Commits · db95afebe728707e8d4d293d52f4a63bb204361a · OpenDAS / TransformerEngine

05 Apr, 2023 1 commit

Sangkug Lym authored Apr 04, 2023



* async amax reduction

add env knob to enable async amax reduction
Signed-off-by: slym <slym@login-preos01.a51.clusters.nvidia.com>

* Style fixes
Signed-off-by: Tim Moon <tmoon@nvidia.com>

* remove is_last_model
Signed-off-by: slym <slym@login-preos01.a51.clusters.nvidia.com>

* fix naming
Signed-off-by: slym <slym@login-preos01.a51.clusters.nvidia.com>

* revert var name
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* revert var name
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

---------
Signed-off-by: slym <slym@login-preos01.a51.clusters.nvidia.com>
Signed-off-by: Tim Moon <tmoon@nvidia.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Co-authored-by: Tim Moon <tmoon@nvidia.com>
Co-authored-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Co-authored-by: slym <slym@login-preos01.a51.clusters.nvidia.com>

db95afeb

04 Apr, 2023 1 commit

Add FP8 support for Ada (#129) · 96ad903c

Kirthi Shankar Sivamani authored Apr 04, 2023



* Add FP8 support for Ada
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Fixes
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* better message
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* lint fixes
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Address review comments
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* better message for no fp8
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* same thing for onnx test
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* fix
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Fix CI and review
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

---------
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

96ad903c

03 Apr, 2023 1 commit

Bugfix - compute scale_inv when loading checkpoint (#123) · 66c10f7a

galagam authored Apr 04, 2023



* Bugfix - compute scale_inv when loading checkpoint
Signed-off-by: Gal Hubara Agam <ghubaraagam@nvidia.com>

* Save inverse scale in extra state tensor + minor CR fixes
Signed-off-by: Gal Hubara Agam <ghubaraagam@nvidia.com>

* Fix lint
Co-authored-by: Gal Hubara Agam <ghubaraagam@nvidia.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

---------
Signed-off-by: Gal Hubara Agam <ghubaraagam@nvidia.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Co-authored-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

66c10f7a

30 Mar, 2023 2 commits

Fix segfault during onnx export (#126) · 018b2356

Kirthi Shankar Sivamani authored Mar 30, 2023



* Fix segfault during GeLU export
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* address review comments
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

---------
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

018b2356

Change FP8 recipe defaults (#112) · 80542a0a

Kirthi Shankar Sivamani authored Mar 29, 2023



* Change FP8 recipe defaults
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Increase default amax history length
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Always check history size
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* no amax history for onnx export
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* revert onnx export test changes
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Fix indices in onnx test
Co-authored-by: Neta Zmora <nzmora@nvidia.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

---------
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Co-authored-by: Neta Zmora <nzmora@nvidia.com>

80542a0a

29 Mar, 2023 1 commit

Fix FlashAttention tests (#99) · bcbd4be0

tcherckez-nvidia authored Mar 29, 2023


Signed-off-by: Tal Cherckez <tcherckez@nvidia.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Co-authored-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

bcbd4be0

28 Mar, 2023 3 commits

Add support for fp8 GEMM BIAS AUX GELU fusion (#116) · 2d72c11f

vasunvidia authored Mar 28, 2023



* Add support for fp8 GEMM BIAS AUX GELU fusion
Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com>

* Fix Lint error
Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com>

* Fix Lint error
Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com>

---------
Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com>

2d72c11f

Fix zombie process when querying TE install path (#121) · 0963b288

Tim Moon authored Mar 28, 2023



* Remove zombie process from querying TE install path
Co-authored-by: Naman Goyal <naman@fb.com>
Signed-off-by: Tim Moon <tmoon@nvidia.com>

* Fix FA version checking
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* fix unused import error
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Fix lint warning
Signed-off-by: Tim Moon <tmoon@nvidia.com>

---------
Signed-off-by: Tim Moon <tmoon@nvidia.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Co-authored-by: Naman Goyal <naman@fb.com>
Co-authored-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

0963b288

Fix usage of return_bias argument (#114) · d90bf212

Kirthi Shankar Sivamani authored Mar 28, 2023



* fix usage of return_bias argument
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* review comments
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

---------
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

d90bf212

23 Mar, 2023 1 commit

Fix GELU ONNX export (#111) · 06486a00

Neta Zmora authored Mar 23, 2023



* Fix GELU ONNX export

* Wrap GELU export with cast to/from FP32 to achieve same compute precision as TE.
* Increase GELU export test thresholds.
* Change export to ONNX opset 17 for smaller representation of LN (single node instead of subgraph).
* Remove the need for LN work-around for ORT
Signed-off-by: Neta Zmora <nzmora@nvidia.com>

* Add docstring to te_onnx_extensions.py::compute_in_fp32
Signed-off-by: Neta Zmora <nzmora@nvidia.com>

* Tune threshold for GELU ONNX export

Ran 8K test instances to verify the threshold.
Allow 2 coefficients to escape threshold. Two wrong coefficients
are not a failure.
Signed-off-by: Neta Zmora <nzmora@nvidia.com>

---------
Signed-off-by: Neta Zmora <nzmora@nvidia.com>
Co-authored-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

06486a00

22 Mar, 2023 1 commit
- Catch FA internal error with compute capability 8.6 (#113) · 5a881a08
  Kirthi Shankar Sivamani authored Mar 22, 2023
```
FA doesn't support compute 8.6 with head_dim>64
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
```
  5a881a08
21 Mar, 2023 1 commit

New fp8_transpose_dbias kernel (#73) · 1d848f22

vasunvidia authored Mar 20, 2023



* Initial commit for fp8_transpose_dbias kernel
Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com>

* lint fixes
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Suggestions and fixes
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

---------
Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Co-authored-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

1d848f22

16 Mar, 2023 2 commits

Relax dimension checks for fp8 exec (#106) · d1d00b3e
Kirthi Shankar Sivamani authored Mar 16, 2023
```
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
```
d1d00b3e

Add a temporary workaround to layernorm ONNX export (#95) · 44d64abc

Neta Zmora authored Mar 16, 2023



* Add a temporary workaround to layernorm export

Seems like ORT is performing template-matching for LN and incorrectly concludes
that it doesn't have a kernel for FP32 LN. The work-around adds the addition of
fake_zero which is meant to prevent the template matching while keeping the graph
virtually unchanged. This also requires `do_constant_folding=False` in
`torch.onnx.export`.
Signed-off-by: Neta Zmora <nzmora@nvidia.com>

* Adjust test threshold
Signed-off-by: Neta Zmora <nzmora@nvidia.com>

* Opened an ORT bug and added the link for tracking
Signed-off-by: Neta Zmora <nzmora@nvidia.com>

* Fix Python linter errors
Signed-off-by: Neta Zmora <nzmora@nvidia.com>

* Simplify the LN workaround solution (ONNX export)

After discussing https://github.com/microsoft/onnxruntime/issues/15021


with Microsoft engineers, replaced the LN workaround with a simpler
implementation.

In addition:
* To make test more robust add `allow_cnt_errors` to `validate_result`
* Add more documentation to clarify the purpose and methodology of the
ONNX export tests
Signed-off-by: Neta Zmora <nzmora@nvidia.com>

* Fix unused import
Signed-off-by: Tim Moon <4406448+timmoon10@users.noreply.github.com>

* Fix unused import
Signed-off-by: Tim Moon <4406448+timmoon10@users.noreply.github.com>

* Fix unused import
Signed-off-by: Tim Moon <4406448+timmoon10@users.noreply.github.com>

---------
Signed-off-by: Neta Zmora <nzmora@nvidia.com>
Signed-off-by: Tim Moon <4406448+timmoon10@users.noreply.github.com>
Co-authored-by: Tim Moon <4406448+timmoon10@users.noreply.github.com>

44d64abc

15 Mar, 2023 1 commit

Update PyTorch comm API (#100) · cfa666ac

Kirthi Shankar Sivamani authored Mar 14, 2023



Use updated comm API PyTorch
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

cfa666ac

14 Mar, 2023 2 commits

Adding documents to TE/JAX (#87) · ed1a3116

Ming-Xu Huang authored Mar 14, 2023



* Updated TE/JAX docs
Signed-off-by: Ming Huang <mingh@nvidia.com>

* Adding TE/JAX docs' rst files
Signed-off-by: Ming Huang <mingh@nvidia.com>

* Set DType as pybind11::module_local() to avoid generic_type errors.
Signed-off-by: Ming Huang <mingh@nvidia.com>

* Updating license and exporting more modules
Signed-off-by: Ming Huang <mingh@nvidia.com>

* Adopting autoapi and removing enum_tools.
Signed-off-by: Ming Huang <mingh@nvidia.com>

* Fix typo
Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>

* Make jax.rst be style consistent.
Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>

* Fixing doc statements as the suggestion from review.
Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>

* Fixing doc statements as the suggestion from code review.
Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>

* Update the description of Softmax
Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>

* Removed categories in catalog as PyTorch
Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>

---------
Signed-off-by: Ming Huang <mingh@nvidia.com>
Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>
Co-authored-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

ed1a3116

Catch FP8 modulo16 error before cublas and fp8 kernels (#97) · d74ee5b5

Kirthi Shankar Sivamani authored Mar 13, 2023



* Catch FP8 modulo16 error before cublas and fp8 kernels
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* annotate
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

---------
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

d74ee5b5

13 Mar, 2023 1 commit

Raise autocast usage error (#93) · 66055973

Kirthi Shankar Sivamani authored Mar 13, 2023



* catch incorrect usage of fp8_autocast
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* catch error on first time double execution
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

---------
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

66055973

11 Mar, 2023 2 commits

Move from Sphinx Autodoc to sphinx-autoapi (#92) · c9245c02

Przemyslaw Tredak authored Mar 11, 2023



* Change from AutoDoc to AutoAPI
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* Fixes
Signed-off-by: Przemyslaw Tredak <ptredak@nvidia.com>

* WAR for the wrong autosummary generation
Signed-off-by: Przemyslaw Tredak <ptredak@nvidia.com>

* Change common to be in line with pytorch API docs
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* Add GitHub Action to build docs
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* Fix
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* Trying to fix the versions
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

---------
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
Signed-off-by: Przemyslaw Tredak <ptredak@nvidia.com>

c9245c02

deprecate qk layer scaling and fp32 softmax args (#90) · 81429b80

Kirthi Shankar Sivamani authored Mar 11, 2023



* deprecate qk layer scaling and fp32 softmax args
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* apply QK layer scaling for fp16 training
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* address review comments
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

---------
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

81429b80

07 Mar, 2023 1 commit

Fix flash attention (#84) · 37a12c4e

Kirthi Shankar Sivamani authored Mar 07, 2023



* ignore self attention mask for causal type
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* further relax checks to run FA, update docs
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* fix pytorch softmax path
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* fixes
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* minimum ampere requirement for fa
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

---------
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

37a12c4e

02 Mar, 2023 1 commit

Fix unfused QKV params case; stack vs interleave option (#83) · 7d6c1d02

Kirthi Shankar Sivamani authored Mar 02, 2023



* fix qkv weight unfused path
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* fix non FA non interleaved case
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

---------
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

7d6c1d02

25 Feb, 2023 1 commit
- fix bug in non-FP8 nvfuser path (#81) · 67114f9e
  Kirthi Shankar Sivamani authored Feb 24, 2023
```
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
```
  67114f9e
24 Feb, 2023 1 commit

Remove redundant AR for SP case (#79) · d8a2f352

Kirthi Shankar Sivamani authored Feb 23, 2023



* Remove redundant amax AR for SP case
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* update advanced docs
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

---------
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

d8a2f352

23 Feb, 2023 1 commit

Support arbitrary output dtypes in PyT GEMM functions (#75) · 5898702e

Tim Moon authored Feb 23, 2023



* Deprecate fp32_output option for PyT linear layers

Automatically detect dtype for user-provided output tensors.
Signed-off-by: Tim Moon <tmoon@nvidia.com>

* Remove deprecated options
Signed-off-by: Tim Moon <tmoon@nvidia.com>

---------
Signed-off-by: Tim Moon <tmoon@nvidia.com>
Co-authored-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

5898702e

22 Feb, 2023 1 commit

flash-attn integration (#62) · 79a9fe29

cyanguwa authored Feb 21, 2023



* add flash attention to TransformerLayer
Signed-off-by: Charlene Yang <charleney@nvidia.com>

* Add docs for FP8 calibration (#61)
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Signed-off-by: Charlene Yang <charleney@nvidia.com>

* Fix the integer overflow in fused softmax (#60)
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
Signed-off-by: Charlene Yang <charleney@nvidia.com>

* prefix flash attn env var with NVTE_
Signed-off-by: Charlene Yang <charleney@nvidia.com>

* Address steady memory increase and bloated checkpoints (#63)
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Signed-off-by: Charlene Yang <charleney@nvidia.com>

* fix env var logic
Signed-off-by: cyanguwa <cyang.uwa@gmail.com>
Signed-off-by: Charlene Yang <charleney@nvidia.com>

* fix flash attn env var logic again
Signed-off-by: cyanguwa <cyang.uwa@gmail.com>
Signed-off-by: Charlene Yang <charleney@nvidia.com>

* remove d2d copies (#64)

* remove d2d copies
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* cleanup
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

---------
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Signed-off-by: Charlene Yang <charleney@nvidia.com>

* Increase number of FP8 tensors per GEMM (#22)

* Increase number of FP8 tensors per GEMM
Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com>

* Enable FP8 output tensor for fp8_gemm
Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com>

* [BERT FP8] Initial TE review comments
Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com>

* Temporary fix for cuda graph non convergence
Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com>

* Address review comments-2
Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com>

* Review comments-3
Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com>

* Cleanup
Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com>

* Change for New API
Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com>

* Remove unnecessary clone for D_scale, D_amax
Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com>

* Avoid Roll for AMAX history size = 1
Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com>

* Update onnx_te_gemm API
Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com>

* Fix Lint errors
Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com>

---------
Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com>
Signed-off-by: Charlene Yang <charleney@nvidia.com>

* Bug fixes from PR 22 (#65)

* Bug fixes from PR 22
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Add FP8 tests to ci
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* bundle unittests for ci
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

---------
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Signed-off-by: Charlene Yang <charleney@nvidia.com>

* replace rearrange with transpose
Signed-off-by: cyanguwa <cyang.uwa@gmail.com>
Signed-off-by: Charlene Yang <charleney@nvidia.com>

* QKV parameters unfused path fixes and optimization (#66)

* Bug fixes from PR 22
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Add FP8 tests to ci
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Better QKV parameter fusion
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* small fix
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* keep original param for unfused case to retain externally set attrs
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* lint fix
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Fix ONNX exports
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* improve arg naming
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* No need to set data pointers
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* lint
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Assert memory loc in NoopCat
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Handle case of different memory in param and buffer
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* fix assert always true
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Reassign params memory to avoid more concats
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

---------
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Signed-off-by: Charlene Yang <charleney@nvidia.com>

* Fix gradients when using AMP (#70)

retain grad related attrs while casting
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Signed-off-by: Charlene Yang <charleney@nvidia.com>

* fix pylint violations 

fixed pyline violations such as trailing white spaces and too long lines 
Signed-off-by: cyanguwa <cyang.uwa@gmail.com>

* fix pylint violation on line 264 with R1719
Signed-off-by: cyanguwa <cyang.uwa@gmail.com>

* fix two more pylint violations
Signed-off-by: cyanguwa <cyang.uwa@gmail.com>

* DotProductAttention API
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Add docs for attention
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* fix assert always true
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* check for correct flash-attn version
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* address review comments
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* lint+build fixes, correct settings for default flash-attn
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* correct version
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* review comments and fixes
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* fix onnx and disable flash-attn export test
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* remove einops dependency
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* cleanup internal API; rm duplication
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* fix
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* only install TE wheel (exclude flash-attn to rm conflicts)
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* forgot to change install wheel path
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* next round review comments
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* fix flash_attn output
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* fix QK layer scaling
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* update docs
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* review comments and fixes to selective checkpointing
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

---------
Signed-off-by: Charlene Yang <charleney@nvidia.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Signed-off-by: cyanguwa <cyang.uwa@gmail.com>
Co-authored-by: Charlene Yang <charleney@nvidia.com>
Co-authored-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

79a9fe29

16 Feb, 2023 1 commit

Sequence-parallel amax reduction fix (#74) · f06e2d85

Kirthi Shankar Sivamani authored Feb 16, 2023



* Fix no reduce_amax option for SP case
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* add warning about overriding reduce_amax
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

---------
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

f06e2d85

15 Feb, 2023 1 commit

Zero-centered gamma support in LayerNorm (LayerNorm1p) (#67) · 7324fe2b

Przemyslaw Tredak authored Feb 14, 2023



* C++ implementation of LayerNorm1P
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* Expose zero centered gamma to pyTorch
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* Fix
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* Fix ONNX export
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* Fix ONNX export and tests
Signed-off-by: Przemyslaw Tredak <ptredak@nvidia.com>

* Fix lint
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* Fix backward handling - C++ part
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* Fix for backward - Python side
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* Fix FP8 path
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* Reenable the pylint check
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* Fix the NVTX marker
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* Change in the bwd kernel
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

---------
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
Signed-off-by: Przemyslaw Tredak <ptredak@nvidia.com>

7324fe2b

13 Feb, 2023 1 commit

Gradient enablement bug fix (#72) · 2f643ada

Kirthi Shankar Sivamani authored Feb 13, 2023



fix use of PyTorch training flag
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

2f643ada

10 Feb, 2023 2 commits

Fix gradients when using AMP (#70) · eda8f461

Kirthi Shankar Sivamani authored Feb 10, 2023



retain grad related attrs while casting
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

eda8f461

QKV parameters unfused path fixes and optimization (#66) · 04490337

Kirthi Shankar Sivamani authored Feb 10, 2023



* Bug fixes from PR 22
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Add FP8 tests to ci
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Better QKV parameter fusion
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* small fix
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* keep original param for unfused case to retain externally set attrs
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* lint fix
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Fix ONNX exports
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* improve arg naming
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* No need to set data pointers
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* lint
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Assert memory loc in NoopCat
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Handle case of different memory in param and buffer
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* fix assert always true
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Reassign params memory to avoid more concats
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

---------
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

04490337

07 Feb, 2023 1 commit

Bug fixes from PR 22 (#65) · 78b4e933

Kirthi Shankar Sivamani authored Feb 06, 2023



* Bug fixes from PR 22
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Add FP8 tests to ci
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* bundle unittests for ci
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

---------
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

78b4e933

03 Feb, 2023 2 commits

Increase number of FP8 tensors per GEMM (#22) · 14198f20

vasunvidia authored Feb 03, 2023



* Increase number of FP8 tensors per GEMM
Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com>

* Enable FP8 output tensor for fp8_gemm
Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com>

* [BERT FP8] Initial TE review comments
Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com>

* Temporary fix for cuda graph non convergence
Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com>

* Address review comments-2
Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com>

* Review comments-3
Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com>

* Cleanup
Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com>

* Change for New API
Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com>

* Remove unnecessary clone for D_scale, D_amax
Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com>

* Avoid Roll for AMAX history size = 1
Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com>

* Update onnx_te_gemm API
Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com>

* Fix Lint errors
Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com>

---------
Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com>

14198f20

remove d2d copies (#64) · 58f19082

Kirthi Shankar Sivamani authored Feb 02, 2023



* remove d2d copies
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* cleanup
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

---------
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

58f19082

31 Jan, 2023 1 commit
- Address steady memory increase and bloated checkpoints (#63) · c126396b
  Kirthi Shankar Sivamani authored Jan 31, 2023
```
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
```
  c126396b
27 Jan, 2023 2 commits
- Fix the integer overflow in fused softmax (#60) · f63b27e8
  Przemyslaw Tredak authored Jan 27, 2023
```
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
```
  f63b27e8
- Add docs for FP8 calibration (#61) · b67fe451
  Kirthi Shankar Sivamani authored Jan 27, 2023
```
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
```
  b67fe451
26 Jan, 2023 1 commit

Numerics fix from #40 (#59) · 677de00d

Kirthi Shankar Sivamani authored Jan 25, 2023



Stats and dgrad bug fix
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

677de00d

25 Jan, 2023 1 commit

Bug fixes from #40 (#58) · f985db38

Kirthi Shankar Sivamani authored Jan 25, 2023



* Fix conflict from #40
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Bug fix
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

f985db38

24 Jan, 2023 1 commit

Schetlur/fp8 calibration (#40) · 7fc079a4

schetlur-nv authored Jan 24, 2023



* Initial commit for fp8 calibration.
Signed-off-by: Sharan Chetlur <schetlur@dlcluster.nvidia.com>

* Fixes to make unit tests pass
Signed-off-by: Sharan Chetlur <schetlur@dlcluster.nvidia.com>

* Added test and finished implementation
Signed-off-by: Sharan Chetlur <schetlur@nvidia.com>

* Cleaning up handling of save_for_backward in Linear
Signed-off-by: Sharan Chetlur <schetlur@nvidia.com>

* Removing commented lines
Signed-off-by: Sharan Chetlur <schetlur@nvidia.com>

* Minor fix to mnist test.
Signed-off-by: Sharan Chetlur <schetlur@nvidia.com>

* Pylint cleanup
Signed-off-by: Sharan Chetlur <schetlur@nvidia.com>

* Moving stats computation to the forward pass instead of pre_forward, and extending to all other layers
Signed-off-by: Sharan Chetlur <schetlur@nvidia.com>

* Pylint cleanup
Signed-off-by: Sharan Chetlur <schetlur@nvidia.com>

* Pylint cleanup.
Signed-off-by: Sharan Chetlur <schetlur@nvidia.com>

* Fixing unit test failures.
Signed-off-by: Sharan Chetlur <schetlur@nvidia.com>

* Misc changes
Signed-off-by: Sharan Chetlur <schetlur@nvidia.com>

* Fixing bad indentation from master merge and moving some code into the needs_stats conditional
Signed-off-by: Sharan Chetlur <schetlur@nvidia.com>
Signed-off-by: Sharan Chetlur <schetlur@dlcluster.nvidia.com>
Signed-off-by: Sharan Chetlur <schetlur@nvidia.com>
Signed-off-by: schetlur-nv <116769508+schetlur-nv@users.noreply.github.com>
Co-authored-by: Sharan Chetlur <schetlur@dlcluster.nvidia.com>

7fc079a4