diff --git a/qa/restart-upgrade/src/test/java/org/opensearch/knn/bwc/ClearCacheIT.java b/qa/restart-upgrade/src/test/java/org/opensearch/knn/bwc/ClearCacheIT.java index 045821e09..f93f2f883 100644 --- a/qa/restart-upgrade/src/test/java/org/opensearch/knn/bwc/ClearCacheIT.java +++ b/qa/restart-upgrade/src/test/java/org/opensearch/knn/bwc/ClearCacheIT.java @@ -22,14 +22,11 @@ public void testClearCache() throws Exception { if (isRunningAgainstOldCluster()) { createKnnIndex(testIndex, getKNNDefaultIndexSettings(), createKnnIndexMapping(TEST_FIELD, DIMENSIONS)); addKNNDocs(testIndex, TEST_FIELD, DIMENSIONS, docId, NUM_DOCS); - } else { queryCnt = NUM_DOCS; - validateClearCacheOnUpgrade(queryCnt); - - docId = NUM_DOCS; - addKNNDocs(testIndex, TEST_FIELD, DIMENSIONS, docId, NUM_DOCS); - - queryCnt = queryCnt + NUM_DOCS; + int graphCount = getTotalGraphsInCache(); + knnWarmup(Collections.singletonList(testIndex)); + assertTrue(getTotalGraphsInCache() > graphCount); + } else { validateClearCacheOnUpgrade(queryCnt); deleteKNNIndex(testIndex); } @@ -37,13 +34,7 @@ public void testClearCache() throws Exception { // validation steps for Clear Cache API after upgrading node to new version private void validateClearCacheOnUpgrade(int queryCount) throws Exception { - int graphCount = getTotalGraphsInCache(); - knnWarmup(Collections.singletonList(testIndex)); - assertTrue(getTotalGraphsInCache() > graphCount); - validateKNNSearch(testIndex, TEST_FIELD, DIMENSIONS, queryCount, K); - clearCache(Collections.singletonList(testIndex)); assertEquals(0, getTotalGraphsInCache()); - validateKNNSearch(testIndex, TEST_FIELD, DIMENSIONS, queryCount, K); } } diff --git a/qa/restart-upgrade/src/test/java/org/opensearch/knn/bwc/IndexingIT.java b/qa/restart-upgrade/src/test/java/org/opensearch/knn/bwc/IndexingIT.java index 6b0bab9ee..bf4c8f7ec 100644 --- a/qa/restart-upgrade/src/test/java/org/opensearch/knn/bwc/IndexingIT.java +++ b/qa/restart-upgrade/src/test/java/org/opensearch/knn/bwc/IndexingIT.java @@ -6,11 +6,14 @@ package org.opensearch.knn.bwc; import org.junit.Assert; +import org.opensearch.common.settings.Settings; import org.opensearch.common.xcontent.XContentFactory; +import org.opensearch.knn.index.KNNSettings; import org.opensearch.knn.index.SpaceType; import org.opensearch.knn.index.VectorDataType; import org.opensearch.knn.index.engine.KNNEngine; +import java.util.List; import java.util.Map; import static org.opensearch.knn.TestUtils.KNN_ALGO_PARAM_EF_CONSTRUCTION_MIN_VALUE; @@ -52,6 +55,8 @@ public void testKNNIndexDefaultLegacyFieldMapping() throws Exception { createKnnIndex(testIndex, getKNNDefaultIndexSettings(), createKnnIndexMapping(TEST_FIELD, DIMENSIONS)); addKNNDocs(testIndex, TEST_FIELD, DIMENSIONS, DOC_ID, NUM_DOCS); } else { + // update index setting to allow build graph always since we test graph count that are loaded into memory + updateIndexSettings(testIndex, Settings.builder().put(KNNSettings.INDEX_KNN_ADVANCED_APPROXIMATE_THRESHOLD, 0)); validateKNNIndexingOnUpgrade(NUM_DOCS); } } @@ -275,13 +280,14 @@ public void testNoParametersOnUpgrade() throws Exception { // KNN indexing tests when the cluster is upgraded to latest version public void validateKNNIndexingOnUpgrade(int numOfDocs) throws Exception { + updateIndexSettings(testIndex, Settings.builder().put(KNNSettings.INDEX_KNN_ADVANCED_APPROXIMATE_THRESHOLD, 0)); + forceMergeKnnIndex(testIndex); QUERY_COUNT = numOfDocs; validateKNNSearch(testIndex, TEST_FIELD, DIMENSIONS, QUERY_COUNT, K); - cleanUpCache(); + clearCache(List.of(testIndex)); DOC_ID = numOfDocs; addKNNDocs(testIndex, TEST_FIELD, DIMENSIONS, DOC_ID, NUM_DOCS); QUERY_COUNT = QUERY_COUNT + NUM_DOCS; - validateKNNSearch(testIndex, TEST_FIELD, DIMENSIONS, QUERY_COUNT, K); forceMergeKnnIndex(testIndex); validateKNNSearch(testIndex, TEST_FIELD, DIMENSIONS, QUERY_COUNT, K); deleteKNNIndex(testIndex); diff --git a/qa/restart-upgrade/src/test/java/org/opensearch/knn/bwc/WarmupIT.java b/qa/restart-upgrade/src/test/java/org/opensearch/knn/bwc/WarmupIT.java index 8a965d2fa..db3555a8d 100644 --- a/qa/restart-upgrade/src/test/java/org/opensearch/knn/bwc/WarmupIT.java +++ b/qa/restart-upgrade/src/test/java/org/opensearch/knn/bwc/WarmupIT.java @@ -6,6 +6,7 @@ package org.opensearch.knn.bwc; import org.opensearch.common.settings.Settings; +import org.opensearch.knn.index.KNNSettings; import org.opensearch.knn.index.SpaceType; import java.util.Collections; @@ -34,6 +35,8 @@ public void testKNNWarmupDefaultLegacyFieldMapping() throws Exception { createKnnIndex(testIndex, getKNNDefaultIndexSettings(), createKnnIndexMapping(TEST_FIELD, DIMENSIONS)); addKNNDocs(testIndex, TEST_FIELD, DIMENSIONS, DOC_ID, NUM_DOCS); } else { + // update index setting to allow build graph always since we test graph count that are loaded into memory + updateIndexSettings(testIndex, Settings.builder().put(KNNSettings.INDEX_KNN_ADVANCED_APPROXIMATE_THRESHOLD, 0)); validateKNNWarmupOnUpgrade(); } } @@ -65,6 +68,8 @@ public void testKNNWarmupDefaultMethodFieldMapping() throws Exception { createKnnIndex(testIndex, getKNNDefaultIndexSettings(), createKNNIndexMethodFieldMapping(TEST_FIELD, DIMENSIONS)); addKNNDocs(testIndex, TEST_FIELD, DIMENSIONS, DOC_ID, NUM_DOCS); } else { + // update index setting to allow build graph always since we test graph count that are loaded into memory + updateIndexSettings(testIndex, Settings.builder().put(KNNSettings.INDEX_KNN_ADVANCED_APPROXIMATE_THRESHOLD, 0)); validateKNNWarmupOnUpgrade(); } } @@ -85,21 +90,26 @@ public void testKNNWarmupCustomMethodFieldMapping() throws Exception { } public void validateKNNWarmupOnUpgrade() throws Exception { + // update index setting to allow build graph always since we test graph count that are loaded into memory + updateIndexSettings(testIndex, Settings.builder().put(KNNSettings.INDEX_KNN_ADVANCED_APPROXIMATE_THRESHOLD, 0)); int graphCount = getTotalGraphsInCache(); knnWarmup(Collections.singletonList(testIndex)); - assertTrue(getTotalGraphsInCache() > graphCount); + int totalGraph = getTotalGraphsInCache(); + assertTrue(totalGraph > graphCount); QUERY_COUNT = NUM_DOCS; validateKNNSearch(testIndex, TEST_FIELD, DIMENSIONS, QUERY_COUNT, K); DOC_ID = NUM_DOCS; addKNNDocs(testIndex, TEST_FIELD, DIMENSIONS, DOC_ID, NUM_DOCS); + forceMergeKnnIndex(testIndex); int updatedGraphCount = getTotalGraphsInCache(); knnWarmup(Collections.singletonList(testIndex)); assertTrue(getTotalGraphsInCache() > updatedGraphCount); QUERY_COUNT = QUERY_COUNT + NUM_DOCS; + validateKNNSearch(testIndex, TEST_FIELD, DIMENSIONS, QUERY_COUNT, K); deleteKNNIndex(testIndex); } diff --git a/qa/rolling-upgrade/src/test/java/org/opensearch/knn/bwc/ClearCacheIT.java b/qa/rolling-upgrade/src/test/java/org/opensearch/knn/bwc/ClearCacheIT.java index 24c674d0d..5ef3b1d97 100644 --- a/qa/rolling-upgrade/src/test/java/org/opensearch/knn/bwc/ClearCacheIT.java +++ b/qa/rolling-upgrade/src/test/java/org/opensearch/knn/bwc/ClearCacheIT.java @@ -25,6 +25,9 @@ public void testClearCache() throws Exception { createKnnIndex(testIndex, getKNNDefaultIndexSettings(), createKnnIndexMapping(TEST_FIELD, DIMENSIONS)); int docIdOld = 0; addKNNDocs(testIndex, TEST_FIELD, DIMENSIONS, docIdOld, NUM_DOCS); + int graphCount = getTotalGraphsInCache(); + knnWarmup(Collections.singletonList(testIndex)); + assertTrue(getTotalGraphsInCache() > graphCount); break; case UPGRADED: queryCnt = NUM_DOCS; @@ -42,14 +45,8 @@ public void testClearCache() throws Exception { // validation steps for Clear Cache API after upgrading all nodes from old version to new version public void validateClearCacheOnUpgrade(int queryCount) throws Exception { - int graphCount = getTotalGraphsInCache(); - knnWarmup(Collections.singletonList(testIndex)); - assertTrue(getTotalGraphsInCache() > graphCount); - validateKNNSearch(testIndex, TEST_FIELD, DIMENSIONS, queryCount, K); - clearCache(Collections.singletonList(testIndex)); assertEquals(0, getTotalGraphsInCache()); - validateKNNSearch(testIndex, TEST_FIELD, DIMENSIONS, queryCount, K); } } diff --git a/qa/rolling-upgrade/src/test/java/org/opensearch/knn/bwc/WarmupIT.java b/qa/rolling-upgrade/src/test/java/org/opensearch/knn/bwc/WarmupIT.java index 9cbb99d87..c760fde2a 100644 --- a/qa/rolling-upgrade/src/test/java/org/opensearch/knn/bwc/WarmupIT.java +++ b/qa/rolling-upgrade/src/test/java/org/opensearch/knn/bwc/WarmupIT.java @@ -5,6 +5,9 @@ package org.opensearch.knn.bwc; +import org.opensearch.common.settings.Settings; +import org.opensearch.knn.index.KNNSettings; + import java.util.Collections; import static org.opensearch.knn.TestUtils.NODES_BWC_CLUSTER; @@ -33,6 +36,7 @@ public void testKNNWarmup() throws Exception { docIdMixed = 2 * NUM_DOCS; totalDocsCountMixed = 3 * NUM_DOCS; } + updateIndexSettings(testIndex, Settings.builder().put(KNNSettings.INDEX_KNN_ADVANCED_APPROXIMATE_THRESHOLD, 0)); validateKNNWarmupOnUpgrade(totalDocsCountMixed, docIdMixed); break; case UPGRADED: diff --git a/release-notes/opensearch-knn.release-notes-2.18.0.0.md b/release-notes/opensearch-knn.release-notes-2.18.0.0.md index ec9114fde..9e85fd9ca 100644 --- a/release-notes/opensearch-knn.release-notes-2.18.0.0.md +++ b/release-notes/opensearch-knn.release-notes-2.18.0.0.md @@ -14,6 +14,7 @@ Compatible with OpenSearch 2.18.0 * Add support to build vector data structures greedily and perform exact search when there are no engine files [#1942](https://github.com/opensearch-project/k-NN/issues/1942) * Add CompressionLevel Calculation for PQ [#2200](https://github.com/opensearch-project/k-NN/pull/2200) * Remove FSDirectory dependency from native engine constructing side and deprecated FileWatcher [#2182](https://github.com/opensearch-project/k-NN/pull/2182) +* Update approximate_threshold to 15K documents [#2229](https://github.com/opensearch-project/k-NN/pull/2229) ### Bug Fixes * Add DocValuesProducers for releasing memory when close index [#1946](https://github.com/opensearch-project/k-NN/pull/1946) * KNN80DocValues should only be considered for BinaryDocValues fields [#2147](https://github.com/opensearch-project/k-NN/pull/2147) diff --git a/src/main/java/org/opensearch/knn/index/KNNSettings.java b/src/main/java/org/opensearch/knn/index/KNNSettings.java index 6eff61d4b..b81a54124 100644 --- a/src/main/java/org/opensearch/knn/index/KNNSettings.java +++ b/src/main/java/org/opensearch/knn/index/KNNSettings.java @@ -98,7 +98,7 @@ public class KNNSettings { public static final boolean KNN_DEFAULT_FAISS_AVX2_DISABLED_VALUE = false; public static final boolean KNN_DEFAULT_FAISS_AVX512_DISABLED_VALUE = false; public static final String INDEX_KNN_DEFAULT_SPACE_TYPE = "l2"; - public static final Integer INDEX_KNN_ADVANCED_APPROXIMATE_THRESHOLD_DEFAULT_VALUE = 0; + public static final Integer INDEX_KNN_ADVANCED_APPROXIMATE_THRESHOLD_DEFAULT_VALUE = 15_000; public static final Integer INDEX_KNN_BUILD_VECTOR_DATA_STRUCTURE_THRESHOLD_MIN = -1; public static final Integer INDEX_KNN_BUILD_VECTOR_DATA_STRUCTURE_THRESHOLD_MAX = Integer.MAX_VALUE - 2; public static final String INDEX_KNN_DEFAULT_SPACE_TYPE_FOR_BINARY = "hamming"; diff --git a/src/main/java/org/opensearch/knn/index/codec/KNN990Codec/NativeEngines990KnnVectorsFormat.java b/src/main/java/org/opensearch/knn/index/codec/KNN990Codec/NativeEngines990KnnVectorsFormat.java index 520a9838d..dd326123e 100644 --- a/src/main/java/org/opensearch/knn/index/codec/KNN990Codec/NativeEngines990KnnVectorsFormat.java +++ b/src/main/java/org/opensearch/knn/index/codec/KNN990Codec/NativeEngines990KnnVectorsFormat.java @@ -37,6 +37,10 @@ public NativeEngines990KnnVectorsFormat() { this(new Lucene99FlatVectorsFormat(new DefaultFlatVectorScorer())); } + public NativeEngines990KnnVectorsFormat(int approximateThreshold) { + this(new Lucene99FlatVectorsFormat(new DefaultFlatVectorScorer()), approximateThreshold); + } + public NativeEngines990KnnVectorsFormat(final FlatVectorsFormat flatVectorsFormat) { this(flatVectorsFormat, KNNSettings.INDEX_KNN_ADVANCED_APPROXIMATE_THRESHOLD_DEFAULT_VALUE); } diff --git a/src/main/java/org/opensearch/knn/index/codec/KNN990Codec/UnitTestCodec.java b/src/main/java/org/opensearch/knn/index/codec/KNN990Codec/UnitTestCodec.java index 6998efbc3..d651f410a 100644 --- a/src/main/java/org/opensearch/knn/index/codec/KNN990Codec/UnitTestCodec.java +++ b/src/main/java/org/opensearch/knn/index/codec/KNN990Codec/UnitTestCodec.java @@ -21,6 +21,8 @@ * able to pick this class if its in test folder. Don't use this codec outside of testing */ public class UnitTestCodec extends FilterCodec { + private static final Integer BUILD_GRAPH_ALWAYS = 0; + public UnitTestCodec() { super("UnitTestCodec", KNNCodecVersion.current().getDefaultKnnCodecSupplier().get()); } @@ -30,7 +32,7 @@ public KnnVectorsFormat knnVectorsFormat() { return new PerFieldKnnVectorsFormat() { @Override public KnnVectorsFormat getKnnVectorsFormatForField(String field) { - return new NativeEngines990KnnVectorsFormat(); + return new NativeEngines990KnnVectorsFormat(BUILD_GRAPH_ALWAYS); } }; } diff --git a/src/test/java/org/opensearch/knn/KNNSingleNodeTestCase.java b/src/test/java/org/opensearch/knn/KNNSingleNodeTestCase.java index 06431bf07..587e80e5d 100644 --- a/src/test/java/org/opensearch/knn/KNNSingleNodeTestCase.java +++ b/src/test/java/org/opensearch/knn/KNNSingleNodeTestCase.java @@ -5,6 +5,7 @@ package org.opensearch.knn; +import org.opensearch.action.admin.indices.settings.put.UpdateSettingsRequest; import org.opensearch.core.action.ActionListener; import org.opensearch.core.common.bytes.BytesReference; import org.opensearch.cluster.ClusterName; @@ -14,6 +15,7 @@ import org.opensearch.cluster.block.ClusterBlocks; import org.opensearch.cluster.service.ClusterService; import org.opensearch.common.xcontent.XContentHelper; +import org.opensearch.knn.index.KNNSettings; import org.opensearch.knn.index.query.KNNQueryBuilder; import org.opensearch.knn.index.memory.NativeMemoryCacheManager; import org.opensearch.knn.index.memory.NativeMemoryLoadStrategy; @@ -104,6 +106,14 @@ protected void createKnnIndexMapping(String indexName, String fieldName, Integer OpenSearchAssertions.assertAcked(client().admin().indices().putMapping(request).actionGet()); } + /** + * Create simple k-NN mapping with engine + */ + protected void updateIndexSetting(String indexName, Settings setting) { + UpdateSettingsRequest request = new UpdateSettingsRequest(setting, indexName); + OpenSearchAssertions.assertAcked(client().admin().indices().updateSettings(request).actionGet()); + } + /** * Create simple k-NN mapping which can be nested. * e.g. fieldPath = "a.b.c" will create mapping for "c" as knn_vector @@ -140,6 +150,18 @@ protected Settings getKNNDefaultIndexSettings() { return Settings.builder().put("number_of_shards", 1).put("number_of_replicas", 0).put("index.knn", true).build(); } + /** + * Get default k-NN settings for test cases with build graph always + */ + protected Settings getKNNDefaultIndexSettingsBuildsGraphAlways() { + return Settings.builder() + .put("number_of_shards", 1) + .put("number_of_replicas", 0) + .put("index.knn", true) + .put(KNNSettings.INDEX_KNN_ADVANCED_APPROXIMATE_THRESHOLD, 0) + .build(); + } + /** * Add a k-NN doc to an index */ diff --git a/src/test/java/org/opensearch/knn/index/KNNCircuitBreakerIT.java b/src/test/java/org/opensearch/knn/index/KNNCircuitBreakerIT.java index 11bde224a..fe0c880e4 100644 --- a/src/test/java/org/opensearch/knn/index/KNNCircuitBreakerIT.java +++ b/src/test/java/org/opensearch/knn/index/KNNCircuitBreakerIT.java @@ -20,6 +20,8 @@ * Integration tests to test Circuit Breaker functionality */ public class KNNCircuitBreakerIT extends KNNRestTestCase { + private static final Integer ALWAYS_BUILD_GRAPH = 0; + /** * To trip the circuit breaker, we will create two indices and index documents. Each index will be small enough so * that individually they fit into the cache, but together they do not. To prevent Lucene conditions where @@ -39,6 +41,7 @@ private void tripCb() throws Exception { .put("number_of_shards", 1) .put("number_of_replicas", numNodes - 1) .put("index.knn", true) + .put(KNNSettings.INDEX_KNN_ADVANCED_APPROXIMATE_THRESHOLD, ALWAYS_BUILD_GRAPH) .build(); String indexName1 = INDEX_NAME + "1"; diff --git a/src/test/java/org/opensearch/knn/index/KNNESSettingsTestIT.java b/src/test/java/org/opensearch/knn/index/KNNESSettingsTestIT.java index 09acc2599..f7a3844a4 100644 --- a/src/test/java/org/opensearch/knn/index/KNNESSettingsTestIT.java +++ b/src/test/java/org/opensearch/knn/index/KNNESSettingsTestIT.java @@ -21,6 +21,9 @@ import static org.hamcrest.Matchers.containsString; public class KNNESSettingsTestIT extends KNNRestTestCase { + + public static final int ALWAYS_BUILD_GRAPH = 0; + /** * KNN Index writes should be blocked when the plugin disabled * @throws Exception Exception from test diff --git a/src/test/java/org/opensearch/knn/index/KNNIndexShardTests.java b/src/test/java/org/opensearch/knn/index/KNNIndexShardTests.java index 18b9656e5..c25d2a390 100644 --- a/src/test/java/org/opensearch/knn/index/KNNIndexShardTests.java +++ b/src/test/java/org/opensearch/knn/index/KNNIndexShardTests.java @@ -14,6 +14,7 @@ import org.apache.lucene.util.StringHelper; import org.apache.lucene.util.Version; import org.mockito.Mockito; +import org.opensearch.common.settings.Settings; import org.opensearch.knn.KNNSingleNodeTestCase; import org.opensearch.index.IndexService; import org.opensearch.index.engine.Engine; @@ -71,6 +72,7 @@ public void testWarmup_emptyIndex() throws IOException { public void testWarmup_shardPresentInCache() throws InterruptedException, ExecutionException, IOException { IndexService indexService = createKNNIndex(testIndexName); createKnnIndexMapping(testIndexName, testFieldName, dimensions); + updateIndexSetting(testIndexName, Settings.builder().put(KNNSettings.INDEX_KNN_ADVANCED_APPROXIMATE_THRESHOLD, 0).build()); addKnnDoc(testIndexName, "1", testFieldName, new Float[] { 2.5F, 3.5F }); searchKNNIndex(testIndexName, testFieldName, new float[] { 1.0f, 2.0f }, 1); @@ -85,6 +87,7 @@ public void testWarmup_shardPresentInCache() throws InterruptedException, Execut public void testWarmup_shardNotPresentInCache() throws InterruptedException, ExecutionException, IOException { IndexService indexService = createKNNIndex(testIndexName); createKnnIndexMapping(testIndexName, testFieldName, dimensions); + updateIndexSetting(testIndexName, Settings.builder().put(KNNSettings.INDEX_KNN_ADVANCED_APPROXIMATE_THRESHOLD, 0).build()); IndexShard indexShard; KNNIndexShard knnIndexShard; @@ -106,6 +109,7 @@ public void testWarmup_shardNotPresentInCache() throws InterruptedException, Exe public void testGetAllEngineFileContexts() throws IOException, ExecutionException, InterruptedException { IndexService indexService = createKNNIndex(testIndexName); createKnnIndexMapping(testIndexName, testFieldName, dimensions); + updateIndexSetting(testIndexName, Settings.builder().put(KNNSettings.INDEX_KNN_ADVANCED_APPROXIMATE_THRESHOLD, 0).build()); IndexShard indexShard = indexService.iterator().next(); KNNIndexShard knnIndexShard = new KNNIndexShard(indexShard); @@ -204,6 +208,7 @@ public void testClearCache_emptyIndex() { public void testClearCache_shardPresentInCache() { IndexService indexService = createKNNIndex(testIndexName); createKnnIndexMapping(testIndexName, testFieldName, dimensions); + updateIndexSetting(testIndexName, Settings.builder().put(KNNSettings.INDEX_KNN_ADVANCED_APPROXIMATE_THRESHOLD, 0).build()); addKnnDoc(testIndexName, String.valueOf(randomInt()), testFieldName, new Float[] { randomFloat(), randomFloat() }); IndexShard indexShard = indexService.iterator().next(); diff --git a/src/test/java/org/opensearch/knn/index/NmslibIT.java b/src/test/java/org/opensearch/knn/index/NmslibIT.java index 113f84b3a..495fc55ba 100644 --- a/src/test/java/org/opensearch/knn/index/NmslibIT.java +++ b/src/test/java/org/opensearch/knn/index/NmslibIT.java @@ -155,7 +155,7 @@ public void testEndToEnd() throws Exception { Map mappingMap = xContentBuilderToMap(builder); String mapping = builder.toString(); - createKnnIndex(indexName, mapping); + createKnnIndex(indexName, buildKNNIndexSettings(0), mapping); assertEquals(new TreeMap<>(mappingMap), new TreeMap<>(getIndexMappingAsMap(indexName))); // Index the test data diff --git a/src/test/java/org/opensearch/knn/index/OpenSearchIT.java b/src/test/java/org/opensearch/knn/index/OpenSearchIT.java index 99aea03df..3d6137db9 100644 --- a/src/test/java/org/opensearch/knn/index/OpenSearchIT.java +++ b/src/test/java/org/opensearch/knn/index/OpenSearchIT.java @@ -113,7 +113,7 @@ public void testEndToEnd() throws Exception { Map mappingMap = xContentBuilderToMap(builder); String mapping = builder.toString(); - createKnnIndex(indexName, mapping); + createKnnIndex(indexName, buildKNNIndexSettings(0), mapping); assertEquals(new TreeMap<>(mappingMap), new TreeMap<>(getIndexMappingAsMap(indexName))); // Index the test data diff --git a/src/test/java/org/opensearch/knn/plugin/action/RestClearCacheHandlerIT.java b/src/test/java/org/opensearch/knn/plugin/action/RestClearCacheHandlerIT.java index 2618519f2..2b9f8a82f 100644 --- a/src/test/java/org/opensearch/knn/plugin/action/RestClearCacheHandlerIT.java +++ b/src/test/java/org/opensearch/knn/plugin/action/RestClearCacheHandlerIT.java @@ -25,6 +25,7 @@ public class RestClearCacheHandlerIT extends KNNRestTestCase { private static final String TEST_FIELD = "test-field"; private static final int DIMENSIONS = 2; + public static final int ALWAYS_BUILD_GRAPH = 0; @SneakyThrows public void testNonExistentIndex() { @@ -53,7 +54,7 @@ public void testNotKnnIndex() { public void testClearCacheSingleIndex() { String testIndex = getTestName().toLowerCase(); int graphCountBefore = getTotalGraphsInCache(); - createKnnIndex(testIndex, getKNNDefaultIndexSettings(), createKnnIndexMapping(TEST_FIELD, DIMENSIONS)); + createKnnIndex(testIndex, buildKNNIndexSettings(ALWAYS_BUILD_GRAPH), createKnnIndexMapping(TEST_FIELD, DIMENSIONS)); addKnnDoc(testIndex, String.valueOf(randomInt()), TEST_FIELD, new Float[] { randomFloat(), randomFloat() }); knnWarmup(Collections.singletonList(testIndex)); @@ -70,10 +71,10 @@ public void testClearCacheMultipleIndices() { String testIndex2 = getTestName().toLowerCase() + 1; int graphCountBefore = getTotalGraphsInCache(); - createKnnIndex(testIndex1, getKNNDefaultIndexSettings(), createKnnIndexMapping(TEST_FIELD, DIMENSIONS)); + createKnnIndex(testIndex1, buildKNNIndexSettings(ALWAYS_BUILD_GRAPH), createKnnIndexMapping(TEST_FIELD, DIMENSIONS)); addKnnDoc(testIndex1, String.valueOf(randomInt()), TEST_FIELD, new Float[] { randomFloat(), randomFloat() }); - createKnnIndex(testIndex2, getKNNDefaultIndexSettings(), createKnnIndexMapping(TEST_FIELD, DIMENSIONS)); + createKnnIndex(testIndex2, buildKNNIndexSettings(0), createKnnIndexMapping(TEST_FIELD, DIMENSIONS)); addKnnDoc(testIndex2, String.valueOf(randomInt()), TEST_FIELD, new Float[] { randomFloat(), randomFloat() }); knnWarmup(Arrays.asList(testIndex1, testIndex2)); @@ -91,13 +92,13 @@ public void testClearCacheMultipleIndicesWithPatterns() { String testIndex3 = "abc" + getTestName().toLowerCase(); int graphCountBefore = getTotalGraphsInCache(); - createKnnIndex(testIndex1, getKNNDefaultIndexSettings(), createKnnIndexMapping(TEST_FIELD, DIMENSIONS)); + createKnnIndex(testIndex1, buildKNNIndexSettings(ALWAYS_BUILD_GRAPH), createKnnIndexMapping(TEST_FIELD, DIMENSIONS)); addKnnDoc(testIndex1, String.valueOf(randomInt()), TEST_FIELD, new Float[] { randomFloat(), randomFloat() }); - createKnnIndex(testIndex2, getKNNDefaultIndexSettings(), createKnnIndexMapping(TEST_FIELD, DIMENSIONS)); + createKnnIndex(testIndex2, buildKNNIndexSettings(ALWAYS_BUILD_GRAPH), createKnnIndexMapping(TEST_FIELD, DIMENSIONS)); addKnnDoc(testIndex2, String.valueOf(randomInt()), TEST_FIELD, new Float[] { randomFloat(), randomFloat() }); - createKnnIndex(testIndex3, getKNNDefaultIndexSettings(), createKnnIndexMapping(TEST_FIELD, DIMENSIONS)); + createKnnIndex(testIndex3, buildKNNIndexSettings(ALWAYS_BUILD_GRAPH), createKnnIndexMapping(TEST_FIELD, DIMENSIONS)); addKnnDoc(testIndex3, String.valueOf(randomInt()), TEST_FIELD, new Float[] { randomFloat(), randomFloat() }); knnWarmup(Arrays.asList(testIndex1, testIndex2, testIndex3)); diff --git a/src/test/java/org/opensearch/knn/plugin/action/RestKNNStatsHandlerIT.java b/src/test/java/org/opensearch/knn/plugin/action/RestKNNStatsHandlerIT.java index 850f24bb7..be71ff5bd 100644 --- a/src/test/java/org/opensearch/knn/plugin/action/RestKNNStatsHandlerIT.java +++ b/src/test/java/org/opensearch/knn/plugin/action/RestKNNStatsHandlerIT.java @@ -109,7 +109,7 @@ public void testStatsValueCheck() throws IOException { Integer knnQueryWithFilterCount0 = (Integer) nodeStats0.get(StatNames.KNN_QUERY_WITH_FILTER_REQUESTS.getName()); // Setup index - createKnnIndex(INDEX_NAME, createKnnIndexMapping(FIELD_NAME, 2)); + createKnnIndex(INDEX_NAME, buildKNNIndexSettings(0), createKnnIndexMapping(FIELD_NAME, 2)); // Index test document Float[] vector = { 6.0f, 6.0f }; @@ -392,7 +392,7 @@ public void testModelIndexingDegradedMetricsStats() throws IOException { * @throws IOException throws IOException */ public void testFieldByEngineStats() throws Exception { - createKnnIndex(INDEX_NAME, createKnnIndexMapping(FIELD_NAME, 2, METHOD_HNSW, NMSLIB_NAME)); + createKnnIndex(INDEX_NAME, buildKNNIndexSettings(0), createKnnIndexMapping(FIELD_NAME, 2, METHOD_HNSW, NMSLIB_NAME)); putMappingRequest(INDEX_NAME, createKnnIndexMapping(FIELD_NAME_2, 3, METHOD_HNSW, LUCENE_NAME)); putMappingRequest(INDEX_NAME, createKnnIndexMapping(FIELD_NAME_3, 3, METHOD_HNSW, FAISS_NAME)); diff --git a/src/test/java/org/opensearch/knn/plugin/action/RestKNNWarmupHandlerIT.java b/src/test/java/org/opensearch/knn/plugin/action/RestKNNWarmupHandlerIT.java index d433cd285..bc1865522 100644 --- a/src/test/java/org/opensearch/knn/plugin/action/RestKNNWarmupHandlerIT.java +++ b/src/test/java/org/opensearch/knn/plugin/action/RestKNNWarmupHandlerIT.java @@ -47,7 +47,7 @@ public void testEmptyIndex() throws Exception { public void testSingleIndex() throws Exception { int graphCountBefore = getTotalGraphsInCache(); - createKnnIndex(testIndexName, getKNNDefaultIndexSettings(), createKnnIndexMapping(testFieldName, dimensions)); + createKnnIndex(testIndexName, buildKNNIndexSettings(0), createKnnIndexMapping(testFieldName, dimensions)); addKnnDoc(testIndexName, "1", testFieldName, new Float[] { 6.0f, 6.0f }); knnWarmup(Collections.singletonList(testIndexName)); @@ -58,10 +58,10 @@ public void testSingleIndex() throws Exception { public void testMultipleIndices() throws Exception { int graphCountBefore = getTotalGraphsInCache(); - createKnnIndex(testIndexName + "1", getKNNDefaultIndexSettings(), createKnnIndexMapping(testFieldName, dimensions)); + createKnnIndex(testIndexName + "1", buildKNNIndexSettings(0), createKnnIndexMapping(testFieldName, dimensions)); addKnnDoc(testIndexName + "1", "1", testFieldName, new Float[] { 6.0f, 6.0f }); - createKnnIndex(testIndexName + "2", getKNNDefaultIndexSettings(), createKnnIndexMapping(testFieldName, dimensions)); + createKnnIndex(testIndexName + "2", buildKNNIndexSettings(0), createKnnIndexMapping(testFieldName, dimensions)); addKnnDoc(testIndexName + "2", "1", testFieldName, new Float[] { 6.0f, 6.0f }); knnWarmup(Arrays.asList(testIndexName + "1", testIndexName + "2")); diff --git a/src/test/java/org/opensearch/knn/plugin/action/RestLegacyKNNStatsHandlerIT.java b/src/test/java/org/opensearch/knn/plugin/action/RestLegacyKNNStatsHandlerIT.java index 90dd12947..631d63874 100644 --- a/src/test/java/org/opensearch/knn/plugin/action/RestLegacyKNNStatsHandlerIT.java +++ b/src/test/java/org/opensearch/knn/plugin/action/RestLegacyKNNStatsHandlerIT.java @@ -82,7 +82,7 @@ public void testStatsValueCheck() throws IOException { Integer missCount0 = (Integer) nodeStats0.get(StatNames.MISS_COUNT.getName()); // Setup index - createKnnIndex(INDEX_NAME, createKnnIndexMapping(FIELD_NAME, 2)); + createKnnIndex(INDEX_NAME, buildKNNIndexSettings(0), createKnnIndexMapping(FIELD_NAME, 2)); // Index test document Float[] vector = { 6.0f, 6.0f }; diff --git a/src/test/java/org/opensearch/knn/plugin/action/RestLegacyKNNWarmupHandlerIT.java b/src/test/java/org/opensearch/knn/plugin/action/RestLegacyKNNWarmupHandlerIT.java index e6345faba..e0fe9ec5c 100644 --- a/src/test/java/org/opensearch/knn/plugin/action/RestLegacyKNNWarmupHandlerIT.java +++ b/src/test/java/org/opensearch/knn/plugin/action/RestLegacyKNNWarmupHandlerIT.java @@ -27,6 +27,7 @@ public class RestLegacyKNNWarmupHandlerIT extends KNNRestTestCase { + public static final int ALWAYS_BUILD_GRAPH = 0; private final String testIndexName = "test-index"; private final String testFieldName = "test-field"; private final int dimensions = 2; @@ -45,7 +46,7 @@ public void testNonKnnIndex() throws IOException { public void testEmptyIndex() throws Exception { int graphCountBefore = getTotalGraphsInCache(); - createKnnIndex(testIndexName, getKNNDefaultIndexSettings(), createKnnIndexMapping(testFieldName, dimensions)); + createKnnIndex(testIndexName, buildKNNIndexSettings(ALWAYS_BUILD_GRAPH), createKnnIndexMapping(testFieldName, dimensions)); executeWarmupRequest(Collections.singletonList(testIndexName), KNNPlugin.LEGACY_KNN_BASE_URI); @@ -54,7 +55,7 @@ public void testEmptyIndex() throws Exception { public void testSingleIndex() throws Exception { int graphCountBefore = getTotalGraphsInCache(); - createKnnIndex(testIndexName, getKNNDefaultIndexSettings(), createKnnIndexMapping(testFieldName, dimensions)); + createKnnIndex(testIndexName, buildKNNIndexSettings(ALWAYS_BUILD_GRAPH), createKnnIndexMapping(testFieldName, dimensions)); addKnnDoc(testIndexName, "1", testFieldName, new Float[] { 6.0f, 6.0f }); executeWarmupRequest(Collections.singletonList(testIndexName), KNNPlugin.LEGACY_KNN_BASE_URI); @@ -65,10 +66,10 @@ public void testSingleIndex() throws Exception { public void testMultipleIndices() throws Exception { int graphCountBefore = getTotalGraphsInCache(); - createKnnIndex(testIndexName + "1", getKNNDefaultIndexSettings(), createKnnIndexMapping(testFieldName, dimensions)); + createKnnIndex(testIndexName + "1", buildKNNIndexSettings(0), createKnnIndexMapping(testFieldName, dimensions)); addKnnDoc(testIndexName + "1", "1", testFieldName, new Float[] { 6.0f, 6.0f }); - createKnnIndex(testIndexName + "2", getKNNDefaultIndexSettings(), createKnnIndexMapping(testFieldName, dimensions)); + createKnnIndex(testIndexName + "2", buildKNNIndexSettings(0), createKnnIndexMapping(testFieldName, dimensions)); addKnnDoc(testIndexName + "2", "1", testFieldName, new Float[] { 6.0f, 6.0f }); executeWarmupRequest(Arrays.asList(testIndexName + "1", testIndexName + "2"), KNNPlugin.LEGACY_KNN_BASE_URI); diff --git a/src/test/java/org/opensearch/knn/plugin/transport/ClearCacheTransportActionTests.java b/src/test/java/org/opensearch/knn/plugin/transport/ClearCacheTransportActionTests.java index 3222a3eb7..d79f2f738 100644 --- a/src/test/java/org/opensearch/knn/plugin/transport/ClearCacheTransportActionTests.java +++ b/src/test/java/org/opensearch/knn/plugin/transport/ClearCacheTransportActionTests.java @@ -33,7 +33,7 @@ public void testShardOperation() { KNNWarmupTransportAction knnWarmupTransportAction = node().injector().getInstance(KNNWarmupTransportAction.class); assertEquals(0, NativeMemoryCacheManager.getInstance().getIndicesCacheStats().size()); - IndexService indexService = createKNNIndex(testIndex); + IndexService indexService = createIndex(testIndex, getKNNDefaultIndexSettingsBuildsGraphAlways()); createKnnIndexMapping(testIndex, TEST_FIELD, DIMENSIONS); addKnnDoc(testIndex, String.valueOf(randomInt()), TEST_FIELD, new Float[] { randomFloat(), randomFloat() }); ShardRouting shardRouting = indexService.iterator().next().routingEntry(); diff --git a/src/test/java/org/opensearch/knn/plugin/transport/KNNWarmupTransportActionTests.java b/src/test/java/org/opensearch/knn/plugin/transport/KNNWarmupTransportActionTests.java index 1f72f78a7..f4b52246d 100644 --- a/src/test/java/org/opensearch/knn/plugin/transport/KNNWarmupTransportActionTests.java +++ b/src/test/java/org/opensearch/knn/plugin/transport/KNNWarmupTransportActionTests.java @@ -37,7 +37,7 @@ public void testShardOperation() throws IOException, ExecutionException, Interru KNNWarmupTransportAction knnWarmupTransportAction = node().injector().getInstance(KNNWarmupTransportAction.class); assertEquals(0, NativeMemoryCacheManager.getInstance().getIndicesCacheStats().size()); - indexService = createKNNIndex(testIndexName); + indexService = createIndex(testIndexName, getKNNDefaultIndexSettingsBuildsGraphAlways()); createKnnIndexMapping(testIndexName, testFieldName, dimensions); shardRouting = indexService.iterator().next().routingEntry(); diff --git a/src/testFixtures/java/org/opensearch/knn/KNNRestTestCase.java b/src/testFixtures/java/org/opensearch/knn/KNNRestTestCase.java index cce70838f..8aa8d984f 100644 --- a/src/testFixtures/java/org/opensearch/knn/KNNRestTestCase.java +++ b/src/testFixtures/java/org/opensearch/knn/KNNRestTestCase.java @@ -1309,6 +1309,7 @@ public void addKNNDocs(String testIndex, String testField, int dimension, int fi Arrays.fill(indexVector, (float) i); addKnnDoc(testIndex, Integer.toString(i), testField, indexVector); } + flushIndex(testIndex); } public void addKNNByteDocs(String testIndex, String testField, int dimension, int firstDocID, int numDocs) throws IOException { @@ -1317,6 +1318,7 @@ public void addKNNByteDocs(String testIndex, String testField, int dimension, in Arrays.fill(indexVector, (byte) i); addKnnDoc(testIndex, Integer.toString(i), testField, indexVector); } + flushIndex(testIndex); } public void validateKNNSearch(String testIndex, String testField, int dimension, int numDocs, int k) throws Exception { @@ -1792,6 +1794,13 @@ protected void refreshIndex(final String index) throws IOException { assertEquals(request.getEndpoint() + ": failed", RestStatus.OK, RestStatus.fromCode(response.getStatusLine().getStatusCode())); } + protected void flushIndex(final String index) throws IOException { + Request request = new Request("POST", "/" + index + "/_flush"); + + Response response = client().performRequest(request); + assertEquals(request.getEndpoint() + ": failed", RestStatus.OK, RestStatus.fromCode(response.getStatusLine().getStatusCode())); + } + protected void addKnnDocWithAttributes(String docId, float[] vector, Map fieldValues) throws IOException { Request request = new Request("POST", "/" + INDEX_NAME + "/_doc/" + docId + "?refresh=true");