-
New type system capabilities (#8974, #18457)
-
Type parameter constraints can refer to previous parameters, e.g.
type Foo{R<:Real, A<:AbstractArray{R}}
. Can also be used in method definitions. -
New syntax
Array{T} where T<:Integer
, indicating a union of types over all specified values ofT
(represented by aUnionAll
type). This provides behavior similar to parametric methods ortypealias
, but can be used anywhere a type is accepted. This syntax can also be used in method definitions, e.g.function inv(M::Matrix{T}) where T<:AbstractFloat
. Anonymous functions can have type parameters via the syntax((x::Array{T}) where T<:Real) -> 2x
. -
Implicit type parameters, e.g.
Vector{<:Real}
is equivalent toVector{T} where T<:Real
, and similarly forVector{>:Int}
(#20414). -
Much more accurate subtype and type intersection algorithms. Method sorting and identification of equivalent and ambiguous methods are improved as a result.
-
-
"Inner constructor" syntax for parametric types is deprecated. For example, in this definition:
type Foo{T,S<:Real} x Foo(x) = new(x) end
the syntax
Foo(x) = new(x)
actually defined a constructor forFoo{T,S}
, i.e. the case where the type parameters are specified. For clarity, this definition now must be written asFoo{T,S}(x) where {T,S<:Real} = new(x)
(#11310, #20308). -
The keywords used to define types have changed (#19157, #20418).
-
immutable
changes tostruct
-
type
changes tomutable struct
-
abstract
changes toabstract type ... end
-
bitstype 32 Char
changes toprimitive type Char 32 end
In 0.6,
immutable
andtype
are still allowed as synonyms without a deprecation warning. -
-
Multi-line and single-line nonstandard command literals have been added. A nonstandard command literal is like a nonstandard string literal, but the syntax uses backquotes (
`
) instead of double quotes, and the resulting macro called is suffixed with_cmd
. For instance, the syntaxq`xyz`
is equivalent to@q_cmd "xyz"
(#18644). -
Nonstandard string and command literals can now be qualified with their module. For instance,
Base.r"x"
is now parsed asBase.@r_str "x"
. Previously, this syntax parsed as an implicit multiplication (#18690). -
For every binary operator
⨳
,a .⨳ b
is now automatically equivalent to thebroadcast
call(⨳).(a, b)
. Hence, one no longer defines methods for.*
etcetera. This also means that "dot operations" automatically fuse into a single loop, along with other dot callsf.(x)
(#17623). Similarly for unary operators (#20249). -
Newly defined methods are no longer callable from the same dynamic runtime scope they were defined in (#17057).
-
isa
is now parsed as an infix operator with the same precedence asin
(#19677). -
@.
is now parsed as@__dot__
, and can be used to add dots to every function call, operator, and assignment in an expression (#20321). -
The identifier
_
can be assigned, but accessing its value is deprecated, allowing this syntax to be used in the future for discarding values (#9343, #18251, #20328). -
The
typealias
keyword is deprecated, and should be replaced withVector{T} = Array{T,1}
or aconst
assignment (#20500). -
Experimental feature:
x^n
for integer literalsn
(e.g.x^3
orx^-3
) is now lowered toBase.literal_pow(^, x, Val{n})
, to enable compile-time specialization for literal integer exponents (#20530, #20889).
This section lists changes that do not have deprecation warnings.
-
readline
,readlines
andeachline
return lines without line endings by default. You must usereadline(s, chomp=false)
, etc. to get the old behavior where returned lines include trailing end-of-line character(s) (#19944). -
String
s no longer have a.data
field (as part of a significant performance improvement). UseVector{UInt8}(str)
to access a string as a byte array. However, allocating theVector
object has overhead. You can also usecodeunit(str, i)
to access thei
th byte of aString
. Usesizeof(str)
instead oflength(str.data)
, andpointer(str)
instead ofpointer(str.data)
(#19449). -
Operations between
Float16
andIntegers
now returnFloat16
instead ofFloat32
(#17261). -
Keyword arguments are processed left-to-right: if the same keyword is specified more than once, the rightmost occurrence takes precedence (#17785).
-
The
lgamma(z)
function now uses a different (more standard) branch cut forreal(z) < 0
, which differs fromlog(gamma(z))
by multiples of 2π in the imaginary part (#18330). -
broadcast
now handles tuples, and treats any argument that is not a tuple or an array as a "scalar" (#16986). -
broadcast
now produces aBitArray
instead ofArray{Bool}
for functions yielding a boolean result. If you wantArray{Bool}
, usebroadcast!
or.=
(#17623). -
Broadcast
A[I...] .= X
with entirely scalar indicesI
is deprecated as its behavior will change in the future. UseA[I...] = X
instead. -
Operations like
.+
and.*
onRange
objects are now genericbroadcast
calls (see above) and produce anArray
. If you want aRange
result, use+
and*
, etcetera (#17623). -
broadcast
now treatsRef
(except forPtr
) arguments as 0-dimensional arrays (#18965). -
broadcast
now handles missing data (Nullable
s) allowing operations to be lifted over mixtures ofNullable
s and scalars, as if theNullable
were like an array with zero or one element (#16961, #19787). -
The runtime now enforces when new method definitions can take effect (#17057). The flip-side of this is that new method definitions should now reliably actually take effect, and be called when evaluating new code (#265).
-
The array-scalar methods of
/
,\
,*
,+
, and-
now follow broadcast promotion rules. (Likewise for the now-deprecated array-scalar methods ofdiv
,mod
,rem
,&
,|
, andxor
; see "Deprecated or removed" below.) (#19692). -
broadcast!(f, A)
now callsf()
for each element ofA
, rather than doingfill!(A, f())
(#19722). -
rmprocs
now throws an exception if requested workers have not been completely removed beforewaitfor
seconds. With awaitfor=0
,rmprocs
returns immediately without waiting for worker exits. -
quadgk
has been moved from Base into a separate package (#19741). -
The
Collections
module has been removed, and all functions defined therein have been moved to theDataStructures
package (#19800). -
The
RepString
type has been moved to the LegacyStrings.jl package. -
In macro calls with parentheses, e.g.
@m(a=1)
, assignments are now parsed as=
expressions, instead of askw
expressions (#7669). -
When used as an infix operator,
~
is now parsed as a call to an ordinary operator with assignment precedence, instead of as a macro call (#20406). -
(µ "micro" and ɛ "latin epsilon") are considered equivalent to the corresponding Greek characters in identifiers.
\varepsilon
now tab-completes to U+03B5 (greek small letter epsilon) (#19464). -
retry
now inputs the keyword argumentsdelays
andcheck
instead ofn
andmax_delay
. The previous functionality can be achieved settingdelays
toExponentialBackOff
(#19331). -
transpose(::AbstractVector)
now always returns aRowVector
view of the input (which is a special 1×n-sizedAbstractMatrix
), not aMatrix
, etc. In particular, forv::AbstractVector
we now have(v.').' === v
andv.' * v
is a scalar (#19670). -
Parametric types with "unspecified" parameters, such as
Array
, are now represented asUnionAll
types instead ofDataType
s (#18457). -
Union
types have two fields,a
andb
, instead of a singletypes
field. The empty typeUnion{}
is represented by a singleton of typeTypeofBottom
(#18457). -
The type
NTuple{N}
now refers to tuples where every element has the same type (since it is shorthand forNTuple{N,T} where T
). To get the old behavior of matching any tuple, useNTuple{N,Any}
(#18457). -
FloatRange
has been replaced byStepRangeLen
, and the internal representation ofLinSpace
has changed. Aside from changes in the internal field names, this leads to several differences in behavior (#18777):-
Both
StepRangeLen
andLinSpace
can represent ranges of arbitrary object types---they are no longer limited to floating-point numbers. -
For ranges that produce
Float64
,Float32
, orFloat16
numbers,StepRangeLen
can be used to produce values with little or no roundoff error due to internal arithmetic that is typically twice the precision of the output result. -
To take advantage of this precision,
linspace(start, stop, len)
now returns a range of typeStepRangeLen
rather thanLinSpace
whenstart
andstop
areFloatNN
.LinSpace(start, stop, len)
always returns aLinSpace
. -
StepRangeLen(a, step, len)
constructs an ordinary-precision range using the values and types ofa
andstep
as given, whereasrange(a, step, len)
will attempt to match inputsa::FloatNN
andstep::FloatNN
to rationals and construct aStepRangeLen
that internally uses twice-precision arithmetic. These two outcomes exhibit differences in both precision and speed.
-
-
A=>B
expressions are now parsed as calls instead of using=>
as the expression head (#20327). -
The
count
function no longer sums non-boolean values (#20404) -
The generic
getindex(::AbstractString, ::AbstractVector)
method's signature has been tightened togetindex(::AbstractString, ::AbstractVector{<:Integer})
. Consequently, indexing intoAbstractString
s with non-AbstractVector{<:Integer}
AbstractVector
s now throws aMethodError
in the absence of an appropriate specialization. (Previously such cases failed less explicitly with the exception ofAbstractVector{Bool}
, which now throws anArgumentError
noting that logical indexing into strings is not supported.) (#20248) -
Bessel, Hankel, Airy, error, Dawson, eta, zeta, digamma, inverse digamma, trigamma, and polygamma special functions have been moved from Base to the SpecialFunctions.jl package (#20427). Note that
airy
,airyx
andairyprime
have been deprecated in favor of more specific functions (airyai
,airybi
,airyaiprime
,airybiprimex
,airyaix
,airybix
,airyaiprimex
,airybiprimex
) (#18050). -
When a macro is called in the module in which that macro is defined, global variables in the macro are now correctly resolved in the macro definition environment. Breakage from this change commonly manifests as undefined variable errors that do not occur under 0.5. Fixing such breakage typically requires sprinkling additional
esc
s in the offending macro (#15850). -
write
on anIOBuffer
now returns a signed integer in order to be consistent with other buffers (#20609). -
The
<:Integer
division fallback/(::Integer, ::Integer)
, which formerly inappropriately took precedence over other division methods for some mixed-integer-type division calls, has been removed (#19779). -
@async
,@spawn
,@spawnat
,@fetch
and@fetchfrom
no longer implicitly localize variables. Previously, the expression would be wrapped in an implicitlet
block (#19594). -
parse
no longer accepts IPv4 addresses including leading zeros, octal, or hexadecimal. Convert IPv4 addresses including octal or hexadecimal to decimal, and remove leading zeros in decimal addresses (#19811). -
Closures shipped for remote execution via
@spawn
orremotecall
now automatically serialize globals defined under Main. For details, please refer to the paragraph on "Global variables" under the "Parallel computing" chapter in the manual (#19594). -
homedir
now determines the user's home directory vialibuv
'suv_os_homedir
, rather than from environment variables (#19636). -
Workers now listen on an ephemeral port assigned by the OS. Previously workers would listen on the first free port available from 9009 (#21818).
-
A new
@views
macro was added to convert a whole expression or block of code to use views for all slices (#20164). -
max
,min
, and related functions (minmax
,maximum
,minimum
,extrema
) now returnNaN
forNaN
arguments (#12563). -
oneunit(x)
function to return a dimensionful version ofone(x)
(which is clarified to mean a dimensionless quantity ifx
is dimensionful) (#20268). -
The
chop
andchomp
functions now return aSubString
(#18339). -
Numbered stackframes printed in stacktraces can now be opened in an editor by entering the corresponding number in the REPL and pressing
^Q
(#19680). -
The REPL now supports something called prompt pasting (#17599). This activates when pasting text that starts with
julia>
into the REPL. In that case, only expressions starting withjulia>
are parsed, the rest are removed. This makes it possible to paste a chunk of code that has been copied from a REPL session without having to scrub away prompts and outputs. This can be disabled or enabled at will withBase.REPL.enable_promptpaste(::Bool)
. -
The function
print_with_color
can now take a color represented by an integer between 0 and 255 inclusive as its first argument (#18473). For a number-to-color mapping, please refer to this chart. It is also possible to use numbers as colors in environment variables that customizes colors in the REPL. For example, to get orange warning messages, simply setENV["JULIA_WARN_COLOR"] = 208
. Please note that not all terminals support 256 colors. -
The function
print_with_color
no longer prints text in bold by default (#18628). Instead, the function now take a keyword argumentbold::Bool
which determines whether to print in bold or not. On some terminals, printing a color in non bold results in slightly darker colors being printed than when printing in bold. Therefore, light versions of the colors are now supported. For the available colors see the help entry onprint_with_color
. -
The default text style for REPL input and answers has been changed from bold to normal (#11250). They can be changed back to bold by setting the environment variables
JULIA_INPUT_COLOR
andJULIA_ANSWER_COLOR
to"bold"
. For example, one way of doing this is addingENV["JULIA_INPUT_COLOR"] = :bold
andENV["JULIA_ANSWER_COLOR"] = :bold
to the.juliarc.jl
file. See the manual section on customizing colors for more information. -
The default color for info messages has been changed from blue to cyan (#18442), and for warning messages from red to yellow (#18453). This can be changed back to the original colors by setting the environment variables
JULIA_INFO_COLOR
to"blue"
andJULIA_WARN_COLOR
to"red"
. -
Iteration utilities that wrap iterators and return other iterators (
enumerate
,zip
,rest
,countfrom
,take
,drop
,cycle
,repeated
,product
,flatten
,partition
) have been moved to the moduleBase.Iterators
(#18839). -
BitArrays can now be constructed from arbitrary iterables, in particular from generator expressions, e.g.
BitArray(isodd(x) for x = 1:100)
(#19018). -
hcat
,vcat
, andhvcat
now work withUniformScaling
objects, so you can now do e.g.[A I]
and it will concatenate an appropriately sized identity matrix (#19305). -
New
accumulate
andaccumulate!
functions were added, which generalizecumsum
andcumprod
. Also known as a scan operation (#18931). -
reshape
now allows specifying one dimension with aColon()
(:
) for the new shape, in which case that dimension's length will be computed such that its product with all the other dimensions is equal to the length of the original array (#19919). -
The new
to_indices
function provides a uniform interface for index conversions, taking an array and a tuple of indices as arguments and returning a tuple of integers and/or arrays of supported scalar indices. It will throw anArgumentError
for any unsupported indices, and the returned arrays should be iterated over (and not indexed into) to support more efficient logical indexing (#19730).-
Using colons (
:
) to represent a collection of indices is deprecated. They now must be explicitly converted to a specialized array of integers with theto_indices
function. As a result, the type ofSubArray
s that represent views over colon indices has changed. -
Logical indexing is now more efficient. Logical arrays are converted by
to_indices
to a lazy, iterable collection of indices that doesn't support indexing. A deprecation provides indexing support with O(n) lookup. -
The performance of indexing with
CartesianIndex
es is also improved in many situations.
-
-
A new
titlecase
function was added, to capitalize the first character of each word within a string (#19469). -
any
andall
now always short-circuit, andmapreduce
never short-circuits (#19543). That is, not every member of the input iterable will be visited if atrue
(in the case ofany
) orfalse
(in the case ofall
) value is found, andmapreduce
will visit all members of the iterable. -
Additional methods for
ones
andzeros
functions were added to support the same signature as thesimilar
function (#19635). -
count
now has acount(itr)
method equivalent tocount(identity, itr)
(#20403). -
Methods for
map
andfilter
withNullable
arguments have been implemented; the semantics are as if theNullable
were a container with zero or one elements (#16961). -
New
@test_warn
and@test_nowarn
macros were added in theBase.Test
module to test for the presence or absence of warning messages (#19903). -
logging
can now be used to redirectinfo
,warn
, anderror
messages either universally or on a per-module/function basis (#16213). -
New function
Base.invokelatest(f, args...)
to call the latest version of a function in circumstances where an older version may be called instead (e.g. in a function callingeval
) (#19784). -
A new
iszero(x)
function was added, to quickly check whetherx
is zero (or is all zeros, for an array) (#19950). -
notify
now returns a count of tasks woken up (#19841). -
A new nonstandard string literal
raw"..."
was added, for creating strings with no interpolation or unescaping (#19900). -
A new
Dates.Time
type was added that supports representing the time of day with up to nanosecond resolution (#12274). -
Raising one or negative one to a negative integer power formerly threw a
DomainError
. One raised to any negative integer power now yields one, negative one raised to any negative even integer power now yields one, and negative one raised to any negative odd integer power now yields negative one. Similarly, raisingtrue
to any negative integer power now yieldstrue
rather than throwing aDomainError
(#18342). -
A new
@macroexpand
macro was added as a convenient alternative to themacroexpand
function (#18660). -
invoke
now supports keyword arguments (#20345). -
A new
ConjArray
type was added, as a wrapper type for lazy complex conjugation of arrays. Currently, it is used by default for the newRowVector
type only, and enforces that bothtranspose(vec)
andctranspose(vec)
are views not copies (#20047). -
rem
now accepts aRoundingMode
argument viarem(x, y, r::RoundingMode)
, yieldingx - y*round(x/y, r)
without intermediate rounding. In particular,rem(x, y, RoundNearest)
yields a value in the interval[-abs(y)/2, abs(y)/2]
), which corresponds to the IEE754remainder
function. Similarly,rem2pi(x, r::RoundingMode)
now exists as well, yieldingrem(x, 2pi, r::RoundingMode)
but with greater accuracy (#10946). -
map[!]
andbroadcast[!]
now have dedicated methods for sparse/structured vectors/matrices. Specifically,map[!]
andbroadcast[!]
over combinations including one or moreSparseVector
,SparseMatrixCSC
,Diagonal
,Bidiagonal
,Tridiagonal
, orSymTridiagonal
, and any number ofbroadcast
scalars,Vector
s, orMatrix
s, now efficiently yieldSparseVector
s orSparseMatrix
s as appropriate (#19239, #19371, #19518, #19438, #19690, #19724, #19926, #19934, #20009). -
The operators
!
and∘
(\circ<tab>
at the REPL and in most code editors) now respectively perform predicate function negation and function composition. For example,map(!iszero, (0, 1))
is now equivalent tomap(x -> !iszero(x), (0, 1))
andmap(uppercase ∘ hex, 250:255)
is now equivalent tomap(x -> uppercase(hex(x)), 250:255)
(#17155). -
enumerate
now supports the two-argument formenumerate(::IndexStyle, iterable)
. This form allows specification of the returned indices' style. For example,enumerate(IndexLinear, iterable)
yields linear indices andenumerate(IndexCartesian, iterable)
yields cartesian indices (#16378).
-
ccall
is now implemented as a macro, removing the need for special code-generator support forIntrinsics
(#18754). -
ccall
gained limited support for allvmcall
calling-convention. This can replace many uses ofllvmcall
with a simpler, shorter declaration (#18754). -
All
Intrinsics
are nowBuiltin
functions instead and have proper error checking and fall-back static compilation support (#18754).
-
ipermutedims(A::AbstractArray, p)
has been deprecated in favor ofpermutedims(A, invperm(p))
(#18891). -
Linear indexing is now only supported when there is exactly one non-cartesian index provided. Allowing a trailing index at dimension
d
to linearly access the higher dimensions from arrayA
(beyondsize(A, d)
) has been deprecated as a stricter constraint during bounds checking. Instead,reshape
the array such that its dimensionality matches the number of indices (#20079). -
Multimedia.@textmime "mime"
has been deprecated. Instead defineMultimedia.istextmime(::MIME"mime") = true
(#18441). -
isdefined(a::Array, i::Int)
has been deprecated in favor ofisassigned
(#18346). -
The three-argument
SubArray
constructor (which acceptsdims::Tuple
as its third argument) has been deprecated in favor of the two-argument equivalent (thedims::Tuple
argument being superfluous) (#19259). -
is
has been deprecated in favor of===
(which used to be an alias foris
) (#17758). -
Ambiguous methods for addition and subtraction between
UniformScaling
s andNumber
s, for example(+)(J::UniformScaling, x::Number)
, have been deprecated in favor of unambiguous, explicit equivalents, for exampleJ.λ + x
(#17607). -
num
andden
have been deprecated in favor ofnumerator
anddenominator
respectively (#19233,#19246). -
delete!(ENV::EnvDict, k::AbstractString, def)
has been deprecated in favor ofpop!(ENV, k, def)
. Be aware thatpop!
returnsk
ordef
, whereasdelete!
returnsENV
ordef
(#18012). -
infix operator
$
has been deprecated in favor of infix⊻
or functionxor
(#18977). -
The single-argument form of
write
(write(x)
, with implicitSTDOUT
output stream), has been deprecated in favor of the explicit equivalentwrite(STDOUT, x)
(#17654). -
Dates.recur
has been deprecated in favor offilter
(#19288) -
A number of ambiguous
convert
operations betweenNumber
s (especiallyReal
s) andDate
,DateTime
, andPeriod
types have been deprecated in favor of unambiguousconvert
and explicit constructor calls. Additionally, ambiguous colon construction of<:Period
ranges without step specification, for exampleDates.Hour(1):Dates.Hour(2)
, has been deprecated in favor of such construction including step specification, for exampleDates.Hour(1):Dates.Hour(1):Dates.Hour(2)
(#19920). -
cummin
andcummax
have been deprecated in favor ofaccumulate
(#18931). -
The
Array
constructor syntaxArray(T, dims...)
has been deprecated in favor of the formsArray{T,N}(dims...)
(whereN
is known, or particularlyVector{T}(dims...)
forN = 1
andMatrix{T}(dims...)
forN = 2
), andArray{T}(dims...)
(whereN
is not known). Likewise forSharedArray
s (#19989). -
sumabs
andsumabs2
have been deprecated in favor ofsum(abs, x)
andsum(abs2, x)
, respectively.maxabs
andminabs
have similarly been deprecated in favor ofmaximum(abs, x)
andminimum(abs, x)
. Likewise for the in-place counterparts of these functions (#19598). -
The array-reducing form of
isinteger
(isinteger(x::AbstractArray)
) has been deprecated in favor ofall(isinteger, x)
(#19925). -
produce
,consume
and iteration over a Task object have been deprecated in favor of using Channels for inter-task communication (#19841). -
The
negate
keyword has been deprecated from all functions in theDates
adjuster API (adjust
,tonext
,toprev
,Date
,Time
, andDateTime
). Instead use predicate function negation via the!
operator (see Library Improvements) (#20213). -
@test_approx_eq x y
has been deprecated in favor of@test isapprox(x,y)
or@test x ≈ y
(#4615). -
Matrix()
andMatrix{T}()
have been deprecated in favor of the explicit formsMatrix(0, 0)
andMatrix{T}(0, 0)
(#20330). -
Vectorized functions have been deprecated in favor of dot syntax (#17302, #17265, #18558, #19711, #19712, #19791, #19802, #19931, #20543, #20228).
-
All methods of character predicates (
isalnum
,isalpha
,iscntrl
,isdigit
,isnumber
,isgraph
,islower
,isprint
,ispunct
,isspace
,isupper
,isxdigit
) that acceptAbstractStrings
have been deprecated in favor ofall
. For example,isnumber("123")
should now be expressedall(isnumber, "123")
(#20342). -
A few names related to indexing traits have been changed:
LinearIndexing
andlinearindexing
have been deprecated in favor ofIndexStyle
.LinearFast
has been deprecated in favor ofIndexLinear
, andLinearSlow
has been deprecated in favor ofIndexCartesian
(#16378). -
The two-argument forms of
map
(map!(f, A)
) andasyncmap!
(asyncmap!(f, A)
) have been deprecated in anticipation of future semantic changes (#19721). -
unsafe_wrap(String, ...)
has been deprecated in favor ofunsafe_string
(#19449). -
zeros
andones
methods accepting an element type as the first argument and an array as the second argument, for examplezeros(Float64, [1, 2, 3])
, have been deprecated in favor of equivalent methods with the second argument instead the size of the array, for examplezeros(Float64, size([1, 2, 3]))
(#21183). -
Base.promote_eltype_op
has been deprecated (#19669, #19814, #19937). -
isimag
has been deprecated (#19949). -
The tuple-of-types form of
invoke
,invoke(f, (types...), ...)
, has been deprecated in favor of the tuple-type forminvoke(f, Tuple{types...}, ...)
(#18444). -
Base._promote_array_type
has been deprecated (#19766). -
Methods allowing indexing of tuples by
AbstractArray
s with more than one dimension have been deprecated. (Indexing a tuple by such a higher-dimensionalAbstractArray
should yield a tuple with more than one dimension, but tuples are one-dimensional.) (#19737). -
@test_approx_eq a b
has been deprecated in favor of@test a ≈ b
(or, equivalently,@test ≈(a, b)
or@test isapprox(a, b)
).@test_approx_eq_eps
has been deprecated in favor of new@test
syntax:@test
now supports the syntax@test f(args...) key=val ...
for@test f(args..., key=val...)
. This syntax allows, for example, writing@test a ≈ b atol=c
in place of@test ≈(a, b, atol=c)
(and hence@test_approx_eq_eps a b c
) (#19901). -
takebuf_array
has been deprecated in favor oftake!
, andtakebuf_string(x)
has been deprecated in favor ofString(take!(x))
(#19088). -
convert
methods fromDiagonal
andBidiagonal
to subtypes ofAbstractTriangular
have been deprecated (#17723). -
Base.LinAlg.arithtype
has been deprecated. If you were usingarithtype
within apromote_op
call, instead usepromote_op(Base.LinAlg.matprod, Ts...)
. Otherwise, consider defining equivalent functionality locally (#18218). -
Special characters (
#{}()[]<>|&*?~;
) should now be quoted in commands. For example,`export FOO=1\;`
should replace`export FOO=1;`
and`cd $dir '&&' $thingie`
should replace`cd $dir && $thingie`
(#19786). -
Zero-argument
Channel
constructors (Channel()
,Channel{T}()
) have been deprecated in favor of equivalents accepting an explicitChannel
size (Channel(2)
,Channel{T}(2)
) (#18832). -
The zero-argument constructor
MersenneTwister()
has been deprecated in favor of the explicitMersenneTwister(0)
(#16984). -
Base.promote_type(op::Type, Ts::Type...)
has been removed as part of an overhaul ofbroadcast
's promotion mechanism. If you need the functionality of thatBase.promote_type
method, consider defining it locally viaCore.Inference.return_type(op, Tuple{Ts...})
(#18642). -
bitbroadcast
has been deprecated in favor ofbroadcast
, which now produces aBitArray
instead ofArray{Bool}
for functions yielding a boolean result (#19771). -
To complete the deprecation of histogram-related functions,
midpoints
has been deprecated. Instead use the StatsBase.jl package'smidpoints
function (#20058). -
Passing a type argument to
LibGit2.cat
has been deprecated in favor of a simpler, two-argument method forLibGit2.cat
(#20435). -
The
LibGit2.owner
function for finding the repository which owns a given Git object has been deprecated in favor ofLibGit2.repository
(#20135). -
The
LibGit2.GitAnyObject
type has been renamed toLibGit2.GitUnknownObject
to clarify its intent (#19935). -
The
LibGit2.GitOid
type has been renamed toLibGit2.GitHash
for clarity (#19878). -
Finalizing
LibGit2
objects withfinalize
has been deprecated in favor of usingclose
(#19660). -
Parsing string dates from a
Dates.DateFormat
object has been deprecated as part of a larger effort toward faster, more extensible date parsing (#20952). -
linspace
andlogspace
now require an explicit number of elements to be supplied rather than defaulting to50
. -
similar(::Associative)
has been deprecated in favor ofempty(::Associative)
, andsimilar(::Associative, ::Pair{K, V})
has been deprecated in favour ofempty(::Associative, K, V)
(#24390).
- In
polly
builds (USE_POLLY := 1
), the new flag--polly={yes|no}
controls whether@polly
declarations are respected. (With--polly=no
,@polly
declarations are ignored.) This flag is also available in non-polly
builds (USE_POLLY := 0
), but has no effect (#18159).
-
Generator expressions:
f(i) for i in 1:n
(#4470). This returns an iterator that computes the specified values on demand. This is useful for computing, e.g.sum(f(i) for i in 1:n)
without creating an intermediate array of values. -
Generators and comprehensions support filtering using
if
(#550) and nested iteration using multiplefor
keywords (#4867). -
Fused broadcasting syntax:
f.(args...)
is equivalent tobroadcast(f, args...)
(#15032), and nestedf.(g.(args...))
calls are fused into a singlebroadcast
loop (#17300). Similarly, the syntaxx .= ...
is equivalent to abroadcast!(identity, x, ...)
call and fuses with nested "dot" calls; also,x .+= y
and similar is now equivalent tox .= x .+ y
, rather thanx = x .+ y
(#17510). -
Macro expander functions are now generic, so macros can have multiple definitions (e.g. for different numbers of arguments, or optional arguments) (#8846, #9627). However note that the argument types refer to the syntax tree representation, and not to the types of run time values.
-
Varargs functions like
foo{T}(x::T...)
may now restrict the number of such arguments usingfoo{T,N}(x::Vararg{T,N})
(#11242). -
x ∈ X
is now a synonym forx in X
infor
loops and comprehensions, as it already was in comparisons (#13824). -
The
PROGRAM_FILE
global is now available for determining the name of the running script (#14114). -
The syntax
x.:sym
(e.g.Base.:+
) is now supported, while usingx.(:sym)
orx.(i)
for field access are deprecated in favor ofgetfield
(#15032). -
Function return type syntax
function f()::T
has been added (#1090). Values returned from a function with such a declaration will be converted to the specified typeT
. -
Many more operators now support
.
prefixes (e.g..≤
) (#17393). However, users are discouraged from overloading these, since they are mainly parsed in order to implement backwards compatibility with planned automatic broadcasting of dot operators in Julia 0.6 (#16285). Explicitly qualified operator names likeBase.≤
should now useBase.:≤
(prefixed by@compat
if you need 0.4 compatibility via theCompat
package). -
User-extensible bounds check elimination is now possible with the new
@boundscheck
macro (#14474). This macro marks bounds checking code blocks, which the compiler may remove when encountered inside an@inbounds
call.
-
Support for multi-threading. Loops with independent iterations can be easily parallelized with the
Threads.@threads
macro. -
Support for arrays with indexing starting at values different from 1. The array types are expected to be defined in packages, but now Julia provides an API for writing generic algorithms for arbitrary indexing schemes (#16260).
-
Each function and closure now has its own type. The captured variables of a closure are fields of its type.
Function
is now an abstract type, and is the default supertype of functions and closures. All functions, including anonymous functions, are generic and support all features (e.g. keyword arguments). Instead of adding methods tocall
, methods are added by type using the syntax(::ftype)(...) = ...
.call
is deprecated (#13412). A significant result of this language change is that higher order functions can be specialized on their function arguments, leading to much faster functional programming, typically as fast as if function arguments were manually inlined. See below for details. -
Square brackets and commas (e.g.
[x, y]
) no longer concatenate arrays, and always simply construct a vector of the provided values. Ifx
andy
are arrays,[x, y]
will be an array of arrays (#3737, #2488, #8599). -
using
andimport
are now case-sensitive even on case-insensitive filesystems (common on Mac and Windows) (#13542). -
Relational algebra symbols are now allowed as infix operators (#8036):
⨝
,⟕
,⟖
,⟗
for joins and▷
for anti-join. -
A warning is always given when a method is overwritten; previously, this was done only when the new and old definitions were in separate modules (#14759).
-
The
if
keyword cannot be followed immediately by a line break (#15763). -
Juxtaposition of numeric literals ending in
.
(e.g.1.x
) is no longer allowed (#15731). -
The built-in
NTuple
type has been removed;NTuple{N,T}
is now implemented internally asTuple{Vararg{T,N}}
(#11242). -
Use of the syntax
x::T
to declare the type of a local variable is deprecated. In the future this will always mean type assertion, and declarations should uselocal x::T
instead (#16071). Whenx
is global,x::T = ...
andglobal x::T
used to mean type assertion, but this syntax is now reserved for type declaration (#964). -
Dictionary comprehension syntax
[ a=>b for x in y ]
is deprecated. UseDict(a=>b for x in y)
instead (#16510). -
Parentheses are no longer allowed around iteration specifications, e.g.
for (i = 1:n)
(#17668).
This section lists changes that do not have deprecation warnings.
-
All dimensions indexed by scalars are now dropped, whereas previously only trailing scalar dimensions would be omitted from the result (#13612). This is a very major behavioral change, but should cause obvious failures. To retain a dimension sliced with a scalar
i
slice withi:i
instead. -
The assignment operations
.+=
,.*=
and so on now generate calls tobroadcast!
on the left-hand side (or call toview(a, ...)
on the left-hand side if the latter is an indexing expression, e.g.a[...]
). This means that they will fail if the left-hand side is immutable (or does not supportview
), and will otherwise change the left-hand side in-place (#17510, #17546). -
Method ambiguities no longer generate warnings when files are loaded, nor do they dispatch to an arbitrarily-chosen method; instead, a call that cannot be resolved to a single method results in a
MethodError
at run time, rather than the previous definition-time warning (#6190). -
Array comprehensions preserve the dimensions of the input ranges. For example,
[2x for x in A]
will have the same dimensions asA
(#16622). -
The result type of an array comprehension depends only on the types of elements computed, instead of using type inference (#7258). If the result is empty, then type inference is still used to determine the element type.
-
reshape
is now defined to always share data with the original array. If a reshaped copy is needed, usecopy(reshape(a))
orcopy!
to a new array of the desired shape (#4211). -
mapslices
now re-uses temporary storage. Recipient functions that expect input slices to be persistent should copy data to other storage (#17266). All usages ofmapslices
should be carefully audited since this change can cause silent, incorrect behavior, rather than failing noisily. -
Local variables and arguments are represented in lowered code as numbered
Slot
objects instead of as symbols (#15609). -
The information that used to be in the
ast
field of theLambdaStaticData
type is now divided among the fieldscode
,slotnames
,slottypes
,slotflags
,gensymtypes
,rettype
,nargs
, andisva
in theLambdaInfo
type (#15609). -
A <: B
is parsed asExpr(:(<:), :A, :B)
in all cases (#9503). This also applies to the>:
operator. -
Simple 2-argument comparisons like
A < B
are parsed as calls instead of using the:comparison
expression type (#15524). The:comparison
expression type is still produced in ASTs when comparisons are chained (e.g.A < B ≤ C
). -
map
on a dictionary now expects a function that expects and returns aPair
. The result is now another dictionary instead of an array (#16622). -
Bit shift operations (i.e.
<<
,>>
, and>>>
) now handle negative shift counts differently: Negative counts are interpreted as shifts in the opposite direction. For example,4 >> -1 == 4 << +1 == 8
. Previously, negative counts would implicitly overflow to large positive counts, always yielding either0
or-1
.
-
Strings (#16107):
-
The
UTF8String
andASCIIString
types have been merged into a singleString
type (#16058). Useisascii(s)
to check whether a string contains only ASCII characters. Theascii(s)
function now convertss
toString
, raising anArgumentError
exception ifs
is not pure ASCII. -
The
UTF16String
andUTF32String
types and correspondingutf16
andutf32
converter functions have been removed from the standard library. If you need these types, they have been moved to the LegacyStrings.jl package. In the future, more robust Unicode string support will be provided by the StringEncodings.jl package. If you only need these types to call wide string APIs (UTF-16 on Windows, UTF-32 on UNIX), consider using the newtranscode
function (see below) or theCwstring
type as accall
argument type, which also ensures correct NUL termination of string data. -
A
transcode(T, src)
function is now exported for converting data between UTF-xx Unicode encodings (#17323). -
The basic string construction routines are now
string(args...)
,String(s)
,unsafe_string(ptr)
(formerlybytestring(ptr)
), andunsafe_wrap(String, ptr)
(formerlypointer_to_string
) (#16731). -
Comparisons between
Char
s andInteger
s are now deprecated (#16024):'x' == 120
now produces a warning but still evaluates totrue
. In the future it may evaluate tofalse
or the comparison may be an error. To compare characters with integers you should either convert the integer to a character value or convert the character to the corresponding code point first: e.g.'x' == Char(120)
orInt('x') == 120
. The former is usually preferable. -
Support for Unicode 9 (#17402).
-
-
Arrays and linear algebra:
-
Dimensions indexed by multidimensional arrays add dimensions. More generally, the dimensionality of the result is the sum of the dimensionalities of the indices (#15431).
-
New
normalize
andnormalize!
convenience functions for normalizing vectors (#13681). -
QR matrix factorization:
-
A new
SparseVector
type allows for one-dimensional sparse arrays. Slicing and reshaping sparse matrices now return vectors when appropriate. Thesparsevec
function returns a one-dimensional sparse vector instead of a one-column sparse matrix. TheSparseMatrix
module has been renamed toSparseArrays
(#13440). -
Rank one update and downdate functions,
lowrankupdate
,lowrankupdate!
,lowrankdowndate
, andlowrankdowndate!
, have been introduced for dense Cholesky factorizations (#14243, #14424). -
All
sparse
methods now retain provided numerical zeros as structural nonzeros; to drop numerical zeros, usedropzeros!
(#14798, #15242). -
setindex!
methods for sparse matrices and vectors no longer purge allocated entries on zero assignment. To drop stored entries from sparse matrices and vectors, useBase.SparseArrays.dropstored!
(#17404). -
Concatenating dense and sparse matrices now returns a sparse matrix (#15172).
-
-
Files and I/O:
-
The
open
function now respectsumask
on UNIX when creating files (#16466, #16502). -
A new function
walkdir()
returns an iterator that walks the tree of a directory (#8814, #13707).for (root, dirs, files) in walkdir(expanduser("~/.julia/v0.5/Plots/src")) println("$(length(files)) \t files in $root") end 19 files in /Users/me/.julia/v0.5/Plots/src 15 files in /Users/me/.julia/v0.5/Plots/src/backends 4 files in /Users/me/.julia/v0.5/Plots/src/deprecated
-
A new function
chown()
changes the ownership of files (#15007). -
Display properties can now be passed among output functions (e.g.
show
) using anIOContext
object (#13825). -
Cmd(cmd; ...)
now accepts new Windows-specific optionswindows_verbatim
(to alter Windows command-line generation) andwindows_hide
(to suppress creation of new console windows) (#13780). -
There is now a default no-op
flush(io)
function for allIO
types (#16403).
-
-
Parallel computing:
-
pmap
keyword argumentserr_retry=true
anderr_stop=false
are deprecated. Action to be taken on errors can be specified via theon_error
keyword argument. Retry is specified viaretry_n
,retry_on
andretry_max_delay
(#15409, #15975, #16663). -
The functions
remotecall
,remotecall_fetch
, andremotecall_wait
now have the function argument as the first argument to allow for do-block syntax (#13338).
-
-
Statistics:
-
Testing:
-
The
Base.Test
module now has a@testset
feature to bundle tests together and delay throwing an error until the end (#13062). -
The new features are mirrored in the BaseTestNext.jl package for users who would like to use the new functionality on Julia v0.4.
-
The BaseTestDeprecated.jl package provides the old-style
handler
functionality, for compatibility with code that needs to support both Julia v0.4 and v0.5.
-
-
Package management:
-
The package system (
Pkg
) is now based on thelibgit2
library, rather than running thegit
program, increasing performance (especially on Windows) (#11196). -
Package-development functions like
Pkg.tag
andPkg.publish
have been moved to an external PkgDev package (#13387). -
Updating only a subset of the packages is now supported, e.g.
Pkg.update("Example")
(#17132).
-
-
Miscellanous:
-
Prime number related functions have been moved from
Base
to the Primes.jl package (#16481). -
Most of the combinatorics functions have been moved from
Base
to the Combinatorics.jl package (#13897). -
New
foreach
function for calling a function on every element of a collection when the results are not needed (#13774). Compared tomap(f, v)
, which allocates and returns a result array,foreach(f, v)
callsf
on each element ofv
, returning nothing. -
The new
Base.StackTraces
module makes stack traces easier to use programmatically (#14469). -
The
libjulia
library is now properly versioned and installed to the public<prefix>/lib
directory, instead of the private<prefix>/lib/julia
directory (#16362). -
System reflection is now more consistently exposed from
Sys
and notBase
(e.g. constants such asWORD_SIZE
andCPU_CORES
).OS_NAME
has been replaced bySys.KERNEL
and always reports the name of the kernel (as reported byuname
). The@windows_only
and@osx
family of macros have been replaced with functions such asis_windows()
andis_apple()
. There is now also a@static
macro that will evaluate the condition of an if-statement at compile time, for when a static branch is required (#16219). -
Date
andDateTime
values can now be rounded to a specified resolution (e.g., 1 month or 15 minutes) withfloor
,ceil
, andround
(#17037).
-
-
Machine SIMD types can be represented in Julia as a homogeneous tuple of
VecElement
(#15244). -
The performance of higher-order and anonymous functions has been greatly improved. For example,
map(x->2x, A)
performs as well as2.*A
(#13412). -
On windows, a DLL of standard library code is now precompiled and used by default, improving startup time (#16953).
-
LLVM has been upgraded to version 3.7.1, improving the quality of generated code and debug info. However compile times may be slightly longer (#14623).
This release greatly improves support for ARM, and introduces support for Power.
-
The following function names have been simplified and unified (#13232):
-
get_bigfloat_precision
->precision(BigFloat)
-
set_bigfloat_precision
->setprecision
-
with_bigfloat_precision
->setprecision
-
get_rounding
->rounding
-
set_rounding
->setrounding
-
with_rounding
->setrounding
-
-
The method
A_ldiv_B!(SparseMatrixCSC, StridedVecOrMat)
has been deprecated in favor of versions that require the matrix to be in factored form (#13496). -
chol(A,Val{:U/:L})
has been deprecated in favor ofchol(A)
(#13680). -
rem1(x,y)
is discontinued due to inconsistency forx==0
. Usemod1
instead (#14140). -
The
FS
module has been renamed toFilesystem
. Calling the functionsisreadable
,iswritable
, andisexecutable
on filesystem paths has been deprecated (#12819). -
RemoteRef
has been deprecated in favor ofRemoteChannel
(#14458). -
super
has been renamed tosupertype
(#14335). -
parseip(str)
has been deprecated in favor ofparse(IPAddr, str)
(#14676). -
readall
has been renamed toreadstring
, andreadbytes
has been renamed toread
(#14608, #14660). -
fieldoffsets(x)
has been deprecated in favor of callingfieldoffset(x, i)
on each field (#14777). -
issym
is deprecated in favor ofissymmetric
to match similar functions (ishermitian
, ...) (#15192). -
scale
is deprecated in favor of eitherα*A
,Diagonal(x)*A
, orA*Diagonal(x)
(#15258). -
"Functor" types are no longer necessary and have been deprecated (#15804). To maintain performance on older versions of Julia the Compat.jl package provides a
@functorize
macro. -
bitunpack(B)
andbitpack(A)
have been deprecated in favor ofArray(B)
andBitArray(A)
, respectively (#16010). -
xdump
is removed, anddump
now simply shows the full representation of a value.dump
should not be overloaded, since it is for examining concrete structure (#4163). -
sprandbool
has been deprecated in favor ofsprand(Bool, ...)
orsprand(rng, Bool, ...)
(#11688, #16098). -
The lowercase
symbol
function has been deprecated in favor of theSymbol
constructor (#16154). -
writemime
is deprecated, and output methods specifying a MIME type are now methods ofshow
(#14052). -
BLAS utility functions
blas_set_num_threads
,blas_vendor
, andcheck_blas
have been moved to the BLAS module asBLAS.set_num_threads
,BLAS.vendor
, andBLAS.check
(#10548, #16600). -
print_escaped
has been renamed toescape_string
,print_unescaped
has been renamed tounescape_string
, andprint_joined
has been renamed tojoin
(#16603). -
pointer_to_string
has been renamed tounsafe_wrap(String, ...)
, andpointer_to_array
has been renamed tounsafe_wrap(Array, ...)
(#16731). -
sub
andslice
have been deprecated in favor ofview
(#16972). -
Sparse matrix functions
etree
,ereach
,csc_permute
, andsymperm
have been moved to the SuiteSparse.jl package (#12231, #17033). -
The no-op
transpose
fallback for non-numeric arrays has been deprecated. Consider introducing suitabletranspose
methods or callingpermutedims(x, (2, 1))
for matrices andreshape(x, 1, length(x))
for vectors. (#13171, #17075, #17374). -
The following macros have been deprecated (#16219):
@windows
is deprecated in favor ofis_windows()
@unix
is deprecated in favor ofis_unix()
@osx
is deprecated in favor ofis_apple()
@linux
is deprecated in favor ofis_linux()
@windows_only
is deprecated in favor ofif is_windows()
@unix_only
is deprecated in favor ofif is_unix()
@osx_only
is deprecated in favor ofif is_apple()
@linux_only
is deprecated in favor ofif is_linux()
- NOTE: Using
@static
could be useful/necessary when used in a function's local scope. See details at the section entitled Handling Operating System Variation in the manual.
-
The
-F
flag to load~/.juliarc
has been deprecated in favor of--startup-file=yes
(#9482). -
The
-f
and--no-startup
flags to disable loading of~/.juliarc
have been deprecated in favor of--startup-file=no
(#9482). -
The
-P
and--post-boot
flags for evaluating an expression in "interactive mode" have been deprecated in favor of-i -e
(#16854). -
The
--no-history-file
flag to disable loading of~/.julia_history
has been deprecated in favor of--history-file=no
(#9482).
-
The Julia debugger makes its debut with this release. Install it with
Pkg.add("Gallium")
, and the documentation should get you going. The JuliaCon talk on Gallium shows off various features of the debugger. -
The Juno IDE has matured significantly, and now also includes support for plotting and debugging.
-
Cxx.jl provides a convenient FFI for calling C++ code from Julia.
-
Function call overloading: for arbitrary objects
x
(not of typeFunction
),x(...)
is transformed intocall(x, ...)
, andcall
can be overloaded as desired. Constructors are now a special case of this mechanism, which allows e.g. constructors for abstract types.T(...)
falls back toconvert(T, x)
, so allconvert
methods implicitly define a constructor (#8712, #2403). -
Unicode version 8 is now supported for identifiers etcetera (#7917, #12031).
-
Type parameters now permit any
isbits
type, not justInt
andBool
(#6081). -
Keyword argument names can be computed, using syntax such as
f(; symbol => val)
(#7704). -
The syntax
@generated function
enables generation of specialized methods based on argument types. At compile time, the function is called with its arguments bound to their types instead of to their values. The function then returns an expression forming the body of the function to be called at run time (#7311). -
Documentation system for functions, methods, types and macros in packages and user code (#8791).
-
The syntax
function foo end
can be used to introduce a generic function without yet adding any methods (#8283). -
Incremental precompilation of modules: call
VERSION >= v"0.4.0-dev+6521" && __precompile__()
at the top of a module file to automatically precompile it when it is imported (#12491), or manually runBase.compilecache(modulename)
. The resulting precompiled.ji
file is saved in~/.julia/lib/v0.4
(#8745).-
See manual section on
Module initialization and precompilation
(underModules
) for details and errata. In particular, to be safely precompilable a module may need an__init__
function to separate code that must be executed at runtime rather than precompile time. Modules that are not precompilable should call__precompile__(false)
. -
The precompiled
.ji
file includes a list of dependencies (modules and files that were imported/included at precompile-time), and the module is automatically recompiled uponimport
when any of its dependencies have changed. Explicit dependencies on other files can be declared withinclude_dependency(path)
(#12458). -
New option
--output-incremental={yes|no}
added to invoke the equivalent ofBase.compilecache
from the command line.
-
-
The syntax
new{parameters...}(...)
can be used in constructors to specify parameters for the type to be constructed (#8135). -
++
is now parsed as an infix operator, but does not yet have a default definition (#11030, #11686). -
Support for inter-task communication using
Channels
(#12264). See https://docs.julialang.org/en/latest/manual/parallel-computing/#channels for details. -
RemoteRef
s now point to remote channels. The remote channels can be of length greater than 1. Default continues to be of length 1 (#12385). See https://docs.julialang.org/en/latest/manual/parallel-computing/#remoterefs-and-abstractchannels for details. -
@__LINE__
special macro now available to reflect invocation source line number (#12727).
-
Tuple types are now written as
Tuple{A, B}
instead of as(A, B)
. Tuples of bits types are inlined into structs and arrays, like other immutable types....
now does splatting inside parentheses, instead of constructing a variadic tuple type (#10380). Variadic tuple types are written asTuple{Vararg{T}}
. -
Using
[x,y]
to concatenate arrays is deprecated, and in the future will construct a vector ofx
andy
instead (#3737, #2488, #8599). -
Significant improvements to
ccall
andcfunction
-
As a safer alternative to creating pointers (
Ptr
), the managed reference typeRef
has been added. ARef
points to the data contained by a value in an abstract sense, and in a way that is GC-safe. For example,Ref(2)
points to a storage location that contains the integer2
, andRef(array,3)
points to the third element of an array. ARef
can be automatically converted to a native pointer when passed to accall
. -
When passing a by-reference argument to
ccall
, you can declare the argument type to beRef{T}
instead ofPtr{T}
, and just passx
instead of&x
. -
ccall
is now lowered to callunsafe_convert(T, cconvert(T, x))
on each argument.cconvert
falls back toconvert
, but can be used to convert an argument to an arbitrarily-different representation more suitable for passing to C.unsafe_convert
then handles conversions toPtr
. -
ccall
andcfunction
now support correctly passing and returning structs, following the platform ABI (assuming the C types are mirrored accurately in Julia). -
cfunction
arguments of struct-like Julia types are now passed by value. IfRef{T}
is used as acfunction
argument type, it will look up the method applicable toT
, but pass the argument by reference (as Julia functions usually do). However, this should only be used for objects allocated by Julia and forisbits
types.
-
-
convert(Ptr,x)
is deprecated for most types, replaced byunsafe_convert
. You can stillconvert
between pointer types, and between pointers andInt
orUInt
. -
Module
__init__
methods no longer swallow thrown exceptions; they now throw anInitError
wrapping the thrown exception (#12576). -
Unsigned
BigInt
literal syntax has been removed (#11105). Unsigned literals larger thanUInt128
now throw a syntax error. -
error(::Exception)
anderror(::Type{Exception})
have been deprecated in favor of using an explicitthrow
(#9690). -
Uint
etcetera are renamed toUInt
(#8905). -
String
is renamed toAbstractString
(#8872). -
FloatingPoint
is renamed toAbstractFloat
(#12162). -
None
is deprecated; useUnion{}
instead (#8423). -
Nothing
(the type ofnothing
) is renamed toVoid
(#8423). -
Arrays can be constructed with the syntax
Array{T}(m,n)
(#3214, #10075). -
Dict
literal syntax[a=>b,c=>d]
is replaced byDict(a=>b,c=>d)
,{a=>b}
is replaced byDict{Any,Any}(a=>b)
, and(K=>V)[...]
is replaced byDict{K,V}(...)
. The new syntax has many advantages: all of its components are first-class, it generalizes to other types of containers, it is easier to guess how to specify key and value types, and the syntaxes for empty and pre-populated dicts are synchronized. As part of this change,=>
is parsed as a normal operator, andBase
defines it to constructPair
objects (#6739). -
Char
is no longer a subtype ofInteger
(#8816). Char now supports a more limited set of operations withInteger
types:- comparison / equality
Char
+Int
=Char
Char
-Char
=Int
-
round
rounds to the nearest integer using the default rounding mode, which is ties-to-even by default (#8750). -
A custom triple-quoted string like
x"""..."""
no longer invokes anx_mstr
macro. Instead, the string is first unindented and thenx_str
is invoked, as if the string had been single-quoted (#10228). -
Colons (
:
) within indexing expressions are no longer lowered to the range1:end
. Instead, the:
identifier is passed directly. Custom array types that implementgetindex
orsetindex!
methods must also extend those methods to support arguments of typeColon
(#10331). -
Unions of types should now be written with curly braces instead of parentheses, i.e.
Union{Type1, Type2}
instead ofUnion(Type1, Type2)
(#11432). -
The keyword
local
is no longer allowed in global scope. Uselet
instead ofbegin
to create a new scope from the top level (#7234, #10472). -
Triple-quoted strings no longer treat tabs as 8 spaces. Instead, the longest common prefix of spaces and tabs is removed.
-
global x
in a nested scope is now a syntax error ifx
is local to the enclosing scope (#7264/#11985). -
The default
importall Base.Operators
is deprecated, and relying on it will give a warning (#8113). -
remotecall_fetch
andfetch
now rethrow any uncaught remote exception locally as aRemoteException
. Previously they would return the remote exception object. The worker pid, remote exception and remote backtrace are available in the thrownRemoteException
. -
If any of the enclosed async operations in a
@sync
block throw exceptions, they are now collected in aCompositeException
and theCompositeException
thrown.
-
The
-i
option now forces the REPL to run after loading the specified script (if any) (#11347). -
New option
--handle-signals={yes|no}
to disable Julia's signal handlers. -
The
--depwarn={yes|no|error}
option enables/disables syntax and method deprecation warnings, or turns them into errors (#9294). -
Some command line options are slated for deprecation / removal
-f, --no-startup
Don't load ~/.juliarc (deprecated, use --startup-file=no)-F
Load ~/.juliarc (deprecated, use --startup-file=yes)`-P, --post-boot <expr>
Evaluate , but don't disable interactive mode (deprecated, use -i -e instead)--no-history-file
Don't load history file (deprecated, use --history-file=no)
-
Functions may be annotated with metadata (
:meta
expressions) to be used by the compiler (#8297). -
@inline
before a function definition forces the compiler to inline the function (#8297). -
Loads from heap-allocated immutables are hoisted out of loops in more cases (#8867).
-
Accessing fields that are always initialized no longer produces undefined checks (#8827).
-
New generational garbage collector which greatly reduces GC overhead for many commmon workloads (#5227).
-
Build with USE_GPL_LIBS=0 to exclude all GPL libraries and code (#10870).
-
Linear algebra
-
The
LinAlg
module is now exported. -
sparse(A)
now takes anyAbstractMatrix
A as an argument (#10031). -
Factorization API is now type-stable; functions dispatch on
Val{false}
orVal{true}
instead of a boolean value (#9575). -
Added generic Cholesky factorization, and the Cholesky factorization is now parametrized by the matrix type (#7236).
-
Sparse
cholfact
andldltfact
functions now accept aperm
keyword for user-provided permutations and ashift
keyword to factorize a shifted matrix (#10844). -
New
svds
function for the sparse truncated SVD (#9425). -
Symmetric
andHermitian
immutables are now parametrized by the matrix type (#7992). -
New
ordschur
andordschur!
functions for sorting a Schur factorization by the eigenvalues (#8467,#9701). -
Givens
type doesn't have a size anymore and is no longer a subtype ofAbstractMatrix
(#8660). -
Large speedup in sparse
\
and splitting of Cholesky and LDLᵀ factorizations intocholfact
andldltfact
(#10117). -
Add sparse least squares to
\
by addingqrfact
for sparse matrices based on the SPQR library (#10180). -
Split
Triangular
type intoUpperTriangular
,LowerTriangular
,UnitUpperTriagular
andUnitLowerTriangular
(#9779) -
OpenBLAS 64-bit (ILP64) interface is now compiled with a
64_
suffix (#8734) to avoid conflicts with external libraries using a 32-bit BLAS (#4923). -
New
vecdot
function, analogous tovecnorm
, for Euclidean inner products over any iterable container (#11067). -
p = plan_fft(x)
and similar functions now return aBase.DFT.Plan
object, rather than an anonymous function. Calling it viap(x)
is deprecated in favor ofp * x
orp \ x
(for the inverse), and it can also be used withA_mul_B!
to employ pre-allocated output arrays (#12087). -
LU{T,Tridiagonal{T}}
now supports extraction ofL
,U
,p
, andP
factors (#12137). -
Allocations in sparse matrix factorizations are now tracked by Julia's garbage collector (#12034).
-
-
Strings
-
NUL-terminated strings should now be passed to C via the new
Cstring
type, notPtr{UInt8}
orPtr{Cchar}
, in order to check whether the string is free of NUL characters (which would cause silent truncation in C). The analogous typeCwstring
should be used for NUL-terminatedwchar_t*
strings (#10994). -
graphemes(s)
returns an iterator over grapheme substrings ofs
(#9261). -
Character predicates such as
islower()
,isspace()
, etc. use utf8proc to provide uniform cross-platform behavior and up-to-date, locale-independent support for Unicode standards (#5939). -
reverseind
function to convert indices in reversed strings (e.g. from reversed regex searches) to indices in the original string (#9249). -
charwidth(c)
andstrwidth(s)
now return up-to-date cross-platform results (via utf8proc) (#10659): Julia now likes pizza (#3721), but some terminals still don't. -
is_valid_char(c)
, (nowisvalid(Char,c)
(#11241)), now correctly handles Unicode "non-characters", which are valid Unicode codepoints (#11171). -
Backreferences in replacement strings in calls to
replace
with aRegex
pattern are now supported (#11849). Use thes
string prefix to indicate a replacement string contains a backreference. For example,replace("ab", r"(.)(.)", s"\2\1")
yields "ba". -
Capture groups in regular expressions can now be named using PCRE syntax,
(?P<group_name>...)
. Capture group matches can be accessed by name by indexing aMatch
object with the name of the group (#11566). -
countlines()
now counts all lines, not just non-empty (#11947).
-
-
Array and AbstractArray improvements
-
New multidimensional iterators and index types for efficient iteration over
AbstractArray
s. Array iteration should generally be written asfor i in eachindex(A) ... end
rather thanfor i = 1:length(A) ... end
(#8432). -
New implementation of SubArrays with substantial performance and functionality improvements (#8501).
-
AbstractArray subtypes only need to implement
size
andgetindex
for scalar indices to support indexing; all other indexing behaviors (including logical indexing, ranges of indices, vectors, colons, etc.) are implemented in default fallbacks. Similarly, they only need to implement scalarsetindex!
to support all forms of indexed assingment (#10525). -
AbstractArrays that do not extend
similar
now return anArray
by default (#10525).
-
-
Data structures
-
New
sortperm!
function for pre-allocated index arrays (#8792). -
Switch from
O(N)
toO(log N)
algorithm fordequeue!(pq, key)
withPriorityQueue
. This provides major speedups for large queues (#8011). -
PriorityQueue
now includes the order type among its parameters,PriorityQueue{KeyType,ValueType,OrderType}
. An empty queue can be constructed aspq = PriorityQueue(KeyType,ValueType)
, if you intend to use the defaultForward
order, orpq = PriorityQueue(KeyType, ValueType, OrderType)
otherwise (#8011). -
Efficient
mean
andmedian
for ranges (#8089). -
deepcopy
recurses through immutable types and makes copies of their mutable fields (#8560). -
copy(a::DArray)
will now make a copy of aDArray
(#9745).
-
-
New types
-
Enums are now supported through the
@enum EnumName EnumValue1 EnumValue2
syntax. Enum member values also support abitrary value assignment by the@enum EnumName EnumValue1=1 EnumValue2=10 EnumValue3=20
syntax (#10168). -
New
Dates
module for calendar dates and other time-interval calculations (#7654). -
New
Nullable
type for missing data (#8152). -
A new
Val{T}
type allows one to dispatch on bits-type values (#9452). -
linspace
now returns aLinSpace
object which lazily computes linear interpolation of values between the start and stop values. It "lifts" endpoints which are approximately rational in the same manner as thecolon
operator.
-
-
Arithmetic
-
convert
now checks for overflow when truncating integers or converting between signed and unsigned (#5413). -
Arithmetic is type-preserving for more types; e.g.
(x::Int8) + (y::Int8)
now yields anInt8
(#3759). -
Reductions (e.g.
reduce
,sum
) widen small types (integers smaller thanInt
, andFloat16
). -
Added optional rounding argument to floating-point constructors (#8845).
-
Equality (
==
) and inequality (<
/<=
) comparisons are now correct across all numeric types (#9133, #9198). -
Rational arithmetic throws errors on overflow (#8672).
-
Optional
log
andlog1p
functions implemented in pure Julia (experimental) (#10008). -
The
MathConst
type has been renamedIrrational
(#11922). -
isapprox
now has simpler and more sensible default tolerances (#12393), supports arrays, and has synonyms≈
(U+2248, LaTeX\approx
) and≉
(U+2249, LaTeX\napprox
) forisapprox
and!isapprox
, respectively (#12472).
-
-
Numbers
-
Random numbers
-
Streamlined random number generation APIs #8246. The default
rand
no longer uses global state in the underlying C library, dSFMT, making it closer to being thread-safe (#8399, #8832). All APIs can now take anAbstractRNG
argument (#8854, #9065). The seed argument tosrand
is now optional (#8320, #8854). The APIs accepting a range argument are extended to accept an arbitraryAbstractArray
(#9049). Passing a range ofBigInt
torand
orrand!
is now supported (#9122). There are speed improvements across the board (#8808, #8941, #8958, #9083). -
The
randexp
andrandexp!
functions are exported (#9144).
-
-
File
-
Added function
readlink
which returns the value of a symbolic link "path" (#10714). -
Added function
ismount
which checks if a directory is a mount point (#11279). -
The
cp
function now accepts keyword argumentsremove_destination
andfollow_symlinks
(#10888). -
The
mv
function now accepts keyword argumentremove_destination
(#11145).
-
-
Pipe()
creates a bidirectional I/O object that can be passed tospawn
orpipeline
for redirecting process streams (#12739). -
Other improvements
-
You can now tab-complete emoji via their short names, using
\:name:<tab>
(#10709). -
gc_enable
subsumesgc_disable
, and also returns the previous GC state. -
assert
,@assert
now throws anAssertionError
exception type (#9734). -
@simd
now rejects invalid control flow (@goto
/ break / continue) in the inner loop body at compile time (#8624). -
The
machinefile
now supports a host count (#7616). -
code_native
now outputs branch labels (#8897). -
Added
recvfrom
to get source address of UDP packets (#9418). -
ClusterManager
performance improvements (#9309) and support for changing transports(#9434). -
Added
Base.get_process_title
/Base.set_process_title
(#9957). -
readavailable
now returns a byte vector instead of a string. -
New
lock
andunlock
functions, operating onReentrantLock
, to lock a stream during concurrent writes from multiple tasks (#10679). -
code_llvm
now outputs stripped IR without debug info or other attached metadata. Usecode_llvm_raw
for the unstripped output (#10747). -
New
withenv(var=>val, ...) do ... end
function to temporarily modify environment variables (#10914). -
New function
relpath
returns a relative filepath to path either from the current directory or from an optional start directory (#10893). -
mktemp
andmktempdir
now take an optional argument to set which directory the temporary file or directory is created in. -
New garbage collector tracked memory allocator functions:
jl_malloc
,jl_calloc
,jl_realloc
, andjl_free
with libc API ([#12034]). -
mktempdir
andmktemp
now have variants that take a function as its first argument for automated clean-up ([#9017]).
-
-
several syntax whitespace insensitivities have been deprecated (#11891).
# function call f (x) # getindex x [17] rand(2) [1] # function definition f (x) = x^2 function foo (x) x^2 end
-
indexing with
Real
s that are not subtypes ofInteger
(Rational
,AbstractFloat
, etc.) has been deprecated (#10458). -
push!(A)
has been deprecated, useappend!
instead of splatting arguments topush!
(#10400). -
names
for composite datatypes has been deprecated and renamed tofieldnames
(#10332). -
DArray
functionality has been removed fromBase
and is now a standalone package under the JuliaParallel umbrella organization (#10333). -
The
Graphics
module has been removed fromBase
and is now a standalone package (#10150, #9862). -
The
Woodbury
special matrix type has been removed fromLinAlg
(#10024). -
median
andmedian!
no longer accept achecknan
keyword argument (#8605). -
inf
andnan
are now deprecated in favor ofT(Inf)
andT(NaN)
, respectively (#8776). -
oftype(T::Type, x)
is deprecated in favor ofconvert(T,x)
(orT(x)
). -
{...}
syntax is deprecated in favor ofAny[...]
(#8578). -
itrunc
,ifloor
,iceil
andiround
are deprecated in favour oftrunc{T<:Integer}(T,x)
,floor{T<:Integer}(T,x)
, etc..trunc
is now always bound-checked;Base.unsafe_trunc
provides the old uncheckeditrunc
behaviour (#9133). -
squeeze
now requires that passed dimension(s) are anInt
or tuple ofInt
s; callingsqueeze
with an arbitrary iterator is deprecated (#9271). Additionally, passed dimensions must be unique and correspond to extant dimensions of the input array. -
randbool
is deprecated. Userand(Bool)
to produce a random boolean value, andbitrand
to produce a random BitArray (#9105, #9569). -
beginswith
is renamed tostartswith
(#9578). -
null
is renamed tonullspace
(#9714). -
The operators
|>
,.>
,>>
, and.>>
as used for process I/O redirection are replaced with thepipeline
function (#5349, #12739). -
flipud(A)
andfliplr(A)
have been deprecated in favor offlipdim(A, 1)
andflipdim(A, 2)
, respectively (#10446). -
Numeric conversion functions whose names are lower-case versions of type names have been removed. To convert a scalar, use the type name, e.g.
Int32(x)
. To convert an array to a different element type, useArray{T}(x)
,map(T,x)
, orround(T,x)
. To parse a string as an integer or floating-point number, useparse
(#1470, #6211). -
Low-level functions from the C library and dynamic linker have been moved to modules
Libc
andLibdl
, respectively (#10328). -
The functions
parseint
,parsefloat
,float32_isvalid
,float64_isvalid
, and the string-argumentBigInt
andBigFloat
have been replaced byparse
andtryparse
with a type argument. The string macrobig"xx"
can be used to constructBigInt
andBigFloat
literals (#3631, #5704, #9487, #10543, #10955). -
the
--int-literals
compiler option is no longer accepted (#9597). -
Instead of
linrange
, uselinspace
(#9666). -
The functions
is_valid_char
,is_valid_ascii
,is_valid_utf8
,is_valid_utf16
, andis_valid_utf32
have been replaced by genericisvalid
methods. The single argument formisvalid(value)
can now be used for values of typeChar
,ASCIIString
,UTF8String
,UTF16String
andUTF32String
. The two argument formisvalid(type, value)
can be used with the above types, with values of typeVector{UInt8}
,Vector{UInt16}
,Vector{UInt32}
, andVector{Char}
(#11241). -
Instead of
utf32(64,123,...)
useutf32(UInt32[64,123,...])
(#11379). -
start_timer
andstop_timer
are replaced byTimer
andclose
. -
The following internal julia C functions have been renamed, in order to prevent potential naming conflicts with C libraries: (#11741)
-
gc_wb*
->jl_gc_wb*
-
gc_queue_root
->jl_gc_queue_root
-
allocobj
->jl_gc_allocobj
-
alloc_[0-3]w
->jl_gc_alloc_*w
-
diff_gc_total_bytes
->jl_gc_diff_total_bytes
-
sync_gc_total_bytes
->jl_gc_sync_total_bytes
-
-
require(::AbstractString)
andreload
(see news about addition ofcompile
). -
cartesianmap
is deprecated in favor of iterating over aCartesianRange
-
Greatly enhanced performance for passing and returning
Tuple
s (#4042). -
Tuple
s (ofInteger
s,Symbol
s, orBool
s) can now be used as type parameters (#5164). -
An additional default "inner" constructor accepting any arguments is now generated. Constructors that look like
MyType(a, b) = new(a, b)
do not need to be added manually (#4026, #7071). -
Expanded array type hierarchy to include an abstract
DenseArray
for in-memory arrays with standard strided storage (#987, #2345, #6212). -
When reloading code, types whose definitions have not changed can be ignored in some cases.
-
Binary
~
now parses as a vararg macro call to@~
. For examplex~y~z
=>@~ x y z
(#4882). -
Structure fields can now be accessed by index (#4806).
-
If a module contains a function
__init__()
, it will be called when the module is first loaded, and on process startup if a pre-compiled version of the module is present (#1268). -
--check-bounds=yes|no
compiler option -
Unicode identifiers are normalized (NFC) so that different encodings of equivalent strings are treated as the same identifier (#5462).
-
The set of characters permitted in identifiers has been restricted based on Unicode categories. Generally, punctuation, formatting and control characters, and operator symbols are not allowed in identifiers. Number-like characters cannot begin identifiers (#5936).
-
Define a limited number of infix Unicode operators (#552, #6582):
Precedence class Operators (with synonyms, if any) == ≥ (>=) ≤ (<=) ≡ (===) ≠ (!=) ≢ (!==) .≥ (.>=) .≤ (.<=) .!= (.≠) ∈ ( in
) ∉ ((x,y)->!in(x, y)
) ∋ ((x,y)->in(y, x)
) ∌ ((x,y)->!in(y, x)
) ⊆ (issubset
) ⊈ ((x,y)->!issubset(x, y)
) ⊊ ((x,y)->x⊆y && x!=y
)+ ∪ ( union
)* ÷ ( div
) ⋅ (dot
) × (cross
) ∩ (intersect
)unary √ ∛ In addition to these, many of the Unicode operator symbols are parsed as infix operators and are available for user-defined methods (#6929).
-
Improved reporting of syntax errors (#6179)
-
break
inside afor
loop with multiple ranges now exits the entire loop nest (#5154) -
Local goto statements using the
@goto
and@label
macros (#101).
-
New native-Julia REPL implementation, eliminating many problems stemming from the old GNU Readline-based REPL (#6270).
-
Tab-substitution of LaTeX math symbols (e.g.
\alpha
byα
) (#6911). This also works in IJulia and in Emacs (#6920). -
workspace()
function for obtaining a fresh workspace (#1195).
-
isequal
now compares all numbers by value, ignoring type (#6624). -
Implement limited shared-memory parallelism with
SharedArray
s (#5380). -
Well-behaved floating-point ranges (#2333, #5636). Introduced the
FloatRange
type for floating-point ranges with a step, which will give intuitive/correct results for classically problematic ranges like0.1:0.1:0.3
,0.0:0.7:2.1
or1.0:1/49:27.0
. -
New functions
minmax
andextrema
(#5275). -
New macros
@edit
,@less
,@code_typed
,@code_lowered
,@code_llvm
and@code_native
that all function like@which
(#5832). -
consume(p)
extended toconsume(p, args...)
, allowing it to optionally passargs...
back to the producer (#4775). -
.juliarc.jl
is now loaded for both script and REPL execution (#5076). -
The
Sys
module now includes convenient functions for working with dynamic library handles;Sys.dllist
will list out all paths currently loaded viadlopen
, andSys.dlpath
will lookup a path from a handle -
readdlm
treats multiple whitespace characters as a single delimiter by default (when no delimiter is specified). This is useful for reading fixed-width or messy whitespace-delimited data (#5403). -
The Airy, Bessel, Hankel, and related functions (
airy*
,bessel*
,hankel*
) now detect errors returned by the underlying AMOS library, throwing anAmosException
in that case (#4967). -
methodswith
now returns an array ofMethod
s (#5464) rather than just printing its results. -
errno([code])
function to get or set the C library'serrno
. -
GitHub
module for interacting with the GitHub API. -
Package improvements
-
Packages are now installed into
.julia/v0.3
by default (or whatever the current Julia version is), so that different versions of Julia can co-exist with incompatible packages. Existing.julia
installations are unaffected unlessPkg.init()
is run to re-create the package directories (#3344, #5737). -
Pkg.submit(pkg[,commit])
function to automatically submit a GitHub pull request to the package author.
-
-
Collections improvements
-
Array
assignment (e.g.x[:] = y
) ignores singleton dimensions and allows the last dimension of one side to match all trailing dimensions of the other (#4048, #4383). -
Dict(kv)
constructor for any iterator on(key,value)
pairs. -
Multi-key
Dict
s:D[x,y...]
is now a synonym forD[(x,y...)]
for associationsD
(#4870). -
push!
andunshift!
can push multiple arguments (#4782). -
writedlm
andwritecsv
now accept any iterable collection of iterable rows, in addition toAbstractArray
arguments, and thewritedlm
delimiter can be any printable object (e.g. aString
) instead of just aChar
. -
isempty
now works for any iterable collection (#5827). -
unique
now accepts an optionaldim
argument for finding unique rows or columns of a matrix or regions of a multidimensional array (#5811).
-
-
Number
improvements-
The
ImaginaryUnit
type no longer exists. Instead,im
is of typeComplex{Bool}
. Making this work required changing the semantics of boolean multiplication to approximately,true * x = x
andfalse * x = zero(x)
, which can itself be considered useful (#5468). -
big
is now vectorized (#4766) -
nextpow
andprevpow
now return thea^n
values instead of the exponentn
(#4819) -
Overflow detection in
parseint
(#4874). -
rand
now supports arbitraryRanges
arguments (#5059). -
expm1
andlog1p
now support complex arguments (#3141). -
Broadcasting
.//
is now included (#7094). -
prevfloat
andnextfloat
now saturate at -Inf and Inf, respectively, and have otherwise been fixed to follow the IEEE-754 standard functionsnextDown
andnextUp
(#5025). -
New function
widen
for widening numeric types and values, andwidemul
for multiplying to a larger type (#6169). -
polygamma
,digamma
, andtrigamma
now accept complex arguments, andzeta(s, z)
now provides the Hurwitz zeta (#7125). -
Narrow integer types (< 32 bits) are promoted to
Float64
rather than toFloat32
byfloat(x)
(#7390).
-
-
String
improvements-
Triple-quoted regex strings,
r"""..."""
(#4934). -
New string type,
UTF16String
(#4930), constructed byutf16(s)
from another string, aUint16
array or pointer, or a byte array (possibly prefixed by a byte-order marker to indicate endian-ness). Its data is internallyNULL
-terminated for passing to C (#7016). -
CharString
is renamed toUTF32String
(#4943), and its data is now internallyNULL
-terminated for passing to C (#7016).CharString(c::Char...)
is deprecated in favor ofutf32(c...)
, andutf32(s)
otherwise has functionality similar toutf16(s)
. -
New
WString
andwstring
synonyms for eitherUTF16String
andutf16
orUTF32String
andutf32
, respectively, depending on the width ofCwchar_t
(#7016). -
normalize_string
function to perform Unicode normalization, case-folding, and other transformations (#5576). -
pointer(s, i=1)
forByteString
,UTF16String
,UTF32String
, andSubString
s thereof (#5703). -
bytestring
is automatically called onString
arguments for conversion toPtr{Uint8}
inccall
(#5677).
-
-
Linear algebra improvements
-
Balancing options for eigenvector calculations for general matrices (#5428).
-
Mutating linear algebra functions no longer promote (#5526).
-
condskeel
for Skeel condition numbers (#5726). -
norm(::Matrix)
no longer calculates a vector norm when the first dimension is one (#5545); it always uses the operator (induced) matrix norm. -
New
vecnorm(itr, p=2)
function that computes the norm of any iterable collection of numbers as if it were a vector of the same length. This generalizes and replacesnormfro
(#6057), andnorm
is now type-stable (#6056). -
New
UniformScaling
matrix type and identityI
constant (#5810). -
None of the concrete matrix factorization types are exported from
Base
by default anymore. -
Sparse linear algebra
-
1-d sparse
getindex
has been implemented (#7047) -
Faster sparse
getindex
(#7131). -
Faster sparse
kron
(#4958). -
sparse(A) \ B
now supports a matrixB
of right-hand sides (#5196). -
eigs(A, sigma)
now uses shift-and-invert for nonzero shiftssigma
and inverse iteration forwhich="SM"
. Ifsigma==nothing
(the new default), computes ordinary (forward) iterations (#5776). -
sprand
is faster, and whether any entry is nonzero is now determined independently with the specified probability (#6726).
-
-
Dense linear algebra for special matrix types
-
Interconversions between the special matrix types
Diagonal
,Bidiagonal
,SymTridiagonal
,Triangular
, andTriangular
, andMatrix
are now allowed for matrices which are representable in both source and destination types (5e3f074b). -
Allow for addition and subtraction over mixed matrix types, automatically promoting the result to the denser matrix type (a448e080, #5927)
-
new algorithms for linear solvers and eigensystems of
Bidiagonal
matrices of generic element types (#5277) -
new algorithms for linear solvers, eigensystems and singular systems of
Diagonal
matrices of generic element types (#5263) -
new algorithms for linear solvers and eigensystems of
Triangular
matrices of generic element types (#5255) -
specialized
inv
anddet
methods forTridiagonal
andSymTridiagonal
based on recurrence relations between principal minors (#5358) -
specialized
transpose
,ctranspose
,istril
,istriu
methods forTriangular
(#5255) andBidiagonal
(#5277) -
new LAPACK wrappers
- condition number estimate
cond(A::Triangular)
(#5255)
- condition number estimate
-
parametrize
Triangular
on matrix type (#7064) -
Lyapunov / Sylvester solver (#7435)
-
eigvals
forSymmetric
,Tridiagonal
andHermitian
matrices now support additional method signatures: (#3688, #6652, #6678, #7647)eigvals(M, el, eu)
finds all eigenvalues in the interval(el, eu]
eigvals(M, il:iu)
finds theil
th through theiu
th eigenvalues (in ascending order)
-
-
Dense linear algebra for generic matrix element types
-
-
New function
deleteat!
deletes a specified index or indices and returns the updated collection -
The
setenv
function for external processes now accepts adir
keyword argument for specifying the directory to start the child process in (#4888). -
Constructors for collections (
Set
,Dict
, etc.) now generally accept a single iterable argument giving the elements of the collection (#4996, #4871) -
Ranges and arrays with the same elements are now unequal. This allows hashing and comparing ranges to be faster (#5778).
-
Broadcasting now works on arbitrary
AbstractArrays
(#5387) -
Reduction functions that accept a pre-allocated output array, including
sum!
,prod!
,maximum!
,minimum!
,all!
,any!
(#6197, #5387) -
Faster performance on
fill!
andcopy!
for array types not supporting efficient linear indexing (#5671, #5387) -
Changes to range types (#5585)
-
Range
is now the abstract range type, instead ofRanges
-
New function
range
for constructing ranges by length -
Range
is nowStepRange
, andRange1
is nowUnitRange
. Their constructors accept end points instead of lengths. Both are subtypes of a new abstract typeOrdinalRange
. -
Ranges now support
BigInt
and general ordinal types. -
Very large ranges (e.g.
0:typemax(Int)
) can now be constructed, but some operations (e.g.length
) will raise anOverflowError
.
-
-
Extended API for
cov
andcor
, which accept keyword argumentsvardim
,corrected
, andmean
(#6273) -
New functions
randsubseq
andrandsubseq!
to create a random subsequence of an array (#6726) -
New macro
@evalpoly
for efficient inline evaluation of polynomials (#7146). -
The signal filtering function
filt
now accepts an optional initial filter state vector. A new in-place functionfilt!
is also exported (#7513). -
Significantly faster
cumsum
andcumprod
(#7359). -
Implement
findmin
andfindmax
over specified array dimensions (#6716). -
Support memory-mapping of files with offsets on Windows (#7242).
-
Catch writes to protect memory, such as when trying to modify a mmapped file opened in read-only mode (#3434).
-
New
--code-coverage
and--track-allocation
startup features allow one to measure the number of executions or the amount of memory allocated, respectively, at each line of code (#5423,#7464). -
Profile.init
now accepts keyword arguments, and returns the current settings when no arguments are supplied (#7365).
- Dependencies are now verified against stored MD5/SHA512 hashes, to ensure that the correct file has been downloaded and was not modified (#6773).
-
convert(Ptr{T1}, x::Array{T2})
is now deprecated unlessT1 == T2
orT1 == Void
(#6073). (You can still explicitlyconvert
one pointer type into another if needed.) -
Sys.shlib_ext
has been renamed toSys.dlext
-
dense
is deprecated in favor offull
(#4759). -
The
Stat
type is renamedStatStruct
(#4670). -
setrounding
,rounding
andsetrounding
now take an additional argument specifying the floating point type to which they apply. The old behaviour and[get/set/with]_bigfloat_rounding
functions are deprecated (#5007). -
cholpfact
andqrpfact
are deprecated in favor of keyword arguments incholfact(..., pivot=true)
andqrfact(..., pivot=true)
(#5330). -
symmetrize!
is deprecated in favor ofBase.LinAlg.copytri!
(#5427). -
myindexes
has been renamed tolocalindexes
(#5475). -
factorize!
is deprecated in favor offactorize
(#5526). -
nnz
counts the number of structural nonzeros in a sparse matrix. Usecountnz
for the actual number of nonzeros (#6769). -
setfield
is renamedsetfield!
(#5748). -
put
andtake
are renamedput!
andtake!
(#5511). -
put!
now returns its first argument, the remote reference (#5819). -
read
methods that modify a passed array are now calledread!
(#5970) -
infs
andnans
are deprecated in favor of the more generalfill
. -
*
anddiv
are no longer supported forChar
. -
Range
is renamedStepRange
andRange1
is renamedUnitRange
.Ranges
is renamedRange
. -
bitmix
is replaced by a 2-argument form ofhash
. -
readsfrom
andwritesto
are replaced byopen
(#6948). -
insert!
now throws aBoundsError
ifindex > length(collection)+1
(#7373). -
No longer exported from
Base
:start_reading
,stop_reading
,start_watching
(#10885).
The 0.2 release brings improvements to many areas of Julia. Among the most visible changes are support for 64-bit Windows, keyword arguments to functions, immutable types, a redesigned and polished package manager, a multimedia interface supporting usage of Julia in IPython, a built-in profiler, and major improvements to Julia's linear algebra, I/O, and parallel capabilities. These are accompanied by many other changes adding new features, enhancing the library's consistency, improving performance, increasing test coverage, easing installation, and expanding the documentation. While not part of Julia proper, the package ecosystem has also grown and matured considerably since the 0.1 release. See below for more information about the long list of changes that improve Julia's usability and performance.
-
Immutable types (#13).
-
Triple-quoted string literals (#70).
-
New infix operator
in
(e.g.x in S
), and corresponding functionin(x,S)
, replacingcontains(S,x)
function (#2703). -
New variable bindings on each for loop and comprehension iteration (#1571). For example, before this change:
julia> map(f->f(), { ()->i for i=1:3 }) 3-element Any Array: 3 3 3
and after:
julia> map(f->f(), { ()->i for i=1:3 }) 3-element Any Array: 1 2 3
-
Explicit relative importing (#2375).
-
Methods can be added to functions in other modules using dot syntax, as in
Foo.bar(x) = 0
. -
import module: name1, name2, ...
(#5214). -
A semicolon is now allowed after an
import
orusing
statement (#4130). -
In an interactive session (REPL), you can use
;cmd
to runcmd
via an interactive shell. For example:julia> ;ls CONTRIBUTING.md Makefile VERSION deps/ julia@ ui/ DISTRIBUTING.md NEWS.md Windows.inc doc/ src/ usr/ LICENSE.md README.md base/ etc/ test/ Make.inc README.windows.md contrib/ examples/ tmp/
-
Sampling profiler (#2597).
-
Functions for examining stages of the compiler's output:
code_lowered
,code_typed
,code_llvm
, andcode_native
. -
Multimedia I/O API (display, writemime, etcetera) (#3932).
-
MPFR-based
BigFloat
(#2814), and many newBigFloat
operations. -
New half-precision IEEE floating-point type,
Float16
(#3467). -
Support for setting floating-point rounding modes (#3149).
-
methodswith
shows all methods with an argument of specific type. -
mapslices
provides a general way to perform operations on slices of arrays (#2204). -
repeat
function for constructing Arrays with repeated elements (#3605). -
Collections.PriorityQueue
type andCollections.heap
functions (#2920). -
quadgk
1d-integration routine (#3140). -
erfinv
anderfcinv
functions (#2987). -
varm
,stdm
(#2265). -
digamma
,invdigamma
,trigamma
andpolygamma
for calculating derivatives ofgamma
function (#3233). -
logdet
(#3070). -
Names for C-compatible types:
Cchar
,Clong
, etc. (#2370). -
cglobal
to access global variables (#1815). -
unsafe_pointer_to_objref
(#2468) andpointer_from_objref
(#2515). -
readandwrite
for external processes. -
I/O functions
readbytes
andreadbytes!
(#3878). -
flush_cstdio
function (#3949). -
ClusterManager makes it possible to support different types of compute clusters (#3649, #4014).
-
rmprocs
for removing processors from a parallel computing session. The system can also tolerate to some extent processors that die unexpectedly (#3050). -
interrupt
for interrupting worker processes (#3819). -
timedwait
does a polled wait for an event till a specified timeout. -
Condition
type withwait
andnotify
functions forTask
synchronization. -
versioninfo
provides detailed version information, especially useful when reporting and diagnosing bugs. -
detach
for running child processes in a separate process group. -
setenv
for passing environment variables to child processes. -
ifelse
eagerly-evaluated conditional function, especially useful for vectorized conditionals.
-
isequal
now returnsfalse
for numbers of different types. This makes it much easier to define hashing for new numeric types. Uses ofDict
with numeric keys might need to change to account for this increased strictness. -
A redesigned and rewritten
Pkg
system is much more robust in case of problems. The basic interface to adding and removing package requirements remains the same, but great deal of additional functionality for developing packages in-place was added. See the new packages chapter in the manual for further details. -
Sorting API updates (#3665) – see sorting functions.
-
The
delete!(d::Dict, key)
function has been split into separatepop!
anddelete!
functions (#3439).pop!(d,key)
removeskey
fromd
and returns the value that was associated with it; it throws an exception ifd
does not containkey
.delete!(d,key)
removeskey
fromd
and succeeds regardless of whetherd
containedkey
or not, returningd
itself in either case. -
Linear-algebra factorization routines (
lu
,chol
, etc.) now returnFactorization
objects (andlud
,chold
, etc. are deprecated; #2212). -
A number of improvements to sparse matrix capabilities and sparse linear algebra.
-
More linear algebra fixes and eigensolver hooks for
SymTridiagonal
,Tridiagonal
andBidiagonal
matrix types (#2606, #2608, #2609, #2611, #2678, #2713, #2720, #2725). -
Change
integer_valued
,real_valued
, and so on toisinteger
,isreal
, and so on, and semantics of the later are now value-based rather than type-based, unlike MATLAB/Octave (#3071).isbool
andiscomplex
are eliminated in favor of a generaliseltype
function. -
Transitive comparison of floats with rationals (#3102).
-
Fast prime generation with
primes
and fast primality testing withisprime
. -
sum
andcumsum
now use pairwise summation for better accuracy (#4039). -
Dot operators (
.+
,.*
etc.) now broadcast singleton dimensions of array arguments. This behavior can be applied to any function usingbroadcast(f, ...)
. -
combinations
,permutations
, andpartitions
now return iterators instead of a task, andinteger_partitions
has been renamed topartitions
(#3989, #4055). -
isreadable
/iswritable
methods added for more IO types (#3872). -
Much faster and improved
readdlm
andwritedlm
(#3350, #3468, #3483). -
Faster
matchall
(#3719), and various string and regex improvements. -
Documentation of advanced linear algebra features (#2807).
-
Support optional RTLD flags in
dlopen
(#2380). -
pmap
now works with any iterable collection. -
Options in
pmap
for retrying or ignoring failed tasks. -
New
sinpi(x)
andcospi(x)
functions to compute sine and cosine ofpi*x
more accurately (#4112). -
New implementations of elementary complex functions
sqrt
,log
,asin
,acos
,atan
,tanh
,asinh
,acosh
,atanh
with correct branch cuts (#2891). -
Improved behavior of
SubArray
(#4412, #4284, #4044, #3697, #3790, #3148, #2844, #2644 and various other fixes). -
New convenience functions in graphics API.
-
Improved backtraces on Windows and OS X.
-
Implementation of reduction functions (including
reduce
,mapreduce
,sum
,prod
,maximum
,minimum
,all
, andany
) are refactored, with improved type stability, efficiency, and consistency (#6116, #7035, #7061, #7106).
-
Methods of
min
andmax
that do reductions were renamed tominimum
andmaximum
.min(x)
is nowminimum(x)
, andmin(x,(),dim)
is nowminimum(x,dim)
(#4235). -
ComplexPair
was renamed toComplex
and madeimmutable
, andComplex128
and so on are now aliases to the newComplex
type. -
!
was added to the name of many mutating functions, e.g.,push
was renamedpush!
(#907). -
ref
renamed togetindex
, andassign
tosetindex!
(#1484). -
writeable
renamed towritable
(#3874). -
logb
andilogb
renamed toexponent
(#2516). -
quote_string
became a method ofrepr
. -
safe_char
,check_ascii
, andcheck_utf8
replaced byis_valid_char
,is_valid_ascii
, andis_valid_utf8
, respectively. -
each_line
,each_match
,begins_with
,ends_with
,parse_float
,parse_int
, andseek_end
replaced by:eachline
,eachmatch
, and so on (_
was removed) (#1539). -
parse_bin(s)
replaced byparseint(s,2)
;parse_oct(s)
replaced byparseint(s,8)
;parse_hex(s)
replaced byparseint(s,16)
. -
findn_nzs
replaced byfindnz
(#1539). -
DivideByZeroError
replaced byDivideError
. -
addprocs_ssh
,addprocs_ssh_tunnel
, andaddprocs_local
replaced byaddprocs
(with keyword options). -
remote_call
,remote_call_fetch
, andremote_call_wait
replaced byremotecall
,remotecall_fetch
, andremotecall_wait
. -
has
replaced byin
for sets and byhaskey
for dictionaries. -
diagmm
anddiagmm!
replaced byscale
andscale!
(#2916). -
unsafe_ref
andunsafe_assign
replaced byunsafe_load
andunsafe_store!
. -
add_each!
anddel_each!
replaced byunion!
andsetdiff!
. -
isdenormal
renamed toissubnormal
(#3105). -
expr
replaced by direct call toExpr
constructor. -
|
,&
,$
,-
, and~
for sets replaced byunion
,intersect
,symdiff
,setdiff
, andcomplement
(#3272). -
square
function removed. -
pascal
function removed. -
add
andadd!
forSet
replaced bypush!
. -
ls
function deprecated in favor ofreaddir
or;ls
in the REPL. -
start_timer
now expects arguments in units of seconds, not milliseconds. -
Shell redirection operators
|
,>
, and<
eliminated in favor of a new operator|>
(#3523). -
amap
is deprecated in favor of newmapslices
functionality. -
The
Reverse
iterator was removed since it did not work in many cases. -
The
gcd
function now returns a non-negative value regardless of the argument signs, and various other sign problems withinvmod
,lcm
,gcdx
, andpowermod
were fixed (#4811).
-
julia-release-*
executables renamed tojulia-*
, andlibjulia-release
renamed tolibjulia
(#4177). -
Packages will now be installed in
.julia/vX.Y
, where X.Y is the current Julia version.
Too numerous to mention.