ClickHouse/dbms/src/DataStreams/ParallelParsingBlockInputStream.h

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#pragma once
#include <DataStreams/IBlockInputStream.h>
#include <Formats/FormatFactory.h>
#include <Common/ThreadPool.h>
#include <Common/setThreadName.h>
#include <IO/BufferWithOwnMemory.h>
#include <IO/ReadBuffer.h>
#include <Processors/Formats/IRowInputFormat.h>
#include <Processors/Formats/InputStreamFromInputFormat.h>
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#include <Interpreters/Context.h>
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namespace DB
{
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/**
* ORDER-PRESERVING parallel parsing of data formats.
* It splits original data into chunks. Then each chunk is parsed by different thread.
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* The number of chunks equals to max_threads_for_parallel_parsing setting.
* The size of chunk is equal to min_chunk_size_for_parallel_parsing setting.
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*
* This stream has three kinds of threads: one segmentator, multiple parsers
* (max_threads_for_parallel_parsing) and one reader thread -- that is, the one
* from which readImpl() is called.
* They operate one after another on parts of data called "processing units".
* One unit consists of buffer with raw data from file, filled by segmentator
* thread. This raw data is then parsed by a parser thread to form a number of
* Blocks. These Blocks are returned to the parent stream from readImpl().
* After being read out, a processing unit is reused, to save on allocating
* memory for the raw buffer. The processing units are organized into a circular
* array to facilitate reuse and to apply backpressure on the segmentator thread
* -- after it runs out of processing units, it has to wait for the reader to
* read out the previous blocks.
* The outline of what the threads do is as follows:
* segmentator thread:
* 1) wait for the next processing unit to become empty
* 2) fill it with a part of input file
* 3) start a parser thread
* 4) repeat until eof
* parser thread:
* 1) parse the given raw buffer without any synchronization
* 2) signal that the given unit is ready to read
* 3) finish
* readImpl():
* 1) wait for the next processing unit to become ready to read
* 2) take the blocks from the processing unit to return them to the caller
* 3) signal that the processing unit is empty
* 4) repeat until it encounters unit that is marked as "past_the_end"
* All threads must also check for cancel/eof/exception flags.
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*/
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class ParallelParsingBlockInputStream : public IBlockInputStream
{
private:
using ReadCallback = std::function<void()>;
using InputProcessorCreator = std::function<InputFormatPtr(
ReadBuffer & buf,
const Block & header,
const Context & context,
const RowInputFormatParams & params,
const FormatSettings & settings)>;
public:
struct InputCreatorParams
{
const Block &sample;
const Context &context;
const RowInputFormatParams& row_input_format_params;
const FormatSettings &settings;
};
struct Builder
{
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ReadBuffer & read_buffer;
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const InputProcessorCreator &input_processor_creator;
const InputCreatorParams &input_creator_params;
FormatFactory::FileSegmentationEngine file_segmentation_engine;
size_t max_threads_to_use;
size_t min_chunk_size;
};
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explicit ParallelParsingBlockInputStream(const Builder & builder)
: header(builder.input_creator_params.sample),
context(builder.input_creator_params.context),
row_input_format_params(builder.input_creator_params.row_input_format_params),
format_settings(builder.input_creator_params.settings),
input_processor_creator(builder.input_processor_creator),
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min_chunk_size(builder.min_chunk_size),
original_buffer(builder.read_buffer),
pool(builder.max_threads_to_use),
file_segmentation_engine(builder.file_segmentation_engine)
{
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// Allocate more units than threads to decrease segmentator
// waiting on reader on wraparound. The number is random.
processing_units.resize(builder.max_threads_to_use + 4);
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segmentator_thread = ThreadFromGlobalPool([this] { segmentatorThreadFunction(); });
}
String getName() const override { return "ParallelParsing"; }
~ParallelParsingBlockInputStream() override
{
finishAndWait();
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}
void cancel(bool kill) override
{
/**
* Can be called multiple times, from different threads. Saturate the
* the kill flag with OR.
*/
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if (kill)
is_killed = true;
is_cancelled = true;
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/*
* The format parsers themselves are not being cancelled here, so we'll
* have to wait until they process the current block. Given that the
* chunk size is on the order of megabytes, this should't be too long.
* We can't call IInputFormat->cancel here, because the parser object is
* local to the parser thread, and we don't want to introduce any
* synchronization between parser threads and the other threads to get
* better performance. An ideal solution would be to add a callback to
* IInputFormat that checks whether it was cancelled.
*/
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finishAndWait();
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}
Block getHeader() const override
{
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return header;
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}
protected:
//Reader routine
Block readImpl() override;
const BlockMissingValues & getMissingValues() const override
{
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return last_block_missing_values;
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}
private:
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const Block header;
const Context context;
const RowInputFormatParams row_input_format_params;
const FormatSettings format_settings;
const InputProcessorCreator input_processor_creator;
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const size_t min_chunk_size;
/*
* This is declared as atomic to avoid UB, because parser threads access it
* without synchronization.
*/
std::atomic<bool> finished{false};
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BlockMissingValues last_block_missing_values;
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// Original ReadBuffer to read from.
ReadBuffer & original_buffer;
//Non-atomic because it is used in one thread.
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std::optional<size_t> next_block_in_current_unit;
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size_t segmentator_ticket_number{0};
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size_t reader_ticket_number{0};
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std::mutex mutex;
std::condition_variable reader_condvar;
std::condition_variable segmentator_condvar;
// There are multiple "parsers", that's why we use thread pool.
ThreadPool pool;
// Reading and segmentating the file
ThreadFromGlobalPool segmentator_thread;
// Function to segment the file. Then "parsers" will parse that segments.
FormatFactory::FileSegmentationEngine file_segmentation_engine;
enum ProcessingUnitStatus
{
READY_TO_INSERT,
READY_TO_PARSE,
READY_TO_READ
};
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struct BlockExt
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{
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std::vector<Block> block;
std::vector<BlockMissingValues> block_missing_values;
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};
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struct ProcessingUnit
{
explicit ProcessingUnit()
: status(ProcessingUnitStatus::READY_TO_INSERT)
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{
}
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BlockExt block_ext;
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Memory<> segment;
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std::atomic<ProcessingUnitStatus> status;
bool is_last{false};
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};
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std::exception_ptr background_exception = nullptr;
// We use deque instead of vector, because it does not require a move
// constructor, which is absent for atomics that are inside ProcessingUnit.
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std::deque<ProcessingUnit> processing_units;
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void scheduleParserThreadForUnitWithNumber(size_t unit_number)
{
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pool.scheduleOrThrowOnError(std::bind(&ParallelParsingBlockInputStream::parserThreadFunction, this, unit_number));
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}
void finishAndWait()
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{
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finished = true;
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{
std::unique_lock lock(mutex);
segmentator_condvar.notify_all();
reader_condvar.notify_all();
}
if (segmentator_thread.joinable())
segmentator_thread.join();
try
{
pool.wait();
}
catch (...)
{
tryLogCurrentException(__PRETTY_FUNCTION__);
}
}
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void segmentatorThreadFunction();
void parserThreadFunction(size_t bucket_num);
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// Save/log a background exception, set termination flag, wake up all
// threads. This function is used by segmentator and parsed threads.
// readImpl() is called from the main thread, so the exception handling
// is different.
void onBackgroundException();
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};
};