The fast_float library provides fast header-only implementations for the C++ from_chars
functions for float and double types as well as integer types. These functions convert ASCII strings representing decimal values (e.g., 1.3e10) into binary types. We provide exact rounding (including
round to even). In our experience, these fast_float functions many times faster than comparable number-parsing functions from existing C++ standard libraries.
Specifically, fast_float provides the following two functions to parse floating-point numbers with a C++17-like syntax (the library itself only requires C++11):
from_chars_result from_chars(const char* first, const char* last, float& value, ...);
from_chars_result from_chars(const char* first, const char* last, double& value, ...);You can also parse integer types:
The return type (from_chars_result) is defined as the struct:
struct from_chars_result {
const char* ptr;
std::errc ec;
};It parses the character sequence [first,last) for a number. It parses floating-point numbers expecting a locale-independent format equivalent to the C++17 from_chars function. The resulting floating-point value is the closest floating-point values (using either float or double), using the "round to even" convention for values that would otherwise fall right in-between two values. That is, we provide exact parsing according to the IEEE standard.
Given a successful parse, the pointer (ptr) in the returned value is set to point right after the
parsed number, and the value referenced is set to the parsed value. In case of error, the returned
ec contains a representative error, otherwise the default (std::errc()) value is stored.
The implementation does not throw and does not allocate memory (e.g., with new or malloc).
It will parse infinity and nan values.
Example:
#include "fast_float/fast_float.h"
#include <iostream>
int main() {
const std::string input = "3.1416 xyz ";
double result;
auto answer = fast_float::from_chars(input.data(), input.data()+input.size(), result);
if(answer.ec != std::errc()) { std::cerr << "parsing failure\n"; return EXIT_FAILURE; }
std::cout << "parsed the number " << result << std::endl;
return EXIT_SUCCESS;
}You can parse delimited numbers:
const std::string input = "234532.3426362,7869234.9823,324562.645";
double result;
auto answer = fast_float::from_chars(input.data(), input.data()+input.size(), result);
if(answer.ec != std::errc()) {
// check error
}
// we have result == 234532.3426362.
if(answer.ptr[0] != ',') {
// unexpected delimiter
}
answer = fast_float::from_chars(answer.ptr + 1, input.data()+input.size(), result);
if(answer.ec != std::errc()) {
// check error
}
// we have result == 7869234.9823.
if(answer.ptr[0] != ',') {
// unexpected delimiter
}
answer = fast_float::from_chars(answer.ptr + 1, input.data()+input.size(), result);
if(answer.ec != std::errc()) {
// check error
}
// we have result == 324562.645.Like the C++17 standard, the fast_float::from_chars functions take an optional last argument of
the type fast_float::chars_format. It is a bitset value: we check whether
fmt & fast_float::chars_format::fixed and fmt & fast_float::chars_format::scientific are set
to determine whether we allow the fixed point and scientific notation respectively.
The default is fast_float::chars_format::general which allows both fixed and scientific.
The library seeks to follow the C++17 (see 20.19.3.(7.1)) specification.
- The
from_charsfunction does not skip leading white-space characters. - A leading
+sign is forbidden. - It is generally impossible to represent a decimal value exactly as binary floating-point number (
floatanddoubletypes). We seek the nearest value. We round to an even mantissa when we are in-between two binary floating-point numbers.
Furthermore, we have the following restrictions:
- We only support
floatanddoubletypes at this time. - We only support the decimal format: we do not support hexadecimal strings.
- For values that are either very large or very small (e.g.,
1e9999), we represent it using the infinity or negative infinity value and the returnedecis set tostd::errc::result_out_of_range.
We support Visual Studio, macOS, Linux, freeBSD. We support big and little endian. We support 32-bit and 64-bit systems.
We assume that the rounding mode is set to nearest (std::fegetround() == FE_TONEAREST).
You can also parse integer types using different bases (e.g., 2, 10, 16). The following code will print the number 22250738585072012 three times:
uint64_t i;
const char str[] = "22250738585072012";
auto answer = fast_float::from_chars(str, str + strlen(str), i);
if (answer.ec != std::errc()) {
std::cerr << "parsing failure\n";
return EXIT_FAILURE;
}
std::cout << "parsed the number "<< i << std::endl;
const char binstr[] = "1001111000011001110110111001001010110100111000110001100";
answer = fast_float::from_chars(binstr, binstr + strlen(binstr), i, 2);
if (answer.ec != std::errc()) {
std::cerr << "parsing failure\n";
return EXIT_FAILURE;
}
std::cout << "parsed the number "<< i << std::endl;
const char hexstr[] = "4f0cedc95a718c";
answer = fast_float::from_chars(hexstr, hexstr + strlen(hexstr), i, 16);
if (answer.ec != std::errc()) {
std::cerr << "parsing failure\n";
return EXIT_FAILURE;
}
std::cout << "parsed the number "<< i << std::endl;In C++20, you may use fast_float::from_chars to parse strings
at compile-time, as in the following example:
// consteval forces compile-time evaluation of the function in C++20.
consteval double parse(std::string_view input) {
double result;
auto answer = fast_float::from_chars(input.data(), input.data()+input.size(), result);
if(answer.ec != std::errc()) { return -1.0; }
return result;
}
// This function should compile to a function which
// merely returns 3.1415.
constexpr double constexptest() {
return parse("3.1415 input");
}The library also supports fixed-width floating-point types such as std::float32_t and std::float64_t. E.g., you can write:
std::float32_t result;
auto answer = fast_float::from_chars(f.data(), f.data() + f.size(), result);We also support UTF-16 and UTF-32 inputs, as well as ASCII/UTF-8, as in the following example:
#include "fast_float/fast_float.h"
#include <iostream>
int main() {
const std::u16string input = u"3.1416 xyz ";
double result;
auto answer = fast_float::from_chars(input.data(), input.data()+input.size(), result);
if(answer.ec != std::errc()) { std::cerr << "parsing failure\n"; return EXIT_FAILURE; }
std::cout << "parsed the number " << result << std::endl;
return EXIT_SUCCESS;
}The C++ standard stipulate that from_chars has to be locale-independent. In
particular, the decimal separator has to be the period (.). However,
some users still want to use the fast_float library with in a locale-dependent
manner. Using a separate function called from_chars_advanced, we allow the users
to pass a parse_options instance which contains a custom decimal separator (e.g.,
the comma). You may use it as follows.
#include "fast_float/fast_float.h"
#include <iostream>
int main() {
const std::string input = "3,1416 xyz ";
double result;
fast_float::parse_options options{fast_float::chars_format::general, ','};
auto answer = fast_float::from_chars_advanced(input.data(), input.data()+input.size(), result, options);
if((answer.ec != std::errc()) || ((result != 3.1416))) { std::cerr << "parsing failure\n"; return EXIT_FAILURE; }
std::cout << "parsed the number " << result << std::endl;
return EXIT_SUCCESS;
}You can also parse Fortran-like inputs:
#include "fast_float/fast_float.h"
#include <iostream>
int main() {
const std::string input = "1d+4";
double result;
fast_float::parse_options options{ fast_float::chars_format::fortran };
auto answer = fast_float::from_chars_advanced(input.data(), input.data()+input.size(), result, options);
if((answer.ec != std::errc()) || ((result != 10000))) { std::cerr << "parsing failure\n"; return EXIT_FAILURE; }
std::cout << "parsed the number " << result << std::endl;
return EXIT_SUCCESS;
}You may also enforce the JSON format (RFC 8259):
#include "fast_float/fast_float.h"
#include <iostream>
int main() {
const std::string input = "+.1"; // not valid
double result;
fast_float::parse_options options{ fast_float::chars_format::json };
auto answer = fast_float::from_chars_advanced(input.data(), input.data()+input.size(), result, options);
if(answer.ec == std::errc()) { std::cerr << "should have failed\n"; return EXIT_FAILURE; }
return EXIT_SUCCESS;
}By default the JSON format does not allow inf:
#include "fast_float/fast_float.h"
#include <iostream>
int main() {
const std::string input = "inf"; // not valid in JSON
double result;
fast_float::parse_options options{ fast_float::chars_format::json };
auto answer = fast_float::from_chars_advanced(input.data(), input.data()+input.size(), result, options);
if(answer.ec == std::errc()) { std::cerr << "should have failed\n"; return EXIT_FAILURE; }
}You can allow it with a non-standard json_or_infnan variant:
#include "fast_float/fast_float.h"
#include <iostream>
int main() {
const std::string input = "inf"; // not valid in JSON but we allow it with json_or_infnan
double result;
fast_float::parse_options options{ fast_float::chars_format::json_or_infnan };
auto answer = fast_float::from_chars_advanced(input.data(), input.data()+input.size(), result, options);
if(answer.ec != std::errc() || (!std::isinf(result))) { std::cerr << "should have parsed infinity\n"; return EXIT_FAILURE; }
return EXIT_SUCCESS;
}The fast_float library is part of:
- GCC (as of version 12): the
from_charsfunction in GCC relies on fast_float. - WebKit, the engine behind Safari (Apple's web browser)
- DuckDB
- Apache Arrow where it multiplied the number parsing speed by two or three times
- Google Jsonnet
- ClickHouse
The fastfloat algorithm is part of the LLVM standard libraries. There is a derived implementation part of AdaCore.
The fast_float library provides a performance similar to that of the fast_double_parser library but using an updated algorithm reworked from the ground up, and while offering an API more in line with the expectations of C++ programmers. The fast_double_parser library is part of the Microsoft LightGBM machine-learning framework.
- Daniel Lemire, Number Parsing at a Gigabyte per Second, Software: Practice and Experience 51 (8), 2021.
- Noble Mushtak, Daniel Lemire, Fast Number Parsing Without Fallback, Software: Practice and Experience 53 (7), 2023.
- There is an R binding called
rcppfastfloat. - There is a Rust port of the fast_float library called
fast-float-rust. - There is a Java port of the fast_float library called
FastDoubleParser. It used for important systems such as Jackson. - There is a C# port of the fast_float library called
csFastFloat.
It can parse random floating-point numbers at a speed of 1 GB/s on some systems. We find that it is often twice as fast as the best available competitor, and many times faster than many standard-library implementations.
$ ./build/benchmarks/benchmark
# parsing random integers in the range [0,1)
volume = 2.09808 MB
netlib : 271.18 MB/s (+/- 1.2 %) 12.93 Mfloat/s
doubleconversion : 225.35 MB/s (+/- 1.2 %) 10.74 Mfloat/s
strtod : 190.94 MB/s (+/- 1.6 %) 9.10 Mfloat/s
abseil : 430.45 MB/s (+/- 2.2 %) 20.52 Mfloat/s
fastfloat : 1042.38 MB/s (+/- 9.9 %) 49.68 Mfloat/s
See https://github.com/lemire/simple_fastfloat_benchmark for our benchmarking code.
This library is header-only by design. The CMake file provides the fast_float target
which is merely a pointer to the include directory.
If you drop the fast_float repository in your CMake project, you should be able to use
it in this manner:
add_subdirectory(fast_float)
target_link_libraries(myprogram PUBLIC fast_float)Or you may want to retrieve the dependency automatically if you have a sufficiently recent version of CMake (3.11 or better at least):
FetchContent_Declare(
fast_float
GIT_REPOSITORY https://github.com/lemire/fast_float.git
GIT_TAG tags/v1.1.2
GIT_SHALLOW TRUE)
FetchContent_MakeAvailable(fast_float)
target_link_libraries(myprogram PUBLIC fast_float)
You should change the GIT_TAG line so that you recover the version you wish to use.
The script script/amalgamate.py may be used to generate a single header
version of the library if so desired.
Just run the script from the root directory of this repository.
You can customize the license type and output file if desired as described in
the command line help.
You may directly download automatically generated single-header files:
https://github.com/fastfloat/fast_float/releases/download/v6.1.1/fast_float.h
If you need support for RFC 7159 (JSON standard), you may want to consider using the fast_double_parser library instead.
Though this work is inspired by many different people, this work benefited especially from exchanges with Michael Eisel, who motivated the original research with his key insights, and with Nigel Tao who provided invaluable feedback. Rémy Oudompheng first implemented a fast path we use in the case of long digits.
The library includes code adapted from Google Wuffs (written by Nigel Tao) which was originally published under the Apache 2.0 license.
Licensed under either of Apache License, Version 2.0 or MIT license or BOOST license .Unless you explicitly state otherwise, any contribution intentionally submitted for inclusion in this repository by you, as defined in the Apache-2.0 license, shall be triple licensed as above, without any additional terms or conditions.
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