Commit Graph

41 Commits (d3fd754b93ea10e6f3a1cc46bbb471d1a1ff287a)

Author SHA1 Message Date
lonely eagle e581b33f96
[Stablehlo]fix CumsumInputDtypeInt32Module_basic on stablehlo backend. (#2797)
Code used for testing.For the location of CumsumInputDtypeInt32Module in
the repo you can see
[here](311b6b0286/projects/pt1/python/torch_mlir_e2e_test/test_suite/basic.py (L4148)).
```python
import torch
import torch_mlir

class CumsumInputDtypeInt32Module(torch.nn.Module):

    def __init__(self):
        super().__init__()

    def forward(self, val):
        return torch.ops.aten.cumsum(val, 1)
module = torch_mlir.compile(CumsumInputDtypeInt32Module(), [torch.randn(2, 7, 4).to(torch.int32)], output_type="stablehlo")
print(module.operation.get_asm())
```
After fixing the bugs.
```
module attributes {torch.debug_module_name = "CumsumInputDtypeInt32Module"} {
  func.func @forward(%arg0: tensor<2x7x4xi32>) -> tensor<2x7x4xi64> {
    %0 = stablehlo.constant dense<0> : tensor<i64>
    %1 = stablehlo.convert %arg0 : (tensor<2x7x4xi32>) -> tensor<2x7x4xi64>
    %2 = "stablehlo.reduce_window"(%1, %0) ({
    ^bb0(%arg1: tensor<i64>, %arg2: tensor<i64>):
      %3 = stablehlo.add %arg1, %arg2 : tensor<i64>
      stablehlo.return %3 : tensor<i64>
    }) {padding = dense<[[0, 0], [6, 0], [0, 0]]> : tensor<3x2xi64>, window_dilations = dense<1> : tensor<3xi64>, window_dimensions = dense<[1, 7, 1]> : tensor<3xi64>, window_strides = dense<1> : tensor<3xi64>} : (tensor<2x7x4xi64>, tensor<i64>) -> tensor<2x7x4xi64>
    return %2 : tensor<2x7x4xi64>
  }
}
```
2024-01-25 10:44:08 +08:00
Stella Laurenzo 8252656b6d
Advance llvm-project and stablehlo. (#2619)
llvm-project: bbd2b08b95fe76bea138c1b03c1cd42ed3ee04df
stablehlo: ab709fe48de88c67717abfbd7ef17425eb95ddaf

These commits were chosen in order to account for an MLIR API break from
3dbac2c007
which required a patch to stablehlo. We integrate a bit beyond that
commit to deal with some revert/reapply cycles in the intervening range
which were discovered in another downstream.

Further, it requires adaptation to the stablehlo API breaks introduced
from https://github.com/openxla/stablehlo/pull/1872 which are along for
the ride.

Since some stablehlo builders were changed to directly take int64_t
array refs, also traced that up some call stacks to eliminate some
signed/unsigned mismatches that result.

Also adds a few TOSA tests to the passing set that seem to work now.
2023-12-07 23:13:42 -08:00
Ramiro Leal-Cavazos e568f7e999
Move handling of integer signedness to the backend conversions (#2597)
The function `getTypeForScalarType` currently takes an argument to
specify the signedness of integer types. This is leakage of backend
specific requirements into the torch dialect world. Because
`getTypeForScalarType` is a utility function for the torch dialect, it
should only produce types that match the sign conventions used by
PyTorch (regular integers are signed and unsigned integers are
unsigned).

This commit removes the signedness argument from
`getTypeForScalarType`, and moves the backend specific handling of
integer types to the backend code.
2023-11-29 09:43:09 -08:00
Stella Laurenzo 6961f0a247
Re-organize project structure to separate PyTorch dependencies from core project. (#2542)
This is a first step towards the structure we discussed here:
https://gist.github.com/stellaraccident/931b068aaf7fa56f34069426740ebf20

There are two primary goals:

1. Separate the core project (C++ dialects and conversions) from the
hard PyTorch dependencies. We move all such things into projects/pt1 as
a starting point since they are presently entangled with PT1-era APIs.
Additional work can be done to disentangle components from that
(specifically LTC is identified as likely ultimately living in a
`projects/ltc`).
2. Create space for native PyTorch2 Dynamo-based infra to be upstreamed
without needing to co-exist with the original TorchScript path.

Very little changes in this path with respect to build layering or
options. These can be updated in a followup without commingling
directory structure changes.

This also takes steps toward a couple of other layering enhancements:

* Removes the llvm-external-projects/torch-mlir-dialects sub-project,
collapsing it into the main tree.
* Audits and fixes up the core C++ build to account for issues found
while moving things. This is just an opportunistic pass through but
roughly ~halves the number of build actions for the project from the
high 4000's to the low 2000's.

It deviates from the discussed plan by having a `projects/` tree instead
of `compat/`. As I was thinking about it, this will better accommodate
the follow-on code movement.

Once things are roughly in place and the CI passing, followups will
focus on more in-situ fixes and cleanups.
2023-11-02 19:45:55 -07:00
Stella Laurenzo 078d1e1a1d
Remove mlir-hlo (replace with stablehlo). (#2460)
We just have to do this: I ran into an issue today where I needed to make a one line patch to stablehlo to work around a compiler issue, and it is completely unapparent how to do so given that the mlir-hlo repo is a read-only export and is at the tail end of a multi-week integration chain from the open-source stablehlo repo.

We've discussed this often enough and gotten +1 from everyone that they are ok with taking the e2e testing hit if it becomes necessary: It is necessary as the current situation is unmanageable.

Looking at it, I expect it wouldn't actually be very difficult to build a little runner binary out of the stablehlo interpreter and subprocess call that in order to get the testing coverage back. I leave that as an exercise to the users of this part of the stack and recommend following the breadcrumbs from the deleted python/torch_mlir_e2e_test/stablehlo_backends/linalg_on_tensors.py file and the main.py changes.

Note that I am pointing us at a stablehlo fork for the moment until it is apparent that we don't need to carry any local patches to it. We can update this in a few days if everything is clear.
2023-09-12 19:10:02 -07:00
Jiawei Wu c93c6970e8
[stablehlo] add dtype conversion when converting AtenScalarImplicitOp (#2439) 2023-09-06 01:57:15 +08:00
Vivek Khandelwal 3841fe3035 [MLIR][TORCH] Add StableHLO lowering for embedding_bag.padding_idx op
Signed-Off By: Vivek Khandelwal <vivek@nod-labs.com>
2023-09-05 21:32:23 +05:30
Jiawei Wu 30510f8cf7
[stablehlo] add AtenScalarImplicitOp's reverter to stablehlo backend (#2434)
* add ScalarImplicitOp's reverter to stablehlo backend

* add new passed test case for stablehlo backend
2023-09-04 14:04:09 +08:00
Arham Khan 34a0897e1b
[MLIR][TORCH] add E2E support for aten.rand (#2424)
* impl decomposition for aten.rand

* remove stablehlo conversion for aten.rand
2023-09-01 13:13:58 -05:00
Arham Khan c42d2beb6e
[MLIR][TORCH] add E2E support for aten.min op (#2422)
* impl aten.min op

* remove extraneous test
2023-08-29 12:12:41 -05:00
Jiawei Wu 4339c00f1b
[Torch Dialect][stablehlo] emit aten.rand op and add converter to stablehlo (#2413)
* [Torch Dialect] emit aten.rand op and add converter to stablehlo

* add failed tests for torchdynamo backend

* add failed test for linalg backend
2023-08-27 21:56:36 +08:00
Yuanqiang Liu b636e0c40c
[Stablehlo Dialect] fix lowering batch_norm with mixed types (#2383)
* [Stablehlo Dialect] fix lowering bn inference with mixed types

* update
2023-08-21 17:36:56 +08:00
Ramiro Leal-Cavazos 41bafe13cc
[build] Update llvm tag to a3f2751f (#2397)
This commit updates the `llvm-project` and `mlir-hlo` submodules to
commits:

llvm-project: a3f2751f782f3cdc6ba4790488ec20163a40ac37
mlir-hlo: 97c7e4b4506c3a2441c923e592833f45da439009

Changes made:

- Rename `getSuccessorEntryOperands` with `getEntrySuccessorOperands`
and remove `operands` from
`getSuccessorRegions` (https://reviews.llvm.org/D157506)
- Make `TypeConverter` a `const` (https://reviews.llvm.org/D157601)
2023-08-15 09:53:28 -07:00
Jiawei Wu 60bad54f27
[Torch Dialect] replace none-index in aten.Index.Tensor's param by manually generating it (#2344)
* [Torch Dialect] replace none-index in aten.Index.Tensor's  param by manually generating it
Co-authored-by: Jiawei Wu <wujiawei.aml@bytedance.com>
Co-authored-by: Jianzhe Xiao <jianzhe.xiao@bytedance.com>

* minor typo fix

* add new failed e2e tests for ltc

* fix typo

* Address comments

* Add more e2e tests

* add failed e2e tests for LTC

* address comments

* remove decomposition for AtenIndexTensorHackedTwinOp
2023-08-15 19:36:08 +08:00
Ramiro Leal-Cavazos 2fbb4c79f0
Fix "unused variable 'outType'" warning (#2378) 2023-08-05 07:41:01 +08:00
Jiawei Wu 16923fdbd2
[Stablehlo] Add converter to stablehlo for aten.(Int,Float,Bool).Tensor op (#2340)
[Stablehlo] Add converter to stablehlo for aten.(Int,Float,Bool).Tensor op and configure crashing e2e sets for stablehlo backend.
2023-07-29 21:55:49 +08:00
Yuanqiang Liu c7c59b540e
[Stablehlo] support dynamic shape when convert aten.fill.Scalar (#2349) 2023-07-27 18:35:25 +08:00
JianzheXiao 31ef08b63d
[Stablehlo]Add support for AvgPool1dOp (#2268)
* Add support for AvgPool1d

* Update AbstractInterpLibrary

* support avgpool1d in linalg

* refactored code

* fix nit problem
2023-07-25 14:09:53 +08:00
Jiawei Wu 026e8db2e4
[Stablehlo] add converter for aten.scatter.src op (#2295) 2023-07-24 10:14:45 +08:00
Jiawei Wu 9535be7903
[Torch-Dialect] emit aten.narrow.Tensor op and decompose it to aten.narrow op (#2297) 2023-07-20 16:46:44 +08:00
Zhekun Zhang 6a072d4f4a
[Stablehlo] AtenEmptyMemoryFormat remove device cpu check (#2288)
* remove cpu check

* update dtype

---------

Co-authored-by: zhekun.zhang <zhekun.zhang@bytedance.com>
2023-07-10 15:36:21 +08:00
Yuanqiang Liu 0548e2ef3b
[Stablehlo] fix promoteType() when input doesn't have DefiningOp (#2262) 2023-06-26 00:04:17 +08:00
Yuanqiang Liu bba0f5891b
[Stablehlo] add conversion for AtenFlipOp (#2163) 2023-06-15 10:27:34 +08:00
Maksim Levental 0caaf8d32a
Bump LLVM (#2176)
* Bump LLVM

---------

Co-authored-by: Matthias Gehre <matthias.gehre@xilinx.com>
2023-06-13 16:17:23 +02:00
Zhekun Zhang f0b7b63be0
[Stablehlo] Add aten.uniform lowering (#2101)
* add uniform stablehlo lowering

* add unit test

* new line

* rm redundant file

* Empty commit, trigger test

* fix include

* address comments

---------

Co-authored-by: zhekun.zhang <zhekun.zhang@bytedance.com>
2023-05-25 10:32:55 +08:00
Zhekun Zhang eb8f56aeb7
[Stablehlo] Add `AtenIndexTensor` StableHlo support (#2107)
* Add AtenIndexTensor StableHlo support

* clean up

* Empty commit, trigger test

* try to debug hanging test

* fix segfulat

* fix bad include

---------

Co-authored-by: zhekun.zhang <zhekun.zhang@bytedance.com>
2023-05-24 11:13:57 -07:00
Zhekun Zhang 1333674905
[StableHlo] Support AtenEmptyMemoryFormatOp (#2092)
* add empty conversion

* clean up

* add tests

---------

Co-authored-by: zhekun.zhang <zhekun.zhang@bytedance.com>
2023-05-18 19:07:35 -07:00
Yuanqiang Liu 6f7d9e83df
[Stablehlo] add e2e test for aten.batch_norm (#2129) 2023-05-17 09:04:40 -07:00
Zhekun Zhang 1eb18dd8b5
Add AtenFillScalarOp Stablehlo support (#2108)
Co-authored-by: zhekun.zhang <zhekun.zhang@bytedance.com>
2023-05-11 16:41:46 -07:00
Chi_Liu 51e0a2c933
[Stablehlo] Add stablehlo support for aten.abs (#2068)
Co-authored-by: AmosLewis <Amos_Lewsi@foxmail.com>
2023-05-08 22:13:00 -07:00
Yuanqiang Liu 0096ceae2f
[Stablehlo] fix reduce max init_value with -inf (#2064)
* [Stablehlo] fix reduce max init_value with -inf

* update
2023-05-06 12:05:51 -07:00
Zhekun Zhang fc62b8e9ab
[StableHlo] Fix AtenWhereSelfOp convert rule (#2093)
* fix whereself convert rule

* use int to test promotion

* add dynamo failing test

---------

Co-authored-by: zhekun.zhang <zhekun.zhang@bytedance.com>
2023-05-05 15:21:55 -07:00
Zhekun Zhang 1eceb84899
add stablehlo support for pow.tensor_tensor (#2086)
Co-authored-by: zhekun.zhang <zhekun.zhang@bytedance.com>
2023-05-04 09:55:03 -07:00
Abhishek Varma 318fe13468 [MLIR][TORCH] Patch up Ops and their lowerings to deal with +ve `dim`
-- In Python we have the concept of negative dimension indexing.
-- We would want to normalize such dimensions to be +ve and within the
   expected range instead.
-- This commit takes care of a few remaining set of Ops and their
   lowerings by applying `toPositiveDim` and `isValidDim` to the
   extracted integer `dim` value.

Signed-off-by: Abhishek Varma <abhishek@nod-labs.com>
2023-04-14 13:12:56 +05:30
Zhekun Zhang 1bd5747ca3
[StableHlo] Fix transposed convolution conversion (#2026)
* fix conv bwd

* fix

* fix group case

* clean up

---------

Co-authored-by: zhekun.zhang <zhekun.zhang@bytedance.com>
2023-04-13 11:24:39 -07:00
Ziheng Jiang 72bb902640
[STABLEHLO] Move utils.h to include/ (#1974) 2023-03-27 21:16:21 -07:00
Zhekun Zhang 5758a0bfbb
[StableHLO] Support for slice_scatter (#1960)
Co-authored-by: zhekun.zhang <zhekun.zhang@bytedance.com>
2023-03-22 13:41:04 -07:00
Yuanqiang Liu 3698a95586
[MHLO] add conversion for aten.linalg_vector_norm (#1850) 2023-03-20 14:14:27 -07:00
Ziheng Jiang 38ed559398
[StableHLO] Add support for AtenPowTensorScalar. (#1883)
* [MHLO] Add support for AtenPowTensorScalar.

* Update.

---------

Co-authored-by: Ziheng Jiang <ziheng.jiang@bytedance.com>
2023-02-16 20:26:46 -08:00
Yuanqiang Liu 089018b658
[MHLO] move AtenTanhOp to ConvertAtenUnaryFPOnlyPatten and add sin/cos/ceil/floor pattern (#1847) 2023-02-06 11:14:26 -08:00
Ashay Rane 711646d095
mhlo: migrate conversion to stablehlo (#1840)
This patch replaces all MHLO operations with their StableHLO
counterparts and adds a validation pass to ensure that no MHLO operations
remain before translating all Stablehlo operations to the MHLO dialect
for further lowering to the Linalg dialect.

This patch also updates all lit tests so that they refer to the
`convert-torch-to-stablehlo` pass and so that they check for StableHLO
operations.
2023-02-02 07:29:47 -06:00