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+## fast_float number parsing library: 4x faster than strtod
+
+![Ubuntu 20.04 CI (GCC 9)](https://github.com/lemire/fast_float/workflows/Ubuntu%2020.04%20CI%20(GCC%209)/badge.svg)
+![Ubuntu 18.04 CI (GCC 7)](https://github.com/lemire/fast_float/workflows/Ubuntu%2018.04%20CI%20(GCC%207)/badge.svg)
+![Alpine Linux](https://github.com/lemire/fast_float/workflows/Alpine%20Linux/badge.svg)
+![MSYS2-CI](https://github.com/lemire/fast_float/workflows/MSYS2-CI/badge.svg)
+![VS16-CLANG-CI](https://github.com/lemire/fast_float/workflows/VS16-CLANG-CI/badge.svg)
+[![VS16-CI](https://github.com/fastfloat/fast_float/actions/workflows/vs16-ci.yml/badge.svg)](https://github.com/fastfloat/fast_float/actions/workflows/vs16-ci.yml)
+
+The fast_float library provides fast header-only implementations for the C++ from_chars
+functions for `float` and `double` 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 with a C++17-like syntax (the library itself only requires C++11):
+
+```C++
+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, ...);
+```
+
+The return type (`from_chars_result`) is defined as the struct:
+```C++
+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:
+
+``` C++
+#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;
+}
+```
+
+
+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](http://eel.is/c++draft/charconv.from.chars).(7.1)) specification.
+* The `from_chars` function does not skip leading white-space characters.
+* [A leading `+` sign](https://en.cppreference.com/w/cpp/utility/from_chars) is forbidden.
+* It is generally impossible to represent a decimal value exactly as binary floating-point number (`float` and `double` types). 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 `float` and `double` types 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.
+
+We support Visual Studio, macOS, Linux, freeBSD. We support big and little endian. We support 32-bit and 64-bit systems.
+
+
+
+## Using commas as decimal separator
+
+
+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.
+
+```C++
+#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;
+}
+```
+
+
+## Reference
+
+- Daniel Lemire, [Number Parsing at a Gigabyte per Second](https://arxiv.org/abs/2101.11408), Software: Pratice and Experience 51 (8), 2021.
+
+## Other programming languages
+
+- [There is an R binding](https://github.com/eddelbuettel/rcppfastfloat) called `rcppfastfloat`.
+- [There is a Rust port of the fast_float library](https://github.com/aldanor/fast-float-rust/) called `fast-float-rust`.
+- [There is a Java port of the fast_float library](https://github.com/wrandelshofer/FastDoubleParser) called `FastDoubleParser`.
+- [There is a C# port of the fast_float library](https://github.com/CarlVerret/csFastFloat) called `csFastFloat`.
+
+
+## Relation With Other Work
+
+The fastfloat algorithm is part of the [LLVM standard libraries](https://github.com/llvm/llvm-project/commit/87c016078ad72c46505461e4ff8bfa04819fe7ba).
+
+The fast_float library provides a performance similar to that of the [fast_double_parser](https://github.com/lemire/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](https://github.com/microsoft/LightGBM).
+
+## Users
+
+The fast_float library is used by [Apache Arrow](https://github.com/apache/arrow/pull/8494) where it multiplied the number parsing speed by two or three times. It is also used by [Yandex ClickHouse](https://github.com/ClickHouse/ClickHouse) and by [Google Jsonnet](https://github.com/google/jsonnet).
+
+
+## How fast is it?
+
+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.
+
+<img src="http://lemire.me/blog/wp-content/uploads/2020/11/fastfloat_speed.png" width="400">
+
+```
+$ ./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.
+
+
+## Video
+
+[![Go Systems 2020](http://img.youtube.com/vi/AVXgvlMeIm4/0.jpg)](http://www.youtube.com/watch?v=AVXgvlMeIm4)<br />
+
+## Using as a CMake dependency
+
+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:
+
+```cmake
+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):
+
+```cmake
+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.
+
+## Using as single header
+
+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/v1.1.2/fast_float.h
+
+## Credit
+
+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.
+
+## License
+
+<sup>
+Licensed under either of <a href="LICENSE-APACHE">Apache License, Version
+2.0</a> or <a href="LICENSE-MIT">MIT license</a> at your option.
+</sup>
+
+<br>
+
+<sub>
+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 dual licensed as above, without any additional terms or conditions.
+</sub>