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authorDiego Russo <diego.russo@arm.com>2022-05-30 13:34:14 +0100
committerDiego Russo <diego.russo@arm.com>2022-05-30 13:34:14 +0100
commit0efca3cadbad5517a59884576ddb90cfe7ac30f8 (patch)
treeabed6cb6fbf3c439fc8d947f505b6a53d5daeb1e /src/mlia/core/data_collection.py
parent0777092695c143c3a54680b5748287d40c914c35 (diff)
downloadmlia-0efca3cadbad5517a59884576ddb90cfe7ac30f8.tar.gz
Add MLIA codebase0.3.0-rc.1
Add MLIA codebase including sources and tests. Change-Id: Id41707559bd721edd114793618d12ccd188d8dbd
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+# SPDX-FileCopyrightText: Copyright 2022, Arm Limited and/or its affiliates.
+# SPDX-License-Identifier: Apache-2.0
+"""Module for data collection.
+
+This module contains base classes for the first stage
+of the ML Inference Advisor workflow - data collection.
+"""
+from abc import abstractmethod
+
+from mlia.core.common import DataItem
+from mlia.core.common import NamedEntity
+from mlia.core.mixins import ContextMixin
+from mlia.core.mixins import ParameterResolverMixin
+
+
+class DataCollector(NamedEntity):
+ """Base class for the data collection.
+
+ Data collection is the first step in the process of the advice
+ generation.
+
+ Different implementations of this class can provide various
+ information about model or device. This information is being used
+ at later stages.
+ """
+
+ @abstractmethod
+ def collect_data(self) -> DataItem:
+ """Collect data."""
+
+
+class ContextAwareDataCollector(DataCollector, ContextMixin, ParameterResolverMixin):
+ """Context aware data collector.
+
+ This class makes easier access to the Context object. Context object could
+ be automatically injected during workflow configuration.
+ """