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Diffstat (limited to 'become_yukarin/loss.py')
| -rw-r--r-- | become_yukarin/loss.py | 24 |
1 files changed, 24 insertions, 0 deletions
diff --git a/become_yukarin/loss.py b/become_yukarin/loss.py new file mode 100644 index 0000000..c088691 --- /dev/null +++ b/become_yukarin/loss.py @@ -0,0 +1,24 @@ +from .config import LossConfig +from .model import Model + +import chainer + +from chainer import reporter + + +class Loss(chainer.link.Chain): + def __init__(self, config: LossConfig, predictor: Model): + super().__init__() + self.config = config + + with self.init_scope(): + self.predictor = predictor + + def __call__(self, input, target): + h = input + y = self.predictor(h) + + loss = chainer.functions.mean_absolute_error(y, target) + reporter.report({'loss': loss}, self) + + return loss * self.config.l1 |
