[GHA] Windows pytest optimizations (#21650)

* parallel runs

* enabled pip cache

* pip cache fix

.github/workflows/windows.yml

@@ -12,6 +12,7 @@ concurrency:
   cancel-in-progress: true
 
 env:
+  PIP_CACHE_PATH: /mount/caches/pip/win
   PYTHON_VERSION: '3.11'
 
 jobs:
@@ -88,8 +89,10 @@ jobs:
         uses: ./openvino/.github/actions/setup_python
         with:
           version: ${{ env.PYTHON_VERSION }}
-          should-setup-pip-paths: 'false'
+          pip-cache-path: ${{ env.PIP_CACHE_PATH }}
-          self-hosted-runner: 'false'
+          should-setup-pip-paths: 'true'
+          self-hosted-runner: 'true'
+          show-cache-info: 'true'
 
       - name: Install python dependencies
         run: |
@@ -249,7 +252,7 @@ jobs:
         with:
           version: ${{ env.PYTHON_VERSION }}
           should-setup-pip-paths: 'false'
-          self-hosted-runner: 'false'
+          self-hosted-runner: 'true'
 
       - name: Build cpp samples
         run: |
@@ -287,7 +290,7 @@ jobs:
     defaults:
       run:
         shell: pwsh
-    runs-on: aks-win-4-cores-8gb
+    runs-on: aks-win-8-cores-16gb
     env:
       OPENVINO_REPO: "${{ github.workspace }}\\openvino"
       OPENVINO_CONTRIB_REPO: "${{ github.workspace }}\\openvino_contrib"
@@ -330,8 +333,9 @@ jobs:
         uses: ./openvino/.github/actions/setup_python
         with:
           version: ${{ env.PYTHON_VERSION }}
+          pip-cache-path: ${{ env.PIP_CACHE_PATH }}
           should-setup-pip-paths: 'false'
-          self-hosted-runner: 'false'
+          self-hosted-runner: 'true'
 
       - name: Install OpenVINO Python wheels
         run: |
@@ -345,6 +349,9 @@ jobs:
 
       - name: Install Python API tests dependencies
         run: |
+          # To enable pytest parallel features
+          python3 -m pip install pytest-xdist[psutil]
+
           # For torchvision to OpenVINO preprocessing converter
           python3 -m pip install -r ${{ env.INSTALL_TEST_DIR }}/python/preprocess/torchvision/requirements.txt
 
@@ -370,13 +377,17 @@ jobs:
         run: |
           python3 -m pytest -s ${{ env.INSTALL_TEST_DIR }}/mo/unit_tests --ignore=${{ env.INSTALL_TEST_DIR }}/mo/unit_tests/mo/front/mxnet --junitxml=${{ env.INSTALL_TEST_DIR }}/TEST-ModelOptimizer.xml
 
+      - name: Install Python Layer tests dependencies
+        run: |
+          # layer test requirements
+          python3 -m pip install -r ${{ env.LAYER_TESTS_INSTALL_DIR }}/requirements.txt
+
       # Ticket - 115085
       - name: PyTorch Layer Tests
         if: ${{ 'false' }}
         shell: cmd
         run: |
-          python3 -m pip install -r ${{ env.LAYER_TESTS_INSTALL_DIR }}/requirements.txt
+          python3 -m pytest ${{ env.LAYER_TESTS_INSTALL_DIR }}/pytorch_tests -n logical -m precommit --junitxml=${{ env.INSTALL_TEST_DIR }}/TEST-pytorch.xml
-          python3 -m pytest ${{ env.LAYER_TESTS_INSTALL_DIR }}/pytorch_tests -m precommit --junitxml=${{ env.INSTALL_TEST_DIR }}/TEST-pytorch.xml
         env:
           TEST_DEVICE: CPU
 
@@ -384,11 +395,9 @@ jobs:
         if: fromJSON(needs.smart_ci.outputs.affected_components).ONNX_FE.test
         shell: cmd
         run: |
-          python3 -m pip install -r ${{ env.LAYER_TESTS_INSTALL_DIR }}/requirements.txt
-
           :: requires 'unit_tests' from 'tools/mo'
           set PYTHONPATH=${{ env.INSTALL_TEST_DIR }}\mo;%PYTHONPATH%
-          python3 -m pytest ${{ env.LAYER_TESTS_INSTALL_DIR }}/onnx_tests -m "not launch_only_if_manually_specified and precommit" --junitxml=${INSTALL_TEST_DIR}/TEST-onnx.xml
+          python3 -m pytest ${{ env.LAYER_TESTS_INSTALL_DIR }}/onnx_tests -n logical -m "not launch_only_if_manually_specified and precommit" --junitxml=${INSTALL_TEST_DIR}/TEST-onnx.xml
         env:
           TEST_DEVICE: CPU
           TEST_PRECISION: FP16
@@ -397,8 +406,6 @@ jobs:
         if: fromJSON(needs.smart_ci.outputs.affected_components).TF_FE.test
         shell: cmd
         run: |
-          python3 -m pip install -r ${{ env.LAYER_TESTS_INSTALL_DIR }}/requirements.txt
-
           :: requires 'unit_tests' from 'tools/mo'
           set PYTHONPATH=${{ env.INSTALL_TEST_DIR }}\mo;%PYTHONPATH%
           python3 -m pytest ${{ env.LAYER_TESTS_INSTALL_DIR }}/tensorflow_tests/ --use_new_frontend -m precommit_tf_fe  --junitxml=${{ env.INSTALL_TEST_DIR }}/TEST-tf_fe.xml
@@ -410,8 +417,6 @@ jobs:
         if: fromJSON(needs.smart_ci.outputs.affected_components).TF_FE.test
         shell: cmd
         run: |
-          python3 -m pip install -r ${{ env.LAYER_TESTS_INSTALL_DIR }}/requirements.txt
-
           :: requires 'unit_tests' from 'tools/mo'
           set PYTHONPATH=${{ env.INSTALL_TEST_DIR }}\mo;%PYTHONPATH%
 
@@ -423,14 +428,12 @@ jobs:
         if: fromJSON(needs.smart_ci.outputs.affected_components).TF_FE.test
         shell: cmd
         run: |
-          python3 -m pip install -r ${{ env.LAYER_TESTS_INSTALL_DIR }}/requirements.txt
           python3 -m pytest ${{ env.LAYER_TESTS_INSTALL_DIR }}/tensorflow_tests/test_tf_Roll.py --ir_version=10  --junitxml=${{ env.INSTALL_TEST_DIR }}/TEST-tf_Roll.xml
 
       - name: TensorFlow 2 Layer Tests - Legacy FE
         if: fromJSON(needs.smart_ci.outputs.affected_components).TF_FE.test
         shell: cmd
         run: |
-          python3 -m pip install -r ${{ env.LAYER_TESTS_INSTALL_DIR }}/requirements.txt
           python3 -m pytest ${{ env.LAYER_TESTS_INSTALL_DIR }}/tensorflow2_keras_tests/test_tf2_keras_activation.py --ir_version=11 --junitxml=${{ env.INSTALL_TEST_DIR }}/TEST-tf2_Activation.xml -k "sigmoid"
         env:
           TEST_DEVICE: CPU
@@ -440,7 +443,6 @@ jobs:
         if: fromJSON(needs.smart_ci.outputs.affected_components).TFL_FE.test
         shell: cmd
         run: |
-          python3 -m pip install -r ${{ env.LAYER_TESTS_INSTALL_DIR }}/requirements.txt
           python3 -m pytest ${{ env.LAYER_TESTS_INSTALL_DIR }}/tensorflow_lite_tests/ --junitxml=${{ env.INSTALL_TEST_DIR }}/TEST-tfl_fe.xml
         env:
           TEST_DEVICE: CPU
@@ -460,8 +462,6 @@ jobs:
         if: fromJSON(needs.smart_ci.outputs.affected_components).MO.test
         shell: cmd
         run: |
-          python3 -m pip install -r ${{ env.LAYER_TESTS_INSTALL_DIR }}/requirements.txt
-
           :: Used for 'test_utils' installed in '<test_package>\python\openvino\test_utils'
           set PYTHONPATH=${{ env.INSTALL_TEST_DIR }}\python\openvino\test_utils;${{ env.INSTALL_TEST_DIR }}\python;%PYTHONPATH%
 
@@ -474,8 +474,6 @@ jobs:
         if: fromJSON(needs.smart_ci.outputs.affected_components).MO.test
         shell: cmd
         run: |
-          python3 -m pip install -r ${{ env.LAYER_TESTS_INSTALL_DIR }}/requirements.txt
-
           :: Used for 'test_utils' installed in '<test_package>\python\openvino\test_utils'
           set PYTHONPATH=${{ env.INSTALL_TEST_DIR }}\python\openvino\test_utils;${{ env.INSTALL_TEST_DIR }}\python;%PYTHONPATH%
 
@@ -490,8 +488,6 @@ jobs:
             fromJSON(needs.smart_ci.outputs.affected_components).PDPD_FE.test
         shell: cmd
         run: |
-          python3 -m pip install -r ${{ env.LAYER_TESTS_INSTALL_DIR }}/requirements.txt
-
           call "${{ env.INSTALL_DIR }}\\setupvars.bat" && python3 -m pytest ${{ env.LAYER_TESTS_INSTALL_DIR }}/py_frontend_tests --junitxml=${{ env.INSTALL_TEST_DIR }}/TEST-test_py_fontend.xml
 
       - name: OVC unit tests
@@ -778,7 +774,7 @@ jobs:
         with:
           version: ${{ env.PYTHON_VERSION }}
           should-setup-pip-paths: 'false'
-          self-hosted-runner: 'false'
+          self-hosted-runner: 'true'
 
       - name: Install python dependencies
         shell: cmd