Source code for oumi.core.evaluation.evaluation_result
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#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
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from typing import Any, Optional
[docs]
class EvaluationResult:
"""Class that retains the evaluation results generated by all backends.
Attributes:
task_name: The name of the task on which the model was evaluated.
task_result: The result of evaluating on the task. This is a dictionary where
the keys are metric names and the values are their corresponding values.
The captured metrics vary based on the backend and the specific task.
backend_config: The configuration of the backend. This is a dictionary including
configuration parameters that are specific to the backend used to evaluate
on the task. They are retained for reproducibility.
start_time: A human-friendly string (recommended format is: YYYYMMDD_HHMMSS)
that indicates the date and time when the evaluation started.
elapsed_time_sec: The duration to complete the evaluation (in seconds).
"""
def __init__(
self,
task_name: Optional[str] = None,
task_result: Optional[dict[str, Any]] = None,
backend_config: Optional[dict[str, Any]] = None,
start_time: Optional[str] = None,
elapsed_time_sec: Optional[int] = None,
):
"""Initialize the EvaluationResult class."""
self.task_name = task_name
self.task_result = task_result or {}
self.backend_config = backend_config or {}
self.start_time = start_time
self.elapsed_time_sec = elapsed_time_sec
[docs]
def to_dict(self) -> dict[str, Any]:
"""Convert the EvaluationResult to a dictionary."""
return {
"task_name": self.task_name,
"task_result": self.task_result,
"backend_config": self.backend_config,
"start_time": self.start_time,
"elapsed_time_sec": self.elapsed_time_sec,
}