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com.azure.cosmos.implementation.directconnectivity.QuorumReader Maven / Gradle / Ivy

// Copyright (c) Microsoft Corporation. All rights reserved.
// Licensed under the MIT License.

package com.azure.cosmos.implementation.directconnectivity;


import com.azure.cosmos.ConsistencyLevel;
import com.azure.cosmos.CosmosException;
import com.azure.cosmos.implementation.CosmosSchedulers;
import com.azure.cosmos.implementation.DiagnosticsClientContext;
import com.azure.cosmos.implementation.Exceptions;
import com.azure.cosmos.implementation.GoneException;
import com.azure.cosmos.implementation.HttpConstants;
import com.azure.cosmos.implementation.InternalServerErrorException;
import com.azure.cosmos.implementation.Configs;
import com.azure.cosmos.implementation.IAuthorizationTokenProvider;
import com.azure.cosmos.implementation.JavaStreamUtils;
import com.azure.cosmos.implementation.MutableVolatile;
import com.azure.cosmos.implementation.Quadruple;
import com.azure.cosmos.implementation.RMResources;
import com.azure.cosmos.implementation.RequestChargeTracker;
import com.azure.cosmos.implementation.RxDocumentServiceRequest;
import com.azure.cosmos.implementation.apachecommons.lang.tuple.Pair;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import reactor.core.publisher.Flux;
import reactor.core.publisher.Mono;

import java.time.Duration;
import java.util.Comparator;
import java.util.List;
import java.util.concurrent.atomic.AtomicInteger;
import java.util.concurrent.atomic.AtomicLong;
import java.util.stream.Collectors;

import static com.azure.cosmos.implementation.Utils.ValueHolder;

//
//=================================================================================================================
// STRONG read logic:
//=================================================================================================================
//
//              ------------------- PerformPrimaryRead-------------------------------------------------------------
//              |                       ^                                                                         |
//        [RetryOnSecondary]            |                                                                         |
//              |                   [QuorumNotSelected]                                                           |
//             \/                      |                                                                         \/
// Start-------------------------->SecondaryQuorumRead-------------[QuorumMet]-------------------------------->Result
//                                      |                                                                         ^
//                                  [QuorumSelected]                                                              |
//                                      |                                                                         |
//                                      \/                                                                        |
//                                  PrimaryReadBarrier-------------------------------------------------------------
//
//=================================================================================================================
// BOUNDED_STALENESS quorum read logic:
//=================================================================================================================
//
//              ------------------- PerformPrimaryRead-------------------------------------------------------------
//              |                       ^                                                                         |
//        [RetryOnSecondary]            |                                                                         |
//              |                   [QuorumNotSelected]                                                           |
//             \/                      |                                                                         \/
// Start-------------------------->SecondaryQuorumRead-------------[QuorumMet]-------------------------------->Result
//                                      |                                                                         ^
//                                  [QuorumSelected]                                                              |
//                                      |                                                                         |
//                                      |                                                                         |
//                                      ---------------------------------------------------------------------------
//
/**
 * QuorumReader wraps the client side quorum logic on top of the StoreReader
 */
public class QuorumReader {
    private final static Logger logger = LoggerFactory.getLogger(QuorumReader.class);
    private final DiagnosticsClientContext diagnosticsClientContext;

    private final int maxNumberOfReadBarrierReadRetries;
    private final int maxNumberOfPrimaryReadRetries;
    private final int maxNumberOfReadQuorumRetries;
    private final int delayBetweenReadBarrierCallsInMs;

    private final int maxBarrierRetriesForMultiRegion;
    private final int barrierRetryIntervalInMsForMultiRegion;

    private final int maxShortBarrierRetriesForMultiRegion;
    private final int shortBarrierRetryIntervalInMsForMultiRegion;

    private final StoreReader storeReader;
    private final GatewayServiceConfigurationReader serviceConfigReader;
    private final IAuthorizationTokenProvider authorizationTokenProvider;

    public QuorumReader(
        DiagnosticsClientContext diagnosticsClientContext,
        Configs configs,
        TransportClient transportClient,
        AddressSelector addressSelector,
        StoreReader storeReader,
        GatewayServiceConfigurationReader serviceConfigReader,
        IAuthorizationTokenProvider authorizationTokenProvider) {
        this.diagnosticsClientContext = diagnosticsClientContext;
        this.storeReader = storeReader;
        this.serviceConfigReader = serviceConfigReader;
        this.authorizationTokenProvider = authorizationTokenProvider;

        this.maxNumberOfReadBarrierReadRetries = configs.getMaxNumberOfReadBarrierReadRetries();
        this.maxNumberOfPrimaryReadRetries = configs.getMaxNumberOfPrimaryReadRetries();
        this.maxNumberOfReadQuorumRetries = configs.getMaxNumberOfReadQuorumRetries();
        this.delayBetweenReadBarrierCallsInMs = configs.getDelayBetweenReadBarrierCallsInMs();
        this.maxBarrierRetriesForMultiRegion = configs.getMaxBarrierRetriesForMultiRegion();
        this.barrierRetryIntervalInMsForMultiRegion = configs.getBarrierRetryIntervalInMsForMultiRegion();
        this.maxShortBarrierRetriesForMultiRegion = configs.getMaxShortBarrierRetriesForMultiRegion();
        this.shortBarrierRetryIntervalInMsForMultiRegion = configs.getShortBarrierRetryIntervalInMsForMultiRegion();
    }

    public QuorumReader(
        DiagnosticsClientContext diagnosticsClientContext,
        TransportClient transportClient,
        AddressSelector addressSelector,
        StoreReader storeReader,
        GatewayServiceConfigurationReader serviceConfigReader,
        IAuthorizationTokenProvider authorizationTokenProvider,
        Configs configs) {
        this(diagnosticsClientContext, configs, transportClient, addressSelector, storeReader, serviceConfigReader, authorizationTokenProvider);
    }

    public Mono readStrongAsync(
        DiagnosticsClientContext diagnosticsClientContext,
        RxDocumentServiceRequest entity,
        int readQuorumValue,
        ReadMode readMode) {
        final MutableVolatile shouldRetryOnSecondary = new MutableVolatile<>(false);
        final MutableVolatile hasPerformedReadFromPrimary = new MutableVolatile<>(false);
        final MutableVolatile includePrimary = new MutableVolatile<>(false);

        return Flux.defer(
            // the following will be repeated till the repeat().takeUntil(.) condition is satisfied.
            () -> {
                if (entity.requestContext.timeoutHelper.isElapsed()) {
                        return Flux.error(new GoneException());
                }

                shouldRetryOnSecondary.v = false;
                Mono secondaryQuorumReadResultObs =
                    this.readQuorumAsync(
                        entity,
                        readQuorumValue,
                        includePrimary.v,
                        readMode);

                    return secondaryQuorumReadResultObs.flux().flatMap(
                    secondaryQuorumReadResult -> {

                        switch (secondaryQuorumReadResult.quorumResult) {
                            case QuorumMet:
                                try {
                                    return Flux.just(secondaryQuorumReadResult.getResponse());
                                } catch (CosmosException e) {
                                    return Flux.error(e);
                                }

                            case QuorumSelected:
                                Mono barrierRequestObs = BarrierRequestHelper.createAsync(
                                    this.diagnosticsClientContext,
                                    entity,
                                    this.authorizationTokenProvider,
                                    secondaryQuorumReadResult.selectedLsn,
                                    secondaryQuorumReadResult.globalCommittedSelectedLsn);

                                        return barrierRequestObs.flux().flatMap(barrierRequest -> {
                                    Mono readBarrierObs = this.waitForReadBarrierAsync(
                                        barrierRequest,
                                        true /* include primary */,
                                        readQuorumValue,
                                        secondaryQuorumReadResult.selectedLsn,
                                        secondaryQuorumReadResult.globalCommittedSelectedLsn,
                                        readMode);

                                            return readBarrierObs.flux().flatMap(
                                        readBarrier -> {

                                            if (readBarrier) {
                                                try {
                                                                return Flux.just(secondaryQuorumReadResult.getResponse());
                                                } catch (Exception e) {
                                                    return Flux.error(e);
                                                }
                                            }

                                            // else barrier was not successful
                                            logger.info(
                                                "QuorumSelected: Could not converge on the LSN {} GlobalCommittedLSN {} after primary read barrier with read quorum {} for strong read, Responses: {}",
                                                secondaryQuorumReadResult.selectedLsn,
                                                secondaryQuorumReadResult.globalCommittedSelectedLsn,
                                                readQuorumValue,
                                                String.join(";", secondaryQuorumReadResult.storeResponses)
                                            );

                                            entity.requestContext.quorumSelectedStoreResponse = secondaryQuorumReadResult.selectedResponse;
                                            entity.requestContext.storeResponses = secondaryQuorumReadResult.storeResponses;
                                            entity.requestContext.quorumSelectedLSN = secondaryQuorumReadResult.selectedLsn;
                                            entity.requestContext.globalCommittedSelectedLSN = secondaryQuorumReadResult.globalCommittedSelectedLsn;

                                                        return Flux.empty();
                                        }
                                    );
                                });

                            case QuorumNotSelected:
                                if (hasPerformedReadFromPrimary.v) {
                                    logger.info(
                                        "QuorumNotSelected: Primary read already attempted. Quorum could not be "
                                        + "selected after retrying on secondaries. ReadQuorumResult StoreResponses: {}",
                                        String.join(";", secondaryQuorumReadResult.storeResponses));
                                    return Flux.error(
                                        new GoneException(
                                            RMResources.ReadQuorumNotMet,
                                            HttpConstants.SubStatusCodes.READ_QUORUM_NOT_MET));
                                }

                                logger.info(
                                    "QuorumNotSelected: Quorum could not be selected with read quorum of {}, "
                                    + "ReadQuorumResult StoreResponses: {}",
                                    readQuorumValue,
                                    String.join(";", secondaryQuorumReadResult.storeResponses));
                                Mono responseObs = this.readPrimaryAsync(
                                    entity, readQuorumValue, false);

                                        return responseObs.flux().flatMap(
                                    response -> {
                                        if (response.isSuccessful && response.shouldRetryOnSecondary) {
                                            assert false : "QuorumNotSelected: PrimaryResult has both Successful and "
                                            + "shouldRetryOnSecondary flags set";
                                            logger.error(
                                                "PrimaryResult has both Successful and shouldRetryOnSecondary "
                                                + "flags set. ReadQuorumResult StoreResponses: {}",
                                                String.join(";", secondaryQuorumReadResult.storeResponses));
                                        } else if (response.isSuccessful) {
                                            logger.debug("QuorumNotSelected: ReadPrimary successful");
                                            try {
                                                return Flux.just(response.getResponse());
                                            } catch (CosmosException e) {
                                                return Flux.error(e);
                                            }
                                        } else if (response.shouldRetryOnSecondary) {
                                            shouldRetryOnSecondary.v = true;
                                            logger.info("QuorumNotSelected: ReadPrimary did not succeed. Will retry "
                                                + "on secondary. ReadQuorumResult StoreResponses: {}",
                                                String.join(";", secondaryQuorumReadResult.storeResponses));
                                            hasPerformedReadFromPrimary.v = true;
                                            // We have failed to select a quorum before - could very well happen again
                                            // especially with reduced replica set size (1 Primary and 2 Secondaries
                                            // left, one Secondary might be unreachable - due to endpoint health like
                                            // service-side crashes or network/connectivity issues). Including the
                                            // Primary replica even for quorum selection in this case for the retry
                                            includePrimary.v = true;
                                        } else {
                                            logger.info("QuorumNotSelected: Could not get successful response from ReadPrimary");
                                            return Flux.error(new GoneException(String.format(RMResources.ReadQuorumNotMet, readQuorumValue), HttpConstants.SubStatusCodes.READ_QUORUM_NOT_MET));
                                        }

                                        return Flux.empty();
                                    }
                                );

                            default:
                                String errorMessage = "Unknown ReadQuorum result " + secondaryQuorumReadResult.quorumResult;
                                logger.error(errorMessage);
                                return Flux.error(
                                    new InternalServerErrorException(
                                        Exceptions.getInternalServerErrorMessage(errorMessage),
                                        HttpConstants.SubStatusCodes.UNKNOWN_QUORUM_RESULT));
                        }

                    });
            }).repeat(maxNumberOfReadQuorumRetries)
                   .takeUntil(dummy -> !shouldRetryOnSecondary.v)
                   //   In case there is an empty response from above flatMap, it means we could not complete read quorum
                   //   So we will throw an error, which will be eventually retried.
                   .switchIfEmpty(Flux.defer(() -> {
                       logger.info("Could not complete read quorum with read quorum value of {}", readQuorumValue);

                    return Flux.error(new GoneException(
                           String.format(
                               RMResources.ReadQuorumNotMet,
                               readQuorumValue),
                               HttpConstants.SubStatusCodes.READ_QUORUM_NOT_MET));
                   }))
                   .take(1)
                   .single();
    }

    private Mono readQuorumAsync(
        RxDocumentServiceRequest entity,
        int readQuorum,
        boolean includePrimary,
        ReadMode readMode) {
        if (entity.requestContext.timeoutHelper.isElapsed()) {
            return Mono.error(new GoneException());
        }

        return ensureQuorumSelectedStoreResponse(entity, readQuorum, includePrimary, readMode).flatMap(
            res -> {
                if (res.getLeft() != null) {
                    // no need for barrier
                    return Mono.just(res.getKey());
                }

                long readLsn = res.getValue().getValue0();
                long globalCommittedLSN = res.getValue().getValue1();
                StoreResult storeResult = res.getValue().getValue2();
                List storeResponses = res.getValue().getValue3();

                // ReadBarrier required
                Mono barrierRequestObs = BarrierRequestHelper.createAsync(this.diagnosticsClientContext, entity, this.authorizationTokenProvider, readLsn, globalCommittedLSN);
                return barrierRequestObs.flatMap(
                    barrierRequest -> {
                        Mono waitForObs = this.waitForReadBarrierAsync(barrierRequest, false, readQuorum, readLsn, globalCommittedLSN, readMode);
                        return waitForObs.flatMap(
                            waitFor -> {
                                if (!waitFor) {
                                    return Mono.just(new ReadQuorumResult(
                                        entity.requestContext.requestChargeTracker,
                                        ReadQuorumResultKind.QuorumSelected,
                                        readLsn,
                                        globalCommittedLSN,
                                        storeResult,
                                        storeResponses));
                                }

                                return Mono.just(new ReadQuorumResult(
                                    entity.requestContext.requestChargeTracker,
                                    ReadQuorumResultKind.QuorumMet,
                                    readLsn,
                                    globalCommittedLSN,
                                    storeResult,
                                    storeResponses));
                            }
                        );
                    }
                );
            }
        );
    }

    private Mono>>> ensureQuorumSelectedStoreResponse(RxDocumentServiceRequest entity, int readQuorum, boolean includePrimary, ReadMode readMode) {

        if (entity.requestContext.quorumSelectedStoreResponse == null) {
            Mono> responseResultObs = this.storeReader.readMultipleReplicaAsync(
                entity, includePrimary, readQuorum, true /*required valid LSN*/, false, readMode);

            return responseResultObs.flatMap(
                responseResult -> {
                    List storeResponses = responseResult
                        .stream()
                        .map(response -> {
                            StoreResponse storeResponse = response.getStoreResponse();
                            if (storeResponse == null) {
                                return response.storePhysicalAddress + " -> n/a";
                            }

                            return response.storePhysicalAddress
                                + " -> "
                                + storeResponse.getStatus()
                                + "("
                                + storeResponse.getActivityId()
                                + ")";
                        })
                        .collect(Collectors.toList());
                    int responseCount = (int) responseResult.stream().filter(response -> response.isValid).count();
                    if (responseCount < readQuorum) {
                        return Mono.just(Pair.of(new ReadQuorumResult(entity.requestContext.requestChargeTracker,
                            ReadQuorumResultKind.QuorumNotSelected,
                            -1, -1, null, storeResponses), null));
                    }

                    //either request overrides consistency level with strong, or request does not override and account default consistency level is strong
                    boolean isGlobalStrongReadCandidate =
                        (ReplicatedResourceClient.isGlobalStrongEnabled() && this.serviceConfigReader.getDefaultConsistencyLevel() == ConsistencyLevel.STRONG) &&
                            (entity.requestContext.originalRequestConsistencyLevel == null || entity.requestContext.originalRequestConsistencyLevel == ConsistencyLevel.STRONG);

                    ValueHolder readLsn = new ValueHolder<>(-1L);
                    ValueHolder globalCommittedLSN = new ValueHolder<>(-1L);
                    ValueHolder storeResult = new ValueHolder<>(null);

                    if (this.isQuorumMet(
                        responseResult,
                        readQuorum,
                        false,
                        isGlobalStrongReadCandidate,
                        readLsn,
                        globalCommittedLSN,
                        storeResult)) {
                        return Mono.just(Pair.of(new ReadQuorumResult(
                            entity.requestContext.requestChargeTracker,
                            ReadQuorumResultKind.QuorumMet,
                            readLsn.v,
                            globalCommittedLSN.v,
                            storeResult.v,
                            storeResponses), null));
                    }

                    // at this point, if refresh were necessary, we would have refreshed it in ReadMultipleReplicaAsync
                    // so set to false here to avoid further refrehses for this request.
                    entity.requestContext.forceRefreshAddressCache = false;

                    Quadruple> state = Quadruple.with(readLsn.v, globalCommittedLSN.v, storeResult.v, storeResponses);
                    return Mono.just(Pair.of(null, state));
                }
            );
        } else {

            ValueHolder readLsn = ValueHolder.initialize(entity.requestContext.quorumSelectedLSN);
            ValueHolder globalCommittedLSN = ValueHolder.initialize(entity.requestContext.globalCommittedSelectedLSN);
            ValueHolder storeResult = ValueHolder.initialize(entity.requestContext.quorumSelectedStoreResponse);
            List storeResponses = entity.requestContext.storeResponses;
            Quadruple> state = Quadruple.with(readLsn.v, globalCommittedLSN.v, storeResult.v, storeResponses);

            return Mono.just(Pair.of(null, state));
        }
    }

    /**
     * READ and get response from Primary
     *
     * @param entity
     * @param readQuorum
     * @param useSessionToken
     * @return
     */
    private Mono readPrimaryAsync(
        RxDocumentServiceRequest entity,
        int readQuorum,
        boolean useSessionToken) {
        if (entity.requestContext.timeoutHelper.isElapsed()) {
            return Mono.error(new GoneException());
        }

        // We would have already refreshed address before reaching here. Avoid performing here.
        entity.requestContext.forceRefreshAddressCache = false;

        Mono storeResultObs = this.storeReader.readPrimaryAsync(
            entity, true /*required valid LSN*/, useSessionToken);

        return storeResultObs.flatMap(
            storeResult -> {
                if (!storeResult.isValid) {
                    try {
                        return Mono.error(storeResult.getException());
                    } catch (InternalServerErrorException e) {
                        return Mono.error(e);
                    }
                }

                if (storeResult.currentReplicaSetSize <= 0 || storeResult.lsn < 0 || storeResult.quorumAckedLSN < 0) {
                    String message = String.format(
                        "INVALID value received from response header. CurrentReplicaSetSize %d, StoreLSN %d, QuorumAckedLSN %d",
                        storeResult.currentReplicaSetSize, storeResult.lsn, storeResult.quorumAckedLSN);

                    // might not be returned if primary is still building the secondary replicas (during churn)
                    logger.error(message);

                    // throw exception instead of returning inconsistent result.
                    return Mono.error(new GoneException(String.format(RMResources.ReadQuorumNotMet, readQuorum), HttpConstants.SubStatusCodes.READ_QUORUM_NOT_MET));

                }

                if (storeResult.currentReplicaSetSize > readQuorum) {
                    logger.info(
                        "Unexpected response. Replica Set size is {} which is greater than min value {}", storeResult.currentReplicaSetSize, readQuorum);
                    return Mono.just(new ReadPrimaryResult(entity.requestContext.requestChargeTracker,  /*isSuccessful */ false,
                        /* shouldRetryOnSecondary: */ true, /* response: */ null));
                }

                // To accommodate for store latency, where an LSN may be acked by not persisted in the store, we compare the quorum acked LSN and store LSN.
                // In case of sync replication, the store LSN will follow the quorum committed LSN
                // In case of async replication (if enabled for bounded staleness), the store LSN can be ahead of the quorum committed LSN if the primary is able write to faster than secondary acks.
                // We pick higher of the 2 LSN and wait for the other to reach that LSN.
                if (storeResult.lsn != storeResult.quorumAckedLSN) {
                    logger.info("Store LSN {} and quorum acked LSN {} don't match", storeResult.lsn, storeResult.quorumAckedLSN);
                    long higherLsn = storeResult.lsn > storeResult.quorumAckedLSN ? storeResult.lsn : storeResult.quorumAckedLSN;

                    Mono waitForLsnRequestObs = BarrierRequestHelper.createAsync(this.diagnosticsClientContext, entity, this.authorizationTokenProvider, higherLsn, null);
                    return waitForLsnRequestObs.flatMap(
                        waitForLsnRequest -> {
                            Mono primaryWaitForLsnResponseObs = this.waitForPrimaryLsnAsync(waitForLsnRequest, higherLsn, readQuorum);
                            return primaryWaitForLsnResponseObs.map(
                                primaryWaitForLsnResponse -> {
                                    if (primaryWaitForLsnResponse == PrimaryReadOutcome.QuorumNotMet) {
                                        return new ReadPrimaryResult(
                                            entity.requestContext.requestChargeTracker, /*(isSuccessful: */ false, /* shouldRetryOnSecondary: */ false, /* response: */null);
                                    } else if (primaryWaitForLsnResponse == PrimaryReadOutcome.QuorumInconclusive) {
                                        return new ReadPrimaryResult(
                                            entity.requestContext.requestChargeTracker, /* isSuccessful: */ false, /* shouldRetryOnSecondary: */
                                            true, /* response: */ null);
                                    }

                                    return new ReadPrimaryResult(
                                        entity.requestContext.requestChargeTracker, /* isSuccessful: */ true, /* shouldRetryOnSecondary: */ false, /*response: */ storeResult);
                                }
                            );
                        }
                    );
                }

                return Mono.just(new ReadPrimaryResult(
                    /* requestChargeTracker: */ entity.requestContext.requestChargeTracker, /* isSuccessful: */ true, /* shouldRetryOnSecondary:*/  false,
                    /*response: */ storeResult));
            }
        );
    }

    private Mono waitForPrimaryLsnAsync(
        RxDocumentServiceRequest barrierRequest,
        long lsnToWaitFor,
        int readQuorum) {

        return Flux.defer(() -> {
            if (barrierRequest.requestContext.timeoutHelper.isElapsed()) {
                return Flux.error(new GoneException());
            }

            // We would have already refreshed address before reaching here. Avoid performing here.
            barrierRequest.requestContext.forceRefreshAddressCache = false;

            Mono storeResultObs = this.storeReader.readPrimaryAsync(barrierRequest, true /*required valid LSN*/, false);

            return storeResultObs.flux().flatMap(
                storeResult -> {
                    if (!storeResult.isValid) {
                        try {
                                return Flux.error(storeResult.getException());
                        } catch (InternalServerErrorException e) {
                            return Flux.error(e);
                        }
                    }

                    if (storeResult.currentReplicaSetSize > readQuorum) {
                        logger.info(
                            "Unexpected response. Replica Set size is {} which is greater than min value {}", storeResult.currentReplicaSetSize, readQuorum);
                            return Flux.just(PrimaryReadOutcome.QuorumInconclusive);
                    }

                    // Java this will move to the repeat logic
                    if (storeResult.lsn < lsnToWaitFor || storeResult.quorumAckedLSN < lsnToWaitFor) {
                        logger.info(
                            "Store LSN {} or quorum acked LSN {} are lower than expected LSN {}", storeResult.lsn, storeResult.quorumAckedLSN, lsnToWaitFor);

                            return Flux.just(0L).delayElements(
                                Duration.ofMillis(delayBetweenReadBarrierCallsInMs),
                                CosmosSchedulers.COSMOS_PARALLEL).flatMap(dummy -> Flux.empty());
                    }

                        return Flux.just(PrimaryReadOutcome.QuorumMet);
                }
            );
        }).repeat(maxNumberOfPrimaryReadRetries)  // Loop for store and quorum LSN to match
                   .defaultIfEmpty(PrimaryReadOutcome.QuorumNotMet)
                   .take(1)
                   .single();

    }

    private Mono waitForReadBarrierAsync(
        RxDocumentServiceRequest barrierRequest,
        boolean allowPrimary,
        final int readQuorum,
        final long readBarrierLsn,
        final long targetGlobalCommittedLSN,
        ReadMode readMode) {
        AtomicInteger readBarrierRetryCount = new AtomicInteger(maxNumberOfReadBarrierReadRetries);
        AtomicInteger readBarrierRetryCountMultiRegion = new AtomicInteger(maxBarrierRetriesForMultiRegion);

        AtomicLong maxGlobalCommittedLsn = new AtomicLong(0);

        return Flux.defer(() -> {

            if (barrierRequest.requestContext.timeoutHelper.isElapsed()) {
                return Flux.error(new GoneException());
            }

            Mono> responsesObs = this.storeReader.readMultipleReplicaAsync(
                barrierRequest, allowPrimary, readQuorum,
                true /*required valid LSN*/, false /*useSessionToken*/, readMode, false /*checkMinLSN*/, true /*forceReadAll*/);

            return responsesObs.flux().flatMap(
                responses -> {

                    long maxGlobalCommittedLsnInResponses = responses.size() > 0 ? responses.stream()
                                                                                            .mapToLong(response -> response.globalCommittedLSN).max().getAsLong() : 0;


                    if ((responses.stream().filter(response -> response.lsn >= readBarrierLsn).count() >= readQuorum) &&
                        (!(targetGlobalCommittedLSN > 0) || maxGlobalCommittedLsnInResponses >= targetGlobalCommittedLSN)) {
                            return Flux.just(true);
                    }

                    maxGlobalCommittedLsn.set(maxGlobalCommittedLsn.get() > maxGlobalCommittedLsnInResponses ?
                        maxGlobalCommittedLsn.get() : maxGlobalCommittedLsnInResponses);

                    //only refresh on first barrier call, set to false for subsequent attempts.
                    barrierRequest.requestContext.forceRefreshAddressCache = false;

                    if (readBarrierRetryCount.decrementAndGet() == 0) {
                        if (logger.isDebugEnabled()) {
                            logger.debug("QuorumReader: waitForReadBarrierAsync - Last barrier for single-region requests. Responses: {}",
                                         JavaStreamUtils.toString(responses, "; "));
                        }
                        // retries exhausted
                            return Flux.just(false);

                    } else {
                        // delay
                        //await Task.Delay(QuorumReader.delayBetweenReadBarrierCallsInMs);
                            return Flux.empty();

                    }
                }
            );
        }).repeatWhen(obs -> obs.flatMap(aVoid -> Flux.just(0L)
                                                      .delayElements(
                                                          Duration.ofMillis(delayBetweenReadBarrierCallsInMs),
                                                          CosmosSchedulers.COSMOS_PARALLEL)))
                .take(1) // Retry loop
                   .flatMap(barrierRequestSucceeded ->
                        Flux.defer(() -> {

                           if (barrierRequestSucceeded) {
                                return Flux.just(true);
                           }

                           // we will go into global strong read barrier mode for global strong requests after regular barrier calls have been exhausted.
                           if (targetGlobalCommittedLSN > 0) {
                                return Flux.defer(() -> {

                                   if (barrierRequest.requestContext.timeoutHelper.isElapsed()) {
                                        return Flux.error(new GoneException());
                                   }

                                   Mono> responsesObs = this.storeReader.readMultipleReplicaAsync(
                                       barrierRequest, allowPrimary, readQuorum,
                                       true /*required valid LSN*/, false /*useSessionToken*/, readMode, false /*checkMinLSN*/, true /*forceReadAll*/);

                                    return responsesObs.flux().flatMap(
                                       responses -> {
                                           long maxGlobalCommittedLsnInResponses = responses.size() > 0 ? responses.stream()
                                                                                                                   .mapToLong(response -> response.globalCommittedLSN).max().getAsLong() : 0;

                                           if ((responses.stream().filter(response -> response.lsn >= readBarrierLsn).count() >= readQuorum) &&
                                               maxGlobalCommittedLsnInResponses >= targetGlobalCommittedLSN) {
                                                    return Flux.just(true);
                                           }

                                           maxGlobalCommittedLsn.set(maxGlobalCommittedLsn.get() > maxGlobalCommittedLsnInResponses ?
                                               maxGlobalCommittedLsn.get() : maxGlobalCommittedLsnInResponses);

                                           //trace on last retry.
                                           if (readBarrierRetryCountMultiRegion.getAndDecrement() == 0) {
                                               if (logger.isDebugEnabled()) {
                                                   logger.debug("QuorumReader: waitForReadBarrierAsync - Last barrier for mult-region strong requests. Responses: {}",
                                                                JavaStreamUtils.toString(responses, "; "));
                                               }
                                               return Flux.just(false);
                                           } else {
                                               return Flux.empty();
                                           }
                                       }
                                   );

                               }).repeatWhen(obs -> obs.flatMap(aVoid -> {

                                       if ((maxBarrierRetriesForMultiRegion - readBarrierRetryCountMultiRegion.get()) > maxShortBarrierRetriesForMultiRegion) {
                                                      return Flux.just(0L).delayElements(
                                                          Duration.ofMillis(barrierRetryIntervalInMsForMultiRegion),
                                                          CosmosSchedulers.COSMOS_PARALLEL);
                                       } else {
                                                      return Flux.just(0L).delayElements(
                                                          Duration.ofMillis(shortBarrierRetryIntervalInMsForMultiRegion),
                                                          CosmosSchedulers.COSMOS_PARALLEL);
                                       }

                                   })
                                   // stop predicate, simulating while loop
                                ).take(1);
                           }

                            return Flux.empty();
                       }))
                   //   In case the above flux returns empty (which it will after all the retries have been exhausted),
                   //   We will just return false
                   .switchIfEmpty(
                                Flux.defer(() -> {
                               logger.debug("QuorumReader: waitForReadBarrierAsync - TargetGlobalCommittedLsn: {}, MaxGlobalCommittedLsn: {}.", targetGlobalCommittedLSN, maxGlobalCommittedLsn);
                                    return Flux.just(false);
                           })
                       ).take(1).single();
    }

    private boolean isQuorumMet(
        List readResponses,
        int readQuorum,
        boolean isPrimaryIncluded,
        boolean isGlobalStrongRead,
        ValueHolder readLsn,
        ValueHolder globalCommittedLSN,
        ValueHolder selectedResponse) {
        long maxLsn = 0;
        long minLsn = Long.MAX_VALUE;
        int replicaCountMaxLsn = 0;
        List validReadResponses = readResponses.stream().filter(response -> response.isValid).collect(Collectors.toList());
        int validResponsesCount = validReadResponses.size();

        if (validResponsesCount == 0) {
            readLsn.v = 0l;
            globalCommittedLSN.v = -1l;
            selectedResponse.v = null;

            return false;
        }

        assert !validReadResponses.isEmpty();
        long numberOfReadRegions = validReadResponses.stream().map(res -> res.numberOfReadRegions).max(Comparator.naturalOrder()).get();
        boolean checkForGlobalStrong = isGlobalStrongRead && numberOfReadRegions > 0;

        // Pick any R replicas in the response and check if they are at the same LSN
        for (StoreResult response : validReadResponses) {
            if (response.lsn == maxLsn) {
                replicaCountMaxLsn++;
            } else if (response.lsn > maxLsn) {
                replicaCountMaxLsn = 1;
                maxLsn = response.lsn;
            }

            if (response.lsn < minLsn) {
                minLsn = response.lsn;
            }
        }

        final long maxLsnFinal = maxLsn;
        selectedResponse.v = validReadResponses.stream().filter(s -> s.lsn == maxLsnFinal).findFirst().get();

        readLsn.v = selectedResponse.v.itemLSN == -1 ?
            maxLsn : Math.min(selectedResponse.v.itemLSN, maxLsn);
        globalCommittedLSN.v = checkForGlobalStrong ? readLsn.v : -1l;

        long maxGlobalCommittedLSN = validReadResponses.stream().mapToLong(res -> res.globalCommittedLSN).max().getAsLong();

        logger.debug("QuorumReader: MaxLSN {} ReplicaCountMaxLSN {} bCheckGlobalStrong {} MaxGlobalCommittedLSN {} NumberOfReadRegions {} SelectedResponseItemLSN {}",
            maxLsn, replicaCountMaxLsn, checkForGlobalStrong, maxGlobalCommittedLSN, numberOfReadRegions, selectedResponse.v.itemLSN);

        // quorum is met if one of the following conditions are satisfied:
        // 1. readLsn is greater than zero
        //    AND the number of responses that have the same LSN as the selected response is greater than or equal to the read quorum
        //    AND if applicable, the max GlobalCommittedLSN of all responses is greater than or equal to the lsn of the selected response.

        // 2. if the request is a point-read request,
        //    AND there are more than one response in the readResponses
        //    AND the LSN of the returned resource of the selected response is less than or equal to the minimum lsn of the all the responses,
        //    AND if applicable, the LSN of the returned resource of the selected response is less than or equal to the minimum globalCommittedLsn of all the responses.
        //    This means that the returned resource is old enough to have been committed by at least all the received responses,
        //    which should be larger than or equal to the read quorum, which therefore means we have strong consistency.
        boolean isQuorumMet = false;

        if ((readLsn.v > 0 && replicaCountMaxLsn >= readQuorum) &&
            (!checkForGlobalStrong || maxGlobalCommittedLSN >= maxLsn)) {
            isQuorumMet = true;
        }

        if (!isQuorumMet && validResponsesCount >= readQuorum && selectedResponse.v.itemLSN != -1 &&
            (minLsn != Long.MAX_VALUE && selectedResponse.v.itemLSN <= minLsn) &&
            (!checkForGlobalStrong || (selectedResponse.v.itemLSN <= maxGlobalCommittedLSN))) {
            isQuorumMet = true;
        }

        return isQuorumMet;
    }

    private enum ReadQuorumResultKind {
        QuorumMet,
        QuorumSelected,
        QuorumNotSelected
    }

    private abstract class ReadResult {
        private final StoreResult response;
        private final RequestChargeTracker requestChargeTracker;

        protected ReadResult(RequestChargeTracker requestChargeTracker, StoreResult response) {
            this.requestChargeTracker = requestChargeTracker;
            this.response = response;
        }

        public StoreResponse getResponse() {
            if (!this.isValidResult()) {
                String errorMessage = "getResponse called for invalid result";
                logger.error(errorMessage);
                throw new InternalServerErrorException(
                    Exceptions.getInternalServerErrorMessage(errorMessage),
                    HttpConstants.SubStatusCodes.INVALID_RESULT);
            }

            return this.response.toResponse(requestChargeTracker);
        }

        protected abstract boolean isValidResult();
    }

    private class ReadQuorumResult extends ReadResult {
        public ReadQuorumResult(
            RequestChargeTracker requestChargeTracker,
            ReadQuorumResultKind QuorumResult,
            long selectedLsn,
            long globalCommittedSelectedLsn,
            StoreResult selectedResponse,
            List storeResponses) {
            super(requestChargeTracker, selectedResponse);

            this.quorumResult = QuorumResult;
            this.selectedLsn = selectedLsn;
            this.globalCommittedSelectedLsn = globalCommittedSelectedLsn;
            this.selectedResponse = selectedResponse;
            this.storeResponses = storeResponses;
        }

        public final ReadQuorumResultKind quorumResult;

        /**
         * Response selected to lock on the LSN. This is the response with the highest LSN
         */
        public final StoreResult selectedResponse;

        /**
         * ALL store responses from Quorum READ.
         */
        public final List storeResponses;

        public final long selectedLsn;

        public final long globalCommittedSelectedLsn;

        protected boolean isValidResult() {
            return this.quorumResult == ReadQuorumResultKind.QuorumMet || this.quorumResult == ReadQuorumResultKind.QuorumSelected;
        }
    }

    private class ReadPrimaryResult extends ReadResult {
        public final boolean shouldRetryOnSecondary;
        public final boolean isSuccessful;

        public ReadPrimaryResult(RequestChargeTracker requestChargeTracker, boolean isSuccessful, boolean shouldRetryOnSecondary, StoreResult response) {
            super(requestChargeTracker, response);
            this.isSuccessful = isSuccessful;
            this.shouldRetryOnSecondary = shouldRetryOnSecondary;
        }

        protected boolean isValidResult() {
            return isSuccessful;
        }
    }

    private enum PrimaryReadOutcome {
        QuorumNotMet,       // Primary LSN is not committed.
        QuorumInconclusive, // Secondary replicas are available. Must read R secondary's to deduce current quorum.
        QuorumMet,
    }
}




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