Twice 2cc4d45715
[MLIR][Python] Add a DSL for defining dialects in Python bindings (#169045)
Python bindings for the IRDL dialect were introduced in #158488. They
are currently usable—for constructing IR and dynamically loading modules
that contain `irdl.dialect` into MLIR. However, there are still several
pain points when working with them:

* The IRDL IR-building interface is not very intuitive and tends to be
quite verbose.
* We do not yet have the corresponding `OpView` classes for IRDL-defined
operations.

To address these issues, I propose creating a wrapper (effectively a
small “DSL”) on top of the existing IRDL Python bindings. This wrapper
aims to simplify IR construction and automatically generate the
corresponding `OpView` types. A simple example is shown below.

Currently, using the IRDL bindings looks like this:

```python
m = Module.create()
with InsertionPoint(m.body):
    myint = irdl.dialect("myint")
    with InsertionPoint(myint.body):
        constant = irdl.operation_("constant")
        with InsertionPoint(constant.body):
            iattr = irdl.base(base_name="#builtin.integer")
            i32 = irdl.is_(TypeAttr.get(IntegerType.get_signless(32)))
            irdl.attributes_([iattr], ["value"])
            irdl.results_([i32], ["cst"], [irdl.Variadicity.single])

        add = irdl.operation_("add")
        with InsertionPoint(add.body):
            i32 = irdl.is_(TypeAttr.get(IntegerType.get_signless(32)))
            irdl.operands_(
                [i32, i32],
                ["lhs", "rhs"],
                [irdl.Variadicity.single, irdl.Variadicity.single],
            )
            irdl.results_([i32], ["res"], [irdl.Variadicity.single])

irdl.load_dialects(m)
```

With the proposed DSL (module name `mlir.dialects.ext`), the equivalent
implementation becomes:

```python
class MyInt(Dialect, name="myint"):
    pass

i32 = IntegerType[32]

class ConstantOp(MyInt.Operation, name="constant"):
    value: IntegerAttr
    cst: Result[i32]

class AddOp(MyInt.Operation, name="add"):
    lhs: Operand[i32]
    rhs: Operand[i32]
    res: Result[i32]

MyInt.load()
```

Compared with the current IRDL Python bindings, this DSL mainly adds the
following:

* **A more intuitive interface** for constructing IRDL definitions (as
shown in the example).
* **Automatic generation of the corresponding `OpView`
classes**—including `__init__` methods and property getters for each
defined operation. Similar to TableGen’s `ins`, operands and attributes
can be interleaved in arbitrary order. Special handling is also
implemented for optional and variadic operands/results (such as
computing segment sizes) so that they feel as natural to use as native
operations.
* **Lazy insertion of ops**: all ops are created and inserted only when
`Dialect.load()` is called, which makes it unnecessary to specify an
MLIR context immediately when defining an IRDL dialect.
* **Basic type inference** in operation builders (i.e.
`OpViewCls.__init__`) for trivial result types.

The current DSL does not yet cover all IRDL operations. Several features
are not supported at the moment:
- Defining new types or attributes
- Parametric constraints
- Adding regions to operations

---------

Co-authored-by: Rolf Morel <rolfmorel@gmail.com>
2026-01-25 23:08:45 +08:00
..