v24.5 (2024-09-13)
✨ Highlights
Here's a brief summary of some of the major changes in this release, with more detailed information in the following sections:
-
Mojo now supports Python 3.12 interoperability.
-
The set of automatically imported entities (types, aliases, functions) into users' Mojo programs has been dramatically reduced. This can break existing user code as users will need to explicitly import what they're using for cases previously automatically included before.
-
print()now requires that its arguments conform to theFormattabletrait. This enables efficient stream-based writing by default, avoiding unnecessary intermediate String heap allocations. -
The new builtin
input()function prints an optional prompt and reads a line from standard input, in the same way as Python. -
Mojo now allows implicit definitions of variables within a
fnin the same way that has been allowed in adef. Thevarkeyword is still allowed, but is now optional. -
Mojo now diagnoses "argument exclusivity" violations due to aliasing references. Mojo requires references (including implicit references due to
borrowed/inoutarguments) to be uniquely referenced (non-aliased) if mutable. This is a warning in the 24.5 release, but will be upgraded to an error in subsequent releases. -
Mojo now supports "conditional conformances" where some methods on a struct have additional trait requirements that the struct itself doesn't.
-
DTypePointer,LegacyPointer, andPointerhave been removed. UseUnsafePointerinstead. Functions that previously took aDTypePointernow take an equivalentUnsafePointer. For more information on using pointers, see Unsafe pointers in the Mojo Manual. -
There are many new standard library APIs, with new features for strings, collections, and interacting with the filesystem and environment. Changes are listed in the standard library section.
-
The VS Code extension now supports a vendored MAX SDK for VS Code, which is automatically downloaded by the extension and it's used for all Mojo features, including the Mojo Language Server, the Mojo debugger, the Mojo formatter, and more.
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mojo testnow uses the Mojo compiler for running unit tests. This will resolve compilation issues that sometimes appeared, and will also improve overall test execution times.
Language changes
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Mojo now allows implicit definitions of variables within a
fnin the same way that has been allowed in adef. Thevarkeyword is still allowed and still denotes the declaration of a new variable with a scope (in bothdefandfn). Relaxing this makesfnanddefmore similar, but they still differ in other important ways. -
Mojo now diagnoses "argument exclusivity" violations due to aliasing references. Mojo requires references (including implicit references due to
borrowed/inoutarguments) to be uniquely referenced (non-aliased) if mutable. This is important for code safety, because it allows the compiler (and readers of code) to understand where and when a value is mutated. It is also useful for performance optimization because it allows the compiler to know that accesses through immutable references cannot change behind the scenes. Here is an invalid example:fn take_two_strings(a: String, inout b: String):
# Mojo knows 'a' and 'b' cannot be the same string.
b += a
fn invalid_access():
var my_string = String()
# warning: passing `my_string` inout is invalid since it is also passed
# borrowed.
take_two_strings(my_string, my_string)This is similar to Swift exclusivity checking and the Rust language sometimes known as "aliasing xor mutability". That said, the Mojo implementation details are somewhat different because lifetimes are embedded in types.
This is a warning in the 24.5 release, but will be upgraded to an error in subsequent releases.
-
Mojo now supports "conditional conformances" where some methods on a struct have additional trait requirements that the struct itself doesn't. This is expressed through an explicitly declared
selftype:struct GenericThing[Type: AnyType]: # Works with anything
# Sugar for 'fn normal_method[Type: AnyType](self: GenericThing[Type]):'
fn normal_method(self): ...
# Just redeclare the requirements with more specific types:
fn needs_move[Type: Movable](self: GenericThing[Type], owned val: Type):
var tmp = val^ # Ok to move 'val' since it is Movable
...
fn usage_example():
var a = GenericThing[Int]()
a.normal_method() # Ok, Int conforms to AnyType
a.needs_move(42) # Ok, Int is movable
var b = GenericThing[NonMovable]()
b.normal_method() # Ok, NonMovable conforms to AnyType
# error: argument type 'NonMovable' does not conform to trait 'Movable'
b.needs_move(NonMovable())Conditional conformance works with dunder methods and other things as well.
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As a specific form of "conditional conformances", initializers in a struct may indicate specific parameter bindings to use in the type of their
selfargument. For example:@value
struct MyStruct[size: Int]:
fn __init__(inout self: MyStruct[0]): pass
fn __init__(inout self: MyStruct[1], a: Int): pass
fn __init__(inout self: MyStruct[2], a: Int, b: Int): pass
def test(x: Int):
a = MyStruct() # Infers size=0 from 'self' type.
b = MyStruct(x) # Infers size=1 from 'self' type.
c = MyStruct(x, x) # Infers size=2 from 'self' type. -
Mojo now supports named result bindings. Named result bindings are useful for directly emplacing function results into the output slot of a function. This feature provides more flexibility and guarantees around emplacing the result of a function compared to "guaranteed" named return value optimization (NRVO). If a
@register_passableresult is bound to a name, the result value is made accessible as a mutable reference.fn efficiently_return_string(b: Bool) -> String as output:
if b:
output = "emplaced!"
mutate(output)
return
return "regular return"If we used a temporary for
outputinstead, we would need to move into the result slot, which wouldn't work if the result type was non-movable.In a function with a named result,
returnmay be used with no operand to signal an exit from the function, or it can be used normally to specify the return value of the function. The compiler will error if the result is not initialized on all normal exit paths from the function. -
__setitem__()now works with variadic argument lists such as:struct YourType:
fn __setitem__(inout self, *indices: Int, val: Int): ...The Mojo compiler now always passes the "new value" being set using the last keyword argument of the
__setitem__(), e.g. turningyourType[1, 2] = 3intoyourType.__setitem__(1, 2, val=3). This fixes Issue #248. -
Mojo context managers used in regions of code that may raise no longer need to define a "conditional" exit function in the form of
fn __exit__(self, e: Error) -> Bool. This function allows the context manager to conditionally intercept and handle the error and allow the function to continue executing. This is useful for some applications, but in many cases the conditional exit would delegate to the unconditional exit functionfn __exit__(self).Concretely, this enables defining
withregions that unconditionally propagate inner errors, allowing code like:def might_raise() -> Int:
...
def foo() -> Int:
with ContextMgr():
return might_raise()
# no longer complains about missing return
def bar():
var x: Int
with ContextMgr():
x = might_raise()
print(x) # no longer complains about 'x' being uninitialized -
asyncfunctions now support memory-only results (likeString,List, etc.) andraises. Accordingly, bothCoroutineandRaisingCoroutinehave been changed to acceptAnyTypeinstead of__TypeOfAllTypes. This means the result types ofasyncfunctions do not need to beMovable.async fn raise_or_string(c: Bool) raises -> String:
if c:
raise "whoops!"
return "hello world!"Note that
asyncfunctions do not yet support indirect calls,refresults, and constructors. -
The
Referencetype (and many iterators) now use infer-only parameters to represent the mutability of their lifetime, simplifying the interface. -
The environment variable
MOJO_PYTHONcan be pointed to an executable to pin Mojo to a specific version:export MOJO_PYTHON="/usr/bin/python3.11"Or a virtual environment to always have access to those Python modules:
export MOJO_PYTHON="~/venv/bin/python"MOJO_PYTHON_LIBRARYstill exists for environments with a dynamiclibpythonbut no Python executable. -
The pointer aliasing semantics of Mojo have changed. Initially, Mojo adopted a C-like set of semantics around pointer aliasing and derivation. However, the C semantics bring a lot of history and baggage that are not needed in Mojo and which complicate compiler optimizations. The language overall provides a stronger set of invariants around pointer aliasing with lifetimes and exclusive mutable references to values, etc.
It is now forbidden to convert a non-pointer-typed value derived from a Mojo-allocated pointer, such as an integer address, to a pointer-typed value. "Derived" means there is overlap in the bits of the non-pointer-typed value with the original pointer value. Accordingly, the
UnsafePointerconstructor that took anaddresskeyword argument has been removed.It is still possible to make this conversion in certain cases where it is absolutely necessary, such as interoperating with other languages like Python. In this case, the compiler makes two assumptions: any pointer derived from a non-pointer-typed value does not alias any Mojo-derived pointer and that any external function calls have arbitrary memory effects.
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awaiton a coroutine now consumes it. This strengthens the invariant that coroutines can be awaited only once.
Standard library changes
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builtinpackage:-
The set of automatically imported entities (types, aliases, functions) into users' Mojo programs has been dramatically reduced. Before, with the way the
builtinmodule was handled, all of the entities in the following modules would be automatically included:memory,sys,os,utils,python,bit,random,math,builtin,collectionsNow, only the explicitly enumerated entities in
prelude/__init__.mojoare the ones automatically imported into users' Mojo programs. This will break a lot of user code as users will need to explicitly import what they're using for cases previously commonly included before (such asOptional,Variant, and functions such asabort(),alignof(),bitcast(),bitwidthof(),external_call(),simdwidthof(), andsizeof()). -
Some types from the
builtinmodule have been moved to different modules for clarity which is made possible now that we have apreludemodule that can re-export symbols from modules other thanbuiltin.In particular, the
builtin.stringmodule has been moved tocollections.string.
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Input and output:
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Added the builtin
input()function, which behaves the same as Python. (PR #3392)name = input("Enter your name: ")
print("Hello, " + name + "!")If the user enters "Mojo" it returns "Hello, Mojo!"
There is a known issue when running the
input()function with JIT compilation (see issue #3479). -
print()now requires that its arguments conform to theFormattabletrait. This enables efficient stream-based writing by default, avoiding unnecessary intermediate String heap allocations.Previously,
print()required types conform toStringable. This meant that to execute a call likeprint(a, b, c), at least three separate String heap allocations were down, to hold the formatted values ofa,b, andcrespectively. The total number of allocations could be much higher if, for example,a.__str__()was implemented to concatenate together the fields ofa, like in the following example:struct Point(Stringable):
var x: Float64
var y: Float64
fn __str__(self) -> String:
# Performs 3 allocations: 1 each for str(..) of each of the fields,
# and then the final returned `String` allocation.
return "(" + str(self.x) + ", " + str(self.y) + ")"A type like the one above can transition to additionally implementing
Formattablewith the following changes:struct Point(Stringable, Formattable):
var x: Float64
var y: Float64
fn __str__(self) -> String:
return String.format_sequence(self)
fn format_to(self, inout writer: Formatter):
writer.write("(", self.x, ", ", self.y, ")")In the example above,
String.format_sequence()is used to construct aStringfrom a type that implementsFormattable. This pattern of implementing a type'sStringableimplementation in terms of itsFormattableimplementation minimizes boilerplate and duplicated code, while retaining backwards compatibility with the requirements of the commonly usedstr()function. -
debug_assert()now also requires that itsmessageargument conform toFormattable. -
Added
TemporaryDirectoryin moduletempfile. (PR 2743) -
Added
NamedTemporaryFilein moduletempfile. (PR 2762)
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Stringand friends:-
The
builtin.stringmodule has been moved tocollections.string. -
Added the
String.format()method. (PR #2771)Supports automatic and manual indexing of
*args.Examples:
print(
String("{1} Welcome to {0} {1}").format("mojo", "🔥")
)
# 🔥 Wecome to mojo 🔥print(String("{} {} {}").format(True, 1.125, 2))
#True 1.125 2 -
String.format()now supports conversion flags!sand!r, allowing forstr()andrepr()conversions within format strings. (PR #3279)Example:
String("{} {!r}").format("Mojo", "Mojo")
# "Mojo 'Mojo'"
String("{0!s} {0!r}").format("Mojo")
# "Mojo 'Mojo'" -
The
Stringclass now hasrjust(),ljust(), andcenter()methods to return a justified string based on width and fillchar. (PR #3278) -
The
atol()function now correctly supports leading underscores, (e.g.atol("0x_ff", 0)), when the appropriate base is specified or inferred (base 0). non-base-10 integer literals as per Python's Integer Literals. (PR #3180) -
Added the
unsafe_cstr_ptr()method toStringandStringLiteral, which returns anUnsafePointer[c_char]for convenient interoperability with C APIs. -
Added the
byte_length()method toString,StringSlice, andStringLiteraland deprecated their private_byte_length()methods. Added a warning to theString.__len__()method that it will return the length in Unicode codepoints in the future andStringSlice.__len__()now does return the Unicode codepoints length. (PR #2960) -
Added a new
StaticStringtype alias. This can be used in place ofStringLiteralfor runtime string arguments. -
Added a
StringSliceinitializer that accepts aStringLiteral. -
The
StringRefconstructors fromDTypePointer.int8have been changed to take aUnsafePointer[c_char], reflecting their use for compatibility with C APIs. -
Continued the transition to
UnsafePointerand unsigned byte type for strings:-
String.unsafe_ptr()now returns anUnsafePointer[UInt8](wasUnsafePointer[Int8]) -
StringLiteral.unsafe_ptr()now returns anUnsafePointer[UInt8](wasUnsafePointer[Int8])
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-
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UnsafePointerand other reference type changes:-
DTypePointer,LegacyPointer, andPointerhave been removed. UseUnsafePointerinstead. For more information on using pointers, see Unsafe pointers in the Mojo Manual.Functions that previously took a
DTypePointernow take an equivalentUnsafePointer. A quick rule for conversion fromDTypePointertoUnsafePointeris:DTypePointer[type] -> UnsafePointer[Scalar[type]]There could be places that you have code of the form:
fn f(ptr: DTypePointer):which is equivalent to
DTypePointer[*_]. In this case you would have to add an infer-onlytypeparameter to the function:fn f[type: DType, //](ptr: UnsafePointer[Scalar[type]]):because we can’t have an unbound parameter inside the struct.
There could also be places where you use
DTypePointer[Scalar[DType.invalid/index]], and it would be natural to change these toUnsafePointer[NoneType/Int]. But since these are not anUnsafePointerthat stores aScalar, you might have torebind/bitcastto appropriate types. -
The
DTypePointerload()andstore()methods have been moved toUnsafePointer. -
UnsafePointernow supportsstrided_load(),strided_store(),gather(), andscatter()when the underlying type isScalar[DType]. -
The global functions for working with
UnsafePointerhave transitioned to being methods through the use of conditional conformances:destroy_pointee(p)=>p.destroy_pointee()move_from_pointee(p)=>p.take_pointee()initialize_pointee_move(p, value)=>p.init_pointee_move(value)initialize_pointee_copy(p, value)=>p.init_pointee_copy(value)move_pointee(src=p1, dst=p2)=>p.move_pointee_into(p2)
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The
UnsafePointer.offset()method is deprecated and will be removed in a future release. Use pointer arithmetic instead.new_ptr = ptr.offset(1)Becomes:
new_ptr = ptr + 1 -
UnsafePointernow has analignmentparameter to specify the static alignment of the pointer. Consequently,UnsafePointer.alloc()no longer takes in an alignment parameter, and the alignment should be specified in the type.UnsafePointer[type].alloc[alignment](x) # now becomes
UnsafePointer[type, alignment].alloc(x) -
UnsafePointerhas a newexclusive: Bool = Falseparameter. Setting this parameter to true tells the compiler that the user knows this pointer and all those derived from it have exclusive access to the underlying memory allocation. The compiler is not guaranteed to do anything with this information. -
It is no longer possible to cast (implicitly or explicitly) from
ReferencetoUnsafePointer. Instead ofUnsafePointer(someRef)please use theUnsafePointer.address_of(someRef[])which makes the code explicit that theUnsafePointergets the address of what the reference points to.
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Python interoperability changes:
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Mojo now supports Python 3.12 interoperability.
-
Creating a nested
PythonObjectfrom a list or tuple of Python objects is possible now:var np = Python.import_module("numpy")
var a = np.array([1, 2, 3])
var b = np.array([4, 5, 6])
var arrays = PythonObject([a, b])
assert_equal(len(arrays), 2)Also allowing more convenient call syntax:
var stacked = np.hstack((a, b))
assert_equal(str(stacked), "[1 2 3 4 5 6]")(PR #3264)
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Accessing local Python modules with
Python.add_to_path(".")is no longer required. It now behaves the same as Python. You can access modules in the same folder as the target file:-
mojo run /tmp/main.mojocan access/tmp/mymodule.py -
mojo build main.mojo -o ~/myexe && ~/myexecan access~/mymodule.py
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Collections:
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Listvalues are now equality comparable with==and!=when their element type is equality comparable. (PR #3195) -
Optionalvalues are now equality comparable with==and!=when their element type is equality comparable. -
Added a new
Counterdictionary-like type, matching most of the features of the Python one. (PR #2910) -
Dictnow implementssetdefault(), which gets a value from the dictionary by key, or sets it to a default if it doesn't exist. (PR #2803) -
Dictnow supportspopitem(), which removes and returns the last item in theDict. (PR #2701) -
Added a
Dict.__init__()overload to specify initial capacity. (PR #3171)The capacity has to be a power of two and greater than or equal to 8.
It allows for faster initialization by skipping incremental growth steps.
Example:
var dictionary = Dict[Int,Int](power_of_two_initial_capacity = 1024)
# Insert (2/3 of 1024) entries -
ListLiteralnow supports__contains__(). (PR #3251)
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Filesystem and environment utilities:
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Path.home()has been added to return a path of the user's home directory. -
os.path.expanduser()andpathlib.Path.exapanduser()have been added to allow expanding a prefixed~in aStringorPathwith the user's home path:import os
print(os.path.expanduser("~/.modular"))
# /Users/username/.modular
print(os.path.expanduser("~root/folder"))
# /var/root/folder (on macos)
# /root/folder (on linux) -
os.path.split()has been added for splitting a path intohead, tail:import os
head, tail = os.path.split("/this/is/head/tail")
print("head:", head)
print("tail:", tail)
# head: /this/is/head
# tail: tail -
os.makedirs()andos.removedirs()have been added for creating and removing nested directories:import os
path = os.path.join("dir1", "dir2", "dir3")
os.path.makedirs(path, exist_ok=True)
os.path.removedirs(path) -
The
pwdmodule has been added for accessing user information in/etc/passwdon POSIX systems. This follows the same logic as Python:import pwd
import os
current_user = pwd.getpwuid(os.getuid())
print(current_user)
# pwd.struct_passwd(pw_name='jack', pw_passwd='********', pw_uid=501,
# pw_gid=20, pw_gecos='Jack Clayton', pw_dir='/Users/jack',
# pw_shell='/bin/zsh')
print(current_user.pw_uid)
# 501
root = pwd.getpwnam("root")
print(root)
# pwd.struct_passwd(pw_name='root', pw_passwd='*', pw_uid=0, pw_gid=0,
# pw_gecos='System Administrator', pw_dir='/var/root', pw_shell='/bin/zsh')
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Other new traits and related features:
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Added the
ExplicitlyCopyabletrait to mark types that can be copied explicitly, but which might not be implicitly copyable.This supports work to transition the standard library collection types away from implicit copyability, which can lead to unintended expensive copies.
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Added the
Identifiabletrait, used to describe types that implement the__is__()and__isnot__()trait methods. (PR #2807) -
Types conforming to
Boolable(that is, those implementing__bool__()) no longer implicitly convert toBool. A newImplicitlyBoolabletrait is introduced for types where this behavior is desired.
-
-
Miscellaneous:
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NoneTypeis now a normal standard library type, and not an alias for a raw MLIR type.Function signatures written as
fn() -> NoneTypeshould transition to being written asfn() -> None. -
Mojo now has a
UInttype for modeling unsigned (scalar) integers with a platform-dependent width.UIntimplements most arithmetic operations that make sense for integers, with the notable exception of__neg__(). Builtin functions such asmin()/max(), as well asmathfunctions likeceildiv(),align_down(), andalign_up()are also implemented forUInt. -
Now that we have a
UInttype, use this to represent the return type of a hash. In general, hashes should be an unsigned integer, and can also lead to improved performance in certain cases. -
Added the
c_chartype alias insys.ffi. -
sort()now supports astableparameter. It can be called bysort[cmp_fn, stable=True](list)The algorithm requires $$O(N)$$ auxiliary memory. If extra memory allocation fails, the program crashes.
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sort()no longer takesLegacyPointersince that type is now removed. -
Added the
oct()builtin function for formatting an integer in octal. (PR #2914) -
Added the
assert_is()andassert_is_not()test functions to thetestingmodule. -
The
mathpackage now includes thepi,e, andtauconstants (Closes Issue #2135). -
The
ulpfunction fromnumericshas been moved to themathmodule. -
bitmodule now supportsbit_reverse(),byte_swap(), andpop_count()for theInttype. (PR #3150) -
A few
bitfunctions have been renamed for clarity:-
countl_zero()->count_leading_zeros() -
countr_zero()->count_trailing_zeros()
-
-
Slicenow usesOptionalReg[Int]forstartandendand implements a constructor which accepts optional values.Slice._has_end()has also been removed since a Slice with no end is now represented by an emptySlice.endoption. (PR #2495)var s = Slice(1, None, 2)
print(s.start.value()) # must retrieve the value from the optional -
The
rankargument foralgorithm.elementwise()is no longer required and is only inferred. -
The
time.now()function has been deprecated. Please usetime.perf_counter()ortime.perf_counter_nsinstead. -
SIMDconstruction fromBoolhas been restricted toDType.booldata type.
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Tooling changes
-
mojo testnew features and changes:-
mojo testnow uses the Mojo compiler for running unit tests. This will resolve compilation issues that sometimes appeared, and will also improve overall test times, since we will only compile unit tests once before executing all of them.These changes do not apply to doctests, due to their different semantics.
-
The
mojo testcommand now accepts a--filteroption that will narrow the set of tests collected and executed. The filter string is a POSIX extended regular expression. -
The
mojo testcommand now supports using the same compilation options asmojo build. -
You can now debug unit tests using
mojo testby passing the--debugflag. Most debug flags are supported; runmojo test --helpfor a full listing.Debugging doctests is not currently supported.
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-
Mojo debugger new features and changes:
-
The
mojo debug --rpccommand has been renamed tomojo debug --vscode, which is now able to manage multiple VS Code windows. -
The Mojo debugger now supports a
break-on-raisecommand that indicated the debugger to stop at anyraisestatements. A similar features has been added to the debugger on VS Code. -
The Mojo debugger now hides the artificial function arguments
__result__and__error__created by the compiler for Mojo code.
-
-
VS Code support changes:
-
The VS Code extension now supports a vendored MAX SDK for VS Code, which is automatically downloaded by the extension and it's used for all Mojo features, including the Mojo Language Server, the Mojo debugger, the Mojo formatter, and more.
-
A proxy has been added to the Mojo Language Server on VS Code that handles crashes more gracefully.
-
-
The Mojo Language Server no longer sets
.as a commit character for auto-completion.
❌ Removed
-
Support for the legacy
fn __init__(...) -> Self:form has been removed from the compiler, please switch to usingfn __init__(inout self, ...):instead. -
The builtin
tensormodule has been removed. Identical functionality is available inmax.tensor, but it is generally recommended to use structs from thebuffermodule when possible instead. -
Removed
String.unsafe_uint8_ptr().String.unsafe_ptr()now returns the same thing. -
Removed
StringLiteral.unsafe_uint8_ptr()andStringLiteral.as_uint8_ptr(). -
Removed
SIMD.splat(value: Scalar[type]). Use the constructor forSIMDinstead. -
Removed the
SIMD.{add,mul,sub}_with_overflow()methods. -
Removed the
SIMD.min()andSIMD.max()methods. Identical functionality is available using the builtinmin()andmax()functions. -
Removed the Mojo Language Server warnings for unused function arguments.
-
Run Mojo File in Dedicated Terminalaction has been removed, and the actionRun Mojo Filewill always open a dedicated terminal for each mojo file to guarantee a correct environment.
🛠️ Fixed
-
Fixed a crash in the Mojo Language Server when importing the current file.
-
Fixed crash when specifying variadic keyword arguments without a type expression in
deffunctions, e.g.:def foo(**kwargs): ... # now works -
Mojo now prints
refarguments and results in generated documentation correctly. -
#1734 - Calling
__copyinit__on self causes crash. -
#3142 - [QoI] Confusing
__setitem__method is failing with a "must be mutable" error. -
#248 - [Feature] Enable
__setitem__to take variadic arguments -
#3065 - Fix incorrect behavior of
SIMD.__int__on unsigned types -
#3045 - Disable implicit SIMD conversion routes through
Bool -
#3126 - [BUG] List doesn't work at compile time.
-
#3237 - [BUG] Difference between
__getitem__and[.]operator. -
#3336 - Fix outdated references to
letin REPL documentation. -
The VS Code extension no longer caches the information of the selected MAX SDK, which was causing issues upon changes in the SDK.
-
The Mojo debugger now stops showing spurious warnings when parsing closures.
Special thanks
Special thanks to our community contributors: @jjvraw, @artemiogr97, @martinvuyk, @jayzhan211, @bgreni, @mzaks, @msaelices, @rd4com, @jiex-liu, @kszucs, @thatstoasty