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Author SHA1 Message Date
PyTorch MergeBot
93d3bd626e Revert "[primTorch] Improve narrow and narrow_copy: refs, tests, docs (#87045)" 
This reverts commit aa8279bcb8.

Reverted https://github.com/pytorch/pytorch/pull/87045 on behalf of https://github.com/izaitsevfb due to BC-breaking change, D41161182
 2022-11-09 20:48:32 +00:00
Nikita Karetnikov
aa8279bcb8 [primTorch] Improve narrow and narrow_copy: refs, tests, docs (#87045) 
Fixes #87019.

Pull Request resolved: https://github.com/pytorch/pytorch/pull/87045
Approved by: https://github.com/mruberry
 2022-11-09 09:19:28 +00:00
Kazuaki Ishizaki
2ddefbdc3c Fix typos used in documents under torch directory (#88300) 
This PR fixes typos, in comments of Python files, that are found from a search box at https://pytorch.org/docs/master/search.html

Pull Request resolved: https://github.com/pytorch/pytorch/pull/88300
Approved by: https://github.com/lezcano
 2022-11-02 09:38:13 +00:00
Jing Xu
46ce92713d fix github bug issue 87552 (#88059) 
Fixes #87552
Pull Request resolved: https://github.com/pytorch/pytorch/pull/88059
Approved by: https://github.com/jgong5, https://github.com/ngimel
 2022-10-31 04:40:54 +00:00
Edward Z. Yang
838b699e10 as_strided_scatter storage offset defaults to None not 0 (#87481) 
Signed-off-by: Edward Z. Yang <ezyang@fb.com>
Pull Request resolved: https://github.com/pytorch/pytorch/pull/87481
Approved by: https://github.com/bdhirsh
 2022-10-21 20:12:40 +00:00
Mikayla Gawarecki
a77f2a95a7 Improve NestedTensor documentation (#85186) 
Pull Request resolved: https://github.com/pytorch/pytorch/pull/85186
Approved by: https://github.com/cpuhrsch
 2022-10-12 22:03:04 +00:00
Pearu Peterson
fc21cc82fc Enable sparse_dim() and dense_dim() methods for Strided tensors (#86203) 
The reason for enabling sparse/dense_dim() for strided tensors is to have more meaningful error messages:
For instance, compare
```
NotImplementedError: Could not run 'aten::sparse_dim' with arguments from the 'CPU' backend. This could be because the operator doesn't exist for this backend, or was omitted during the selective/custom build process (if using custom build). If you are a Facebook employee using PyTorch on mobile, please visit https://fburl.com/ptmfixes for possible resolutions. 'aten::sparse_dim' is only available for these backends: [SparseCPU, SparseCUDA, SparseMeta, SparseCsrCPU, SparseCsrCUDA, BackendSelect, Python, FuncTorchDynamicLayerBackMode, Functionalize, Named, Conjugate, Negative, ZeroTensor, ADInplaceOrView, AutogradOther, AutogradCPU, AutogradCUDA, AutogradHIP, AutogradXLA, AutogradMPS, AutogradIPU, AutogradXPU, AutogradHPU, AutogradVE, AutogradLazy, AutogradMeta, AutogradPrivateUse1, AutogradPrivateUse2, AutogradPrivateUse3, AutogradNestedTensor, Tracer, AutocastCPU, AutocastCUDA, FuncTorchBatched, FuncTorchVmapMode, Batched, VmapMode, FuncTorchGradWrapper, PythonTLSSnapshot, FuncTorchDynamicLayerFrontMode, PythonDispatcher].
```
[master] vs
```
RuntimeError: addmm: matrices expected, got 0D tensor
```
[this PR] where the latter message gives a hint of which function is to blame for dealing with unexpected inputs.

Pull Request resolved: https://github.com/pytorch/pytorch/pull/86203
Approved by: https://github.com/cpuhrsch
 2022-10-06 18:39:22 +00:00
foram-chandra
33404436aa [doc] Add pin_memory and layout to new_{zeros, ones, full} (#85605) 
Fixes #84986

Besides adding `pin_memory` and `layout`, I have also updated the signature to reflect keyword only arguments.
Pull Request resolved: https://github.com/pytorch/pytorch/pull/85605
Approved by: https://github.com/lezcano, https://github.com/SherlockNoMad
 2022-09-25 22:23:23 +00:00
Ivan Yashchuk
539076e2c2 Remove deprecated torch.lstsq (#70980) 
The time has come to remove deprecated linear algebra related functions. This PR removes `torch.lstsq`.

There's a note in `tools/codegen/gen.py` about `lstsq` schema in `native_function.yaml` that I will not remove:
87139d8532/tools/codegen/gen.py (L734-L770)

cc @jianyuh @nikitaved @pearu @mruberry @walterddr @IvanYashchuk @xwang233 @Lezcano
Pull Request resolved: https://github.com/pytorch/pytorch/pull/70980
Approved by: https://github.com/lezcano, https://github.com/kit1980
 2022-09-23 00:16:55 +00:00
Mikayla Gawarecki
77f1f98479 Re-introduce torch.Tensor.to_padded_tensor (#85293) 
Differential Revision: [D39629004](https://our.internmc.facebook.com/intern/diff/D39629004)
Pull Request resolved: https://github.com/pytorch/pytorch/pull/85293
Approved by: https://github.com/cpuhrsch
 2022-09-21 18:45:56 +00:00
Sean Ross-Ross
3a51b557ef Added docs and opinfo for narrow_copy (#84493) 
Pull Request resolved: https://github.com/pytorch/pytorch/pull/84493
Approved by: https://github.com/amjames, https://github.com/ngimel, https://github.com/mruberry
 2022-09-19 14:28:25 +00:00
Mikayla Gawarecki
e217b30b0f Add torch.nested namespace (#84102) 
First step towards #83775
- only `to_padded_tensor` is moved to the nested namespace for now
- following the schema used for `special`, `fft`, `linalg` and other namespaces, nested functions are registered in native_functions.yaml as `nested_{function_name}` and are bound to the desired Python name in
`torch/nested/__init__.py`, and the desired C++ name in `torch/csrc/api/include/torch/nested.h`.

~~**Question**: should we keep the documentation for `Tensor.to_padded_tensor` or can this deleted since it is shared by `torch.nested.to_padded_tensor`?~~

[generated nested docs](https://docs-preview.pytorch.org/84102/nested.html?highlight=nested#module-torch.nested)

Differential Revision: [D39361148](https://our.internmc.facebook.com/intern/diff/D39361148)
Pull Request resolved: https://github.com/pytorch/pytorch/pull/84102
Approved by: https://github.com/drisspg
 2022-09-12 16:31:05 +00:00
Ivan Yashchuk
01c54ad6de Remove deprecated torch.eig (#70982) 
The time has come to remove deprecated linear algebra related functions. This PR removes `torch.eig`.

cc @jianyuh @nikitaved @pearu @mruberry @walterddr @IvanYashchuk @xwang233 @Lezcano
Pull Request resolved: https://github.com/pytorch/pytorch/pull/70982
Approved by: https://github.com/Lezcano, https://github.com/malfet
 2022-09-09 21:31:57 +00:00
PyTorch MergeBot
f534b2c627 Revert "Remove split functional wrapper (#74727)" 
This reverts commit a58876ace7.

Reverted https://github.com/pytorch/pytorch/pull/74727 on behalf of https://github.com/seemethere due to Fails internal use cases, might extend out to external use cases as well. Need to assess overall impact of this change more widely
 2022-08-10 19:45:23 +00:00
Peter Bell
a58876ace7 Remove split functional wrapper (#74727) 
Pull Request resolved: https://github.com/pytorch/pytorch/pull/74727
Approved by: https://github.com/albanD, https://github.com/khabinov
 2022-08-10 17:57:48 +00:00
Pearu Peterson
ff5399e528 Revise sparse docs regarding Sparse Compressed tensors (#82108) 
Pull Request resolved: https://github.com/pytorch/pytorch/pull/82108
Approved by: https://github.com/bhosmer
 2022-07-29 18:15:09 +00:00
Huy Do
12cb26509a Apply ufmt to torch internal (#81643) 
This is a big bang PR, merge conflicts are probably expected and will be addressed at merge.
Pull Request resolved: https://github.com/pytorch/pytorch/pull/81643
Approved by: https://github.com/ezyang
 2022-07-22 02:19:50 +00:00
PyTorch MergeBot
7f3677d723 Revert "Remove split functional wrapper (#74727)" 
This reverts commit cc3126083e.

Reverted https://github.com/pytorch/pytorch/pull/74727 on behalf of https://github.com/mehtanirav due to Breaking multiple internals builds and tests
 2022-07-11 18:29:45 +00:00
Peter Bell
cc3126083e Remove split functional wrapper (#74727) 
Pull Request resolved: https://github.com/pytorch/pytorch/pull/74727
Approved by: https://github.com/albanD
 2022-07-08 19:21:22 +00:00
Teddy Koker
0468dafeaa Fix Tensor.scatter_add_ doc (#80223) 
Current documentation writes "Adds all values from the tensor `other` into `self`" when the actual argument of the values is named `src`. Fixed by renaming `other` to `src`.

Pull Request resolved: https://github.com/pytorch/pytorch/pull/80223
Approved by: https://github.com/mikaylagawarecki
 2022-06-27 19:57:53 +00:00
Peter Bell
7843a5e882 Move Tensor.grad back into C++ 
`Tensor.grad` was moved to python in #30531 to add a warning. However,
that warning has since been lowered into C++ so this wrapper is no
longer necessary.

Pull Request resolved: https://github.com/pytorch/pytorch/pull/76675

Approved by: https://github.com/albanD
 2022-06-10 13:44:45 +00:00
vitrioil
ebb7f424b8 Add Tensor.is_cpu (#78887) 
Fixes #76872

Not sure if this is also required.
ac8c6d09d1/torch/csrc/tensor/python_tensor.cpp (L146)
Pull Request resolved: https://github.com/pytorch/pytorch/pull/78887
Approved by: https://github.com/ezyang
 2022-06-06 22:01:12 +00:00
Rohit Goswami
3f58dd18dc ENH: Add a force argument to numpy() (#78564) 
**Reopened** to help with merge issues. See #59790 for full context.

Fixes #20778. Helps #71688.

Finalizes @martinPasen's force argument for `Tensor.numpy()`. It is set to False by default. If it's set to True then we:
1. detatch the Tensor, if requires_grad == True
2. move to cpu, if not on cpu already
3. Uses .resolve_conj() if .is_conj() == True
4. Uses .resolve_neg() if .is_neg() == True

cc @albanD
Pull Request resolved: https://github.com/pytorch/pytorch/pull/78564
Approved by: https://github.com/albanD
 2022-06-06 14:14:17 +00:00
YifanShenSZ
6ba1d05fa4 to_padded_tensor doc v0 (#78657) 
Fixes #76846

Pull Request resolved: https://github.com/pytorch/pytorch/pull/78657
Approved by: https://github.com/jbschlosser
 2022-06-03 14:27:31 +00:00
Thomas J. Fan
3524428fad DOC Corrects default value for storage_offset in as_strided (#78202) 
Fixes #77730
Pull Request resolved: https://github.com/pytorch/pytorch/pull/78202
Approved by: https://github.com/mruberry
 2022-05-31 19:28:36 +00:00
Brian Hirsh
07e4533403 reland of as_strided support for functionalization; introduce as_strided_scatter 
This reverts commit a95f1edd85.

Pull Request resolved: https://github.com/pytorch/pytorch/pull/78199

Approved by: https://github.com/ezyang
 2022-05-24 22:40:44 +00:00
PyTorch MergeBot
a95f1edd85 Revert "as_strided support for functionalization; introduce as_strided_scatter" 
This reverts commit 3a921f2d26.

Reverted https://github.com/pytorch/pytorch/pull/77128 on behalf of https://github.com/suo due to This broke rocm tests on master 3a921f2d26. rocm tests are no longer run on PRs, you should add a `ciflow/trunk` label if you want to run them
 2022-05-24 20:19:12 +00:00
Brian Hirsh
3a921f2d26 as_strided support for functionalization; introduce as_strided_scatter 
Pull Request resolved: https://github.com/pytorch/pytorch/pull/77128

Approved by: https://github.com/ezyang
 2022-05-24 18:20:31 +00:00
Alban Desmaison
04ac80c73a Fix a few issues on assert/double error/legacy constructor (#77966) 
Fixes https://github.com/pytorch/pytorch/issues/77960, https://github.com/pytorch/pytorch/issues/77957, https://github.com/pytorch/pytorch/issues/77781
Pull Request resolved: https://github.com/pytorch/pytorch/pull/77966
Approved by: https://github.com/soulitzer, https://github.com/kulinseth
 2022-05-20 20:25:12 +00:00
Christian Puhrsch
289192199a Add to_sparse_bsr (#77366) 
Conversion function of CSR to BSR.

Follow up work includes
- Conversion from strided, COO, CSC, BSC
- autograd
Pull Request resolved: https://github.com/pytorch/pytorch/pull/77366
Approved by: https://github.com/IvanYashchuk, https://github.com/mikaylagawarecki
 2022-05-13 20:16:03 +00:00
Mikayla Gawarecki
841c65f499 Unprivate _index_reduce and add documentation 
Pull Request resolved: https://github.com/pytorch/pytorch/pull/76997

Approved by: https://github.com/cpuhrsch
 2022-05-13 19:48:38 +00:00
Ivan Yashchuk
890bdf13e1 Remove deprecated torch.solve (#70986) 
The time has come to remove deprecated linear algebra related functions. This PR removes `torch.solve`.

cc @jianyuh @nikitaved @pearu @mruberry @walterddr @IvanYashchuk @xwang233 @Lezcano
Pull Request resolved: https://github.com/pytorch/pytorch/pull/70986
Approved by: https://github.com/Lezcano, https://github.com/albanD
 2022-05-10 13:44:07 +00:00
PyTorch MergeBot
0c7c50972b Revert "Move Tensor.grad back into C++" 
This reverts commit 3e4bff7285.

Reverted https://github.com/pytorch/pytorch/pull/76675 on behalf of https://github.com/albanD
 2022-05-09 21:08:10 +00:00
PyTorch MergeBot
2c5bf12584 Revert "stft: remove non-center overload and python functional wrapper" 
This reverts commit d23ecbfc9a.

Reverted https://github.com/pytorch/pytorch/pull/73434 on behalf of https://github.com/albanD
 2022-05-09 19:59:46 +00:00
Peter Bell
3e4bff7285 Move Tensor.grad back into C++ 
`Tensor.grad` was moved to python in #30531 to add a warning. However,
that warning has since been lowered into C++ so this wrapper is no
longer necessary.

Pull Request resolved: https://github.com/pytorch/pytorch/pull/76675

Approved by: https://github.com/albanD
 2022-05-09 19:58:57 +00:00
Peter Bell
d23ecbfc9a stft: remove non-center overload and python functional wrapper 
Pull Request resolved: https://github.com/pytorch/pytorch/pull/73434

Approved by: https://github.com/anjali411
 2022-05-03 14:30:35 +00:00
PyTorch MergeBot
77f23d6460 Revert "stft: remove non-center overload and python functional wrapper" 
This reverts commit 6b7d89c4f1.

Reverted https://github.com/pytorch/pytorch/pull/73434 on behalf of https://github.com/osalpekar
 2022-04-23 23:21:27 +00:00
Peter Bell
6b7d89c4f1 stft: remove non-center overload and python functional wrapper 
Pull Request resolved: https://github.com/pytorch/pytorch/pull/73434

Approved by: https://github.com/anjali411
 2022-04-23 00:17:01 +00:00
kshitij12345
aa51704ce5 [complex32] add chalf alias for complex32 and chalf method 
Reference: https://github.com/pytorch/pytorch/issues/74537

Adds chalf alias for complex32 and also adds method `chalf` similar to `cfloat, cdouble`

TODO:
* [x] Add docs
* [x] Add override
Pull Request resolved: https://github.com/pytorch/pytorch/pull/75320
Approved by: https://github.com/anjali411
 2022-04-20 23:44:47 +00:00
Anthony Barbier
ce9e27a0fc Add new keys for Graphcore IPU (DispatchKey / Backend / DeviceType) 
We need a key to register our out of tree backend: https://github.com/graphcore/poptorch
Pull Request resolved: https://github.com/pytorch/pytorch/pull/74763
Approved by: https://github.com/bdhirsh
 2022-04-07 17:18:45 +00:00
Mikayla Gawarecki
11f1fef981 Update documentation for scatter_reduce 
Pull Request resolved: https://github.com/pytorch/pytorch/pull/74608

Approved by: https://github.com/cpuhrsch
 2022-04-07 15:41:23 +00:00
Mikayla Gawarecki
e9a8e6f74a Add include_self flag to scatter_reduce 
Pull Request resolved: https://github.com/pytorch/pytorch/pull/74607

Approved by: https://github.com/cpuhrsch
 2022-04-05 16:31:39 +00:00
Mikayla Gawarecki
2bfa018462 [BC-breaking] Use ScatterGatherKernel for scatter_reduce (CPU-only) (#74226) 
Summary:
Pull Request resolved: https://github.com/pytorch/pytorch/pull/74226

Update signature of `scatter_reduce_` to match `scatter_/scatter_add_`

`Tensor.scatter_reduce_(int64 dim, Tensor index, Tensor src, str reduce)`

- Add new reduction options in ScatterGatherKernel.cpp and update `scatter_reduce` to call into the cpu kernel for `scatter.reduce`
- `scatter_reduce` now has the same shape constraints as `scatter_` and `scatter_add_`
- Migrate `test/test_torch.py:test_scatter_reduce` to `test/test_scatter_gather_ops.py`

Test Plan: Imported from OSS

Reviewed By: ngimel

Differential Revision: D35222842

Pulled By: mikaylagawarecki

fbshipit-source-id: 84930add2ad30baf872c495251373313cb7428bd
(cherry picked from commit 1b45139482e22eb0dc8b6aec2a7b25a4b58e31df)
 2022-04-01 05:57:45 +00:00
Christian Puhrsch
807b2e190b Move to_sparse_csr to C++ 
Allows use of to_sparse_csr from C++
Pull Request resolved: https://github.com/pytorch/pytorch/pull/74294
Approved by: https://github.com/ngimel, https://github.com/malfet
 2022-03-23 17:17:45 +00:00
Nikita Shulga
cfb6c942fe scatter_reduce documentation (#73125) 
Summary:
Reland of https://github.com/pytorch/pytorch/issues/68580 (which were milestoned for 1.11) plus partial revert of https://github.com/pytorch/pytorch/pull/72543

Pull Request resolved: https://github.com/pytorch/pytorch/pull/73125

Reviewed By: bdhirsh

Differential Revision: D34355217

Pulled By: malfet

fbshipit-source-id: 325ecdeaf53183d653b44ee5e6e8839ceefd9200
(cherry picked from commit 71db31748a)
 2022-02-22 19:33:46 +00:00
Nikita Shulga
cb00d9601c Revert D33800694: [pytorch][PR] scatter_reduce documentation 
Test Plan: revert-hammer

Differential Revision:
D33800694 (12a1df27c7)

Original commit changeset: 2e09492a29ce

Original Phabricator Diff: D33800694 (12a1df27c7)

fbshipit-source-id: 2a4775c0042551607fe3ab77f5bfe9f2e4b6b78e
(cherry picked from commit 4bd6c0d2bb)
 2022-02-15 20:10:26 +00:00
rusty1s
12a1df27c7 scatter_reduce documentation (#68580) 
Summary:
Fixes https://github.com/pytorch/pytorch/issues/63780 (part 2)

Pull Request resolved: https://github.com/pytorch/pytorch/pull/68580

Reviewed By: atalman

Differential Revision: D33800694

Pulled By: malfet

fbshipit-source-id: 2e09492a29cef115a7cca7c8209d1dcb6ae24eb9
(cherry picked from commit 696ff75940)
 2022-02-15 19:43:54 +00:00
anjali411
765669e1b9 Update docs for torch.real to indicate that it's supported for real tensors (#71962) 
Summary: Pull Request resolved: https://github.com/pytorch/pytorch/pull/71962

Test Plan: Imported from OSS

Reviewed By: davidberard98

Differential Revision: D33846613

Pulled By: anjali411

fbshipit-source-id: a9782bf4e8a7f3ae1fcd4f7ff558ba80b6af012c
(cherry picked from commit 93ea37800f)
 2022-01-28 18:46:40 +00:00
kshitij12345
d3bbb281f3 [numpy] add decimals argument to round (#66195) 
Summary:
Fixes https://github.com/pytorch/pytorch/issues/65908

Added a new overload instead of updating the current signature. (Had issues with JIT and **maybe** it would have been FC breaking)

TODO:

* [x] Don't compute `std::pow(10, decimals)` for each element.
* [x] Update docs (https://docs-preview.pytorch.org/66195/generated/torch.round.html?highlight=round#torch.round)
* [x] Add tests
* ~~Should we try to make it composite?~~
* ~~Should we add specialized test with more values of `decimals` outside of OpInfo with larger range of values in input tensor?~~

cc mruberry rgommers

Pull Request resolved: https://github.com/pytorch/pytorch/pull/66195

Reviewed By: anjali411

Differential Revision: D31821385

Pulled By: mruberry

fbshipit-source-id: 9a03fcb809440f0c83530108284e69c345e1850f
(cherry picked from commit 50b67c6968)
 2022-01-26 17:35:03 +00:00
Khushi Agrawal
1b496cf158 Fixes doc errors in Tensor.triu(), Tensor.tril(), Tensor.ravel(). (#71057) 
Summary:
Hi, PyTorch Team!
I am very much interested in starting up my contribution to PyTorch. I made several contributions in NumPy and CuPy, but this is my first PR towards PyTorch. I aim to contribute more in the upcoming future.

The PR fixes https://github.com/pytorch/pytorch/issues/70972  https://github.com/pytorch/pytorch/issues/70975.

#### Aim of PR
The functions like `Tensor.ravel`, `Tensor.tril`, `Tensor.tril_`, `Tensor.triu`, and `Tensor.triu_` had a couple of typos in docs. The PR aims to resolve that.

I'm looking forward to your viewpoints. Thanks!

cc: kshitij12345 vadimkantorov Lezcano TestSomething22

cc brianjo mruberry

Pull Request resolved: https://github.com/pytorch/pytorch/pull/71057

Reviewed By: preeti1205

Differential Revision: D33502911

Pulled By: mruberry

fbshipit-source-id: 8ce0b68a29658a5a0be79bc807dfa7d71653532d
 2022-01-11 07:34:59 -08:00