Commits · 047a50722780e7b647f9107783e210021190edc3 · OpenDAS / TransformerEngine

29 Aug, 2024 1 commit

[PyTorch] Remove `dtype` from args of permutation (#1145) · 8ddac3df

Xin Yao authored Aug 30, 2024



* remove dtype from args
* update docs with permutation ops

---------
Signed-off-by: Xin Yao <xiny@nvidia.com>

8ddac3df

19 Aug, 2024 1 commit
- Remove the commit hash from the release documentation (#1118) · 350a4ff1
  Przemyslaw Tredak authored Aug 19, 2024
```
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```
  350a4ff1
14 Aug, 2024 1 commit

Bump minimum CUDA version to 12.0 (#1103) · cc329b79

Tim Moon authored Aug 14, 2024



* Bump minimum CUDA version to 12.0
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* Debug CUDA version check
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* Debug CMake build
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* Review suggestions from @ksivaman and @ptrendx

Remove logic for CUDA <12.0 in PyTorch and Paddle builds. Update version in docs and README.
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* [pre-commit.ci] auto fixes from pre-commit.com hooks

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cc329b79

13 Aug, 2024 1 commit

[PyTorch] Update docs/example and benchmarks/ scripts (#1075) · 88c0c914

Charlene Yang authored Aug 13, 2024



* update example/benchmark scripts
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* fix head_dim after MLA
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* update notebook
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88c0c914

02 Aug, 2024 1 commit

Link attention docs to the main docs and fix errors reported by Sphinx (#1062) · 098e3006

Przemyslaw Tredak authored Aug 01, 2024



* Link attention docs to the main docs and fix errors reported by Sphinx
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* Lower the version of nbsphinx
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* More fixes
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* Change the URL of example_attention.py to GitHub
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* More fixes in the attention tutorial
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---------
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098e3006

10 Jul, 2024 1 commit

Add cuDNN sliding window and set_deterministic_algorithm (#992) · 8e039fdc

Charlene Yang authored Jul 10, 2024



* add cuDNN swa
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* fix SWA
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* add set_deterministic and minor fixes for swa
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* add AttentionParams
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* change window_size to int64_t; fix swa/determinism tests; cache _attention_backends
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* add window_size to get_backend; fix jax and paddle
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* minor fixes; add set_deter to bwd_impl
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* fix unit tests
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* fix FP8 tests due to determinism
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* add support matrix for SWA and bias
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* minor fixes and lint
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* minor fixes
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* add wording on window_size special cases
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* minor tweak on wording
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* fix jax assertion error
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* fix wording
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* call bwd with deterministic=true for jax/paddle
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* add determinism words in documentation
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8e039fdc

09 Jul, 2024 1 commit

Add test for building without support for any DL frameworks (#974) · 33dbf62b

Tim Moon authored Jul 09, 2024



* Add test for building with no DL frameworks
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* Use NGC container for HPC SDK

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* Install dependencies in NGC CUDA container
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* Install CMake
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* Install ninja
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* Remove ninja
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* Build with 4 parallel processes
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* Maximize parallelism in GitHub builds
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* Reduce number of PyTorch parallel build jobs
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33dbf62b

03 Jul, 2024 1 commit

[C/PyTorch] Add support for bottom-right-diagonal causal mask (#960) · 56e0b351

Charlene Yang authored Jul 03, 2024



* update to FE 1.5.1 and add bottom right causal
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* adjust logic for backend selection
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* update FE to 1.5.2
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* add get_attention_backend function
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* update get_attention_backend
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* minor fixes for unfused, get_backend, etc
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* Update transformer_engine/pytorch/attention.py
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* fix cpu offload
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* minor fixes for get_attention_backend
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* explicitly skip FP32 and padding tests because there is no support
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* minor fix for window size check
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56e0b351

14 Jun, 2024 2 commits

Apply formatting (#929) · 9416519d

Kirthi Shankar Sivamani authored Jun 13, 2024



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

* Apply formatting
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---------
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9416519d

Add documentation for dot product attention (#889) · 43569381

Charlene Yang authored Jun 13, 2024



* add attention docs
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* WIP: update attention doc
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* WIP: update attention doc
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* WIP: update attention doc
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* WIP: update attn doc
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* WIP: update attn doc
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* WIP: update attn doc
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* WIP: update attention doc
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* first draft
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* minor tweak to first draft
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* clean up pictures
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* minor fixes
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* add logging info/debug
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43569381

12 Jun, 2024 1 commit

[JAX] Rewrite the Format of FP8 Meta and Remove unused ShardingTypes. (#842) · dff11340

Ming-Xu Huang authored Jun 12, 2024



* Reformat FP8 Meta

1. Reformat FP8 meta to be one-set-per-tensor.
2. Remove fp8_max and scale_inv.
3. Remove unused functions in fp8.py
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* Fix unit-tests
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* Remove ShardingType and MajorShardingType
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* Fix lint errors
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* Fixed unittests.
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* Rename few variables.
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* Add jit to update_amax_list
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* Fixed naming error in LayernormMLP
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* Fixed bugs in test_distributed_layernorm_mlp.py
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---------
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dff11340

07 Jun, 2024 1 commit

Remove interval arg from recipe (#892) · d75db5f7

Kirthi Shankar Sivamani authored Jun 07, 2024



* Remove interval arg from recipe
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* Remove usage of interval and use explicit kwarg for testing recipes
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---------
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d75db5f7

06 Jun, 2024 1 commit
- Build system refactor for wheels (#877) · c1b915ae
  Kirthi Shankar Sivamani authored Jun 06, 2024
```
Cleanup
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
```
  c1b915ae
01 Jun, 2024 1 commit

Added comments about Llama3 weights to Llama tutorial (#830) · 8b210490

Paweł Gadziński authored May 31, 2024



* Llama 3 update
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* Times update
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* Times update
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* utils.py fix
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* utils.py fix
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* utils.py fix
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* small fixes
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* small fix
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* small fix
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* add llama 3 vs llama 2 distinctions
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* paraphrasing and corrected facts
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* fix
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* fix
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8b210490

29 May, 2024 1 commit

New NVIDIA footer in documentation (#876) · 4e30bc4b

Przemyslaw Tredak authored May 29, 2024



* Change the documentation footer
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* Update docs toolchain versions
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4e30bc4b

28 May, 2024 1 commit

Use correct FP8 group in multi-GPU docs (#852) · 9ff2c076

Tim Moon authored May 28, 2024



* Use correct FP8 group in multi-GPU docs

FP8 process group should be tensor-parallel group
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* Synchronize FP8 scales over world group in multi-GPU docs
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---------
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9ff2c076

25 May, 2024 1 commit

Different dimension for attention (#833) · 66736890

Paweł Gadziński authored May 24, 2024



* Fixed Llama tutorial. Changed batch size and added fused=True.
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* fixed whitespace
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* Comments
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* Small bug fix
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* lint fix and resolved conflict
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* Lint fix, hopefully last
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66736890

12 Apr, 2024 1 commit

[PyTorch] cuda graph support (#575) · 73f8d90f

Kirthi Shankar Sivamani authored Apr 12, 2024



* FP8 cuda graphs
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* Fix numerics
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* exclude torch compile from numerics tests
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

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

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

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

* rm fusion from unfused path
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

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

73f8d90f

31 Mar, 2024 1 commit

Llama tutorial fixes (#730) · 16a469df

Paweł Gadziński authored Mar 31, 2024



Llama tutorial fixes - all
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>
Co-authored-by: Pawel Gadzinski <pgadzinski@nvidia.com>

16a469df

20 Mar, 2024 1 commit

Llama accelerate tutorial (#720) · c38779be

Sudhakar Singh authored Mar 20, 2024



* tutorial and doc fixes
Signed-off-by: Sudhakar Singh <sudhakars@nvidia.com>

* remove extra code
Signed-off-by: Sudhakar Singh <sudhakars@nvidia.com>

* fix typos
Signed-off-by: Sudhakar Singh <sudhakars@nvidia.com>

---------
Signed-off-by: Sudhakar Singh <sudhakars@nvidia.com>

c38779be

01 Mar, 2024 1 commit
- Create a small tutorial on how to accelerate HF Llama models with Transformer-Engine (#615) · 0bd84ed9
  Sudhakar Singh authored Feb 29, 2024
  
  0bd84ed9
22 Feb, 2024 1 commit

[JAX] Refine MHA API and add DPA API (#653) · 9b2fed51

Reese Wang authored Feb 23, 2024



* Refine MHA API
Signed-off-by: Reese Wang <rewang@nvidia.com>

* Reuse func from the flax
Signed-off-by: Reese Wang <rewang@nvidia.com>

* DPA draft
Signed-off-by: Reese Wang <rewang@nvidia.com>

* qkv packed draft
Signed-off-by: Reese Wang <rewang@nvidia.com>

* Fix test_layer with fused attn
Signed-off-by: Reese Wang <rewang@nvidia.com>

* Add attn_bias_type and enhance a few code flow
Signed-off-by: Reese Wang <rewang@nvidia.com>

* Move scale_factor from __call__ to init
Signed-off-by: Reese Wang <rewang@nvidia.com>

* Enhance the docs
Signed-off-by: Reese Wang <rewang@nvidia.com>

* Add DPA public API and tests
Signed-off-by: Reese Wang <rewang@nvidia.com>

* Refine docs
Signed-off-by: Reese Wang <rewang@nvidia.com>

* Refine docs
Signed-off-by: Reese Wang <rewang@nvidia.com>

* Fix conflict
Signed-off-by: Reese Wang <rewang@nvidia.com>

* Add qkv separate fused attn
Signed-off-by: Reese Wang <rewang@nvidia.com>

* Apply BSHD_BSHD_BSHD format
Signed-off-by: Reese Wang <rewang@nvidia.com>

* Remove debug log
Signed-off-by: Reese Wang <rewang@nvidia.com>

* Add fused attention layer tests
Signed-off-by: Reese Wang <rewang@nvidia.com>

* Add NVTE_FUSED_ATTN docs
Signed-off-by: Reese Wang <rewang@nvidia.com>

* Fine-grained fused attn settings
Signed-off-by: Reese Wang <rewang@nvidia.com>

* Remove the default value of num_attetnion_head and head_dim
Signed-off-by: Reese Wang <rewang@nvidia.com>

* Add teardown for fused attn env
Signed-off-by: Reese Wang <rewang@nvidia.com>

* Unify the Optional notation
Signed-off-by: Reese Wang <rewang@nvidia.com>

* Fix Pre/Post scale bias comments
Signed-off-by: Reese Wang <rewang@nvidia.com>

* Add no_mask tests
Signed-off-by: Reese Wang <rewang@nvidia.com>

* Add checkpoint_name for fused attn
Signed-off-by: Reese Wang <rewang@nvidia.com>

* Fix the fused attn batcher
Signed-off-by: Reese Wang <rewang@nvidia.com>

---------
Signed-off-by: Reese Wang <rewang@nvidia.com>

9b2fed51

08 Feb, 2024 1 commit
- Update example to use new TE_DType path (#660) · 379c1ee3
  Quentin Anthony authored Feb 08, 2024
```
Signed-off-by: Quentin Anthony <qganthony@yahoo.com>
```
  379c1ee3
02 Feb, 2024 1 commit

[JAX] Support SP + RoPE + GeLU (#602) · ce163f9e

Ming-Xu Huang authored Feb 03, 2024



* Adding support of sequence parallelism
Signed-off-by: Ming Huang <mingh@nvidia.com>

* Adding RoPE
Signed-off-by: Ming Huang <mingh@nvidia.com>

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

* Rnaming FSDP outer env var
Signed-off-by: Ming Huang <mingh@nvidia.com>

* Poring RoPE to Praxis layers.
Signed-off-by: Ming Huang <mingh@nvidia.com>

* Porting GeLU + [FP8 Cast].
Signed-off-by: Ming Huang <mingh@nvidia.com>

* WAR to make XLA successfully match FP8 GEMM on FFN1 with GeLU.
Signed-off-by: Ming Huang <mingh@nvidia.com>

* Allowing arbitrary dimension of NVShape for the workspace allocation
Signed-off-by: Ming Huang <mingh@nvidia.com>

* Adding checkpoint_name to fused functions of mlp.py to get better perf with nn.scan.
Signed-off-by: Ming Huang <mingh@nvidia.com>

* Modify with review feedback.
Signed-off-by: Ming Huang <mingh@nvidia.com>

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

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

* Fixed for lint
Signed-off-by: Ming Huang <mingh@nvidia.com>

* Follow review feedback to modify code.
Signed-off-by: Ming Huang <mingh@nvidia.com>

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

* Port SP to Praxis
Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>

* Fix an issue when enabling both GQA and RoPE.
Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>

* Update docs
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>

ce163f9e

21 Jan, 2024 1 commit

Activation offloading to CPU's for the Linear, Layernorm Linear and the... · f196d14b

Selvaraj Anandaraj authored Jan 21, 2024


Activation offloading to CPU's for the Linear, Layernorm Linear and the Layernorm MLP modules (#571)

* Added support activation offloading to CPU's
Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>

* Moving CPU offloading library to TE
Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>

* Restructured code, added switch to choose between weight/activation offloading
Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>

* Removed arg during constructor
Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>

* Fix nit-pick errors
Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>

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

* Fix to the code block in docs
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* Added offloading unit test
Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>

* Fixed formatting
Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>

* wgrad fusion fix, minor errors and lint
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

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

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

* Fixed stray PyT tensors in LayernormMLP getting offloaded
Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>

* Fixed typi
Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>

* Fix offloading for rmsnorm, rm test
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

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

* Float8Tensor compatible offloading
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

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

---------
Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Co-authored-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Przemyslaw Tredak <ptredak@nvidia.com>
Co-authored-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

f196d14b

19 Jan, 2024 1 commit
- chore: Fix multiple typos (#613) · b4b8ae7b
  hugo-syn authored Jan 19, 2024
```
Signed-off-by: hugo-syn <hugo.vincent@synacktiv.com>
```
  b4b8ae7b
03 Jan, 2024 1 commit
- Change the copyright to include 2024 (#583) · cd798c97
  Przemyslaw Tredak authored Jan 02, 2024
```
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
```
  cd798c97
16 Dec, 2023 1 commit
- Update default value in the recipe docs (#550) · 9020344b
  Przemyslaw Tredak authored Dec 16, 2023
```
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
```
  9020344b
06 Dec, 2023 1 commit

Update README.md - Latest News section (#554) · 14c51e62

Santosh Bhavani authored Dec 06, 2023



* Add H200 perf non-alpha image
Signed-off-by: Santosh Bhavani <santosh@semantic.md>

* Update README.rst - non-transparent H200 plot
Signed-off-by: Santosh Bhavani <santosh@semantic.md>

---------
Signed-off-by: Santosh Bhavani <santosh@semantic.md>

14c51e62

04 Dec, 2023 1 commit
- Update doc to match with latest code. (#511) · 5debfdb3
  Zhenhuan Liu authored Dec 05, 2023
```
Signed-off-by: Zhenhuan Liu <nkulzh16@gmail.com>
```
  5debfdb3
31 Oct, 2023 1 commit

[PyTorch] Experimental FP8 tensor class (#452) · b1820c44

Tim Moon authored Oct 31, 2023



* Experimental FP8 tensor
Co-authored-by: Tim Moon <tmoon@nvidia.com>
Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Co-authored-by: Przemyslaw Tredak <ptrendx@gmail.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Add fp8 tensor to ci test
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

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

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

* Default to FP8 usage
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

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

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

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

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

* Debug transpose caching

Handle case where transpose cache is updated externally.
Signed-off-by: Tim Moon <tmoon@nvidia.com>

* Rename FP8GlobalStateManager.with_fp8_parameters
Signed-off-by: Tim Moon <tmoon@nvidia.com>

* remove Float8Tensor from import API
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Avoid caching FP8 transposes if not required
Signed-off-by: Tim Moon <tmoon@nvidia.com>

* Fix import error in FP8 tensor tests
Signed-off-by: Tim Moon <tmoon@nvidia.com>

* Fix tranpose caching and checkpointing bug
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Improve caching and fix distopt case
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Update transformer_engine/pytorch/float8_tensor.py
Signed-off-by: Tim Moon <4406448+timmoon10@users.noreply.github.com>

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

* Fix cache reset bug
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Store FP8 attributes in dict

Easier for multiple tensors to share, e.g. detached tensors.
Signed-off-by: Tim Moon <tmoon@nvidia.com>

* Make sure scale_inv is 1D tensor
Signed-off-by: Tim Moon <tmoon@nvidia.com>

* Make sure scale_inv is 1D tensor
Signed-off-by: Tim Moon <tmoon@nvidia.com>

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

* Set default fp8 data type
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

---------
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Signed-off-by: Tim Moon <tmoon@nvidia.com>
Signed-off-by: Tim Moon <4406448+timmoon10@users.noreply.github.com>
Co-authored-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Co-authored-by: Przemyslaw Tredak <ptrendx@gmail.com>

b1820c44

24 Oct, 2023 2 commits

Document how to install a specific PR. (#488) · 7a025c6b
Frédéric Bastien authored Oct 24, 2023
```
Signed-off-by: Frederic Bastien <fbastien@nvidia.com>
```
7a025c6b

[paddle] add documentation (#489) · 4d1f92df

Kirthi Shankar Sivamani authored Oct 24, 2023



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

* minor fix
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>

4d1f92df

19 Oct, 2023 1 commit
- [PyTorch] rm unused docs (#484) · 136acacb
  Kirthi Shankar Sivamani authored Oct 19, 2023
```
RM unused docs
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
```
  136acacb
17 Oct, 2023 1 commit
- Improve documentation (#478) · 0963020f
  Kirthi Shankar Sivamani authored Oct 16, 2023
```
Improve docs
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
```
  0963020f
12 Oct, 2023 1 commit

[PyTorch] RNG state support for model parallelism (#473) · 8e757a45

Kirthi Shankar Sivamani authored Oct 12, 2023



* Add class for RNG state tracker.
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

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

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

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

8e757a45

11 Oct, 2023 2 commits
- Remove TF support (#467) · 1f4c3979
  Kirthi Shankar Sivamani authored Oct 11, 2023
```
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
```
  1f4c3979
- [PyTorch] Inference params (KV cache) support (#466) · d7511ec4
  Kirthi Shankar Sivamani authored Oct 11, 2023
```
Inference params support
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
```
  d7511ec4
19 Aug, 2023 1 commit

PyTorch MultiheadAttention API (#387) · 8aa2da17

Kirthi Shankar Sivamani authored Aug 19, 2023



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

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

* Expose MultiheadAttention for import
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Expand mask type and add no mask numerical test
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

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

8aa2da17

27 Jul, 2023 1 commit

Exposing RMSNorm in pyTorch (#306) · fdc09f42

Przemyslaw Tredak authored Jul 27, 2023



* 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>

fdc09f42