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0161e74 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 | from dataclasses import dataclass
from typing import Any, Callable, Protocol
from .._types import DEComparison, MetricBestValue, MetricType, PerturbationAnndataPair
class Metric(Protocol):
"""Protocol for metric functions."""
def __call__(
self,
data: PerturbationAnndataPair | DEComparison,
**kwargs,
) -> float | dict[str, float]: ...
@dataclass
class MetricResult:
"""Result of a metric computation."""
name: str
value: float | str
perturbation: str | None = None
def to_dict(self) -> dict[str, float | str]:
"""Convert result to dictionary."""
return {
"perturbation": self.perturbation, # type: ignore
"metric": self.name,
"value": self.value,
}
@dataclass
class MetricInfo:
"""Information about a registered metric."""
name: str
type: MetricType
func: Callable
description: str
best_value: MetricBestValue
is_class: bool = False
kwargs: dict[str, Any] | None = None
def __post_init__(self):
if self.kwargs is None:
self.kwargs = {}
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