Switch workflows to aks-linux-medium runner (#448)

Author: ababushk

.github/workflows/coverity.yml

@@ -28,10 +28,10 @@ jobs:
     defaults:
       run:
         shell: bash
-    runs-on: aks-linux-2-cores-8gb
+    runs-on: aks-linux-medium
     container:
       image: 'openvinogithubactions.azurecr.io/openvino_provider:0.1.0'
-      volumes: 
+      volumes:
         - /mount:/mount
         - ${{ github.workspace }}:${{ github.workspace }}
 
@@ -86,7 +86,7 @@ jobs:
           submodules: recursive
 
       - name: Download OpenVINO package
-        uses: actions/download-artifact@cc203385981b70ca67e1cc392babf9cc229d5806 # v4.1.9
+        uses: actions/download-artifact@cc203385981b70ca67e1cc392babf9cc229d5806 # v4.1.9
         with:
           name: ${{ needs.openvino_download.outputs.ov_artifact_name }}
           path: ${{ env.INSTALL_DIR }}
@@ -146,15 +146,15 @@ jobs:
         run: cov-analysis*/bin/cov-configure -c ${ENV_COV_TOOL_DIR}/config/coverity_config.xml -lscc text
 
       - name: Upload Coverity build log
-        uses: actions/upload-artifact@4cec3d8aa04e39d1a68397de0c4cd6fb9dce8ec1 # v4.6.1
+        uses: actions/upload-artifact@4cec3d8aa04e39d1a68397de0c4cd6fb9dce8ec1 # v4.6.1
         if: always()
         with:
           name: coverity_logs
           path: ${{ env.BUILD_DIR }}/cov-int/build-log.txt
           if-no-files-found: 'error'
 
       - name: Upload Coverity build archive
-        uses: actions/upload-artifact@4cec3d8aa04e39d1a68397de0c4cd6fb9dce8ec1 # v4.6.1
+        uses: actions/upload-artifact@4cec3d8aa04e39d1a68397de0c4cd6fb9dce8ec1 # v4.6.1
         if: always()
         with:
           name: coverity_archive

.github/workflows/linux.yml

@@ -39,10 +39,10 @@ jobs:
     defaults:
       run:
         shell: bash
-    runs-on: aks-linux-2-cores-8gb
+    runs-on: aks-linux-medium
     container:
       image: 'openvinogithubactions.azurecr.io/openvino_provider:0.1.0'
-      volumes: 
+      volumes:
         - /mount:/mount
         - ${{ github.workspace }}:${{ github.workspace }}
 
@@ -86,7 +86,7 @@ jobs:
     runs-on: aks-linux-8-cores-16gb
     container:
       image: openvinogithubactions.azurecr.io/ov_build/ubuntu_22_04_x64:${{ needs.openvino_download.outputs.docker_tag }}
-      volumes: 
+      volumes:
         - /mount:/mount
         - ${{ github.workspace }}:${{ github.workspace }}
       options: -e SCCACHE_AZURE_BLOB_CONTAINER -e SCCACHE_AZURE_CONNECTION_STRING
@@ -183,7 +183,7 @@ jobs:
     runs-on: aks-linux-4-cores-16gb
     container:
       image: openvinogithubactions.azurecr.io/ov_build/ubuntu_22_04_x64:${{ needs.openvino_download.outputs.docker_tag }}
-      volumes: 
+      volumes:
         - /mount:/mount
         - ${{ github.workspace }}:${{ github.workspace }}
       options: -e SCCACHE_AZURE_BLOB_CONTAINER -e SCCACHE_AZURE_CONNECTION_STRING
@@ -393,7 +393,7 @@ jobs:
     defaults:
       run:
         shell: bash
-    runs-on: aks-linux-2-cores-8gb
+    runs-on: aks-linux-medium
     container:
       image: openvinogithubactions.azurecr.io/library/python:3.12-slim
       volumes:

.github/workflows/mac.yml

@@ -34,10 +34,10 @@ jobs:
     defaults:
       run:
         shell: bash
-    runs-on: aks-linux-2-cores-8gb
+    runs-on: aks-linux-medium
     container:
       image: 'openvinogithubactions.azurecr.io/openvino_provider:0.1.0'
-      volumes: 
+      volumes:
         - /mount:/mount
         - ${{ github.workspace }}:${{ github.workspace }}
 
@@ -111,7 +111,7 @@ jobs:
 
       - name: Cmake build - tokenizers
         run: cmake --build ${{ env.BUILD_DIR }} --parallel --config ${{ matrix.build_type }} --verbose
-        
+
       - name: Show ccache stats
         run: ccache --show-stats
 
@@ -131,7 +131,7 @@ jobs:
         with:
           key: ${{ steps.ccache-restore.outputs.cache-primary-key }}
           path: ${{ env.CCACHE_DIR }}
-          
+
       - name: Upload openvino tokenizers package
         if: ${{ always() }}
         uses: actions/upload-artifact@4cec3d8aa04e39d1a68397de0c4cd6fb9dce8ec1 # v4.6.1

.github/workflows/windows.yml

@@ -35,7 +35,7 @@ jobs:
     defaults:
       run:
         shell: bash
-    runs-on: aks-linux-2-cores-8gb
+    runs-on: aks-linux-medium
     container:
       image: 'openvinogithubactions.azurecr.io/openvino_provider:0.1.0'
       volumes:
@@ -378,7 +378,7 @@ jobs:
     defaults:
       run:
         shell: bash
-    runs-on: aks-linux-2-cores-8gb
+    runs-on: aks-linux-medium
     container:
       image: openvinogithubactions.azurecr.io/library/python:3.12-slim
       volumes: