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-rw-r--r--become_yukarin/loss.py24
1 files changed, 24 insertions, 0 deletions
diff --git a/become_yukarin/loss.py b/become_yukarin/loss.py
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+++ b/become_yukarin/loss.py
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+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