Float-Formats is a Ruby package with methods to handle diverse floating-point formats. These are some of the things that can be done with it:
- Encoding and decoding numerical values in specific floating point representations.
- Conversion of floating-point data between different formats.
- Obtaining properties of floating-point formats (ranges, precision, etc.)
- Exploring and learning about floating point representations.
- Definition and testing of new floating-point formats.
To install the gem manually:
gem install float-formats
You can find the code in GitHub:
A number of common formats are defined as constants in the Flt module:
Binary floating point representations in little endian order:
- IEEE_binary16 (half precision),
- IEEE_binary32 (single precision),
- IEEE_binary64 (double precision),
- IEEE_binary80 (extended), IEEE_binary128 (quadruple precision) and as little endian: IEEE_binary16_BE, etc.
Decimal formats (using DPD):
- IEEE_decimal32, IEEE_decimal64 and IEEE_decimal128.
Interchange binary & decimal formats:
- IEEE_binary256, IEEE_binary512, IEEE_binary1024, IEEE_decimal192, IEEE_decimal256.
Others can be defined with IEEE.interchange_binary and IEEE.interchange_decimal (see the IEEE module).
Formats of historical interest, some of which are found in file formats still in use.
Mainframe/supercomputer formats: Univac 1100 (UNIVAC_SINGLE, UNIVAC_DOUBLE), IBM 360 etc. (IBM32, IBM64 and IBM128), CDC 6600/7600: (CDC_SINGLE, CDC_DOUBLE), Cray-1: (CRAY).
Minis: PDP11 and Vaxes: (PDP11_F, PDP11_D, VAX_F, VAX_D, VAX_G and VAX_H), HP3000: (XS256, XS256_DOUBLE), Wang 2200: (WANG2200).
Microcomputers (software implementations): Apple II: (APPLE), Microsoft Basic, Spectrum, etc.: (XS128), Microsoft Quickbasic: (MBF_SINGLE, MBF_DOUBLE), Borland Pascal: (BORLAND48).
Embedded systems: Formats used in the Intel 8051 by the C51 compiler: (C51_BCD_FLOAT, C51_BCD_DOUBLE and C51_BCD_LONG_DOUBLE).
Minifloats: AI Formats: (BFLOAT16, MSFP8, MSFP9, MSFP10, MSFP11) Khronos Vulkan unsigned formats: (KHRONOS_VULKAN_UNSIGNED10, KHRONOS_VULKAN_UNSIGNED11)
Formats used in HP RPL calculators: (RPL, RPL_X), HP-71B formats (HP71B, HP71B_X) and classic HP 10 digit calculators: (HP_CLASSIC).
require 'rubygems'
require 'float-formats'
include Flt
The properties of the floating point formats can be queried (which can be used for tables or reports comparing different formats):
Size in bits of the representations:
puts IEEE_binary32.total_bits # -> 32
Numeric radix:
puts IEEE_binary32.radix # -> 2
Digits of precision (radix-based)
puts IEEE_binary32.significand_digits # -> 24
Minimum and maximum values of the radix-based exponent:
puts IEEE_binary32.radix_min_exp # -> -126
puts IEEE_binary32.radix_max_exp # -> 127
Decimal precision
puts IEEE_binary32.decimal_digits_stored # -> 6
puts IEEE_binary32.decimal_digits_necessary # -> 9
Minimum and maximum decimal exponents:
puts IEEE_binary32.decimal_min_exp # -> -37
puts IEEE_binary32.decimal_max_exp # -> 38
For each floating-point format class there is a constructor method with the same name which can build a floating-point value from a variety of parameters:
- Using three integers: the sign (+1 for +, -1 for -), the significand (coefficient or mantissa) and the exponent.
- From a text numeral (with an optional
Numeralsformat specifier) - From a number : converts a numerical value to a floating point representation.
Examples:
File.open('binary_file.dat','wb'){|f| f.write IEEE_binary80('0.1').to_bytes}
puts IEEE_binary80('0.1').to_hex(true) # -> CD CC CC CC CC CC CC CC FB 3F
puts IEEE_binary80(0.1).to_hex(true) # -> CD CC CC CC CC CC CC CC FB 3F
puts IEEE_binary80(+1,123,-2).to_hex(true) # -> 00 00 00 00 00 00 00 F6 03 40
puts IEEE_decimal32('1.234').to_hex(true) # -> 22 20 05 34
A floating-point encoded value can be converted to useful formats with the to_ and similar methods:
split(split as integral sign, significand, exponent)to_textto(num_class)
Examples:
v = IEEE_binary80.from_bytes(File.read('binary_file.dat'))
puts v.to(Rational) # -> 1/10
puts v.split.inspect # -> [1, 14757395258967641293, -67]
puts v.to_text # -> 0.1
puts v.to(Float) # -> 0.1
puts v.to_hex # -> CDCCCCCCCCCCCCCCFB3F
puts v.to_bits # -> 00111111111110111100110011001100110011001100110011001100110011001100110011001101
puts v.to_bits_text(16) # -> 3ffbcccccccccccccccd
Let's show the decimal expression of some interesting values using 3 significative digits:
fmt = Numerals::Format[mode: :general, rounding: [precision: 3]]
puts IEEE_SINGLE.min_value.to_text(fmt) # -> 1e-45
puts IEEE_SINGLE.min_normalized_value.to_text(fmt) # -> 1.18e-38
puts IEEE_SINGLE.max_value.to_text(fmt) # -> 3.40e38
puts IEEE_SINGLE.epsilon.to_text(fmt) # -> 1.19e-7
v = IEEE_EXTENDED.from_text('1.1')
v = v.convert_to(IEEE_SINGLE)
v = v.convert_to(IEEE_DEC64)
This is an optional module to perform conversions and manipulate the native Float format.
require 'float-formats/native'
include Flt
puts float_shortest_dec(0.1) # -> 0.1
puts float_significant_dec(0.1) # -> 0.10000000000000001
puts float_dec(0.1) # -> 0.1000000000000000055511151231257827021181583404541015625
puts float_bin(0.1) # -> 1.100110011001100110011001100110011001100110011001101E-4
puts hex_from_float(0.1) # -> 0x1999999999999ap-56
puts float_significant_dec(Float::MIN_D) # -> 5E-324
puts float_significant_dec(Float::MAX_D) # -> 2.2250738585072009E-308
puts float_significant_dec(Float::MIN_N) # -> 2.2250738585072014E-308
Together with flt/sugar (from Flt) can be use to explore or work with Floats:
require 'flt/sugar'
puts 1.0.next_plus-1 == Float::EPSILON # -> true
puts float_shortest_dec(1.0.next_plus) # -> 1.0000000000000002
puts float_dec(1.0.next_minus) # -> 0.99999999999999988897769753748434595763683319091796875
puts float_dec(1.0.next_plus) # -> 1.0000000000000002220446049250313080847263336181640625
puts float_bin(1.0.next_plus) # -> 1.0000000000000000000000000000000000000000000000000001E0
puts float_bin(1.0.next_minus) # -> 1.1111111111111111111111111111111111111111111111111111E-1
puts float_significant_dec(Float::MIN_D.next_plus) # -> 1.0E-323
puts float_significant_dec(Float::MAX_D.next_minus) # -> 2.2250738585072004E-308
New formats are defined using one of the classes defined in float-formats/classes.rb and passing the necessary parameters in a hash to the constructor.
For example, here we define a binary floating point 32-bits format with 22 bits for the significand, 9 for the exponent and 1 for the sign (these fields are allocated from least to most significant bits). We'll use excess notation with bias 127 for the exponent, interpreting the significand bits as a fractional number with the radix point after the first bit, which will be hidden:
Flt.define(
:MY_FP, BinaryFormat,
fields: [:significand,22,:exponent,9,:sign,1],
bias: 127, bias_mode: :scientific_significand,
hidden_bit: true
)
Now we can encode values in this format, decode values, convet to other formats, query it's range, etc:
Numerals::Format[mode: :general, rounding: [precision: 3]] puts MY_FP('0.1').to_bits_text(16) # -> 1EE66666 puts MY_FP.max_value.to_text # -> 7.8804e115
You can look at float-formats/formats.rb to see how the built-in formats are defined.
This code is free to use under the terms of the MIT license.
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