[FRONTEND][TENSORFLOW] Support Unstack and Split #2105

alexeyr · 2018-11-14T13:10:13Z

No description provided.

alexeyr · 2018-11-16T08:29:30Z

Test failure should be spurious: the same test failed for other pull requests submitted at similar time, including a doc fix.

Rasterer · 2018-11-16T09:48:02Z

nnvm/python/nnvm/frontend/tensorflow.py

+                        if len(outputs) > 1:
+                            tvm_n = tvm_n[num_layer]
+                        inputs.append(tvm_n)
+                        input_shapes[tvm_n] = self._output_shapes[i]


Should it be the following for multiple outputs cases?
input_shapes[tvm_n] = (self._output_shapes[i])[num_layer]

Yes, I think so. I've added a commit which fixes this, but discovered a problem while trying to create a test case distinguishing them.

alexeyr · 2018-11-16T12:55:59Z

I've run into an issue when extending test for unstack. It boils down to this difference:

In Tensorflow,

In [30]: tf.squeeze(tf.placeholder("int32", [1]),0).shape
Out[30]: TensorShape([])

But in TVM,

In [31]: topi.squeeze(tvm.placeholder((1,)),0).shape
Out[31]: [1]

The expected result of squeeze is to drop by one dimension, but in this case it doesn't.
So when I tried to test tf.stack(tf.unstack(in_data, axis=0), axis=0) where in_data has shape (6,), Tensorflow gives the expected result but TVM gives result of shape (6,1).

So, does NNVM support representing scalars with shape () instead of (1,)? I tried to use split_item[0] in d275972#diff-3845514369cc735d96dd63a274a21471R815, but that doesn't work (and I realize it shouldn't, it gets the first output instead of indexing).

Two alternatives if that can't be done:

Error when trying to unstack or squeeze 1d tensors (or later when a shape mismatch is detected).
Mark them with an attribute indicating they "should" be () and handle it in _pack and _expand_dims (do any other operators need it?)

What's best to do here?

alexeyr · 2018-11-21T13:08:22Z

The problem should be fixed now. @srkreddy1238 @siju-samuel seem to be most familiar with this frontend, please review.

alexeyr · 2018-11-22T14:33:30Z

Rebased on master.

srkreddy1238 · 2018-12-05T15:48:58Z

@alexeyr I see two open PR's for Split (other #2123 ).
To give an equal opportunity can you add SplitV and unstack on top of #2123 ?

alexeyr · 2018-12-05T17:16:49Z

By rebasing on top on it? OK, will do tomorrow.

alexeyr · 2018-12-06T09:15:03Z

@srkreddy1238 Done.

srkreddy1238 · 2018-12-07T02:53:05Z

@alexeyr pls rebase against latest master.

alexeyr · 2018-12-07T09:13:07Z

@srkreddy1238 Rebased.

srkreddy1238

@alexeyr thanks. Just a cosmetic change otherwise LGTM.

nnvm/python/nnvm/frontend/tensorflow.py

srkreddy1238

LGTM.

tqchen · 2018-12-13T18:22:25Z

Thanks, @srkreddy1238 @alexeyr , this is merged

commit f347b52 Author: Yong Wu <yongwu@amazon.com> Get tags of saved model automatically commit 916576c Author: Zhi Chen <chzhi@amazon.com> Support TensorFlow saved model TF parser: return the consistent error message to error handler commit f1782f3 Author: Yong Wu <yongwu@amazon.com> Add tf parser wrapper, infer shape automatically commit 76188a4 Author: Siva <sivar.b@huawei.com> [NNVM][TENSORFLOW] bugfix. (apache#2444) commit 6737739 Author: Ashutosh Parkhi <ashutosh.parkhi@imgtec.com> [Tensorflow] Support for Crop (apache#2285) commit f6c3f99 Author: Alexey Romanov <alexey.v.romanov@gmail.com> [FRONTEND][TENSORFLOW] Use input shapes directly instead of 1-element lists (apache#2242) commit e5d92e1 Author: Dominic Symes <36929632+dominicsymes@users.noreply.github.com> [FRONTEND][TENSORFLOW] Bugfix (apache#2326) commit 00d509d Author: Alexey Romanov <alexey.v.romanov@gmail.com> [FRONTEND][TENSORFLOW] Support Unstack and Split (apache#2105) commit df9d3ad Author: Siva <sivar.b@huawei.com> [FRONTEND][TENSORFLOW] Bugfix (apache#2267) commit d1a0c90 Author: Zhebin Jin <zhebin.jzb@alibaba-inc.com> [FRONTEND][TENSORFLOW]Add Split and realdiv op support (apache#2123) * Add Split and realdiv op support * Fix the pad calculation in the case of dilated convolution

commit 76188a4 Author: Siva sivar.b@huawei.com [NNVM][TENSORFLOW] bugfix. (apache#2444) commit 6737739 Author: Ashutosh Parkhi ashutosh.parkhi@imgtec.com [Tensorflow] Support for Crop (apache#2285) commit f6c3f99 Author: Alexey Romanov alexey.v.romanov@gmail.com [FRONTEND][TENSORFLOW] Use input shapes directly instead of 1-element lists (apache#2242) commit e5d92e1 Author: Dominic Symes 36929632+dominicsymes@users.noreply.github.com [FRONTEND][TENSORFLOW] Bugfix (apache#2326) commit 00d509d Author: Alexey Romanov alexey.v.romanov@gmail.com [FRONTEND][TENSORFLOW] Support Unstack and Split (apache#2105) commit df9d3ad Author: Siva sivar.b@huawei.com [FRONTEND][TENSORFLOW] Bugfix (apache#2267) commit d1a0c90 Author: Zhebin Jin zhebin.jzb@alibaba-inc.com [FRONTEND][TENSORFLOW]Add Split and realdiv op support (apache#2123) * Add Split and realdiv op support * Fix the pad calculation in the case of dilated convolution

* [FRONTEND][TENSORFLOW] Enhance with left over patches from NNVM. commit 76188a4 Author: Siva sivar.b@huawei.com [NNVM][TENSORFLOW] bugfix. (#2444) commit 6737739 Author: Ashutosh Parkhi ashutosh.parkhi@imgtec.com [Tensorflow] Support for Crop (#2285) commit f6c3f99 Author: Alexey Romanov alexey.v.romanov@gmail.com [FRONTEND][TENSORFLOW] Use input shapes directly instead of 1-element lists (#2242) commit e5d92e1 Author: Dominic Symes 36929632+dominicsymes@users.noreply.github.com [FRONTEND][TENSORFLOW] Bugfix (#2326) commit 00d509d Author: Alexey Romanov alexey.v.romanov@gmail.com [FRONTEND][TENSORFLOW] Support Unstack and Split (#2105) commit df9d3ad Author: Siva sivar.b@huawei.com [FRONTEND][TENSORFLOW] Bugfix (#2267) commit d1a0c90 Author: Zhebin Jin zhebin.jzb@alibaba-inc.com [FRONTEND][TENSORFLOW]Add Split and realdiv op support (#2123) * Add Split and realdiv op support * Fix the pad calculation in the case of dilated convolution * * review comments * * resnet fix. * * review comments

…che#2757) * [FRONTEND][TENSORFLOW] Enhance with left over patches from NNVM. commit 76188a4 Author: Siva sivar.b@huawei.com [NNVM][TENSORFLOW] bugfix. (apache#2444) commit 6737739 Author: Ashutosh Parkhi ashutosh.parkhi@imgtec.com [Tensorflow] Support for Crop (apache#2285) commit f6c3f99 Author: Alexey Romanov alexey.v.romanov@gmail.com [FRONTEND][TENSORFLOW] Use input shapes directly instead of 1-element lists (apache#2242) commit e5d92e1 Author: Dominic Symes 36929632+dominicsymes@users.noreply.github.com [FRONTEND][TENSORFLOW] Bugfix (apache#2326) commit 00d509d Author: Alexey Romanov alexey.v.romanov@gmail.com [FRONTEND][TENSORFLOW] Support Unstack and Split (apache#2105) commit df9d3ad Author: Siva sivar.b@huawei.com [FRONTEND][TENSORFLOW] Bugfix (apache#2267) commit d1a0c90 Author: Zhebin Jin zhebin.jzb@alibaba-inc.com [FRONTEND][TENSORFLOW]Add Split and realdiv op support (apache#2123) * Add Split and realdiv op support * Fix the pad calculation in the case of dilated convolution * * review comments * * resnet fix. * * review comments

alexeyr force-pushed the extend_from_tensorflow branch 2 times, most recently from 03fb265 to 76f4651 Compare November 14, 2018 13:40

This was referenced Nov 16, 2018

Add Split and realdiv op support #2123

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[FRONTEND][TENSPRFLOW] Add split support #2001

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Rasterer reviewed Nov 16, 2018

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alexeyr changed the title ~~[FRONTEND][TENSORFLOW] Support Unstack and Split~~ [WIP][FRONTEND][TENSORFLOW] Support Unstack and Split Nov 16, 2018

alexeyr force-pushed the extend_from_tensorflow branch from d275972 to c350a95 Compare November 21, 2018 11:20

alexeyr changed the title ~~[WIP][FRONTEND][TENSORFLOW] Support Unstack and Split~~ [FRONTEND][TENSORFLOW] Support Unstack and Split Nov 21, 2018

alexeyr force-pushed the extend_from_tensorflow branch 3 times, most recently from 79dd4e2 to 60c9e25 Compare November 21, 2018 11:40

alexeyr mentioned this pull request Nov 22, 2018

[TOPI] Fix atlest1d for reduce and squeeze #2147

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alexeyr force-pushed the extend_from_tensorflow branch from 60c9e25 to 785b082 Compare November 22, 2018 14:22

yzhliu added the status: need review label Nov 26, 2018

alexeyr force-pushed the extend_from_tensorflow branch 2 times, most recently from b178471 to 37bf662 Compare December 5, 2018 08:12

alexeyr force-pushed the extend_from_tensorflow branch 3 times, most recently from 69029a9 to 0003a35 Compare December 6, 2018 09:09

alexeyr force-pushed the extend_from_tensorflow branch from 0003a35 to de8da06 Compare December 6, 2018 09:30

alexeyr mentioned this pull request Dec 6, 2018

[FRONTEND][TENSORFLOW] Simplify input shape #2242

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alexeyr force-pushed the extend_from_tensorflow branch from de8da06 to 388bb44 Compare December 7, 2018 09:12

srkreddy1238 requested changes Dec 10, 2018

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yzhliu added the status: need update need update based on feedbacks label Dec 11, 2018

alexeyr force-pushed the extend_from_tensorflow branch from 388bb44 to c3327a5 Compare December 12, 2018 07:08

alexeyr added 2 commits December 12, 2018 10:17

[FRONTEND][TENSORFLOW] Support Unstack and SplitV

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Fix for stack(unstack(data)) != data

c3327a5

srkreddy1238 approved these changes Dec 13, 2018

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tqchen merged commit 00d509d into apache:master Dec 13, 2018

tqchen added status: accepted and removed status: need review status: need update need update based on feedbacks labels Dec 13, 2018

FrozenGene pushed a commit to FrozenGene/tvm that referenced this pull request Dec 27, 2018

[FRONTEND][TENSORFLOW] Support Unstack and Split (apache#2105)

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wweic pushed a commit to neo-ai/tvm that referenced this pull request Feb 20, 2019

[FRONTEND][TENSORFLOW] Support Unstack and Split (apache#2105)

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wweic pushed a commit to neo-ai/tvm that referenced this pull request Feb 20, 2019

[FRONTEND][TENSORFLOW] Support Unstack and Split (apache#2105)

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srkreddy1238 mentioned this pull request Mar 9, 2019

[FRONTEND][TENSORFLOW] Enhance with left over patches from NNVM. #2757

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[FRONTEND][TENSORFLOW] Support Unstack and Split #2105

[FRONTEND][TENSORFLOW] Support Unstack and Split #2105

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[FRONTEND][TENSORFLOW] Support Unstack and Split #2105

[FRONTEND][TENSORFLOW] Support Unstack and Split #2105

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