  Clone the ExecuTorch repository from GitHub and create a conda environment. Venv can be used in place of conda.
    ```bash
-   git clone -b viable/strict https://github.com/pytorch/executorch.git
+   git clone -b release/1.3 https://github.com/pytorch/executorch.git
    cd executorch
    conda create -yn executorch python=3.10
    conda activate executorch
diff --git a/docs/source/using-executorch-ios.md b/docs/source/using-executorch-ios.md
index f974e76d46f..298aebdb249 100644
--- a/docs/source/using-executorch-ios.md
+++ b/docs/source/using-executorch-ios.md
@@ -104,7 +104,7 @@ xcode-select --install
 2. Clone ExecuTorch:
 
 ```bash
-git clone -b viable/strict https://github.com/pytorch/executorch.git --depth 1 --recurse-submodules --shallow-submodules && cd executorch
+git clone -b release/1.3 https://github.com/pytorch/executorch.git --depth 1 --recurse-submodules --shallow-submodules && cd executorch
 ```
 
 3. Set up [Python](https://www.python.org/downloads/macos/) 3.10+ and activate a virtual environment:
@@ -958,4 +958,4 @@ rm -rf <YouProjectName>.xcodeproj/project.xcworkspace/xcshareddata/swiftpm \
   ~/Library/Caches/com.apple.dt.Xcode \
   ~/Library/Developer/Xcode/DerivedData
 ```
-**Note:** Ensure Xcode is fully quit before running the terminal command to avoid conflicts with active processes.
\ No newline at end of file
+**Note:** Ensure Xcode is fully quit before running the terminal command to avoid conflicts with active processes.
diff --git a/examples/models/moshi/mimi/install_requirements.sh b/examples/models/moshi/mimi/install_requirements.sh
index 9fc12f64bc9..40a4ada442c 100755
--- a/examples/models/moshi/mimi/install_requirements.sh
+++ b/examples/models/moshi/mimi/install_requirements.sh
@@ -8,7 +8,7 @@
 set -x
 
 sudo apt install ffmpeg -y
-pip install torchcodec==0.11.0 --extra-index-url https://download.pytorch.org/whl/test/cpu
+pip install torchcodec==0.13.0 --index-url https://download.pytorch.org/whl/cpu
 pip install moshi==0.2.11
 pip install bitsandbytes soundfile einops
 # Run llama2/install requirements for torchao deps
diff --git a/extension/benchmark/apple/Benchmark/README.md b/extension/benchmark/apple/Benchmark/README.md
index 25e78a39462..55f93e5e6ba 100644
--- a/extension/benchmark/apple/Benchmark/README.md
+++ b/extension/benchmark/apple/Benchmark/README.md
@@ -24,7 +24,7 @@ It provides a flexible framework for dynamically generating and running performa
 To get started, clone the ExecuTorch repository and cd into the source code directory:
 
 ```bash
-git clone -b viable/strict https://github.com/pytorch/executorch.git --depth 1 --recurse-submodules --shallow-submodules && cd executorch
+git clone -b release/1.3 https://github.com/pytorch/executorch.git --depth 1 --recurse-submodules --shallow-submodules && cd executorch
 ```
 
 This command performs a shallow clone to speed up the process.
diff --git a/extension/llm/tokenizers b/extension/llm/tokenizers
index b642403834a..0b10f027bc6 160000
--- a/extension/llm/tokenizers
+++ b/extension/llm/tokenizers
@@ -1 +1 @@
-Subproject commit b642403834a67c8ef14a7109dcd1bb5e5f3cb68a
+Subproject commit 0b10f027bc66e9d372e3321c9fa0142d1c52891b
diff --git a/install_requirements.py b/install_requirements.py
index 53204ffd3ee..abf4b0e8ad1 100644
--- a/install_requirements.py
+++ b/install_requirements.py
@@ -61,6 +61,7 @@ def install_requirements(use_pytorch_nightly):
             "-m",
             "pip",
             "install",
+            "--no-cache-dir",
             "-r",
             "requirements-dev.txt",
             *TORCH_PACKAGE,
@@ -122,6 +123,7 @@ def install_optional_example_requirements(use_pytorch_nightly):
             "-m",
             "pip",
             "install",
+            "--no-cache-dir",
             *DOMAIN_LIBRARIES,
             "--extra-index-url",
             torch_url,
diff --git a/pyproject.toml b/pyproject.toml
index bb3beda32b1..86c9d59779a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -61,7 +61,7 @@ dependencies=[
   "packaging",
   "pandas>=2.2.2; python_version >= '3.10'",
   "parameterized",
-  "pytorch-tokenizers",
+  "pytorch-tokenizers>=1.3.0",
   "pyyaml",
   "ruamel.yaml",
   "sympy",
@@ -74,6 +74,8 @@ dependencies=[
   "scikit-learn==1.7.1",
   "hydra-core>=1.3.0",
   "omegaconf>=2.3.0",
+  "torch>=2.12.0a0",
+  "torchao>=0.17.0",
 ]
 
 [project.optional-dependencies]
diff --git a/requirements-examples.txt b/requirements-examples.txt
index f1579edcb14..9d14d826b51 100644
--- a/requirements-examples.txt
+++ b/requirements-examples.txt
@@ -4,4 +4,6 @@ datasets == 3.6.0 # 4.0.0 deprecates trust_remote_code and load scripts. For now
 timm == 1.0.7
 torchsr == 1.0.4
 torchtune @ git+https://github.com/pytorch/torchtune.git@6f2aa7254458145f99d7004cbd6ebc8e53a06404
+torchaudio >= 2.11.0
+torchvision >= 0.27.0
 transformers == 5.0.0rc1