Melior is the MLIR bindings for Rust. It aims to provide a simple, safe, and complete API for MLIR with a reasonably sane ownership model represented by the type system in Rust.
This crate is a wrapper of the MLIR C API.
use melior::{
Context,
dialect::{arith, DialectRegistry, func},
ir::{*, attribute::{StringAttribute, TypeAttribute}, r#type::FunctionType},
utility::register_all_dialects,
};
let registry = DialectRegistry::new();
register_all_dialects(®istry);
let context = Context::new();
context.append_dialect_registry(®istry);
context.load_all_available_dialects();
let location = Location::unknown(&context);
let module = Module::new(location);
let index_type = Type::index(&context);
module.body().append_operation(func::func(
&context,
StringAttribute::new(&context, "add"),
TypeAttribute::new(FunctionType::new(&context, &[index_type, index_type], &[index_type]).into()),
{
let block = Block::new(&[(index_type, location), (index_type, location)]);
let sum = block.append_operation(arith::addi(
block.argument(0).unwrap().into(),
block.argument(1).unwrap().into(),
location
));
block.append_operation(func::r#return( &[sum.result(0).unwrap().into()], location));
let region = Region::new();
region.append_block(block);
region
},
&[],
location,
));
assert!(module.as_operation().verify());
cargo add melior
LLVM/MLIR 19 needs to be installed on your system. On Linux and macOS, you can install it via Homebrew.
brew install llvm@19
On GitHub Pages.
Contribution is welcome! But, Melior is still in the alpha stage as well as the MLIR C API. Note that the API is unstable and can have breaking changes in the future.
- We always use
&T
for MLIR objects instead of&mut T
to mitigate the intricacy of representing a loose ownership model of the MLIR C API in Rust. - Only UTF-8 is supported as string encoding.
- Most string conversion between Rust and C is cached internally.
Mlir<X>
objects are named<X>
if they have no destructor. Otherwise, they are named<X>
for owned objects and<X>Ref
for borrowed references.mlir<X>Create
functions are renamed as<X>::new
.mlir<X>Get<Y>
functions are renamed as follows:- If the resulting objects refer to
&self
, they are named<X>::as_<Y>
. - Otherwise, they are named just
<X>::<Y>
and may have arguments, such as position indices.
- If the resulting objects refer to
Although Melior aims to be completely type safe, some part of the current API is not.
- Access to operations, types, or attributes that belong to dialects not
loaded in contexts can lead to runtime errors or segmentation faults in
the worst case.
- Fix plan: Load all dialects by default on creation of contexts, and provide unsafe constructors of contexts for advanced users.
- IR object references returned from functions that move ownership of
arguments might get invalidated later.
- This is because we need to borrow
&self
rather than&mut self
to return such references. - e.g.
Region::append_block()
- Fix plan: Use dynamic check, such as
RefCell
, for the objects.
- This is because we need to borrow
- The raw C binding generation depends on femtomc/mlir-sys.
- The overall design is inspired by TheDan64/inkwell.