Cherry-pick memory usage improvements PRs #12498

Job	Run time
Smart_CI	26s
Docker	1m 4s
Build / Build	12m 10s
Conformance (OP)	9m 19s
Conformance (API)	2m 3s
dGPU Tests	0s
NVIDIA plugin	2m 44s
iGPU Tests	0s
Samples / Samples	6m 9s
C++ unit tests / C++ unit tests	19m 43s
CPU functional tests / CPU functional tests	21m 40s
Debian Packages / Debian Packages	2m 15s
OpenVINO JS API / OpenVINO JS API	2m 11s
ONNX Models Tests / ONNX Models tests	20m 1s
Python unit tests / Python unit tests	19m 59s
Pytorch Layer Tests / PyTorch Layer Tests	27m 13s
ONNX Runtime Integration / ONNX Runtime Integration	6m 18s
OpenVINO tokenizers extension / OpenVINO tokenizers extension	3m 57s
TensorFlow TF Hub Models tests	0s
TensorFlow Hugging Face Models tests	0s
PyTorch Models Nightly Scope1 tests	0s
PyTorch Models Nightly Scope2 tests	0s
TensorFlow Layer Tests / TensorFlow Layer Tests	10m 3s
TensorFlow Models tests / TensorFlow Models tests	13m 47s
PyTorch Models tests / PyTorch Models tests	31m 5s
JAX/Flax Models tests / JAX/Flax Models tests	2m 4s
ci/gha_overall_status	1s
	3h 34m 12s

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