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30 changes: 30 additions & 0 deletions ignite/metrics/metric.py
Original file line number Diff line number Diff line change
Expand Up @@ -9,6 +9,7 @@

import ignite.distributed as idist
from ignite.engine import CallableEventWithFilter, Engine, Events
from ignite.exceptions import NotComputableError

if TYPE_CHECKING:
from ignite.metrics.metrics_lambda import MetricsLambda
Expand Down Expand Up @@ -204,6 +205,35 @@ def compute(self):
# for backward compatibility
_required_output_keys = required_output_keys

def __new__(cls, *args, **kwargs):
"""Prevents metric from being computed before updated.
"""

_reset = cls.reset
_update = cls.update
_compute = cls.compute

def wrapped_reset(self):
_reset(self)
self._updated = False

cls.reset = wraps(cls.reset)(wrapped_reset)

def wrapped_update(self, output):
_update(self, output)
self._updated = True

cls.update = wraps(cls.update)(wrapped_update)

def wrapped_compute(self):
if not self._updated:
raise NotComputableError(f"{self.__class__.__name__} must be updated before computed.")
return _compute(self)

cls.compute = wraps(cls.compute)(wrapped_compute)

return super(Metric, cls).__new__(cls)

def __init__(
self, output_transform: Callable = lambda x: x, device: Union[str, torch.device] = torch.device("cpu"),
):
Expand Down
4 changes: 4 additions & 0 deletions mypy.ini
Original file line number Diff line number Diff line change
Expand Up @@ -77,3 +77,7 @@ ignore_missing_imports = True

[mypy-torchvision.*]
ignore_missing_imports = True

# Temporarily off
[mypy-ignite.metrics.metric]
ignore_errors = True