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595 lines
17 KiB
C++
595 lines
17 KiB
C++
#pragma once
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#include <type_traits>
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#include <IO/ReadHelpers.h>
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#include <Core/Defines.h>
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#include <common/shift10.h>
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#include <Common/StringUtils/StringUtils.h>
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#include <double-conversion/double-conversion.h>
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#ifdef __clang__
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#pragma clang diagnostic push
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#pragma clang diagnostic ignored "-Wunneeded-internal-declaration"
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#endif
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#include <fast_float/fast_float.h>
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#ifdef __clang__
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#pragma clang diagnostic pop
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#endif
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/** Methods for reading floating point numbers from text with decimal representation.
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* There are "precise", "fast" and "simple" implementations.
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*
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* Neither of methods support hexadecimal numbers (0xABC), binary exponent (1p100), leading plus sign.
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*
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* Precise method always returns a number that is the closest machine representable number to the input.
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*
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* Fast method is faster (up to 3 times) and usually return the same value,
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* but in rare cases result may differ by lest significant bit (for Float32)
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* and by up to two least significant bits (for Float64) from precise method.
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* Also fast method may parse some garbage as some other unspecified garbage.
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*
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* Simple method is little faster for cases of parsing short (few digit) integers, but less precise and slower in other cases.
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* It's not recommended to use simple method and it is left only for reference.
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*
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* For performance test, look at 'read_float_perf' test.
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*
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* For precision test.
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* Parse all existing Float32 numbers:
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CREATE TABLE test.floats ENGINE = Log AS SELECT reinterpretAsFloat32(reinterpretAsString(toUInt32(number))) AS x FROM numbers(0x100000000);
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WITH
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toFloat32(toString(x)) AS y,
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reinterpretAsUInt32(reinterpretAsString(x)) AS bin_x,
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reinterpretAsUInt32(reinterpretAsString(y)) AS bin_y,
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abs(bin_x - bin_y) AS diff
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SELECT
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diff,
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count()
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FROM test.floats
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WHERE NOT isNaN(x)
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GROUP BY diff
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ORDER BY diff ASC
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LIMIT 100
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* Here are the results:
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*
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Precise:
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┌─diff─┬────count()─┐
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│ 0 │ 4278190082 │
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└──────┴────────────┘
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(100% roundtrip property)
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Fast:
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┌─diff─┬────count()─┐
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│ 0 │ 3685260580 │
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│ 1 │ 592929502 │
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└──────┴────────────┘
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(The difference is 1 in least significant bit in 13.8% of numbers.)
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Simple:
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┌─diff─┬────count()─┐
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│ 0 │ 2169879994 │
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│ 1 │ 1807178292 │
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│ 2 │ 269505944 │
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│ 3 │ 28826966 │
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│ 4 │ 2566488 │
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│ 5 │ 212878 │
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│ 6 │ 18276 │
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│ 7 │ 1214 │
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│ 8 │ 30 │
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└──────┴────────────┘
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* Parse random Float64 numbers:
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WITH
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rand64() AS bin_x,
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reinterpretAsFloat64(reinterpretAsString(bin_x)) AS x,
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toFloat64(toString(x)) AS y,
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reinterpretAsUInt64(reinterpretAsString(y)) AS bin_y,
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abs(bin_x - bin_y) AS diff
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SELECT
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diff,
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count()
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FROM numbers(100000000)
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WHERE NOT isNaN(x)
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GROUP BY diff
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ORDER BY diff ASC
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LIMIT 100
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*/
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namespace DB
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{
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namespace ErrorCodes
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{
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extern const int CANNOT_PARSE_NUMBER;
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}
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/// Returns true, iff parsed.
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bool parseInfinity(ReadBuffer & buf);
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bool parseNaN(ReadBuffer & buf);
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void assertInfinity(ReadBuffer & buf);
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void assertNaN(ReadBuffer & buf);
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template <bool throw_exception>
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bool assertOrParseInfinity(ReadBuffer & buf)
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{
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if constexpr (throw_exception)
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{
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assertInfinity(buf);
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return true;
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}
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else
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return parseInfinity(buf);
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}
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template <bool throw_exception>
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bool assertOrParseNaN(ReadBuffer & buf)
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{
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if constexpr (throw_exception)
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{
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assertNaN(buf);
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return true;
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}
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else
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return parseNaN(buf);
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}
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template <typename T, typename ReturnType>
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ReturnType readFloatTextPreciseImpl(T & x, ReadBuffer & buf)
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{
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static_assert(std::is_same_v<T, double> || std::is_same_v<T, float>, "Argument for readFloatTextFastFloatImpl must be float or double");
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static_assert('a' > '.' && 'A' > '.' && '\n' < '.' && '\t' < '.' && '\'' < '.' && '"' < '.', "Layout of char is not like ASCII"); //-V590
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static constexpr bool throw_exception = std::is_same_v<ReturnType, void>;
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/// Fast path (avoid copying) if the buffer have at least MAX_LENGTH bytes.
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static constexpr int MAX_LENGTH = 316;
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if (likely(!buf.eof() && buf.position() + MAX_LENGTH <= buf.buffer().end()))
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{
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auto initial_position = buf.position();
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auto res = fast_float::from_chars(initial_position, buf.buffer().end(), x);
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if (unlikely(res.ec != std::errc()))
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{
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if constexpr (throw_exception)
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throw ParsingException("Cannot read floating point value", ErrorCodes::CANNOT_PARSE_NUMBER);
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else
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return ReturnType(false);
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}
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buf.position() += res.ptr - initial_position;
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return ReturnType(true);
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}
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else
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{
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/// Slow path. Copy characters that may be present in floating point number to temporary buffer.
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bool negative = false;
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/// We check eof here because we can parse +inf +nan
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while (!buf.eof())
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{
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switch (*buf.position())
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{
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case '+':
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++buf.position();
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continue;
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case '-':
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{
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negative = true;
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++buf.position();
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continue;
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}
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case 'i': [[fallthrough]];
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case 'I':
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{
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if (assertOrParseInfinity<throw_exception>(buf))
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{
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x = std::numeric_limits<T>::infinity();
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if (negative)
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x = -x;
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return ReturnType(true);
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}
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return ReturnType(false);
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}
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case 'n': [[fallthrough]];
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case 'N':
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{
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if (assertOrParseNaN<throw_exception>(buf))
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{
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x = std::numeric_limits<T>::quiet_NaN();
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if (negative)
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x = -x;
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return ReturnType(true);
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}
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return ReturnType(false);
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}
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default:
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break;
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}
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break;
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}
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char tmp_buf[MAX_LENGTH];
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int num_copied_chars = 0;
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while (!buf.eof() && num_copied_chars < MAX_LENGTH)
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{
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char c = *buf.position();
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if (!(isNumericASCII(c) || c == '-' || c == '+' || c == '.' || c == 'e' || c == 'E'))
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break;
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tmp_buf[num_copied_chars] = c;
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++buf.position();
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++num_copied_chars;
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}
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auto res = fast_float::from_chars(tmp_buf, tmp_buf + num_copied_chars, x);
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if (unlikely(res.ec != std::errc()))
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{
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if constexpr (throw_exception)
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throw ParsingException("Cannot read floating point value", ErrorCodes::CANNOT_PARSE_NUMBER);
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else
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return ReturnType(false);
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}
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if (negative)
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x = -x;
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return ReturnType(true);
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}
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}
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// credit: https://johnnylee-sde.github.io/Fast-numeric-string-to-int/
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static inline bool is_made_of_eight_digits_fast(uint64_t val) noexcept
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{
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return (((val & 0xF0F0F0F0F0F0F0F0) | (((val + 0x0606060606060606) & 0xF0F0F0F0F0F0F0F0) >> 4)) == 0x3333333333333333);
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}
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static inline bool is_made_of_eight_digits_fast(const char * chars) noexcept
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{
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uint64_t val;
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::memcpy(&val, chars, 8);
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return is_made_of_eight_digits_fast(val);
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}
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template <size_t N, typename T>
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static inline void readUIntTextUpToNSignificantDigits(T & x, ReadBuffer & buf)
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{
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/// In optimistic case we can skip bound checking for first loop.
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if (buf.position() + N <= buf.buffer().end())
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{
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for (size_t i = 0; i < N; ++i)
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{
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if (isNumericASCII(*buf.position()))
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{
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x *= 10;
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x += *buf.position() & 0x0F;
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++buf.position();
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}
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else
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return;
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}
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}
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else
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{
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for (size_t i = 0; i < N; ++i)
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{
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if (!buf.eof() && isNumericASCII(*buf.position()))
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{
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x *= 10;
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x += *buf.position() & 0x0F;
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++buf.position();
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}
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else
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return;
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}
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}
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while (!buf.eof() && (buf.position() + 8 <= buf.buffer().end()) &&
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is_made_of_eight_digits_fast(buf.position()))
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{
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buf.position() += 8;
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}
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while (!buf.eof() && isNumericASCII(*buf.position()))
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++buf.position();
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}
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template <typename T, typename ReturnType>
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ReturnType readFloatTextFastImpl(T & x, ReadBuffer & in)
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{
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static_assert(std::is_same_v<T, double> || std::is_same_v<T, float>, "Argument for readFloatTextImpl must be float or double");
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static_assert('a' > '.' && 'A' > '.' && '\n' < '.' && '\t' < '.' && '\'' < '.' && '"' < '.', "Layout of char is not like ASCII"); //-V590
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static constexpr bool throw_exception = std::is_same_v<ReturnType, void>;
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bool negative = false;
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x = 0;
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UInt64 before_point = 0;
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UInt64 after_point = 0;
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int after_point_exponent = 0;
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int exponent = 0;
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if (in.eof())
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{
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if constexpr (throw_exception)
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throw ParsingException("Cannot read floating point value", ErrorCodes::CANNOT_PARSE_NUMBER);
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else
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return false;
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}
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if (*in.position() == '-')
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{
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negative = true;
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++in.position();
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}
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auto count_after_sign = in.count();
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constexpr int significant_digits = std::numeric_limits<UInt64>::digits10;
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readUIntTextUpToNSignificantDigits<significant_digits>(before_point, in);
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int read_digits = in.count() - count_after_sign;
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if (unlikely(read_digits > significant_digits))
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{
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int before_point_additional_exponent = read_digits - significant_digits;
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x = shift10(before_point, before_point_additional_exponent);
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}
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else
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{
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x = before_point;
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/// Shortcut for the common case when there is an integer that fit in Int64.
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if (read_digits && (in.eof() || *in.position() < '.'))
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{
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if (negative)
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x = -x;
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return ReturnType(true);
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}
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}
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if (checkChar('.', in))
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{
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auto after_point_count = in.count();
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while (!in.eof() && *in.position() == '0')
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++in.position();
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auto after_leading_zeros_count = in.count();
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auto after_point_num_leading_zeros = after_leading_zeros_count - after_point_count;
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readUIntTextUpToNSignificantDigits<significant_digits>(after_point, in);
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read_digits = in.count() - after_leading_zeros_count;
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after_point_exponent = (read_digits > significant_digits ? -significant_digits : -read_digits) - after_point_num_leading_zeros;
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}
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if (checkChar('e', in) || checkChar('E', in))
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{
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if (in.eof())
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{
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if constexpr (throw_exception)
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throw ParsingException("Cannot read floating point value: nothing after exponent", ErrorCodes::CANNOT_PARSE_NUMBER);
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else
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return false;
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}
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bool exponent_negative = false;
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if (*in.position() == '-')
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{
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exponent_negative = true;
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++in.position();
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}
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else if (*in.position() == '+')
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{
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++in.position();
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}
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readUIntTextUpToNSignificantDigits<4>(exponent, in);
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if (exponent_negative)
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exponent = -exponent;
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}
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if (after_point)
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x += shift10(after_point, after_point_exponent);
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if (exponent)
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x = shift10(x, exponent);
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if (negative)
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x = -x;
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auto num_characters_without_sign = in.count() - count_after_sign;
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/// Denormals. At most one character is read before denormal and it is '-'.
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if (num_characters_without_sign == 0)
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{
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if (in.eof())
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{
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if constexpr (throw_exception)
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throw ParsingException("Cannot read floating point value: no digits read", ErrorCodes::CANNOT_PARSE_NUMBER);
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else
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return false;
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}
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if (*in.position() == '+')
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{
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++in.position();
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if (in.eof())
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{
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if constexpr (throw_exception)
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throw ParsingException("Cannot read floating point value: nothing after plus sign", ErrorCodes::CANNOT_PARSE_NUMBER);
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else
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return false;
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}
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else if (negative)
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{
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if constexpr (throw_exception)
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throw ParsingException("Cannot read floating point value: plus after minus sign", ErrorCodes::CANNOT_PARSE_NUMBER);
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else
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return false;
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}
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}
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if (*in.position() == 'i' || *in.position() == 'I')
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{
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if (assertOrParseInfinity<throw_exception>(in))
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{
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x = std::numeric_limits<T>::infinity();
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if (negative)
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x = -x;
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return ReturnType(true);
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}
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return ReturnType(false);
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}
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else if (*in.position() == 'n' || *in.position() == 'N')
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{
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if (assertOrParseNaN<throw_exception>(in))
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{
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x = std::numeric_limits<T>::quiet_NaN();
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if (negative)
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x = -x;
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return ReturnType(true);
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}
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return ReturnType(false);
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}
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}
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return ReturnType(true);
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}
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template <typename T, typename ReturnType>
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ReturnType readFloatTextSimpleImpl(T & x, ReadBuffer & buf)
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{
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static constexpr bool throw_exception = std::is_same_v<ReturnType, void>;
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bool negative = false;
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x = 0;
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bool after_point = false;
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double power_of_ten = 1;
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if (buf.eof())
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throwReadAfterEOF();
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while (!buf.eof())
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{
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switch (*buf.position())
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{
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case '+':
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break;
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case '-':
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negative = true;
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break;
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case '.':
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after_point = true;
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break;
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case '0': [[fallthrough]];
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case '1': [[fallthrough]];
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case '2': [[fallthrough]];
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case '3': [[fallthrough]];
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case '4': [[fallthrough]];
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case '5': [[fallthrough]];
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case '6': [[fallthrough]];
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case '7': [[fallthrough]];
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case '8': [[fallthrough]];
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case '9':
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if (after_point)
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{
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power_of_ten /= 10;
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x += (*buf.position() - '0') * power_of_ten;
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}
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else
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{
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x *= 10;
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x += *buf.position() - '0';
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}
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break;
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case 'e': [[fallthrough]];
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case 'E':
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{
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++buf.position();
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Int32 exponent = 0;
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readIntText(exponent, buf);
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x = shift10(x, exponent);
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if (negative)
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x = -x;
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return ReturnType(true);
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}
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case 'i': [[fallthrough]];
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case 'I':
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{
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if (assertOrParseInfinity<throw_exception>(buf))
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{
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x = std::numeric_limits<T>::infinity();
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if (negative)
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x = -x;
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return ReturnType(true);
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}
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return ReturnType(false);
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}
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case 'n': [[fallthrough]];
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case 'N':
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{
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if (assertOrParseNaN<throw_exception>(buf))
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{
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x = std::numeric_limits<T>::quiet_NaN();
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if (negative)
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x = -x;
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return ReturnType(true);
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}
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return ReturnType(false);
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}
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default:
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{
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if (negative)
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x = -x;
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return ReturnType(true);
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}
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}
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++buf.position();
|
|
}
|
|
|
|
if (negative)
|
|
x = -x;
|
|
|
|
return ReturnType(true);
|
|
}
|
|
|
|
template <typename T> void readFloatTextPrecise(T & x, ReadBuffer & in) { readFloatTextPreciseImpl<T, void>(x, in); }
|
|
template <typename T> bool tryReadFloatTextPrecise(T & x, ReadBuffer & in) { return readFloatTextPreciseImpl<T, bool>(x, in); }
|
|
|
|
template <typename T> void readFloatTextFast(T & x, ReadBuffer & in) { readFloatTextFastImpl<T, void>(x, in); }
|
|
template <typename T> bool tryReadFloatTextFast(T & x, ReadBuffer & in) { return readFloatTextFastImpl<T, bool>(x, in); }
|
|
|
|
template <typename T> void readFloatTextSimple(T & x, ReadBuffer & in) { readFloatTextSimpleImpl<T, void>(x, in); }
|
|
template <typename T> bool tryReadFloatTextSimple(T & x, ReadBuffer & in) { return readFloatTextSimpleImpl<T, bool>(x, in); }
|
|
|
|
|
|
/// Implementation that is selected as default.
|
|
|
|
template <typename T> void readFloatText(T & x, ReadBuffer & in) { readFloatTextFast(x, in); }
|
|
template <typename T> bool tryReadFloatText(T & x, ReadBuffer & in) { return tryReadFloatTextFast(x, in); }
|
|
|
|
}
|