Commit Graph

56 Commits (68f568b7041dd216a0d34901fcee7375e57840c6)

Author SHA1 Message Date
Chi_Liu 29c8f47723
[TOSA] Add aten.clamp op tosa support (#1609)
Co-authored-by: AmosLewis <Amos_Lewsi@foxmail.com>
2022-11-18 13:32:13 -08:00
Ramiro Leal-Cavazos 09ca07bca0
`m_TorchConstant{Int/Bool}List` -> `m_TorchListOfConstant{Int/Bool}s` (#1601)
This commit renames the patterns used to match on lists of constant
values to `m_TorchListOfConstant{valueType}s`. This is needed to avoid
ambiguity for when `valueType` has `Optional` in it. In particular, it
makes it clear whether the values in the list are optional or the list
itself is optional.
2022-11-16 20:33:12 +00:00
AmosLewis 22a5067242 [TOSA] Add more tosa::cast type support 2022-11-16 09:53:10 +05:30
Chi_Liu dfe7513a45
[MLIR][TORCH] Fix aten.unsqueeze op (#1578)
The range of the unsqueeze dim is: [-input.dim() - 1, input.dim() + 1), the bug forgets to add 1.
2022-11-14 09:09:15 -08:00
Ramiro Leal-Cavazos b723186983
Remove all but one of valsem ops + move fill.Scalar to elementwise (#1531)
This commit removes almost all of the valsem ops, since the value
semantics version of the ops now exist in PyTorch. The only op missing
is `aten.bernoulli_.float`. In addition, this commit also simplifies
the implementation of `aten.fill.Scalar` by moving it to the pattern
that converts elementwise ops.
2022-10-28 15:06:11 +00:00
Chi_Liu ad6f5848cb
[MLIR][TORCH] Add TorchToTosa lowering for aten.where.self op (#1454) 2022-10-18 09:39:39 -07:00
Ramiro Leal-Cavazos 82a3860e25
build: update llvm tag to 4546397e (#1502)
This commit makes the following changes needed to update bump LLVM:

- Replace `linalg.init_tensor` with `tensor.empty` (see:
https://reviews.llvm.org/D135129)
- Replace `NoSideEffect` with `Pure` (see
https://reviews.llvm.org/D135505)
- Replace `body` region accessor for `ReduceOp` and `ReduceWindowOp`
with `getBody`
- Fix incorrect use of `tosa::ReduceSumOp` in `AtenNativeLayerNormOp`
conversion pattern. The result type of `tosa::ReduceSumOp` must have
the same rank as the input type. (see:
https://www.mlplatform.org/tosa/tosa_spec.html#_reduce_sum)

Co-authored-by: Ashay Rane <ashay@users.noreply.github.com>

Co-authored-by: Ashay Rane <ashay@users.noreply.github.com>
2022-10-18 04:22:53 +00:00
Vivek Khandelwal d3cc3f1aff [tosa] Add lowering for aten.to.dtype and aten._to_copy op
This commit adds the TorchToTosa lowering for `aten.to.dtype` and
`aten._to_copy` op.

Signed-Off By: Vivek Khandelwal<vivek@nod-labs.com>
2022-10-06 12:00:25 +05:30
Vivek Khandelwal 56f9a9b5de [tosa] Add TorchToTosa lowering for torch.prim.NumToTensor.Scalar op
Signed-Off By: Vivek Khandelwal<vivek@nod-labs.com>
2022-10-06 12:00:25 +05:30
Ashay Rane faa9a78e38
build: update llvm tag to 6f46ff37 (#1448)
Summary of changes:
 - Updated references to the Arith dialect
   (https://reviews.llvm.org/D134762)
 - Switched to prefixed accessors for MemRef dialect
   (https://reviews.llvm.org/D134995)
 - Fixed warnings about signed/unsigned comparisons, ignored return
   values, and unused variables
2022-10-05 08:28:06 -05:00
Vivek Khandelwal 9dd5ae8239
[tosa] Add TorchToTosa lowering for aten.arange.start_step op (#1442) 2022-09-30 07:33:41 -07:00
Vivek Khandelwal 6db513c51d
[tosa] Add support for some cases of aten.broadcast_to op (#1429)
This commit adds support for TorchToTosa lowering of
`aten.broadcast_to` op for cases:
1.) When the rank of input and output tensor is equal.
2.) When the rank of input tensor is zero.

Signed-Off By: Vivek Khandelwal<vivek@nod-labs.com>
2022-09-29 09:40:56 -07:00
Vivek Khandelwal bce00c8ed1 [tosa] Fix torch.vtensor.literal lowering
Signed-Off By: Vivek Khandelwal<vivek@nod-labs.com>
2022-09-29 17:03:10 +05:30
Eric Kunze cb1b8796a2
Convert torch si literals into signless for TOSA (#1421) 2022-09-26 16:54:27 -07:00
Vivek Khandelwal 4ef6e69ed4
[MLIR][TORCH] Add TorchToTosa lowering for aten.clone op (#1388)
Signed-Off By: Vivek Khandelwal <vivek@nod-labs.com>

Co-authored-by: Suraj Sudhir <16977902+sjarus@users.noreply.github.com>
2022-09-20 15:07:46 -07:00
Vivek Khandelwal 1ffd42bbde
[MLIR][TORCH] Add TorchToTosa lowering for aten.broadcast_to op (#1386)
Signed-Off By: Vivek Khandelwal<vivek@nod-labs.com>
2022-09-20 10:04:51 -07:00
long.chen 797feaf129
[torch-mlir][Tosa] fix during torch.max.dim lower to tosa the reshape's new shape attr mismatch reshape's result type (#1378) 2022-09-16 21:29:56 -07:00
Ashay Rane bb47c166a0
llvm: update tag to 061e0189 (#1180)
Summary of changes:
 - Switch to C++17 (similar to https://reviews.llvm.org/D131348)
 - Update MHLO to build with LLVM commit hash 061e0189
 - Replace deprecated `hasValue()` and `getValue()` with `has_value()`
   and `value()` respectively (https://reviews.llvm.org/D131349)
 - Use `TypedAttr` (https://reviews.llvm.org/D130092)
 - Use updated assembly format of `mhlo.compare` op (commit
   d03ef01e70fbf9afd0fa1976fbb7ed31838929b3 in MHLO repo)
2022-08-08 20:17:35 -07:00
Jacques Pienaar 247dd64a66
Change to notifyMatchFailure (#1073)
emitError is intended for error cases and not match failures of
patterns. notifyMatchFailure is intended where pattern reports reason
for not matching.

Op verification should also not happen inside patterns but as part of
verify/verification, but left ones that were obviously verification to
emitError inside patterns to keep this change small.
2022-07-17 18:39:54 -07:00
Suraj Sudhir 5e2012c7dd
[tosa] aten.max.dim , aten.slice.tensor ops (#1027)
Signed-off-by: Suraj Sudhir <suraj.sudhir@arm.com>
2022-07-13 10:10:18 -07:00
Suraj Sudhir d38f2cae5b
[tosa] aten.transpose.int support (#1017)
Signed-off-by: Suraj Sudhir <suraj.sudhir@arm.com>
2022-07-07 13:05:33 -07:00
Andrew Cain 6885f1ed8a
fix: Broaden range of tosa.matmul outputs that don't need to be reshaped (#1015)
Co-authored-by: Andrew Cain <acain@d-matrix.ai>
2022-07-06 17:24:16 -07:00
Suraj Sudhir bb576c2cb3
[tosa] aten.embedding op support (#991)
Enables BERT legalization.

Signed-off-by: Suraj Sudhir <suraj.sudhir@arm.com>
2022-06-30 13:13:52 -07:00
Gaurav Shukla 1be604bfd3 [LINALG] Lower `aten.Matmul` to `linalg.BatchMatmul`
This commit lowers `aten.matmul` to `linalg.BatchMatmul` under the
following conditions:
1. The result of matrix multiplication must have batch dimensions,
   i.e., rank greater than 2.
2. The resultant matrix must have at most 1 dynamic batch dimension.

It also handles broadcasting of batch dimensions when batch dimensions
of the matrices are broadcastable.

Signed-Off-by: Gaurav Shukla <gaurav@nod-labs.com>
2022-06-25 10:58:06 +05:30
Maksim Levental 829717c96e
Bump LLVM (#958) 2022-06-22 22:23:46 -05:00
Vivek Khandelwal 06750815d1 [tosa] Support for AtenAvgPool2d op
Signed-Off By: Vivek Khandelwal <vivek@nod-labs.com>
2022-05-27 07:56:37 +05:30
Ashay Rane 9208bf0eb6
llvm: bump tag to e1318078 (#781)
The updated LLVM code includes a patch to create bfloat16 array
attributes, thus enabling a different patch to torch-mlir to flesh out
support for the bfloat16 type.
2022-04-26 12:27:51 -07:00
gpetters94 9ec0683e92
Add 2D case for convolution (#693) 2022-04-08 00:47:57 -04:00
Anup Gangwar ccf924d3df
tosa] Support for Aten[Gelu|GeluBackward] ops (#720)
Signed-off-by: Anup Gangwar <anup.gangwar@arm.com>

Co-authored-by: Anup Gangwar <anup.gangwar@arm.com>
2022-03-30 17:00:55 -07:00
Anup Gangwar 5d7a6c2976
[tosa] Support for Aten[Unsqueeze|Contiguous|Dropout|Reshape|View] ops (#700) 2022-03-25 14:15:07 -07:00
Anup Gangwar c60468f141
[tosa] Support for Aten[Zeros|Ones|Fill_Scalar] ops (#604)
Signed-off-by: Anup Gangwar <anup.gangwar@arm.com>

Co-authored-by: Anup Gangwar <anup.gangwar@arm.com>
2022-02-16 09:53:51 -08:00
Anup Gangwar dfc07d11d7
Fix compiler warning introduced in PR575 (#593) 2022-02-14 12:45:19 -08:00
Anup Gangwar 756b75fb2d
[tosa] Support for some ops and fix for Issue #532 (#575)
* [tosa] Support for AtenNe[Tensor|Scalar]Op, AtenLog2Op,
AtenBitwiseAndTensorOp, AtenSquareOp and AtenThresholdOp
* Fix for Issue #532 - Mixed input types for few ops and updated few
tests to use i32 instead of i64

Signed-off-by: Anup Gangwar <anup.gangwar@arm.com>

Co-authored-by: Anup Gangwar <anup.gangwar@arm.com>
2022-02-11 12:30:02 -08:00
Anup Gangwar f9f97ea184 * [tosa] Support for AtenNativeLayerNormOp
* [tosa] Support for AtenPermuteOp

Signed-off-by: Anup Gangwar <anup.gangwar@arm.com>
2022-02-04 14:46:31 -05:00
Suraj Sudhir 0f083e770a
[tosa] Add maxpool2d and adaptive_avgpool2d support (#550)
Signed-off-by: Suraj Sudhir <suraj.sudhir@arm.com>
2022-01-31 13:34:09 -08:00
Anup Gangwar 454fa9d123
* [tosa] Support for AtenFlattenUsingIntsOp (#548) 2022-01-28 21:38:56 -08:00
Anup Gangwar 7a5736facd
* [tosa] Support for AtenReshapeOp (#543)
* [tosa] Support for AtenBatchNormOp

Signed-off-by: Anup Gangwar <anup.gangwar@arm.com>

Co-authored-by: Anup Gangwar <anup.gangwar@arm.com>
2022-01-27 14:38:59 -08:00
Suraj Sudhir eb06d21765
[tosa] Implement conv2d support (#541)
Signed-off-by: Suraj Sudhir <suraj.sudhir@arm.com>
2022-01-26 19:16:13 -08:00
stephenneuendorffer 3fd9b7789e
Bump LLVM to 881ff4e4ebe8cc0cc045c7c167cffb01f94f27f8 (#539) 2022-01-25 22:16:30 -08:00
Suraj Sudhir cadea678e5
[tosa] Implement torch.linear support. (#535)
Refactor matmul into separate class and derive variants:
- matmul
- mm, bmm
- linear

Signed-off-by: Suraj Sudhir <suraj.sudhir@arm.com>
2022-01-25 08:48:58 -08:00
Anup Gangwar f8080bd1c5
* [tosa] Support for AtenRsubScalarOp for scalar constants (#531)
* [tosa] Support for AtenCeilOp and AtenReciprocalOp
* [tosa] Support for comparator ops, Aten[Gt|Lt|Eq][Tensor|Scalar]Op with scalar constant
* [tosa] Support for Scalar variants of Aten[Mul|Div|Add|Sub] Ops with scalar constants

Signed-off-by: Anup Gangwar <anup.gangwar@arm.com>

Co-authored-by: Anup Gangwar <anup.gangwar@arm.com>
2022-01-20 10:58:30 -08:00
Suraj Sudhir 0188ca5498
[tosa] Implement matmul, mm and bmm support (#526)
- Also handles braodcasting n-D tensors, dynamic shapes

Signed-off-by: Suraj Sudhir <suraj.sudhir@arm.com>
2022-01-18 13:37:32 -08:00
Suraj Sudhir edf4a0e729
[tosa] Add more common utility functions (#525)
- Common code as TF repository, being moved to MLIR core.
- Will support further legalizations to be published.

Signed-off-by: Suraj Sudhir <suraj.sudhir@arm.com>
2022-01-14 13:57:27 -08:00
Anup Gangwar d69d29b7a6 * [tosa] Support for AtenPowTensorScalarOp with constant Scalar as input
Signed-off-by: Anup Gangwar <anup.gangwar@arm.com>
2022-01-11 22:55:54 -05:00
Suraj Sudhir d6b6c0268c
[tosa] Add missing overrride-s to fix compiler warnings (#514)
Signed-off-by: Suraj Sudhir <suraj.sudhir@arm.com>
2022-01-07 10:57:54 -08:00
Suraj Sudhir b4842d9863
[tosa] Implement squeeze.dim support (#511)
Templated variants for squeeze and squeeze.dim
2022-01-06 08:31:29 -08:00
Suraj Sudhir 0cd95b5c68
[tosa] Support for Torch.squeeze (#487) 2021-12-15 21:40:29 -08:00
Anup Gangwar a6c3050dd0 * [tosa] Support for Maximum and Minimum
Signed-off-by: Anup Gangwar <anup.gangwar@arm.com>
2021-12-15 11:58:19 -08:00
Suraj Sudhir 829cf8afc3
[tosa] Implement Argmax support (#485)
Signed-off-by: Suraj Sudhir <suraj.sudhir@arm.com>
2021-12-15 11:01:01 -08:00
Anup Gangwar cce490d71d
* [tosa] Support for Rsqrt legalization (#480)
Signed-off-by: Anup Gangwar <anup.gangwar@arm.com>

Co-authored-by: Anup Gangwar <anup.gangwar@arm.com>
2021-12-14 10:03:58 -08:00