Switch everything to CPU linux v2

Author: Jack-Khuu

.github/workflows/run-readme-pr-linuxaarch64.yml

@@ -14,10 +14,9 @@ jobs:
       id-token: write
       contents: read
     with:
-      runner: linux.arm64.m7g.4xlarge
-      docker-image: "pytorch/manylinux2_28_aarch64-builder:cuda12.6"
-      gpu-arch-type: cuda-aarch64
-      gpu-arch-version: "12.6"
+      runner: linux.arm64.2xlarge
+      docker-image: "pytorch/manylinux2_28_aarch64-builder:cpu-aarch64-main"
+      gpu-arch-type: cpu-aarch64
       timeout: 60
       script: |
         echo "::group::Print machine info"
@@ -45,7 +44,6 @@ jobs:
       runner: linux.arm64.2xlarge
       docker-image: "pytorch/manylinux2_28_aarch64-builder:cpu-aarch64-main"
       gpu-arch-type: cpu-aarch64
-      gpu-arch-version: "12.6"
       timeout: 60
       script: |
         echo "::group::Print machine info"
@@ -61,11 +59,13 @@ jobs:
 
   test-gguf-cpu:
     uses: pytorch/test-infra/.github/workflows/linux_job.yml@main
+    permissions:
+      id-token: write
+      contents: read
     with:
       runner: linux.arm64.2xlarge
-      docker-image: "manylinuxaarch64-builder:cpu-aarch64-main"
+      docker-image: "pytorch/manylinux2_28_aarch64-builder:cpu-aarch64-main"
       gpu-arch-type: cpu-aarch64
-      gpu-arch-version: "12.6"
       timeout: 60
       script: |
         echo "::group::Print machine info"
@@ -86,11 +86,13 @@ jobs:
 
   test-advanced-cpu:
     uses: pytorch/test-infra/.github/workflows/linux_job.yml@main
+    permissions:
+      id-token: write
+      contents: read
     with:
-      runner: linux.arm64.m7g.4xlarge
-      docker-image: "pytorch/manylinuxaarch64-builder:cuda12.6-main"
-      gpu-arch-type: cuda-aarch64
-      gpu-arch-version: "12.6"
+      runner: linux.arm64.2xlarge
+      docker-image: "pytorch/manylinux2_28_aarch64-builder:cpu-aarch64-main"
+      gpu-arch-type: cpu-aarch64
       timeout: 60
       script: |
         echo "::group::Print machine info"
@@ -111,11 +113,13 @@ jobs:
 
   test-evaluation-cpu:
     uses: pytorch/test-infra/.github/workflows/linux_job.yml@main
+    permissions:
+      id-token: write
+      contents: read
     with:
-      runner: linux.arm64.m7g.4xlarge
-      docker-image: "pytorch/manylinuxaarch64-builder:cuda12.6-main"
-      gpu-arch-type: cuda-aarch64
-      gpu-arch-version: "12.6"
+      runner: linux.arm64.2xlarge
+      docker-image: "pytorch/manylinux2_28_aarch64-builder:cpu-aarch64-main"
+      gpu-arch-type: cpu-aarch64
       timeout: 60
       script: |
         echo "::group::Print machine info"