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