Optimize ARM runners in AKS (openvinotoolkit#27836)

### Details:
- Switch Docker images builds to smaller runners
- Switch compilation to newer generation of ARM VMs
- Switch tests to newer generation of ARM VMs and/or smaller runners,
where applicable

Author: ababushk

.github/workflows/debian_10_arm.yml

@@ -49,7 +49,7 @@ jobs:
   Docker:
     needs: Smart_CI
     if: "!needs.smart_ci.outputs.skip_workflow"
-    runs-on: aks-linux-16-cores-arm-docker-build
+    runs-on: aks-linux-4-cores-8gb-arm-docker-build
     container:
       image: openvinogithubactions.azurecr.io/docker_build:0.2
       volumes:
@@ -75,7 +75,7 @@ jobs:
     if: "!needs.smart_ci.outputs.skip_workflow"
     uses: ./.github/workflows/job_build_linux.yml
     with:
-      runner: 'aks-linux-16-cores-arm'
+      runner: 'aks-linux-16-cores-32gb-arm'
       container: '{"image": "${{ fromJSON(needs.docker.outputs.images).ov_build.debian_10_arm }}", "volumes": ["/mount:/mount"], "options": "-e SCCACHE_AZURE_BLOB_CONTAINER -e SCCACHE_AZURE_CONNECTION_STRING"}'
       affected-components: ${{ needs.smart_ci.outputs.affected_components }}
       event-name: ${{ github.event_name }}
@@ -104,7 +104,7 @@ jobs:
     needs: [ Docker, Build, Smart_CI ]
     uses: ./.github/workflows/job_cxx_unit_tests.yml
     with:
-      runner: 'aks-linux-16-cores-arm'
+      runner: 'aks-linux-8-cores-16gb-arm'
       image: ${{ fromJSON(needs.docker.outputs.images).ov_test.debian_10_arm }}
       affected-components: ${{ needs.smart_ci.outputs.affected_components }}
       os: 'debian_10'
@@ -116,6 +116,8 @@ jobs:
     needs: [ Docker, Build, Smart_CI ]
     uses: ./.github/workflows/job_cpu_functional_tests.yml
     with:
+      # Additional investigation needed why CPU functional tests are failing on v6 VM size's version,
+      # so leave it as it is for now
       runner: 'aks-linux-16-cores-arm'
       image: ${{ fromJSON(needs.docker.outputs.images).ov_test.debian_10_arm }}
       python-version: '3.7'

.github/workflows/linux_arm64.yml

@@ -53,7 +53,7 @@ jobs:
   Docker:
     needs: Smart_CI
     if: "!needs.smart_ci.outputs.skip_workflow"
-    runs-on: aks-linux-16-cores-arm-docker-build
+    runs-on: aks-linux-4-cores-8gb-arm-docker-build
     container:
       image: openvinogithubactions.azurecr.io/docker_build:0.2
       volumes:
@@ -78,7 +78,7 @@ jobs:
     needs: [ Docker, Smart_CI ]
     uses: ./.github/workflows/job_build_linux.yml
     with:
-      runner: 'aks-linux-16-cores-arm'
+      runner: 'aks-linux-16-cores-32gb-arm'
       container: '{"image": "${{ fromJSON(needs.docker.outputs.images).ov_build.ubuntu_20_04_arm64 }}", "volumes": ["/mount:/mount"], "options": "-e SCCACHE_AZURE_BLOB_CONTAINER -e SCCACHE_AZURE_CONNECTION_STRING"}'
       affected-components: ${{ needs.smart_ci.outputs.affected_components }}
       event-name: ${{ github.event_name }}
@@ -105,15 +105,15 @@ jobs:
     if: ${{ 'false' }}
     uses: ./.github/workflows/job_debian_packages.yml
     with:
-      runner: 'aks-linux-16-cores-arm'
+      runner: 'aks-linux-4-cores-8gb-arm'
       image: 'openvinogithubactions.azurecr.io/dockerhub/ubuntu:20.04'
 
   Samples:
     needs: [ Build, Docker, Smart_CI ]
     if: fromJSON(needs.smart_ci.outputs.affected_components).samples
     uses: ./.github/workflows/job_samples_tests.yml
     with:
-      runner: 'aks-linux-16-cores-arm'
+      runner: 'aks-linux-8-cores-16gb-arm'
       container: '{"image": "${{ fromJSON(needs.docker.outputs.images).ov_test.ubuntu_20_04_arm64 }}", "volumes": ["/mount:/mount"]}'
       affected-components: ${{ needs.smart_ci.outputs.affected_components }}
 
@@ -123,7 +123,7 @@ jobs:
     if: fromJSON(needs.smart_ci.outputs.affected_components).JS_API
     uses: ./.github/workflows/job_openvino_js.yml
     with:
-      runner: 'aks-linux-16-cores-arm'
+      runner: 'aks-linux-4-cores-8gb-arm'
       container: '{"image": "${{ fromJSON(needs.docker.outputs.images).ov_build.ubuntu_20_04_arm64 }}"}'
 
   ONNX_Runtime:
@@ -133,7 +133,7 @@ jobs:
     needs: [ Build, Smart_CI, Docker ]
     uses: ./.github/workflows/job_onnx_runtime.yml
     with:
-      runner: 'aks-linux-16-cores-arm'
+      runner: 'aks-linux-16-cores-32gb-arm'
       container: '{"image": "${{ fromJSON(needs.docker.outputs.images).ov_build.ubuntu_20_04_arm64 }}", "volumes": ["/mount:/mount"], "options": "-e SCCACHE_AZURE_BLOB_CONTAINER -e SCCACHE_AZURE_CONNECTION_STRING"}'
       sccache-azure-key-prefix: 'ubuntu20_aarch64_onnxruntime'
 
@@ -142,7 +142,7 @@ jobs:
     needs: [ Build, Docker, Smart_CI ]
     uses: ./.github/workflows/job_tokenizers.yml
     with:
-      runner: 'aks-linux-16-cores-arm'
+      runner: 'aks-linux-8-cores-16gb-arm'
       shell: bash
       container: '{"image": "${{ fromJSON(needs.docker.outputs.images).ov_build.ubuntu_20_04_arm64 }}", "volumes": ["/mount:/mount"]}'
       affected-components: ${{ needs.smart_ci.outputs.affected_components }}
@@ -154,7 +154,7 @@ jobs:
     needs: [ Build, Docker, Smart_CI ]
     uses: ./.github/workflows/job_cxx_unit_tests.yml
     with:
-      runner: 'aks-linux-16-cores-arm'
+      runner: 'aks-linux-8-cores-16gb-arm'
       image: ${{ fromJSON(needs.docker.outputs.images).ov_test.ubuntu_20_04_arm64 }}
       affected-components: ${{ needs.smart_ci.outputs.affected_components }}
       os: 'ubuntu_20_04'
@@ -164,7 +164,7 @@ jobs:
     needs: [ Build, Docker, Smart_CI ]
     uses: ./.github/workflows/job_python_unit_tests.yml
     with:
-      runner: 'aks-linux-16-cores-arm'
+      runner: 'aks-linux-8-cores-16gb-arm'
       container: '{"image": "${{ fromJSON(needs.docker.outputs.images).ov_test.ubuntu_20_04_arm64 }}", "volumes": ["/mount:/mount"]}'
       affected-components: ${{ needs.smart_ci.outputs.affected_components }}
       python-version: '3.11'
@@ -174,7 +174,7 @@ jobs:
     needs: [ Build, Docker, Smart_CI, Openvino_tokenizers ]
     uses: ./.github/workflows/job_tensorflow_layer_tests.yml
     with:
-      runner: 'aks-linux-16-cores-arm'
+      runner: 'aks-linux-16-cores-32gb-arm'
       container: '{"image": "${{ fromJSON(needs.docker.outputs.images).ov_test.ubuntu_20_04_arm64 }}", "volumes": ["/mount:/mount"]}'
       affected-components: ${{ needs.smart_ci.outputs.affected_components }}
       python-version: '3.11'
@@ -184,7 +184,7 @@ jobs:
     needs: [ Build, Docker, Smart_CI ]
     uses: ./.github/workflows/job_pytorch_layer_tests.yml
     with:
-      runner: 'aks-linux-16-cores-arm'
+      runner: 'aks-linux-16-cores-32gb-arm'
       container: '{"image": "${{ fromJSON(needs.docker.outputs.images).ov_test.ubuntu_20_04_arm64 }}", "volumes": ["/mount:/mount"]}'
       affected-components: ${{ needs.smart_ci.outputs.affected_components }}
       python-version: '3.11'
@@ -195,6 +195,8 @@ jobs:
     needs: [ Build, Docker, Smart_CI ]
     uses: ./.github/workflows/job_cpu_functional_tests.yml
     with:
+      # Additional investigation needed why CPU functional tests are failing on v6 VM size's version,
+      # so leave it as it is for now
       runner: 'aks-linux-16-cores-arm'
       image: ${{ fromJSON(needs.docker.outputs.images).ov_test.ubuntu_20_04_arm64 }}
       python-version: '3.11'
@@ -207,7 +209,7 @@ jobs:
     needs: [ Build, Docker, Smart_CI, Openvino_tokenizers]
     uses: ./.github/workflows/job_tensorflow_models_tests.yml
     with:
-      runner: 'aks-linux-16-cores-arm'
+      runner: 'aks-linux-16-cores-32gb-arm'
       container: '{"image": "${{ fromJSON(needs.docker.outputs.images).ov_test.ubuntu_20_04_arm64 }}"}'
       model_scope: 'precommit'
 
@@ -218,7 +220,7 @@ jobs:
     needs: [ Build, Docker, Smart_CI ]
     uses: ./.github/workflows/job_pytorch_models_tests.yml
     with:
-      runner: 'aks-linux-16-cores-arm'
+      runner: 'aks-linux-16-cores-32gb-arm'
       container: '{"image": "${{ fromJSON(needs.docker.outputs.images).ov_test.ubuntu_20_04_arm64 }}"}'
       model_scope: 'precommit'