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| 1 | +// Copyright (c) Microsoft Corporation. All rights reserved. |
| 2 | +// Licensed under the MIT License. |
| 3 | + |
| 4 | +package com.azure.cosmos.examples.throughputcontrol.async; |
| 5 | + |
| 6 | +import com.azure.cosmos.ConsistencyLevel; |
| 7 | +import com.azure.cosmos.CosmosAsyncClient; |
| 8 | +import com.azure.cosmos.CosmosAsyncContainer; |
| 9 | +import com.azure.cosmos.CosmosAsyncDatabase; |
| 10 | +import com.azure.cosmos.CosmosClientBuilder; |
| 11 | +import com.azure.cosmos.GlobalThroughputControlConfig; |
| 12 | +import com.azure.cosmos.ThrottlingRetryOptions; |
| 13 | +import com.azure.cosmos.ThroughputControlGroupConfig; |
| 14 | +import com.azure.cosmos.ThroughputControlGroupConfigBuilder; |
| 15 | +import com.azure.cosmos.examples.common.AccountSettings; |
| 16 | +import com.azure.cosmos.models.CosmosContainerProperties; |
| 17 | +import com.azure.cosmos.models.CosmosItemRequestOptions; |
| 18 | +import com.azure.cosmos.models.PriorityLevel; |
| 19 | +import com.azure.cosmos.models.ThroughputProperties; |
| 20 | +import com.fasterxml.jackson.databind.JsonNode; |
| 21 | +import org.slf4j.Logger; |
| 22 | +import org.slf4j.LoggerFactory; |
| 23 | +import reactor.core.publisher.Flux; |
| 24 | +import reactor.core.publisher.Mono; |
| 25 | + |
| 26 | +import java.time.Duration; |
| 27 | +import java.util.ArrayList; |
| 28 | +import java.util.Arrays; |
| 29 | +import java.util.List; |
| 30 | +import java.util.concurrent.atomic.AtomicInteger; |
| 31 | + |
| 32 | +import static com.azure.cosmos.examples.common.Profile.generateDocs; |
| 33 | + |
| 34 | +public class ThroughputControlQuickstartAsync { |
| 35 | + private static CosmosAsyncClient client1; |
| 36 | + private static CosmosAsyncClient client2; |
| 37 | + int random_int = (int) Math.floor(Math.random() * (100 - 50 + 1) + 50); |
| 38 | + private final String databaseName = "ThroughputControlDemoDB" + random_int; |
| 39 | + private final String throughputControlContainerName = "ThroughputControl"; |
| 40 | + private final String priorityBasedThrottlingContainerName = "priorityBasedThrottlingContainer"; |
| 41 | + private final String containerName = "CosmosContainer"; |
| 42 | + private CosmosAsyncDatabase database1; |
| 43 | + private CosmosAsyncDatabase database2; |
| 44 | + private CosmosAsyncContainer ThroughputControlTestContainerObject1; |
| 45 | + private CosmosAsyncContainer ThroughputControlTestContainerObject2; |
| 46 | + private CosmosAsyncContainer priorityBasedThrottlingContainerObject1; |
| 47 | + private CosmosAsyncContainer priorityBasedThrottlingContainerObject2; |
| 48 | + private static AtomicInteger request_count = new AtomicInteger(1); |
| 49 | + private static AtomicInteger rate_limit_error_count = new AtomicInteger(0); |
| 50 | + //set max number of retries for 429 (throttling) to low number so that we see rate limiting errors |
| 51 | + ThrottlingRetryOptions retryOptions = new ThrottlingRetryOptions().setMaxRetryAttemptsOnThrottledRequests(1); |
| 52 | + public static final int PROVISIONED_RUS = 10000; |
| 53 | + public static final int THROUGHPUT_CONTROL_RUS = 200; |
| 54 | + public static final int NUMBER_OF_DOCS = 2000; |
| 55 | + public static final int NUMBER_OF_DOCS_PRIORITY_BASED_THROTTLING = 100; |
| 56 | + |
| 57 | + public ArrayList<JsonNode> docs; |
| 58 | + CosmosItemRequestOptions options = new CosmosItemRequestOptions(); |
| 59 | + private final static Logger logger = LoggerFactory.getLogger(ThroughputControlQuickstartAsync.class); |
| 60 | + public void closeClient1() { |
| 61 | + client1.close(); |
| 62 | + } |
| 63 | + public void closeClient2() { |
| 64 | + client2.close(); |
| 65 | + } |
| 66 | + |
| 67 | + /** |
| 68 | + * Demo throughput control... |
| 69 | + */ |
| 70 | + // <Main> |
| 71 | + public static void main(String[] args) { |
| 72 | + ThroughputControlQuickstartAsync p = new ThroughputControlQuickstartAsync(); |
| 73 | + |
| 74 | + try { |
| 75 | + p.throughControlDemo(); |
| 76 | + logger.info("Demo complete, please hold while resources are released"); |
| 77 | + } catch (Exception e) { |
| 78 | + logger.info("Cosmos getStarted failed with: " + e); |
| 79 | + } finally { |
| 80 | + logger.info("Closing clients"); |
| 81 | + p.closeClient1(); |
| 82 | + p.closeClient2(); |
| 83 | + } |
| 84 | + System.exit(0); |
| 85 | + } |
| 86 | + // </Main> |
| 87 | + |
| 88 | + private void throughControlDemo() throws Exception { |
| 89 | + logger.info("Using Azure Cosmos DB endpoint: " + AccountSettings.HOST); |
| 90 | + |
| 91 | + client1 = new CosmosClientBuilder() |
| 92 | + .endpoint(AccountSettings.HOST) |
| 93 | + .key(AccountSettings.MASTER_KEY) |
| 94 | + .consistencyLevel(ConsistencyLevel.SESSION) |
| 95 | + .contentResponseOnWriteEnabled(true) |
| 96 | + .directMode() |
| 97 | + .throttlingRetryOptions(retryOptions) |
| 98 | + .buildAsyncClient(); |
| 99 | + |
| 100 | + client2 = new CosmosClientBuilder() |
| 101 | + .endpoint(AccountSettings.HOST) |
| 102 | + .key(AccountSettings.MASTER_KEY) |
| 103 | + .consistencyLevel(ConsistencyLevel.SESSION) |
| 104 | + .contentResponseOnWriteEnabled(true) |
| 105 | + .directMode() |
| 106 | + .throttlingRetryOptions(retryOptions) |
| 107 | + .buildAsyncClient(); |
| 108 | + |
| 109 | + Mono<Void> databaseContainerIfNotExist = client1.createDatabaseIfNotExists(databaseName) |
| 110 | + .flatMap(databaseResponse -> { |
| 111 | + database1 = client1.getDatabase(databaseResponse.getProperties().getId()); |
| 112 | + logger.info("Created database" + databaseName); |
| 113 | + CosmosContainerProperties containerProperties = new CosmosContainerProperties(containerName, "/id"); |
| 114 | + ThroughputProperties throughputProperties = ThroughputProperties.createManualThroughput(PROVISIONED_RUS); |
| 115 | + return database1.createContainerIfNotExists(containerProperties, throughputProperties); |
| 116 | + }).flatMap(containerResponse -> { |
| 117 | + ThroughputControlTestContainerObject1 = database1.getContainer(containerResponse.getProperties().getId()); |
| 118 | + logger.info("Created container " + containerName); |
| 119 | + return Mono.empty(); |
| 120 | + }); |
| 121 | + |
| 122 | + logger.info("Creating database and container asynchronously..."); |
| 123 | + databaseContainerIfNotExist.block(); |
| 124 | + |
| 125 | + logger.info("Creating throughput control container to manage global throughput control metadata..."); |
| 126 | + //<CreateThroughputControlContainer> |
| 127 | + database1 = client1.getDatabase(databaseName); |
| 128 | + //NOTE: this container is not subject to throughput control, as it is used to manage throughput control |
| 129 | + //NOTE: throughput control container MUST be created with partition key of /groupId and TTL must be set. |
| 130 | + CosmosContainerProperties throughputContainerProperties = new CosmosContainerProperties(throughputControlContainerName, "/groupId").setDefaultTimeToLiveInSeconds(-1); |
| 131 | + ThroughputProperties throughputProperties = ThroughputProperties.createManualThroughput(PROVISIONED_RUS); |
| 132 | + database1.createContainerIfNotExists(throughputContainerProperties, throughputProperties).block(); |
| 133 | + //</CreateThroughputControlContainer> |
| 134 | + |
| 135 | + logger.info("Creating container for priority based throttling test, with only 400 RUs..."); |
| 136 | + CosmosContainerProperties priorityBasedThrottlingContainerProperties = new CosmosContainerProperties(priorityBasedThrottlingContainerName, "/id").setDefaultTimeToLiveInSeconds(-1); |
| 137 | + ThroughputProperties priorityBasedThrottlingContainerThroughputProperties = ThroughputProperties.createManualThroughput(400); |
| 138 | + database1.createContainerIfNotExists(priorityBasedThrottlingContainerProperties, priorityBasedThrottlingContainerThroughputProperties).block(); |
| 139 | + |
| 140 | + logger.info("Running a base test which should not produce rate limiting..."); |
| 141 | + baseTest(); |
| 142 | + logger.info("Running a local throughput control test with 2 clients loading " + NUMBER_OF_DOCS + " docs and having " + THROUGHPUT_CONTROL_RUS + " RU limit each..."); |
| 143 | + localThroughputControlTest(); |
| 144 | + logger.info("Running a global throughput control test with 2 clients loading " + NUMBER_OF_DOCS + " docs and sharing " + THROUGHPUT_CONTROL_RUS + " RU limit..."); |
| 145 | + //this should produce more rate limiting than the local throughput control above, as both clients share the same RU limit in the group |
| 146 | + //search for isThroughputControlRequestRateTooLarge in the logs to see the rate limiting from throughput control. |
| 147 | + globalThroughputControlTest(); |
| 148 | + logger.info("Running priority based throttling test with two clients loading " + NUMBER_OF_DOCS_PRIORITY_BASED_THROTTLING + " docs"); |
| 149 | + //one client has priority over the other, so it should be throttled less |
| 150 | + priorityBasedThrottling(); |
| 151 | + database1.delete().block(); |
| 152 | + } |
| 153 | + |
| 154 | + private void baseTest() { |
| 155 | + try { |
| 156 | + docs = generateDocs(NUMBER_OF_DOCS); |
| 157 | + createManyItems("BASE TEST", docs, options); |
| 158 | + } catch (Exception e) { |
| 159 | + throw new RuntimeException(e); |
| 160 | + } |
| 161 | + } |
| 162 | + |
| 163 | + /** |
| 164 | + * Local throughput control test - we will create a local throughput control group |
| 165 | + * for each client, and each client will have a limit of 200 RU/s |
| 166 | + */ |
| 167 | + private void localThroughputControlTest() { |
| 168 | + database2 = client2.getDatabase(databaseName); |
| 169 | + ThroughputControlTestContainerObject2 = database2.getContainer(containerName); |
| 170 | + options.setThroughputControlGroupName("localControlGroup"); |
| 171 | + ThroughputControlGroupConfig groupConfig1 = |
| 172 | + new ThroughputControlGroupConfigBuilder() |
| 173 | + .groupName("localControlGroup") |
| 174 | + // use below to set a target throughput threshold as % of provisioned throughput instead of absolute value |
| 175 | + //.targetThroughputThreshold(0.25) |
| 176 | + .targetThroughput(THROUGHPUT_CONTROL_RUS) |
| 177 | + .build(); |
| 178 | + ThroughputControlTestContainerObject1.enableLocalThroughputControlGroup(groupConfig1); |
| 179 | + ThroughputControlGroupConfig groupConfig2 = |
| 180 | + new ThroughputControlGroupConfigBuilder() |
| 181 | + .groupName("localControlGroup") |
| 182 | + // use below to set a target throughput threshold as % of provisioned throughput instead of absolute value |
| 183 | + //.targetThroughputThreshold(0.25) |
| 184 | + .targetThroughput(THROUGHPUT_CONTROL_RUS) |
| 185 | + .build(); |
| 186 | + ThroughputControlTestContainerObject2.enableLocalThroughputControlGroup(groupConfig2); |
| 187 | + try { |
| 188 | + //createManyItems("loacl throughput test", docs, options); |
| 189 | + createManyItemsWithTwoClients(NUMBER_OF_DOCS, "LOCAL THROUGHPUT CONTROL TEST", options, Arrays.asList(ThroughputControlTestContainerObject1, ThroughputControlTestContainerObject2)); |
| 190 | + } catch (Exception e) { |
| 191 | + logger.info("Exception in localThroughputControlTest: " + e); |
| 192 | + } |
| 193 | + } |
| 194 | + |
| 195 | + /** |
| 196 | + * Global throughput control test - we will create a global throughput control group |
| 197 | + * that will be shared by both clients - they will share a limit of 200 RU/s |
| 198 | + */ |
| 199 | + private void globalThroughputControlTest() { |
| 200 | + database2 = client2.getDatabase(databaseName); |
| 201 | + ThroughputControlTestContainerObject2 = database2.getContainer(containerName); |
| 202 | + CosmosItemRequestOptions options = new CosmosItemRequestOptions(); |
| 203 | + options.setThroughputControlGroupName("globalControlGroup"); |
| 204 | + ThroughputControlGroupConfig groupConfig = |
| 205 | + new ThroughputControlGroupConfigBuilder() |
| 206 | + .groupName("globalControlGroup") |
| 207 | + // use below to set a target throughput threshold as % of provisioned throughput instead of absolute value |
| 208 | + //.targetThroughputThreshold(0.25) |
| 209 | + .targetThroughput(THROUGHPUT_CONTROL_RUS) |
| 210 | + .build(); |
| 211 | + GlobalThroughputControlConfig globalControlConfig1 = |
| 212 | + this.client1.createGlobalThroughputControlConfigBuilder(database1.getId(), throughputControlContainerName) |
| 213 | + .setControlItemRenewInterval(Duration.ofSeconds(5)) |
| 214 | + .setControlItemExpireInterval(Duration.ofSeconds(20)) |
| 215 | + .build(); |
| 216 | + GlobalThroughputControlConfig globalControlConfig2 = |
| 217 | + this.client2.createGlobalThroughputControlConfigBuilder(database1.getId(), throughputControlContainerName) |
| 218 | + .setControlItemRenewInterval(Duration.ofSeconds(5)) |
| 219 | + .setControlItemExpireInterval(Duration.ofSeconds(20)) |
| 220 | + .build(); |
| 221 | + ThroughputControlTestContainerObject1.enableGlobalThroughputControlGroup(groupConfig, globalControlConfig1); |
| 222 | + ThroughputControlTestContainerObject2.enableGlobalThroughputControlGroup(groupConfig, globalControlConfig2); |
| 223 | + try { |
| 224 | + createManyItemsWithTwoClients(NUMBER_OF_DOCS, "GLOBAL THROUGHPUT CONTROL TEST", options, Arrays.asList(ThroughputControlTestContainerObject1, ThroughputControlTestContainerObject2)); |
| 225 | + } catch (Exception e) { |
| 226 | + logger.info("Exception in globalThroughputControlTest: " + e); |
| 227 | + } |
| 228 | + } |
| 229 | + |
| 230 | + /** |
| 231 | + * Priority based throttling test - one client will have priority of LOW, the other HIGH |
| 232 | + */ |
| 233 | + private void priorityBasedThrottling() { |
| 234 | + database1 = client1.getDatabase(databaseName); |
| 235 | + database2 = client2.getDatabase(databaseName); |
| 236 | + priorityBasedThrottlingContainerObject1 = database1.getContainer(priorityBasedThrottlingContainerName); |
| 237 | + priorityBasedThrottlingContainerObject2 = database2.getContainer(priorityBasedThrottlingContainerName); |
| 238 | + CosmosItemRequestOptions options = new CosmosItemRequestOptions(); |
| 239 | + options.setThroughputControlGroupName("priorityBasedThrottling"); |
| 240 | + ThroughputControlGroupConfig groupConfig1 = |
| 241 | + new ThroughputControlGroupConfigBuilder() |
| 242 | + .groupName("priorityBasedThrottling") |
| 243 | + .priorityLevel(PriorityLevel.HIGH) |
| 244 | + .build(); |
| 245 | + ThroughputControlGroupConfig groupConfig2 = |
| 246 | + new ThroughputControlGroupConfigBuilder() |
| 247 | + .groupName("priorityBasedThrottling") |
| 248 | + .priorityLevel(PriorityLevel.LOW) |
| 249 | + .build(); |
| 250 | + ThroughputControlTestContainerObject1.enableLocalThroughputControlGroup(groupConfig1); |
| 251 | + ThroughputControlTestContainerObject2.enableLocalThroughputControlGroup(groupConfig2); |
| 252 | + try { |
| 253 | + createManyItemsWithTwoClients(NUMBER_OF_DOCS_PRIORITY_BASED_THROTTLING, "PRIORITY BASED THROTTLING TEST", options, Arrays.asList(priorityBasedThrottlingContainerObject1, priorityBasedThrottlingContainerObject2)); |
| 254 | + Thread.sleep(2000); |
| 255 | + } catch (Exception e) { |
| 256 | + logger.info("Exception in globalThroughputControlTest: " + e); |
| 257 | + } |
| 258 | + |
| 259 | + } |
| 260 | + |
| 261 | + |
| 262 | + private void createManyItems(String test, ArrayList<JsonNode> docs, CosmosItemRequestOptions options) throws Exception { |
| 263 | + Flux.fromIterable(docs).flatMap(doc -> ThroughputControlTestContainerObject1.createItem(doc, options)).flatMap(itemResponse -> { |
| 264 | + if (itemResponse.getStatusCode() == 201) { |
| 265 | + request_count.incrementAndGet(); |
| 266 | + } else { |
| 267 | + logger.info("WARNING insert status code {} != 201" + itemResponse.getStatusCode()); |
| 268 | + request_count.incrementAndGet(); |
| 269 | + } |
| 270 | + return Mono.empty(); |
| 271 | + }).doOnError((exception) -> { |
| 272 | + request_count.incrementAndGet(); |
| 273 | + rate_limit_error_count.incrementAndGet(); |
| 274 | + logger.info( |
| 275 | + "error creating item in " + test + " e: {}", |
| 276 | + exception.getLocalizedMessage(), |
| 277 | + exception); |
| 278 | + }) |
| 279 | + .blockLast(); // block to wait for all items to be created |
| 280 | + logger.info("total request count was: " + request_count.get()); |
| 281 | + logger.info("\n\n\n****************\n***TOTAL NUMBER OF RATE LIMIT ERRORS RECORDED IN " + test + " was: " + rate_limit_error_count.get()+"\n***************\n\n\n"); |
| 282 | + request_count.set(0); |
| 283 | + rate_limit_error_count.set(0); |
| 284 | + } |
| 285 | + |
| 286 | + private void createManyItemsWithTwoClients(int noOfDocs, String test, CosmosItemRequestOptions options, List<CosmosAsyncContainer> containers) throws Exception { |
| 287 | + int clientId = 1; |
| 288 | + for (CosmosAsyncContainer cosmosAsyncContainer : containers) { |
| 289 | + logger.info("client " + clientId + " of " + test); |
| 290 | + docs = generateDocs(noOfDocs); |
| 291 | + int finalClientId = clientId; |
| 292 | + Flux.fromIterable(docs).flatMap(doc -> cosmosAsyncContainer.createItem(doc, options)).flatMap(itemResponse -> { |
| 293 | + if (itemResponse.getStatusCode() == 201) { |
| 294 | + //uncomment below to see diagnostics in logs showing retries and isThroughputControlRequestRateTooLarge value |
| 295 | + //logger.info("printing diagnostics to see retries isThroughputControlRequestRateTooLarge value" + itemResponse.getDiagnostics()); |
| 296 | + } else { |
| 297 | + logger.info("WARNING insert status code {} != 201" + itemResponse.getStatusCode()); |
| 298 | + } |
| 299 | + request_count.incrementAndGet(); |
| 300 | + return Mono.empty(); |
| 301 | + }).doOnError((exception) -> { |
| 302 | + request_count.incrementAndGet(); |
| 303 | + rate_limit_error_count.incrementAndGet(); |
| 304 | + logger.info( |
| 305 | + "error creating item in " + test + " from client number " + finalClientId + " e: {}", |
| 306 | + exception.getLocalizedMessage(), |
| 307 | + exception); |
| 308 | + }).subscribe(); |
| 309 | + clientId++; |
| 310 | + } |
| 311 | + int currentRequestCount = 0; |
| 312 | + //when request count stops increasing, we can assume that all requests and retries have been exhausted |
| 313 | + while (request_count.get() < noOfDocs * 2) { |
| 314 | + if (currentRequestCount == request_count.get()) { |
| 315 | + logger.info("request count has not increased in last 1 second, current request count is: " + request_count.get()); |
| 316 | + break; |
| 317 | + } |
| 318 | + Thread.sleep(1000); |
| 319 | + currentRequestCount = request_count.get(); |
| 320 | + } |
| 321 | + logger.info("total request count was: " + request_count.get()); |
| 322 | + logger.info("\n\n\n****************\n***TOTAL NUMBER OF RATE LIMIT ERRORS RECORDED IN " + test + " was: " + rate_limit_error_count.get()+"\n***************\n\n\n"); |
| 323 | + request_count.set(0); |
| 324 | + rate_limit_error_count.set(0); |
| 325 | + } |
| 326 | + |
| 327 | +} |
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