wenjin272 commented on code in PR #341: URL: https://github.com/apache/flink-agents/pull/341#discussion_r2626580563
########## e2e-test/flink-agents-end-to-end-tests-integration/src/test/java/org/apache/flink/agents/integration/test/VectorStoreIntegrationTest.java: ########## @@ -0,0 +1,122 @@ +/* + * Licensed to the Apache Software Foundation (ASF) under one + * or more contributor license agreements. See the NOTICE file + * distributed with this work for additional information + * regarding copyright ownership. The ASF licenses this file + * to you 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 + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * 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 org.apache.flink.agents.integration.test; + +import org.apache.flink.agents.api.AgentsExecutionEnvironment; +import org.apache.flink.api.java.functions.KeySelector; +import org.apache.flink.streaming.api.datastream.DataStream; +import org.apache.flink.streaming.api.datastream.DataStreamSource; +import org.apache.flink.streaming.api.environment.StreamExecutionEnvironment; +import org.apache.flink.util.CloseableIterator; +import org.junit.jupiter.api.Assertions; +import org.junit.jupiter.api.Assumptions; +import org.junit.jupiter.params.ParameterizedTest; +import org.junit.jupiter.params.provider.ValueSource; + +import java.util.Map; + +/** + * Parameterized integration test for Vector Stores. Currently validates Elasticsearch backend. + * + * <p>Environment variables required to run against a real Elasticsearch cluster: + * + * <ul> + * <li>ES_HOST (e.g., http://localhost:9200) + * <li>ES_INDEX (e.g., my_documents) + * <li>ES_VECTOR_FIELD (e.g., content_vector) + * <li>ES_DIMS (optional; defaults to 768) + * </ul> + * + * If these are not provided, the test will be skipped. + */ +public class VectorStoreIntegrationTest { + + @ParameterizedTest + @ValueSource(strings = {"ELASTICSEARCH"}) + public void testVectorStoreSemanticQuery(String backend) throws Exception { + Assumptions.assumeTrue("ELASTICSEARCH".equals(backend)); + + String host = getEnvOrProperty("ES_HOST"); + String index = getEnvOrProperty("ES_INDEX"); + String vectorField = getEnvOrProperty("ES_VECTOR_FIELD"); + + Assumptions.assumeTrue(host != null && !host.isEmpty(), "ES_HOST is not set"); + Assumptions.assumeTrue(index != null && !index.isEmpty(), "ES_INDEX is not set"); + Assumptions.assumeTrue( + vectorField != null && !vectorField.isEmpty(), "ES_VECTOR_FIELD is not set"); + + StreamExecutionEnvironment env = StreamExecutionEnvironment.getExecutionEnvironment(); + env.setParallelism(1); + + final DataStreamSource<String> inputStream = env.fromData("What is Apache Flink"); + + final AgentsExecutionEnvironment agentEnv = + AgentsExecutionEnvironment.getExecutionEnvironment(env); + + final DataStream<Object> outputStream = + agentEnv.fromDataStream(inputStream, (KeySelector<String, String>) value -> value) + .apply(new VectorStoreIntegrationAgent()) + .toDataStream(); + + final CloseableIterator<Object> results = outputStream.collectAsync(); + + agentEnv.execute(); + + checkResult(results); + } + + @SuppressWarnings("unchecked") + private void checkResult(CloseableIterator<Object> results) { + // 단일 입력에 대한 결과 1건 검증 및 벤더 비의존 최소 계약 확인 Review Comment: comments not in English. -- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the URL above to go to the specific comment. To unsubscribe, e-mail: [email protected] For queries about this service, please contact Infrastructure at: [email protected]
