[OpenVINO] Introduce a way to control resetting of the state of stateful OV models #3714
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Changes
Added
nncf.Dataset.RESET_STATE_KEYconstant to specify when to reset model state. This constant is used by OpenVINO backend to control resetting of internal model state between model inferences. This key can be added to a dataset sample input dictionary with eitherTrueorFalsevalue. WithTruevalue, the model state will be reset before inference on the corresponding sample, and withFalsethe state will not be reset.Reason for changes
Poor static quantization quality of stateful Whisper models.
Related tickets
172705
Tests
Added
tests/openvino/native/test_engine.py::test_stateful_model_inference_with_controlled_resetting.