-
Notifications
You must be signed in to change notification settings - Fork 18
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
- Loading branch information
Showing
1 changed file
with
41 additions
and
18 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -1,40 +1,63 @@ | ||
# GSC-19165-1, "The On-Board Artificial Intelligence Research (OnAIR) Platform" | ||
# | ||
# Copyright © 2023 United States Government as represented by the Administrator of | ||
# the National Aeronautics and Space Administration. No copyright is claimed in the | ||
# United States under Title 17, U.S. Code. All Other Rights Reserved. | ||
# Copyright © 2023 United States Government as represented by the Administrator | ||
# of the National Aeronautics and Space Administration. No copyright is claimed | ||
# in the United States under Title 17, U.S. Code. All Other Rights Reserved. | ||
# | ||
# Licensed under the NASA Open Source Agreement version 1.3 | ||
# See "NOSA GSC-19165-1 OnAIR.pdf" | ||
|
||
|
||
from abc import ABC, abstractmethod | ||
|
||
"""This object serves as a proxy for all plugins. | ||
Therefore, the AIPlugin object is meant to induce | ||
standards and structures of compliance for user-created | ||
and/or imported plugins/libraries | ||
""" | ||
|
||
class AIPlugIn(ABC): | ||
"""This serves as a base for all plugins. | ||
This is the superclass for data driven components: VAE, PPO, etc. It is | ||
meant to induce standards and structures of compliance for imported | ||
plugins: KnowledgeRep, Learner, Planner or Complex. Those plugins must | ||
inherit this class. | ||
Attributes: | ||
component_name (str): Name given to instance of plugin. | ||
headers (list[str]): Names for each data point in a data frame. | ||
""" | ||
def __init__(self, _name: str, _headers: list[str]): | ||
"""Initializes a new AIPlugIn object. | ||
Args: | ||
_name: The name of this plugin instance. | ||
_headers: Sequenced names of each item in OnAIR data frame. | ||
class AIPlugin(ABC): | ||
def __init__(self, _name, _headers): | ||
""" | ||
Superclass for data driven components: VAE, PPO, etc. Allows for easier modularity. | ||
""" | ||
assert len(_headers) > 0 | ||
self.component_name = _name | ||
self.headers = _headers | ||
|
||
@abstractmethod | ||
def update(self, low_level_data=[], high_level_data={}): | ||
""" | ||
Given streamed data point, system should update internally | ||
def update( | ||
self, low_level_data: list[float] = [], | ||
high_level_data: dict[str, dict[str, list[object]]] = {} | ||
) -> None: | ||
"""Updates plugin's data using provided data. | ||
Args: | ||
low_level_data: Frame of floats, one for each header. | ||
high_level_data: Reasoned data results from previous plugins. | ||
Returns: | ||
None: This function only updates the data for this plugin | ||
""" | ||
raise NotImplementedError | ||
|
||
@abstractmethod | ||
def render_reasoning(self): | ||
""" | ||
System should return its diagnosis | ||
def render_reasoning(self) -> list[object]: | ||
"""Plugin reasons with current data and provides analysis. | ||
Returns: | ||
list[object]: The list of reasoned outcomes, where contents are | ||
relevant to this plugin. May be an empty list. | ||
""" | ||
raise NotImplementedError |