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2025-08-27 19:58:42 +08:00
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/*
* Copyright (c) 2023-2025, Agents-Flex (fuhai999@gmail.com).
* <p>
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
* <p>
* http://www.apache.org/licenses/LICENSE-2.0
* <p>
* 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.
*/
package com.agentsflex.core.document.splitter;
import com.agentsflex.core.document.Document;
import com.agentsflex.core.document.DocumentSplitter;
import com.agentsflex.core.document.id.DocumentIdGenerator;
import com.agentsflex.core.util.StringUtil;
import com.knuddels.jtokkit.Encodings;
import com.knuddels.jtokkit.api.Encoding;
import com.knuddels.jtokkit.api.EncodingRegistry;
import com.knuddels.jtokkit.api.EncodingType;
import com.knuddels.jtokkit.api.IntArrayList;
import java.util.ArrayList;
import java.util.Collections;
import java.util.List;
public class SimpleTokenizeSplitter implements DocumentSplitter {
private EncodingRegistry registry = Encodings.newLazyEncodingRegistry();
private EncodingType encodingType = EncodingType.CL100K_BASE;
private int chunkSize;
private int overlapSize;
public SimpleTokenizeSplitter(int chunkSize) {
this.chunkSize = chunkSize;
if (this.chunkSize <= 0) {
throw new IllegalArgumentException("chunkSize must be greater than 0, chunkSize: " + this.chunkSize);
}
}
public SimpleTokenizeSplitter(int chunkSize, int overlapSize) {
this.chunkSize = chunkSize;
this.overlapSize = overlapSize;
if (this.chunkSize <= 0) {
throw new IllegalArgumentException("chunkSize must be greater than 0, chunkSize: " + this.chunkSize);
}
if (this.overlapSize >= this.chunkSize) {
throw new IllegalArgumentException("overlapSize must be less than chunkSize, overlapSize: " + this.overlapSize + ", chunkSize: " + this.chunkSize);
}
}
public int getChunkSize() {
return chunkSize;
}
public void setChunkSize(int chunkSize) {
this.chunkSize = chunkSize;
}
public int getOverlapSize() {
return overlapSize;
}
public void setOverlapSize(int overlapSize) {
this.overlapSize = overlapSize;
}
public EncodingRegistry getRegistry() {
return registry;
}
public void setRegistry(EncodingRegistry registry) {
this.registry = registry;
}
public EncodingType getEncodingType() {
return encodingType;
}
public void setEncodingType(EncodingType encodingType) {
this.encodingType = encodingType;
}
@Override
public List<Document> split(Document document, DocumentIdGenerator idGenerator) {
if (document == null || StringUtil.noText(document.getContent())) {
return Collections.emptyList();
}
String content = document.getContent();
Encoding encoding = this.registry.getEncoding(this.encodingType);
List<Integer> tokens = encoding.encode(content).boxed();
int index = 0, currentIndex = index;
int maxIndex = tokens.size();
List<Document> chunks = new ArrayList<>();
while (currentIndex < maxIndex) {
int endIndex = Math.min(currentIndex + chunkSize, maxIndex);
List<Integer> chunkTokens = tokens.subList(currentIndex, endIndex);
IntArrayList intArrayList = new IntArrayList();
for (Integer chunkToken : chunkTokens) {
intArrayList.add(chunkToken);
}
String chunkText = encoding.decode(intArrayList).trim();
if (chunkText.isEmpty()) {
continue;
}
//UTF-8 'Unicode replacement character' which in your case is 0xFFFD (65533 in Hex).
//fix 修复中文乱码的问题
boolean firstIsReplacement = chunkText.charAt(0) == 65533;
boolean lastIsReplacement = chunkText.charAt(chunkText.length() - 1) == 65533;
if (firstIsReplacement || lastIsReplacement) {
if (firstIsReplacement) currentIndex -= 1;
if (lastIsReplacement) endIndex += 1;
chunkTokens = tokens.subList(currentIndex, endIndex);
intArrayList = new IntArrayList();
for (Integer chunkToken : chunkTokens) {
intArrayList.add(chunkToken);
}
chunkText = encoding.decode(intArrayList).trim();
}
currentIndex = currentIndex + chunkSize - overlapSize;
Document newDocument = new Document();
newDocument.addMetadata(document.getMetadataMap());
newDocument.setContent(chunkText);
//we should invoke setId after setContent
newDocument.setId(idGenerator == null ? null : idGenerator.generateId(newDocument));
chunks.add(newDocument);
}
return chunks;
}
}