- JuliaSyntax.jl is now used as the default parser, providing better diagnostics and faster
parsing. Set environment variable
JULIA_USE_FLISP_PARSER
to1
to switch back to the old parser if necessary (and if you find this necessary, please file an issue) (#46372). ⥺
(U+297A,\leftarrowsubset
) and⥷
(U+2977,\leftarrowless
) may now be used as binary operators with arrow precedence (#45962).
- When a task forks a child, the parent task's task-local RNG (random number generator) is no longer affected. The seeding of child based on the parent task also takes a more disciplined approach to collision resistance, using a design based on the SplitMix and DotMix splittable RNG schemes (#49110).
- A new more-specific rule for methods resolves ambiguities containing Union{} in favor of the method defined explicitly to handle the Union{} argument. This makes it possible to define methods to explicitly handle Union{} without the ambiguities that commonly would result previously. This also lets the runtime optimize certain method lookups in a way that significantly improves load and inference times for heavily overloaded methods that dispatch on Types (such as traits and constructors).
- The "h bar"
ℏ
(\hslash
U+210F) character is now treated as equivalent toħ
(\hbar
U+0127). - The
@simd
macro now has more limited and clearer semantics: it only enables reordering and contraction of floating-point operations, instead of turning on all "fastmath" optimizations. If you observe performance regressions due to this change, you can recover previous behavior with@fastmath @simd
, if you are OK with all the optimizations enabled by the@fastmath
macro (#49405). - When a method with keyword arguments is displayed in the stack trace view, the textual
representation of the keyword arguments' type is simplified using the new
@Kwargs{key1::Type1, ...}
macro syntax (#49959).
- Updated GC heuristics to count allocated pages instead of object sizes (#50144). This should help some programs that consumed excessive memory before.
- The mark phase of the garbage collector is now multi-threaded (#48600).
- JITLink is enabled by default on Linux aarch64 when Julia is linked to LLVM 15 or later versions (#49745). This should resolve many segmentation faults previously observed on this platform.
- New option
--gcthreads
to set how many threads will be used by the garbage collector (#48600). The default isN/2
whereN
is the number of worker threads (--threads
) used by Julia.
- SparseArrays and SuiteSparse are no longer included in the default system image, so the core language no longer contains GPL libraries. However, these libraries are still included alongside the language in the standard binary distribution (#44247, #48979, #49266).
tanpi
is now defined. It computes tan(π*x) more accurately thantan(pi*x)
(#48575).fourthroot(x)
is now defined inBase.Math
and can be used to compute the fourth root ofx
. It can also be accessed using the unicode character∜
, which can be typed by\fourthroot<tab>
(#48899).Libc.memmove
,Libc.memset
, andLibc.memcpy
are now defined, whose functionality matches that of their respective C calls.Base.isprecompiled(pkg::PkgId)
has been added, to identify whether a package has already been precompiled (#50218).
binomial(x, k)
now supports non-integerx
(#48124).- A
CartesianIndex
is now treated as a "scalar" for broadcasting (#47044). printstyled
now supports italic output (#45164).parent
andparentindices
supportSubString
s.replace(string, pattern...)
now supports an optionalIO
argument to write the output to a stream rather than returning a string (#48625).startswith
now supports seekableIO
streams (#43055).
- The
initialized=true
keyword assignment forsortperm!
andpartialsortperm!
is now a no-op (#47979). It previously exposed unsafe behavior (#47977). - Printing integral
Rational
s will skip the denominator inRational
-typed IO context (e.g. in arrays) (#45396).
Pkg.precompile
now acceptstiming
as a keyword argument which displays per package timing information for precompilation (e.g.Pkg.precompile(timing=true)
).
AbstractQ
no longer subtypesAbstractMatrix
. Moreover,adjoint(Q::AbstractQ)
no longer wrapsQ
in anAdjoint
type, but instead in anAdjointQ
, that itself subtypesAbstractQ
. This change accounts for the fact that typicallyAbstractQ
instances behave like function-based, matrix-backed linear operators, and hence don't allow for efficient indexing. Also, manyAbstractQ
types can act on vectors/matrices of different size, acting like a matrix with context-dependent size. With this change,AbstractQ
has a well-defined API that is described in detail in the Julia documentation (#46196).- Adjoints and transposes of
Factorization
objects are no longer wrapped inAdjoint
andTranspose
wrappers, respectively. Instead, they are wrapped inAdjointFactorization
andTranposeFactorization
types, which themselves subtypeFactorization
(#46874). - New functions
hermitianpart
andhermitianpart!
for extracting the Hermitian (real symmetric) part of a matrix (#31836). - The
norm
of the adjoint or transpose of anAbstractMatrix
now returns the norm of the parent matrix by default, matching the current behaviour forAbstractVector
s (#49020). eigen(A, B)
andeigvals(A, B)
, where one ofA
orB
is symmetric or Hermitian, are now fully supported (#49533).eigvals/eigen(A, cholesky(B))
now computes the generalized eigenvalues (eigen
: and eigenvectors) ofA
andB
via Cholesky decomposition for positive definiteB
. Note: The second argument is the output ofcholesky
.
- Format specifiers now support dynamic width and precision, e.g.
%*s
and%*.*g
(#40105).
- When stack traces are printed, the printed depth of types in function signatures will be limited to avoid overly verbose output (#49795).
- The
@test_broken
macro (or@test
withbroken=true
) now complains if the test expression returns a non-boolean value in the same way as a non-broken test (#47804). - When a call to
@test
fails or errors inside a function, a larger stacktrace is now printed such that the location of the test within a@testset
can be retrieved (#49451).
code_native
and@code_native
now default to intel syntax instead of AT&T.@time_imports
now shows the timing of any module__init__()
s that are run (#49529).
- The
@pure
macro is now deprecated. UseBase.@assume_effects :foldable
instead (#48682).
- It is now possible to assign to bindings in another module using
setproperty!(::Module, ::Symbol, x)
(#44137). - Slurping in assignments is now also allowed in non-final position. This is handled via
Base.split_rest
(#42902). - Character literals now support the same syntax allowed in string literals; i.e. the syntax can
represent invalid UTF-8 sequences as allowed by the
Char
type (#44989). - Support for Unicode 15 (#47392).
- Nested combinations of tuples and named tuples of symbols are now allowed as type parameters (#46300).
- New builtins
getglobal(::Module, ::Symbol[, order])
andsetglobal!(::Module, ::Symbol, x[, order])
for reading from and writing to globals.getglobal
should now be preferred for accessing globals overgetfield
(#44137).
- The
@invoke
macro introduced in 1.7 is now exported. Additionally, it now usesCore.Typeof(x)
rather thanAny
when a type annotation is omitted for an argumentx
so that types passed as arguments are handled correctly (#45807). - The
invokelatest
function and@invokelatest
macro introduced in 1.7 are now exported (#45831).
- Time to first execution (TTFX, sometimes called time to first plot) is greatly reduced. Package precompilation now
saves native code into a "pkgimage", meaning that code generated during the precompilation process will not
require compilation after package load. Use of pkgimages can be disabled via
--pkgimages=no
([#44527]) ([#47184]). - The known quadratic behavior of type inference is now fixed and inference uses less memory in general. Certain edge cases with auto-generated long functions (e.g. ModelingToolkit.jl with partial differential equations and large causal models) should see significant compile-time improvements (#45276, #45404).
- Non-concrete call sites can now be union-split to be inlined or statically resolved even
if there are multiple dispatch candidates. This may improve runtime performance in certain
situations where object types are not fully known statically, by statically resolving
@nospecialize
-d call sites and avoiding excessive compilation (#44512). - All uses of the
@pure
macro inBase
have been replaced with the now-preferredBase.@assume_effects
(#44776). invoke(f, invokesig, args...)
calls to a less-specific method than would normally be chosen forf(args...)
are no longer spuriously invalidated when loading package precompile files (#46010).
- In Linux and Windows,
--threads=auto
now tries to infer the usable number of CPUs from the process affinity which is set typically in HPC and cloud environments (#42340). --math-mode=fast
is now a no-op (#41638). Users are encouraged to use the @fastmath macro instead, which has more well-defined semantics.- The
--threads
command-line option now acceptsauto|N[,auto|M]
whereM
specifies the number of interactive threads to create (auto
currently means 1) (#42302). - New option
--heap-size-hint=<size>
suggests a size limit to invoke garbage collection more eagerly. The size may be specified in bytes, kilobytes (1000k), megabytes (300M), or gigabytes (1.5G) (#45369).
Threads.@spawn
now accepts an optional first argument::default
or:interactive
. An interactive task desires low latency and implicitly agrees to be short duration or to yield frequently. Interactive tasks will run on interactive threads, if any are specified when Julia is started (#42302).- Threads started outside the Julia runtime (e.g. from C or Java) can now become able to call into Julia code
by calling
jl_adopt_thread
. This is done automatically when entering Julia code viacfunction
or a@ccallable
entry point. As a consequence, the number of threads can now change during execution (#46609).
- New function
Iterators.flatmap
(#44792). - New
pkgversion(m::Module)
function to get the version of the package that loaded a given module, similar topkgdir(m::Module)
(#45607). - New function
stack(x)
which generalisesreduce(hcat, x::Vector{<:Vector})
to any dimensionality, and allows any iterator of iterators. Methodstack(f, x)
generalisesmapreduce(f, hcat, x)
and is more efficient (#43334). - New macro
@allocations
which is similar to@allocated
except reporting the total number of allocations rather than the total size of memory allocated (#47367).
RoundFromZero
now works for non-BigFloat
types (#41246).Dict
can be now shrunk manually bysizehint!
(#45004).@time
now separates out % time spent recompiling invalidated methods (#45015).
- A known concurrency issue in
iterate
methods onDict
and other derived objects such askeys(::Dict)
,values(::Dict)
, andSet
is fixed. These methods ofiterate
can now be called on a dictionary or set shared by arbitrary tasks provided that there are no tasks mutating the dictionary or set (#44534). - Predicate function negation
!f
now returns a composed function(!) ∘ f
instead of an anonymous function (#44752). eachslice
now works over multiple dimensions;eachslice
,eachrow
andeachcol
return aSlices
object, which allows dispatching to provide more efficient methods (#32310).@kwdef
is now exported and added to the public API (#46273).- An issue with order of operations in
fld1
is now fixed (#28973). - Sorting is now always stable by default, as
QuickSort
was stabilized (#45222). Base.splat
is now exported. The return value is now aBase.Splat
instead of an anonymous function, which allows for pretty printing (#42717).
- The methods
a / b
andb \ a
witha
a scalar andb
a vector, which were equivalent toa * pinv(b)
, have been removed due to the risk of confusion with elementwise division (#44358). - We are now wholly reliant on libblastrampoline (LBT) for calling BLAS and LAPACK. OpenBLAS is shipped by default, but building the system image with other BLAS/LAPACK libraries is not supported. Instead, it is recommended that the LBT mechanism be used for swapping BLAS/LAPACK with vendor provided ones (#44360).
lu
supports a new pivoting strategyRowNonZero()
that chooses the first non-zero pivot element, for use with new arithmetic types and for pedagogy (#44571).normalize(x, p=2)
now supports any normed vector spacex
, including scalars (#44925).- The default number of BLAS threads is now set to the number of CPU threads on ARM CPUs, and half the number of CPU threads on other architectures (#45412, #46085).
- Error messages for bad format strings have been improved, to make it clearer what and where in the format string is wrong (#45366).
- New function
Profile.take_heap_snapshot(file)
that writes a file in Chrome's JSON-based.heapsnapshot
format (#46862).
randn
andrandexp
now work for anyAbstractFloat
type definingrand
(#44714).
Alt-e
now opens the current input in an editor (#33759).- The contextual module which is active in the REPL can be changed (it is
Main
by default), via theREPL.activate(::Module)
function or via typing the module in the REPL and pressing the keybinding Alt-m (#33872). - A "numbered prompt" mode which prints numbers for each input and output and stores evaluated results in
Out
can be activated withREPL.numbered_prompt!()
. See the manual for how to enable this at startup (#46474). - Tab completion displays available keyword arguments ([#43536])
- Code for the SuiteSparse solver wrappers has been moved to SparseArrays.jl. Solvers are now re-exported by SuiteSparse.jl.
- SuiteSparse solvers are now available as submodules of SparseArrays (JuliaSparse/SparseArrays.jl#95).
- UMFPACK (JuliaSparse/SparseArrays.jl#179) and CHOLMOD (JuliaSparse/SparseArrays.jl#206) thread safety are improved by
avoiding globals and using locks. Multithreaded
ldiv!
of UMFPACK objects may now be performed safely. - An experimental function
SparseArrays.allowscalar(::Bool)
allows scalar indexing of sparse arrays to be disabled or enabled. This function is intended to help find accidental scalar indexing ofSparseMatrixCSC
objects, which is a common source of performance issues (JuliaSparse/SparseArrays.jl#200).
- New fail-fast mode for testsets that will terminate the test run early if a failure or error occurs.
Set either via the
@testset
kwargfailfast=true
or by setting env varJULIA_TEST_FAILFAST
to"true"
i.e. in CI runs to request the job failure be posted eagerly when issues occur (#45317)
- Empty strings are no longer incorrectly parsed as valid
DateTime
s,Date
s orTime
s and instead throw anArgumentError
in constructors andparse
, whilenothing
is returned bytryparse
([#47117]).
- The package environment (active project,
LOAD_PATH
,DEPOT_PATH
) is now propagated when adding local workers (e.g. withaddprocs(N::Int)
or through the--procs=N
command line flag) (#43270). addprocs
for local workers now accepts theenv
keyword argument for passing environment variables to worker processes. This was already supported for remote workers (#43270).
graphemes(s, m:n)
returns a substring of them
-th ton
-th graphemes ins
(#44266).
- DelimitedFiles has been moved out as a separate package.
- On Linux, now autodetects the system libstdc++ version, and automatically loads the system library if it is newer.
The old behavior of loading the bundled libstdc++ regardless of the system version can be restored by setting the
environment variable
JULIA_PROBE_LIBSTDCXX=0
(#46976). - Removed
RPATH
from the julia binary. On Linux this may break libraries that have failed to setRUNPATH
.
- Printing of
MethodError
and methods (such as frommethods(my_func)
) is now prettified and colored consistently with printing of methods in stacktraces (#45069).
- Mutable struct fields may now be annotated as
const
to prevent changing them after construction, providing for greater clarity and optimization ability of these objects (#43305). - Type annotations can now be added to global variables to make accessing them type stable (#43671).
- Empty n-dimensional arrays can now be created using multiple semicolons inside square brackets,
e.g.
[;;;]
creates a 0×0×0Array
(#41618). try
-blocks can now optionally have anelse
-block which is executed right after the main body only if no errors were thrown (#42211).@inline
and@noinline
can now be placed within a function body, allowing one to annotate anonymous function (#41312).@inline
and@noinline
can now be applied to a function at callsite or block to enforce the involved function calls to be (or not to be) inlined (#41328).∀
,∃
, and∄
are now allowed as identifier characters (#42314).- Support for Unicode 14.0.0 (#43443).
Module(:name, false, false)
can be used to create amodule
that contains no names (it does not importBase
orCore
and does not contain a reference to itself) (#40110, #42154).
- Newly-created Task objects (
@spawn
,@async
, etc.) now adopt the world age for methods from their parent Task upon creation, instead of using the global latest world at start. This is done to enable inference to eventually optimize these calls. Places that wish for the old behavior may useBase.invokelatest
(#41449). - Unbalanced Unicode bidirectional formatting directives are now disallowed within strings and comments, to mitigate the "trojan source" vulnerability (#42918).
Base.ifelse
is now defined as a generic function rather than a builtin one, allowing packages to extend its definition (#37343).- Every assignment to a global variable now first goes through a call to
convert(Any, x)
(orconvert(T, x)
respectively if a typeT
has been declared for the global). This means great care should be taken to ensure the invariantconvert(Any, x) === x
always holds, as this change could otherwise lead to unexpected behavior (#43671). - Builtin functions are now a bit more like generic functions, and can be enumerated with
methods
(#43865).
- Bootstrapping time has been improved by about 25% (#41794).
- The LLVM-based compiler has been separated from the run-time library into a new library,
libjulia-codegen
. It is loaded by default, so normal usage should see no changes. In deployments that do not need the compiler (e.g. system images where all needed code is precompiled), this library (and its LLVM dependency) can simply be excluded (#41936). - Conditional type constraints are now be forwarded interprocedurally (i.e. propagated from caller to callee).
This allows inference to understand e.g.
Base.ifelse(isa(x, Int), x, 0)
returns::Int
-value even if the type ofx
is not known (#42529). - Julia-level SROA (Scalar Replacement of Aggregates) has been improved: allowing elimination of
getfield
calls with constant global fields (#42355), enabling elimination of mutable structs with uninitialized fields (#43208), improving performance (#43232), and handling more nestedgetfield
calls (#43239). - Abstract call sites can now be inlined or statically resolved as long as the call site has a single matching method (#43113).
- Inference now tracks various effects such as side-effectful-ness and nothrow-ness on a per-specialization basis.
Code heavily dependent on constant propagation should see significant compile-time performance improvements and
certain cases (e.g. calls to uninlinable functions that are nevertheless effect free) should see runtime performance
improvements. Effects may be overwritten manually with the
Base.@assume_effects
macro (#43852).
- The default behavior of observing
@inbounds
declarations is now an option viaauto
in--check-bounds=yes|no|auto
(#41551). - New option
--strip-metadata
to remove docstrings, source location information, and local variable names when building a system image (#42513). - New option
--strip-ir
to remove the compiler's IR (intermediate representation) of source code when building a system image. The resulting image will only work if--compile=all
is used, or if all needed code is precompiled (#42925). - When the program file is
-
the code to be executed is read from standard in (#43191).
Threads.@threads
now defaults to a new:dynamic
schedule option which is similar to the previous behavior except that iterations will be scheduled dynamically to available worker threads rather than pinned to each thread. This behavior is more composable with (possibly nested)@spawn
and@threads
loops (#43919, #44136).
- New function
eachsplit(str)
for iteratively performingsplit(str)
(#39245). - New function
allequal(itr)
for testing if all elements in an iterator are equal (#43354). hardlink(src, dst)
can be used to create hard links (#41639).setcpuaffinity(cmd, cpus)
can be used to set CPU affinity of sub-processes (#42469).diskstat(path=pwd())
can be used to return statistics about the disk (#42248).- New
@showtime
macro to show both the line being evaluated and the@time
report (#42431). - The
LazyString
and thelazy"str"
macro were added to support delayed construction of error messages in error paths (#33711).
@time
and@timev
now take an optional description to allow annotating the source of time reports, e.g.@time "Evaluating foo" foo()
(#42431).range
accepts eitherstop
orlength
as a sole keyword argument (#39241).precision
andsetprecision
now accept abase
keyword argument (#42428).- TCP socket objects now expose
closewrite
functionality and support half-open mode usage (#40783). extrema
now accepts aninit
keyword argument (#36265, #43604).Iterators.countfrom
now accepts any type that defines+
(#37747).
- Keys with value
nothing
are now removed from the environment inaddenv
(#43271). Iterators.reverse
(and hencelast
) now supportseachline
iterators (#42225).- The
length
function on certain ranges of certain element types no longer checks for integer overflow in most cases. The new functionchecked_length
is now available, which will try to use checked arithmetic to error if the result may be wrapping. Or use a package such as SaferIntegers.jl when constructing the range (#40382). - Intersect returns a result with the eltype of the type-promoted eltypes of the two inputs (#41769).
- Iterating an
Iterators.Reverse
now falls back on reversing the eachindex iterator, if possible (#43110).
- New macro
@time_imports
for reporting any time spent importing packages and their dependencies, highlighting compilation and recompilation time as percentages per import (#41612,[#45064]).
- The BLAS submodule now supports the level-2 BLAS subroutine
spr!
(#42830). cholesky[!]
now supportsLinearAlgebra.PivotingStrategy
(singleton type) values as its optionalpivot
argument: the default ischolesky(A, NoPivot())
(vs.cholesky(A, RowMaximum())
); the formerVal{true/false}
-based calls are deprecated (#41640).- The standard library
LinearAlgebra.jl
is now completely independent ofSparseArrays.jl
, both in terms of the source code as well as unit testing (#43127). As a consequence, sparse arrays are no longer (silently) returned by methods fromLinearAlgebra
applied toBase
orLinearAlgebra
objects. Specifically, this results in the following breaking changes:- Concatenations involving special "sparse" matrices (
*diagonal
) now return dense matrices; As a consequence, theD1
andD2
fields ofSVD
objects, constructed upongetproperty
calls are now dense matrices. - 3-arg
similar(::SpecialSparseMatrix, ::Type, ::Dims)
returns a dense zero matrix. As a consequence, products of bi-, tri- and symmetric tridiagonal matrices with each other result in dense output. Moreover, constructing 3-arg similar matrices of special "sparse" matrices of (nonstatic) matrices now fails for the lack ofzero(::Type{Matrix{T}})
.
- Concatenations involving special "sparse" matrices (
- Now uses
textwidth
for formatting%s
and%c
widths (#41085).
- CPU profiling now records sample metadata including thread and task.
Profile.print()
has a newgroupby
kwarg that allows grouping by thread, task, or nested thread/task, task/thread, andthreads
andtasks
kwargs to allow filtering. Further, percent utilization is now reported as a total or per-thread, based on whether the thread is idle or not at each sample.Profile.fetch()
includes the new metadata by default. For backwards compatibility with external profiling data consumers, it can be excluded by passinginclude_meta=false
(#41742). - The new
Profile.Allocs
module allows memory allocations to be profiled. The stack trace, type, and size of each allocation is recorded, and asample_rate
argument allows a tunable amount of allocations to be skipped, reducing performance overhead (#42768). - A fixed duration cpu profile can now be triggered by the user during running tasks without
Profile
being loaded first and the report will show during execution. On MacOS & FreeBSD pressctrl-t
or raise aSIGINFO
. For other platforms raise aSIGUSR1
i.e.% kill -USR1 $julia_pid
. Not currently available on windows (#43179).
RadioMenu
now supports optionalkeybindings
to directly select options (#41576).?(x, y
followed by TAB displays all methods that can be called with argumentsx, y, ...
. (The space at the beginning prevents entering help-mode.)MyModule.?(x, y
limits the search toMyModule
. TAB requires that at least one argument have a type more specific thanAny
; use SHIFT-TAB instead of TAB to allow any compatible methods (#38791).- New
err
global variable inMain
set when an expression throws an exception, akin toans
. Typingerr
reprints the exception information (#40642).
- The code for SparseArrays has been moved from the Julia repo to the external repo at https://github.com/JuliaSparse/SparseArrays.jl. This is only a code movement and does not impact any usage (#43813).
- New sparse concatenation functions
sparse_hcat
,sparse_vcat
, andsparse_hvcat
returnSparseMatrixCSC
output independent from the types of the input arguments. They make concatenation behavior available, in which the presence of some special "sparse" matrix argument resulted in sparse output by multiple dispatch. This is no longer possible after makingLinearAlgebra.jl
independent fromSparseArrays.jl
(#43127).
- The standard log levels
BelowMinLevel
,Debug
,Info
,Warn
,Error
, andAboveMaxLevel
are now exported from the Logging stdlib (#40980).
- Added function
isequal_normalized
to check for Unicode equivalence without explicitly constructing normalized strings (#42493). - The
Unicode.normalize
function now accepts achartransform
keyword that can be used to supply custom character mappings, and aUnicode.julia_chartransform
function is provided to reproduce the mapping used in identifier normalization by the Julia parser (#42561).
@test_throws "some message" triggers_error()
can now be used to check whether the displayed error text contains "some message" regardless of the specific exception type. Regular expressions, lists of strings, and matching functions are also supported (#41888).@testset foo()
can now be used to create a test set from a given function. The name of the test set is the name of the called function. The called function can contain@test
and other@testset
definitions, including to other function calls, while recording all intermediate test results (#42518).TestLogger
andLogRecord
are now exported from the Test stdlib (#44080).
- SSHManager now supports workers with csh/tcsh login shell, via
addprocs()
optionshell=:csh
(#41485).
GC.enable_logging(true)
can be used to log each garbage collection, with the time it took and the amount of memory that was collected (#43511).
(; a, b) = x
can now be used to destructure propertiesa
andb
ofx
. This syntax is equivalent toa = getproperty(x, :a); b = getproperty(x, :b)
(#39285).- Implicit multiplication by juxtaposition is now allowed for radical symbols (e.g.
x√y
andx∛y
) (#40173). - The short-circuiting operators
&&
and||
can now be dotted to participate in broadcast fusion as.&&
and.||
(#39594). ⫪
(U+2AEA,\Top
,\downvDash
) and⫫
(U+2AEB,\Bot
,\upvDash
,\indep
) may now be used as binary operators with comparison precedence (#39403).- Repeated semicolons can now be used inside array concatenation expressions to separate dimensions
of an array, with the number of semicolons specifying the dimension. Just as a single semicolon
in
[A; B]
has always described concatenating in the first dimension (vertically), now two semicolons[A;; B]
do so in the second dimension (horizontally), three semicolons;;;
in the third, and so on (#33697). - A backslash (
\
) before a newline inside a string literal now removes the newline while also respecting indentation. This can be used to split up long strings without newlines into multiple lines of code (#40753). - A backslash before a newline in command literals now always removes the newline, similar to standard string literals, whereas the result was not well-defined before (#40753).
macroexpand
,@macroexpand
, and@macroexpand1
no longer wrap errors in aLoadError
. To reduce breakage,@test_throws
has been modified so that many affected tests will still pass (#38379).- The middle dot
·
(\cdotp
U+00b7) and the Greek interpunct·
(U+0387) are now treated as equivalent to the dot operator⋅
(\cdot
U+22c5) (#25157). - The minus sign
−
(\minus
U+2212) is now treated as equivalent to the hyphen-minus sign-
(U+002d) (#40948). - Destructuring will no longer mutate values on the left-hand side while iterating through values on
the right-hand side. In the example of an array
x
,x[2], x[1] = x
will now swap the first and second elements ofx
, whereas it used to fill both entries withx[1]
becausex[2]
was mutated during the iteration ofx
(#40737). - The default random number generator has changed, so all random numbers will be different (even with the
same seed) unless an explicit RNG object is used.
See the section on the
Random
standard library below (#40546). Iterators.peel(itr)
now returnsnothing
whenitr
is empty instead of throwing aBoundsError
(#39607).- Multiple successive semicolons in an array expression were previously ignored (e.g.,
[1 ;; 2] == [1 ; 2]
). This syntax is now used to separate dimensions (see New language features).
- The Julia
--project
option and theJULIA_PROJECT
environment variable now support selecting shared environments like.julia/environments/myenv
the same way the package management console does: usejulia --project=@myenv
resp.export JULIA_PROJECT="@myenv"
(#40025).
- Intrinsics for atomic pointer operations are now defined for certain byte sizes (#37847).
- Support for declaring and using individual fields of a mutable struct as atomic has been
added; see the new
@atomic
macro (#37847). - If the
JULIA_NUM_THREADS
environment variable is set toauto
, then the number of threads will be set to the number of CPU threads (#38952). - Every
Task
object has a local random number generator state, providing reproducible (schedule-independent) execution of parallel simulation code by default. The default generator is also significantly faster in parallel than in previous versions (#40546). - Tasks can now migrate among threads when they are re-scheduled. Previously, a Task would always run on whichever thread executed it first (#40715).
- Two argument methods
findmax(f, domain)
,argmax(f, domain)
and the correspondingmin
versions (#35316). isunordered(x)
returns true ifx
is a value that is normally unordered, such asNaN
ormissing
(#35316).- New
keepat!(vector, inds)
function which is the inplace equivalent ofvector[inds]
for a listinds
of integers (#36229). - Two arguments method
lock(f, lck)
now accepts aChannel
as the second argument (#39312). - New functor
Returns(value)
, which returnsvalue
for any arguments (#39794). - New macros
@something
and@coalesce
which are short-circuiting versions ofsomething
andcoalesce
, respectively (#40729). - New function
redirect_stdio
for redirectingstdin
,stdout
andstderr
(#37978). - New macro
Base.@invoke f(arg1::T1, arg2::T2; kwargs...)
provides an easier syntax to callinvoke(f, Tuple{T1,T2}, arg1, arg2; kwargs...)
(#38438). - New macro
Base.@invokelatest f(args...; kwargs...)
providing a convenient way to callBase.invokelatest(f, args...; kwargs...)
(#37971).
- The optional keyword argument
context
ofsprint
can now be set to a tuple of:key => value
pairs to specify multiple attributes (#39381). bytes2hex
andhex2bytes
are no longer limited to arguments of typeUnion{String,AbstractVector{UInt8}}
and now only require that they're iterable and have a length (#39710).stat(file)
now has a more detailed and user-friendlyshow
method (#39463).
count
andfindall
now accept anAbstractChar
argument to search for a character in a string (#38675).- New methods
range(start, stop)
andrange(start, stop, length)
(#39228). range
now supportsstart
as an optional keyword argument (#38041).- Some operations on ranges will return a
StepRangeLen
instead of aStepRange
, to allow the resulting step to be zero. Previously,λ .* (1:9)
gave an error whenλ = 0
(#40320). islowercase
andisuppercase
are now compliant with the Unicode lower/uppercase categories (#38574).iseven
andisodd
functions now support non-Integer
numeric types (#38976).escape_string
now accepts a collection of characters via the keywordkeep
that are to be kept as they are (#38597).getindex
forNamedTuple
s now accepts a tuple of symbols in order to index multiple values (#38878).- Subtypes of
AbstractRange
now correctly follow the general array indexing behavior when indexed byBool
s, erroring for scalarBool
s and treating arrays (including ranges) ofBool
as logical indices (#31829). keys(::RegexMatch)
is now defined to return the capture's keys, by name if named, or by index if not (#37299).keys(::Generator)
is now defined to return the iterator's keys (#34678).RegexMatch
is now iterable, giving the captured substrings (#34355).lpad/rpad
are now defined in terms oftextwidth
(#39044).Test.@test
now acceptsbroken
andskip
boolean keyword arguments, which mimicTest.@test_broken
andTest.@test_skip
behavior, but allows skipping tests failing only under certain conditions. For examplecan be replaced byif T == Float64 @test_broken isequal(complex(one(T)) / complex(T(Inf), T(-Inf)), complex(zero(T), zero(T))) else @test isequal(complex(one(T)) / complex(T(Inf), T(-Inf)), complex(zero(T), zero(T))) end
(#39322).@test isequal(complex(one(T)) / complex(T(Inf), T(-Inf)), complex(zero(T), zero(T))) broken=(T == Float64)
@lock
is now exported from Base (#39588).- The experimental function
Base.catch_stack()
has been renamed tocurrent_exceptions()
, exported from Base and given a more specific return type (#29901). - Some degree trigonometric functions,
sind
,cosd
,tand
,asind
,acosd
,asecd
,acscd
,acotd
,atand
now accept a square matrix (#39758). replace(::String)
now accepts multiple patterns, which will be applied left-to-right simultaneously, so only one pattern will be applied to any character, and the patterns will only be applied to the input text, not the replacements (#40484).- New
replace
methods to replace elements of aTuple
(#38216).
- If a package is
using
orimport
ed from thejulia>
prompt that isn't found but is available from a registry, apkg> add
prompt now offers to install the package into the current environment, precompile it, and continue to load it (#39026). - A new
Manifest.toml
format is now used that captures extensible metadata fields, including the julia version that generated the manifest. Old format manifests are still supported and will be maintained in their original format, unless the user runsPkg.upgrade_manifest()
to upgrade the format of the current environment's manifest without re-resolving (#40765). pkg> precompile
will now precompile new versions of packages that are already loaded, rather than postponing to the next session (the?
-marked dependencies) (#40345).pkg> rm
,pin
, andfree
now accept the--all
argument to call the action on all packages.- Registries downloaded from the Pkg Server (not git) are no longer uncompressed into files but instead
read directly from the compressed tarball into memory. This improves performance on
filesystems which do not handle a large number of files well. To turn this feature off, set the
environment variable
JULIA_PKG_UNPACK_REGISTRY=true
. - It is now possible to use an external
git
executable instead of the default libgit2 library for the downloads that happen via the Git protocol by setting the environment variableJULIA_PKG_USE_CLI_GIT=true
. - Registries downloaded from the Pkg Server (not git) is now assumed to be immutable. Manual changes to their files might not be picked up by a running Pkg session.
- Adding packages by directory name in the REPL mode now requires prepending
./
to the name if the package is in the current directory; e.g.add ./Package
is required instead ofadd Package
. This is to avoid confusion between the package namePackage
and the local directoryPackage
. - The
mode
keyword forPackageSpec
has been removed.
- Use Libblastrampoline to pick a BLAS and LAPACK at runtime. By default it forwards to OpenBLAS in the Julia distribution. The forwarding mechanism can be used by packages to replace the BLAS and LAPACK with user preferences (#39455).
- On aarch64, OpenBLAS now uses an ILP64 BLAS like all other 64-bit platforms (#39436).
- OpenBLAS is updated to 0.3.13 (#39216).
- SuiteSparse is updated to 5.8.1 (#39455).
- The shape of an
UpperHessenberg
matrix is preserved under certain arithmetic operations, e.g. when multiplying or dividing by anUpperTriangular
matrix (#40039). - Real quasitriangular Schur factorizations
S
can now be efficiently converted to complex upper-triangular form withSchur{Complex}(S)
(#40573). cis(A)
now supports matrix arguments (#40194).dot
now supportsUniformScaling
withAbstractMatrix
(#40250).qr[!]
andlu[!]
now supportLinearAlgebra.PivotingStrategy
(singleton type) values as their optionalpivot
argument: defaults areqr(A, NoPivot())
(vs.qr(A, ColumnNorm())
for pivoting) andlu(A, RowMaximum())
(vs.lu(A, NoPivot())
without pivoting); the formerVal{true/false}
-based calls are deprecated (#40623).det(M::AbstractMatrix{BigInt})
now callsdet_bareiss(M)
, which uses the Bareiss algorithm to calculate precise values (#40868).
- The default random number generator has been changed from Mersenne Twister to Xoshiro256++. The new generator has smaller state, better performance, and superior statistical properties. This generator is the one used for reproducible Task-local randomness (#40546).
- Long strings are now elided using the syntax
"head" ⋯ 12345 bytes ⋯ "tail"
when displayed in the REPL (#40736). - Pasting repl examples into the repl (prompt pasting) now supports all repl modes (
julia
,pkg
,shell
,help?
) and switches mode automatically (#40604). help?>
for modules without docstrings now returns a list of exported names and prints the contents of an associatedREADME.md
if found (#39093).
- new
sizehint!(::SparseMatrixCSC, ::Integer)
method (#30676). cholesky()
now fully preserves the user-specified permutation (#40560).issparse
now applies consistently to all wrapper arrays, including nested, by checkingissparse
on the wrapped parent array (#37644).
- The
Dates.periods
function can be used to get theVector
ofPeriod
s that comprise aCompoundPeriod
(#39169).
- If a cookie header is set in a redirected request, the cookie will now be sent in following requests (JuliaLang/Downloads.jl#98).
- If a
~/.netrc
file exists, it is used to get passwords for authenticated websites (JuliaLang/Downloads.jl#98). - Server Name Indication is now sent with all TLS connections, even when the server's identity is not verified (see NetworkOptions; JuliaLang/Downloads.jl#114).
- When verifying TLS connections on Windows, if the certificate revocation server cannot be reached, the connection is allowed; this matches what other applications do and how revocation is performed on macOS (JuliaLang/Downloads.jl#115).
- There is now a 30-second connection timeout and a 20-second timeout if no data is sent; in combination, this guarantees that connections must make some progress or they will timeout in under a minute (JuliaLang/Downloads.jl#126).
Tar.extract
now ignores the exact permission mode in a tarball and normalizes modes in the same way thatTar.create
does, which is, in turn the same way thatgit
normalizes them (JuliaIO/Tar.jl#99).- Functions that consume tarballs now handle hard links: the link target must be a previously seen
file;
Tar.list
lists the entry with:hardlink
type and.link
field giving the path to the target; other functions —Tar.extract
,Tar.rewrite
,Tar.tree_hash
— treat a hard link as a copy of the target file (JuliaIO/Tar.jl#102). - The standard format generated by
Tar.create
andTar.rewrite
now includes entries for non-empty directories; this shouldn't be necessary, but some tools that consume tarballs (including docker) are confused by the absence of these directory entries (JuliaIO/Tar.jl#106). Tar
now accepts tarballs with leading spaces in octal integer header fields: this is technically not a valid format according to the POSIX spec, but old Solaristar
commands produced tarballs like this so this format does occur in the wild, and it seems harmless to accept it (JuliaIO/Tar.jl#116).Tar.extract
now takes aset_permissions
keyword argument, which defaults totrue
; iffalse
is passed instead, the permissions of extracted files are not modified on extraction (JuliaIO/Tar.jl#113).
mmap
is now exported (#39816).
readdlm
now defaults touse_mmap=false
on all OSes for consistent reliability in abnormal filesystem situations (#40415).
- Types written with
where
syntax can now be used to define constructors, e.g.(Foo{T} where T)(x) = ...
. <--
and<-->
are now available as infix operators, with the same precedence and associativity as other arrow-like operators (#36666).- Compilation and type inference can now be enabled or disabled at the module level
using the experimental macro
Base.Experimental.@compiler_options
(#37041). - The library name passed to
ccall
or@ccall
can now be an expression involving global variables and function calls. The expression will be evaluated the first time theccall
executes (#36458). ꜛ
(U+A71B),ꜜ
(U+A71C) andꜝ
(U+A71D) can now also be used as operator suffixes. They can be tab-completed from\^uparrow
,\^downarrow
and\^!
in the REPL (#37542).- Standalone "dotted" operators now get parsed as
Expr(:., :op)
, which gets lowered toBase.BroadcastFunction(op)
. This means.op
is functionally equivalent to(x...) -> (op).(x...)
, which can be useful for passing the broadcasted version of an operator to higher-order functions, for examplemap(.*, A, B)
for an elementwise product of two arrays of arrays (#37583). - The syntax
import A as B
(plusimport A: x as y
,import A.x as y
, andusing A: x as y
) can now be used to rename imported modules and identifiers (#1255). - Unsigned literals (starting with
0x
) which are too big to fit in aUInt128
object are now interpreted asBigInt
(#23546). - It is now possible to use
...
on the left-hand side of assignments for taking any number of items from the front of an iterable collection, while also collecting the rest, for examplea, b... = [1, 2, 3]
. This syntax is implemented usingBase.rest
, which can be overloaded to customize its behavior for different collection types (#37410).
- The postfix conjugate transpose operator
'
now accepts Unicode modifiers as suffixes, so e.g.a'ᵀ
is parsed asvar"'ᵀ"(a)
, which can be defined by the user.a'ᵀ
parsed asa' * ᵀ
before, so this is a minor breaking change (#37247). - Macros that return
:quote
expressions (e.g. viaExpr(:quote, ...)
) were previously able to work without escaping (esc(...)
) their output when needed. This has been corrected, and nowesc
must be used in these macros as it is in other macros (#37540). - The
-->
operator now lowers to a:call
expression, so it can be defined as a function like other operators. The dotted version.-->
is now parsed as well. For backwards compatibility,-->
still parses using its own expression head instead of:call
. - The
a[begin, k]
syntax now callsfirstindex(a, 1)
rather thanfirst(axes(a, 1))
(#35779), but the former now defaults to the latter for anya
(#38742). ⌿
(U+233F) and¦
(U+00A6) are now infix operators with times-like and plus-like precedence, respectively. Previously they were parsed as identifier characters (#37973).
- All platforms can now use
@executable_path
withinjl_load_dynamic_library()
. This allows executable-relative paths to be embedded within executables on all platforms, not just MacOS, which the syntax is borrowed from (#35627). - Constant propagation now occurs through keyword arguments (#35976).
- The precompilation cache is now created atomically (#36416). Invoking n Julia processes simultaneously may create n temporary caches.
- There is no longer a concept of "home project": starting
julia --project=dir
is now exactly equivalent to startingjulia
and then doingpkg> activate $dir
andjulia --project
is exactly equivalent to doing that wheredir = Base.current_project()
. In particular, this means that if you dopkg> activate
after startingjulia
with the--project
option (or withJULIA_PROJECT
set) it will take you to the default active project, which is@v1.6
unless you have modifiedLOAD_PATH
(#36434).
- Locks now automatically inhibit finalizers from running, to avoid deadlock (#38487).
- New function
Base.Threads.foreach(f, channel::Channel)
for multithreadedChannel
consumption (#34543).
- Windows Installer now has the option to 'Add Julia to Path'. To unselect this option
from the commandline simply remove the tasks you do not want to be installed: e.g.
./julia-installer.exe /TASKS="desktopicon,startmenu,addtopath"
, adds a desktop icon, a startmenu group icon, and adds Julia to system PATH.
- New function
Base.kron!
and corresponding overloads for various matrix types for performing Kronecker product in-place (#31069). - New function
Base.readeach(io, T)
for iteratively performingread(io, T)
(#36150). Iterators.map
is added. It provides another syntaxIterators.map(f, iterators...)
for writing(f(args...) for args in zip(iterators...))
, i.e. a lazymap
(#34352).- New function
sincospi
for simultaneously computingsinpi(x)
andcospi(x)
more efficiently (#35816). - New function
cispi(x)
for more accurately computingcis(pi * x)
(#38449). - New function
addenv
for adding environment mappings into aCmd
object, returning the newCmd
object. - New function
insorted
for determining whether an element is in a sorted collection or not (#37490). - New function
Base.rest
for taking the rest of a collection, starting from a specific iteration state, in a generic way (#37410).
- The
redirect_*
functions now acceptdevnull
to discard all output redirected to it, and as an empty input (#36146). - The
redirect_*
functions can now be called onIOContext
objects (#36688). findfirst
,findnext
,findlast
, andfindall
now supportAbstractVector{<:Union{Int8,UInt8}}
(pattern, array) arguments (#37283).- New constructor
NamedTuple(iterator)
that constructs a named tuple from a key-value pair iterator. - A new
reinterpret(reshape, T, a::AbstractArray{S})
reinterpretsa
to have eltypeT
while potentially inserting or consuming the first dimension depending on the ratio ofsizeof(T)
andsizeof(S)
. - New
append!(vector, collections...)
andprepend!(vector, collections...)
methods accept multiple collections to be appended or prepended (#36227). keys(io::IO)
has been added, which returns all keys ofio
ifio
is anIOContext
and an emptyBase.KeySet
otherwise (#37753).count
now accepts an optionalinit
argument to control the accumulation type (#37461).- New method
occursin(haystack)
that returns a function that checks whether its argument occurs inhaystack
(#38475). - New methods
∉(collection)
,∋(item)
, and∌(item)
returning corresponding containment-testing functions (#38475). - The
nextprod
function now accepts tuples and other array types for its first argument (#35791). - The
reverse(A; dims)
function for multidimensionalA
can now reverse multiple dimensions at once by passing a tuple fordims
, and defaults to reversing all dimensions; there is also a multidimensional in-placereverse!(A; dims)
(#37367). - The function
isapprox(x,y)
now accepts thenorm
keyword argument also for numeric (i.e., non-array) argumentsx
andy
(#35883). ispow2(x)
now supports non-Integer
argumentsx
(#37635).view
,@view
, and@views
now work onAbstractString
s, returning aSubString
when appropriate (#35879).- All
AbstractUnitRange{<:Integer}
s now work withSubString
,view
,@view
and@views
on strings (#35879). sum
,prod
,maximum
, andminimum
now supportinit
keyword argument (#36188, #35839).unique(f, itr; seen=Set{T}())
now allows you to declare the container type used for keeping track of values returned byf
on elements ofitr
(#36280).first
andlast
functions now accept an integer as second argument to get that many leading or trailing elements of any iterable (#34868).CartesianIndices
now supports step different from1
. It can also be constructed from threeCartesianIndex
esI
,S
,J
usingI:S:J
.step
forCartesianIndices
now returns aCartesianIndex
(#37829).RegexMatch
objects can now be probed for whether a named capture group exists within it throughhaskey()
(#36717).- For consistency
haskey(r::RegexMatch, i::Integer)
has also been added and returns if the capture group fori
exists (#37300).
- A new standard library
TOML
has been added for parsing and printing TOML files (#37034). - A new standard library
Downloads
has been added, which replaces the oldBase.download
function withDownloads.download
, providing cross-platform, multi-protocol, in-process download functionality implemented with libcurl (#37340). Libdl
has been moved toBase.Libc.Libdl
, however it is still accessible as an stdlib (#35628).- To download artifacts lazily,
LazyArtifacts
now must be explicitly listed as a dependency, to avoid needing the support machinery to be available when it is not commonly needed (#37844). - It is no longer possible to create a
LinRange
,StepRange
, orStepRangeLen
with a<: Integer
eltype but non-integer step (#32439). intersect
onCartesianIndices
now returnsCartesianIndices
instead ofVector{<:CartesianIndex}
(#36643).push!(c::Channel, v)
now returns channelc
. Previously, it returned the pushed valuev
(#34202).- The composition operator
∘
now returns aBase.ComposedFunction
instead of an anonymous function (#37517). - Logging (such as
@warn
) no longer catches exceptions in the logger itself (#36600). @time
now reports if the time presented included any compilation time, which is shown as a percentage (#37678).@varinfo
can now report non-exported objects within modules, look recursively into submodules, and return a sorted results table (#38042).@testset
now supports the optionverbose
to show the test result summary of the children even if they all pass (#33755).- In
LinearIndices(::Tuple)
andCartesianIndices(::Tuple)
, integers (as opposed to ranges of integers) in the argument tuple now consistently describe 1-based ranges, e.g,CartesianIndices((3, 1:3))
is equivalent toCartesianIndices((1:3, 1:3))
. This is how tuples of integers have always been documented to work, but a bug had caused erroneous behaviors with heterogeneous tuples containing both integers and ranges (#37829, [#37928]).
pkg> precompile
is now parallelized through depth-first precompilation of dependencies. Errors will only throw for direct dependencies listed in theProject.toml
.pkg> precompile
is now automatically triggered whenever Pkg changes the active manifest. Auto-precompilation will remember if a package has errored within the given environment and will not retry until it changes. Auto-precompilation can be gracefully interrupted with actrl-c
and disabled by setting the environment variableJULIA_PKG_PRECOMPILE_AUTO=0
.- The
Pkg.BinaryPlatforms
module has been moved intoBase
asBase.BinaryPlatforms
and heavily reworked. Applications that want to be compatible with the old API should continue to importPkg.BinaryPlatforms
, however new users should useBase.BinaryPlatforms
directly (#37320). - The
Pkg.Artifacts
module has been imported as a separate standard library. It is still available asPkg.Artifacts
, however starting from Julia v1.6+, packages may import simplyArtifacts
without importing all ofPkg
alongside (#37320).
- New method
LinearAlgebra.issuccess(::CholeskyPivoted)
for checking whether pivoted Cholesky factorization was successful (#36002). UniformScaling
can now be indexed into using ranges to return dense matrices and vectors (#24359).- New function
LinearAlgebra.BLAS.get_num_threads()
for getting the number of BLAS threads (#36360). (+)(::UniformScaling)
is now defined, making+I
a valid unary operation (#36784).- Instances of
UniformScaling
are no longerisequal
to matrices. Previous behaviour violated the rule thatisequal(x, y)
implieshash(x) == hash(y)
. - Transposing
*Triangular
matrices now returns matrices of the opposite triangular type, consistently withadjoint!(::*Triangular)
andtranspose!(::*Triangular)
. Packages containing methods with, e.g.,Adjoint{<:Any,<:LowerTriangular{<:Any,<:OwnMatrixType}}
should replace that byUpperTriangular{<:Any,<:Adjoint{<:Any,<:OwnMatrixType}}
in the method signature (#38168).
- Complete overhaul of internal code to use the ryu float printing algorithms (from Julia 1.4); leads to consistent 2-5x performance improvements.
- New
Printf.tofloat
function allowing custom float types to more easily integrate with Printf formatting by converting their type toFloat16
,Float32
,Float64
, orBigFloat
. - New
Printf.format"..."
andPrintf.Format(...)
functions that allow creatingPrintf.Format
objects that can be passed toPrintf.format
for easier dynamic printf formatting. Printf.format(f::Printf.Format, args...)
as a non-macro function that applies a printf formatf
to providedargs
.
-
The
AbstractMenu
extension interface ofREPL.TerminalMenus
has been extensively overhauled. The new interface does not rely on global configuration variables, is more consistent in delegating printing of the navigation/selection markers, and provides improved support for dynamic menus. These changes are compatible with the previous (deprecated) interface, so are non-breaking.The new API offers several enhancements:
- Menus are configured in their constructors via keyword arguments.
- For custom menu types, the new
Config
andMultiSelectConfig
replace the globalCONFIG
Dict
. request(menu; cursor=1)
allows you to control the initial cursor position in the menu (defaults to first item).MultiSelectMenu
allows you to pass a list of initially-selected items with theselected
keyword argument.writeLine
was deprecated towriteline
, andwriteline
methods are not expected to print the cursor indicator. The oldwriteLine
continues to work, and any of its method extensions should print the cursor indicator as before.printMenu
has been deprecated toprintmenu
, and it both accepts a state input and returns a state output that controls the number of terminal lines erased when the menu is next refreshed. This plus related changes makesprintmenu
work properly when the number of menu items might change depending on user choices.numoptions
, returning the number of items in the menu, has been added as an alternative to implementingoptions
.suppress_output
(primarily a testing option) has been added as a keyword argument torequest
, rather than a configuration option.
-
Tab completion now supports runs of consecutive sub/superscript characters, e.g.
\^(3)
tab-completes to⁽³⁾
(#38649). -
Windows REPL now supports 24-bit colors, by correctly interpreting virtual terminal escapes.
- Display large sparse matrices with a Unicode "spy" plot of their nonzero patterns,
and display small sparse matrices by an
Matrix
-like 2d layout of their contents (#33821). - New convenient
spdiagm([m, n,] v::AbstractVector)
methods which callspdiagm([m, n,] 0 => v)
, consistently with their densediagm
counterparts (#37684).
Quarter
period is defined (#35519).canonicalize
can now takePeriod
as an input (#37391).- Zero-valued
FixedPeriod
s andOtherPeriod
s now compare equal, e.g.,Year(0) == Day(0)
. The behavior of non-zeroPeriod
s is not changed (#37486).
- Now supports invoking Windows workers via ssh (via new keyword argument
shell=:wincmd
inaddprocs
) (#30614). - Other new keyword arguments in
addprocs
:ssh
to specify the ssh client path,env
to pass environment variables to workers, andcmdline_cookie
to work around an ssh problem with Windows workers that run older (pre-ConPTY) versions of Windows, Julia or OpenSSH (#30614).
- Change
uuid1
anduuid4
to useRandom.RandomDevice()
as default random number generator (#35872). - Added
parse(::Type{UUID}, ::AbstractString)
method.
- On Unix systems, the
Mmap.madvise!
function (along with OS-specificMmap.MADV_*
constants) has been added to give advice on handling of memory-mapped arrays (#37369).
- The
Base.download
function has been deprecated (silently, by default) in favor of the newDownloads.download
standard library function (#37340). - The
Base.Grisu
code has been officially removed (float printing was switched to the ryu algorithm code in 1.4). The code is available from JuliaAttic if needed.
- Macro calls
@foo {...}
can now also be written@foo{...}
(without the space) (#34498). ⨟
is now parsed as a binary operator with times precedence. It can be entered in the REPL with\bbsemi
followed by TAB (#34722).±
and∓
are now unary operators as well, like+
or-
. Attention has to be paid in macros and matrix constructors, which are whitespace sensitive, because expressions like[a ±b]
now get parsed as[a ±(b)]
instead of[±(a, b)]
(#34200).- Passing an identifier
x
by itself as a keyword argument or named tuple element is equivalent tox=x
, implicitly using the name of the variable as the keyword or named tuple field name. Similarly, passing ana.b
expression usesb
as the keyword or field name (#29333). - Support for Unicode 13.0.0 (via utf8proc 2.5) (#35282).
- The compiler optimization level can now be set per-module using the experimental macro
Base.Experimental.@optlevel n
. For code that is not performance-critical, setting this to 0 or 1 can provide significant latency improvements (#34896).
- The interactive REPL now uses "soft scope" for top-level expressions: an assignment inside a
scope block such as a
for
loop automatically assigns to a global variable if one has been defined already. This matches the behavior of Julia versions 0.6 and prior, as well as IJulia. Note that this only affects expressions interactively typed or pasted directly into the default REPL (#28789, #33864). - Outside of the REPL (e.g. in a file), assigning to a variable within a top-level scope
block is considered ambiguous if a global variable with the same name exists.
A warning is given if that happens, to alert you that the code will work differently
than in the REPL.
A new command line option
--warn-scope
controls this warning (#33864). - Converting arbitrary tuples to
NTuple
, e.g.convert(NTuple, (1, ""))
now gives an error, where it used to be incorrectly allowed. This is becauseNTuple
refers only to homogeneous tuples (this meaning has not changed) (#34272). - The syntax
(;)
(which was deprecated in v1.4) now creates an empty named tuple (#30115). @inline
macro can now be applied to short-form anonymous functions (#34953).- In triple-quoted string literals, whitespace stripping is now done before processing
escape sequences instead of after. For example, the syntax
used to yield the string " a\nb", since the single space before
""" a\n b"""
b
set the indent level. Now the result is "a\n b", since the space beforeb
is no longer considered to occur at the start of a line. The old behavior is considered a bug (#35001). <:
and>:
can now be broadcasted over arrays with.<:
and.>:
([#35085])- The line number of function definitions is now added by the parser as an
additional
LineNumberNode
at the start of each function body (#35138). - Statements of the form
a'
now get lowered tovar"'"(a)
instead ofBase.adjoint(a)
. This allows for shadowing this function in local scopes, although this is generally discouraged. By default, Base exportsvar"'"
as an alias ofBase.adjoint
, so custom types should still extendBase.adjoint
(#34634).
- Immutable structs (including tuples) that contain references can now be allocated
on the stack, and allocated inline within arrays and other structs (#33886).
This significantly reduces the number of heap allocations in some workloads.
Code that requires assumptions about object layout and addresses (usually for
interoperability with C or other languages) might need to be updated; for
example any object that needs a stable address should be a
mutable struct
. As a result, Arrayview
s no longer allocate ([#34126]).
- Deprecation warnings are no longer shown by default. i.e. if the
--depwarn=...
flag is not passed it defaults to--depwarn=no
. The warnings are printed from tests run byPkg.test()
(#35362). - Color now defaults to on when stdout and stderr are TTYs (#34347).
-t N
,--threads N
starts Julia withN
threads. This option takes precedence overJULIA_NUM_THREADS
. The specified number of threads also propagates to worker processes spawned using the-p
/--procs
or--machine-file
command line arguments. In order to set number of threads for worker processes spawned withaddprocs
use theexeflags
keyword argument, e.g.addprocs(...; exeflags=`--threads 4`)
(#35108).
- Parts of the multi-threading API are now considered stable, with caveats.
This includes all documented identifiers from
Base.Threads
except theatomic_
operations. @threads
now allows an optional schedule argument. Use@threads :static ...
to ensure that the same schedule will be used as in past versions; the default schedule is likely to change in the future.
- The build system now contains a pure-make caching system for expanding expensive operations at the latest possible moment, while still expanding it only once (#35626).
- Packages can now provide custom hints to help users resolve errors by using the
experimental
Base.Experimental.register_error_hint
function. Packages that define custom exception types can support hints by calling theBase.Experimental.show_error_hints
from theirshowerror
method (#35094). - The
@ccall
macro has been added to Base. It is a near drop-in replacement forccall
with more Julia-like syntax. It also wraps the newforeigncall
API for varargs of different types, though it lacks the capability to specify an LLVM calling convention (#32748). - New functions
mergewith
andmergewith!
supersedemerge
andmerge!
withcombine
argument. They don't have the restriction forcombine
to be aFunction
and also provide one-argument method that returns a closure. The old methods ofmerge
andmerge!
are still available for backward compatibility (#34296). - The new
isdisjoint
function indicates whether two collections are disjoint (#34427). - Add function
ismutable
and deprecateisimmutable
to check whether something is mutable (#34652). include
now accepts an optionalmapexpr
first argument to transform the parsed expressions before they are evaluated (#34595).- New function
bitreverse
for reversing the order of bits in a fixed-width integer (#34791). - New function
bitrotate(x, k)
for rotating the bits in a fixed-width integer (#33937). - New function
contains(haystack, needle)
and its one argument partially applied form have been added, it acts likeoccursin(needle, haystack)
(#35132). - New function
Base.exit_on_sigint
is added to control ifInterruptException
is thrown by Ctrl-C (#29411).
- Function composition now works also on one argument
∘(f) = f
(#34251). - One argument methods
startswith(x)
andendswith(x)
have been added, returning partially-applied versions of the functions, similar to existing methods likeisequal(x)
(#33193). isapprox
(or≈
) now has a one-argument "curried" methodisapprox(x)
which returns a function, likeisequal
(or==
) (#32305).@NamedTuple{key1::Type1, ...}
macro for convenientNamedTuple
declarations (#34548).Ref{NTuple{N,T}}
can be passed toPtr{T}
/Ref{T}
ccall
signatures (#34199).x::Signed % Unsigned
andx::Unsigned % Signed
are supported for integer bitstypes.signed(unsigned_type)
is supported for integer bitstypes,unsigned(signed_type)
has been supported.accumulate
,cumsum
, andcumprod
now supportTuple
(#34654) and arbitrary iterators (#34656).pop!(collection, key, [default])
now has a method forVector
to remove an element at an arbitrary index (#35513).- In
splice!
with no replacement, values to be removed can now be specified with an arbitrary iterable (instead of aUnitRange
) (#34524). - The
@view
and@views
macros now support thea[begin]
syntax that was introduced in Julia 1.4 (#35289). open
for files now accepts a keyword argumentlock
controlling whether file operations will acquire locks for safe multi-threaded access. Setting it tofalse
provides better performance when only one thread will access the file (#35426).- The introspection macros (
@which
,@code_typed
, etc.) now work withdo
-block syntax (#35283) and with dot syntax (#35522). count
now accepts thedims
keyword.- new in-place
count!
function similar tosum!
. peek
is now exported and accepts a type to peek from a stream ([#28811]).
- Empty ranges now compare equal, regardless of their startpoint and step (#32348).
- A 1-d
Zip
iterator (whereBase.IteratorSize
isBase.HasShape{1}()
) with defined length ofn
has now also size of(n,)
(instead of throwing an error with truncated iterators) (#29927). - The
@timed
macro now returns aNamedTuple
(#34149). - New
supertypes(T)
function returns a tuple of all supertypes ofT
(#34419). - Views of builtin ranges are now recomputed ranges (like indexing returns) instead of
SubArray
s (#26872). - Sorting-related functions such as
sort
that take the keyword argumentslt
,rev
,order
andby
now do not discardorder
ifby
orlt
are passed. In the former case, the order fromorder
is used to compare the values ofby(element)
. In the latter case, any order different fromForward
orReverse
will raise an error about the ambiguity. close
on a file (IOStream
) can now throw an exception if an error occurs when trying to flush buffered data to disk (#35303).- The large
StridedArray
Union
now has special printing to avoid printing out its entire contents (#31149).
- The BLAS submodule now supports the level-2 BLAS subroutine
hpmv!
(#34211). normalize
now supports multidimensional arrays (#34239).lq
factorizations can now be used to compute the minimum-norm solution to under-determined systems (#34350).sqrt(::Hermitian)
now treats slightly negative eigenvalues as zero for nearly semidefinite matrices, and accepts a newrtol
keyword argument for this tolerance ([#35057]).- The BLAS submodule now supports the level-2 BLAS subroutine
spmv!
(#34320). - The BLAS submodule now supports the level-1 BLAS subroutine
rot!
(#35124). - New generic
rotate!(x, y, c, s)
andreflect!(x, y, c, s)
functions (#35124).
- In docstrings, a level-1 markdown header "Extended help" is now interpreted as a marker dividing "brief help" from "extended help". The REPL help mode only shows the brief help (the content before the "Extended help" header) by default; prepend the expression with '?' (in addition to the one that enters the help mode) to see the full docstring (#25930).
randn!(::MersenneTwister, ::Array{Float64})
is faster, and as a result, for a given state of the RNG, the corresponding generated numbers have changed (#35078).rand!(::MersenneTwister, ::Array{Bool})
is faster, and as a result, for a given state of the RNG, the corresponding generated numbers have changed (#33721).- A new faster algorithm ("nearly division less") is used for generating random numbers
within a range (#29240). As a result, the streams of generated numbers are changed
(for ranges, like in
rand(1:9)
, and for collections in general, like inrand([1, 2, 3])
). Also, for performance, the undocumented property that, given a seed anda, b
of typeInt
,rand(a:b)
produces the same stream on 32 and 64 bits architectures, is dropped.
lu!
acceptsUmfpackLU
as an argument to make use of its symbolic factorization.- The
trim
keyword argument for the functionsfkeep!
,tril!
,triu!
,droptol!
,dropzeros!
anddropzeros
has been removed in favour of always trimming. Calling these withtrim=false
could result in invalid sparse arrays.
- The
eps
function now acceptsTimeType
types (#31487). - The
zero
function now acceptsTimeType
types (#35554).
- Joining and leaving UDP multicast groups on a
UDPSocket
is now supported throughjoin_multicast_group()
andleave_multicast_group()
(#35521).
launch_on_machine
now supports and parses ipv6 square-bracket notation (#34430).
- OpenBLAS has been updated to v0.3.9 ([#35113]).
- Structs with all isbits and isbitsunion fields are now stored inline in arrays (#32448).
import
now allows quoted symbols, e.g.import Base.:+
(#33158).a[begin]
can now be used to address the first element of an integer-indexed collectiona
. The index is computed byfirstindex(a)
(#33946).
- The syntax
(;)
, which used to parse as an empty block expression, is deprecated. In the future it will indicate an empty named tuple (#30115).
- Values can now be interpolated into
@async
and@spawn
via$
, which copies the value directly into the constructed underlying closure (#33119).
- Windows build installer has switched to Inno Setup. Installer command line parameters have thus changed. For example, to extract the installer to a specific directory, the command line parameter is now
/DIR=x:\dirname
. Usejulia-installer.exe /?
to list all new command line parameters.
- The new
only(x)
function returns the one-and-only element of a collectionx
, and throws anArgumentError
ifx
contains zero or multiple elements (#33129). takewhile
anddropwhile
have been added to the Iterators submodule (#33437).accumulate
has been added to the Iterators submodule (#34033).- There is a now an
evalpoly
function meant to take the role of the@evalpoly
macro. The function is just as efficient as the macro while giving added flexibility, so it should be preferred over@evalpoly
.evalpoly
takes a list of coefficients as a tuple, so where one might write@evalpoly(x, p1, p2, p3)
one would instead writeevalpoly(x, (p1, p2, p3))
.
- Function composition now supports multiple functions:
∘(f, g, h) = f ∘ g ∘ h
and splatting∘(fs...)
for composing an iterable collection of functions (#33568). - Functions
gcd
,lcm
, andgcdx
now supportRational
arguments (#33910). - The
splitpath
function now accepts anyAbstractString
whereas previously it only accepted paths of typeString
(#33012). filter
can now act on aTuple
(#32968).- The
tempname
function now takes an optionalparent::AbstractString
argument to give it a directory in which to attempt to produce a temporary path name (#33090). - The
tempname
function now takes acleanup::Bool
keyword argument defaulting totrue
, which causes the process to try to ensure that any file or directory at the path returned bytempname
is deleted upon process exit (#33090). - The
readdir
function now takes ajoin::Bool
keyword argument defaulting tofalse
, which when set causesreaddir
to join its directory argument with each listed name (#33113). div
now accepts a rounding mode as the third argument, consistent with the corresponding argument torem
. Support for rounding division, by passing one of the RoundNearest modes to this function, was added. For future compatibility, library authors should now extend this function, rather than extending the two-argumentfld
/cld
/div
directly (#33040).methods
now accepts a module (or a list thereof) to filter methods defined in it (#33403).
- Calling
show
orrepr
on anundef
/UndefInitializer()
array initializer now shows valid Julia code (#33211). - Calling
show
orrepr
on a 0-dimensionalAbstractArray
now shows valid code for creating an equivalent 0-dimensional array, instead of only showing the contained value (#33206). readdir
output is now guaranteed to be sorted. Thesort
keyword allows opting out of sorting to get names in OS-native order (#33542).- The methods of
mktemp
andmktempdir
that take a function to pass temporary paths to no longer throw errors if the path is already deleted when the function returns (#33091). - Verbose
display
ofChar
(text/plain
output) now shows the codepoint value in standard-conforming"U+XXXX"
format (#33291). Iterators.partition
now uses views (or smartly re-computed ranges) for partitions of allAbstractArray
s (#33533).- Sets are now displayed less compactly in the REPL, as a column of elements, like vectors and dictionaries (#33300).
delete!
onWeakKeyDict
s now returns theWeakKeyDict
itself instead of the underlyingDict
used for implementation
qr
andqr!
functions supportblocksize
keyword argument (#33053).dot
now admits a 3-argument methoddot(x, A, y)
to compute generalized dot productsdot(x, A*y)
, but without computing and storing the intermediate resultA*y
(#32739).ldlt
and non-pivotedlu
now throw a newZeroPivotException
type (#33372).cond(A, p)
withp=1
orp=Inf
now computes the exact condition number instead of an estimate (#33547).UniformScaling
objects may now be exponentiated such that(a*I)^x = a^x * I
.
- Tables now have the
align
attribute set whenshow
n as HTML (#33849).
AbstractRNG
s now behave like scalars when used in broadcasting (#33213).- The performance of
rand(::Tuple)
is improved in some cases (#32208). As a consequence, the stream of generated values produced for a given seed has changed.
- The attributes of the implicit
IOContext
used by the REPL to display objects can be modified by the user (experimental feature) (#29249).
- The return value of
zero(x::AbstractSparseArray)
has no stored zeros anymore (#31835). Previously, it would have stored zeros whereverx
had them. This makes the operation constant time instead ofO(<number of stored values>)
. - Products involving sparse arrays now allow more general sparse
eltype
s, such asStaticArrays
(#33205)
- Support for Unicode 12.1.0 (#32002).
- Methods can now be added to an abstract type (#31916).
- Support for unicode bold digits and double-struck digits 0 through 9 as valid identifiers (#32838).
- Added the syntax
var"#str#"
for printing and parsing non-standard variable names (#32408).
- New experimental
Threads.@spawn
macro that runs a task on any available thread (#32600). - All system-level I/O operations (e.g. files and sockets) are now thread-safe.
This does not include subtypes of
IO
that are entirely in-memory, such asIOBuffer
, although it specifically does includeBufferStream
. (#32309, #32174, #31981, #32421). - The global random number generator (
GLOBAL_RNG
) is now thread-safe (and thread-local) (#32407). - New
Channel(f::Function, spawn=true)
keyword argument to schedule the created Task on any available thread, matching the behavior ofThreads.@spawn
(#32872). - Simplified the
Channel
constructor, which is now easier to read and more idiomatic julia. Use of the keyword argumentscsize
andctype
is now discouraged (#30855, #32818).
findfirst
,findlast
,findnext
andfindprev
now accept a character as first argument to search for that character in a string passed as the second argument (#31664).- New
findall(pattern, string)
method wherepattern
is a string or regex (#31834). count(pattern, string)
gives the number of thingsfindall
would match (#32849).istaskfailed
is now documented and exported, like its siblingsistaskdone
andistaskstarted
(#32300).RefArray
andRefValue
objects now accept indexCartesianIndex()
ingetindex
andsetindex!
(#32653)- Added
sincosd(x)
to simultaneously compute the sine and cosine ofx
, wherex
is in degrees (#30134). - The function
nonmissingtype
, which removesMissing
from type unions, is now exported (#31562).
Pkg
won't clobber pre-compilation files as often when switching environments ([#32651])Pkg
can now download and install binary artifacts through thePkg.Artifacts
submodule and supporting functions. ([#32918])- When
wait
(or@sync
, orfetch
) is called on a failingTask
, the exception is propagated as aTaskFailedException
wrapping the task. This makes it possible to see the location of the original failure inside the task (as well as the location of thewait
call, as before) (#32814). Regex
can now be multiplied (*
) and exponentiated (^
), like strings (#23422).Cmd
interpolation (`$(x::Cmd) a b c`
where) now propagatesx
's process flags (environment, flags, working directory, etc) ifx
is the first interpolant and errors otherwise (#24353).- Zero-dimensional arrays are now consistently preserved in the return values of mathematical
functions that operate on the array(s) as a whole (and are not explicitly broadcasted across their elements).
Previously, the functions
+
,-
,*
,/
,conj
,real
andimag
returned the unwrapped element when operating over zero-dimensional arrays (#32122). IPAddr
subtypes now behave like scalars when used in broadcasting (#32133).Pair
is now treated as a scalar for broadcasting (#32209).clamp
can now handle missing values (#31066).empty
now accepts aNamedTuple
(#32534).mod
now accepts a unit range as the second argument to easily perform offset modular arithmetic to ensure the result is inside the range (#32628).nothing
can now beprint
ed, and interpolated into strings etc. as the string"nothing"
. It is still not permitted to be interpolated into Cmds (i.e.echo `$(nothing)`
will still error without running anything.) (#32148)- When
open
is called with a function, command, and keyword argument (e.g.open(`ls`, read=true) do f ...
) it now correctly throws aProcessFailedException
like other similar calls (#32193). mktemp
andmktempdir
now try, by default, to remove temporary paths they create before the process exits (#32851).- Added argument
keep
tounescape_string
(#27125).
dlopen()
can now be invoked indo
-block syntax, similar toopen()
.
- The BLAS submodule no longer exports
dot
, which conflicts with that in LinearAlgebra (#31838). diagm
andspdiagm
now accept optionalm,n
initial arguments to specify a size (#31654).Hessenberg
factorizationsH
now support efficient shifted solves(H+µI) \ b
and determinants, and use a specialized tridiagonal factorization for Hermitian matrices. There is also a newUpperHessenberg
matrix type (#31853).- Added keyword argument
alg
tosvd
andsvd!
that allows one to switch between different SVD algorithms (#31057). - Five-argument
mul!(C, A, B, α, β)
now implements inplace multiplication fused with addition C = A B α + C β (#23919).
SparseMatrixCSC(m,n,colptr,rowval,nzval)
perform consistency checks for arguments:colptr
must be properly populated and lengths ofcolptr
,rowval
, andnzval
must be compatible withm
,n
, andeltype(colptr)
.sparse(I, J, V, m, n)
verifies lengths ofI
,J
,V
are equal and compatible witheltype(I)
andm
,n
.
DateTime
andTime
formatting/parsing now supports 12-hour clocks with AM/PM viaI
andp
codes, similar tostrftime
(#32308).- Fixed
repr
such that it displaysTime
as it would be entered in Julia (#32103).
mean
now accepts both a function argument and adims
keyword (#31576).
Sockets.recvfrom
now returns both host and port as an InetAddr (#32729).- Added
InetAddr
constructor fromAbstractString
, representing IP address, andInteger
, representing port number (#31459).
foldr
andmapfoldr
now work on any iterator that supportsIterators.reverse
, not just arrays (#31781).
@spawn expr
from theDistributed
standard library should be replaced with@spawnat :any expr
(#32600).Threads.Mutex
andThreads.RecursiveSpinLock
have been removed; useReentrantLock
(preferred) orThreads.SpinLock
instead (#32875).
- The
ClangSA.jl
static analysis package has been imported, which makes use of the clang static analyzer to validate GC invariants in Julia's C code. The analysis may be run usingmake -C src analyzegc
.
- Argument splatting (
x...
) can now be used in calls to thenew
pseudo-function in constructors (#30577). - Support for Unicode 12.0.0 (#31561).
- Added
⋆
(\star
) as unary operator (#31604).
- Empty entries in
JULIA_DEPOT_PATH
are now expanded to default depot entries (#31009).
- The
Condition
type now has a thread-safe replacement, accessed asThreads.Condition
. With that addition, task scheduling primitives such asReentrantLock
are now thread-safe (#30061). - It is possible to schedule and switch Tasks during
@threads
loops, and perform limited I/O (#31438).
- The build system now prefers downloading prebuilt binary tarballs for most dependencies on
supported systems, disable by setting
USE_BINARYBUILDER=0
atmake
time (#31441).
getipaddrs()
function returns all the IP addresses of the local machine, with IPv4 addresses sorting before IPv6 addresses ([#30349, #30604]).getipaddr(addr_type)
andgetipaddrs(addr_type)
functions returns an IP address(es) of the desired type of the local machine (#30604).- Added
Base.hasproperty
andBase.hasfield
(#28850). - One argument
!=(x)
,>(x)
,>=(x)
,<(x)
,<=(x)
have been added, returning partially-applied versions of the functions, similar to the existing==(x)
andisequal(x)
methods (#30915). - The new
map!(f, values(::AbstractDict))
method allows to modify in-place values of a dictionary ([#31223]).
Enum
now behaves like a scalar when used in broadcasting (#30670).- If a
pipeline
is specified withappend=true
set, but no redirection, anArgumentError
is thrown, rather than aErrorException
(#27900). - Functions that invoke commands (e.g.
run(::Cmd)
) now throw aProcessFailedException
rather than anErrorException
, if those commands exit with non-zero exit code (#27900). - The
extrema
function now accepts a function argument in the same manner asminimum
andmaximum
(#30323). hasmethod
can now check for matching keyword argument names (#30712).startswith
andendswith
now accept aRegex
for the second argument (#29790).retry
supports arbitrary callable objects (#30382).- A no-argument constructor for
Ptr{T}
has been added which constructs a null pointer (#30919). strip
now accepts a function argument in the same manner aslstrip
andrstrip
(#31211).mktempdir
now accepts aprefix
keyword argument to customize the file name (#31230, #22922).keytype
andvaltype
now work onAbstractArray
, and return theeltype
ofkeys(...)
andvalues(...)
respectively (#27749).nextfloat(::BigFloat)
andprevfloat(::BigFloat)
now returns a value with the same precision as their argument, which means that (in particular)nextfloat(prevfloat(x)) == x
whereas previously this could result in a completely different value with a different precision (#31310).mapreduce
now accepts multiple iterators, similar tomap
(#31532).filter
now supportsSkipMissing
-wrapped arrays (#31235).- Objects created by calling
skipmissing
on an array can now be indexed using indices from the parent at non-missing positions. This allows functions such asfindall
,findfirst
,argmin
/argmax
andfindmin
/findmax
to work with these objects, returning the index of matching non-missing elements in the parent (#31008). inv(::Missing)
has now been added and returnsmissing
(#31451).nextfloat(::BigFloat, n::Integer)
andprevfloat(::BigFloat, n::Integer)
methods have been added (#31310).
- Added keyword arguments
rtol
,atol
topinv
andnullspace
(#29998). UniformScaling
instances are now callable such that e.g.I(3)
will produce aDiagonal
matrix (#30298).- Eigenvalues λ of general matrices are now sorted lexicographically by (Re λ, Im λ) (#21598).
one
for structured matrices (Diagonal
,Bidiagonal
,Tridiagonal
,Symtridiagonal
) now preserves structure and type (#29777).diagm(v)
is now a shorthand fordiagm(0 => v)
(#31125).
- Performance improvements for sparse matrix-matrix multiplication (#30372).
- Sparse vector outer products are more performant and maintain sparsity in products of the
form
kron(u, v')
,u * v'
, andu .* v'
whereu
andv
are sparse vectors or column views (#24980). - The
sprand
function is now 2 to 5 times faster (#30494). As a consequence of this change, the random stream of matrices produced withsprand
andsprandn
has changed.
getipaddrs
returns IP addresses in the order provided by libuv (#32260).getipaddr
prefers to return the firstIPv4
interface address provided by libuv (#32260).
- Fixed
repr
such that it displaysDateTime
as it would be entered in Julia (#30200).
quantile
now accepts in all cases collections whoseeltype
is not a subtype ofNumber
(#30938).
- Since environment variables on Windows are case-insensitive,
ENV
now converts its keys to uppercase for display, iteration, and copying (#30593).
- libgit2 has been updated to v0.27.7 (#30584).
- OpenBLAS has been updated to v0.3.5 (#30583).
- MbedTLS has been updated to v2.16.0 (#30618).
- libunwind has been updated to v1.3.1 (#30724).
- An exception stack is maintained on each task to make exception handling
more robust and enable root cause analysis. The stack may be accessed using
the experimental function
Base.catch_stack
(#28878). - The experimental macro
Base.@locals
returns a dictionary of current local variable names and values (#29733). - Binary
~
can now be dotted, as inx .~ y
(#30341).
- Parser inputs ending with a comma are now consistently treated as incomplete. Previously they were sometimes parsed as tuples, depending on whitespace (#28506).
- Spaces were accidentally allowed in broadcast call syntax, e.g.
f. (x)
. They are now disallowed, consistent with normal function call syntax (#29781). - Big integer literals and command syntax (backticks) are now parsed with the name of
the macro (
@int128_str
,@uint128_str
,@big_str
,@cmd
) qualified to refer to theCore
module (#29968). - Using the same name for both a local variable and a static parameter is now an error instead of a warning (#29429).
findall(in(b), a)
now returns aCartesianIndex
whena
is a matrix or a higher-dimensional array, for consistency with otherfindall
methods. UseLinearIndices(a)[findall(in(b), a)]
to get the old behavior, orCartesianIndices(a)[findall(in(b), a)]
to get the new behavior on previous Julia versions (#30226).findmin(::BitArray)
andfindmax(::BitArray)
now return aCartesianIndex
whena
is a matrix or a higher-dimensional array, for consistency with other array types. UseLinearIndices(a)[findmin(a)[2]]
to get the old behavior, orCartesianIndices(a)[findmin(a)[2]]
to get the new behavior on previous Julia versions (#30102).- Method signatures such as
f(::Type{T}, ::T) where {T <: X}
andf(::Type{X}, ::Any)
are now considered ambiguous. Previously a bug caused the first one to be considered more specific in some cases (#30160).
- When a script run in interactive mode (
-i
) throws an error, the REPL now starts after the error is displayed. Previously the REPL only started if the script completed without error (#21233).
splitpath(p::String)
function, which is the opposite ofjoinpath(parts...)
: it splits a filepath into its components (#28156).isnothing(::Any)
predicate, to check whether the argument isnothing
. (#29679).getpid(::Process)
method (#24064).eachrow
,eachcol
andeachslice
functions provide efficient iterators over slices of arrays (#29749).fieldtypes(T::Type)
which returns the declared types of the field in type T (#29600).uuid5
has been added to theUUIDs
standard library (#28761).- Predicates
Sys.isfreebsd
,Sys.isopenbsd
,Sys.isnetbsd
, andSys.isdragonfly
for detecting BSD systems have been added (#30249). - Internal
Base.disable_library_threading
that sets libraries to use one thread. It executes function hooks that have been registered withBase.at_disable_library_threading
(#30004).
CartesianIndices
can now be constructed from twoCartesianIndex
esI
andJ
withI:J
(#29440).CartesianIndices
support broadcasting arithmetic (+ and -) with aCartesianIndex
(#29890).copy!
support for arrays, dicts, and sets has been moved to Base from the Future package (#29173).- Channels now convert inserted values (like containers) instead of requiring types to match (#29092).
range
can accept the stop value as a positional argument, e.g.range(1,10,step=2)
(#28708).diff
now supports arrays of arbitrary dimensionality and can operate over any dimension (#29827).- The constructor
BigFloat(::BigFloat)
now respects the global precision setting and always returns aBigFloat
with precision equal toprecision(BigFloat)
(#29127). The optionalprecision
argument to override the global setting is now a keyword instead of positional argument (#29157). - The use of scientific notation when printing
BigFloat
values is now consistent with other floating point types (#29211). Regex
now behaves like a scalar when used in broadcasting (#29913).Char
now behaves like a read-only 0-dimensional array (#29819).parse
now allows strings representing integer 0 and 1 for typeBool
(#29980).Base.tail
now works on named tuples (#29595).- The process id is appended to malloc log files in order to track memory allocations of multiple processes (#29969).
Base.julia_cmd
now propagates the--inline=(yes|no)
flag (#29858).Base.@kwdef
can now be used for parametric structs, and for structs with supertypes (#29316).merge(::NamedTuple, ::NamedTuple...)
can now be used with more than 2NamedTuple
s (#29259).- New
ncodeunits(c::Char)
method as a fast equivalent toncodeunits(string(c))
(#29153). - New
sort!(::AbstractArray; dims)
method that can sort the array along thedims
dimension (#28902). range
now acceptsstop
as a positional argument (#28708).get(A::AbstractArray, (), default)
now returnsA[]
instead of an empty array (#30270).parse(Bool, str)
is now supported (#29997).copyto!(::AbstractMatrix, ::UniformScaling)
now supports rectangular matrices (#28790).current_project()
now searches the parent directories of a Git repository for aProject.toml
file. This also affects the behavior of the--project
command line option when using the default--project=@.
(#29108).- The
spawn
API is now more flexible and supports taking IOBuffer directly as an I/O stream, converting to a system pipe as needed (#30278).
- New
DateTime(::Date, ::Time)
constructor (#29754). TimeZone
now behaves like a scalar when used in broadcasting (#30159).
edit
can now be called on a module to edit the file that defines it (#29636).- All compiler-reflection tools (i.e. the
code_
class of functions and macros) now print accurate line number and inlining information in a common style, and take an optional parameter (debuginfo=:default) to control the verbosity of the metadata shown (#29893).
isdiag
andisposdef
forDiagonal
andUniformScaling
(#29638).mul!
,rmul!
andlmul!
methods forUniformScaling
(#29506).Symmetric
andHermitian
matrices now preserve the wrapper when scaled with a number (#29469).- Exponentiation operator
^
now supports raising anIrrational
to anAbstractMatrix
power (#29782). - Added keyword arguments
rtol
,atol
torank
(#29926).
randperm
andrandcycle
now use the type of their argument to determine the element type of the returned array (#29670).- A new method
rand(::Tuple)
implements sampling from the values of a tuple (#25278). serialize
anddeserialize
now accept a filename argument, likewrite
andread
(#30151).
sprandn
now supports specifying the output element type (#30083).
mean
andvar
now handle more kinds of empty inputs (#29033).
- 7zip (bundled with Julia on Windows) has been upgraded from version 16.04 to 18.05 (#30035).
- Busybox is no longer bundled with Julia on Windows (#30022).
- OpenBLAS has been upgraded from 0.3.2 to 0.3.3 (#29845).
- The source code for Pkg is no longer included in JuliaLang/julia. Pkg is instead downloaded during the build process (#29615).
- LLVM has been upgraded to 6.0.1 and support for LLVM < 6.0 has been dropped (#28745, #28696).
- Pkg has been upgraded to version 1.1 (#30342).
one(i::CartesianIndex)
should be replaced withoneunit(i::CartesianIndex)
(#29442).- The internal array
Base.Grisu.DIGITS
is deprecated; new code should useBase.Grisu.getbuf()
to get an appropriate task-local buffer and pass it togrisu()
instead (#29907). - The internal function
Base._default_type(T)
has been removed. Calls to it should be replaced with just the argumentT
(#29739). peakflops
has been scheduled to move fromInteractiveUtils
toLinearAlgebra
but is already now available asLinearAlgebra.peakflops
(#29978).
Julia v1.0 is identical to the v0.7 release, with the exception that it removes all deprecations and deprecation related warnings. When upgrading a codebase from v0.6, the process is to first get the code to work on v0.7, and fix all the deprecation warnings. Once the code runs on v0.7 without warnings, it should be good to run on v1.0.
Refer to the Release Notes for v0.7 for a detailed list of changes from Julia v0.6.
- The
Libdl
module's methodsdlopen()
anddlsym()
have gained athrow_error
keyword argument, replacing the now-deprecateddlopen_e()
anddlsym_e()
methods. Whenthrow_error
isfalse
, failure to locate a shared library or symbol will returnnothing
rather thanC_NULL
. (#28888)
- The old package manager (now called
OldPkg
) has been moved to a separate repository at https://github.com/JuliaArchive/OldPkg.jl (#27930)
-
Local variables can be tested for being defined using the new
@isdefined variable
macro (#22281). -
Destructuring in function arguments: when an expression such as
(x, y)
is used as a function argument name, the argument is unpacked into local variablesx
andy
as in the assignment(x, y) = arg
(#6614). -
Named tuples, with the syntax
(a=1, b=2)
. These behave very similarly to tuples, except components can also be accessed by name using dot syntaxt.a
(#22194). -
Keyword argument containers (
kw
inf(; kw...)
) are now based on named tuples. Dictionary functions likehaskey
and indexing can be used on them, and name-value pairs can be iterated usingpairs(kw)
.kw
can no longer contain multiple entries for the same argument name (#4916). -
Custom infix operators can now be defined by appending Unicode combining marks, primes, and sub/superscripts to other operators. For example,
+̂ₐ″
is parsed as an infix operator with the same precedence as+
(#22089). -
The macro call syntax
@macroname[args]
is now available and is parsed as@macroname([args])
(#23519). -
The construct
if @generated ...; else ...; end
can be used to provide both@generated
and normal implementations of part of a function. Surrounding code will be common to both versions (#23168). -
Added
⟂
(\perp
) operator with comparison precedence (#24404). -
The
missing
singleton object (of typeMissing
) has been added to represent missing values (#24653). It propagates through standard operators and mathematical functions, and implements three-valued logic, similar to SQLsNULL
and R'sNA
. -
Field access via dot-syntax can now be overloaded by adding methods to
Base.getproperty
andBase.setproperty!
(#1974), optionally along with a correspondingBase.propertynames
method for reflection (#25311). -
Values for
Enum
s can now be specified inside of abegin
block when using the@enum
macro (#25424). -
Keyword arguments can be required: if a default value is omitted, then an exception is thrown if the caller does not assign the keyword a value (#25830).
-
The pair operator
=>
is now broadcastable as.=>
which was previously a parsing error (#27447)
-
The syntax for parametric methods,
function f{T}(x::T)
, has been changed tofunction f(x::T) where {T}
(#11310). -
The fallback constructor that calls
convert
is deprecated. Instead, new types should prefer to define constructors, and addconvert
methods that call those constructors only as necessary (#15120). -
The syntax
1.+2
is deprecated, since it is ambiguous: it could mean either1 .+ 2
(the current meaning) or1. + 2
(#19089). -
Mutable structs with no fields are no longer singletons; it is now possible to make multiple instances of them that can be distinguished by
===
(#25854). Zero-size immutable structs are still singletons. -
In string and character literals, backslash
\
may no longer precede unrecognized escape characters (#22800). -
Juxtaposing binary, octal, and hexadecimal literals is deprecated, since it can lead to confusing code such as
0xapi == 0xa * pi
(#16356). -
Numeric literal juxtaposition now has slightly lower precedence than unary operators, so for example
√2x
parses as(√2) * x
(#27641). -
Declaring arguments as
x::ANY
to avoid specialization has been replaced by@nospecialize x
. (#22666).This can also be used in global scope, to apply to all subsequent method definitions in the module (until
@specialize
). (#28065) -
Keyword argument default values are now evaluated in successive scopes --- the scope for each expression includes only previous keyword arguments, in left-to-right order (#17240).
-
The parsing of
1<<2*3
as1<<(2*3)
is deprecated, and will change to(1<<2)*3
in a future version (#13079). -
The parsing of
<|
is now right associative.|>
remains left associative (#24153). -
:
now parses like other operators, as a call to a function named:
, instead of callingcolon
(#25947). -
{ }
expressions now usebraces
andbracescat
as expression heads instead ofcell1d
andcell2d
, and parse similarly tovect
andvcat
(#8470). -
Nested
if
expressions that arise from the keywordelseif
now useelseif
as their expression head instead ofif
(#21774). -
let
blocks now parse the same asfor
loops; the first argument is either an assignment orblock
of assignments, and the second argument is a block of statements (#21774). -
do
syntax now parses to an expression with head:do
, instead of as a function call (#21774). -
Parsed and lowered forms of type definitions have been synchronized with their new keywords (#23157). Expression heads are renamed as follows:
-
type
=>struct
-
bitstype
=>primitive
(order of arguments is also reversed, to match syntax) -
composite_type
=>struct_type
-
bits_type
=>primitive_type
-
-
The
global
keyword now only introduces a new binding if one doesn't already exist in the module. This means that assignment to a global (global sin = 3
) may now throw the error: "cannot assign variable Base.sin from module Main", rather than emitting a warning. Additionally, the new bindings are now created before the statement is executed. For example,f() = (global sin = "gluttony"; nothing)
will now resolve which module containssin
eagerly, rather than delaying that decision untilf
is run. (#22984). -
global const
declarations may no longer appear inside functions (#12010). -
Uninitialized
BitArray
constructors of the formBitArray[{N}](shape...)
have been deprecated in favor of equivalents acceptingundef
(an alias forUndefInitializer()
) as their first argument, as inBitArray[{N}](undef, shape...)
. For example,BitVector(3)
is nowBitVector(undef, 3)
,BitMatrix((2, 4))
is nowBitMatrix(undef, (2, 4))
, andBitArray{3}(11, 13, 17)
is nowBitArray{3}(undef, 11, 14, 17)
(#24785). -
Dispatch rules have been simplified: method matching is now determined exclusively by subtyping; the rule that method type parameters must also be captured has been removed. Instead, attempting to access the unconstrained parameters will throw an
UndefVarError
. Linting in package tests is recommended to confirm that the set of methods which might throwUndefVarError
when accessing the static parameters (need_to_handle_undef_sparam = Set{Any}(m.sig for m in Test.detect_unbound_args(Base, recursive=true))
) is equal (==
) to some known set (expected = Set()
). (#23117) -
const
declarations on local variables were previously ignored. They now give a warning, so that this syntax can be disallowed or given a new meaning in a future version (#5148). -
Placing an expression after
catch
, as incatch f(x)
, is deprecated. Usecatch; f(x)
instead (#19987). -
In
for i = ...
, if a local variablei
already existed it would be overwritten during the loop. This behavior is deprecated, and in the futurefor
loop variables will always be new variables local to the loop (#22314). The old behavior of overwriting an existing variable is available viafor outer i = ...
. -
In
for i in x
,x
used to be evaluated in a new scope enclosing thefor
loop. Now it is evaluated in the scope outside thefor
loop. -
In
for i in x, j in y
, all variables now have fresh bindings on each iteration of the innermost loop. For example, an assignment toi
will not be visible on the nextj
loop iteration (#330). -
Variable bindings local to
while
loop bodies are now freshly allocated on each loop iteration, matching the behavior offor
loops. -
Prefix
&
for by-reference arguments toccall
has been deprecated in favor ofRef
argument types (#6080). -
The constructor
Ref(x::T)
now always returns aRef{T}
(#21527). -
All line numbers in ASTs are represented by
LineNumberNode
s; the:line
expression head is no longer used.QuoteNode
s are also consistently used for quoted symbols instead of the:quote
expression head (though:quote
Expr
s are still used for quoted expressions) (#23885). -
The
+
and-
methods forNumber
andUniformScaling
are not ambiguous anymore since+
and-
no longer do automatic broadcasting. Hence, the methods forUniformScaling
andNumber
are no longer deprecated (#23923). -
The keyword
importall
is deprecated. Useusing
and/or individualimport
statements instead (#22789). -
reduce(+, [...])
andreduce(*, [...])
no longer widen the iterated over arguments to system word size.sum
andprod
still preserve this behavior. (#22825) -
Like
_
, variable names consisting only of underscores can be assigned, but accessing their values is deprecated (#24221). -
Raw string literal escaping rules have been changed to make it possible to write all strings. The rule is that backslashes escape both quotes and other backslashes, but only when a sequence of backslashes precedes a quote character. Thus, 2n backslashes followed by a quote encodes n backslashes and the end of the literal while 2n+1 backslashes followed by a quote encodes n backslashes followed by a quote character (#22926).
-
reprmime(mime, x)
has been renamed torepr(mime, x)
, and along withrepr(x)
andsprint
it now accepts an optionalcontext
keyword forIOContext
attributes.stringmime
has been moved to the Base64 stdlib package (#25990). -
The syntax
(x...)
for constructing a tuple is deprecated; use(x...,)
instead (#24452). -
Non-parenthesized interpolated variables in strings, e.g.
"$x"
, must be followed by a character that will never be an allowed identifier character (currently operators, space/control characters, or common punctuation characters) (#25231). -
The syntax
using A.B
can now only be used whenA.B
is a module, and the syntaxusing A: B
can only be used for adding single bindings (#8000). -
=>
now has its own precedence level, giving it strictly higher precedence than=
and,
(#25391). -
The conditions under which unary operators followed by
(
are parsed as prefix function calls have changed (#26154). -
begin
is disallowed inside indexing expressions, in order to enable the syntaxa[begin]
(for selecting the first element) in the future (#23354). -
Underscores for
_italics_
and__bold__
are now supported by the Base Markdown parser. (#25564) -
…
(\dots
) and⁝
(\tricolon
) are now parsed as binary operators (#26262). -
Assignment syntax (
a=b
) inside square bracket expressions (e.g.A[...]
,[x, y]
) is deprecated. It will likely be reclaimed in a later version for passing keyword arguments. Note this does not affect updating operators like+=
(#25631). -
try
blocks withoutcatch
orfinally
are no longer allowed. An explicit emptycatch
block should be written instead (#27554). -
AbstractArray
types that use unconventional (not 1-based) indexing can now supportsize
,length
, and@inbounds
. To optionally enforce conventional indices, you can@assert !has_offset_axes(A)
. -
Module pre-compilation is now the default for code loading. Adding a
__precompile__()
declaration is no longer necessary, although__precompile__(false)
can still be used to opt-out ([#26991]).
This section lists changes that do not have deprecation warnings.
-
The package manager
Pkg
has been replaced with a new one. See the manual entries on "Code Loading" and "Pkg" for documentation. -
replace(s::AbstractString, pat=>repl)
for functionrepl
arguments formerly passed a substring torepl
in all cases. It now passes substrings for string patternspat
, but aChar
for character patterns (whenpat
is aChar
, collection ofChar
, or a character predicate) (#25815). -
readuntil
now does not include the delimiter in its result, matching the behavior ofreadline
. Passkeep=true
to get the old behavior (#25633). -
lu
methods now return decomposition objects such asLU
rather than tuples of arrays or tuples of numbers (#26997, #27159, #27212). -
schur
methods now return decomposition objects such asSchur
andGeneralizedSchur
rather than tuples of arrays (#26997, #27159, #27212). -
lq
methods now return decomposition objects such asLQ
rather than tuples of arrays (#26997, #27159, #27212). -
qr
methods now return decomposition objects such asQR
,QRPivoted
, andQRCompactWY
rather than tuples of arrays (#26997, #27159, #27212). -
svd
methods now return decomposition objects such asSVD
andGeneralizedSVD
rather than tuples of arrays or tuples of numbers (#26997, #27159, #27212). -
countlines
now always counts the last non-empty line even if it does not end with EOL, matching the behavior ofeachline
andreadlines
(#25845). -
getindex(s::String, r::UnitRange{Int})
now throwsStringIndexError
iflast(r)
is not a valid index intos
(#22572). -
ntuple(f, n::Integer)
throwsArgumentError
ifn
is negative. Previously an empty tuple was returned (#21697). -
⋮
,⋱
,⋰
, and⋯
are now parsed as binary operators, not ordinary identifiers.≔
,≕
, and⩴
now parse with assignment rather than comparison precedence (#26262). -
Juxtaposing string literals (e.g.
"x"y
) is now a syntax error (#20575). -
finalizer(function, object)
now returnsobject
rather thannothing
(#24679). -
The constructor of
SubString
now checks if the requested view range is defined by valid indices in the parentAbstractString
(#22511). -
Macro calls with
for
expressions are now parsed as generators inside function argument lists (#18650). Examples:-
sum(@inbounds a[i] for i = 1:n)
used to give a syntax error, but is now parsed assum(@inbounds(a[i]) for i = 1:n)
. -
sum(@m x for i = 1:n end)
used to parse the argument tosum
as a 2-argument call to macro@m
, but now parses it as a generator plus a syntax error for the danglingend
.
-
-
@__DIR__
returns the current working directory rather thannothing
when not run from a file (#21759). -
@__FILE__
and@__DIR__
return information relative to the file that it was parsed from, rather than from the task-localSOURCE_PATH
global when it was expanded. -
All macros receive an extra argument
__source__::LineNumberNode
which describes the parser location in the source file for the@
of the macro call. It can be accessed as a normal argument variable in the body of the macro. This is implemented by inserting an extra leading argument into theExpr(:macrocall, :@name, LineNumberNode(...), args...)
surface syntax. (#21746) -
Passing the same keyword argument multiple times is now a syntax error (#16937).
-
getsockname
on aTCPSocket
now returns the locally bound address and port of the socket. Previously the address of the remote endpoint was being returned (#21825). -
The
~/.juliarc.jl
file has been moved to~/.julia/config/startup.jl
and/etc/julia/juliarc.jl
file has been renamed to/etc/julia/startup.jl
(#26161). -
Using
ARGS
withinstartup.jl
files or within a .jl file loaded with--load
will no longer contain the script name as the first argument. Instead, the script name will be assigned toPROGRAM_FILE
. (#22092) -
The format for a
ClusterManager
specifying the cookie on the command line is now--worker=<cookie>
.--worker <cookie>
will not work as it is now an optional argument. -
The representation of
CartesianRange
has changed to a tuple-of-AbstractUnitRanges; thestart
andstop
fields are no longer present. Usefirst(R)
andlast(R)
to obtain start/stop. (#20974) -
The
Diagonal
,Bidiagonal
,Tridiagonal
andSymTridiagonal
type definitions have changed fromDiagonal{T}
,Bidiagonal{T}
,Tridiagonal{T}
andSymTridiagonal{T}
toDiagonal{T,V<:AbstractVector{T}}
,Bidiagonal{T,V<:AbstractVector{T}}
,Tridiagonal{T,V<:AbstractVector{T}}
andSymTridiagonal{T,V<:AbstractVector{T}}
respectively (#22718, #22925, #23035, #23154). -
The immediate supertype of
BitArray
is now simplyAbstractArray
.BitArray
is no longer considered a subtype ofDenseArray
andStridedArray
(#25858). -
When called with an argument that contains
NaN
elements,findmin
andfindmax
now return the firstNaN
found and its corresponding index. Previously,NaN
elements were ignored. The new behavior matches that ofmin
,max
,minimum
, andmaximum
. -
isapprox(x,y)
now testsnorm(x-y) <= max(atol, rtol*max(norm(x), norm(y)))
rather thannorm(x-y) <= atol + ...
, andrtol
defaults to zero if anatol > 0
is specified (#22742). -
Spaces are no longer allowed between
@
and the name of a macro in a macro call (#22868). -
Juxtaposition of a non-literal with a macro call (
x@macro
) is no longer valid syntax (#22868). -
On a cluster, all files are now loaded from the local file system rather than node 1 (#22588). To load the same file everywhere from node 1, one possible alternative is to broadcast a call to
include_string
:@everywhere include_string(Main, $(read("filename", String)), "filename")
. Improving upon this API is left as an opportunity for packages. -
randperm(n)
andrandcycle(n)
now always return aVector{Int}
(independent of the type ofn
). Use the corresponding mutating functionsrandperm!
andrandcycle!
to control the array type (#22723). -
Hermitian now ignores any imaginary components in the diagonal instead of checking the diagonal. (#17367)
-
Worker-worker connections are setup lazily for an
:all_to_all
topology. Use keyword arglazy=false
to force all connections to be setup during aaddprocs
call. (#22814) -
In
joinpath(a, b)
on Windows, if the drive specifications ofa
andb
do not match,joinpath
now returnsb
instead of throwing anArgumentError
.joinpath(path...)
is defined to be left associative, so if any argument has a drive path which does not match the drive of the join of the preceding paths, the prior ones are dropped. (#20912) -
^(A::AbstractMatrix{<:Integer}, p::Integer)
now throws aDomainError
ifp < 0
, unlessA == one(A)
orA == -one(A)
(same as for^(A::Integer, p::Integer)
) (#23366). -
^(A::AbstractMatrix{<:Integer}, p::Integer)
now promotes the element type in the same way as^(A::Integer, p::Integer)
. This means, for instance, that[1 1; 0 1]^big(1)
will return aMatrix{BigInt}
instead of aMatrix{Int}
(#23366). -
The element type of the input is now preserved in
unique
. Previously the element type of the output was shrunk to fit the union of the type of each element in the input. (#22696) -
The
promote
function now raises an error if its arguments are of different types and if attempting to convert them to a common type fails to change any of their types. This avoids stack overflows in the common case of definitions likef(x, y) = f(promote(x, y)...)
(#22801). -
indmin
andindmax
have been renamed toargmin
andargmax
, respectively (#25654). -
findmin
,findmax
,argmin
, andargmax
used to always return linear indices. They now returnCartesianIndex
es for all but 1-d arrays, and in general return thekeys
of indexed collections (e.g. dictionaries) (#22907). -
The
openspecfun
library is no longer built and shipped with Julia, as it is no longer used internally (#22390). -
All loaded packages used to have bindings in
Main
(e.g.Main.Package
). This is no longer the case; now bindings will only exist for packages brought into scope by typingusing Package
orimport Package
(#17997). -
The rules for mixed-signedness integer arithmetic (e.g.
Int32(1) + UInt64(1)
) have been simplified: if the arguments have different sizes (in bits), then the type of the larger argument is used. If the arguments have the same size, the unsigned type is used (#9292). -
All command line arguments passed via
-e
,-E
, and-L
will be executed in the order given on the command line (#23665). -
I
now yieldsUniformScaling{Bool}(true)
rather thanUniformScaling{Int64}(1)
to better preserve types in operations involvingI
(#24396). -
The return type of
reinterpret
has changed toReinterpretArray
.reinterpret
on sparse arrays has been discontinued. -
Base.find_in_path
is nowBase.find_package
orBase.find_source_file
(#24320). -
finalizer
now takes functions or pointers as its first argument, and the object being finalized as its second (rather than the reverse). For the majority of use cases deprecation warnings will be triggered. However, deprecation warnings will not trigger where (1) the callable argument is not a subtype ofFunction
; or (2) both arguments areFunction
s orPtr{Cvoid}
s (#24605). -
The
kill
function now throws errors on user error (e.g. on permission errors), but returns successfully if the process had previously exited. Its return value has been removed. Use theprocess_running
function to determine if a process has already exited. -
The logging system has been redesigned -
info
andwarn
are deprecated and replaced with the logging macros@info
,@warn
,@debug
and@error
. Thelogging
function is also deprecated and replaced withAbstractLogger
and the functions from the new standardLogging
library. (#24490) -
The
RevString
type has been removed from the language;reverse(::String)
returns aString
with code points (or fragments thereof) in reverse order. In general,reverse(s)
should return a string of the same type and encoding ass
with code points in reverse order; any string type overridesreverse
to return a different type of string must also overridereverseind
to compute reversed indices correctly. -
eachindex(A, B...)
now requires that all inputs have the same number of elements. When the chosen indexing is Cartesian, they must have the same axes. -
AbstractRange
objects are now considered as equal to otherAbstractArray
objects by==
andisequal
if all of their elements are equal (#16401). This has required changing the hashing algorithm: ranges now use an O(N) fallback instead of a O(1) specialized method unless they define theBase.RangeStepStyle
trait; see its documentation for details. Types which support subtraction (operator-
) must now implementwiden
for hashing to work inside heterogeneous arrays. -
findn(x::AbstractArray)
has been deprecated in favor offindall(!iszero, x)
, which now returns cartesian indices for multidimensional arrays (see below, #25532). -
Broadcasting operations are no longer fused into a single operation by Julia's parser. Instead, a lazy
Broadcasted
object is created to represent the fused expression and then realized withcopy(bc::Broadcasted)
orcopyto!(dest, bc::Broadcasted)
to evaluate the wrapper. Consequently, package authors generally need to specializecopy
andcopyto!
methods rather thanbroadcast
andbroadcast!
. This also allows for more customization and control of fused broadcasts. See the Interfaces chapter for more information. -
find
has been renamed tofindall
.findall
,findfirst
,findlast
,findnext
now take and/or return the same type of indices askeys
/pairs
forAbstractArray
,AbstractDict
,AbstractString
,Tuple
andNamedTuple
objects (#24774, #25545). In particular, this means that they useCartesianIndex
objects for matrices and higher-dimensional arrays instead of linear indices as was previously the case. UseLinearIndices(a)[findall(f, a)]
and similar constructs to compute linear indices. -
The
find*
functions, i.e.findnext
,findprev
,findfirst
, andfindlast
, as well asindexin
, now returnnothing
when no match is found rather than0
or0:-1
(#25472, #25662, #26149) -
The
Base.HasShape
iterator trait has gained a type parameterN
indicating the number of dimensions, which must correspond to the length of the tuple returned bysize
(#25655). -
AbstractSet
objects are now considered equal by==
andisequal
if all of their elements are equal (#25368). This has required changing the hashing algorithm forBitSet
. -
the default behavior of
titlecase
is changed in two ways (#23393):- characters not starting a word are converted to lowercase;
a new keyword argument
strict
is added which allows to get the old behavior when it'sfalse
. - any non-letter character is considered as a word separator;
to get the old behavior (only "space" characters are considered as
word separators), use the keyword
wordsep=isspace
.
- characters not starting a word are converted to lowercase;
a new keyword argument
-
writedlm
in the standard library module DelimitedFiles now writes numeric values usingprint
rather thanprint_shortest
(#25745). -
The
tempname
function used to create a file on Windows but not on other platforms. It now never creates a file (#9053). -
The
fieldnames
andpropertynames
functions now return a tuple rather than an array (#25725). -
indexin
now returns the first rather than the last matching index (#25998). -
parse(::Type, ::Char)
now uses a default base of 10, like other number parsing methods, instead of 36 (#26576). -
isequal
forPtr
s now compares element types;==
still compares only addresses (#26858). -
widen
on 8- and 16-bit integer types now widens to 16- and 32-bit types, respectively. (#28045). -
mv
,cp
,touch
,mkdir
,mkpath
,chmod
andchown
now return the path that was created/modified rather thannothing
(#27071). -
Regular expressions now default to UCP mode. Escape sequences such as
\w
will now match based on unicode character properties, e.g.r"\w+"
will matchcafé
(not justcaf
). Add thea
modifier (e.g.r"\w+"a
) to restore the previous behavior (#27189). -
@sync
now waits only for lexically enclosed (i.e. visible directly in the source text of its argument)@async
expressions. If you need to wait for a task created by a called functionf
, havef
return the task and put@async wait(f(...))
within the@sync
block. This change makes@schedule
redundant with@async
, so@schedule
has been deprecated (#27164). -
norm(A::AbstractMatrix, p=2)
computes no longer the operator/matrix norm but thenorm
ofA
as for other iterables, i.e. as if it were a vector. Especially,norm(A::AbstractMatrix)
is the Frobenius norm. To compute the operator/matrix norm, use the new functionopnorm
(#27401). -
dot(u, v)
now acts recursively. Instead ofsum(u[i]' * v[i] for i in ...)
, it computessum(dot(u[i], v[i]) for i in ...)
, similarly tovecdot
before (#27401). -
Sys.CPU_CORES
has been renamed toSys.CPU_THREADS
; it still gives the number of "logical cores" (including hyperthreading) rather than the number of physical cores present on the CPU. Similarly, the environment variableJULIA_CPU_CORES
is deprecated in favor ofJULIA_CPU_THREADS
(#27856). -
WeakKeyDict
does not convert keys on insertion anymore (#24941).
-
The function
thisind(s::AbstractString, i::Integer)
returns the largest valid index less or equal thani
in the strings
or0
if no such index exists (#24414). -
Support for Unicode 11 (#28266).
-
Char
is now a subtype ofAbstractChar
, and most of the functions that take character arguments now accept anyAbstractChar
(#26286). -
pathof(module)
returns the path a module was imported from ([#28310]). -
bytes2hex
now accepts an optionalio
argument to output to a hexadecimal stream without allocating aString
first (#27121). -
String(array)
now accepts an arbitraryAbstractVector{UInt8}
. ForVector
inputs, it "steals" the memory buffer, leaving them with an empty buffer which is guaranteed not to be shared with theString
object. For other types of vectors (in particular immutable vectors), a copy is made and the input is not truncated (#26093). -
Irrational
is now a subtype ofAbstractIrrational
(#24245). -
Introduced the
empty
function, the functional pair toempty!
which returns a new, empty container (#24390). -
Jump to first/last history entries in the REPL via "Alt-<" and "Alt->" (#22829).
-
REPL LaTeX-like tab completions have been simplified for several Unicode characters, e.g.
𝔸
is now\bbA
rather than\BbbA
(#25980). -
The function
chop
now accepts two argumentshead
andtail
allowing to specify number of characters to remove from the head and tail of the string (#24126). -
get(io, :color, false)
can now be used to query whether a streamio
supports ANSI color codes (#25067), rather than using the undocumentedBase.have_color
global flag. -
print_with_color
has been deprecated in favor ofprintstyled([io], xs...; bold=false, color=:normal)
for printing styled text (#25522). -
Functions
first
andlast
now acceptnchar
argument forAbstractString
. If this argument is used they return a string consisting of first/lastnchar
characters from the original string (#23960). -
Expressions
x^-n
wheren
is an integer literal now correspond toinv(x)^n
. For example,x^-1
is now essentially a synonym forinv(x)
, and works in a type-stable way even iftypeof(x) != typeof(inv(x))
(#24240). -
New
Iterators.reverse(itr)
for reverse-order iteration (#24187). Iterator typesT
can implementstart
etc. forIterators.Reverse{T}
to support this. -
The functions
nextind
andprevind
now acceptnchar
argument that indicates the number of characters to move (#23805). -
The functions
strip
,lstrip
andrstrip
now returnSubString
(#22496). -
The functions
strwidth
andcharwidth
have been merged intotextwidth
(#20816). -
The functions
base
anddigits
digits now accept a negative base (likendigits
did) (#21692). -
The function
randn
now accepts complex arguments (Complex{T <: AbstractFloat}
) (#21973). -
parse(Complex{T}, string)
can parse complex numbers in some common formats (#24713). -
The function
rand
can now pick up random elements from strings, associatives and sets (#22228, #21960, #18155, #22224). -
It's now possible to specify the characters to pick from in the
randstring
function (#22222). -
Allow multidimensional arrays in
shuffle
andshuffle!
functions (#22226). -
Method lists are now printed as a numbered list. In addition, the source code of a method can be opened in an editor by entering the corresponding number in the REPL and pressing
^Q
(#22007). -
getpeername
on aTCPSocket
returns the address and port of the remote endpoint of the TCP connection (#21825). -
resize!
andsizehint!
methods no longer over-reserve memory when the requested array size is more than double of its current size (#22038). -
The
crc32c
function for CRC-32c checksums is now exported (#22274). -
eye(::Type{Diagonal{T}}, m::Integer)
has been deprecated in favor ofDiagonal{T}(I, m)
(#24415). -
The output of
versioninfo
is now controlled with keyword arguments (#21974). -
The function
LibGit2.set_remote_url
now always sets both the fetch and push URLs for a git repo. Additionally, the argument order was changed to be consistent with the git command line tool (#22062). -
Added
unique!
which is an inplace version ofunique
(#20549). -
@test isequal(x, y)
and@test isapprox(x, y)
now prints an evaluated expression when the test fails (#22296). -
Uses of
Val{c}
inBase
has been replaced withVal{c}()
, which is now easily accessible via the efficient constructorVal(c)
. Functions are defined asf(::Val{c}) = ...
and called byf(Val(c))
. Notable affected functions include:ntuple
,Base.literal_pow
,sqrtm
,lufact
,lufact!
,qrfact
,qrfact!
,cholfact
,cholfact!
,_broadcast!
,reshape
,cat
andcat_t
. -
A new
@macroexpand1
macro for non recursive macro expansion (#21662). -
Char
s can now be concatenated withString
s and/or otherChar
s using*
(#22532). -
Diagonal
,Bidiagonal
,Tridiagonal
andSymTridiagonal
are now parameterized on the type of the wrapped vectors, allowingDiagonal
,Bidiagonal
,Tridiagonal
andSymTridiagonal
matrices with arbitraryAbstractVector
s (#22718, #22925, #23035, #23154). -
Mutating versions of
randperm
andrandcycle
have been added:randperm!
andrandcycle!
(#22723). -
BigFloat
random numbers can now be generated (#22720). -
The efficiency of random generation for MersenneTwister RNGs has been improved for integers,
Float64
and ranges; as a result, given a seed, the produced stream of numbers has changed (#27560, #25277, #25197, #25058, #25047). -
REPL Undo via Ctrl-/ and Ctrl-_
-
diagm
now accepts several diagonal index/vectorPair
s (#24047). -
isequal
,==
, andin
have one argument "curried" forms. For exampleisequal(x)
returns a function that compares its argument tox
usingisequal
(#26436). -
reinterpret
now works on any AbstractArray using the newReinterpretArray
type. This supersedes the old behavior of reinterpret on Arrays. As a result, reinterpreting arrays with different alignment requirements (removed in 0.6) is once again allowed (#23750). -
The
keys
of anAssociative
are now anAbstractSet
.Base.KeyIterator{<:Associative}
has been changed toKeySet{K, <:Associative{K}} <: AbstractSet{K}
(#24580). -
New function
ncodeunits(s::AbstractString)
gives the number of code units in a string. The generic definition is constant time but callslastindex(s)
which may be inefficient. Therefore custom string types may want to define directncodeunits
methods. -
reverseind(s::AbstractString, i::Integer)
now has an efficient generic fallback, so custom string types do not need to provide their own efficient definitions. The generic definition relies onncodeunits
however, so for optimal performance you may need to define a custom method for that function. -
The global RNG is being re-seeded with its own seed at the beginning of each
@testset
, and have its original state restored at the end (#24445). This is breaking for testsets relying implicitly on the global RNG being in a specific state. -
permutedims(m::AbstractMatrix)
is now short forpermutedims(m, (2,1))
, and is now a more convenient way of making a "shallow transpose" of a 2D array. This is the recommended approach for manipulating arrays of data, rather than the recursively defined, linear-algebra functiontranspose
. Similarly,permutedims(v::AbstractVector)
will create a row matrix (#24839). -
A new
replace(A, old=>new)
function is introduced to replaceold
bynew
in collectionA
. There is also another method with a different API, and a mutating variant,replace!
(#22324, #25697, #26206, #27944). -
Adding integers to
CartesianIndex
objects is now deprecated. Instead ofi::Int + x::CartesianIndex
, usei*one(x) + x
(#26284). -
CartesianRange
changes (#24715):- Inherits from
AbstractArray
, and linear indexing can be used to provide linear-to-cartesian conversion (#24715) - It has a new constructor taking an array
- Inherits from
-
several missing set-like operations have been added (#23528):
union
,intersect
,symdiff
,setdiff
are now implemented for all collections with arbitrary many arguments, as well as the mutating counterparts (union!
etc.). The performance is also much better in many cases. Note that this change is slightly breaking: all the non-mutating functions always return a new object even if only one argument is passed. Moreover the semantics ofintersect
andsymdiff
is changed for vectors:intersect
doesn't preserve the multiplicity anymore (usefilter
for the old behavior)symdiff
has been made consistent with the corresponding methods for other containers, by taking the multiplicity of the arguments into account. Useunique
to get the old behavior.
-
The
linearindices
function has been deprecated in favor of the newLinearIndices
type, which additionally provides conversion from cartesian indices to linear indices using the normal indexing operation. (#24715, #26775). -
IdDict{K,V}
replacesObjectIdDict
. It has type parameters like otherAbstractDict
subtypes and its constructors mirror the ones ofDict
. (#25210) -
IOBuffer
can take thesizehint
keyword argument to suggest a capacity of the buffer (#25944). -
lstrip
andrstrip
now accept a predicate function that defaults toisspace
(#27309). -
trunc
,floor
,ceil
, andround
specifydigits
,sigdigits
andbase
using keyword arguments. (#26156, #26670) -
Sys.which()
provides a cross-platform method to find executable files, similar to the Unixwhich
command. (#26559) -
Added an optimized method of
vecdot
for taking the Frobenius inner product of sparse matrices. (#27470) -
Added an optimized method of
kron
for taking the tensor product of twoDiagonal
matrices. ([27581]) -
An official API for extending
rand
is now defined (#23964, #25002). -
The constructor
MersenneTwister()
is re-enabled, producing a randomly initialized RNG (similar toRandom.seed!(MersenneTwister(0))
) (#21909). -
BitSet
can now store anyInt
(instead of only positive ones) (#25029). -
The initial element
v0
inreduce(op, v0, itr)
has been replaced with aninit
optional keyword argument, as inreduce(op, itr; init=v0)
. Similarly forfoldl
,foldr
,mapreduce
,mapfoldl
,mapfoldr
,accumulate
andaccumulate!
. (#27711, #27859)
-
The inlining heuristic now models the approximate runtime cost of a method (using some strongly-simplifying assumptions). Functions are inlined unless their estimated runtime cost substantially exceeds the cost of setting up and issuing a subroutine call. (#22210, #22732)
-
Inference recursion-detection heuristics are now more precise, allowing them to be triggered less often, but being more aggressive when they are triggered to drive the inference computation to a solution (#23912).
-
Inference now propagates constants inter-procedurally, and can compute various constants expressions at compile-time (#24362).
-
The LLVM SLP Vectorizer optimization pass is now enabled at the default optimization level.
-
The
JULIA_HOME
environment variable has been renamed toJULIA_BINDIR
andBase.JULIA_HOME
has been moved toSys.BINDIR
(#20899). -
The keyword
immutable
is fully deprecated tostruct
, andtype
is fully deprecated tomutable struct
(#19157, #20418). -
lufact
,schurfact
,lqfact
,qrfact
,ldltfact
,svdfact
,bkfact
,hessfact
,eigfact
, andcholfact
have respectively been deprecated tolu
,schur
,lq
,qr
,ldlt
,svd
,bunchkaufman
,hessenberg
,eigen
, andcholesky
(#26997, #27159, #27212). -
lufact!
,schurfact!
,lqfact!
,qrfact!
,ldltfact!
,svdfact!
,bkfact!
,hessfact!
, andeigfact!
have respectively been deprecated tolu!
,schur!
,lq!
,qr!
,ldlt!
,svd!
,bunchkaufman!
,hessenberg!
, andeigen!
(#26997, #27159, #27212). -
eig(A[, args...])
has been deprecated in favor ofeigen(A[, args...])
. Whereas the former returns a tuple of arrays, the latter returns anEigen
object. So for a direct replacement, use(eigen(A[, args...])...,)
. But going forward, consider using the direct result ofeigen(A[, args...])
instead, either destructured into its components (vals, vecs = eigen(A[, args...])
) or as anEigen
object (X = eigen(A[, args...])
) (#26997, #27159, #27212). -
eig(A::AbstractMatrix, B::AbstractMatrix)
andeig(A::Number, B::Number)
have been deprecated in favor ofeigen(A, B)
. Whereas the former each return a tuple of arrays, the latter returns aGeneralizedEigen
object. So for a direct replacement, use(eigen(A, B)...,)
. But going forward, consider using the direct result ofeigen(A, B)
instead, either destructured into its components (vals, vecs = eigen(A, B)
), or as aGeneralizedEigen
object (X = eigen(A, B)
) (#26997, #27159, #27212). -
ordschur(T::StridedMatrix{Ty}, Z::StridedMatrix{Ty}, select::Union{Vector{Bool},BitVector})
andordschur(S::StridedMatrix{Ty}, T::StridedMatrix{Ty}, Q::StridedMatrix{Ty}, Z::StridedMatrix{Ty}, select::Union{Vector{Bool},BitVector})
and their respective inplace versions have been deprecated. Useordschur(schur::Schur, select::Union{Vector{Bool},BitVector})
andordschur(gschur::GeneralizedSchur, select::Union{Vector{Bool},BitVector})
instead (#28155). -
Indexing into multidimensional arrays with more than one index but fewer indices than there are dimensions is no longer permitted when those trailing dimensions have lengths greater than 1. Instead, reshape the array or add trailing indices so the dimensionality and number of indices match (#14770, #23628).
-
The use of a positional dimension argument has largely been deprecated in favor of a
dims
keyword argument. This includes the functionssum
,prod
,maximum
,minimum
,all
,any
,findmax
,findmin
,mean
,varm
,std
,var
,cov
,cor
,median
,mapreducedim
,reducedim
,sort
,accumulate
,accumulate!
,cumsum
,cumsum!
,cumprod
,cumprod!
,flipdim
,dropdims
, andcat
(#25501, #26660, #27100). -
indices(a)
andindices(a,d)
have been deprecated in favor ofaxes(a)
andaxes(a, d)
(#25057). -
EnvHash
has been renamed toEnvDict
(#24167). -
Uninitialized
Array
constructors of the formArray[{T,N}](shape...)
have been deprecated in favor of equivalents acceptingundef
(an alias forUndefInitializer()
) as their first argument, as inArray[{T,N}](undef, shape...)
. For example,Vector(3)
is nowVector(undef, 3)
,Matrix{Int}((2, 4))
is now,Matrix{Int}(undef, (2, 4))
, andArray{Float32,3}(11, 13, 17)
is nowArray{Float32,3}(undef, 11, 13, 17)
(#24781). -
Previously
setindex!(A, x, I...)
(and the syntaxA[I...] = x
) supported two different modes of operation when supplied with a set of non-scalar indicesI
(e.g., at least one index is anAbstractArray
) depending upon the value ofx
on the right hand side. Ifx
is anAbstractArray
, its contents are copied elementwise into the locations inA
selected byI
and it must have the same number of elements asI
selects locations. Otherwise, ifx
is not anAbstractArray
, then its value is implicitly broadcast to all locations to all locations inA
selected byI
. This latter behavior—implicitly broadcasting "scalar"-like values across many locations—is now deprecated in favor of explicitly using the broadcasted assignment syntaxA[I...] .= x
orfill!(view(A, I...), x)
(#26347). -
broadcast_getindex(A, I...)
andbroadcast_setindex!(A, v, I...)
are deprecated in favor ofgetindex.((A,), I...)
andsetindex!.((A,), v, I...)
, respectively (#27075). -
LinAlg.fillslots!
has been renamedLinAlg.fillstored!
(#25030). -
fill!(A::Diagonal, x)
andfill!(A::AbstractTriangular, x)
have been deprecated in favor ofBase.LinAlg.fillstored!(A, x)
(#24413). -
eye
has been deprecated in favor ofI
andMatrix
constructors. Please see the deprecation warnings for replacement details (#24438). -
zeros(D::Diagonal[, opts...])
has been deprecated (#24654). -
Using Bool values directly as indices is now deprecated and will be an error in the future. Convert them to
Int
before indexing if you intend to access index1
fortrue
and0
forfalse
. -
slicedim(A, d, i)
has been deprecated in favor ofcopy(selectdim(A, d, i))
. The newselectdim
function now always returns a view intoA
; in many cases thecopy
is not necessary. Previously,slicedim
on a vectorV
over dimensiond=1
and scalar indexi
would return the just selected element (unlessV
was aBitVector
). This has now been made consistent:selectdim
now always returns a view into the original array, with a zero-dimensional view in this specific case (#26009). -
whos
has been renamedvarinfo
, and now returns a markdown table instead of printing output (#12131). -
Uninitialized
RowVector
constructors of the formRowVector{T}(shape...)
have been deprecated in favor of equivalents acceptingundef
(an alias forUndefInitializer()
) as their first argument, as inRowVector{T}(undef, shape...)
. For example,RowVector{Int}(3)
is nowRowVector{Int}(undef, 3)
, andRowVector{Float32}((1, 4))
is nowRowVector{Float32}(undef, (1, 4))
(#24786). -
writecsv(io, a; opts...)
has been deprecated in favor ofwritedlm(io, a, ','; opts...)
(#23529). -
The method
srand(rng, filename, n=4)
has been deprecated (#21359). -
readcsv(io[, T::Type]; opts...)
has been deprecated in favor ofreaddlm(io, ','[, T]; opts...)
(#23530). -
sparse(s::UniformScaling, m::Integer)
has been deprecated in favor of the three-argument equivalentsparse(s::UniformScaling, m, n)
(#24472). -
The
cholfact
/cholfact!
methods that accepted anuplo
symbol have been deprecated in favor of usingHermitian
(orSymmetric
) views (#22187, #22188). -
The
thin
keyword argument for orthogonal decomposition methods has been deprecated in favor offull
, which has the opposite meaning:thin == true
if and only iffull == false
(#24279). -
isposdef(A::AbstractMatrix, UL::Symbol)
andisposdef!(A::AbstractMatrix, UL::Symbol)
have been deprecated in favor ofisposdef(Hermitian(A, UL))
andisposdef!(Hermitian(A, UL))
respectively (#22245). -
The
bkfact
/bkfact!
methods that accepteduplo
andissymmetric
symbols have been deprecated in favor of usingHermitian
(orSymmetric
) views (#22605). -
The function
current_module
is deprecated and replaced with@__MODULE__
. This caused the deprecation of some reflection methods (such asmacroexpand
andisconst
), which now require a module argument. And it caused the bugfix of other default arguments to use the Main module (includingwhos
,which
) (#22064). -
expand(ex)
andexpand(module, ex)
have been deprecated in favor ofMeta.lower(module, ex)
(#22064, #24278). -
ones(A::AbstractArray[, opts...])
andzeros(A::AbstractArray[, opts...])
methods have been deprecated. Forzeros(A)
, considerzero(A)
. Forones(A)
orzeros(A)
, considerones(size(A))
,zeros(size(A))
,fill(v, size(A))
forv
an appropriate one or zero,fill!(copy(A), {1|0})
,fill!(similar(A), {1|0})
, or any of the preceding with different element type and/or shape depending onopts...
. Where strictly necessary, considerfill!(similar(A[, opts...]), {one(eltype(A)) | zero(eltype(A))})
. For an algebraic multiplicative identity, considerone(A)
(#24656). -
The
similar(dims->f(..., dims...), [T], axes...)
method to add offset array support to a functionf
that would otherwise create a non-offset array has been deprecated. Instead, callf(..., axes...)
directly and, if needed, the offset array implementation should add offset axis support to the functionf
directly (#26733). -
The functions
ones
andzeros
used to accept any objects as dimensional arguments, implicitly converting them toInt
s. This is now deprecated; onlyInteger
s orAbstractUnitRange
s are accepted as arguments. Instead, convert the arguments before callingones
orzeros
(#26733). -
The variadic
size(A, dim1, dim2, dims...)
method to return a tuple of multiple dimension lengths ofA
has been deprecated (#26862). -
The
Operators
module is deprecated. Instead, import required operators explicitly fromBase
, e.g.import Base: +, -, *, /
(#22251). -
Bindings to the FFTW library have been removed from Base. The DFT framework for building FFT implementations is now in AbstractFFTs.jl, the bindings to the FFTW library are in FFTW.jl, and the Base signal processing functions which used FFTs are now in DSP.jl (#21956).
-
The
corrected
positional argument tocov
has been deprecated in favor of a keyword argument with the same name (#21709). -
Omitting spaces around the
?
and the:
tokens in a ternary expression has been deprecated. Ternaries must now include some amount of whitespace, e.g.x ? a : b
rather thanx?a:b
(#22523 and #22712). -
?
can no longer be used as an identifier name (#22712) -
The method
replace(s::AbstractString, pat, r, [count])
is deprecated in favor ofreplace(s::AbstractString, pat => r; [count])
(#25165). Moreover,count
cannot be negative anymore (usetypemax(Int)
instead (#22325). -
read(io, type, dims)
is deprecated toread!(io, Array{type}(undef, dims))
(#21450). -
read(::IO, ::Ref)
is now a method ofread!
, since it mutates itsRef
argument (#21592). -
nb_available
is nowbytesavailable
(#25634). -
skipchars(io::IO, predicate; linecomment=nothing)
is deprecated in favor ofskipchars(predicate, io::IO; linecomment=nothing)
(#25667). -
Bidiagonal
constructors now use aSymbol
(:U
or:L
) for the upper/lower argument, instead of aBool
or aChar
(#22703). -
Bidiagonal
,Tridiagonal
andSymTridiagonal
constructors that automatically converted the input vectors to the same type are deprecated in favor of explicit conversion (#22925, #23035, #23154. -
Calling
nfields
on a type to find out how many fields its instances have is deprecated. Usefieldcount
instead. Usenfields
only to get the number of fields in a specific object (#22350). -
fieldnames
now operates only on types. To get the names of fields in an object, usefieldnames(typeof(x))
(#22350). -
InexactError
,DomainError
, andOverflowError
now take arguments.InexactError(func::Symbol, type, -3)
now prints as "ERROR: InexactError: func(type, -3)",DomainError(val, [msg])
prints as "ERROR: DomainError with val:\nmsg", andOverflowError(msg)
prints as "ERROR: OverflowError: msg". (#20005, #22751, #22761) -
The operating system identification functions:
is_linux
,is_bsd
,is_apple
,is_unix
, andis_windows
, have been deprecated in favor ofSys.islinux
,Sys.isbsd
,Sys.isapple
,Sys.isunix
, andSys.iswindows
, respectively (#22182). -
The forms of
read
,readstring
, andeachline
that accepted both aCmd
object and an input stream are deprecated. Use e.g.read(pipeline(stdin, cmd))
instead (#22762). -
The unexported type
AbstractIOBuffer
has been renamed toGenericIOBuffer
(#17360 #22796). -
IOBuffer(data::AbstractVector{UInt8}, read::Bool, write::Bool, maxsize::Integer)
,IOBuffer(read::Bool, write::Bool)
, andIOBuffer(maxsize::Integer)
are deprecated in favor of constructors taking keyword arguments (#25872). -
Display
has been renamed toAbstractDisplay
(#24831). -
Remaining vectorized methods over
SparseVector
s, particularlyfloor
,ceil
,trunc
,round
, and most common transcendental functions such asexp
,log
, andsin
variants, have been deprecated in favor of dot-syntax (#22961). -
The method
String(io::IOBuffer)
is deprecated toString(take!(copy(io)))
(#21438). -
The function
readstring
is deprecated in favor ofread(io, String)
(#22793) -
The function
showall
is deprecated. Showing entire values is the default, unless anIOContext
specifying:limit=>true
is in use (#22847). -
issubtype
has been deprecated in favor of<:
(which used to be an alias forissubtype
). -
Calling
write
on non-isbits arrays is deprecated in favor of explicit loops orserialize
(#6466). -
The default
startup.jl
file on Windows has been removed. Now must explicitly include the full path if you need access to executables or libraries in theSys.BINDIR
directory, e.g.joinpath(Sys.BINDIR, "7z.exe")
for7z.exe
(#21540). -
sqrtm
has been deprecated in favor ofsqrt
(#23504). -
expm
has been deprecated in favor ofexp
(#23233). -
logm
has been deprecated in favor oflog
(#23505). -
full
has been deprecated in favor of more specific, better defined alternatives. On structured matricesA
, consider insteadMatrix(A)
,Array(A)
,SparseMatrixCSC(A)
, orsparse(A)
. On sparse arraysS
, consider insteadVector(S)
,Matrix(S)
, orArray(S)
as appropriate. On factorizationsF
, consider insteadMatrix(F)
,Array(F)
,AbstractMatrix(F)
, orAbstractArray(F)
. On implicit orthogonal factorsQ
, consider insteadMatrix(Q)
orArray(Q)
; for implicit orthogonal factors that can be recovered in square or truncated form, see the deprecation message for square recovery instructions. OnSymmetric
,Hermitian
, orAbstractTriangular
matricesA
, consider insteadMatrix(S)
,Array(S)
,SparseMatrixCSC(S)
, orsparse(S)
. OnSymmetric
matricesA
particularly, consider insteadLinAlg.copytri!(copy(parent(A)), A.uplo)
. OnHermitian
matricesA
particularly, consider insteadLinAlg.copytri!(copy(parent(A)), A.uplo, true)
. OnUpperTriangular
matricesA
particularly, consider insteadtriu!(copy(parent(A)))
. OnLowerTriangular
matricesA
particularly, consider insteadtril!(copy(parent(A)))
(#24250). -
speye
has been deprecated in favor ofI
,sparse
, andSparseMatrixCSC
constructor methods (#24356). -
Calling
union
with no arguments is deprecated; construct an empty set with an appropriate element type usingSet{T}()
instead (#23144). -
Vectorized
DateTime
,Date
, andformat
methods have been deprecated in favor of dot-syntax (#23207). -
Base.cpad
has been removed; use an appropriate combination ofrpad
andlpad
instead (#23187). -
ctranspose
andctranspose!
have been deprecated in favor ofadjoint
andadjoint!
, respectively (#23235). -
filter
andfilter!
on dictionaries now pass a singlekey=>value
pair to the argument function, instead of two arguments (#17886). -
rol
,rol!
,ror
, andror!
have been deprecated in favor of specialized methods forcircshift
/circshift!
(#23404). -
Base.SparseArrays.SpDiagIterator
has been removed (#23261). -
The function
cfunction
, has been deprecated in favor of a macro form@cfunction
. Most existing uses can be upgraded simply by adding a@
. The new syntax now additionally supports allocating closures at runtime, for dealing with C APIs that don't provide a separatevoid* env
-type callback argument. (#26486) -
diagm(v::AbstractVector, k::Integer=0)
has been deprecated in favor ofdiagm(k => v)
(#24047). -
diagm(x::Number)
has been deprecated in favor offill(x, 1, 1)
(#24047). -
diagm(A::SparseMatrixCSC)
has been deprecated in favor ofspdiagm(sparsevec(A))
(#23341). -
diagm(A::BitMatrix)
has been deprecated, usediagm(0 => vec(A))
orBitMatrix(Diagonal(vec(A)))
instead (#23373, #24047). -
ℯ
(written as\mscre<TAB>
or\euler<TAB>
) is now the only (by default) exported name for Euler's number, and the type has changed fromIrrational{:e}
toIrrational{:ℯ}
(#23427). -
The mathematical constants
π
,pi
,ℯ
,e
,γ
,eulergamma
,catalan
,φ
andgolden
have been moved fromBase
to a new module;Base.MathConstants
. Onlyπ
,pi
andℯ
are now exported by default fromBase
(#23427). -
eu
(previously an alias forℯ
) has been deprecated in favor ofℯ
(orMathConstants.e
) (#23427). -
GMP.gmp_version()
,GMP.GMP_VERSION
,GMP.gmp_bits_per_limb()
, andGMP.GMP_BITS_PER_LIMB
have been renamed toGMP.version()
,GMP.VERSION
,GMP.bits_per_limb()
, andGMP.BITS_PER_LIMB
, respectively. Similarly,MPFR.get_version()
, has been renamed toMPFR.version()
(#23323). Also,LinAlg.LAPACK.laver()
has been renamed toLinAlg.LAPACK.version()
and now returns aVersionNumber
. -
select
,select!
,selectperm
andselectperm!
have been renamed respectively topartialsort
,partialsort!
,partialsortperm
andpartialsortperm!
(#23051). -
The
Range
abstract type has been renamed toAbstractRange
(#23570). -
map
on dictionaries previously operated onkey=>value
pairs. This behavior is deprecated, and in the futuremap
will operate only on values (#5794). -
map
on sets previously returned aSet
, possibly changing the order or number of elements. This behavior is deprecated and in the futuremap
will preserve order and number of elements (#26980). -
Previously, broadcast defaulted to treating its arguments as scalars if they were not arrays. This behavior is deprecated, and in the future
broadcast
will default to iterating over all its arguments. Wrap arguments you wish to be treated as scalars withRef()
or a 1-tuple. Package developers can choose to allow a non-iterable typeT
to always behave as a scalar by implementingbroadcastable(x::T) = Ref(x)
(#26212). -
Automatically broadcasted
+
and-
forarray + scalar
,scalar - array
, and so-on have been deprecated due to inconsistency with linear algebra. Use.+
and.-
for these operations instead (#22880, #22932). -
flipbits!(B)
is deprecated in favor of using in-place broadcast to negate each element:B .= .!B
(#27067). -
isleaftype
is deprecated in favor of the simpler predicatesisconcretetype
andisdispatchtuple
. Concrete types are those that might equaltypeof(x)
for somex
;isleaftype
included some types for which this is not true. Those are now categorized more precisely as "dispatch tuple types" and "!has_free_typevars" (not exported). (#17086, #25496) -
contains(eq, itr, item)
is deprecated in favor ofany
with a predicate (#23716). -
spdiagm(x::AbstractVector)
has been deprecated in favor ofsparse(Diagonal(x))
alternativelyspdiagm(0 => x)
(#23757). -
spdiagm(x::AbstractVector, d::Integer)
andspdiagm(x::Tuple{<:AbstractVector}, d::Tuple{<:Integer})
have been deprecated in favor ofspdiagm(d => x)
andspdiagm(d[1] => x[1], d[2] => x[2], ...)
respectively. The newspdiagm
implementation now always returns a square matrix (#23757). -
spones(A::AbstractSparseArray)
has been deprecated in favor ofLinAlg.fillstored!(copy(A), 1)
(#25037). -
Constructors for
LibGit2.UserPasswordCredentials
andLibGit2.SSHCredentials
which take aprompt_if_incorrect
argument are deprecated. Instead, prompting behavior is controlled using theallow_prompt
keyword in theLibGit2.CredentialPayload
constructor (#23690). -
gradient
is deprecated and will be removed in the next release (#23816). -
The timing functions
tic
,toc
, andtoq
are deprecated in favor of@time
and@elapsed
(#17046). -
Methods of
findfirst
,findnext
,findlast
, andfindprev
that accept a value to search for are deprecated in favor of passing a predicate (#19186, #10593). -
find
functions now operate only on booleans by default. To look for non-zeros, usex->x!=0
or!iszero
(#23120). -
The ability of
reinterpret
to yieldArray
s of different type than the underlying storage has been removed. Thereinterpret
function is still available, but now returns aReinterpretArray
. The three argument form ofreinterpret
that implicitly reshapes has been deprecated (#23750). -
bits
has been deprecated in favor ofbitstring
(#24281, #24263). -
num2hex
andhex2num
have been deprecated in favor ofreinterpret
combined withparse
/hex
(#22088). -
copy!
is deprecated forAbstractSet
andAbstractDict
, with the intention to re-enable it with a cleaner meaning in a future version (#24844). -
copy!
(resp.unsafe_copy!
) is deprecated forAbstractArray
and is renamedcopyto!
(resp.unsafe_copyto!
); it will be re-introduced with a different meaning in a future version (#24808). -
a:b
is deprecated for constructing aStepRange
whena
andb
have physical units (Dates and Times). Usea:s:b
, wheres = Dates.Day(1)
ors = Dates.Second(1)
. -
trues(A::AbstractArray)
andfalses(A::AbstractArray)
are deprecated in favor oftrues(size(A))
andfalses(size(A))
respectively (#24595). -
workspace
is discontinued, check out Revise.jl for an alternative workflow (#25046). -
cumsum
,cumprod
,accumulate
, their mutating versions, anddiff
all now require adim
argument instead of defaulting to using the first dimension unless there is only one dimension (#24684, #25457). -
The
sum_kbn
andcumsum_kbn
functions have been moved to the KahanSummation package (#24869). -
isnumber
has been renamed toisnumeric
(#25021). -
isalpha
has been renamed toisletter
(#26932). -
is_assigned_char
andnormalize_string
have been renamed toisassigned
andnormalize
, and moved to the newUnicode
standard library module.graphemes
has also been moved to that module (#25021). -
Sparse array functionality has moved to the
SparseArrays
standard library module (#25249). -
Linear algebra functionality, and specifically the
LinAlg
module has moved to theLinearAlgebra
standard library module (#25571). -
@printf
and@sprintf
have been moved to thePrintf
standard library (#23929,#25056). -
The
Libdl
module has moved to theLibdl
standard library module (#25459). -
The aliases
Complex32
,Complex64
andComplex128
have been deprecated in favor ofComplexF16
,ComplexF32
andComplexF64
respectively (#24647). -
Base.parentindexes
andSharedArrays.localindexes
have been renamed toparentindices
andlocalindices
, respectively. Similarly, theindexes
field in theSubArray
type has been renamed toindices
without deprecation (#25088). -
Associative
has been deprecated in favor ofAbstractDict
(#25012). -
Void
has been renamed back toNothing
with an aliasCvoid
for use when calling C with a return type ofCvoid
or a return or argument type ofPtr{Cvoid}
(#25162). -
Nullable{T}
has been deprecated and moved to the Nullables package (#23642). UseUnion{T, Nothing}
instead, orUnion{Some{T}, Nothing}
ifnothing
is a possible value (i.e.Nothing <: T
).isnull(x)
can be replaced withx === nothing
andunsafe_get
/get
can be dropped or replaced withcoalesce
.NullException
has been removed. -
unshift!
andshift!
have been renamed topushfirst!
andpopfirst!
(#23902) -
ipermute!
has been deprecated in favor ofinvpermute!
(#25168). -
CartesianRange
has been renamedCartesianIndices
(#24715). -
sub2ind
andind2sub
are deprecated in favor of usingCartesianIndices
andLinearIndices
(#24715). -
getindex(F::Factorization, s::Symbol)
(usually seen as e.g.F[:Q]
) is deprecated in favor of dot overloading (getproperty
) so factors should now be accessed as e.g.F.Q
instead ofF[:Q]
(#25184). -
search
andrsearch
have been deprecated in favor offindfirst
/findnext
andfindlast
/findprev
respectively, in combination with curriedisequal
andin
predicates for some methods (#24673). -
search(buf::IOBuffer, delim::UInt8)
has been deprecated in favor of eitheroccursin(delim, buf)
(to test containment) orreaduntil(buf, delim)
(to read data up todelim
) (#26600). -
ismatch(regex, str)
has been deprecated in favor ofoccursin(regex, str)
(#26283). -
matchall
has been deprecated in favor ofcollect(m.match for m in eachmatch(r, s))
(#26071). -
similar(::Associative)
has been deprecated in favor ofempty(::Associative)
, andsimilar(::Associative, ::Pair{K, V})
has been deprecated in favour ofempty(::Associative, K, V)
(#24390). -
findin(a, b)
has been deprecated in favor offindall(in(b), a)
(#24673). -
module_name
has been deprecated in favor of a new, generalnameof
function. Similarly, the unexportedBase.function_name
andBase.datatype_name
have been deprecated in favor ofnameof
methods (#25622). -
The module
Random.dSFMT
is renamedRandom.DSFMT
(#25567). -
Random.RandomDevice(unlimited::Bool)
(on non-Windows systems) is deprecated in favor ofRandom.RandomDevice(; unlimited=unlimited)
(#25668). -
The generic implementations of
strides(::AbstractArray)
andstride(::AbstractArray, ::Int)
have been deprecated. Subtypes ofAbstractArray
that implement the newly introduced strided array interface should define their ownstrides
method (#25321). -
module_parent
,Base.datatype_module
, andBase.function_module
have been deprecated in favor ofparentmodule
(#25629). -
rand(t::Tuple{Vararg{Int}})
is deprecated in favor ofrand(Float64, t)
orrand(t...)
;rand(::Tuple)
will have another meaning in the future (#25429, #25278). -
randjump
, which produced an array, is deprecated in favor of the scalar versionFuture.randjump
used withaccumulate
(#27746). -
The
assert
function (and@assert
macro) have been documented that they are not guaranteed to run under various optimization levels and should therefore not be used to e.g. verify passwords. -
ObjectIdDict
has been deprecated in favor ofIdDict{Any,Any}
(#25210). -
gc
andgc_enable
have been deprecated in favor ofGC.gc
andGC.enable
(#25616). -
Base.@gc_preserve
has been deprecated in favor ofGC.@preserve
(#25616). -
print_shortest
has been discontinued, but is still available in theBase.Grisu
submodule (#25745). -
scale!
has been deprecated in favor ofmul!
,lmul!
, andrmul!
(#25701, #25812). -
The
remove_destination
keyword argument tocp
,mv
, and the unexportedcptree
has been renamed toforce
(#25979). -
contains
has been deprecated in favor of a more generaloccursin
function, which takes its arguments in reverse order fromcontains
(#26283). -
Regex
objects are no longer callable. Useoccursin
instead (#26283). -
The methods of
range
based on positional arguments have been deprecated in favor of keyword arguments (#25896). -
linspace
has been deprecated in favor ofrange
withstop
andlength
keyword arguments (#25896). -
LinSpace
has been renamed toLinRange
(#25896). -
logspace
has been deprecated to its definition (#25896). -
endof(a)
has been renamed tolastindex(a)
, and theend
keyword in indexing expressions now lowers to eitherlastindex(a)
(in the case with only one index) orlastindex(a, d)
(in cases where there is more than one index andend
appears at dimensiond
) (#23554, #25763). -
DateTime()
,Date()
, andTime()
have been deprecated, instead useDateTime(1)
,Date(1)
andTime(0)
respectively (#23724). -
The fallback method
^(x, p::Integer)
is deprecated. If your type relied on this definition, add a method such as^(x::MyType, p::Integer) = Base.power_by_squaring(x, p)
(#23332). -
DevNull
,STDIN
,STDOUT
, andSTDERR
have been renamed todevnull
,stdin
,stdout
, andstderr
, respectively (#25786). -
wait
andfetch
onTask
now resemble the interface ofFuture
. -
showcompact(io, x...)
has been deprecated in favor ofshow(IOContext(io, :compact => true), x...)
(#26080). Usesprint(show, x..., context=:compact => true)
instead ofsprint(showcompact, x...)
. -
isupper
,islower
,ucfirst
andlcfirst
have been deprecated in favor ofisuppercase
,islowercase
,uppercasefirst
andlowercasefirst
, respectively (#26442). -
signif
has been deprecated in favor of thesigdigits
keyword argument toround
. -
Base.IntSet
has been deprecated in favor ofBase.BitSet
(#24282). -
setrounding
has been deprecated forFloat32
andFloat64
, as the behaviour was too unreliable (#26935). -
gamma
,lgamma
,beta
,lbeta
andlfact
have been moved to SpecialFunctions.jl (#27459, #27473). -
atan2
is now a 2-argument method ofatan
(#27248). -
The functions
eigs
andsvds
have been moved to theArpack.jl
package (#27616). -
vecdot
andvecnorm
are deprecated in favor ofdot
andnorm
, respectively (#27401). -
clipboard
has been moved to theInteractiveUtils
standard library package (along with other utilities mostly used at the interactive prompt, such asedit
andless
) (#27635). -
ndigits(n, b, [pad])
is deprecated in favor ofndigits(n, base=b, pad=pad)
(#27908). -
squeeze
is deprecated in favor ofdropdims
. -
srand
is deprecated in favor of the unexportedRandom.seed!
(#27726). -
realmin
/realmax
are deprecated in favor offloatmin
/floatmax
(#28302). -
sortrows
/sortcols
have been deprecated in favor of the more generalsortslices
. -
nextpow2
/prevpow2
have been deprecated in favor of the more generalnextpow
/prevpow
functions.
-
New option
--warn-overwrite={yes|no}
to control the warning for overwriting method definitions. The default isno
(#23002). -
New option
--banner={yes,no}
allows suppressing or forcing the printing of the startup banner, overriding the default behavior (banner in REPL, no banner otherwise). The--quiet
option implies--banner=no
even in REPL mode but can be overridden by passing--quiet
together with--banner=yes
(#23342). -
The option
--precompiled
has been renamed to--sysimage-native-code
(#23054). -
The option
--compilecache
has been renamed to--compiled-modules
(#23054).
-
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.Compiler.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).
- 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).
-
-
Miscellaneous:
-
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/v1/manual/parallel-computing/#Channels-1 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/v1/manual/parallel-computing/#Remote-References-and-AbstractChannels-1 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 common 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 assignment (#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 arbitrary 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 cli/ deps/ julia@ 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.