35 Commits

Author SHA1 Message Date
Maksim Levental
5192e299cf
[mlir][python] remove various caching mechanisms (#70831)
This PR removes the various caching mechanisms currently in the python
bindings - both positive caching and negative caching.
2023-11-03 13:28:20 -05:00
Maksim Levental
a2288a8944
[mlir][python] remove mixins (#68853)
This PR replaces the mixin `OpView` extension mechanism with the
standard inheritance mechanism.

Why? Firstly, mixins are not very pythonic (inheritance is usually used
for this), a little convoluted, and too "tight" (can only be used in the
immediately adjacent `_ext.py`). Secondly, it (mixins) are now blocking
are correct implementation of "value builders" (see
[here](https://github.com/llvm/llvm-project/pull/68764)) where the
problem becomes how to choose the correct base class that the value
builder should call.

This PR looks big/complicated but appearances are deceiving; 4 things
were needed to make this work:

1. Drop `skipDefaultBuilders` in
`OpPythonBindingGen::emitDefaultOpBuilders`
2. Former mixin extension classes are converted to inherit from the
generated `OpView` instead of being "mixins"
a. extension classes that simply were calling into an already generated
`super().__init__` continue to do so
b. (almost all) extension classes that were calling `self.build_generic`
because of a lack of default builder being generated can now also just
call `super().__init__`
3. To handle the [lone single
use-case](https://sourcegraph.com/search?q=context%3Aglobal+select_opview_mixin&patternType=standard&sm=1&groupBy=repo)
of `select_opview_mixin`, namely
[linalg](https://github.com/llvm/llvm-project/blob/main/mlir/python/mlir/dialects/_linalg_ops_ext.py#L38),
only a small change was necessary in `opdsl/lang/emitter.py` (thanks to
the emission/generation of default builders/`__init__`s)
4. since the `extend_opview_class` decorator is removed, we need a way
to register extension classes as the desired `OpView` that `op.opview`
conjures into existence; so we do the standard thing and just enable
replacing the existing registered `OpView` i.e.,
`register_operation(_Dialect, replace=True)`.

Note, the upgrade path for the common case is to change an extension to
inherit from the generated builder and decorate it with
`register_operation(_Dialect, replace=True)`. In the slightly more
complicated case where `super().__init(self.build_generic(...))` is
called in the extension's `__init__`, this needs to be updated to call
`__init__` in `OpView`, i.e., the grandparent (see updated docs). 
Note, also `<DIALECT>_ext.py` files/modules will no longer be automatically loaded.

Note, the PR has 3 base commits that look funny but this was done for
the purpose of tracking the line history of moving the
`<DIALECT>_ops_ext.py` class into `<DIALECT>.py` and updating (commit
labeled "fix").
2023-10-19 16:20:14 -05:00
Rahul Kayaith
67a910bbff [mlir][python] Remove PythonAttr mapping functionality
This functionality has been replaced by TypeCasters (see D151840)

depends on D154468

Reviewed By: ftynse

Differential Revision: https://reviews.llvm.org/D154469
2023-07-18 12:21:28 -04:00
Jacques Pienaar
b57acb9a40 Revert "Revert "[mlir][py] Enable building ops with raw inputs""
Fix Python 3.6.9 issue encountered due to type checking here. Will
add back in follow up.

This reverts commit 1f47fee2948ef48781084afe0426171d000d7997.
2022-12-21 16:22:39 -08:00
Jacques Pienaar
1f47fee294 Revert "[mlir][py] Enable building ops with raw inputs"
Reverting to fix build bot.

This reverts commit 3781b7905d8d808e5d4e97d597263f8ac48541b8.
2022-12-21 14:53:12 -08:00
Jacques Pienaar
3781b7905d [mlir][py] Enable building ops with raw inputs
For cases where we can automatically construct the Attribute allow for more
user-friendly input. This is consistent with C++ builder generation as well
choice of which single builder to generate here (most
specialized/user-friendly).

Registration of attribute builders from more pythonic input is all Python side.
The downside is that
  * extra checking to see if user provided a custom builder in op builders,
  * the ODS attribute name is load bearing
upside is that
  * easily change these/register dialect specific ones in downstream projects,
  * adding support/changing to different convenience builders are all along with
    the rest of the convenience functions in Python (and no additional changes
    to tablegen file or recompilation needed);

Allow for both building with Attributes as well as raw inputs. This change
should therefore be backwards compatible as well as allow for avoiding
recreating Attribute where already available.

Differential Revision: https://reviews.llvm.org/D139568
2022-12-21 10:10:31 -08:00
Jeff Niu
00f7096d31 [mlir][math] Rename math.abs -> math.absf
To make room for introducing `math.absi`.

Reviewed By: ftynse

Differential Revision: https://reviews.llvm.org/D131325
2022-08-08 11:04:58 -04:00
River Riddle
4a3460a791 [mlir:FunctionOpInterface] Rename the "type" attribute to "function_type"
This removes any potential confusion with the `getType` accessors
which correspond to SSA results of an operation, and makes it
clear what the intent is (i.e. to represent the type of the function).

Differential Revision: https://reviews.llvm.org/D121762
2022-03-16 17:07:04 -07:00
River Riddle
3655069234 [mlir] Move the Builtin FuncOp to the Func dialect
This commit moves FuncOp out of the builtin dialect, and into the Func
dialect. This move has been planned in some capacity from the moment
we made FuncOp an operation (years ago). This commit handles the
functional aspects of the move, but various aspects are left untouched
to ease migration: func::FuncOp is re-exported into mlir to reduce
the actual API churn, the assembly format still accepts the unqualified
`func`. These temporary measures will remain for a little while to
simplify migration before being removed.

Differential Revision: https://reviews.llvm.org/D121266
2022-03-16 17:07:03 -07:00
River Riddle
23aa5a7446 [mlir] Rename the Standard dialect to the Func dialect
The last remaining operations in the standard dialect all revolve around
FuncOp/function related constructs. This patch simply handles the initial
renaming (which by itself is already huge), but there are a large number
of cleanups unlocked/necessary afterwards:

* Removing a bunch of unnecessary dependencies on Func
* Cleaning up the From/ToStandard conversion passes
* Preparing for the move of FuncOp to the Func dialect

See the discussion at https://discourse.llvm.org/t/standard-dialect-the-final-chapter/6061

Differential Revision: https://reviews.llvm.org/D120624
2022-03-01 12:10:04 -08:00
Alex Zinenko
5146067578 [mlir] Document creation of Python bindings for a dialect
Documentation exists about the details of the API but is missing a
description of the overall structure per dialect.

Reviewed By: shabalin

Differential Revision: https://reviews.llvm.org/D117002
2022-02-24 14:18:56 +01:00
Denys Shabalin
edcac733dc [mlir] Fix reference to out of date CMake function
Reviewed By: ftynse

Differential Revision: https://reviews.llvm.org/D117222
2022-01-13 15:26:36 +01:00
Markus Böck
286a7a4023 [mlir][docs] Fix obvious spelling mistakes in documentation 2021-10-29 09:19:11 +02:00
Alex Zinenko
14c9207063 [mlir] support interfaces in Python bindings
Introduce the initial support for operation interfaces in C API and Python
bindings. Interfaces are a key component of MLIR's extensibility and should be
available in bindings to make use of full potential of MLIR.

This initial implementation exposes InferTypeOpInterface all the way to the
Python bindings since it can be later used to simplify the operation
construction methods by inferring their return types instead of requiring the
user to do so. The general infrastructure for binding interfaces is defined and
InferTypeOpInterface can be used as an example for binding other interfaces.

Reviewed By: gysit

Differential Revision: https://reviews.llvm.org/D111656
2021-10-25 12:50:42 +02:00
Alex Zinenko
90a6c3c2e4 [mlir] Fix typos in the Python bindings doc 2021-10-13 14:40:49 +02:00
Alex Zinenko
78f2dae00d [mlir][python] Provide some methods and properties for API completeness
When writing the user-facing documentation, I noticed several inconsistencies
and asymmetries in the Python API we provide. Fix them by adding:

- the `owner` property to regions, similarly to blocks;
- the `isinstance` method to any class derived from `PyConcreteAttr`,
  `PyConcreteValue` and `PyConreteAffineExpr`, similar to `PyConcreteType` to
  enable `isa`-like calls without having to handle exceptions;
- a mechanism to create the first block in the region as we could only create
  blocks relative to other blocks, with is impossible in an empty region.

Reviewed By: gysit

Differential Revision: https://reviews.llvm.org/D111556
2021-10-13 14:30:55 +02:00
Mogball
a54f4eae0e [MLIR] Replace std ops with arith dialect ops
Precursor: https://reviews.llvm.org/D110200

Removed redundant ops from the standard dialect that were moved to the
`arith` or `math` dialects.

Renamed all instances of operations in the codebase and in tests.

Reviewed By: rriddle, jpienaar

Differential Revision: https://reviews.llvm.org/D110797
2021-10-13 03:07:03 +00:00
Mike Urbach
55e76c70a4 [mlir] Limit Python dependency to Development.Module when possible.
After CMake 3.18, we are able to limit the scope of the search to just
Development.Module. Searching for Development will fail in situations
where the Python libraries are not available. When possible, limit to
just Development.Module. See:
https://pybind11.readthedocs.io/en/stable/compiling.html#findpython-mode

Reviewed By: stellaraccident

Differential Revision: https://reviews.llvm.org/D111585
2021-10-12 08:31:06 -07:00
Alex Zinenko
bacb0cac15 [mlir] add user-level documentation for Python bindings
Until now, we only had documentation oriented towards developers of the
bindings. Provide some documentation for users of the bindings that don't want
or need to understand the inner workings.

Reviewed By: nicolasvasilache

Differential Revision: https://reviews.llvm.org/D111540
2021-10-11 17:23:00 +02:00
Stella Laurenzo
310c9496d8 Re-engineer MLIR python build support.
* Implements all of the discussed features:
  - Links against common CAPI libraries that are self contained.
  - Stops using the 'python/' directory at the root for everything, opening the namespace up for multiple projects to embed the MLIR python API.
  - Separates declaration of sources (py and C++) needed to build the extension from building, allowing external projects to build custom assemblies from core parts of the API.
  - Makes the core python API relocatable (i.e. it could be embedded as something like 'npcomp.ir', 'npcomp.dialects', etc). Still a bit more to do to make it truly isolated but the main structural reset is done.
  - When building statically, installed python packages are completely self contained, suitable for direct setup and upload to PyPi, et al.
  - Lets external projects assemble their own CAPI common runtime library that all extensions use. No more possibilities for TypeID issues.
  - Begins modularizing the API so that external projects that just include a piece pay only for what they use.
* I also rolled in a re-organization of the native libraries that matches how I was packaging these out of tree and is a better layering (i.e. all libraries go into a nested _mlir_libs package). There is some further cleanup that I resisted since it would have required source changes that I'd rather do in a followup once everything stabilizes.
* Note that I made a somewhat odd choice in choosing to recompile all extensions for each project they are included into (as opposed to compiling once and just linking). While not leveraged yet, this will let us set definitions controlling the namespacing of the extensions so that they can be made to not conflict across projects (with preprocessor definitions).
* This will be a relatively substantial breaking change for downstreams. I will handle the npcomp migration and will coordinate with the circt folks before landing. We should stage this and make sure it isn't causing problems before landing.
* Fixed a couple of absolute imports that were causing issues.

Differential Revision: https://reviews.llvm.org/D106520
2021-07-27 15:54:58 +00:00
Uday Bondhugula
9c21ddb70a [MLIR] Make MLIR cmake variable names consistent
Fix inconsistent MLIR CMake variable names. Consistently name them as
MLIR_ENABLE_<feature>.

Eg: MLIR_CUDA_RUNNER_ENABLED -> MLIR_ENABLE_CUDA_RUNNER

MLIR follows (or has mostly followed) the convention of naming
cmake enabling variables in the from MLIR_ENABLE_... etc. Using a
convention here is easy and also important for convenience. A counter
pattern was started with variables named MLIR_..._ENABLED. This led to a
sequence of related counter patterns: MLIR_CUDA_RUNNER_ENABLED,
MLIR_ROCM_RUNNER_ENABLED, etc.. From a naming standpoint, the imperative
form is more meaningful. Additional discussion at:
https://llvm.discourse.group/t/mlir-cmake-enable-variable-naming-convention/3520

Switch all inconsistent ones to the ENABLE form. Keep the couple of old
mappings needed until buildbot config is migrated.

Differential Revision: https://reviews.llvm.org/D102976
2021-05-24 08:43:10 +05:30
Stella Laurenzo
9f3f6d7bd8 Move MLIR python sources to mlir/python.
* NFC but has some fixes for CMake glitches discovered along the way (things not cleaning properly, co-mingled depends).
* Includes previously unsubmitted fix in D98681 and a TODO to fix it more appropriately in a smaller followup.

Differential Revision: https://reviews.llvm.org/D101493
2021-05-03 18:36:48 +00:00
Stella Laurenzo
4ca39dad52 NFC: Update MLIR python bindings docs to install deps via requirements.txt.
* Also adds some verbiage about upgrading `pip` itself, since this is a
  common source of issues.

Differential Revision: https://reviews.llvm.org/D99522
2021-03-29 18:32:51 +00:00
Stella Laurenzo
594e0ba969 [mlir][python] Add docs for op class extension mechanism.
Differential Revision: https://reviews.llvm.org/D99387
2021-03-25 18:27:26 -07:00
Stella Laurenzo
e31c77b182 [mlir][python] Reorganize MLIR python into namespace packages.
* Only leaf packages are non-namespace packages. This allows most of the top levels to be split into different directories or deployment packages. In the previous state, the presence of __init__.py files at each level meant that the entire tree could only ever exist in one physical directory on the path.
* This changes the API usage slightly: `import mlir` will no longer do a deep import of `mlir.ir`, etc. This may necessitate some client code changes.
* Dialect gen code was restructured so that the user is responsible for providing the `my_dialect.py` file, which then must import its peer `_my_dialect_ops_gen`. This gives complete control of the dialect namespace to the user instead of to tablegen code, allowing further dialect-specific python APIs.
* Correspondingly, the previous extension modules `_my_dialect.py` are now `_my_dialect_ops_ext.py`.
* Now that the `linalg` namespace is open, moved the `linalg_opdsl` tool into it.
* This may require some corresponding downstream adjustments to npcomp, circt, et al:
  * Probably some shallow imports need to be converted to deep imports (i.e. not `import mlir` brings in the world).
  * Each tablegen generated dialect now needs an explicit `foo.py` which does a `from ._foo_ops_gen import *`. This is similar to the way that generated code operates in the C++ world.
  * If providing dialect op extensions, those need to be moved from `_foo.py` -> `_foo_ops_ext.py`.

Differential Revision: https://reviews.llvm.org/D98096
2021-03-08 23:01:34 -08:00
Stella Laurenzo
fd226c9b02 [mlir][Python] Roll up of python API fixes.
* As discussed, fixes the ordering or (operands, results) -> (results, operands) in various `create` like methods.
* Fixes a syntax error in an ODS accessor method.
* Removes the linalg example in favor of a test case that exercises the same.
* Fixes FuncOp visibility to properly use None instead of the empty string and defaults it to None.
* Implements what was documented for requiring that trailing __init__ args `loc` and `ip` are keyword only.
* Adds a check to `InsertionPoint.insert` so that if attempting to insert past the terminator, an exception is raised telling you what to do instead. Previously, this would crash downstream (i.e. when trying to print the resultant module).
* Renames `_ods_build_default` -> `build_generic` and documents it.
* Removes `result` from the list of prohibited words and for single-result ops, defaults to naming the result `result`, thereby matching expectations and what is already implemented on the base class.
* This was intended to be a relatively small set of changes to be inlined with the broader support for ODS generating the most specific builder, but it spidered out once actually testing various combinations, so rolling up separately.

Differential Revision: https://reviews.llvm.org/D95320
2021-01-24 19:02:59 -08:00
Stella Laurenzo
71b6b010e6 [mlir][python] Factor out standalone OpView._ods_build_default class method.
* This allows us to hoist trait level information for regions and sized-variadic to class level attributes (_ODS_REGIONS, _ODS_OPERAND_SEGMENTS, _ODS_RESULT_SEGMENTS).
* Eliminates some splicey python generated code in favor of a native helper for it.
* Makes it possible to implement custom, variadic and region based builders with one line of python, without needing to manually code access to the segment attributes.
* Needs follow-on work for region based callbacks and support for SingleBlockImplicitTerminator.
* A follow-up will actually add ODS support for generating custom Python builders that delegate to this new method.
* Also includes the start of an e2e sample for constructing linalg ops where this limitation was discovered (working progressively through this example and cleaning up as I go).

Differential Revision: https://reviews.llvm.org/D94738
2021-01-19 09:29:57 -08:00
Stella Laurenzo
d9b6e4d583 NFC: Document current MLIR Python ODS conventions.
* We had let the documentation get stale and catching it up prior to proposing changes.
2021-01-18 12:24:41 -08:00
Stella Laurenzo
417f613743 [NFC] Update some mlir python documentation.
* Development setup recommendations.
* Test updates to match what we actually do.
* Update cmake variable `PYTHON_EXECUTABLE` -> `Python3_EXECUTABLE` to match the upgrade to python3 repo wide.
2021-01-18 11:51:11 -08:00
Stella Laurenzo
f4f8a67aaf [mlir][Python] Support finding pybind11 from the python environment.
* Makes `pip install pybind11` do the right thing with no further config.
* Since we now require a version of pybind11 greater than many LTS OS installs (>=2.6), a more convenient way to get a recent version is preferable.
* Also adds the version spec to find_package so it will skip older versions that may be lying around.
* Tested the full matrix of old system install, no system install, pip install and no pip install.

Differential Revision: https://reviews.llvm.org/D91903
2020-11-22 12:52:01 -08:00
zhanghb97
77133b29b9 [mlir] Get array from the dense elements attribute with buffer protocol.
- Add `mlirElementsAttrGetType` C API.
- Add `def_buffer` binding to PyDenseElementsAttribute.
- Implement the protocol to access the buffer.

Differential Revision: https://reviews.llvm.org/D91021
2020-11-18 15:50:59 +08:00
Stella Laurenzo
895ae487a2 NFC: Wrap lines in Python.md. 2020-11-01 19:24:06 -08:00
Stella Laurenzo
af66cd173f [mlir][Python] Context managers for Context, InsertionPoint, Location.
* Finishes support for Context, InsertionPoint and Location to be carried by the thread using context managers.
* Introduces type casters and utilities so that DefaultPyMlirContext and DefaultPyLocation in method signatures does the right thing (allows explicit or gets from the thread context).
* Extend the rules for the thread context stack to handle nesting, appropriately inheriting and clearing depending on whether the context is the same.
* Refactors all method signatures to follow the new convention on trailing parameters for defaulting parameters (loc, ip, context). When the objects are carried in the thread context, this allows most explicit uses of these values to be elided.
* Removes the style guide section on putting accessors to construct global objects on the PyMlirContext: this style fails to make good use of the new facility since it is often the only thing remaining needing an MlirContext.
* Moves Module parse/creation from mlir.ir.Context to static methods on mlir.ir.Module.
* Moves Context.create_operation to a static Operation.create method.
* Moves Type parsing from mlir.ir.Context to static methods on mlir.ir.Type.
* Moves Attribute parsing from mlir.ir.Context to static methods on mlir.ir.Attribute.
* Move Location factory methods from mlir.ir.Context to static methods on mlir.ir.Location.
* Refactors the std dialect fake "ODS" generated code to take advantage of the new scheme.

Differential Revision: https://reviews.llvm.org/D90547
2020-11-01 19:00:39 -08:00
Stella Laurenzo
7abb0ff7e0 Add Operation to python bindings.
* Fixes a rather egregious bug with respect to the inability to return arbitrary objects from py::init (was causing aliasing of multiple py::object -> native instance).
* Makes Modules and Operations referencable types so that they can be reliably depended on.
* Uniques python operation instances within a context. Opens the door for further accounting.
* Next I will retrofit region and block to be dependent on the operation, and I will attempt to model the API to avoid detached regions/blocks, which will simplify things a lot (in that world, only operations can be detached).
* Added quite a bit of test coverage to check for leaks and reference issues.
* Supercedes: https://reviews.llvm.org/D87213

Differential Revision: https://reviews.llvm.org/D87958
2020-09-23 07:57:50 -07:00
Stella Laurenzo
c20c1960c1 Add Python bindings guide.
Subscribers: mehdi_amini, rriddle, jpienaar, shauheen, antiagainst, nicolasvasilache, arpith-jacob, mgester, lucyrfox, aartbik, liufengdb, stephenneuendorffer, Joonsoo, grosul1, Kayjukh, jurahul, msifontes

Tags: #mlir

Differential Revision: https://reviews.llvm.org/D83527
2020-07-09 20:49:39 -07:00