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Exposing RMSNorm in pyTorch - #306

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ksivaman merged 16 commits into
NVIDIA:mainfrom
ptrendx:pr_rmsnorm
Jul 27, 2023
Merged

Exposing RMSNorm in pyTorch#306
ksivaman merged 16 commits into
NVIDIA:mainfrom
ptrendx:pr_rmsnorm

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@ptrendxptrendx commented Jun 30, 2023•
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Exposing RMSNorm in pyTorch (same way as LayerNorm).

  • Reorganized extensions.cu in pyTorch csrc into multiple files.
  • Removed duplicated code in the handling of LayerNorm in pyTorch C++ extensions
  • Added RMSNorm in pyTorch C++ extensions.
  • Added RMSNorm module to the pyTorch API
  • Added RMSNorm option to the *NormLinear and *NormMLP APIs
  • Added numerical testing for RMSNorm and RMSNorm option in LayerNormLinear
  • Added ONNX export support and testing
  • Added normalization option to the TransformerLayer API

@ptrendx

ptrendx commented Jun 30, 2023

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/te-ci

@ptrendx
Exposing RMSNorm in pyTorch extensions
44d66a5
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
First pass at the Python API
e1e4250
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Small fixes
2dc3a9b
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Added numerics tests and fixed issues
2c29d40
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Lint fixes
51eee6a
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
ptrendx marked this pull request as ready for review July 24, 2023 15:12
@ptrendx
ptrendx requested a review from ksivamanJuly 24, 2023 15:12
@ptrendx

ptrendx commented Jul 24, 2023

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/te-ci

@ptrendx
Added RMSNorm to LayerNormMLP
6f52ef8
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Merge branch 'main' into pr_rmsnorm
f406e40
@ptrendx
Added ONNX export and tests for RMSNorm
61ba1eb
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx

ptrendx commented Jul 26, 2023

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/te-ci

@ptrendx
Fix python lint
cb39890
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Fix BERT case
b6ee031
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Added normalization option to the TransformerLayer
c6ef915
Added tests
Fixed test failures
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx

ptrendx commented Jul 27, 2023

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ksivamanand others added 5 commits July 27, 2023 18:43
@ksivaman@ptrendx
Fix documentation
32c0c73
Co-authored-by: Przemyslaw Tredak <ptrendx@gmail.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
Fix kwarg bug
70ee26f
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
Fix IMA and invalid type error
912d60f
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
Increase RMSNorm threshold for bf16 case
4ec1f0f
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
Fix ONNX tests
c7848a4
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman

ksivaman commented Jul 27, 2023

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I haven't looked at every single LOC since the diff is pretty large but majority of it is due to the refactors. The RMSNorm related parts LGTM. Made these changes:

  • Fix the ONNX export ci.
  • Tweak thresholds for bf16 numerics.
  • Add the c++ api docs to doctree and fix the formulae in the PyTorch docs.
  • Pass correct output keyword for RMS norm case.
  • Fix ln_out_dtype that was causing IMA.

@ksivaman
ksivaman merged commit fdc09f4 into NVIDIA:mainJul 27, 2023
ksivaman added a commit that referenced this pull request Jul 31, 2023
@ptrendx@ksivaman
Exposing RMSNorm in pyTorch (#306)
058f912
* Exposing RMSNorm in pyTorch extensions
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* First pass at the Python API
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Small fixes
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Added numerics tests and fixed issues
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Lint fixes
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Added RMSNorm to LayerNormMLP
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Added ONNX export and tests for RMSNorm
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Fix python lint
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Fix BERT case
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Added normalization option to the TransformerLayer
Added tests
Fixed test failures
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Fix documentation
Co-authored-by: Przemyslaw Tredak <ptrendx@gmail.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
* Fix kwarg bug
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
* Fix IMA and invalid type error
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
* Increase RMSNorm threshold for bf16 case
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
* Fix ONNX tests
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
---------
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Co-authored-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@hungryGeek16hungryGeek16 mentioned this pull request May 31, 2026
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Exposing RMSNorm in pyTorch by ptrendx · Pull Request #306 · NVIDIA/TransformerEngine · GitHub
Skip to content
Exposing RMSNorm in pyTorch - #306
Merged
ksivaman merged 16 commits into
NVIDIA:mainfrom 
ptrendx:pr_rmsnorm
Jul 27, 2023
Merged
Exposing RMSNorm in pyTorch#306
ksivaman merged 16 commits into
NVIDIA:mainfrom 
ptrendx:pr_rmsnorm
Conversation
@ptrendx
@ptrendxptrendx
commented
Jun 30, 2023•

edited

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Exposing RMSNorm in pyTorch (same way as LayerNorm).
  • Reorganized extensions.cu in pyTorch csrc into multiple files.
  • Removed duplicated code in the handling of LayerNorm in pyTorch C++ extensions
  • Added RMSNorm in pyTorch C++ extensions.
  • Added RMSNorm module to the pyTorch API
  • Added RMSNorm option to the *NormLinear and *NormMLP APIs
  • Added numerical testing for RMSNorm and RMSNorm option in LayerNormLinear
  • Added ONNX export support and testing
  • Added normalization option to the TransformerLayer API
@ptrendx
ptrendx
commented
Jun 30, 2023

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MemberAuthor
/te-ci
@ptrendx
Exposing RMSNorm in pyTorch extensions
44d66a5
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
First pass at the Python API
e1e4250
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Small fixes
2dc3a9b
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Added numerics tests and fixed issues
2c29d40
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Lint fixes
51eee6a
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
ptrendx
marked this pull request as ready for review
July 24, 2023 15:12
@ptrendx
ptrendx
requested a review
from ksivamanJuly 24, 2023 15:12
@ptrendx
ptrendx
commented
Jul 24, 2023

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/te-ci
@ptrendx
Added RMSNorm to LayerNormMLP
6f52ef8
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Merge branch 'main' into pr_rmsnorm
f406e40
@ptrendx
Added ONNX export and tests for RMSNorm
61ba1eb
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
ptrendx
commented
Jul 26, 2023

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MemberAuthor
/te-ci
@ptrendx
Fix python lint
cb39890
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Fix BERT case
b6ee031
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Added normalization option to the TransformerLayer
c6ef915
Added tests
Fixed test failures
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
ptrendx
commented
Jul 27, 2023

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/te-ci
ksivamanand others
added 5 commits
July 27, 2023 18:43
@ksivaman@ptrendx
Fix documentation
32c0c73
Co-authored-by: Przemyslaw Tredak <ptrendx@gmail.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
Fix kwarg bug
70ee26f
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
Fix IMA and invalid type error
912d60f
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
Increase RMSNorm threshold for bf16 case
4ec1f0f
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
Fix ONNX tests
c7848a4
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
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Jul 27, 2023

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I haven't looked at every single LOC since the diff is pretty large but majority of it is due to the refactors. The RMSNorm related parts LGTM. Made these changes:
  • Fix the ONNX export ci.
  • Tweak thresholds for bf16 numerics.
  • Add the c++ api docs to doctree and fix the formulae in the PyTorch docs.
  • Pass correct output keyword for RMS norm case.
  • Fix ln_out_dtype that was causing IMA.
@ksivaman
ksivaman
merged commit fdc09f4
into
NVIDIA:mainJul 27, 2023
ksivaman added a commit
that referenced
this pull request
Jul 31, 2023
@ptrendx@ksivaman
Exposing RMSNorm in pyTorch (#306)
058f912
* Exposing RMSNorm in pyTorch extensions
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* First pass at the Python API
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Small fixes
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Added numerics tests and fixed issues
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Lint fixes
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Added RMSNorm to LayerNormMLP
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Added ONNX export and tests for RMSNorm
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Fix python lint
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Fix BERT case
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Added normalization option to the TransformerLayer
Added tests
Fixed test failures
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Fix documentation
Co-authored-by: Przemyslaw Tredak <ptrendx@gmail.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
* Fix kwarg bug
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
* Fix IMA and invalid type error
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
* Increase RMSNorm threshold for bf16 case
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
* Fix ONNX tests
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
---------
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Co-authored-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@hungryGeek16hungryGeek16
mentioned this pull request
May 31, 2026
 Open

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Exposing RMSNorm in pyTorch by ptrendx · Pull Request #306 · NVIDIA/TransformerEngine · GitHub
Skip to content
Exposing RMSNorm in pyTorch - #306
Merged
ksivaman merged 16 commits into
NVIDIA:mainfrom 
ptrendx:pr_rmsnorm
Jul 27, 2023
Merged
Exposing RMSNorm in pyTorch#306
ksivaman merged 16 commits into
NVIDIA:mainfrom 
ptrendx:pr_rmsnorm
Conversation
@ptrendx
@ptrendxptrendx
commented
Jun 30, 2023•

edited

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Exposing RMSNorm in pyTorch (same way as LayerNorm).
  • Reorganized extensions.cu in pyTorch csrc into multiple files.
  • Removed duplicated code in the handling of LayerNorm in pyTorch C++ extensions
  • Added RMSNorm in pyTorch C++ extensions.
  • Added RMSNorm module to the pyTorch API
  • Added RMSNorm option to the *NormLinear and *NormMLP APIs
  • Added numerical testing for RMSNorm and RMSNorm option in LayerNormLinear
  • Added ONNX export support and testing
  • Added normalization option to the TransformerLayer API
@ptrendx
ptrendx
commented
Jun 30, 2023

Copy link


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MemberAuthor
/te-ci
@ptrendx
Exposing RMSNorm in pyTorch extensions
44d66a5
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
First pass at the Python API
e1e4250
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Small fixes
2dc3a9b
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Added numerics tests and fixed issues
2c29d40
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Lint fixes
51eee6a
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
ptrendx
marked this pull request as ready for review
July 24, 2023 15:12
@ptrendx
ptrendx
requested a review
from ksivamanJuly 24, 2023 15:12
@ptrendx
ptrendx
commented
Jul 24, 2023

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/te-ci
@ptrendx
Added RMSNorm to LayerNormMLP
6f52ef8
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Merge branch 'main' into pr_rmsnorm
f406e40
@ptrendx
Added ONNX export and tests for RMSNorm
61ba1eb
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
ptrendx
commented
Jul 26, 2023

Copy link


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MemberAuthor
/te-ci
@ptrendx
Fix python lint
cb39890
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Fix BERT case
b6ee031
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Added normalization option to the TransformerLayer
c6ef915
Added tests
Fixed test failures
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
ptrendx
commented
Jul 27, 2023

Copy link


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MemberAuthor
/te-ci
ksivamanand others
added 5 commits
July 27, 2023 18:43
@ksivaman@ptrendx
Fix documentation
32c0c73
Co-authored-by: Przemyslaw Tredak <ptrendx@gmail.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
Fix kwarg bug
70ee26f
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
Fix IMA and invalid type error
912d60f
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
Increase RMSNorm threshold for bf16 case
4ec1f0f
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
Fix ONNX tests
c7848a4
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
ksivaman
commented
Jul 27, 2023

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I haven't looked at every single LOC since the diff is pretty large but majority of it is due to the refactors. The RMSNorm related parts LGTM. Made these changes:
  • Fix the ONNX export ci.
  • Tweak thresholds for bf16 numerics.
  • Add the c++ api docs to doctree and fix the formulae in the PyTorch docs.
  • Pass correct output keyword for RMS norm case.
  • Fix ln_out_dtype that was causing IMA.
@ksivaman
ksivaman
merged commit fdc09f4
into
NVIDIA:mainJul 27, 2023
ksivaman added a commit
that referenced
this pull request
Jul 31, 2023
@ptrendx@ksivaman
Exposing RMSNorm in pyTorch (#306)
058f912
* Exposing RMSNorm in pyTorch extensions
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* First pass at the Python API
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Small fixes
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Added numerics tests and fixed issues
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Lint fixes
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Added RMSNorm to LayerNormMLP
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Added ONNX export and tests for RMSNorm
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Fix python lint
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Fix BERT case
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Added normalization option to the TransformerLayer
Added tests
Fixed test failures
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Fix documentation
Co-authored-by: Przemyslaw Tredak <ptrendx@gmail.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
* Fix kwarg bug
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
* Fix IMA and invalid type error
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
* Increase RMSNorm threshold for bf16 case
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
* Fix ONNX tests
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
---------
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Co-authored-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@hungryGeek16hungryGeek16
mentioned this pull request
May 31, 2026
 Open

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Exposing RMSNorm in pyTorch by ptrendx · Pull Request #306 · NVIDIA/TransformerEngine · GitHub
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Exposing RMSNorm in pyTorch - #306
Merged
ksivaman merged 16 commits into
NVIDIA:mainfrom 
ptrendx:pr_rmsnorm
Jul 27, 2023
Merged
Exposing RMSNorm in pyTorch#306
ksivaman merged 16 commits into
NVIDIA:mainfrom 
ptrendx:pr_rmsnorm
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Jun 30, 2023•

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Exposing RMSNorm in pyTorch (same way as LayerNorm).
  • Reorganized extensions.cu in pyTorch csrc into multiple files.
  • Removed duplicated code in the handling of LayerNorm in pyTorch C++ extensions
  • Added RMSNorm in pyTorch C++ extensions.
  • Added RMSNorm module to the pyTorch API
  • Added RMSNorm option to the *NormLinear and *NormMLP APIs
  • Added numerical testing for RMSNorm and RMSNorm option in LayerNormLinear
  • Added ONNX export support and testing
  • Added normalization option to the TransformerLayer API
@ptrendx
ptrendx
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Jun 30, 2023

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/te-ci
@ptrendx
Exposing RMSNorm in pyTorch extensions
44d66a5
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
First pass at the Python API
e1e4250
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Small fixes
2dc3a9b
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Added numerics tests and fixed issues
2c29d40
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Lint fixes
51eee6a
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
ptrendx
marked this pull request as ready for review
July 24, 2023 15:12
@ptrendx
ptrendx
requested a review
from ksivamanJuly 24, 2023 15:12
@ptrendx
ptrendx
commented
Jul 24, 2023

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/te-ci
@ptrendx
Added RMSNorm to LayerNormMLP
6f52ef8
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Merge branch 'main' into pr_rmsnorm
f406e40
@ptrendx
Added ONNX export and tests for RMSNorm
61ba1eb
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
ptrendx
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Jul 26, 2023

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/te-ci
@ptrendx
Fix python lint
cb39890
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Fix BERT case
b6ee031
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Added normalization option to the TransformerLayer
c6ef915
Added tests
Fixed test failures
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
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Jul 27, 2023

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ksivamanand others
added 5 commits
July 27, 2023 18:43
@ksivaman@ptrendx
Fix documentation
32c0c73
Co-authored-by: Przemyslaw Tredak <ptrendx@gmail.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
Fix kwarg bug
70ee26f
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
Fix IMA and invalid type error
912d60f
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
Increase RMSNorm threshold for bf16 case
4ec1f0f
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
Fix ONNX tests
c7848a4
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
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I haven't looked at every single LOC since the diff is pretty large but majority of it is due to the refactors. The RMSNorm related parts LGTM. Made these changes:
  • Fix the ONNX export ci.
  • Tweak thresholds for bf16 numerics.
  • Add the c++ api docs to doctree and fix the formulae in the PyTorch docs.
  • Pass correct output keyword for RMS norm case.
  • Fix ln_out_dtype that was causing IMA.
@ksivaman
ksivaman
merged commit fdc09f4
into
NVIDIA:mainJul 27, 2023
ksivaman added a commit
that referenced
this pull request
Jul 31, 2023
@ptrendx@ksivaman
Exposing RMSNorm in pyTorch (#306)
058f912
* Exposing RMSNorm in pyTorch extensions
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* First pass at the Python API
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Small fixes
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Added numerics tests and fixed issues
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Lint fixes
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Added RMSNorm to LayerNormMLP
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Added ONNX export and tests for RMSNorm
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Fix python lint
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Fix BERT case
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Added normalization option to the TransformerLayer
Added tests
Fixed test failures
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Fix documentation
Co-authored-by: Przemyslaw Tredak <ptrendx@gmail.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
* Fix kwarg bug
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
* Fix IMA and invalid type error
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
* Increase RMSNorm threshold for bf16 case
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
* Fix ONNX tests
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
---------
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Co-authored-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@hungryGeek16hungryGeek16
mentioned this pull request
May 31, 2026
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var __m = "youtube.com";
var __re = new RegExp('^' + "youtube\\.com" + '
Exposing RMSNorm in pyTorch by ptrendx · Pull Request #306 · NVIDIA/TransformerEngine · GitHub
Skip to content
Exposing RMSNorm in pyTorch - #306
Merged
ksivaman merged 16 commits into
NVIDIA:mainfrom 
ptrendx:pr_rmsnorm
Jul 27, 2023
Merged
Exposing RMSNorm in pyTorch#306
ksivaman merged 16 commits into
NVIDIA:mainfrom 
ptrendx:pr_rmsnorm
Conversation
@ptrendx
@ptrendxptrendx
commented
Jun 30, 2023•

edited

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Exposing RMSNorm in pyTorch (same way as LayerNorm).
  • Reorganized extensions.cu in pyTorch csrc into multiple files.
  • Removed duplicated code in the handling of LayerNorm in pyTorch C++ extensions
  • Added RMSNorm in pyTorch C++ extensions.
  • Added RMSNorm module to the pyTorch API
  • Added RMSNorm option to the *NormLinear and *NormMLP APIs
  • Added numerical testing for RMSNorm and RMSNorm option in LayerNormLinear
  • Added ONNX export support and testing
  • Added normalization option to the TransformerLayer API
@ptrendx
ptrendx
commented
Jun 30, 2023

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MemberAuthor
/te-ci
@ptrendx
Exposing RMSNorm in pyTorch extensions
44d66a5
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
First pass at the Python API
e1e4250
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Small fixes
2dc3a9b
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Added numerics tests and fixed issues
2c29d40
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Lint fixes
51eee6a
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
ptrendx
marked this pull request as ready for review
July 24, 2023 15:12
@ptrendx
ptrendx
requested a review
from ksivamanJuly 24, 2023 15:12
@ptrendx
ptrendx
commented
Jul 24, 2023

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/te-ci
@ptrendx
Added RMSNorm to LayerNormMLP
6f52ef8
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Merge branch 'main' into pr_rmsnorm
f406e40
@ptrendx
Added ONNX export and tests for RMSNorm
61ba1eb
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
ptrendx
commented
Jul 26, 2023

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/te-ci
@ptrendx
Fix python lint
cb39890
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Fix BERT case
b6ee031
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Added normalization option to the TransformerLayer
c6ef915
Added tests
Fixed test failures
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
ptrendx
commented
Jul 27, 2023

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/te-ci
ksivamanand others
added 5 commits
July 27, 2023 18:43
@ksivaman@ptrendx
Fix documentation
32c0c73
Co-authored-by: Przemyslaw Tredak <ptrendx@gmail.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
Fix kwarg bug
70ee26f
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
Fix IMA and invalid type error
912d60f
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
Increase RMSNorm threshold for bf16 case
4ec1f0f
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
Fix ONNX tests
c7848a4
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
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I haven't looked at every single LOC since the diff is pretty large but majority of it is due to the refactors. The RMSNorm related parts LGTM. Made these changes:
  • Fix the ONNX export ci.
  • Tweak thresholds for bf16 numerics.
  • Add the c++ api docs to doctree and fix the formulae in the PyTorch docs.
  • Pass correct output keyword for RMS norm case.
  • Fix ln_out_dtype that was causing IMA.
@ksivaman
ksivaman
merged commit fdc09f4
into
NVIDIA:mainJul 27, 2023
ksivaman added a commit
that referenced
this pull request
Jul 31, 2023
@ptrendx@ksivaman
Exposing RMSNorm in pyTorch (#306)
058f912
* Exposing RMSNorm in pyTorch extensions
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* First pass at the Python API
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Small fixes
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Added numerics tests and fixed issues
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Lint fixes
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Added RMSNorm to LayerNormMLP
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Added ONNX export and tests for RMSNorm
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Fix python lint
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Fix BERT case
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Added normalization option to the TransformerLayer
Added tests
Fixed test failures
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Fix documentation
Co-authored-by: Przemyslaw Tredak <ptrendx@gmail.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
* Fix kwarg bug
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
* Fix IMA and invalid type error
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
* Increase RMSNorm threshold for bf16 case
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
* Fix ONNX tests
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
---------
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Co-authored-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@hungryGeek16hungryGeek16
mentioned this pull request
May 31, 2026
 Open

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@ptrendx@ksivaman

, 'i');
if (__m === '*' || __re.test(location.href)) {
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(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '
Exposing RMSNorm in pyTorch by ptrendx · Pull Request #306 · NVIDIA/TransformerEngine · GitHub
Skip to content
Exposing RMSNorm in pyTorch - #306
Merged
ksivaman merged 16 commits into
NVIDIA:mainfrom 
ptrendx:pr_rmsnorm
Jul 27, 2023
Merged
Exposing RMSNorm in pyTorch#306
ksivaman merged 16 commits into
NVIDIA:mainfrom 
ptrendx:pr_rmsnorm
Conversation
@ptrendx
@ptrendxptrendx
commented
Jun 30, 2023•

edited

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Exposing RMSNorm in pyTorch (same way as LayerNorm).
  • Reorganized extensions.cu in pyTorch csrc into multiple files.
  • Removed duplicated code in the handling of LayerNorm in pyTorch C++ extensions
  • Added RMSNorm in pyTorch C++ extensions.
  • Added RMSNorm module to the pyTorch API
  • Added RMSNorm option to the *NormLinear and *NormMLP APIs
  • Added numerical testing for RMSNorm and RMSNorm option in LayerNormLinear
  • Added ONNX export support and testing
  • Added normalization option to the TransformerLayer API
@ptrendx
ptrendx
commented
Jun 30, 2023

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MemberAuthor
/te-ci
@ptrendx
Exposing RMSNorm in pyTorch extensions
44d66a5
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
First pass at the Python API
e1e4250
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Small fixes
2dc3a9b
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Added numerics tests and fixed issues
2c29d40
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Lint fixes
51eee6a
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
ptrendx
marked this pull request as ready for review
July 24, 2023 15:12
@ptrendx
ptrendx
requested a review
from ksivamanJuly 24, 2023 15:12
@ptrendx
ptrendx
commented
Jul 24, 2023

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/te-ci
@ptrendx
Added RMSNorm to LayerNormMLP
6f52ef8
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Merge branch 'main' into pr_rmsnorm
f406e40
@ptrendx
Added ONNX export and tests for RMSNorm
61ba1eb
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
ptrendx
commented
Jul 26, 2023

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/te-ci
@ptrendx
Fix python lint
cb39890
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Fix BERT case
b6ee031
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Added normalization option to the TransformerLayer
c6ef915
Added tests
Fixed test failures
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
ptrendx
commented
Jul 27, 2023

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/te-ci
ksivamanand others
added 5 commits
July 27, 2023 18:43
@ksivaman@ptrendx
Fix documentation
32c0c73
Co-authored-by: Przemyslaw Tredak <ptrendx@gmail.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
Fix kwarg bug
70ee26f
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
Fix IMA and invalid type error
912d60f
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
Increase RMSNorm threshold for bf16 case
4ec1f0f
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
Fix ONNX tests
c7848a4
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
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Jul 27, 2023

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I haven't looked at every single LOC since the diff is pretty large but majority of it is due to the refactors. The RMSNorm related parts LGTM. Made these changes:
  • Fix the ONNX export ci.
  • Tweak thresholds for bf16 numerics.
  • Add the c++ api docs to doctree and fix the formulae in the PyTorch docs.
  • Pass correct output keyword for RMS norm case.
  • Fix ln_out_dtype that was causing IMA.
@ksivaman
ksivaman
merged commit fdc09f4
into
NVIDIA:mainJul 27, 2023
ksivaman added a commit
that referenced
this pull request
Jul 31, 2023
@ptrendx@ksivaman
Exposing RMSNorm in pyTorch (#306)
058f912
* Exposing RMSNorm in pyTorch extensions
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* First pass at the Python API
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Small fixes
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Added numerics tests and fixed issues
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Lint fixes
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Added RMSNorm to LayerNormMLP
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Added ONNX export and tests for RMSNorm
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Fix python lint
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Fix BERT case
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Added normalization option to the TransformerLayer
Added tests
Fixed test failures
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Fix documentation
Co-authored-by: Przemyslaw Tredak <ptrendx@gmail.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
* Fix kwarg bug
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
* Fix IMA and invalid type error
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
* Increase RMSNorm threshold for bf16 case
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
* Fix ONNX tests
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
---------
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Co-authored-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@hungryGeek16hungryGeek16
mentioned this pull request
May 31, 2026
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Exposing RMSNorm in pyTorch by ptrendx · Pull Request #306 · NVIDIA/TransformerEngine · GitHub
Skip to content
Exposing RMSNorm in pyTorch - #306
Merged
ksivaman merged 16 commits into
NVIDIA:mainfrom 
ptrendx:pr_rmsnorm
Jul 27, 2023
Merged
Exposing RMSNorm in pyTorch#306
ksivaman merged 16 commits into
NVIDIA:mainfrom 
ptrendx:pr_rmsnorm
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@ptrendx
@ptrendxptrendx
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Jun 30, 2023•

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Exposing RMSNorm in pyTorch (same way as LayerNorm).
  • Reorganized extensions.cu in pyTorch csrc into multiple files.
  • Removed duplicated code in the handling of LayerNorm in pyTorch C++ extensions
  • Added RMSNorm in pyTorch C++ extensions.
  • Added RMSNorm module to the pyTorch API
  • Added RMSNorm option to the *NormLinear and *NormMLP APIs
  • Added numerical testing for RMSNorm and RMSNorm option in LayerNormLinear
  • Added ONNX export support and testing
  • Added normalization option to the TransformerLayer API
@ptrendx
ptrendx
commented
Jun 30, 2023

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/te-ci
@ptrendx
Exposing RMSNorm in pyTorch extensions
44d66a5
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
First pass at the Python API
e1e4250
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Small fixes
2dc3a9b
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Added numerics tests and fixed issues
2c29d40
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Lint fixes
51eee6a
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
ptrendx
marked this pull request as ready for review
July 24, 2023 15:12
@ptrendx
ptrendx
requested a review
from ksivamanJuly 24, 2023 15:12
@ptrendx
ptrendx
commented
Jul 24, 2023

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/te-ci
@ptrendx
Added RMSNorm to LayerNormMLP
6f52ef8
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Merge branch 'main' into pr_rmsnorm
f406e40
@ptrendx
Added ONNX export and tests for RMSNorm
61ba1eb
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
ptrendx
commented
Jul 26, 2023

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/te-ci
@ptrendx
Fix python lint
cb39890
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Fix BERT case
b6ee031
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Added normalization option to the TransformerLayer
c6ef915
Added tests
Fixed test failures
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
ptrendx
commented
Jul 27, 2023

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ksivamanand others
added 5 commits
July 27, 2023 18:43
@ksivaman@ptrendx
Fix documentation
32c0c73
Co-authored-by: Przemyslaw Tredak <ptrendx@gmail.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
Fix kwarg bug
70ee26f
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
Fix IMA and invalid type error
912d60f
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
Increase RMSNorm threshold for bf16 case
4ec1f0f
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
Fix ONNX tests
c7848a4
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
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I haven't looked at every single LOC since the diff is pretty large but majority of it is due to the refactors. The RMSNorm related parts LGTM. Made these changes:
  • Fix the ONNX export ci.
  • Tweak thresholds for bf16 numerics.
  • Add the c++ api docs to doctree and fix the formulae in the PyTorch docs.
  • Pass correct output keyword for RMS norm case.
  • Fix ln_out_dtype that was causing IMA.
@ksivaman
ksivaman
merged commit fdc09f4
into
NVIDIA:mainJul 27, 2023
ksivaman added a commit
that referenced
this pull request
Jul 31, 2023
@ptrendx@ksivaman
Exposing RMSNorm in pyTorch (#306)
058f912
* Exposing RMSNorm in pyTorch extensions
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* First pass at the Python API
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Small fixes
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Added numerics tests and fixed issues
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Lint fixes
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Added RMSNorm to LayerNormMLP
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Added ONNX export and tests for RMSNorm
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Fix python lint
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Fix BERT case
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Added normalization option to the TransformerLayer
Added tests
Fixed test failures
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Fix documentation
Co-authored-by: Przemyslaw Tredak <ptrendx@gmail.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
* Fix kwarg bug
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
* Fix IMA and invalid type error
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
* Increase RMSNorm threshold for bf16 case
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
* Fix ONNX tests
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
---------
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Co-authored-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@hungryGeek16hungryGeek16
mentioned this pull request
May 31, 2026
 Open

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@ptrendx@ksivaman

, 'i');
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Exposing RMSNorm in pyTorch by ptrendx · Pull Request #306 · NVIDIA/TransformerEngine · GitHub
Skip to content
Exposing RMSNorm in pyTorch - #306
Merged
ksivaman merged 16 commits into
NVIDIA:mainfrom 
ptrendx:pr_rmsnorm
Jul 27, 2023
Merged
Exposing RMSNorm in pyTorch#306
ksivaman merged 16 commits into
NVIDIA:mainfrom 
ptrendx:pr_rmsnorm
Conversation
@ptrendx
@ptrendxptrendx
commented
Jun 30, 2023•

edited

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Exposing RMSNorm in pyTorch (same way as LayerNorm).
  • Reorganized extensions.cu in pyTorch csrc into multiple files.
  • Removed duplicated code in the handling of LayerNorm in pyTorch C++ extensions
  • Added RMSNorm in pyTorch C++ extensions.
  • Added RMSNorm module to the pyTorch API
  • Added RMSNorm option to the *NormLinear and *NormMLP APIs
  • Added numerical testing for RMSNorm and RMSNorm option in LayerNormLinear
  • Added ONNX export support and testing
  • Added normalization option to the TransformerLayer API
@ptrendx
ptrendx
commented
Jun 30, 2023

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MemberAuthor
/te-ci
@ptrendx
Exposing RMSNorm in pyTorch extensions
44d66a5
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
First pass at the Python API
e1e4250
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Small fixes
2dc3a9b
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Added numerics tests and fixed issues
2c29d40
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Lint fixes
51eee6a
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
ptrendx
marked this pull request as ready for review
July 24, 2023 15:12
@ptrendx
ptrendx
requested a review
from ksivamanJuly 24, 2023 15:12
@ptrendx
ptrendx
commented
Jul 24, 2023

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/te-ci
@ptrendx
Added RMSNorm to LayerNormMLP
6f52ef8
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Merge branch 'main' into pr_rmsnorm
f406e40
@ptrendx
Added ONNX export and tests for RMSNorm
61ba1eb
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
ptrendx
commented
Jul 26, 2023

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MemberAuthor
/te-ci
@ptrendx
Fix python lint
cb39890
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Fix BERT case
b6ee031
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
Added normalization option to the TransformerLayer
c6ef915
Added tests
Fixed test failures
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
@ptrendx
ptrendx
commented
Jul 27, 2023

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/te-ci
ksivamanand others
added 5 commits
July 27, 2023 18:43
@ksivaman@ptrendx
Fix documentation
32c0c73
Co-authored-by: Przemyslaw Tredak <ptrendx@gmail.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
Fix kwarg bug
70ee26f
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
Fix IMA and invalid type error
912d60f
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
Increase RMSNorm threshold for bf16 case
4ec1f0f
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
Fix ONNX tests
c7848a4
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@ksivaman
ksivaman
commented
Jul 27, 2023

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I haven't looked at every single LOC since the diff is pretty large but majority of it is due to the refactors. The RMSNorm related parts LGTM. Made these changes:
  • Fix the ONNX export ci.
  • Tweak thresholds for bf16 numerics.
  • Add the c++ api docs to doctree and fix the formulae in the PyTorch docs.
  • Pass correct output keyword for RMS norm case.
  • Fix ln_out_dtype that was causing IMA.
@ksivaman
ksivaman
merged commit fdc09f4
into
NVIDIA:mainJul 27, 2023
ksivaman added a commit
that referenced
this pull request
Jul 31, 2023
@ptrendx@ksivaman
Exposing RMSNorm in pyTorch (#306)
058f912
* Exposing RMSNorm in pyTorch extensions
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* First pass at the Python API
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Small fixes
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Added numerics tests and fixed issues
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Lint fixes
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Added RMSNorm to LayerNormMLP
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Added ONNX export and tests for RMSNorm
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Fix python lint
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Fix BERT case
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Added normalization option to the TransformerLayer
Added tests
Fixed test failures
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
* Fix documentation
Co-authored-by: Przemyslaw Tredak <ptrendx@gmail.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
* Fix kwarg bug
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
* Fix IMA and invalid type error
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
* Increase RMSNorm threshold for bf16 case
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
* Fix ONNX tests
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
---------
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Co-authored-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
@hungryGeek16hungryGeek16
mentioned this pull request
May 31, 2026
 Open

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