Using runners with less RAM where possible (#33127)

### Details:
Tests on `aks-linux-8-cores-64gb` self-hosted runners don't consume that
much memory, metrics and my tests
(#32993) show it.
Switching them to 32 GB RAM runners to optimize costs.

Windows Debug builds are also not limited by the amount of RAM, unlike
Windows Conditional Compilation builds). In my measurements the duration
increase was negligible (within 2 minutes), so switching them to lower
RAM runner version as well.

CC_Build job in Windows Conditional Compilation workflow runs perfectly
fine on standard Windows build runner (aks-win-16-cores-32gb-build),
although it takes 5 minutes longer, it's not a big deal, because CPU
Functional Tests job runs in parallel with it and takes around 40
minutes.

Author: ababushk

.github/workflows/job_build_windows.yml

@@ -43,8 +43,8 @@ jobs:
     runs-on: ${{ inputs.runner }}
     env:
       CMAKE_BUILD_TYPE: ${{ inputs.build-type }}
-      CMAKE_CXX_COMPILER_LAUNCHER: ccache
-      CMAKE_C_COMPILER_LAUNCHER: ccache
+      CMAKE_CXX_COMPILER_LAUNCHER: ${{ inputs.build-type != 'Debug' && 'ccache' || '' }}
+      CMAKE_C_COMPILER_LAUNCHER: ${{ inputs.build-type != 'Debug' && 'ccache' || '' }}
       CCACHE_REMOTE_DIR: C:\\mount\\caches\\ccache\\windows2022_x86_64_${{ inputs.build-type }}\\${{ inputs.target-branch }}
       CCACHE_DIR: ${{ github.workspace }}\\ccache
       CCACHE_MAXSIZE: 3G
@@ -84,7 +84,7 @@ jobs:
           pip-cache-path: ${{ env.PIP_CACHE_PATH }}
           should-setup-pip-paths: 'true'
           self-hosted-runner: 'true'
-      
+
       - name: Setup NodeJS
         if: ${{ fromJSON(inputs.affected-components).JS_API }}
         uses: actions/setup-node@2028fbc5c25fe9cf00d9f06a71cc4710d4507903 # v6.0.0
@@ -137,6 +137,7 @@ jobs:
           python3 -m pip install certifi
 
       - name: Download and install ccache
+        if: ${{ inputs.build-type != 'Debug' }}
         run: |
           Invoke-WebRequest -Uri 'https://github.com/ccache/ccache/releases/download/v4.9.1/ccache-4.9.1-windows-x86_64.zip' -OutFile 'ccache.zip'
           Expand-Archive -Path 'ccache.zip' -DestinationPath 'C:\temp\ccache'
@@ -156,6 +157,7 @@ jobs:
 
       - name: Setup ccache
         uses: ./openvino/.github/actions/cache
+        if: ${{ inputs.build-type != 'Debug' }}
         with:
           save-always: ${{ github.event_name == 'push' && 'true' || 'false' }}
           cleanup-always: ${{ github.event_name == 'push' && 'true' || 'false' }}
@@ -183,12 +185,14 @@ jobs:
           Invoke-Expression $cmakeCommand
 
       - name: Clean ccache stats
+        if: ${{ inputs.build-type != 'Debug' }}
         run: '& ccache --zero-stats'
 
       - name: Cmake build - OpenVINO
         run: cmake --build ${{ env.BUILD_DIR }} --config ${{ env.CMAKE_BUILD_TYPE }} --parallel $ENV:NUMBER_OF_PROCESSORS --verbose
 
       - name: Show ccache stats
+        if: ${{ inputs.build-type != 'Debug' }}
         run: '& ccache --show-stats'
 
       - name: Cmake install - OpenVINO
@@ -274,7 +278,7 @@ jobs:
             DestinationPath = "${{ env.BUILD_DIR }}/developer_package.zip"
           }
           Compress-Archive @compress
-          
+
           $file=Get-ChildItem -Path "${{ env.INSTALL_TEST_DIR }}"
           $compress = @{
             Path = $file
@@ -320,7 +324,7 @@ jobs:
             DestinationPath = "${{ env.BUILD_DIR }}/openvino_js_package.zip"
           }
           Compress-Archive @compress
-      
+
       - name: Pack openvino_node_npm_package
         if: ${{ fromJSON(inputs.affected-components).JS_API }}
         run: |
@@ -368,7 +372,7 @@ jobs:
           name: openvino_tests
           path: ${{ env.BUILD_DIR }}/openvino_tests.zip
           if-no-files-found: 'error'
-          
+
       - name: Upload OpenVINO developer package
         uses: actions/upload-artifact@330a01c490aca151604b8cf639adc76d48f6c5d4 # v5.0.0
         with:

.github/workflows/ubuntu_22.yml

@@ -414,7 +414,7 @@ jobs:
     needs: [ Docker, Build, Smart_CI, Openvino_tokenizers ]
     uses: ./.github/workflows/job_tensorflow_models_tests.yml
     with:
-      runner: 'aks-linux-8-cores-64gb'
+      runner: 'aks-linux-8-cores-32gb'
       model_scope: 'nightly_tf_hub'
       image: ${{ fromJSON(needs.docker.outputs.images).ov_test.ubuntu_22_04_x64 }}
 
@@ -424,7 +424,7 @@ jobs:
     needs: [ Docker, Build, Smart_CI, Openvino_tokenizers ]
     uses: ./.github/workflows/job_tensorflow_models_tests.yml
     with:
-      runner: 'aks-linux-8-cores-64gb'
+      runner: 'aks-linux-8-cores-32gb'
       model_scope: 'nightly_hf'
       image: ${{ fromJSON(needs.docker.outputs.images).ov_test.ubuntu_22_04_x64 }}
 
@@ -434,7 +434,7 @@ jobs:
     needs: [ Docker, Build, Smart_CI, Openvino_tokenizers ]
     uses: ./.github/workflows/job_pytorch_models_tests.yml
     with:
-      runner: 'aks-linux-8-cores-64gb'
+      runner: 'aks-linux-8-cores-32gb'
       model_scope: 'precommit'
       image: ${{ fromJSON(needs.docker.outputs.images).ov_test.ubuntu_22_04_x64 }}
 

.github/workflows/windows_conditional_compilation.yml

@@ -330,7 +330,7 @@ jobs:
     defaults:
       run:
         shell: pwsh
-    runs-on: aks-win-32-cores-128gb-build
+    runs-on: aks-win-16-cores-32gb-build
     env:
       CMAKE_BUILD_TYPE: 'Release'
       CMAKE_TOOLCHAIN_FILE: "${{ github.workspace }}\\openvino\\cmake\\toolchains\\onecoreuap.toolchain.cmake"

.github/workflows/windows_vs2022_debug.yml

@@ -65,7 +65,7 @@ jobs:
     if: "!needs.smart_ci.outputs.skip_workflow"
     uses: ./.github/workflows/job_build_windows.yml
     with:
-      runner: 'aks-win-32-cores-128gb-build'
+      runner: 'aks-win-32-cores-64gb-build'
       affected-components: ${{ needs.smart_ci.outputs.affected_components }}
       build-type: 'Debug'
       target-branch: ${{ needs.smart_ci.outputs.target_branch }}