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PixelsScanFunction.cpp
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PixelsScanFunction.cpp
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//
// Created by liyu on 3/26/23.
//
#include "PixelsScanFunction.hpp"
#include "physical/StorageArrayScheduler.h"
#include "profiler/CountProfiler.h"
namespace duckdb {
bool PixelsScanFunction::enable_filter_pushdown = false;
static idx_t PixelsScanGetBatchIndex(ClientContext &context, const FunctionData *bind_data_p,
LocalTableFunctionState *local_state,
GlobalTableFunctionState *global_state) {
auto &data = (PixelsReadLocalState &)*local_state;
return data.curr_batch_index;
}
static double PixelsProgress(ClientContext &context, const FunctionData *bind_data_p,
const GlobalTableFunctionState *global_state) {
auto &bind_data = (PixelsReadBindData &)*bind_data_p;
if (bind_data.files.empty()) {
return 100.0;
}
auto percentage = bind_data.curFileId * 100.0 / bind_data.files.size();
return percentage;
}
static unique_ptr<NodeStatistics> PixelsCardinality(ClientContext &context, const FunctionData *bind_data) {
auto &data = (PixelsReadBindData &)*bind_data;
return make_uniq<NodeStatistics>(data.initialPixelsReader->getNumberOfRows() * data.files.size());
}
TableFunctionSet PixelsScanFunction::GetFunctionSet() {
TableFunction table_function("pixels_scan", {LogicalType::VARCHAR}, PixelsScanImplementation, PixelsScanBind,
PixelsScanInitGlobal, PixelsScanInitLocal);
table_function.projection_pushdown = true;
// table_function.filter_pushdown = true;
//table_function.filter_prune = true;
enable_filter_pushdown = table_function.filter_pushdown;
MultiFileReader::AddParameters(table_function);
table_function.get_batch_index = PixelsScanGetBatchIndex;
table_function.cardinality = PixelsCardinality;
table_function.table_scan_progress = PixelsProgress;
// TODO: maybe we need other code here later. Refer parquet-extension.cpp
return MultiFileReader::CreateFunctionSet(table_function);
}
void PixelsScanFunction::PixelsScanImplementation(ClientContext &context,
TableFunctionInput &data_p,
DataChunk &output) {
if (!data_p.local_state) {
return;
}
auto &data = (PixelsReadLocalState &)*data_p.local_state;
auto &gstate = (PixelsReadGlobalState &)*data_p.global_state;
auto &bind_data = (PixelsReadBindData &)*data_p.bind_data;
do {
if (data.currPixelsRecordReader == nullptr ||
(data.currPixelsRecordReader->isEndOfFile() && data.vectorizedRowBatch->isEndOfFile())) {
if(data.currPixelsRecordReader != nullptr) {
data.currPixelsRecordReader.reset();
}
if(!PixelsParallelStateNext(context, bind_data, data, gstate)) {
return;
}
}
auto currPixelsRecordReader = std::static_pointer_cast<PixelsRecordReaderImpl>(data.currPixelsRecordReader);
auto nextPixelsRecordReader = std::static_pointer_cast<PixelsRecordReaderImpl>(data.nextPixelsRecordReader);
if (data.vectorizedRowBatch != nullptr && data.vectorizedRowBatch->isEndOfFile()) {
data.vectorizedRowBatch = nullptr;
}
if (data.vectorizedRowBatch == nullptr) {
data.vectorizedRowBatch = currPixelsRecordReader->readBatch(false);
}
uint64_t currentLoc = data.vectorizedRowBatch->position();
std::shared_ptr<TypeDescription> resultSchema = data.currPixelsRecordReader->getResultSchema();
uint64_t remaining = data.vectorizedRowBatch->remaining();
assert(remaining > 0);
auto thisOutputChunkRows = MinValue<idx_t>(STANDARD_VECTOR_SIZE, remaining);
output.SetCardinality(thisOutputChunkRows);
std::shared_ptr<PixelsBitMask> filterMask =
std::static_pointer_cast<PixelsRecordReaderImpl>(data.currPixelsRecordReader)->getFilterMask();
TransformDuckdbChunk(data, output, resultSchema, thisOutputChunkRows);
// apply the filter operation
if (enable_filter_pushdown) {
idx_t sel_size = 0;
SelectionVector sel;
sel.Initialize(thisOutputChunkRows);
for (idx_t i = 0; i < thisOutputChunkRows; i++) {
if (filterMask->get(i + currentLoc)) {
sel.set_index(sel_size++, i);
}
}
output.Slice(sel, sel_size);
}
if (output.size() > 0) {
return;
} else {
output.Reset();
}
} while (true);
}
struct compare_file_name {
inline bool operator() (const string& path1, const string& path2) {
int num1 = filename2num(path1);
int num2 = filename2num(path2);
return num1 < num2;
}
// the pixels file name format is xxxxx_${number}.pxl. We transfer this name to ${number}
static int filename2num(const string & filename) {
string filename_without_suffix = filename.substr(0, filename.rfind('.'));
int number = std::stoi(filename_without_suffix.substr(filename_without_suffix.rfind('_') + 1));
return number;
}
};
unique_ptr<FunctionData> PixelsScanFunction::PixelsScanBind(
ClientContext &context, TableFunctionBindInput &input,
vector<LogicalType> &return_types, vector<string> &names) {
if (input.inputs[0].IsNull()) {
throw ParserException("Pixels reader cannot take NULL list as parameter");
}
auto multi_file_reader= MultiFileReader::CreateDefault("PixelsScan");
auto file_list=multi_file_reader->CreateFileList(context,input.inputs[0]);
auto files=file_list->GetPaths();
// parse *
if (files.empty()) {
throw InvalidArgumentException("The number of pxl file should be positive. ");
}
// sort the pxl file by file name, so that all SSD arrays can be fully utilized
sort(files.begin(), files.end(), compare_file_name());
auto footerCache = std::make_shared<PixelsFooterCache>();
auto builder = std::make_shared<PixelsReaderBuilder>();
std::shared_ptr<::Storage> storage = StorageFactory::getInstance()->getStorage(::Storage::file);
std::shared_ptr<PixelsReader> pixelsReader = builder
->setPath(files.at(0))
->setStorage(storage)
->setPixelsFooterCache(footerCache)
->build();
std::shared_ptr<TypeDescription> fileSchema = pixelsReader->getFileSchema();
TransformDuckdbType(fileSchema, return_types);
names = fileSchema->getFieldNames();
auto result = make_uniq<PixelsReadBindData>();
result->initialPixelsReader = pixelsReader;
result->fileSchema = fileSchema;
result->files = files;
return std::move(result);
}
unique_ptr<GlobalTableFunctionState> PixelsScanFunction::PixelsScanInitGlobal(
ClientContext &context, TableFunctionInitInput &input) {
auto &bind_data = (PixelsReadBindData &)*input.bind_data;
auto result = make_uniq<PixelsReadGlobalState>();
result->initialPixelsReader = bind_data.initialPixelsReader;
int max_threads = std::stoi(ConfigFactory::Instance().getProperty("pixel.threads"));
if (max_threads <= 0) {
max_threads = (int) bind_data.files.size();
}
result->storageArrayScheduler = std::make_shared<StorageArrayScheduler>(bind_data.files, max_threads);
result->file_index.resize(result->storageArrayScheduler->getDeviceSum());
result->max_threads = max_threads;
result->batch_index = 0;
result->filters = input.filters.get();
return std::move(result);
}
unique_ptr<LocalTableFunctionState> PixelsScanFunction::PixelsScanInitLocal(
ExecutionContext &context, TableFunctionInitInput &input,
GlobalTableFunctionState *gstate_p) {
auto &bind_data = (PixelsReadBindData &)*input.bind_data;
auto &gstate = (PixelsReadGlobalState &)*gstate_p;
auto result = make_uniq<PixelsReadLocalState>();
result->deviceID = gstate.storageArrayScheduler->acquireDeviceId();
result->column_ids = input.column_ids;
auto fieldNames = bind_data.fileSchema->getFieldNames();
for(column_t column_id : input.column_ids) {
if (!IsRowIdColumnId(column_id)) {
result->column_names.emplace_back(fieldNames.at(column_id));
}
}
::DirectUringRandomAccessFile::Initialize();
if(!PixelsParallelStateNext(context.client, bind_data, *result, gstate, true)) {
return nullptr;
}
return std::move(result);
}
void PixelsScanFunction::TransformDuckdbType(const std::shared_ptr<TypeDescription>& type,
vector<LogicalType> &return_types) {
auto columnSchemas = type->getChildren();
for(auto columnType: columnSchemas) {
switch (columnType->getCategory()) {
// case TypeDescription::BOOLEAN:
// break;
// case TypeDescription::BYTE:
// break;
case TypeDescription::SHORT:
case TypeDescription::INT:
return_types.emplace_back(LogicalType::INTEGER);
break;
case TypeDescription::LONG:
return_types.emplace_back(LogicalType::BIGINT);
break;
// case TypeDescription::FLOAT:
// break;
// case TypeDescription::DOUBLE:
// break;
case TypeDescription::DECIMAL:
return_types.emplace_back(LogicalType::DECIMAL(columnType->getPrecision(), columnType->getScale()));
break;
// case TypeDescription::STRING:
// break;
case TypeDescription::DATE:
return_types.emplace_back(LogicalType::DATE);
break;
// case TypeDescription::TIME:
// break;
case TypeDescription::TIMESTAMP:
return_types.emplace_back(LogicalType::TIMESTAMP);
break;
// case TypeDescription::VARBINARY:
// break;
// case TypeDescription::BINARY:
// break;
case TypeDescription::VARCHAR:
return_types.emplace_back(LogicalType::VARCHAR);
break;
case TypeDescription::CHAR:
return_types.emplace_back(LogicalType::VARCHAR);
break;
// case TypeDescription::STRUCT:
// break;
default:
throw InvalidArgumentException("bad column type in TransformDuckdbType: " + std::to_string(type->getCategory()));
}
}
}
void PixelsScanFunction::TransformDuckdbChunk(PixelsReadLocalState & data,
DataChunk & output,
const std::shared_ptr<TypeDescription> & schema,
uint64_t thisOutputChunkRows) {
int row_batch_id = 0;
auto column_ids = data.column_ids;
auto vectorizedRowBatch = data.vectorizedRowBatch;
for(uint64_t col_id = 0; col_id < column_ids.size(); col_id++) {
if (IsRowIdColumnId(column_ids.at(col_id))) {
Value constant_42 = Value::BIGINT(42);
output.data.at(col_id).Reference(constant_42);
continue;
}
auto col = vectorizedRowBatch->cols.at(row_batch_id);
auto colSchema = schema->getChildren().at(row_batch_id);
switch (colSchema->getCategory()) {
// case TypeDescription::BOOLEAN:
// break;
// case TypeDescription::BYTE:
// break;
case TypeDescription::SHORT:
case TypeDescription::INT: {
auto intCol = std::static_pointer_cast<LongColumnVector>(col);
Vector vector(LogicalType::INTEGER,
(data_ptr_t)(intCol->current()), col->currentValid());
output.data.at(col_id).Reference(vector);
// auto result_ptr = FlatVector::GetData<int>(output.data.at(col_id));
// memcpy(result_ptr, intCol->intVector + row_offset, thisOutputChunkRows * sizeof(int));
// for(long i = 0; i < thisOutputChunkRows; i++) {
// result_ptr[i] = intCol->intVector[i + row_offset];
// }
break;
}
case TypeDescription::LONG: {
auto longCol = std::static_pointer_cast<LongColumnVector>(col);
Vector vector(LogicalType::BIGINT,
(data_ptr_t)(longCol->current()), col->currentValid());
output.data.at(col_id).Reference(vector);
// auto result_ptr = FlatVector::GetData<long>(output.data.at(col_id));
// memcpy(result_ptr, longCol->longVector + row_offset, thisOutputChunkRows * sizeof(long));
// for(long i = 0; i < thisOutputChunkRows; i++) {
// result_ptr[i] = longCol->longVector[i + row_offset];
// }
break;
}
// case TypeDescription::FLOAT:
// break;
// case TypeDescription::DOUBLE:
// break;
case TypeDescription::DECIMAL: {
auto decimalCol = std::static_pointer_cast<DecimalColumnVector>(col);
Vector vector(LogicalType::DECIMAL(colSchema->getPrecision(), colSchema->getScale()),
(data_ptr_t)(decimalCol->current()), col->currentValid());
output.data.at(col_id).Reference(vector);
// auto result_ptr = FlatVector::GetData<long>(output.data.at(col_id));
// memcpy(result_ptr, decimalCol->vector + row_offset, thisOutputChunkRows * sizeof(long));
// for(long i = 0; i < thisOutputChunkRows; i++) {
// result_ptr[i] = decimalCol->vector[i + row_offset];
// }
break;
}
// case TypeDescription::STRING:
// break;
case TypeDescription::DATE:{
auto dateCol = std::static_pointer_cast<DateColumnVector>(col);
Vector vector(LogicalType::DATE,
(data_ptr_t)(dateCol->current()), col->currentValid());
output.data.at(col_id).Reference(vector);
// auto result_ptr = FlatVector::GetData<int>(output.data.at(col_id));
// memcpy(result_ptr, dateCol->dates + row_offset, thisOutputChunkRows * sizeof(int));
// for(long i = 0; i < thisOutputChunkRows; i++) {
// result_ptr[i] = dateCol->dates[i + row_offset];
// }
break;
}
// case TypeDescription::TIME:
// break;
case TypeDescription::TIMESTAMP: {
auto tsCol = std::static_pointer_cast<TimestampColumnVector>(col);
Vector vector(LogicalType::TIMESTAMP,
(data_ptr_t)(tsCol->current()), col->currentValid());
output.data.at(col_id).Reference(vector);
break;
}
// case TypeDescription::VARBINARY:
// break;
// case TypeDescription::BINARY:
// break;
case TypeDescription::VARCHAR:
case TypeDescription::CHAR:
{
auto binaryCol = std::static_pointer_cast<BinaryColumnVector>(col);
Vector vector(LogicalType::VARCHAR,
(data_ptr_t)(binaryCol->current()), col->currentValid());
output.data.at(col_id).Reference(vector);
// auto result_ptr = FlatVector::GetData<duckdb::string_t>(output.data.at(col_id));
// memcpy(result_ptr, binaryCol->vector + row_offset, thisOutputChunkRows * sizeof(string_t));
break;
}
// case TypeDescription::STRUCT:
// break;
// default:
// throw InvalidArgumentException("bad column type " + std::to_string(colSchema->getCategory()));
}
row_batch_id++;
}
vectorizedRowBatch->increment(thisOutputChunkRows);
}
bool PixelsScanFunction::PixelsParallelStateNext(ClientContext &context, const PixelsReadBindData &bind_data,
PixelsReadLocalState &scan_data,
PixelsReadGlobalState ¶llel_state,
bool is_init_state) {
unique_lock<mutex> parallel_lock(parallel_state.lock);
if (parallel_state.error_opening_file) {
throw InvalidArgumentException("PixelsScanInitLocal: file open error.");
}
auto& StorageInstance = parallel_state.storageArrayScheduler;
// In the following two cases, the state ends:
// 1. When PixelsScanInitLocal invokes this function, if all files are
// fetched by other threads, this means this thread doesn't need do anything, so just return false;
// 2. When PixelsScanImplementation invokes this function (scan_data.next_file_index > -1), if
// scan_data.next_file_index >= (int) StorageInstance.getFileSum(scan_data.deviceID), it means the current file is already
// done, so the function return false.
if ((is_init_state && parallel_state.file_index.at(scan_data.deviceID) >= StorageInstance->getFileSum(scan_data.deviceID)) ||
scan_data.next_file_index >= StorageInstance->getFileSum(scan_data.deviceID)) {
::BufferPool::Reset();
// if async io is enabled, we need to unregister uring buffer
if(ConfigFactory::Instance().boolCheckProperty("localfs.enable.async.io")) {
if(ConfigFactory::Instance().getProperty("localfs.async.lib") == "iouring") {
::DirectUringRandomAccessFile::Reset();
} else if(ConfigFactory::Instance().getProperty("localfs.async.lib") == "aio") {
throw InvalidArgumentException("PhysicalLocalReader::readAsync: We don't support aio for our async read yet.");
}
}
parallel_lock.unlock();
return false;
}
scan_data.curr_file_index = scan_data.next_file_index;
scan_data.curr_batch_index = scan_data.next_batch_index;
scan_data.next_file_index = parallel_state.file_index.at(scan_data.deviceID);
scan_data.next_batch_index = StorageInstance->getBatchID(scan_data.deviceID, scan_data.next_file_index);
scan_data.curr_file_name = scan_data.next_file_name;
parallel_state.file_index.at(scan_data.deviceID)++;
parallel_lock.unlock();
// The below code uses global state but no race happens, so we don't need the lock anymore
if(scan_data.currReader != nullptr) {
scan_data.currReader->close();
}
::BufferPool::Switch();
scan_data.currReader = scan_data.nextReader;
scan_data.currPixelsRecordReader = scan_data.nextPixelsRecordReader;
// asyncReadComplete is not invoked in the first run (is_init_state = true)
if (scan_data.currPixelsRecordReader != nullptr) {
auto currPixelsRecordReader = std::static_pointer_cast<PixelsRecordReaderImpl>(scan_data.currPixelsRecordReader);
currPixelsRecordReader->asyncReadComplete((int)scan_data.column_names.size());
}
if(scan_data.next_file_index < StorageInstance->getFileSum(scan_data.deviceID)) {
auto footerCache = std::make_shared<PixelsFooterCache>();
auto builder = std::make_shared<PixelsReaderBuilder>();
std::shared_ptr<::Storage> storage = StorageFactory::getInstance()->getStorage(::Storage::file);
scan_data.next_file_name = StorageInstance->getFileName(scan_data.deviceID, scan_data.next_file_index);
scan_data.nextReader = builder->setPath(scan_data.next_file_name)
->setStorage(storage)
->setPixelsFooterCache(footerCache)
->build();
PixelsReaderOption option = GetPixelsReaderOption(scan_data, parallel_state);
scan_data.nextPixelsRecordReader = scan_data.nextReader->read(option);
auto nextPixelsRecordReader = std::static_pointer_cast<PixelsRecordReaderImpl>(scan_data.nextPixelsRecordReader);
nextPixelsRecordReader->read();
} else {
scan_data.nextReader = nullptr;
scan_data.nextPixelsRecordReader = nullptr;
}
return true;
}
PixelsReaderOption PixelsScanFunction::GetPixelsReaderOption(PixelsReadLocalState &local_state, PixelsReadGlobalState &global_state) {
PixelsReaderOption option;
option.setSkipCorruptRecords(true);
option.setTolerantSchemaEvolution(true);
option.setEnableEncodedColumnVector(true);
option.setFilter(global_state.filters);
option.setEnabledFilterPushDown(enable_filter_pushdown);
// includeCols comes from the caller of PixelsPageSource
option.setIncludeCols(local_state.column_names);
option.setRGRange(0, local_state.nextReader->getRowGroupNum());
option.setQueryId(1);
int stride = std::stoi(ConfigFactory::Instance().getProperty("pixel.stride"));
option.setBatchSize(stride);
return option;
}
}