29 lines
1.2 KiB
Scala
Raw Normal View History

2019-06-06 15:21:15 +03:00
/*******************************************************************************
* Copyright (c) 2015-2018 Skymind, Inc.
*
* This program and the accompanying materials are made available under the
* terms of the Apache License, Version 2.0 which is available at
* https://www.apache.org/licenses/LICENSE-2.0.
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
* WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the
* License for the specific language governing permissions and limitations
* under the License.
*
* SPDX-License-Identifier: Apache-2.0
******************************************************************************/
package org.deeplearning4j.scalnet.regularizers
/**
* Weight regularizers.
*
* @author David Kale
*/
sealed class WeightRegularizer(val l1: Double = Double.NaN, val l2: Double = Double.NaN)
case class NoRegularizer() extends WeightRegularizer()
case class L1(l: Double = 0.01) extends WeightRegularizer(l1 = l)
case class L2(l: Double = 0.01) extends WeightRegularizer(l2 = l)
case class L1L2(override val l1: Double = 0.01, override val l2: Double = 0.01) extends WeightRegularizer