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#include "import.h"
#include <ydb/public/sdk/cpp/client/ydb_driver/driver.h>
#include <ydb/public/sdk/cpp/client/ydb_operation/operation.h>
#include <ydb/public/sdk/cpp/client/ydb_scheme/scheme.h>
#include <ydb/public/sdk/cpp/client/ydb_table/table.h>
#include <ydb/public/sdk/cpp/client/ydb_proto/accessor.h>
#include <ydb/public/api/protos/ydb_table.pb.h>
#include <ydb/public/api/protos/ydb_formats.pb.h>
#include <ydb/public/lib/json_value/ydb_json_value.h>
#include <ydb/public/lib/ydb_cli/common/recursive_list.h>
#include <ydb/public/lib/ydb_cli/dump/util/util.h>
#include <util/generic/vector.h>
#include <util/stream/file.h>
#include <util/string/builder.h>
#include <util/folder/path.h>
#include <deque>
#include <library/cpp/string_utils/csv/csv.h>
#include <contrib/libs/apache/arrow/cpp/src/arrow/api.h>
#include <contrib/libs/apache/arrow/cpp/src/arrow/io/api.h>
#include <contrib/libs/apache/arrow/cpp/src/arrow/ipc/api.h>
#include <contrib/libs/apache/arrow/cpp/src/parquet/arrow/reader.h>
#include <contrib/libs/apache/arrow/cpp/src/parquet/file_reader.h>
#include <contrib/libs/apache/arrow/cpp/src/arrow/result.h>
#include <contrib/libs/apache/arrow/cpp/src/parquet/arrow/reader.h>
#include <ydb/public/lib/ydb_cli/import/cli_arrow_helpers.h>
namespace NYdb {
namespace NConsoleClient {
namespace {
static inline
TStatus MakeStatus(EStatus code = EStatus::SUCCESS, const TString& error = {}) {
NYql::TIssues issues;
if (error) {
issues.AddIssue(NYql::TIssue(error));
}
return TStatus(code, std::move(issues));
}
}
TImportFileClient::TImportFileClient(const TDriver& driver, const TClientCommand::TConfig& rootConfig)
: OperationClient(std::make_shared<NOperation::TOperationClient>(driver))
, SchemeClient(std::make_shared<NScheme::TSchemeClient>(driver))
, TableClient(std::make_shared<NTable::TTableClient>(driver))
{
UpsertSettings
.OperationTimeout(TDuration::Seconds(TImportFileSettings::OperationTimeoutSec))
.ClientTimeout(TDuration::Seconds(TImportFileSettings::ClientTimeoutSec));
RetrySettings
.MaxRetries(TImportFileSettings::MaxRetries)
.Verbose(rootConfig.IsVerbose());
}
TStatus TImportFileClient::Import(const TString& filePath, const TString& dbPath, const TImportFileSettings& settings) {
if (!filePath.empty()) {
const TFsPath dataFile(filePath);
if (!dataFile.Exists()) {
return MakeStatus(EStatus::BAD_REQUEST,
TStringBuilder() << "File does not exist: " << filePath);
}
if (!dataFile.IsFile()) {
return MakeStatus(EStatus::BAD_REQUEST,
TStringBuilder() << "Not a file: " << filePath);
}
}
if (settings.Format_ == EOutputFormat::Tsv) {
if (settings.Delimiter_ != "\t") {
return MakeStatus(EStatus::BAD_REQUEST,
TStringBuilder() << "Illegal delimiter for TSV format, only tab is allowed");
}
}
auto result = NDump::DescribePath(*SchemeClient, dbPath);
auto resultStatus = result.GetStatus();
if (resultStatus != EStatus::SUCCESS) {
return MakeStatus(EStatus::SCHEME_ERROR,
TStringBuilder() << result.GetIssues().ToString() << dbPath);
}
// If the filename passed is empty, read from stdin, else from the file.
std::unique_ptr<TFileInput> fileInput = filePath.empty() ? nullptr
: std::make_unique<TFileInput>(filePath, settings.FileBufferSize_);
IInputStream& input = fileInput ? *fileInput : Cin;
switch (settings.Format_) {
case EOutputFormat::Default:
case EOutputFormat::Csv:
case EOutputFormat::Tsv:
return UpsertCsv(input, dbPath, settings);
case EOutputFormat::Json:
case EOutputFormat::JsonUnicode:
case EOutputFormat::JsonBase64:
return UpsertJson(input, dbPath, settings);
case EOutputFormat::Parquet:
return UpsertParquet(filePath, dbPath, settings);
default: ;
}
return MakeStatus(EStatus::BAD_REQUEST,
TStringBuilder() << "Unsupported format #" << (int) settings.Format_);
}
namespace {
TStatus WaitForQueue(std::deque<TAsyncStatus>& inFlightRequests, size_t maxQueueSize) {
while (!inFlightRequests.empty() && inFlightRequests.size() > maxQueueSize) {
auto status = inFlightRequests.front().ExtractValueSync();
inFlightRequests.pop_front();
if (!status.IsSuccess()) {
return status;
}
}
return MakeStatus();
}
}
inline
TAsyncStatus TImportFileClient::UpsertCsvBuffer(const TString& dbPath, const TString& buffer) {
auto upsert = [this, dbPath, buffer](NYdb::NTable::TTableClient& tableClient) -> TAsyncStatus {
return tableClient.BulkUpsert(dbPath, NTable::EDataFormat::CSV, buffer, {}, UpsertSettings)
.Apply([](const NYdb::NTable::TAsyncBulkUpsertResult& bulkUpsertResult) {
NYdb::TStatus status = bulkUpsertResult.GetValueSync();
return NThreading::MakeFuture(status);
});
};
return TableClient->RetryOperation(upsert, RetrySettings);
}
TStatus TImportFileClient::UpsertCsv(IInputStream& input, const TString& dbPath,
const TImportFileSettings& settings) {
TString buffer;
Ydb::Formats::CsvSettings csvSettings;
bool special = false;
if (settings.Delimiter_ != settings.DefaultDelimiter) {
csvSettings.set_delimiter(settings.Delimiter_);
special = true;
}
if (settings.NullValue_.size()) {
csvSettings.set_null_value(settings.NullValue_);
special = true;
}
NCsvFormat::TLinesSplitter splitter(input);
TString headerRow;
if (settings.Header_) {
headerRow = splitter.ConsumeLine();
headerRow += '\n';
buffer = headerRow;
csvSettings.set_header(true);
special = true;
}
// Do not use csvSettings.skip_rows.
for (ui32 i = 0; i < settings.SkipRows_; ++i) {
splitter.ConsumeLine();
}
if (special) {
TString formatSettings;
Y_PROTOBUF_SUPPRESS_NODISCARD csvSettings.SerializeToString(&formatSettings);
UpsertSettings.FormatSettings(formatSettings);
}
std::deque<TAsyncStatus> inFlightRequests;
ui32 idx = settings.SkipRows_;
ui64 readSize = 0;
const ui32 mb100 = 1 << 27;
ui64 nextBorder = mb100;
while (TString line = splitter.ConsumeLine()) {
buffer += line;
buffer += '\n';
readSize += line.size();
++idx;
if (readSize >= nextBorder && RetrySettings.Verbose_) {
nextBorder += mb100;
Cerr << "Processed " << 1.0 * readSize / (1 << 20) << "Mb and " << idx << " records" << Endl;
}
if (buffer.Size() >= settings.BytesPerRequest_) {
auto status = WaitForQueue(inFlightRequests, settings.MaxInFlightRequests_);
if (!status.IsSuccess()) {
return status;
}
inFlightRequests.push_back(UpsertCsvBuffer(dbPath, buffer));
buffer = headerRow;
}
}
if (!buffer.Empty()) {
inFlightRequests.push_back(UpsertCsvBuffer(dbPath, buffer));
}
return WaitForQueue(inFlightRequests, 0);
}
inline
TAsyncStatus TImportFileClient::UpsertJsonBuffer(const TString& dbPath, TValueBuilder& builder) {
auto upsert = [this, dbPath, rows = builder.Build()]
(NYdb::NTable::TTableClient& tableClient) -> TAsyncStatus {
NYdb::TValue r = rows;
return tableClient.BulkUpsert(dbPath, std::move(r), UpsertSettings)
.Apply([](const NYdb::NTable::TAsyncBulkUpsertResult& bulkUpsertResult) {
NYdb::TStatus status = bulkUpsertResult.GetValueSync();
return NThreading::MakeFuture(status);
});
};
return TableClient->RetryOperation(upsert, RetrySettings);
}
TStatus TImportFileClient::UpsertJson(IInputStream& input, const TString& dbPath,
const TImportFileSettings& settings) {
NTable::TCreateSessionResult sessionResult = TableClient->GetSession(NTable::TCreateSessionSettings()).GetValueSync();
if (! sessionResult.IsSuccess())
return sessionResult;
NTable::TDescribeTableResult tableResult = sessionResult.GetSession().DescribeTable(dbPath).GetValueSync();
if (! tableResult.IsSuccess())
return tableResult;
const TType tableType = GetTableType(tableResult.GetTableDescription());
const NYdb::EBinaryStringEncoding stringEncoding =
(settings.Format_==EOutputFormat::JsonBase64) ? NYdb::EBinaryStringEncoding::Base64 :
NYdb::EBinaryStringEncoding::Unicode;
std::deque<TAsyncStatus> inFlightRequests;
size_t currentSize = 0;
size_t currentRows = 0;
auto currentBatch = std::make_unique<TValueBuilder>();
currentBatch->BeginList();
TString line;
while (size_t sz = input.ReadLine(line)) {
currentBatch->AddListItem(JsonToYdbValue(line, tableType, stringEncoding));
currentSize += line.Size();
currentRows += 1;
if (currentSize >= settings.BytesPerRequest_) {
currentBatch->EndList();
auto status = WaitForQueue(inFlightRequests, settings.MaxInFlightRequests_);
if (!status.IsSuccess()) {
return status;
}
inFlightRequests.push_back(UpsertJsonBuffer(dbPath, *currentBatch));
currentBatch = std::make_unique<TValueBuilder>();
currentBatch->BeginList();
currentSize = 0;
currentRows = 0;
}
}
if (currentRows > 0) {
currentBatch->EndList();
inFlightRequests.push_back(UpsertJsonBuffer(dbPath, *currentBatch));
}
return WaitForQueue(inFlightRequests, 0);
}
TStatus TImportFileClient::UpsertParquet([[maybe_unused]]const TString& filename, [[maybe_unused]]const TString& dbPath, [[maybe_unused]]const TImportFileSettings& settings) {
#if defined (_WIN64) || defined (_WIN32) || defined (__WIN32__)
return MakeStatus(EStatus::BAD_REQUEST, TStringBuilder() << "Not supported on Windows");
#else
std::shared_ptr<arrow::io::ReadableFile> infile;
arrow::Result<std::shared_ptr<arrow::io::ReadableFile>> fileResult = arrow::io::ReadableFile::Open(filename);
if (!fileResult.ok()) {
return MakeStatus(EStatus::BAD_REQUEST, TStringBuilder() << "Unable to open parquet file:" << fileResult.status().ToString());
}
std::shared_ptr<arrow::io::ReadableFile> readableFile = fileResult.ValueOrDie();
std::unique_ptr<parquet::arrow::FileReader> fileReader;
arrow::MemoryPool *pool = arrow::default_memory_pool();
arrow::Status st;
st = parquet::arrow::OpenFile(readableFile, pool, &fileReader);
if (!st.ok()) {
return MakeStatus(EStatus::BAD_REQUEST, TStringBuilder() << "Error while initializing arrow FileReader: " << st.ToString());
}
std::shared_ptr<parquet::FileMetaData> metaData = parquet::ReadMetaData(readableFile);
i64 numRowGroups = metaData->num_row_groups();
std::vector<int> row_group_indices(numRowGroups);
for (i64 i = 0; i < numRowGroups; i++) {
row_group_indices[i] = i;
}
std::shared_ptr<arrow::RecordBatchReader> reader;
st = fileReader->GetRecordBatchReader(row_group_indices, &reader);
if (!st.ok()) {
return MakeStatus(EStatus::BAD_REQUEST, TStringBuilder() << "Error while getting RecordBatchReader: " << st.ToString());
}
std::deque<TAsyncStatus> inFlightRequests;
auto splitUpsertBatch = [this, &inFlightRequests, dbPath, settings](const std::shared_ptr<arrow::RecordBatch> &recordBatch){
std::vector<std::shared_ptr<arrow::RecordBatch>> slicedRecordBatches;
std::deque<std::shared_ptr<arrow::RecordBatch>> batchesDeque;
size_t totalSize = NYdb_cli::NArrow::GetBatchDataSize(recordBatch);
size_t sliceCnt = totalSize / (size_t)settings.BytesPerRequest_;
if (totalSize % settings.BytesPerRequest_ != 0) {
sliceCnt++;
}
int64_t rowsInSlice = recordBatch->num_rows() / sliceCnt;
for (int64_t currentRow = 0; currentRow < recordBatch->num_rows(); currentRow += rowsInSlice) {
auto nextSlice = (currentRow + rowsInSlice < recordBatch->num_rows()) ? recordBatch->Slice(currentRow, rowsInSlice) : recordBatch->Slice(currentRow);
batchesDeque.push_back(nextSlice);
}
while (!batchesDeque.empty()) {
std::shared_ptr<arrow::RecordBatch> nextBatch = batchesDeque.front();
batchesDeque.pop_front();
if (NYdb_cli::NArrow::GetBatchDataSize(nextBatch) < settings.BytesPerRequest_) {
slicedRecordBatches.push_back(nextBatch);
}
else {
std::shared_ptr<arrow::RecordBatch> left = nextBatch->Slice(0, nextBatch->num_rows() / 2);
std::shared_ptr<arrow::RecordBatch> right = nextBatch->Slice(nextBatch->num_rows() / 2);
batchesDeque.push_front(right);
batchesDeque.push_front(left);
}
}
auto schema = recordBatch->schema();
TString strSchema = NYdb_cli::NArrow::SerializeSchema(*schema);
for (size_t i = 0; i < slicedRecordBatches.size(); i++) {
TString buffer = NYdb_cli::NArrow::SerializeBatchNoCompression(slicedRecordBatches[i]);
auto status = WaitForQueue(inFlightRequests, settings.MaxInFlightRequests_);
if (!status.IsSuccess()) {
return status;
}
inFlightRequests.push_back(UpsertParquetBuffer(dbPath, buffer, strSchema));
}
return MakeStatus(EStatus::SUCCESS);
};
std::shared_ptr<arrow::RecordBatch> currentBatch;
st = reader->ReadNext(¤tBatch);
if (!st.ok()) {
return MakeStatus(EStatus::BAD_REQUEST, TStringBuilder() << "Error while reading next RecordBatch" << st.ToString());
}
while(currentBatch) {
TStatus upsertStatus = splitUpsertBatch(currentBatch);
if (!upsertStatus.IsSuccess()) {
return upsertStatus;
}
st = reader->ReadNext(¤tBatch);
if (!st.ok()) {
return MakeStatus(EStatus::BAD_REQUEST, TStringBuilder() << "Error while reading next RecordBatch" << st.ToString());
}
}
return WaitForQueue(inFlightRequests, 0);
#endif
}
inline
TAsyncStatus TImportFileClient::UpsertParquetBuffer(const TString& dbPath, const TString& buffer, const TString& strSchema) {
auto upsert = [this, dbPath, buffer, strSchema](NYdb::NTable::TTableClient& tableClient) -> TAsyncStatus {
return tableClient.BulkUpsert(dbPath, NTable::EDataFormat::ApacheArrow, buffer, strSchema, UpsertSettings)
.Apply([](const NYdb::NTable::TAsyncBulkUpsertResult& bulkUpsertResult) {
NYdb::TStatus status = bulkUpsertResult.GetValueSync();
return NThreading::MakeFuture(status);
});
};
return TableClient->RetryOperation(upsert, RetrySettings);
}
TType TImportFileClient::GetTableType(const NTable::TTableDescription& tableDescription) {
TTypeBuilder typeBuilder;
typeBuilder.BeginStruct();
const auto& columns = tableDescription.GetTableColumns();
for (auto it = columns.begin(); it!=columns.end(); it++) {
typeBuilder.AddMember((*it).Name, (*it).Type);
}
typeBuilder.EndStruct();
return typeBuilder.Build();
}
}
}
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