updated model output definitions

This commit is contained in:
Brian Bjarke Jensen
2024-02-19 20:19:20 +01:00
parent dd5760dca0
commit 5388502f42
8 changed files with 326 additions and 7 deletions
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from .output import model_labels
from .classes import (
InformationValueModelOutput,
FramingModelOutput,
SalienceModelOutput
)
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from pydantic import BaseModel
from typing import List, Dict
import random
class ModelOutput(BaseModel):
@classmethod
def classname(cls) -> str:
"""Return classname."""
return cls.__name__
@classmethod
def list_fields(cls) -> List[str]:
"""List options that are stored as attributes."""
return list(cls.model_fields.keys())
@classmethod
def from_random(cls):
"""Instantiate with random numbers."""
kwargs = {field: random.random() for field in cls.list_fields()}
return cls(**kwargs)
def __repr__(self) -> str:
model_dict = self.model_dump()
model_repr_str = f"{self.classname()}("
model_repr_str += ", ".join([f"{field}={value:.3f}" for field, value in model_dict.items()])
model_repr_str += ")"
return model_repr_str
def highest_score_field(self) -> str:
"""Return name of field with highest score."""
model_dict = self.model_dump()
return max(model_dict, key=lambda k: model_dict[k])
def highest_score_value(self) -> float:
"""Return value of field with highest score."""
model_dict = self.model_dump()
return max(model_dict.values())
class InformationValueModelOutput(ModelOutput):
given_new: float
ideal_real: float
central_marginal: float
class FramingModelOutput(ModelOutput):
frame_lines: float
empty_space: float
colour_contrast: float
form_contrast: float
class SalienceModelOutput(ModelOutput):
size: float
colour: float
tone: float
form: float
positioning: float
if __name__ == '__main__':
m = InformationValueModelOutput.from_random()
print(repr(m))
print(m.highest_score_field())
print(m.highest_score_value())
m = FramingModelOutput.from_random()
print(repr(m))
print(m.highest_score_field())
print(m.highest_score_value())
m = SalienceModelOutput.from_random()
print(repr(m))
print(m.highest_score_field())
print(m.highest_score_value())