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143 Commits (61a8142d23641b4bde3858c554e772dc49c0aeb8)

Author SHA1 Message Date
Vivek Khandelwal 5f7177da35 [MLIR][TORCH] Add decomposition for aten.var_mean.correction op 
Signed-Off By: Vivek Khandelwal<vivek@nod-labs.com>
 2022-11-17 13:00:09 +05:30
George Petterson 92f385bd9f [MLIR][TORCH] Add E2E support aten.convolution_backward op 
This commit adds the decomposition for the `aten.convolution_backward`
and `aten.convolution_backward_overrideable` op.
 2022-11-15 07:38:26 +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
Gleb Kazantaev 6909eaf7fc
Update TorchMlirBackendImpl Methods (#1580) 
* Fix LTC build

* Remove passing test from xfail set
 2022-11-14 00:37:49 -05:00
Daniel Ellis a7ac0def45
Move single-tensor-tuple-return test to mlir unit test. 
Also, add multiple return test.
 2022-11-10 09:23:53 -05:00
Vivek Khandelwal fedf8c0640 [MLIR][TORCH] Add E2E support for aten.upsample_nearest2d_backward.vec op 
Signed-Off By: Vivek Khandelwal<vivek@nod-labs.com>
 2022-11-04 22:10:07 +05:30
Vivek Khandelwal c86177730d [MLIR][TORCH] Add E2E support for aten.fill.Tensor op 
This commit adds the decomposition for `aten.fill.Tensor` op.

Signed-Off By: Vivek Khandelwal <vivek@nod-labs.com>
 2022-10-30 18:40:47 +05:30
Vivek Khandelwal ea602127b6 [MLIR][TORCH] Add E2E support for aten.addcmul_ and aten.addcdiv_ op 
Signed-Off By: Vivek Khandelwal <vivek@nod-labs.com>
 2022-10-28 16:07:50 +05:30
Daniel Ellis 3e199aaf11
Add better error message for single-tensor tuple returns. 2022-10-25 12:48:55 -04:00
Vivek Khandelwal ca87033d2f [MLIR][TORCH] Add E2E support for aten.mse_loss op 
This commit adds decomposition for the `aten.mse_loss` op.

Signed-Off By: Vivek Khandelwal <vivek@nod-labs.com>
 2022-10-25 21:06:58 +05:30
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
Gleb Kazantaev bdb5083d33
New ops support & enhancements (#1494) 
* New ops support & enhancements

* Enabled xfail ltc tests
 2022-10-14 10:28:21 -04:00
Prashant Kumar 3a2cd23380 [LINALG] Add lowering for aten::round op. 
-- Added the lowering for aten::round op.
-- Added the folding for integer cases.
 2022-10-13 02:41:26 +05:30
Ashay Rane aefbf65e27
Disable LTC and update PyTorch (#1472) 
* build: disable LTC again so that we can bump PyTorch version

When built using PyTorch's master branch, the LTC code has been failing
to build for a few days.  As a result, the PyTorch version referenced by
Torch-MLIR is stalled to the one from October 4th.

In an effort to advance to PyTorch version, this patch disables LTC, and
a subsequent patch will advance the PyTorch version.

* update PyTorch version to 1.14.0.dev20221010

Also disables the `UpSampleNearest2dDynamicFactor_basic` e2e test, since
the (PyTorch) oracle differs from the computed value for both the
refbackend and the eager_mode backends.
 2022-10-10 23:05:40 -05:00
Gaurav Shukla da90a25f90 [MLIR][TORCH] Add E2E support for `aten.[div.int|bitwise_or.Tensor]` ops 
This commit adds lowering of `aten.div.int` and `aten.bitwise_or.Tensor`
ops. Both these ops are required in order to support bloom_560m model.

Signed-Off-by: Gaurav Shukla <gaurav@nod-labs.com>
 2022-10-10 22:28:51 +05:30
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
Daniel Ellis 2ba71af651 Add support for mv decomposition. 2022-10-04 11:34:45 -04:00
Prashant Kumar 6777a9484d [LINALG] Add lowering for the aten.upsample_nearest2d op. 2022-10-04 17:20:29 +05:30
Vivek Khandelwal 9dd5ae8239
[tosa] Add TorchToTosa lowering for aten.arange.start_step op (#1442) 2022-09-30 07:33:41 -07:00
AmosLewis 940959589b [MLIR][TORCH] Add Byte and Char Dtype support 2022-09-30 13:19:31 +05:30
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
JakopinA 8ef0c874c2
Implement Expand/Collapse Functionality for Aten.View (#1353) 2022-09-27 11:08:14 -07:00
Jae Hoon (Antonio) Kim 3e27aa2be3
Fix as_strided/slice symint (#1401) 
* Fix as_strided symint

* Re-enable LTC tests

* Re-enable LTC

* Add hardtanh shape inference function

* Fix slice symint
 2022-09-26 12:16:49 -04:00
武家伟 ab7aa01b1e
[MHLO] Add torch-to-mhlo e2e support for aten.gather op (#1410) 
* Add torch-to-mhlo e2e support for aten.gather op 

* Add more e2e tests for torch.aten.gather op
 2022-09-25 22:07:46 +08:00
Vivek Khandelwal bc11e1aba6 [tosa] Add "-tosa-to-tensor" pass in the lowering pipeline 
Signed-Off By: Vivek Khandelwal<vivek@nod-labs.com>
 2022-09-24 10:03:07 +05:30
Tanyo Kwok 72e422b589
Add relu6 and binary broadcasts (#1408) 
* Add relu6 and binary broadcasts
 2022-09-23 20:39:15 +08:00
Tanyo Kwok 061a97c3f2
Replace empty_like && empty_memory_format with full/full_like (#1398) 
* Replace empty_like && empty_memory_format with full/full_like

* fix broadcast rank0 tensor
 2022-09-23 10:24:36 +08:00
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 5090ac9359
[MLIR][TORCH] Add a test for sum.dim_IntList op working for tosa (#1387) 
Signed-Off By: Vivek Khandelwal<vivek@nod-labs.com>

Co-authored-by: Suraj Sudhir <16977902+sjarus@users.noreply.github.com>
 2022-09-20 11:38:09 -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
武家伟 0e2e94d542
Add torch-to-mhlo e2e support for AtenArangeStartStepOp (#1385) 
Co-authored-by: Vremold <xremold@gamil.com>
 2022-09-20 22:31:24 +08:00
Vivek Khandelwal 51e3c3f1ed [MLIR][TORCH] Add failing test to xfail_sets.py 
Signed-Off By: Vivek Khandelwal <vivek@nod-labs.com>
 2022-09-16 17:12:21 +05:30
武家伟 b316918947
Add AtenClampOp conversion pattern to MHLO (#1356) 
Add AtenClampOp conversion pattern to MHLO
 2022-09-16 15:09:21 +08:00
gpetters94 48418b9c22
Fold away type_as (#1358) 2022-09-12 18:59:12 -04:00
Vivek Khandelwal 71b1f0dd7a [MLIR][TORCH] Add E2E support for aten.index.Tensor_hacked_twin op 
This commit adds lowering of `index.Tensor_hacked_twin` op.

Signed-Off By: Vivek Khandelwal <vivek@nod-labs.com>
 2022-09-12 21:47:18 +05:30
Vivek Khandelwal e35741fb1d [MLIR][TORCH] Add E2E support for aten.bitwise_not op 
This commit adds lowering of `aten.bitwise_not` op.

Signed-Off By: Vivek Khandelwal <vivek@nod-labs.com>
 2022-09-08 17:52:12 +05:30
武家伟 6a1893a517
[MLIR][MHLO] Add AtenFrobeniusNormDimOp and add its conversion pattern to MHLO and linalg (#1306) 
* Add aten.frobenius_norm.dim op and init its conversion pattern to linalg and MHLO, 
* run symbolic-shape-optimization before hlo-legalize-to-linalg to fit more mhlo e2e tests.
 2022-09-08 10:15:36 +08:00
Quinn Dawkins cc86cc0f02
Revert "Implement Non-Expand/Collapse Functionality for Aten.View (#1309)" (#1347) 
Reverting commit a6a48ba233 to revise unit tests and address dynamic shape handling based on comments in #1309
 2022-09-07 01:38:11 -04:00
JakopinA a6a48ba233
Implement Non-Expand/Collapse Functionality for Aten.View (#1309) 
Focuses on statically sized cases such as [2, 3] -> [3, 2].
 2022-09-06 14:46:04 -04:00
Ashay Rane e52e886845
build: update llvm tag to 00d648bd (#1307) 
- Update MHLO commit to build with LLVM commit hash 00d648bd
 - Update TorchToMhlo code to work with Stablehlo
 - Re-enabled two failing TOSA tests, thus resolving Github Issue #1231
 2022-08-30 14:44:00 -05:00
Sean Silva e16b43e20b Remove "torchscript" association from the e2e framework. 
We use it for more than TorchScript testing now. This is a purely
mechanical change to adjust some file paths to remove "torchscript".

The most perceptible change here is that now e2e tests are run with

```
./tools/e2e_test.sh
instead of:
./tools/torchscript_e2e_test.sh
```
 2022-08-29 14:10:03 -07:00