ai.djl.nn.pooling.PoolingConvention Maven / Gradle / Ivy
/*
* Copyright 2019 Amazon.com, Inc. or its affiliates. All Rights Reserved.
*
* Licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance
* with the License. A copy of the License is located at
*
* http://aws.amazon.com/apache2.0/
*
* or in the "license" file accompanying this file. This file 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.
*/
package ai.djl.nn.pooling;
/** An enum that enumerates the different pooling conventions. */
public enum PoolingConvention {
VALID,
FULL;
/**
* Computes the size of the output in the given input dimension for this {@code
* PoolingConvention}.
*
* @param input the input size in the dimension
* @param kernel the kernel size in the dimension
* @param stride the stride size in the dimension
* @param pad the pad size in the dimension
* @return the output size in the given input dimension
*/
public long getOutput(long input, long kernel, long stride, long pad) {
double output = input + 2 * pad - kernel / stride;
switch (this) {
case VALID:
return (long) Math.floor(output) + 1;
case FULL:
return (long) Math.ceil(output) + 1;
default:
throw new IllegalStateException();
}
}
}
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