ai.djl.modality.nlp.preprocess.UnicodeNormalizer Maven / Gradle / Ivy
/*
* Copyright 2020 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.modality.nlp.preprocess;
import java.text.Normalizer;
import java.util.List;
import java.util.stream.Collectors;
/**
* Applies unicode normalization to input strings. This is particularly important if you are dealing
* with non-English input or with text originating from OCR applications.
*/
public class UnicodeNormalizer implements TextProcessor {
public static final Normalizer.Form DEFAULT_FORM = Normalizer.Form.NFKC;
private final Normalizer.Form normalForm;
/**
* Unicode normalizer with a configurable normal form.
*
* @param normalForm The normal form to use.
*/
public UnicodeNormalizer(final Normalizer.Form normalForm) {
this.normalForm = normalForm;
}
/**
* Default version of the Unicode Normalizer using NFKC normal form. If you do not know what
* normal form you need, this is the normal form you need.
*/
public UnicodeNormalizer() {
this(DEFAULT_FORM);
}
/**
* Normalizes a String using a sensible default normal form. Use this if you do not want to
* think about unicode preprocessing.
*
* @param s Any non-null string
* @return The given string with default unicode normalization applied.
*/
public static String normalizeDefault(final String s) {
return Normalizer.normalize(s, DEFAULT_FORM);
}
@Override
public List preprocess(final List tokens) {
return tokens.stream()
.map((s) -> Normalizer.normalize(s, normalForm))
.collect(Collectors.toList());
}
}
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