# This file is a part of Julia. License is MIT: https://julialang.org/license ## floating-point functions ## copysign(x::Float64, y::Float64) = copysign_float(x, y) copysign(x::Float32, y::Float32) = copysign_float(x, y) copysign(x::Float32, y::Real) = copysign(x, Float32(y)) copysign(x::Float64, y::Real) = copysign(x, Float64(y)) flipsign(x::Float64, y::Float64) = bitcast(Float64, xor_int(bitcast(UInt64, x), and_int(bitcast(UInt64, y), 0x8000000000000000))) flipsign(x::Float32, y::Float32) = bitcast(Float32, xor_int(bitcast(UInt32, x), and_int(bitcast(UInt32, y), 0x80000000))) flipsign(x::Float32, y::Real) = flipsign(x, Float32(y)) flipsign(x::Float64, y::Real) = flipsign(x, Float64(y)) signbit(x::Float64) = signbit(bitcast(Int64, x)) signbit(x::Float32) = signbit(bitcast(Int32, x)) signbit(x::Float16) = signbit(bitcast(Int16, x)) maxintfloat(::Type{Float64}) = 9007199254740992. maxintfloat(::Type{Float32}) = Float32(16777216.) maxintfloat(::Type{Float16}) = Float16(2048f0) maxintfloat(x::T) where {T<:AbstractFloat} = maxintfloat(T) maxintfloat(::Type{S}, ::Type{T}) where {S<:AbstractFloat, T<:Integer} = min(maxintfloat(S), S(typemax(T))) maxintfloat() = maxintfloat(Float64) isinteger(x::AbstractFloat) = (x - trunc(x) == 0) num2hex(x::Float16) = hex(bitcast(UInt16, x), 4) num2hex(x::Float32) = hex(bitcast(UInt32, x), 8) num2hex(x::Float64) = hex(bitcast(UInt64, x), 16) function hex2num(s::AbstractString) if length(s) <= 4 return bitcast(Float16, parse(UInt16, s, 16)) end if length(s) <= 8 return bitcast(Float32, parse(UInt32, s, 16)) end return bitcast(Float64, parse(UInt64, s, 16)) end """ round([T,] x, [digits, [base]], [r::RoundingMode]) Rounds `x` to an integer value according to the provided [`RoundingMode`](@ref), returning a value of the same type as `x`. When not specifying a rounding mode the global mode will be used (see [`rounding`](@ref)), which by default is round to the nearest integer ([`RoundNearest`](@ref) mode), with ties (fractional values of 0.5) being rounded to the nearest even integer. ```jldoctest julia> round(1.7) 2.0 julia> round(1.5) 2.0 julia> round(2.5) 2.0 ``` The optional [`RoundingMode`](@ref) argument will change how the number gets rounded. `round(T, x, [r::RoundingMode])` converts the result to type `T`, throwing an [`InexactError`](@ref) if the value is not representable. `round(x, digits)` rounds to the specified number of digits after the decimal place (or before if negative). `round(x, digits, base)` rounds using a base other than 10. ```jldoctest julia> round(pi, 2) 3.14 julia> round(pi, 3, 2) 3.125 ``` !!! note Rounding to specified digits in bases other than 2 can be inexact when operating on binary floating point numbers. For example, the [`Float64`](@ref) value represented by `1.15` is actually *less* than 1.15, yet will be rounded to 1.2. ```jldoctest julia> x = 1.15 1.15 julia> @sprintf "%.20f" x "1.14999999999999991118" julia> x < 115//100 true julia> round(x, 1) 1.2 ``` """ round(T::Type, x) round(x::Real, ::RoundingMode{:ToZero}) = trunc(x) round(x::Real, ::RoundingMode{:Up}) = ceil(x) round(x::Real, ::RoundingMode{:Down}) = floor(x) # C-style round function round(x::AbstractFloat, ::RoundingMode{:NearestTiesAway}) y = trunc(x) ifelse(x==y,y,trunc(2*x-y)) end # Java-style round function round(x::AbstractFloat, ::RoundingMode{:NearestTiesUp}) y = floor(x) ifelse(x==y,y,copysign(floor(2*x-y),x)) end round(::Type{T}, x::AbstractFloat, r::RoundingMode) where {T<:Integer} = trunc(T,round(x,r)) # adapted from Matlab File Exchange roundsd: http://www.mathworks.com/matlabcentral/fileexchange/26212 # for round, og is the power of 10 relative to the decimal point # for signif, og is the absolute power of 10 # digits and base must be integers, x must be convertable to float function _signif_og(x, digits, base) if base == 10 e = floor(log10(abs(x)) - digits + 1.) og = oftype(x, exp10(abs(e))) elseif base == 2 e = exponent(abs(x)) - digits + 1. og = oftype(x, exp2(abs(e))) else e = floor(log(base, abs(x)) - digits + 1.) og = oftype(x, float(base) ^ abs(e)) end return og, e end function signif(x::Real, digits::Integer, base::Integer=10) digits < 1 && throw(DomainError()) x = float(x) (x == 0 || !isfinite(x)) && return x og, e = _signif_og(x, digits, base) if e >= 0 # for numeric stability r = round(x/og)*og else r = round(x*og)/og end !isfinite(r) ? x : r end for f in (:round, :ceil, :floor, :trunc) @eval begin function ($f)(x::Real, digits::Integer, base::Integer=10) x = float(x) og = convert(eltype(x),base)^digits r = ($f)(x * og) / og if !isfinite(r) if digits > 0 return x elseif x > 0 return $(:ceil == f ? :(convert(eltype(x), Inf)) : :(zero(x))) elseif x < 0 return $(:floor == f ? :(-convert(eltype(x), Inf)) : :(-zero(x))) else return x end end return r end end end # isapprox: approximate equality of numbers """ isapprox(x, y; rtol::Real=sqrt(eps), atol::Real=0, nans::Bool=false, norm::Function) Inexact equality comparison: `true` if `norm(x-y) <= atol + rtol*max(norm(x), norm(y))`. The default `atol` is zero and the default `rtol` depends on the types of `x` and `y`. The keyword argument `nans` determines whether or not NaN values are considered equal (defaults to false). For real or complex floating-point values, `rtol` defaults to `sqrt(eps(typeof(real(x-y))))`. This corresponds to requiring equality of about half of the significand digits. For other types, `rtol` defaults to zero. `x` and `y` may also be arrays of numbers, in which case `norm` defaults to `vecnorm` but may be changed by passing a `norm::Function` keyword argument. (For numbers, `norm` is the same thing as `abs`.) When `x` and `y` are arrays, if `norm(x-y)` is not finite (i.e. `±Inf` or `NaN`), the comparison falls back to checking whether all elements of `x` and `y` are approximately equal component-wise. The binary operator `≈` is equivalent to `isapprox` with the default arguments, and `x ≉ y` is equivalent to `!isapprox(x,y)`. ```jldoctest julia> 0.1 ≈ (0.1 - 1e-10) true julia> isapprox(10, 11; atol = 2) true julia> isapprox([10.0^9, 1.0], [10.0^9, 2.0]) true ``` """ function isapprox(x::Number, y::Number; rtol::Real=rtoldefault(x,y), atol::Real=0, nans::Bool=false) x == y || (isfinite(x) && isfinite(y) && abs(x-y) <= atol + rtol*max(abs(x), abs(y))) || (nans && isnan(x) && isnan(y)) end const ≈ = isapprox ≉(args...; kws...) = !≈(args...; kws...) # default tolerance arguments rtoldefault(::Type{T}) where {T<:AbstractFloat} = sqrt(eps(T)) rtoldefault(::Type{<:Real}) = 0 rtoldefault(x::Union{T,Type{T}}, y::Union{S,Type{S}}) where {T<:Number,S<:Number} = max(rtoldefault(real(T)),rtoldefault(real(S))) # fused multiply-add fma_libm(x::Float32, y::Float32, z::Float32) = ccall(("fmaf", libm_name), Float32, (Float32,Float32,Float32), x, y, z) fma_libm(x::Float64, y::Float64, z::Float64) = ccall(("fma", libm_name), Float64, (Float64,Float64,Float64), x, y, z) fma_llvm(x::Float32, y::Float32, z::Float32) = fma_float(x, y, z) fma_llvm(x::Float64, y::Float64, z::Float64) = fma_float(x, y, z) # Disable LLVM's fma if it is incorrect, e.g. because LLVM falls back # onto a broken system libm; if so, use openlibm's fma instead # 1.0000305f0 = 1 + 1/2^15 # 1.0000000009313226 = 1 + 1/2^30 # If fma_llvm() clobbers the rounding mode, the result of 0.1 + 0.2 will be 0.3 # instead of the properly-rounded 0.30000000000000004; check after calling fma if (Sys.ARCH != :i686 && fma_llvm(1.0000305f0, 1.0000305f0, -1.0f0) == 6.103609f-5 && (fma_llvm(1.0000000009313226, 1.0000000009313226, -1.0) == 1.8626451500983188e-9) && 0.1 + 0.2 == 0.30000000000000004) fma(x::Float32, y::Float32, z::Float32) = fma_llvm(x,y,z) fma(x::Float64, y::Float64, z::Float64) = fma_llvm(x,y,z) else fma(x::Float32, y::Float32, z::Float32) = fma_libm(x,y,z) fma(x::Float64, y::Float64, z::Float64) = fma_libm(x,y,z) end function fma(a::Float16, b::Float16, c::Float16) Float16(fma(Float32(a), Float32(b), Float32(c))) end # This is necessary at least on 32-bit Intel Linux, since fma_llvm may # have called glibc, and some broken glibc fma implementations don't # properly restore the rounding mode Rounding.setrounding_raw(Float32, Rounding.JL_FE_TONEAREST) Rounding.setrounding_raw(Float64, Rounding.JL_FE_TONEAREST)