初始化
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36
easy-agents-store/easy-agents-store-vectorex/pom.xml
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36
easy-agents-store/easy-agents-store-vectorex/pom.xml
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<?xml version="1.0" encoding="UTF-8"?>
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<project xmlns="http://maven.apache.org/POM/4.0.0"
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xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
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xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
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<modelVersion>4.0.0</modelVersion>
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<parent>
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<groupId>com.easyagents</groupId>
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<artifactId>easy-agents-store</artifactId>
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<version>${revision}</version>
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</parent>
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<name>easy-agents-store-vectorex</name>
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<artifactId>easy-agents-store-vectorex</artifactId>
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<properties>
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<maven.compiler.source>8</maven.compiler.source>
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<maven.compiler.target>8</maven.compiler.target>
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<project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
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</properties>
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<dependencies>
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<dependency>
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<groupId>com.easyagents</groupId>
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<artifactId>easy-agents-core</artifactId>
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<scope>compile</scope>
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</dependency>
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<dependency>
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<groupId>io.github.javpower</groupId>
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<artifactId>vectorex-client</artifactId>
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<version>1.5.3</version>
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</dependency>
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</dependencies>
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</project>
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/*
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* Copyright (c) 2023-2026, Easy-Agents (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.easyagents.store.vectorex;
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import com.easyagents.core.document.Document;
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import com.easyagents.core.store.DocumentStore;
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import com.easyagents.core.store.SearchWrapper;
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import com.easyagents.core.store.StoreOptions;
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import com.easyagents.core.store.StoreResult;
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import io.github.javpower.vectorexclient.VectorRexClient;
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import io.github.javpower.vectorexclient.builder.QueryBuilder;
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import io.github.javpower.vectorexclient.entity.MetricType;
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import io.github.javpower.vectorexclient.entity.ScalarField;
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import io.github.javpower.vectorexclient.entity.VectoRexEntity;
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import io.github.javpower.vectorexclient.entity.VectorFiled;
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import io.github.javpower.vectorexclient.req.CollectionDataAddReq;
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import io.github.javpower.vectorexclient.req.CollectionDataDelReq;
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import io.github.javpower.vectorexclient.req.VectoRexCollectionReq;
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import io.github.javpower.vectorexclient.res.DbData;
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import io.github.javpower.vectorexclient.res.ServerResponse;
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import io.github.javpower.vectorexclient.res.VectorSearchResult;
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import org.slf4j.Logger;
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import org.slf4j.LoggerFactory;
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import java.util.*;
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public class VectoRexStore extends DocumentStore {
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private final VectoRexStoreConfig config;
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private final VectorRexClient client;
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private final String defaultCollectionName;
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private boolean isCreateCollection = false;
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private static final Logger logger = LoggerFactory.getLogger(VectoRexStore.class);
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public VectoRexStore(VectoRexStoreConfig config) {
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this.config = config;
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this.defaultCollectionName = config.getDefaultCollectionName();
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this.client = new VectorRexClient(config.getUri(), config.getUsername(), config.getPassword());
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}
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@Override
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public StoreResult doStore(List<Document> documents, StoreOptions options) {
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List<Map<String, Object>> data = new ArrayList<>();
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for (Document doc : documents) {
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Map<String, Object> dict = new HashMap<>();
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dict.put("id", String.valueOf(doc.getId()));
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dict.put("content", doc.getContent());
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dict.put("vector", doc.getVectorAsList());
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data.add(dict);
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}
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String collectionName = options.getCollectionNameOrDefault(defaultCollectionName);
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if (config.isAutoCreateCollection() && !isCreateCollection) {
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ServerResponse<List<VectoRexEntity>> collections = client.getCollections();
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if (collections.getData() == null || collections.getData().stream().noneMatch(e -> e.getCollectionName().equals(collectionName))) {
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createCollection(collectionName);
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} else {
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isCreateCollection = true;
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}
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}
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for (Map<String, Object> map : data) {
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CollectionDataAddReq req = CollectionDataAddReq.builder().collectionName(collectionName).metadata(map).build();
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client.addCollectionData(req);
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}
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return StoreResult.successWithIds(documents);
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}
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private Boolean createCollection(String collectionName) {
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List<ScalarField> scalarFields = new ArrayList();
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ScalarField id = ScalarField.builder().name("id").isPrimaryKey(true).build();
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ScalarField content = ScalarField.builder().name("content").isPrimaryKey(false).build();
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scalarFields.add(id);
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scalarFields.add(content);
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List<VectorFiled> vectorFiles = new ArrayList();
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VectorFiled vector = VectorFiled.builder().name("vector").metricType(MetricType.FLOAT_COSINE_DISTANCE).dimensions(this.getEmbeddingModel().dimensions()).build();
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vectorFiles.add(vector);
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ServerResponse<Void> response = client.createCollection(VectoRexCollectionReq.builder().collectionName(collectionName).scalarFields(scalarFields).vectorFileds(vectorFiles).build());
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return response.isSuccess();
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}
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@Override
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public StoreResult doDelete(Collection<?> ids, StoreOptions options) {
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for (Object id : ids) {
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CollectionDataDelReq req = CollectionDataDelReq.builder().collectionName(options.getCollectionNameOrDefault(defaultCollectionName)).id((String) id).build();
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ServerResponse<Void> response = client.deleteCollectionData(req);
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if (!response.isSuccess()) {
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return StoreResult.fail();
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}
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}
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return StoreResult.success();
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}
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@Override
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public List<Document> doSearch(SearchWrapper searchWrapper, StoreOptions options) {
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ServerResponse<List<VectorSearchResult>> response = client.queryCollectionData(QueryBuilder.lambda(options.getCollectionNameOrDefault(defaultCollectionName))
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.vector("vector", Collections.singletonList(searchWrapper.getVectorAsList())).topK(searchWrapper.getMaxResults()));
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if (!response.isSuccess()) {
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logger.error("Error searching in VectoRex", response.getMsg());
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return Collections.emptyList();
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}
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List<VectorSearchResult> data = response.getData();
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List<Document> documents = new ArrayList<>();
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for (VectorSearchResult result : data) {
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DbData dd = result.getData();
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Map<String, Object> metadata = dd.getMetadata();
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Document doc = new Document();
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doc.setId(result.getId());
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doc.setContent((String) metadata.get("content"));
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Object vectorObj = metadata.get("vector");
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if (vectorObj instanceof List) {
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//noinspection unchecked
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doc.setVector((List<Float>) vectorObj);
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}
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documents.add(doc);
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}
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return documents;
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}
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@Override
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public StoreResult doUpdate(List<Document> documents, StoreOptions options) {
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if (documents == null || documents.isEmpty()) {
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return StoreResult.success();
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}
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List<Map<String, Object>> data = new ArrayList<>();
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for (Document doc : documents) {
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Map<String, Object> dict = new HashMap<>();
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dict.put("id", String.valueOf(doc.getId()));
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dict.put("content", doc.getContent());
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dict.put("vector", doc.getVectorAsList());
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data.add(dict);
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}
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String collectionName = options.getCollectionNameOrDefault(defaultCollectionName);
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for (Map<String, Object> map : data) {
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CollectionDataAddReq req = CollectionDataAddReq.builder().collectionName(collectionName).metadata(map).build();
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client.updateCollectionData(req);
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}
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return StoreResult.successWithIds(documents);
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}
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public VectorRexClient getClient() {
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return client;
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}
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}
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@@ -0,0 +1,76 @@
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/*
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* Copyright (c) 2023-2026, Easy-Agents (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.easyagents.store.vectorex;
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import com.easyagents.core.store.DocumentStoreConfig;
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import com.easyagents.core.util.StringUtil;
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public class VectoRexStoreConfig implements DocumentStoreConfig {
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private String uri;
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private String username;
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private String password;
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private String defaultCollectionName;
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private boolean autoCreateCollection = true;
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public String getUri() {
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return uri;
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}
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public void setUri(String uri) {
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this.uri = uri;
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}
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public String getDefaultCollectionName() {
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return defaultCollectionName;
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}
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public void setDefaultCollectionName(String defaultCollectionName) {
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this.defaultCollectionName = defaultCollectionName;
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}
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public boolean isAutoCreateCollection() {
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return autoCreateCollection;
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}
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public void setAutoCreateCollection(boolean autoCreateCollection) {
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this.autoCreateCollection = autoCreateCollection;
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}
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public String getUsername() {
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return username;
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}
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public void setUsername(String username) {
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this.username = username;
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}
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public String getPassword() {
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return password;
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}
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public void setPassword(String password) {
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this.password = password;
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}
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@Override
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public boolean checkAvailable() {
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return StringUtil.hasText(this.uri);
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}
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}
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