[GHA] Azure pip cache (#20029)

* switched PyTorch_Models

* fixed root issue

* upgrade pip

* set bash environments

* install pip deps

* added git installation

* added g++ deps

* added python-dev package

* get particular python-dev package

* fixed package name

* removed python-dev

* cython dep

* debug

* fixed inlude path

* test cache

* set home dir

* changed disk space calculation

* crosspipeline pip cache

* added tag for source builded deps

* immutable deps

* use commit id instead of tag

* Update .github/workflows/linux.yml

Co-authored-by: Ilya Lavrenov <ilya.lavrenov@intel.com>

* fixed logs upload condition

* removed pip upgrade

* changed  detectotron version

* Update tests/model_hub_tests/torch_tests/requirements_secondary.txt

Co-authored-by: Ilya Lavrenov <ilya.lavrenov@intel.com>

* changed wheel installation way

* reset onednn

* added cleanup workload

* cleanup test

* fixed reqs install

* test cache depending on pip version

* syntax fix

* env overwriting test

* test env output

* fixed set env step

* move pip cahc initialization to step

* changed pip ver regexp

* set custom pip cahce for each step

* cleanup code and enabled test cleanup job

* test cleanup 2

* speedup removal

* check existed dir

* Enabled cache for samples job

* removed debug job

* changed way how to get pip ver

* improved pip version extration

* revert omz

* switched PyTorch_Models

* fixed root issue

* upgrade pip

* set bash environments

* install pip deps

* added git installation

* added g++ deps

* added python-dev package

* get particular python-dev package

* fixed package name

* removed python-dev

* cython dep

* debug

* fixed inlude path

* test cache

* set home dir

* changed disk space calculation

* crosspipeline pip cache

* added tag for source builded deps

* immutable deps

* use commit id instead of tag

* Update .github/workflows/linux.yml

Co-authored-by: Ilya Lavrenov <ilya.lavrenov@intel.com>

* fixed logs upload condition

* removed pip upgrade

* changed  detectotron version

* Update tests/model_hub_tests/torch_tests/requirements_secondary.txt

Co-authored-by: Ilya Lavrenov <ilya.lavrenov@intel.com>

* changed wheel installation way

* added cleanup workload

* reset onednn

* cleanup test

* fixed reqs install

* test cache depending on pip version

* syntax fix

* env overwriting test

* test env output

* fixed set env step

* move pip cahc initialization to step

* changed pip ver regexp

* set custom pip cahce for each step

* cleanup code and enabled test cleanup job

* test cleanup 2

* speedup removal

* check existed dir

* Enabled cache for samples job

* removed debug job

* changed way how to get pip ver

* improved pip version extration

* revert omz

* review fixes

* remove  cache files using atime

* mtime->atime

---------

Co-authored-by: Ilya Lavrenov <ilya.lavrenov@intel.com>

tests/model_hub_tests/torch_tests/requirements_secondary.txt

@@ -1,4 +1,5 @@
 -c ../../constraints.txt
 # This file contains requirements dependednt from modules in requirements.txt
-git+https://github.com/facebookresearch/detectron2.git 
+# get immutable commit to be able to use pip cache
+git+https://github.com/facebookresearch/detectron2.git@1a4df4d954089534daebbd7a0a45f08ece87056e
 natten