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Author SHA1 Message Date
Will Feng
d04973beda Use c10::variant-based enums for EmbeddingBag mode (#28330) 
Summary:
This PR is BC-breaking in the following way:

Previous, we require the use of `std::string` to specify the mode for `EmbeddingBag`. After this PR, we use variant-based enums such as `torch::kSum` / `torch::kMean` / `torch::kMax` to specify the mode for `EmbeddingBag`.
Pull Request resolved: https://github.com/pytorch/pytorch/pull/28330

Differential Revision: D18127116

Pulled By: yf225

fbshipit-source-id: 15cd86c764777f4d399587be92cda15b6ce8524b
 2019-10-24 17:47:42 -07:00
Will Feng
92b39434a2 C++ nn::ConstantPad{1,2,3}d 
Summary: Pull Request resolved: https://github.com/pytorch/pytorch/pull/28541

Test Plan: Imported from OSS

Differential Revision: D18115607

Pulled By: yf225

fbshipit-source-id: 736df791ddc3cd30ad9af89eacfb4a0c6b53f2cd
 2019-10-24 15:10:27 -07:00
Will Feng
7f9941c4ea C++ nn::ZeroPad2d 
Summary: Pull Request resolved: https://github.com/pytorch/pytorch/pull/28540

Test Plan: Imported from OSS

Differential Revision: D18115610

Pulled By: yf225

fbshipit-source-id: ced7c0917f4712838e753cd2e9fc4fa79fd5d310
 2019-10-24 14:23:57 -07:00
Will Feng
303527d733 C++ nn::ReplicationPad{1,2,3}d 
Summary: Pull Request resolved: https://github.com/pytorch/pytorch/pull/28539

Test Plan: Imported from OSS

Differential Revision: D18115609

Pulled By: yf225

fbshipit-source-id: 15f4ab6a114279bb06bf62f1265b62aa12f8700f
 2019-10-24 12:49:41 -07:00
Will Feng
78375c02b8 C++ nn::ReflectionPad1d and nn::ReflectionPad2d 
Summary: Pull Request resolved: https://github.com/pytorch/pytorch/pull/28538

Test Plan: Imported from OSS

Differential Revision: D18115608

Pulled By: yf225

fbshipit-source-id: 3a48d8c11721f013076db2965f5f75b71662c78e
 2019-10-24 12:02:51 -07:00
Pavel Belevich
dd277e9086 C++ API parity: Linear 
Summary: Pull Request resolved: https://github.com/pytorch/pytorch/pull/27382

Test Plan: Imported from OSS

Differential Revision: D17766735

Pulled By: pbelevich

fbshipit-source-id: c7a66daeb17550eb9a5d26944427723d4ebdc6c8
 2019-10-24 07:11:51 -07:00
Anjali Chourdia
7b59174882 torch::nn::LayerNorm 
Summary: Pull Request resolved: https://github.com/pytorch/pytorch/pull/28032

Differential Revision: D18047371

Pulled By: anjali411

fbshipit-source-id: fb61aea52d6622a67ec1d84950e17e85686461ae
 2019-10-22 12:50:22 -07:00
nuka137
9ea42f8d7c C++ API: torch::nn::LPPool1d (#27800) 
Summary:
Add torch::nn::LPPool1d module and functional support for the C++ API.

Related Issue: https://github.com/pytorch/pytorch/issues/25883

Reviewer: yf225
Pull Request resolved: https://github.com/pytorch/pytorch/pull/27800

Differential Revision: D18045040

Pulled By: yf225

fbshipit-source-id: e61fefe9efec3423f7a93dd1e946f3e380122927
 2019-10-21 15:33:51 -07:00
Carlos Miranda
a1e14a6626 PixelShuffle module and functional (#28140) 
Summary:
Added `PixelShuffle` module and functional https://github.com/pytorch/pytorch/issues/25883
Pull Request resolved: https://github.com/pytorch/pytorch/pull/28140

Differential Revision: D18008474

Pulled By: yf225

fbshipit-source-id: f482495bb56998701c79a61ef065a121bf5a5154
 2019-10-18 15:54:14 -07:00
Shahriar
91a260cef9 Adding MSELoss, KLDivLoss and BCELoss to C++ front-end (#27156) 
Summary:
This PR adds ```MSELoss```, ```KLDivLoss``` and ```BCELoss```. The tests for ```BCELoss``` fail with the following error:
```
unknown file: Failure
C++ exception with description "autograd_meta() INTERNAL ASSERT FAILED at /home/shahriar/Contrib/pytorch/c10/core/TensorImpl.h:533, please report a bug to PyTorch. set_requires_grad is not implemented for Tensor (set_requires_grad at /home/shahriar/Contrib/pytorch/c10/core/TensorImpl.h:533)
```
Pull Request resolved: https://github.com/pytorch/pytorch/pull/27156

Differential Revision: D17960323

Pulled By: yf225

fbshipit-source-id: 84b8431064f2f573679c03a8d7994e3e2f81a4d1
 2019-10-17 22:07:01 -07:00
Carlos Miranda
7d277b0670 Multi Label Margin loss (#27659) 
Summary:
In accordance with https://github.com/pytorch/pytorch/issues/25883, I added the `MultiLabelMarginLoss` module and `multilabel_margin_loss` functional.
Pull Request resolved: https://github.com/pytorch/pytorch/pull/27659

Differential Revision: D17931905

Pulled By: yf225

fbshipit-source-id: 3642f75c79843dda55ac38de9f6f970f3e237847
 2019-10-16 15:44:38 -07:00
Carlos Miranda
9540f6c3fe Soft Margin loss (#27660) 
Summary:
In accordance with https://github.com/pytorch/pytorch/issues/25883, I added the `SoftMarginLoss` module and `soft_margin_loss` functional.
Pull Request resolved: https://github.com/pytorch/pytorch/pull/27660

Differential Revision: D17958325

Pulled By: yf225

fbshipit-source-id: c14422765e6e1fdabf6c9687080e6d5ff490d300
 2019-10-16 12:04:08 -07:00
Moksh Jain
f38beff800 Add nn.Bilinear to C++ Frontend (#26082) 
Summary:
Adds support for the Bilinear layer to the C++ frontend
Pull Request resolved: https://github.com/pytorch/pytorch/pull/26082

Differential Revision: D17954148

Pulled By: yf225

fbshipit-source-id: 5e746bdea29b00e25969cd7a22044b8059b53687
 2019-10-16 09:54:01 -07:00
Divyansh Singhvi
3397d41b8a Wrapping namespace Reduction in namespace at (#26606) (#27422) 
Summary:
1) Wrapped namespace `Reduction` in namespace `at`
2) Prefixed `at::` wherever `Reduction::` is used
Pull Request resolved: https://github.com/pytorch/pytorch/pull/27422

Differential Revision: D17913759

Pulled By: yf225

fbshipit-source-id: 8f00ca01cad2e7f673d316b128abf59c026e216c
 2019-10-15 11:05:40 -07:00
Will Feng
11172c19be codemod at::ArrayRef and torch::IntArrayRef to std::vector in C++ API tests (#27884) 
Summary:
`at::ArrayRef` / `torch::IntArrayRef` should be discouraged in user code, because users might not be aware of the fact that it doesn't own the underlying data, which already leads to memory access bugs when they try to write the following:
```cpp
auto expected_sizes = torch::IntArrayRef({2, 16, 6});  // The memory that represents `{2, 16, 6}` is released after this line
ASSERT_EQ(output.sizes(), expected_sizes);  // `expected_sizes` is pointing to invalid memory region
```
This PR changes all usage of `at::ArrayRef` and `torch::IntArrayRef` to the corresponding `std::vector` version, so that users won't pick up the habit of using `ArrayRef` by looking at the test code.
Pull Request resolved: https://github.com/pytorch/pytorch/pull/27884

Differential Revision: D17921646

Pulled By: yf225

fbshipit-source-id: 461e79fc22b598aac230d36cc028085ce6cbe937
 2019-10-14 18:00:30 -07:00
Carlos Miranda
2cae3928b0 Multi-Label Soft Margin loss (#27669) 
Summary:
In accordance with https://github.com/pytorch/pytorch/issues/25883, I added the `MultiLabelSoftMarginLoss` module and `multilabel_soft_margin_loss` functional.

It looks like there isn't a C++ ATen implementation of `multilabel_soft_margin_loss`, so I translated the python version, which does not rely on a C/C++ backend either.
Pull Request resolved: https://github.com/pytorch/pytorch/pull/27669

Differential Revision: D17907608

Pulled By: yf225

fbshipit-source-id: ccb02951e009973c2adbe604593ce929f10c39eb
 2019-10-14 13:29:45 -07:00
jon-tow
0003771423 C++ API parity: Unfold (#27809) 
Summary:
Adds `unfold` functional and module support for the C++ API.

Issue: https://github.com/pytorch/pytorch/issues/25883

Reviewer: yf225
Pull Request resolved: https://github.com/pytorch/pytorch/pull/27809

Differential Revision: D17901792

Pulled By: yf225

fbshipit-source-id: ff58a1866bf240f37ebc589463c60593b8931f51
 2019-10-14 13:21:59 -07:00
nuka137
07d4374239 C++ API: torch::nn::Softmax2d (#27509) 
Summary:
Add torch::nn::Softmax2d module support for the C++ API.
Softmax2d only supports module in Python API, so this PR adds only module support as well.

This PR is WIP because it uses the function in https://github.com/pytorch/pytorch/issues/27446 .
After https://github.com/pytorch/pytorch/issues/27446 is merged, I will remove WIP.

Related Issue: https://github.com/pytorch/pytorch/issues/25883

Reviewer: yf225
Pull Request resolved: https://github.com/pytorch/pytorch/pull/27509

Differential Revision: D17899715

Pulled By: yf225

fbshipit-source-id: bd891bc995f5a92bf4f5405f8bf07d1bd5de2479
 2019-10-13 11:00:56 -07:00
PyExtreme
52528c041a - TripletMarginLoss (#27713) 
Summary:
Hi yf225 , I had to create a new branch to tackle merge conflict since I am using cloud due to some limitations on my PC. Therefore, I don't have enough command there.

Also, I have incorporated the changes you have put before here
https://github.com/pytorch/pytorch/pull/27613

Also, it would be great if you could recommend me some resources to work smmothly on GCP..:-D

Thank you
Pull Request resolved: https://github.com/pytorch/pytorch/pull/27713

Differential Revision: D17899695

Pulled By: yf225

fbshipit-source-id: eb6643223148774a5cbbd093bdcc5623872e5bba
 2019-10-13 10:57:37 -07:00
Pavel Belevich
446a79b959 C++ API parity: Threshold 
Summary: Pull Request resolved: https://github.com/pytorch/pytorch/pull/27538

Test Plan: Imported from OSS

Differential Revision: D17835415

Pulled By: pbelevich

fbshipit-source-id: 2a887704655be79ee458081c46a7eea31eca51dc
 2019-10-13 09:38:31 -07:00
Pavel Belevich
cbdd55c669 C++ API parity: Tanhshrink 
Summary: Pull Request resolved: https://github.com/pytorch/pytorch/pull/27537

Test Plan: Imported from OSS

Differential Revision: D17835409

Pulled By: pbelevich

fbshipit-source-id: ad4120cfe01ea2508bf3ce1054022a2da649ac74
 2019-10-13 08:12:13 -07:00
Pavel Belevich
2750ea25b2 C++ API parity: Tanh 
Summary: Pull Request resolved: https://github.com/pytorch/pytorch/pull/27536

Test Plan: Imported from OSS

Differential Revision: D17835411

Pulled By: pbelevich

fbshipit-source-id: c8984aec2f4bae48ff901fafc8c53a4122192ac5
 2019-10-13 06:34:18 -07:00
Pavel Belevich
96aafc3cdc C++ API parity: Softsign 
Summary: Pull Request resolved: https://github.com/pytorch/pytorch/pull/27535

Test Plan: Imported from OSS

Differential Revision: D17835408

Pulled By: pbelevich

fbshipit-source-id: 8548deab91f6fe0f7285fdd919c25129ed042181
 2019-10-12 08:30:10 -07:00
Pavel Belevich
fcb6dd079e C++ API parity: Softshrink 
Summary: Pull Request resolved: https://github.com/pytorch/pytorch/pull/27534

Test Plan: Imported from OSS

Differential Revision: D17835404

Pulled By: pbelevich

fbshipit-source-id: 7b9f3d3ea793f82840496912f248b0c48bb7463e
 2019-10-12 06:36:20 -07:00
nuka137
abaa44122d C++ API: torch::nn::Softmin (#27459) 
Summary:
Add torch::nn::Softmin module and functional support for the C++ API.

Related Issue: https://github.com/pytorch/pytorch/issues/25883

Reviewer: yf225
Pull Request resolved: https://github.com/pytorch/pytorch/pull/27459

Differential Revision: D17892852

Pulled By: yf225

fbshipit-source-id: db15b06e8ad33947e7d65995df700f5e90c3b6a8
 2019-10-11 23:03:55 -07:00
Pavel Belevich
c79d3a4a98 C++ API parity: Softplus 
Summary: Pull Request resolved: https://github.com/pytorch/pytorch/pull/27489

Test Plan: Imported from OSS

Differential Revision: D17835410

Pulled By: pbelevich

fbshipit-source-id: 51a8c4ab2ff4b860c96eda1ed8f073017b8cf9ae
 2019-10-11 09:00:32 -07:00
Pavel Belevich
9d448099fd C++ API parity: Sigmoid 
Summary: Pull Request resolved: https://github.com/pytorch/pytorch/pull/27488

Test Plan: Imported from OSS

Differential Revision: D17835405

Pulled By: pbelevich

fbshipit-source-id: 78e13047a2a1f2776c59e778db7ba120716e93d3
 2019-10-11 07:45:31 -07:00
Pavel Belevich
795c913636 C++ API parity: CELU 
Summary: Pull Request resolved: https://github.com/pytorch/pytorch/pull/27487

Test Plan: Imported from OSS

Differential Revision: D17835406

Pulled By: pbelevich

fbshipit-source-id: a8282ae65d8996efcc8b8d846cfa637c3f89eda6
 2019-10-11 06:23:57 -07:00
Pavel Belevich
6294a9a877 C++ API parity: RReLU 
Summary: Pull Request resolved: https://github.com/pytorch/pytorch/pull/27437

Test Plan: Imported from OSS

Differential Revision: D17835413

Pulled By: pbelevich

fbshipit-source-id: 5d943fdac4fd2633e7f7ca13db1a7fed5636ca50
 2019-10-10 19:14:48 -07:00
Pavel Belevich
352092ca95 C++ API parity: ReLU6 
Summary: Pull Request resolved: https://github.com/pytorch/pytorch/pull/27436

Test Plan: Imported from OSS

Differential Revision: D17835414

Pulled By: pbelevich

fbshipit-source-id: 77e743d2f6b71fb3ba5643f9d676f2bb8f236cfa
 2019-10-10 17:12:17 -07:00
nuka137
6711969dd8 C++ API: torch::nn::LogSoftmax (#27462) 
Summary:
Add torch::nn::LogSoftmax module and functional support for the C++ API.

Related Issue: https://github.com/pytorch/pytorch/issues/25883

Reviewer: yf225
Pull Request resolved: https://github.com/pytorch/pytorch/pull/27462

Differential Revision: D17867121

Pulled By: yf225

fbshipit-source-id: dae8ac981c1c6ccdef013cd2d886ad4a043f6243
 2019-10-10 16:18:15 -07:00
Pavel Belevich
8515650c2b C++ API parity: ReLU 
Summary: Pull Request resolved: https://github.com/pytorch/pytorch/pull/27435

Test Plan: Imported from OSS

Differential Revision: D17835407

Pulled By: pbelevich

fbshipit-source-id: b8ee86c7a76674bc88d8e995424dad22d3caab59
 2019-10-10 13:34:38 -07:00
Pavel Belevich
1fec1441a1 C++ API parity: PReLU 
Summary: Pull Request resolved: https://github.com/pytorch/pytorch/pull/27429

Test Plan: Imported from OSS

Differential Revision: D17835412

Pulled By: pbelevich

fbshipit-source-id: e678d5920dad1293bb0ba3de28e2da3087d19bde
 2019-10-09 16:31:54 -07:00
Carlos Miranda
3246fddfd6 Implement C++ API torch::nn::MultiMarginLoss. (#27424) 
Summary:
Hi yf225 , here is the C++ frontend API MultiMarginLoss implementation and tests https://github.com/pytorch/pytorch/issues/27198. Could you review it and tell me if it is okay?

I am not entirely sure I used `c10::optional` correctly, but `options.weight()` resulted in a compilation error, so I went with `options.weight().value()` instead of `value_or()` to follow the logic in `torch.nn._WeightedLoss.register_buffer` (where one can pass a `None` value).

Oh, and are the tests supposed to be skipped or did I do something wrong? I ran `pytest test/test_cpp_api_parity.py -k Loss -v` , and the `L1Loss` test passed but the others were skipped...

Thank you for the review in any case!
Pull Request resolved: https://github.com/pytorch/pytorch/pull/27424

Differential Revision: D17839963

Pulled By: yf225

fbshipit-source-id: f4b6012590cf22d56d42751c214df80cce717cb8
 2019-10-09 14:44:41 -07:00
jon-tow
0fed4756d0 C++ API parity: SELU (#27434) 
Summary:
Adds `SELU` functional and module support for the C++ API.

Issue: https://github.com/pytorch/pytorch/issues/25883
Pull Request resolved: https://github.com/pytorch/pytorch/pull/27434

Differential Revision: D17782762

Pulled By: yf225

fbshipit-source-id: 96c7ce84b9baf9e219a63e631929b8997ba6f3f0
 2019-10-09 14:39:28 -07:00
nuka137
28a1806cbc C++ API: torch::nn::Softmax (#27446) 
Summary:
Add torch::nn::Softmax module support for the C++ API

Related Issue: https://github.com/pytorch/pytorch/issues/25883

Reviewer: yf225
Pull Request resolved: https://github.com/pytorch/pytorch/pull/27446

Differential Revision: D17839546

Pulled By: yf225

fbshipit-source-id: 7c7fb55111b261614de7c3a75fa1019fbde93c67
 2019-10-09 14:19:47 -07:00
Anjali Chourdia
a37be201c1 Implement torch.nn.Embedding / EmbeddingBag in PyTorch C++ API (#26358) 
Summary:
added more variables to EmbeddingOptions and updated EmbeddingImpl reset, forward functions. Also added EmbeddingBag.

-----

This PR is BC-breaking in the following way:

Previously, `EmbeddingOptions` supports `count` and `dimension` as options arguments. After this PR, they are renamed to `num_embeddings` and `embedding_dim` respectively.
Pull Request resolved: https://github.com/pytorch/pytorch/pull/26358

Differential Revision: D17714337

Pulled By: yf225

fbshipit-source-id: f9f969c68e4bece106b92f8e2e02ac39c8455fb7
 2019-10-08 22:13:39 -07:00
Jonathan Tow
3b5d40c339 Add C++ torch::nn::CosineEmbeddingLoss (#27345) 
Summary:
Adds `torch::nn::CosineEmbeddingLoss`  module and functional support for the C++ API.

Issue: https://github.com/pytorch/pytorch/issues/25883

Reviewer: yf225
Pull Request resolved: https://github.com/pytorch/pytorch/pull/27345

Differential Revision: D17801402

Pulled By: yf225

fbshipit-source-id: 0eabe80d7d36397e6667b331c3fa2f56d7a15962
 2019-10-08 10:52:05 -07:00
Pavel Belevich
2cc1e69cc9 C++ API parity: LogSigmoid 
Summary: Pull Request resolved: https://github.com/pytorch/pytorch/pull/27060

Test Plan: Imported from OSS

Differential Revision: D17682404

Pulled By: pbelevich

fbshipit-source-id: d60d64cd4caf1f56a2e05c516f91321d46ec9624
 2019-10-05 06:18:25 -07:00
Pavel Belevich
8b61a220c0 C++ API parity: LeakyReLU 
Summary: Pull Request resolved: https://github.com/pytorch/pytorch/pull/27059

Test Plan: Imported from OSS

Differential Revision: D17682407

Pulled By: pbelevich

fbshipit-source-id: 2a4f42e9438799ba8de7282ac7a6fd3ff97ee048
 2019-10-04 14:18:03 -07:00
Pavel Belevich
192ca9730f C++ API parity: Hardtanh 
Summary: Pull Request resolved: https://github.com/pytorch/pytorch/pull/27038

Test Plan: Imported from OSS

Differential Revision: D17682405

Pulled By: pbelevich

fbshipit-source-id: f65e76696e0041c3518f56da94f2e3b800305234
 2019-10-04 12:53:33 -07:00
Pavel Belevich
515e3b85da C++ API parity: Hardshrink 
Summary: Pull Request resolved: https://github.com/pytorch/pytorch/pull/27035

Test Plan: Imported from OSS

Differential Revision: D17682403

Pulled By: pbelevich

fbshipit-source-id: 186377fe577abfdd53acc95751a7ed845b51af95
 2019-10-02 08:30:20 -07:00
Pavel Belevich
c864454a8f C++ API parity: ELU 
Summary: Pull Request resolved: https://github.com/pytorch/pytorch/pull/27028

Test Plan: Imported from OSS

Differential Revision: D17682406

Pulled By: pbelevich

fbshipit-source-id: 9c313237cb93b9870c6fcf8d01b3dbe4af4c6f2a
 2019-10-02 07:12:08 -07:00
Pavel Belevich
5005f7bce7 C++ API parity: MaxUnpool3d 
Summary: Pull Request resolved: https://github.com/pytorch/pytorch/pull/27027

Test Plan: Imported from OSS

Differential Revision: D17682402

Pulled By: pbelevich

fbshipit-source-id: 2008ce405176c174cdba88b4f25cd77a82bb13ea
 2019-10-02 05:40:42 -07:00
Pavel Belevich
5cac738713 C++ API parity: MaxUnpool2d 
Summary: Pull Request resolved: https://github.com/pytorch/pytorch/pull/26915

Test Plan: Imported from OSS

Differential Revision: D17627826

Pulled By: pbelevich

fbshipit-source-id: 04a5a7e7d19b1610cafaaa0bd329d4d228ab4be5
 2019-10-01 19:29:15 -07:00
Pavel Belevich
d125a83f98 C++ API parity: MaxUnpool1d 
Summary: Pull Request resolved: https://github.com/pytorch/pytorch/pull/26896

Test Plan: Imported from OSS

Differential Revision: D17627825

Pulled By: pbelevich

fbshipit-source-id: 369d0080412467d0259eb5e692a0778c71b12343
 2019-10-01 14:53:40 -07:00
jon-tow
209dc4c4ba Add C++ torch::nn::HingeEmbeddingLoss (#27101) 
Summary:
Adds `torch::nn::HingeEmbeddingLoss` module support for the C++ API.

**Issue**: https://github.com/pytorch/pytorch/issues/25883

**Reviewer**: yf225
Pull Request resolved: https://github.com/pytorch/pytorch/pull/27101

Differential Revision: D17680489

Pulled By: yf225

fbshipit-source-id: 1f8f41775a9e1272a98232c8f899418b2b907eca
 2019-09-30 19:29:24 -07:00
Pavel Belevich
1a3997e0b8 C++ API parity: AdaptiveAvgPool3d 
Summary: Pull Request resolved: https://github.com/pytorch/pytorch/pull/26819

Test Plan: Imported from OSS

Differential Revision: D17627829

Pulled By: pbelevich

fbshipit-source-id: be4d803c7d4ba2c59e54d154eeebc63794465191
 2019-09-28 22:32:21 -07:00
Pavel Belevich
a31fd5ea68 C++ API parity: AdaptiveAvgPool2d 
Summary: Pull Request resolved: https://github.com/pytorch/pytorch/pull/26818

Test Plan: Imported from OSS

Differential Revision: D17627822

Pulled By: pbelevich

fbshipit-source-id: 0e1dea1c3ff2650dbc7902ce704ac6b47588d0bb
 2019-09-28 10:45:03 -07:00
Pavel Belevich
7d58060f49 C++ API parity: AdaptiveAvgPool1d 
Summary: Pull Request resolved: https://github.com/pytorch/pytorch/pull/26808

Test Plan: Imported from OSS

Differential Revision: D17627827

Pulled By: pbelevich

fbshipit-source-id: 13ad1d0414e7b62f4fc2f6573332bb2c07b16b53
 2019-09-28 10:23:31 -07:00