Types of loss reduction.
Contains the following values:
NONE
: Un-reduced weighted losses with the same shape as input.SUM
: Scalar sum of weighted losses.MEAN
: Scalar SUM
divided by sum of weights. DEPRECATED.SUM_OVER_BATCH_SIZE
: Scalar SUM
divided by number of elements in losses.SUM_OVER_NONZERO_WEIGHTS
: Scalar SUM
divided by number of non-zero weights. DEPRECATED.SUM_BY_NONZERO_WEIGHTS
: Same as SUM_OVER_NONZERO_WEIGHTS
. DEPRECATED.all
@classmethod all()
validate
@classmethod validate( key )
Class Variables | |
---|---|
MEAN | 'weighted_mean' |
NONE | 'none' |
SUM | 'weighted_sum' |
SUM_BY_NONZERO_WEIGHTS | 'weighted_sum_by_nonzero_weights' |
SUM_OVER_BATCH_SIZE | 'weighted_sum_over_batch_size' |
SUM_OVER_NONZERO_WEIGHTS | 'weighted_sum_by_nonzero_weights' |
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Licensed under the Creative Commons Attribution License 3.0.
Code samples licensed under the Apache 2.0 License.
https://www.tensorflow.org/versions/r2.4/api_docs/python/tf/compat/v1/losses/Reduction