读写数据

本文为您展示DataHub的 C++ SDK的读写数据操作。

读数据

获取cursor

读取Topic下的数据,需要指定对应的shard,同时需要指定数据读取的游标位置Cursor。Cursor的获取方式有以下四种:

  • OLDEST : 表示获取的cursor指向当前有效数据中时间最久远的record。

  • LATEST : 表示获取的cursor指向当前最新的record。

  • SEQUENCE : 表示获取的cursor指向该序列的record。

  • SYSTEM_TIME : 表示获取的cursor指向大于等于时间戳的第一条record。

代码示例

void GetCursor()
{
    try
   {
      const GetCursorResult& r1 = client.GetCursor(projectName, topicName, "0", CURSOR_TYPE_OLDEST);
      std::string cursor = r1.GetCursor();
   } 
    catch(const DatahubException& e)
    {
        std::cerr << "Get cursor fail: " << e.GetRequestId() << ", ErrorCode: " << e.GetErrorCode() << ", ErrorMessage: " << e.GetErrorMessage() << std::endl;
    }
	
}

读取数据

参数说明

参数名

参数类型

参数说明

projectName

String

项目名称。

topicName

string

Topic名称

shardId

string

cursor

string

示例代码

void sub(DatahubClient& client)
{
    std::string projectName = "";
    std::string topicName = "";
    std::string shardId = "0";
    std::string cursor;
    RecordSchema schema;
    OpenSubscriptionOffsetSessionResult osor = client.InitSubscriptionOffsetSession(projectName, topicName, subId, {shardId});
    SubscriptionOffset subscription = osor.GetOffsets().at(shardId);
    if (subscription.GetSequence() < 0)
    {
        cursor = client.GetCursor(projectName, topicName, shardId, CURSOR_TYPE_OLDEST).GetCursor();
    }
    else
    {
        int64_t nextSequence = subscription.GetSequence() + 1;
        try
        {
            cursor = client.GetCursor(projectName, topicName, shardId, CURSOR_TYPE_SEQUENCE, nextSequence).GetCursor();
        }
        catch (const DatahubException& e)
        {
            cursor = client.GetCursor(projectName, topicName, shardId, CURSOR_TYPE_OLDEST).GetCursor();
        }
    }

    int64_t readTotal = 0;
    int fetchNum = 10;
    while (true)
    {
        try
        {
            GetRecordResult grr = client.GetRecord(projectName, topicName, shardId, cursor, fetchNum, subId);
            if (grr.GetRecordCount() <= 0)
            {
                std::cout << "Read null, wait for 1s." << std::endl;
                sleep(1);
                continue;
            }
            
            for (auto recordResult : grr.GetRecords())
            {
                ProcessRecords(recordResult);
                if (++readTotal % 1000 == 0)
                {
                    subscription.SetSequence(recordResult.GetSequence());
                    subscription.SetTimestamp(recordResult.GetSystemTime());
                    std::map<std::string, SubscriptionOffset> offsets;
                    offsets[shardId] = subscription;
                    try
                    {
                        client.UpdateSubscriptionOffset(projectName, topicName, subId, offsets);
                    }
                    catch (const DatahubException& e)
                    {
                        std::cerr << "Update subscription offset fail. requestId: "<< e.GetRequestId() << ", ErrorCode: " << e.GetErrorCode() << ", ErrorMessage: " << e.GetErrorMessage() << std::endl;
                        throw ;
                    }
                }
            }
            cursor = grr.GetNextCursor();
        }
        catch (const DatahubException& e)
        {
            std::cerr << "Get record fail. requestId: " << e.GetRequestId() << ", ErrorCode: " << e.GetErrorCode() << ", ErrorMessage: " << e.GetErrorMessage() << std::endl;
        }
    }

inline void ProcessRecords(const RecordResult& record)
{
    if (schema.GetFieldCount() == 0)       // BLOB
    {
        int len = 0;
        const char* data = record.GetData(len);
        printf("%s\n", data);
    }
    else                                   // TUPLE
    {
        for (int j = 0; j < schema.GetFieldCount(); ++j)
        {
            const Field &field = schema.GetField(j);
            const FieldType fieldType = field.GetFieldType();
            switch (fieldType)
            {
                case BIGINT:
                    printf("%ld\n", record.GetBigint(j));
                    break;
                case DOUBLE:
                    printf("%.15lf\n", record.GetDouble(j));
                    break;
                case STRING:
                    printf("%s\n", record.GetString(j).c_str());
                    break;
                default:
                    break;
            }
        }
    }
} 
}

协同消费数据示例

参数说明

参数名

参数类型

参数说明

gAccount

Account

gEndpoint

string

gProjectName

string

gTopicName

string

gSubId

string

gAutoAck

bool

gFetchNum

int32_t

gSessionTimeoutMs

int64_t

代码示例

using namespace aliyun;
using namespace aliyun::datahub;

std::atomic_int gTotalNum(0);

Account gAccount;
std::string gEndpoint;
std::string gProjectName;
std::string gTopicName;
std::string gSubId;
bool gAutoAck;
int32_t gFetchNum;
int64_t gSessionTimeoutMs;

void Usage(const char* prog)
{
    const char *start = strrchr(prog, '/');
    start = (start != NULL) ? start + 1 : prog;
    fprintf(stdout,
        "%s Ver %s\n"
        "Usage: <programme> [options...]\n"
        "   -i --accessid           <string>          set access id [Mandatory]\n"
        "   -k --accesskey          <string>          set access key [Mandatory]\n"
        "   -e --endpoint           <string>          set endpoint [Mandatory]\n"
        "   -p --project            <string>          set project [Mandatory]\n"
        "   -t --topic              <string>          set topic [Mandatory]\n"
        "   -s --subId              <string>          set subscription id [Mandatory]\n"
        "   -a --autoAck            <bool>            set auto ack offset\n"
        "   -f --fetchNum           <int>             set fetch limit num\n"
        "   -S --sessionTimeoutMs   <int>             set session timeout (ms)\n"
        "   -v --version                              show version\n"
        "   -h --help                                 show help message\n", start, PROG_VERSION);
}

void parse_args(int argc, char* argv[])
{
    int opt_id;
    static struct option long_opts[] =
    {
        { "accessid", 1, 0, 'i'},
        { "accesskey", 1, 0, 'k'},
        { "endpoint", 1, 0, 'e' },
        { "project", 1, 0, 'p' },
        { "topic", 1, 0, 't' },
        { "subId", 1, 0, 's' },
        { "autoAck", 1, 0, 'a'},
        { "fetchNum", 1, 0, 'f'},
        { "sessionTimeoutMs", 1, 0, 'S'},
        { "version", 0, 0, 'v' },
        { "help", 0, 0, 'h' },
        { NULL, 0, 0, 0 }
    };

    while (1)
    {
        int ret = getopt_long(argc, argv, "i:k:e:p:t:s:a:f:S:vh", long_opts, &opt_id);
        if (ret == -1)
        {
            break;
        }
        switch (ret)
        {
        case 'i':
            gAccount.id = optarg;
            break;
        case 'k':
            gAccount.key = optarg;
            break;
        case 'e':
            gEndpoint = optarg;
            break;
        case 'p':
            gProjectName = optarg;
            break;
        case 't':
            gTopicName = optarg;
            break;
        case 's':
            gSubId = optarg;
            break;
        case 'a':
            gAutoAck = (bool)std::atoi(optarg);
            break;
        case 'f':
            gFetchNum = std::atoi(optarg);
            break;
        case 'S':
            gSessionTimeoutMs = (int64_t)std::atoi(optarg);
            break;
        case 'v':
        case 'h':
            Usage(argv[0]);
            exit(0);
            break;
        default:
            break;
        }
    }
}

inline void ProcessRecords(const TopicMetaPtr& topicMeta, const RecordResultPtr& recordPtr)
{
    const RecordSchema& schema = topicMeta->GetRecordSchema();
    if (schema.GetFieldCount() == 0)        // BLOB
    {
        int len = 0;
        const char* data = recordPtr->GetData(len);
        printf("%s\n", data);
    }
    else                                    // TUPLE
    {
        for (int j = 0; j < schema.GetFieldCount(); ++j)
        {
            const Field& field = schema.GetField(j);
            const FieldType fieldType = field.GetFieldType();
            switch (fieldType)
            {
                case BIGINT:
                    printf("%ld ", recordPtr->GetBigint(j));
                    break;
                case INTEGER:
                    printf("%d ", recordPtr->GetInteger(j));
                    break;
                case SMALLINT:
                    printf("%hd ", recordPtr->GetSmallint(j));
                    break;
                case TINYINT:
                    printf("%hhd ", recordPtr->GetTinyint(j));
                    break;
                case DOUBLE:
                    printf("%.5lf ", recordPtr->GetDouble(j));
                    break;
                case FLOAT:
                    printf("%.5f ", recordPtr->GetFloat(j));
                    break;
                case STRING:
                    printf("%s ", recordPtr->GetString(j).c_str());
                    break;
                case BOOLEAN:
                    printf("%s ", recordPtr->GetBoolean(j) ? "true" : "false");
                    break;
                case TIMESTAMP:
                    printf("%ld ", recordPtr->GetTimestamp(j));
                    break;
                case DECIMAL:
                    printf("%s ", recordPtr->GetDecimal(j).c_str());
                    break;
                default:
                    break;
            }
        }
        printf("\n");
    }
}

void CollaborativeConsume(const std::string& project, const std::string& topic, const std::string& subId, const ConsumerConfiguration& conf)
{
    DatahubConsumer consumer(project, topic, subId, conf);
    const TopicMetaPtr& topicMeta = consumer.GetTopicMeta();

    uint64_t readRecordNum = 0;
    try{
        while (true)
        {
            auto recordPtr = consumer.Read(60000);
            if (recordPtr == nullptr)
            {
                break;
            }
            // TODO: 处理数据
            ProcessRecords(topicMeta, recordPtr);
            if (!gAutoAck)
            {
                recordPtr->GetMessageKey()->Ack();      // 如果auto_ack设置为false,则处理完数据执行Ack;
            }
            readRecordNum++;
        }
    }
    catch (const std::exception& e)
    {
        std::cerr << "Read fail: " << e.what() << std::endl;
    }
    std::cout << "Read " << readRecordNum << " records total" << std::endl;
}

int main(int argc, char* argv[])
{
    parse_args(argc, argv);

    ConsumerConfiguration consumerConf(gAccount, gEndpoint);
    consumerConf.SetLogFilePath("./DatahubCollaborativeConsumer.log");
    consumerConf.SetAutoAckOffset(gAutoAck);
    if (gFetchNum > 0)
    {
        consumerConf.SetFetchLimitNum(gFetchNum);
    }
    if (gSessionTimeoutMs > 0)
    {
        consumerConf.SetSessionTimeout(gSessionTimeoutMs);
    }

    CollaborativeConsume(gProjectName, gTopicName, gSubId, consumerConf);

    return 0;
}

写数据

参数说明

参数名

参数类型

参数说明

projectName

String

项目名称。

topicName

string

Topic名称

records

代码示例

void pub(DatahubClient& client)
{
    std::vector<RecordEntry> records;
    GenerateRecords(records);

    try
    {
        PutRecordResult prr = client.PutRecord(projectName, topicName, records);
        if (prr.GetFailedRecordCount() > 0)
        {
            pubRetry(client, prr.GetFailedRecords(), 3);
        }
    }
    catch (const DatahubException& e)
    {
        std::cerr << "Put records fail. requestId: " << e.GetRequestId() << ", ErrorCode: " << e.GetErrorCode() << ", ErrorMessage: " << e.GetErrorMessage() << std::endl;
    }
}

void pubRetry(DatahubClient& client, const std::vector<RecordEntry>& records, int retryTimes)
{
    if (retryTimes <= 0)
    {
        std::cout << "Put record retry fail. records size: " << records.size() << std::endl;
        return ;
    }

    try
    {
        PutRecordResult prr = client.PutRecord(projectName, topicName, records);
        if (prr.GetFailedRecordCount() > 0)
        {
            pubRetry(client, prr.GetFailedRecords(), retryTimes-1);
        }
        else
        {
            std::cout << "Put records retry success." << std::endl;
        }
    }
    catch (const DatahubException& e)
    {
        std::cerr << "Put records fail when put retry. requestId: " << e.GetRequestId() << ", ErrorCode: " << e.GetErrorCode() << ", ErrorMessage: " << e.GetErrorMessage() << std::endl;
    }
inline void GenerateRecords(RecordEntryVec& records)
{
    for (int i = 0; i < 10; i++)
    {   
        if (schema.GetFieldCount() == 0) 
        {        
             // BLOB
            RecordEntry record = RecordEntry(BLOB);
            record.SetData("test_blob_data" + std::to_string(i));
            records.push_back(record);
        }
        else
        {
        // TUPLE
            // RecordEntry record = RecordEntry(5);
            // record.SetString(0, "field_1_" + std::to_string(i));
            // record.SetBigint(1, 123456789l);
            // record.SetDouble(2, 123.456d);
            // record.SetDouble(3, 654.32100d);
            // record.SetString(4, "field_2_" + std::to_string(i));
            // records.push_back(record);
        } 

    }
}  
}

异步写入示例

参数说明

参数名

参数类型

参数说明

gAccount

gAccount

gEndpoint

string

gProjectName

string

gTopicName

string

gEpochNum

int

gRecordNum

int

gMaxBufferRecords

int64_t

gMaxBufferSize

int64_t

gMaxBufferTimeMs

int64_t

gMaxRecordPackQueueLimit

int64_t

gShardIds

StringVec

代码示例

using namespace aliyun;
using namespace aliyun::datahub;

Account gAccount;
std::string gEndpoint;
std::string gProjectName;
std::string gTopicName;
int gEpochNum = 10;
int gRecordNum = 10;
int64_t gMaxBufferRecords = 0l;
int64_t gMaxBufferSize = 0l;
int64_t gMaxBufferTimeMs = 0l;
int64_t gMaxRecordPackQueueLimit = 0l;
StringVec gShardIds;

inline void StringSplit(StringVec& tar, const std::string& src, const std::string& pre)
{
    size_t start_pos = 0, end_pos = src.size();
    size_t pos = src.find(pre, start_pos);
    while (pos != std::string::npos)
    {
        std::string addStr = src.substr(start_pos, pos - start_pos);
        if (!addStr.empty())
        {
            tar.push_back(addStr);
        }
        start_pos = pos + 1;
        pos = src.find(pre, start_pos);
    }
    std::string addStr = src.substr(start_pos, end_pos - start_pos);
    if (!addStr.empty())
    {
        tar.push_back(addStr);
    }
}

void Usage(const char* prog)
{
    const char *start = strrchr(prog, '/');
    start = (start != NULL) ? start + 1 : prog;
    fprintf(stdout,
        "%s Ver %s\n"
        "Usage: <programme> [options...]\n"
        "   -i --accessid           <string>          set access id [Mandatory]\n"
        "   -k --accesskey          <string>          set access key [Mandatory]\n"
        "   -e --endpoint           <string>          set endpoint [Mandatory]\n"
        "   -p --project            <string>          set project [Mandatory]\n"
        "   -t --topic              <string>          set topic [Mandatory]\n"
        "   -E --epochNum           <int>             set epoch num for write [Mandatory]\n"
        "   -N --recordNum          <int>             set record num for each epoch [Mandatory]\n"
        "   -R --maxBufferRecords   <int>             set max buffer record count\n"
        "   -S --maxBufferSize      <int>             set max buffer size\n"
        "   -M --maxBufferTimeMs    <int>             set max buffer time (ms)\n"
        "   -Q --maxRecordPackLimit <int>             set max record pack queue limit\n"
        "   -H --shardIds           <string>          set shards (split by ',')\n"
        "   -v --version                              show version\n"
        "   -h --help                                 show help message\n", start, PROG_VERSION);
}

void parse_args(int argc, char* argv[])
{
    int opt_id;
    static struct option long_opts[] =
    {
        { "accessid", 1, 0, 'i'},
        { "accesskey", 1, 0, 'k'},
        { "endpoint", 1, 0, 'e' },
        { "project", 1, 0, 'p' },
        { "topic", 1, 0, 't' },
        { "epochNum", 1, 0, 'E'},
        { "recordNum", 1, 0, 'N'},
        { "maxBufferRecords", 1, 0, 'R'},
        { "mMaxBufferSize", 1, 0, 'S'},
        { "maxBufferTimeMs", 1, 0, 'M'},
        { "maxRecordPackQueueLimit", 1, 0, 'Q'},
        { "shardIds", 1, 0, 'H'},
        { "version", 0, 0, 'v' },
        { "help", 0, 0, 'h' },
        { NULL, 0, 0, 0 }
    };

    while (1)
    {
        int ret = getopt_long(argc, argv, "i:k:e:p:t:E:N:R:S:M:Q:H:vh", long_opts, &opt_id);
        if (ret == -1)
        {
            break;
        }
        switch (ret)
        {
        case 'i':
            gAccount.id = optarg;
            break;
        case 'k':
            gAccount.key = optarg;
            break;
        case 'e':
            gEndpoint = optarg;
            break;
        case 'p':
            gProjectName = optarg;
            break;
        case 't':
            gTopicName = optarg;
            break;
        case 'E':
            gEpochNum = std::atoi(optarg);
            break;
        case 'N':
            gRecordNum = std::atoi(optarg);
            break;
        case 'R':
            gMaxBufferRecords = (int64_t)std::atoi(optarg);
            break;
        case 'S':
            gMaxBufferSize = (int64_t)std::atoi(optarg);
            break;
        case 'M':
            gMaxBufferTimeMs = (int64_t)std::atoi(optarg);
            break;
        case 'Q':
            gMaxRecordPackQueueLimit = (int64_t)std::atoi(optarg);
            break;
        case 'H':
            StringSplit(gShardIds, optarg, ",");
            break;
        case 'v':
        case 'h':
            Usage(argv[0]);
            exit(0);
            break;
        default:
            break;
        }
    }

    if (gEpochNum <= 0 || gRecordNum <= 0)
    {
        std::cerr << "Invalid parameter!" << std::endl;
        exit(1);
    }
}

inline void GenerateTupleRecord(const RecordSchema& schema, RecordEntry& record)
{
    for (int i = 0; i < schema.GetFieldCount(); i++)
    {
        const Field& field = schema.GetField(i);
        const FieldType& type = field.GetFieldType();
        switch (type)
        {
            case BIGINT:
                record.SetBigint(i, 1234l);
                break;
            case DOUBLE:
                record.SetDouble(i, 1.234);
                break;
            case BOOLEAN:
                record.SetBoolean(i, true);
                break;
            case TIMESTAMP:
                record.SetTimestamp(i, 1234l);
                break;
            case STRING:
                record.SetString(i, "1234");
                break;
            case DECIMAL:
                record.SetDecimal(i, "1234");
                break;
            case INTEGER:
                record.SetInteger(i, (int32_t)1234);
                break;
            case FLOAT:
                record.SetFloat(i, 1.234);
                break;
            case TINYINT:
                record.SetTinyint(i, (int8_t)1234);
                break;
            case SMALLINT:
                record.SetSmallint(i, (int16_t)1234);
                break;
            default:
                break;
        }
    }
}

inline void GenerateRecords(TopicMetaPtr topicMeta, RecordEntryVec& records)
{
    const RecordSchema& schema = topicMeta->GetRecordSchema();
    for (int i = 0; i < gRecordNum; i++)
    {
        if (topicMeta->GetRecordType() == "TUPLE")
        {
            // TUPLE
            records.emplace_back(schema.GetFieldCount());
            GenerateTupleRecord(schema, records.back());
        }
        else
        {
            // BLOB
            records.emplace_back(BLOB);
            records.back().SetData("test_blob_data" + std::to_string(i));
        }
    }
}

void AsyncProduce(const std::string& project, const std::string& topic, const ProducerConfiguration& conf, const StringVec& shardIds)
{
    DatahubProducer producer(project, topic, conf, shardIds);
    const TopicMetaPtr& topicMeta = producer.GetTopicMeta();

    std::vector<WriteResultFuturePtr> resultFutureVecs;
    std::map<std::string, uint64_t> writeRecordNum;
    for (const std::string& shardId : shardIds)
    {
        writeRecordNum[shardId] = 0;
    }

    try
    {
        // TODO: 生成数据
        RecordEntryVec records;
        GenerateRecords(topicMeta, records);
        for (int i = 0; i < gEpochNum; i++)
        {
            auto result = producer.WriteAsync(records);
            resultFutureVecs.push_back(result);
        }
    }
    catch(const std::exception& e)
    {
        std::cerr << "WriteAsync fail: " << e.what() << std::endl;
    }

    producer.Flush();

    for (auto it = resultFutureVecs.begin(); it != resultFutureVecs.end(); it++)
    {
        (*it)->wait();
        try
        {
            WriteResultPtr result = (*it)->get();
            writeRecordNum[result->GetShardId()] += gRecordNum;
        }
        catch (const std::exception& e)
        {
            std::cerr << "Write records fail: " << e.what() << std::endl;
        }
    }

    for (auto it = writeRecordNum.begin(); it != writeRecordNum.end(); it++)
    {
        std::cout << "Write " << it->second << " records to shard " << it->first << std::endl;
    }
}

int main(int argc, char *argv[])
{
    parse_args(argc, argv);

    ProducerConfiguration producerConf(gAccount, gEndpoint);
    producerConf.SetEnableProtobuf(true);
    producerConf.SetLogFilePath("./DatahubAsyncProducer.log");
    if (gMaxBufferRecords > 0)
    {
        producerConf.SetMaxAsyncBufferRecords(gMaxBufferRecords);
    }
    if (gMaxBufferSize > 0)
    {
        producerConf.SetMaxAsyncBufferSize(gMaxBufferSize);
    }
    if (gMaxBufferTimeMs > 0)
    {
        producerConf.SetMaxAsyncBufferTimeMs(gMaxBufferTimeMs);
    }
    if (gMaxRecordPackQueueLimit > 0)
    {
        producerConf.SetMaxRecordPackQueueLimit(gMaxRecordPackQueueLimit);
    }

    AsyncProduce(gProjectName, gTopicName, producerConf, gShardIds);

    return 0;
}

同步写入示例

参数示例

参数名

参数类型

参数说明

gAccount

Account

gEndpoint

string

gProjectName

string

gTopicName

string

gEpochNum

int

gRecordNum

int

gShardIds

StringVec

代码示例

using namespace aliyun;
using namespace aliyun::datahub;

Account gAccount;
std::string gEndpoint;
std::string gProjectName;
std::string gTopicName;
int gEpochNum = 10;
int gRecordNum = 10;
StringVec gShardIds;

inline void StringSplit(StringVec& tar, const std::string& src, const std::string& pre)
{
    size_t start_pos = 0, end_pos = src.size();
    size_t pos = src.find(pre, start_pos);
    while (pos != std::string::npos)
    {
        std::string addStr = src.substr(start_pos, pos - start_pos);
        if (!addStr.empty())
        {
            tar.push_back(addStr);
        }
        start_pos = pos + 1;
        pos = src.find(pre, start_pos);
    }
    std::string addStr = src.substr(start_pos, end_pos - start_pos);
    if (!addStr.empty())
    {
        tar.push_back(addStr);
    }
}

void Usage(const char* prog)
{
    const char *start = strrchr(prog, '/');
    start = (start != NULL) ? start + 1 : prog;
    fprintf(stdout,
        "%s Ver %s\n"
        "Usage: <programme> [options...]\n"
        "   -i --accessid           <string>          set access id [Mandatory]\n"
        "   -k --accesskey          <string>          set access key [Mandatory]\n"
        "   -e --endpoint           <string>          set endpoint [Mandatory]\n"
        "   -p --project            <string>          set project [Mandatory]\n"
        "   -t --topic              <string>          set topic [Mandatory]\n"
        "   -E --epochNum           <int>             set epoch num for write [Mandatory]\n"
        "   -N --recordNum          <int>             set record num for each epoch [Mandatory]\n"
        "   -H --shardIds           <string>          set shards (split by ',')\n"
        "   -v --version                              show version\n"
        "   -h --help                                 show help message\n", start, PROG_VERSION);
}

void parse_args(int argc, char* argv[])
{
    int opt_id;
    static struct option long_opts[] =
    {
        { "accessid", 1, 0, 'i'},
        { "accesskey", 1, 0, 'k'},
        { "endpoint", 1, 0, 'e' },
        { "project", 1, 0, 'p' },
        { "topic", 1, 0, 't' },
        { "epochNum", 1, 0, 'E'},
        { "recordNum", 1, 0, 'N'},
        { "shardIds", 1, 0, 'H'},
        { "version", 0, 0, 'v' },
        { "help", 0, 0, 'h' },
        { NULL, 0, 0, 0 }
    };

    while (1)
    {
        int ret = getopt_long(argc, argv, "i:k:e:p:t:E:N:H:vh", long_opts, &opt_id);
        if (ret == -1)
        {
            break;
        }
        switch (ret)
        {
        case 'i':
            gAccount.id = optarg;
            break;
        case 'k':
            gAccount.key = optarg;
            break;
        case 'e':
            gEndpoint = optarg;
            break;
        case 'p':
            gProjectName = optarg;
            break;
        case 't':
            gTopicName = optarg;
            break;
        case 'E':
            gEpochNum = std::atoi(optarg);
            break;
        case 'N':
            gRecordNum = std::atoi(optarg);
            break;
        case 'H':
            StringSplit(gShardIds, optarg, ",");
            break;
        case 'v':
        case 'h':
            Usage(argv[0]);
            exit(0);
            break;
        default:
            break;
        }
    }

    if (gEpochNum <= 0 || gRecordNum <= 0)
    {
        std::cerr << "Invalid parameter!" << std::endl;
        exit(1);
    }
}

inline void GenerateTupleRecord(const RecordSchema& schema, RecordEntry& record)
{
    for (int i = 0; i < schema.GetFieldCount(); i++)
    {
        const Field& field = schema.GetField(i);
        const FieldType& type = field.GetFieldType();
        switch (type)
        {
            case BIGINT:
                record.SetBigint(i, 1234l);
                break;
            case DOUBLE:
                record.SetDouble(i, 1.234);
                break;
            case BOOLEAN:
                record.SetBoolean(i, true);
                break;
            case TIMESTAMP:
                record.SetTimestamp(i, 1234l);
                break;
            case STRING:
                record.SetString(i, "1234");
                break;
            case DECIMAL:
                record.SetDecimal(i, "1234");
                break;
            case INTEGER:
                record.SetInteger(i, (int32_t)1234);
                break;
            case FLOAT:
                record.SetFloat(i, 1.234);
                break;
            case TINYINT:
                record.SetTinyint(i, (int8_t)1234);
                break;
            case SMALLINT:
                record.SetSmallint(i, (int16_t)1234);
                break;
            default:
                break;
        }
    }
}

inline void GenerateRecords(const TopicMetaPtr& topicMeta, RecordEntryVec& records)
{
    const RecordSchema& schema = topicMeta->GetRecordSchema();
    for (int i = 0; i < gRecordNum; i++)
    {
        if (topicMeta->GetRecordType() == "TUPLE")
        {
            // TUPLE
            records.emplace_back(schema.GetFieldCount());
            GenerateTupleRecord(schema, records.back());
        }
        else
        {
            // BLOB
            records.emplace_back(BLOB);
            records.back().SetData("test_blob_data" + std::to_string(i));
        }
    }
}

void GeneralProduce(const std::string& project, const std::string& topic, const ProducerConfiguration& conf, const StringVec& shardIds)
{
    DatahubProducer producer(project, topic, conf, shardIds);
    const TopicMetaPtr& topicMeta = producer.GetTopicMeta();

    std::map<std::string, uint64_t> writeRecordNum;
    for (const std::string& shardId : shardIds)
    {
        writeRecordNum[shardId] = 0;
    }

    try
    {
        // TODO: 生成数据
        RecordEntryVec records;
        GenerateRecords(topicMeta, records);
        for (int i = 0; i < gEpochNum; i++)
        {
            std::string shardId = producer.Write(records);
            writeRecordNum[shardId] += records.size();
        }
    }
    catch(const std::exception& e)
    {
        std::cerr << "Write fail: " << e.what() << std::endl;
    }

    for (auto it = writeRecordNum.begin(); it != writeRecordNum.end(); it++)
    {
        std::cout << "Write " << it->second << " records to shard " << it->first << std::endl;
    }
}

int main(int argc, char *argv[])
{
    parse_args(argc, argv);

    ProducerConfiguration producerConf(gAccount, gEndpoint);
    producerConf.SetEnableProtobuf(true);
    producerConf.SetLogFilePath("./DatahubGeneralProducer.log");

    GeneralProduce(gProjectName, gTopicName, producerConf, gShardIds);

    return 0;
}