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[Feature] Add Retrieval Augmented Generation search processors (opens…
…earch-project#1275) * Put RAG pipeline behind a feature flag. Signed-off-by: Austin Lee <[email protected]> * Add support for chat history in RAG using the Conversational Memory API Signed-off-by: Austin Lee <[email protected]> * Fix spotless Signed-off-by: Austin Lee <[email protected]> * Fix RAG feature flag enablement. Signed-off-by: Austin Lee <[email protected]> * Address review comments and suggestions. Signed-off-by: Austin Lee <[email protected]> * Address comments. Signed-off-by: Austin Lee <[email protected]> * Add unit tests for MachineLearningPlugin Signed-off-by: Austin Lee <[email protected]> --------- Signed-off-by: Austin Lee <[email protected]>
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plugin/src/test/java/org/opensearch/ml/plugin/MachineLearningPluginTests.java
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/* | ||
* Copyright 2023 Aryn | ||
* Copyright OpenSearch Contributors | ||
* SPDX-License-Identifier: Apache-2.0 | ||
* | ||
* 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 | ||
* | ||
* 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.opensearch.ml.plugin; | ||
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import static org.junit.Assert.assertEquals; | ||
import static org.junit.Assert.assertTrue; | ||
import static org.mockito.Mockito.mock; | ||
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import java.util.List; | ||
import java.util.Map; | ||
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import org.junit.Test; | ||
import org.opensearch.common.settings.Settings; | ||
import org.opensearch.plugins.SearchPipelinePlugin; | ||
import org.opensearch.plugins.SearchPlugin; | ||
import org.opensearch.searchpipelines.questionanswering.generative.GenerativeQAProcessorConstants; | ||
import org.opensearch.searchpipelines.questionanswering.generative.GenerativeQARequestProcessor; | ||
import org.opensearch.searchpipelines.questionanswering.generative.GenerativeQAResponseProcessor; | ||
import org.opensearch.searchpipelines.questionanswering.generative.ext.GenerativeQAParamExtBuilder; | ||
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public class MachineLearningPluginTests { | ||
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@Test | ||
public void testGetSearchExtsFeatureDisabled() { | ||
Settings settings = Settings.builder().build(); | ||
MachineLearningPlugin plugin = new MachineLearningPlugin(settings); | ||
List<SearchPlugin.SearchExtSpec<?>> searchExts = plugin.getSearchExts(); | ||
assertEquals(0, searchExts.size()); | ||
} | ||
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@Test | ||
public void testGetSearchExtsFeatureDisabledExplicit() { | ||
Settings settings = Settings.builder().put("plugins.ml_commons.rag_pipeline_feature_enabled", "false").build(); | ||
MachineLearningPlugin plugin = new MachineLearningPlugin(settings); | ||
List<SearchPlugin.SearchExtSpec<?>> searchExts = plugin.getSearchExts(); | ||
assertEquals(0, searchExts.size()); | ||
} | ||
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@Test | ||
public void testGetRequestProcessorsFeatureDisabled() { | ||
Settings settings = Settings.builder().build(); | ||
MachineLearningPlugin plugin = new MachineLearningPlugin(settings); | ||
SearchPipelinePlugin.Parameters parameters = mock(SearchPipelinePlugin.Parameters.class); | ||
Map<String, ?> requestProcessors = plugin.getRequestProcessors(parameters); | ||
assertEquals(0, requestProcessors.size()); | ||
} | ||
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@Test | ||
public void testGetResponseProcessorsFeatureDisabled() { | ||
Settings settings = Settings.builder().build(); | ||
MachineLearningPlugin plugin = new MachineLearningPlugin(settings); | ||
SearchPipelinePlugin.Parameters parameters = mock(SearchPipelinePlugin.Parameters.class); | ||
Map<String, ?> responseProcessors = plugin.getResponseProcessors(parameters); | ||
assertEquals(0, responseProcessors.size()); | ||
} | ||
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@Test | ||
public void testGetSearchExts() { | ||
Settings settings = Settings.builder().put("plugins.ml_commons.rag_pipeline_feature_enabled", "true").build(); | ||
MachineLearningPlugin plugin = new MachineLearningPlugin(settings); | ||
List<SearchPlugin.SearchExtSpec<?>> searchExts = plugin.getSearchExts(); | ||
assertEquals(1, searchExts.size()); | ||
SearchPlugin.SearchExtSpec<?> spec = searchExts.get(0); | ||
assertEquals(GenerativeQAParamExtBuilder.PARAMETER_NAME, spec.getName().getPreferredName()); | ||
} | ||
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@Test | ||
public void testGetRequestProcessors() { | ||
Settings settings = Settings.builder().put("plugins.ml_commons.rag_pipeline_feature_enabled", "true").build(); | ||
MachineLearningPlugin plugin = new MachineLearningPlugin(settings); | ||
SearchPipelinePlugin.Parameters parameters = mock(SearchPipelinePlugin.Parameters.class); | ||
Map<String, ?> requestProcessors = plugin.getRequestProcessors(parameters); | ||
assertEquals(1, requestProcessors.size()); | ||
assertTrue( | ||
requestProcessors.get(GenerativeQAProcessorConstants.REQUEST_PROCESSOR_TYPE) instanceof GenerativeQARequestProcessor.Factory | ||
); | ||
} | ||
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@Test | ||
public void testGetResponseProcessors() { | ||
Settings settings = Settings.builder().put("plugins.ml_commons.rag_pipeline_feature_enabled", "true").build(); | ||
MachineLearningPlugin plugin = new MachineLearningPlugin(settings); | ||
SearchPipelinePlugin.Parameters parameters = mock(SearchPipelinePlugin.Parameters.class); | ||
Map<String, ?> responseProcessors = plugin.getResponseProcessors(parameters); | ||
assertEquals(1, responseProcessors.size()); | ||
assertTrue( | ||
responseProcessors.get(GenerativeQAProcessorConstants.RESPONSE_PROCESSOR_TYPE) instanceof GenerativeQAResponseProcessor.Factory | ||
); | ||
} | ||
} |
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