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|
#include <IO/ReadHelpers.h>
#include <Interpreters/evaluateConstantExpression.h>
#include <Interpreters/convertFieldToType.h>
#include <Parsers/TokenIterator.h>
#include <Processors/Formats/Impl/ValuesBlockInputFormat.h>
#include <Formats/FormatFactory.h>
#include <Formats/EscapingRuleUtils.h>
#include <Core/Block.h>
#include <base/find_symbols.h>
#include <Common/typeid_cast.h>
#include <Common/checkStackSize.h>
#include <Common/logger_useful.h>
#include <Parsers/ASTLiteral.h>
#include <DataTypes/Serializations/SerializationNullable.h>
#include <DataTypes/DataTypeTuple.h>
#include <DataTypes/DataTypeArray.h>
#include <DataTypes/DataTypeMap.h>
#include <DataTypes/ObjectUtils.h>
namespace DB
{
namespace ErrorCodes
{
extern const int LOGICAL_ERROR;
extern const int SYNTAX_ERROR;
extern const int TYPE_MISMATCH;
extern const int SUPPORT_IS_DISABLED;
extern const int ARGUMENT_OUT_OF_BOUND;
extern const int CANNOT_READ_ALL_DATA;
}
ValuesBlockInputFormat::ValuesBlockInputFormat(
ReadBuffer & in_,
const Block & header_,
const RowInputFormatParams & params_,
const FormatSettings & format_settings_)
: ValuesBlockInputFormat(std::make_unique<PeekableReadBuffer>(in_), header_, params_, format_settings_)
{
}
ValuesBlockInputFormat::ValuesBlockInputFormat(
std::unique_ptr<PeekableReadBuffer> buf_,
const Block & header_,
const RowInputFormatParams & params_,
const FormatSettings & format_settings_)
: IInputFormat(header_, buf_.get()), buf(std::move(buf_)),
params(params_), format_settings(format_settings_), num_columns(header_.columns()),
parser_type_for_column(num_columns, ParserType::Streaming),
attempts_to_deduce_template(num_columns), attempts_to_deduce_template_cached(num_columns),
rows_parsed_using_template(num_columns), templates(num_columns), types(header_.getDataTypes()), serializations(header_.getSerializations())
{
}
/// Can be used in fileSegmentationEngine for parallel parsing of Values
bool ValuesBlockInputFormat::skipToNextRow(ReadBuffer * buf, size_t min_chunk_bytes, int balance)
{
skipWhitespaceIfAny(*buf);
if (buf->eof() || *buf->position() == ';')
return false;
bool quoted = false;
size_t chunk_begin_buf_count = buf->count();
while (!buf->eof() && (balance || buf->count() - chunk_begin_buf_count < min_chunk_bytes))
{
buf->position() = find_first_symbols<'\\', '\'', ')', '('>(buf->position(), buf->buffer().end());
if (buf->position() == buf->buffer().end())
continue;
if (*buf->position() == '\\')
{
++buf->position();
if (!buf->eof())
++buf->position();
}
else if (*buf->position() == '\'')
{
quoted ^= true;
++buf->position();
}
else if (*buf->position() == ')')
{
++buf->position();
if (!quoted)
--balance;
}
else if (*buf->position() == '(')
{
++buf->position();
if (!quoted)
++balance;
}
}
if (!buf->eof() && *buf->position() == ',')
++buf->position();
return true;
}
Chunk ValuesBlockInputFormat::generate()
{
if (total_rows == 0)
readPrefix();
const Block & header = getPort().getHeader();
MutableColumns columns = header.cloneEmptyColumns();
block_missing_values.clear();
size_t chunk_start = getDataOffsetMaybeCompressed(*buf);
size_t rows_in_block = 0;
for (; rows_in_block < params.max_block_size; ++rows_in_block)
{
try
{
skipWhitespaceIfAny(*buf);
if (buf->eof() || *buf->position() == ';')
break;
if (need_only_count)
skipToNextRow(buf.get(), 1, 0);
else
readRow(columns, rows_in_block);
}
catch (Exception & e)
{
if (isParseError(e.code()))
e.addMessage(" at row " + std::to_string(total_rows));
throw;
}
}
approx_bytes_read_for_chunk = getDataOffsetMaybeCompressed(*buf) - chunk_start;
if (need_only_count)
{
if (!rows_in_block)
{
readSuffix();
return {};
}
total_rows += rows_in_block;
return getChunkForCount(rows_in_block);
}
/// Evaluate expressions, which were parsed using templates, if any
for (size_t i = 0; i < columns.size(); ++i)
{
if (!templates[i] || !templates[i]->rowsCount())
continue;
const auto & expected_type = header.getByPosition(i).type;
if (columns[i]->empty())
columns[i] = IColumn::mutate(templates[i]->evaluateAll(block_missing_values, i, expected_type));
else
{
ColumnPtr evaluated = templates[i]->evaluateAll(block_missing_values, i, expected_type, columns[i]->size());
columns[i]->insertRangeFrom(*evaluated, 0, evaluated->size());
}
}
if (columns.empty() || columns[0]->empty())
{
readSuffix();
return {};
}
for (const auto & column : columns)
column->finalize();
size_t rows = columns[0]->size();
return Chunk{std::move(columns), rows};
}
/// We need continuous memory containing the expression to use Lexer
/// Note that this is both reading and tokenizing until the end of the row
/// This is doing unnecessary work if the rest of the columns can be read with tryReadValue (which doesn't require tokens)
/// and it's more efficient if they don't (as everything is already tokenized)
void ValuesBlockInputFormat::readUntilTheEndOfRowAndReTokenize(size_t current_column_idx)
{
if (tokens && token_iterator &&
/// Make sure the underlying memory hasn't changed because of next() calls in the buffer
((*token_iterator)->begin >= buf->buffer().begin() && (*token_iterator)->begin <= buf->buffer().end()))
{
while ((*token_iterator)->begin < buf->position() && !(*token_iterator)->isError() && !(*token_iterator)->isEnd())
++(*token_iterator);
if (!(*token_iterator)->isError() && !(*token_iterator)->isEnd())
return;
}
skipToNextRow(buf.get(), 0, 1);
buf->makeContinuousMemoryFromCheckpointToPos();
auto * row_end = buf->position();
buf->rollbackToCheckpoint();
tokens.emplace(buf->position(), row_end);
token_iterator.emplace(*tokens, static_cast<unsigned>(context->getSettingsRef().max_parser_depth));
auto const & first = (*token_iterator).get();
if (first.isError() || first.isEnd())
{
const Block & header = getPort().getHeader();
const IDataType & type = *header.getByPosition(current_column_idx).type;
throw Exception(
ErrorCodes::SYNTAX_ERROR,
"Cannot parse expression of type {} here: {}",
type.getName(),
std::string_view(buf->position(), std::min(SHOW_CHARS_ON_SYNTAX_ERROR, buf->buffer().end() - buf->position())));
}
}
void ValuesBlockInputFormat::readRow(MutableColumns & columns, size_t row_num)
{
tokens.reset();
token_iterator.reset();
assertChar('(', *buf);
for (size_t column_idx = 0; column_idx < num_columns; ++column_idx)
{
skipWhitespaceIfAny(*buf);
PeekableReadBufferCheckpoint checkpoint{*buf};
bool read = false;
/// Parse value using fast streaming parser for literals and slow SQL parser for expressions.
/// If there is SQL expression in some row, template of this expression will be deduced,
/// so it makes possible to parse the following rows much faster
/// if expressions in the following rows have the same structure
if (parser_type_for_column[column_idx] == ParserType::Streaming)
read = tryReadValue(*columns[column_idx], column_idx);
else if (parser_type_for_column[column_idx] == ParserType::BatchTemplate)
read = tryParseExpressionUsingTemplate(columns[column_idx], column_idx);
else
read = parseExpression(*columns[column_idx], column_idx);
if (!read)
block_missing_values.setBit(column_idx, row_num);
/// If read is true, value still may be missing. Bit mask for these values will be copied from ConstantExpressionTemplate later.
}
skipWhitespaceIfAny(*buf);
if (!buf->eof() && *buf->position() == ',')
++buf->position();
++total_rows;
}
bool ValuesBlockInputFormat::tryParseExpressionUsingTemplate(MutableColumnPtr & column, size_t column_idx)
{
readUntilTheEndOfRowAndReTokenize(column_idx);
IParser::Pos start = *token_iterator;
/// Try to parse expression using template if one was successfully deduced while parsing the first row
const auto & settings = context->getSettingsRef();
if (templates[column_idx]->parseExpression(*buf, *token_iterator, format_settings, settings))
{
++rows_parsed_using_template[column_idx];
return true;
}
const auto & header = getPort().getHeader();
const auto & expected_type = header.getByPosition(column_idx).type;
/// Expression in the current row is not match template deduced on the first row.
/// Evaluate expressions, which were parsed using this template.
if (column->empty())
column = IColumn::mutate(templates[column_idx]->evaluateAll(block_missing_values, column_idx, expected_type));
else
{
ColumnPtr evaluated = templates[column_idx]->evaluateAll(block_missing_values, column_idx, expected_type, column->size());
column->insertRangeFrom(*evaluated, 0, evaluated->size());
}
/// Do not use this template anymore
templates[column_idx].reset();
buf->rollbackToCheckpoint();
token_iterator = start;
/// It will deduce new template or fallback to slow SQL parser
return parseExpression(*column, column_idx);
}
bool ValuesBlockInputFormat::tryReadValue(IColumn & column, size_t column_idx)
{
bool rollback_on_exception = false;
try
{
bool read = true;
if (bool default_value = checkStringByFirstCharacterAndAssertTheRestCaseInsensitive("DEFAULT", *buf); default_value)
{
column.insertDefault();
read = false;
}
else
{
const auto & type = types[column_idx];
const auto & serialization = serializations[column_idx];
if (format_settings.null_as_default && !isNullableOrLowCardinalityNullable(type))
read = SerializationNullable::deserializeTextQuotedImpl(column, *buf, format_settings, serialization);
else
serialization->deserializeTextQuoted(column, *buf, format_settings);
}
rollback_on_exception = true;
skipWhitespaceIfAny(*buf);
assertDelimiterAfterValue(column_idx);
return read;
}
catch (const Exception & e)
{
/// Do not consider decimal overflow as parse error to avoid attempts to parse it as expression with float literal
bool decimal_overflow = e.code() == ErrorCodes::ARGUMENT_OUT_OF_BOUND;
if (!isParseError(e.code()) || decimal_overflow)
throw;
if (rollback_on_exception)
column.popBack(1);
/// Switch to SQL parser and don't try to use streaming parser for complex expressions
/// Note: Throwing exceptions for each expression may be very slow because of stacktraces
buf->rollbackToCheckpoint();
return parseExpression(column, column_idx);
}
}
namespace
{
void tryToReplaceNullFieldsInComplexTypesWithDefaultValues(Field & value, const IDataType & data_type)
{
checkStackSize();
WhichDataType type(data_type);
if (type.isTuple() && value.getType() == Field::Types::Tuple)
{
const DataTypeTuple & type_tuple = static_cast<const DataTypeTuple &>(data_type);
Tuple & tuple_value = value.get<Tuple>();
size_t src_tuple_size = tuple_value.size();
size_t dst_tuple_size = type_tuple.getElements().size();
if (src_tuple_size != dst_tuple_size)
throw Exception(ErrorCodes::TYPE_MISMATCH, "Bad size of tuple. Expected size: {}, actual size: {}.",
src_tuple_size, dst_tuple_size);
for (size_t i = 0; i < src_tuple_size; ++i)
{
const auto & element_type = *(type_tuple.getElements()[i]);
if (tuple_value[i].isNull() && !element_type.isNullable())
tuple_value[i] = element_type.getDefault();
tryToReplaceNullFieldsInComplexTypesWithDefaultValues(tuple_value[i], element_type);
}
}
else if (type.isArray() && value.getType() == Field::Types::Array)
{
const DataTypeArray & type_aray = static_cast<const DataTypeArray &>(data_type);
const auto & element_type = *(type_aray.getNestedType());
if (element_type.isNullable())
return;
Array & array_value = value.get<Array>();
size_t array_value_size = array_value.size();
for (size_t i = 0; i < array_value_size; ++i)
{
if (array_value[i].isNull())
array_value[i] = element_type.getDefault();
tryToReplaceNullFieldsInComplexTypesWithDefaultValues(array_value[i], element_type);
}
}
else if (type.isMap() && value.getType() == Field::Types::Map)
{
const DataTypeMap & type_map = static_cast<const DataTypeMap &>(data_type);
const auto & key_type = *type_map.getKeyType();
const auto & value_type = *type_map.getValueType();
auto & map = value.get<Map>();
size_t map_size = map.size();
for (size_t i = 0; i < map_size; ++i)
{
auto & map_entry = map[i].get<Tuple>();
auto & entry_key = map_entry[0];
auto & entry_value = map_entry[1];
if (entry_key.isNull() && !key_type.isNullable())
entry_key = key_type.getDefault();
tryToReplaceNullFieldsInComplexTypesWithDefaultValues(entry_key, key_type);
if (entry_value.isNull() && !value_type.isNullable())
entry_value = value_type.getDefault();
tryToReplaceNullFieldsInComplexTypesWithDefaultValues(entry_value, value_type);
}
}
}
}
bool ValuesBlockInputFormat::parseExpression(IColumn & column, size_t column_idx)
{
const Block & header = getPort().getHeader();
const IDataType & type = *header.getByPosition(column_idx).type;
auto settings = context->getSettingsRef();
/// Advance the token iterator until the start of the column expression
readUntilTheEndOfRowAndReTokenize(column_idx);
bool parsed = false;
ASTPtr ast;
std::optional<IParser::Pos> ti_start;
if (!(*token_iterator)->isError() && !(*token_iterator)->isEnd())
{
Expected expected;
/// Keep a copy to the start of the column tokens to use if later if necessary
ti_start = IParser::Pos(*token_iterator, static_cast<unsigned>(settings.max_parser_depth));
parsed = parser.parse(*token_iterator, ast, expected);
/// Consider delimiter after value (',' or ')') as part of expression
if (column_idx + 1 != num_columns)
parsed &= (*token_iterator)->type == TokenType::Comma;
else
parsed &= (*token_iterator)->type == TokenType::ClosingRoundBracket;
}
if (!parsed)
throw Exception(
ErrorCodes::SYNTAX_ERROR,
"Cannot parse expression of type {} here: {}",
type.getName(),
std::string_view(buf->position(), std::min(SHOW_CHARS_ON_SYNTAX_ERROR, buf->buffer().end() - buf->position())));
++(*token_iterator);
if (parser_type_for_column[column_idx] != ParserType::Streaming && dynamic_cast<const ASTLiteral *>(ast.get()))
{
/// It's possible that streaming parsing has failed on some row (e.g. because of '+' sign before integer),
/// but it still can parse the following rows
/// Check if we can use fast streaming parser instead if using templates
bool rollback_on_exception = false;
bool ok = false;
try
{
const auto & serialization = serializations[column_idx];
serialization->deserializeTextQuoted(column, *buf, format_settings);
rollback_on_exception = true;
skipWhitespaceIfAny(*buf);
if (checkDelimiterAfterValue(column_idx))
ok = true;
}
catch (const Exception & e)
{
bool decimal_overflow = e.code() == ErrorCodes::ARGUMENT_OUT_OF_BOUND;
if (!isParseError(e.code()) || decimal_overflow)
throw;
}
if (ok)
{
parser_type_for_column[column_idx] = ParserType::Streaming;
return true;
}
else if (rollback_on_exception)
column.popBack(1);
}
parser_type_for_column[column_idx] = ParserType::SingleExpressionEvaluation;
/// Try to deduce template of expression and use it to parse the following rows
if (shouldDeduceNewTemplate(column_idx))
{
if (templates[column_idx])
throw DB::Exception(ErrorCodes::LOGICAL_ERROR, "Template for column {} already exists and it was not evaluated yet",
std::to_string(column_idx));
std::exception_ptr exception;
try
{
bool found_in_cache = false;
const auto & result_type = header.getByPosition(column_idx).type;
const char * delimiter = (column_idx + 1 == num_columns) ? ")" : ",";
auto structure = templates_cache.getFromCacheOrConstruct(
result_type,
!result_type->isNullable() && format_settings.null_as_default,
*ti_start,
*token_iterator,
ast,
context,
&found_in_cache,
delimiter);
LOG_TEST(&Poco::Logger::get("ValuesBlockInputFormat"), "Will use an expression template to parse column {}: {}",
column_idx, structure->dumpTemplate());
templates[column_idx].emplace(structure);
if (found_in_cache)
++attempts_to_deduce_template_cached[column_idx];
else
++attempts_to_deduce_template[column_idx];
buf->rollbackToCheckpoint();
if (templates[column_idx]->parseExpression(*buf, *ti_start, format_settings, settings))
{
++rows_parsed_using_template[column_idx];
parser_type_for_column[column_idx] = ParserType::BatchTemplate;
return true;
}
}
catch (...)
{
exception = std::current_exception();
}
if (!format_settings.values.interpret_expressions)
{
if (exception)
std::rethrow_exception(exception);
else
{
buf->rollbackToCheckpoint();
size_t len = const_cast<char *>((*token_iterator)->begin) - buf->position();
throw Exception(ErrorCodes::SYNTAX_ERROR, "Cannot deduce template of expression: {}", std::string(buf->position(), len));
}
}
/// Continue parsing without template
templates[column_idx].reset();
}
if (!format_settings.values.interpret_expressions)
throw Exception(ErrorCodes::SUPPORT_IS_DISABLED, "Interpreting expressions is disabled");
/// Try to evaluate single expression if other parsers don't work
buf->position() = const_cast<char *>((*token_iterator)->begin);
std::pair<Field, DataTypePtr> value_raw = evaluateConstantExpression(ast, context);
Field & expression_value = value_raw.first;
if (format_settings.null_as_default)
tryToReplaceNullFieldsInComplexTypesWithDefaultValues(expression_value, type);
Field value = convertFieldToType(expression_value, type, value_raw.second.get());
/// Check that we are indeed allowed to insert a NULL.
if (value.isNull() && !type.isNullable() && !type.isLowCardinalityNullable())
{
if (format_settings.null_as_default)
{
type.insertDefaultInto(column);
return false;
}
buf->rollbackToCheckpoint();
throw Exception(ErrorCodes::TYPE_MISMATCH, "Cannot insert NULL value into a column of type '{}' at: {}",
type.getName(), String(buf->position(),
std::min(SHOW_CHARS_ON_SYNTAX_ERROR, buf->buffer().end() - buf->position())));
}
column.insert(value);
return true;
}
void ValuesBlockInputFormat::assertDelimiterAfterValue(size_t column_idx)
{
if (unlikely(!checkDelimiterAfterValue(column_idx)))
throwAtAssertionFailed((column_idx + 1 == num_columns) ? ")" : ",", *buf);
}
bool ValuesBlockInputFormat::checkDelimiterAfterValue(size_t column_idx)
{
skipWhitespaceIfAny(*buf);
if (likely(column_idx + 1 != num_columns))
return checkChar(',', *buf);
else
return checkChar(')', *buf);
}
bool ValuesBlockInputFormat::shouldDeduceNewTemplate(size_t column_idx)
{
if (!format_settings.values.deduce_templates_of_expressions)
return false;
/// TODO better heuristic
/// Using template from cache is approx 2x faster, than evaluating single expression
/// Construction of new template is approx 1.5x slower, than evaluating single expression
double attempts_weighted = 1.5 * attempts_to_deduce_template[column_idx] + 0.5 * attempts_to_deduce_template_cached[column_idx];
constexpr size_t max_attempts = 100;
if (attempts_weighted < max_attempts)
return true;
if (rows_parsed_using_template[column_idx] / attempts_weighted > 1)
{
/// Try again
attempts_to_deduce_template[column_idx] = 0;
attempts_to_deduce_template_cached[column_idx] = 0;
rows_parsed_using_template[column_idx] = 0;
return true;
}
return false;
}
void ValuesBlockInputFormat::readPrefix()
{
/// In this format, BOM at beginning of stream cannot be confused with value, so it is safe to skip it.
skipBOMIfExists(*buf);
}
void ValuesBlockInputFormat::readSuffix()
{
if (!buf->eof() && *buf->position() == ';')
{
++buf->position();
skipWhitespaceIfAny(*buf);
if (buf->hasUnreadData())
throw Exception(ErrorCodes::CANNOT_READ_ALL_DATA, "Cannot read data after semicolon");
return;
}
if (buf->hasUnreadData())
throw Exception(ErrorCodes::LOGICAL_ERROR, "Unread data in PeekableReadBuffer will be lost. Most likely it's a bug.");
}
void ValuesBlockInputFormat::resetParser()
{
if (got_exception)
{
/// In case of exception always reset the templates and parser type,
/// because they may be in the invalid state.
for (size_t i = 0; i < num_columns; ++i)
{
templates[i].reset();
parser_type_for_column[i] = ParserType::Streaming;
}
}
IInputFormat::resetParser();
// I'm not resetting parser modes here.
// There is a good chance that all messages have the same format.
buf->reset();
total_rows = 0;
}
void ValuesBlockInputFormat::setReadBuffer(ReadBuffer & in_)
{
buf->setSubBuffer(in_);
}
ValuesSchemaReader::ValuesSchemaReader(ReadBuffer & in_, const FormatSettings & format_settings_)
: IRowSchemaReader(buf, format_settings_), buf(in_)
{
}
std::optional<DataTypes> ValuesSchemaReader::readRowAndGetDataTypes()
{
if (first_row)
{
skipBOMIfExists(buf);
first_row = false;
}
skipWhitespaceIfAny(buf);
if (buf.eof() || end_of_data)
return {};
assertChar('(', buf);
skipWhitespaceIfAny(buf);
DataTypes data_types;
String value;
while (!buf.eof() && *buf.position() != ')')
{
if (!data_types.empty())
{
assertChar(',', buf);
skipWhitespaceIfAny(buf);
}
readQuotedField(value, buf);
auto type = tryInferDataTypeByEscapingRule(value, format_settings, FormatSettings::EscapingRule::Quoted);
data_types.push_back(std::move(type));
skipWhitespaceIfAny(buf);
}
assertChar(')', buf);
skipWhitespaceIfAny(buf);
if (!buf.eof() && *buf.position() == ',')
++buf.position();
if (!buf.eof() && *buf.position() == ';')
{
++buf.position();
end_of_data = true;
}
return data_types;
}
void registerInputFormatValues(FormatFactory & factory)
{
factory.registerInputFormat("Values", [](
ReadBuffer & buf,
const Block & header,
const RowInputFormatParams & params,
const FormatSettings & settings)
{
return std::make_shared<ValuesBlockInputFormat>(buf, header, params, settings);
});
}
void registerValuesSchemaReader(FormatFactory & factory)
{
factory.registerSchemaReader("Values", [](ReadBuffer & buf, const FormatSettings & settings)
{
return std::make_shared<ValuesSchemaReader>(buf, settings);
});
factory.registerAdditionalInfoForSchemaCacheGetter("Values", [](const FormatSettings & settings)
{
return getAdditionalFormatInfoByEscapingRule(settings, FormatSettings::EscapingRule::Quoted);
});
}
}
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