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   -> 大数据 -> redis6.0中的多线程 -> 正文阅读

[大数据]redis6.0中的多线程

1、初始化

初始化是通过InitServerLast中完成的。如果配置的线程数为1,则不创建创建,限制线程数为128。循环创建io线程列表 (主要用于存放需要写或者读的client),初始化io线程pending标识(0表io线程已经处理完毕),线程互斥量,线程。在创建io线程前,锁住io_thread_mutex[i],避免io线程运行。

void InitServerLast() {
    bioInit();
    initThreadedIO();
    set_jemalloc_bg_thread(server.jemalloc_bg_thread);
    server.initial_memory_usage = zmalloc_used_memory();
}

void initThreadedIO(void) {
    server.io_threads_active = 0; /* We start with threads not active. */

    /* Don't spawn any thread if the user selected a single thread:
     * we'll handle I/O directly from the main thread. */
    if (server.io_threads_num == 1) return;

    if (server.io_threads_num > IO_THREADS_MAX_NUM) {
        serverLog(LL_WARNING,"Fatal: too many I/O threads configured. "
                             "The maximum number is %d.", IO_THREADS_MAX_NUM);
        exit(1);
    }

    /* Spawn and initialize the I/O threads. */
    for (int i = 0; i < server.io_threads_num; i++) {
        /* Things we do for all the threads including the main thread. */
        io_threads_list[i] = listCreate();
        if (i == 0) continue; /* Thread 0 is the main thread. */

        /* Things we do only for the additional threads. */
        pthread_t tid;
        pthread_mutex_init(&io_threads_mutex[i],NULL);
        io_threads_pending[i] = 0;
        pthread_mutex_lock(&io_threads_mutex[i]); /* Thread will be stopped. */
        if (pthread_create(&tid,NULL,IOThreadMain,(void*)(long)i) != 0) {
            serverLog(LL_WARNING,"Fatal: Can't initialize IO thread.");
            exit(1);
        }
        io_threads[i] = tid;
    }
}

io线程工作时即线程对应的io_threads_pending不等于0,在线程对应的io_threads_list中遍历获取client,根据操作类型io_thread_op(读或者写)来写入或者读取,操作完后,清空对应的io_threads_list并且把io_theads_pending设置为0,等待在下一次的事件循环中处理。

void *IOThreadMain(void *myid) {
    /* The ID is the thread number (from 0 to server.iothreads_num-1), and is
     * used by the thread to just manipulate a single sub-array of clients. */
    long id = (unsigned long)myid;
    char thdname[16];

    snprintf(thdname, sizeof(thdname), "io_thd_%ld", id);
    redis_set_thread_title(thdname);
    redisSetCpuAffinity(server.server_cpulist);
    makeThreadKillable();

    while(1) {
        /* Wait for start */
        for (int j = 0; j < 1000000; j++) {
            if (io_threads_pending[id] != 0) break;
        }

        /* Give the main thread a chance to stop this thread. */
        if (io_threads_pending[id] == 0) {
            pthread_mutex_lock(&io_threads_mutex[id]);
            pthread_mutex_unlock(&io_threads_mutex[id]);
            continue;
        }

        serverAssert(io_threads_pending[id] != 0);

        if (tio_debug) printf("[%ld] %d to handle\n", id, (int)listLength(io_threads_list[id]));

        /* Process: note that the main thread will never touch our list
         * before we drop the pending count to 0. */
        listIter li;
        listNode *ln;
        listRewind(io_threads_list[id],&li);
        while((ln = listNext(&li))) {
            client *c = listNodeValue(ln);
            if (io_threads_op == IO_THREADS_OP_WRITE) {
                writeToClient(c,0);
            } else if (io_threads_op == IO_THREADS_OP_READ) {
                readQueryFromClient(c->conn);
            } else {
                serverPanic("io_threads_op value is unknown");
            }
        }
        listEmpty(io_threads_list[id]);
        io_threads_pending[id] = 0;

        if (tio_debug) printf("[%ld] Done\n", id);
    }
}

2、运行

在aeMain事件循环中会开启io线程

void aeMain(aeEventLoop *eventLoop) {
    eventLoop->stop = 0;
    while (!eventLoop->stop) {
        aeProcessEvents(eventLoop, AE_ALL_EVENTS|
                                   AE_CALL_BEFORE_SLEEP|
                                   AE_CALL_AFTER_SLEEP);
    }
}

int aeProcessEvents(aeEventLoop *eventLoop, int flags)
{
    int processed = 0, numevents;

    /* Nothing to do? return ASAP */
    if (!(flags & AE_TIME_EVENTS) && !(flags & AE_FILE_EVENTS)) return 0;

    /* Note that we want call select() even if there are no
     * file events to process as long as we want to process time
     * events, in order to sleep until the next time event is ready
     * to fire. */
    if (eventLoop->maxfd != -1 ||
        ((flags & AE_TIME_EVENTS) && !(flags & AE_DONT_WAIT))) {
        int j;
        aeTimeEvent *shortest = NULL;
        struct timeval tv, *tvp;

        if (flags & AE_TIME_EVENTS && !(flags & AE_DONT_WAIT))
            shortest = aeSearchNearestTimer(eventLoop);
        if (shortest) {
            long now_sec, now_ms;

            aeGetTime(&now_sec, &now_ms);
            tvp = &tv;

            /* How many milliseconds we need to wait for the next
             * time event to fire? */
            long long ms =
                (shortest->when_sec - now_sec)*1000 +
                shortest->when_ms - now_ms;

            if (ms > 0) {
                tvp->tv_sec = ms/1000;
                tvp->tv_usec = (ms % 1000)*1000;
            } else {
                tvp->tv_sec = 0;
                tvp->tv_usec = 0;
            }
        } else {
            /* If we have to check for events but need to return
             * ASAP because of AE_DONT_WAIT we need to set the timeout
             * to zero */
            if (flags & AE_DONT_WAIT) {
                tv.tv_sec = tv.tv_usec = 0;
                tvp = &tv;
            } else {
                /* Otherwise we can block */
                tvp = NULL; /* wait forever */
            }
        }

        if (eventLoop->flags & AE_DONT_WAIT) {
            tv.tv_sec = tv.tv_usec = 0;
            tvp = &tv;
        }

        if (eventLoop->beforesleep != NULL && flags & AE_CALL_BEFORE_SLEEP)
            eventLoop->beforesleep(eventLoop);

        /* Call the multiplexing API, will return only on timeout or when
         * some event fires. */
        numevents = aeApiPoll(eventLoop, tvp);

        /* After sleep callback. */
        if (eventLoop->aftersleep != NULL && flags & AE_CALL_AFTER_SLEEP)
            eventLoop->aftersleep(eventLoop);

        for (j = 0; j < numevents; j++) {
            aeFileEvent *fe = &eventLoop->events[eventLoop->fired[j].fd];
            int mask = eventLoop->fired[j].mask;
            int fd = eventLoop->fired[j].fd;
            int fired = 0; /* Number of events fired for current fd. */

            /* Normally we execute the readable event first, and the writable
             * event later. This is useful as sometimes we may be able
             * to serve the reply of a query immediately after processing the
             * query.
             *
             * However if AE_BARRIER is set in the mask, our application is
             * asking us to do the reverse: never fire the writable event
             * after the readable. In such a case, we invert the calls.
             * This is useful when, for instance, we want to do things
             * in the beforeSleep() hook, like fsyncing a file to disk,
             * before replying to a client. */
            int invert = fe->mask & AE_BARRIER;

            /* Note the "fe->mask & mask & ..." code: maybe an already
             * processed event removed an element that fired and we still
             * didn't processed, so we check if the event is still valid.
             *
             * Fire the readable event if the call sequence is not
             * inverted. */
            if (!invert && fe->mask & mask & AE_READABLE) {
                fe->rfileProc(eventLoop,fd,fe->clientData,mask);
                fired++;
                fe = &eventLoop->events[fd]; /* Refresh in case of resize. */
            }

            /* Fire the writable event. */
            if (fe->mask & mask & AE_WRITABLE) {
                if (!fired || fe->wfileProc != fe->rfileProc) {
                    fe->wfileProc(eventLoop,fd,fe->clientData,mask);
                    fired++;
                }
            }

            /* If we have to invert the call, fire the readable event now
             * after the writable one. */
            if (invert) {
                fe = &eventLoop->events[fd]; /* Refresh in case of resize. */
                if ((fe->mask & mask & AE_READABLE) &&
                    (!fired || fe->wfileProc != fe->rfileProc))
                {
                    fe->rfileProc(eventLoop,fd,fe->clientData,mask);
                    fired++;
                }
            }

            processed++;
        }
    }
    /* Check time events */
    if (flags & AE_TIME_EVENTS)
        processed += processTimeEvents(eventLoop);

    return processed; /* return the number of processed file/time events */
}

在aeApiPoll之前会调用eventLoop->beforeSleep,beforeSleep在服务器初始化时通过initServer设置的

 aeSetBeforeSleepProc(server.el,beforeSleep);
 aeSetAfterSleepProc(server.el,afterSleep);

beforeSlepp处理代码为

void beforeSleep(struct aeEventLoop *eventLoop) {
    UNUSED(eventLoop);

    size_t zmalloc_used = zmalloc_used_memory();
    if (zmalloc_used > server.stat_peak_memory)
        server.stat_peak_memory = zmalloc_used;

    /* Just call a subset of vital functions in case we are re-entering
     * the event loop from processEventsWhileBlocked(). Note that in this
     * case we keep track of the number of events we are processing, since
     * processEventsWhileBlocked() wants to stop ASAP if there are no longer
     * events to handle. */
    if (ProcessingEventsWhileBlocked) {
        uint64_t processed = 0;
        processed += handleClientsWithPendingReadsUsingThreads();
        processed += tlsProcessPendingData();
        processed += handleClientsWithPendingWrites();
        processed += freeClientsInAsyncFreeQueue();
        server.events_processed_while_blocked += processed;
        return;
    }

    /* Handle precise timeouts of blocked clients. */
    handleBlockedClientsTimeout();

    /* We should handle pending reads clients ASAP after event loop. */
    handleClientsWithPendingReadsUsingThreads();

    /* Handle TLS pending data. (must be done before flushAppendOnlyFile) */
    tlsProcessPendingData();

    /* If tls still has pending unread data don't sleep at all. */
    aeSetDontWait(server.el, tlsHasPendingData());

    /* Call the Redis Cluster before sleep function. Note that this function
     * may change the state of Redis Cluster (from ok to fail or vice versa),
     * so it's a good idea to call it before serving the unblocked clients
     * later in this function. */
    if (server.cluster_enabled) clusterBeforeSleep();

    /* Run a fast expire cycle (the called function will return
     * ASAP if a fast cycle is not needed). */
    if (server.active_expire_enabled && server.masterhost == NULL)
        activeExpireCycle(ACTIVE_EXPIRE_CYCLE_FAST);

    /* Unblock all the clients blocked for synchronous replication
     * in WAIT. */
    if (listLength(server.clients_waiting_acks))
        processClientsWaitingReplicas();

    /* Check if there are clients unblocked by modules that implement
     * blocking commands. */
    if (moduleCount()) moduleHandleBlockedClients();

    /* Try to process pending commands for clients that were just unblocked. */
    if (listLength(server.unblocked_clients))
        processUnblockedClients();

    /* Send all the slaves an ACK request if at least one client blocked
     * during the previous event loop iteration. Note that we do this after
     * processUnblockedClients(), so if there are multiple pipelined WAITs
     * and the just unblocked WAIT gets blocked again, we don't have to wait
     * a server cron cycle in absence of other event loop events. See #6623. */
    if (server.get_ack_from_slaves) {
        robj *argv[3];

        argv[0] = createStringObject("REPLCONF",8);
        argv[1] = createStringObject("GETACK",6);
        argv[2] = createStringObject("*",1); /* Not used argument. */
        replicationFeedSlaves(server.slaves, server.slaveseldb, argv, 3);
        decrRefCount(argv[0]);
        decrRefCount(argv[1]);
        decrRefCount(argv[2]);
        server.get_ack_from_slaves = 0;
    }

    /* Send the invalidation messages to clients participating to the
     * client side caching protocol in broadcasting (BCAST) mode. */
    trackingBroadcastInvalidationMessages();

    /* Write the AOF buffer on disk */
    flushAppendOnlyFile(0);

    /* Handle writes with pending output buffers. */
    handleClientsWithPendingWritesUsingThreads();

    /* Close clients that need to be closed asynchronous */
    freeClientsInAsyncFreeQueue();

    /* Try to process blocked clients every once in while. Example: A module
     * calls RM_SignalKeyAsReady from within a timer callback (So we don't
     * visit processCommand() at all). */
    handleClientsBlockedOnKeys();

    /* Before we are going to sleep, let the threads access the dataset by
     * releasing the GIL. Redis main thread will not touch anything at this
     * time. */
    if (moduleCount()) moduleReleaseGIL();

    /* Do NOT add anything below moduleReleaseGIL !!! */
}

当有写操作时,会将client添加到server.clients_pending_write中,同时将数据添加到client的缓冲区中。

int prepareClientToWrite(client *c) {
    if (c->flags & (CLIENT_LUA|CLIENT_MODULE)) return C_OK;
    if (c->flags & CLIENT_CLOSE_ASAP) return C_ERR;
    if (c->flags & (CLIENT_REPLY_OFF|CLIENT_REPLY_SKIP)) return C_ERR;
    if ((c->flags & CLIENT_MASTER) &&
        !(c->flags & CLIENT_MASTER_FORCE_REPLY)) return C_ERR;
    if (!c->conn) return C_ERR; 
    if (!clientHasPendingReplies(c) && !(c->flags & CLIENT_PENDING_READ))
            clientInstallWriteHandler(c);
    return C_OK;
}

void clientInstallWriteHandler(client *c) {
    if (!(c->flags & CLIENT_PENDING_WRITE) &&
        (c->replstate == REPL_STATE_NONE ||
         (c->replstate == SLAVE_STATE_ONLINE && !c->repl_put_online_on_ack)))
    {
        c->flags |= CLIENT_PENDING_WRITE;
        listAddNodeHead(server.clients_pending_write,c);
    }
}


int _addReplyToBuffer(client *c, const char *s, size_t len) {
    size_t available = sizeof(c->buf)-c->bufpos;

    if (c->flags & CLIENT_CLOSE_AFTER_REPLY) return C_OK;

    if (listLength(c->reply) > 0) return C_ERR;

    if (len > available) return C_ERR;

    memcpy(c->buf+c->bufpos,s,len);
    c->bufpos+=len;
    return C_OK;
}

beforeSleep在处理是否有等待写的客户端时handleClientsWithPendingWritesUsingThreads,如果io线程没有激活,此时会开启io线程。将需要写的客户端分配到线程对应的io_threads_list中。同时设置io_threads_op为IO_THREADS_OP_WRITE,将各个线程的io_threads_pending设置为非0来开启线程写操作。主线程也会处理一部分客户端的写操作。等待线程操作处理完成。最后遍历client,如果仍然有需要写操作,设置connection的WriteHandler

int handleClientsWithPendingWritesUsingThreads(void) {
    int processed = listLength(server.clients_pending_write);
    if (processed == 0) return 0; /* Return ASAP if there are no clients. */

    /* If I/O threads are disabled or we have few clients to serve, don't
     * use I/O threads, but thejboring synchronous code. */
    if (server.io_threads_num == 1 || stopThreadedIOIfNeeded()) {
        return handleClientsWithPendingWrites();
    }

    /* Start threads if needed. */
    if (!server.io_threads_active) startThreadedIO();

    if (tio_debug) printf("%d TOTAL WRITE pending clients\n", processed);

    /* Distribute the clients across N different lists. */
    listIter li;
    listNode *ln;
    listRewind(server.clients_pending_write,&li);
    int item_id = 0;
    while((ln = listNext(&li))) {
        client *c = listNodeValue(ln);
        c->flags &= ~CLIENT_PENDING_WRITE;

        /* Remove clients from the list of pending writes since
         * they are going to be closed ASAP. */
        if (c->flags & CLIENT_CLOSE_ASAP) {
            listDelNode(server.clients_pending_write, ln);
            continue;
        }

        int target_id = item_id % server.io_threads_num;
        listAddNodeTail(io_threads_list[target_id],c);
        item_id++;
    }

    /* Give the start condition to the waiting threads, by setting the
     * start condition atomic var. */
    io_threads_op = IO_THREADS_OP_WRITE;
    for (int j = 1; j < server.io_threads_num; j++) {
        int count = listLength(io_threads_list[j]);
        io_threads_pending[j] = count;
    }

    /* Also use the main thread to process a slice of clients. */
    listRewind(io_threads_list[0],&li);
    while((ln = listNext(&li))) {
        client *c = listNodeValue(ln);
        writeToClient(c,0);
    }
    listEmpty(io_threads_list[0]);

    /* Wait for all the other threads to end their work. */
    while(1) {
        unsigned long pending = 0;
        for (int j = 1; j < server.io_threads_num; j++)
            pending += io_threads_pending[j];
        if (pending == 0) break;
    }
    if (tio_debug) printf("I/O WRITE All threads finshed\n");

    /* Run the list of clients again to install the write handler where
     * needed. */
    listRewind(server.clients_pending_write,&li);
    while((ln = listNext(&li))) {
        client *c = listNodeValue(ln);

        /* Install the write handler if there are pending writes in some
         * of the clients. */
        if (clientHasPendingReplies(c) &&
                connSetWriteHandler(c->conn, sendReplyToClient) == AE_ERR)
        {
            freeClientAsync(c);
        }
    }
    listEmpty(server.clients_pending_write);

    /* Update processed count on server */
    server.stat_io_writes_processed += processed;

    return processed;
}

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