Commits · 5d5fe819b8d848b1cddcb4c10eba453356c901f4 · OpenDAS / TransformerEngine

20 Aug, 2024 1 commit

feat(pytorch): Allow TransformerLayer and MultiheadAttention to accept... · 5d5fe819

hXl3s authored Aug 20, 2024


feat(pytorch): Allow TransformerLayer and MultiheadAttention to accept sequence length parameters (#1066)

* Added ability for seqlen for transformer and mha layer
Signed-off-by: Lukasz Pierscieniewski <lukaszp@nvidia.com>

* Documentation for new parameters
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* Add tests for THD layout, assert for THD layout with KV-Cache
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* Fixed tests
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* Move THD logic in shape calculation, add missing optional in params
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* Skip the THD test on GPUs older than Ampere
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5d5fe819

16 Aug, 2024 2 commits

[PyTorch] Support dtype casting in fused adam (#977) · 4edcff57

Shijie authored Aug 17, 2024



* support dtype casting fusion in FusedAdam
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* minor changes
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4edcff57

Add a CP implementation variant with KV all-gather. (#1060) · 30407856

Xiaowei Ren authored Aug 16, 2024



* add window_size to AttnFuncWithCP
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* add seq_offsets_qkvo for cudnn thd
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* remove a thd assert
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* fix bias for thd test
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* fix seq_offsets inputs
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30407856

13 Aug, 2024 2 commits

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

Charlene Yang authored Aug 13, 2024



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88c0c914

[PyTorch] Merge `k_channels` and `v_channels` back to `kv_channels` (#1094) · b8d453ef

Charlene Yang authored Aug 13, 2024



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b8d453ef

10 Aug, 2024 1 commit

[PyTorch] Branching operations (#1027) · e0aa7992

Tim Moon authored Aug 09, 2024



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e0aa7992

09 Aug, 2024 2 commits

[PyTorch] Reduce the CPU overheads of `GroupedLinear` (#1072) · 8b326059

Xin Yao authored Aug 10, 2024



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8b326059

[C/PyTorch] Fixed incorrect use of `torch.distributed.new_group()` when... · fa4b866d

Alp Dener authored Aug 09, 2024


[C/PyTorch] Fixed incorrect use of `torch.distributed.new_group()` when creating intra-node group in `initialize_ub()` (#1087)

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fa4b866d

06 Aug, 2024 1 commit

[C/PyTorch] Add support for multi-latent attention (MLA) (#1039) · 87939be1

Charlene Yang authored Aug 06, 2024



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87939be1

01 Aug, 2024 2 commits

Fix context parallelism implementation with THD format (#1012) · 9c127ef5

Xiaowei Ren authored Aug 01, 2024



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9c127ef5

[Bugfix] Fixes for multi-stream cuBLAS (#1045) · 70117306

Xin Yao authored Aug 01, 2024



* fix workspaces and unfused bias in multi-stream cuBLAS

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70117306

31 Jul, 2024 1 commit

[pyTorch] Fix wrong results for noncontiguous input (#1017) · e113bf84

Przemyslaw Tredak authored Jul 31, 2024



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e113bf84

30 Jul, 2024 1 commit
- [pytorch] removed unused import causing CI failures in fused attention (#1058) · 54c1cfad
  Kirthi Shankar Sivamani authored Jul 30, 2024
```
Rm unused import causing CI failures
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
```
  54c1cfad
23 Jul, 2024 1 commit

[PyTorch] Fixing hang in `initialize_ub()` for multi-node runs after PR901... · 5ee98175

Alp Dener authored Jul 23, 2024


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5ee98175

17 Jul, 2024 1 commit

[PyTorch] Add option to pass kwargs to CUDA graph module (#945) · e39674b9

Tim Moon authored Jul 17, 2024



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e39674b9

10 Jul, 2024 1 commit

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

Charlene Yang authored Jul 10, 2024



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8e039fdc

09 Jul, 2024 1 commit

[PyTorch] Prototype for operation-based API (#707) · a3df1d73

Tim Moon authored Jul 09, 2024



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a3df1d73

03 Jul, 2024 1 commit

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

Charlene Yang authored Jul 03, 2024



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56e0b351

01 Jul, 2024 1 commit

Update FE to 1.5.2 and miscellaneous fixes (#975) · 67b67432

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67b67432

26 Jun, 2024 2 commits

[PyTorch] Disable THD tests on architectures lower than sm90 (#973) · 46bc37d0

Charlene Yang authored Jun 26, 2024



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46bc37d0

Replace functools cache with lru_cache (#967) · 38524f71
Tim Moon authored Jun 26, 2024
```
cache was added in Python 3.9.
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38524f71

25 Jun, 2024 1 commit

[Common/PyTorch] Grouped GEMM via multi-stream cuBLAS (#853) · a4e95e86

Xin Yao authored Jun 25, 2024



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a4e95e86

18 Jun, 2024 1 commit

[C/PyTorch] Simplify THD offset tensors (#927) · 70d3251f

Charlene Yang authored Jun 18, 2024



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70d3251f

15 Jun, 2024 1 commit

[PyTorch] Adjust checkpointing of FP8 metadata for attention (#917) · fe5aa604

Charlene Yang authored Jun 15, 2024



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fe5aa604

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

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

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 attn doc
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43569381

12 Jun, 2024 1 commit

remove code duplication in a test (#915) · 793a54bf

rybakov authored Jun 12, 2024


Signed-off-by: Oleg Rybakov <orybakov@nvidia.com>
Co-authored-by: Oleg Rybakov <orybakov@nvidia.com>

793a54bf

10 Jun, 2024 1 commit

[PyTorch] Add support for cuDNN FusedAttention + THD + CP (#885) · f68df153

Xiaowei Ren authored Jun 10, 2024



* add seq_offsets_qkvo for cudnn thd
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* add seq_offsets_qkvo to AttnFuncWithCP
Signed-off-by: Xiaowei Ren <xren@nvidia.com>

* fix seq_offsets calculation of cudnn thd
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* remove a thd assert
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* fix bias for thd test
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* add thd test for cudnn FA with CP
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* skip GQA/MQA test for cuDNN THD
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* make sure seq_offsets are computed with qkv_group of hd_hd_hd while CP>1
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* fix seq_offsets inputs
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* remove two comments
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* fix attn mask type for cudnn thd with cp
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f68df153

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
03 Jun, 2024 1 commit

[PyTorch] Add CUDA graph tests with FP8 weight caching (#869) · 868c7d30

Tim Moon authored Jun 03, 2024



* Modify CUDA graph tests to use grad accumulation steps
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868c7d30

30 May, 2024 3 commits

[C/PyTorch] Add THD support for cuDNN attention (#832) · e9606077

Charlene Yang authored May 30, 2024



* add THD support
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* add seq_offsets_o and use new offset calculation
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e9606077

[PyTorch] Move FusedAdam/FusedSGD and necessary kernels from Apex to TE (#867) · e8a17d1e

Xin Yao authored May 30, 2024



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e8a17d1e

[PyTorch] Refactor FP8 workspaces in linear modules (#820) · b1a0e0a7

Tim Moon authored May 29, 2024



* Initial refactor of FP8 workspaces in Linear module
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* Remove extra kernel launch
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* Minor perf optimizations

Tensor base class functions in Float8Tensor have significant overhead.
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* Fix Pylint warnings
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---------
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b1a0e0a7

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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Signed-off-by: root <root@ipp2-0037.nvidia.com>

* Tutorial updated but not complete yet.
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66736890

22 May, 2024 1 commit

[Common] Added Alignment Requirements for CuBLAS heuristics (#845) · 01801633

Phuong Nguyen authored May 21, 2024



* added alignment requirements for CuBLAS heuristics
Signed-off-by: Phuong Nguyen <phuonguyen@nvidia.com>

* minor rewords
Signed-off-by: Phuong Nguyen <phuonguyen@nvidia.com>

* added unit test for gemm with unaligned inputs
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* added pytest skip if fp8 is not available
Signed-off-by: Phuong Nguyen <phuonguyen@nvidia.com>

* changed offset so that it has alignment with 128
Signed-off-by: Phuong Nguyen <phuonguyen@nvidia.com>

---------
Signed-off-by: Phuong Nguyen <phuonguyen@nvidia.com>

01801633

20 May, 2024 1 commit

[PyTorch] Fixed bug with loading calibrated weights (#771) · 115a27ef

Paweł Gadziński authored May 20, 2024



* Calibration fix
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

* Lint fix
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

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

115a27ef

17 May, 2024 1 commit

[PyTorch/Jax] Fix attention mask definition, and sliding window for decoder (#818) · 67bc399d

Charlene Yang authored May 17, 2024



* fix inconsistency for attn mask; now True means participating in attn
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* fix sliding window window_size for decoder+padding combination
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* fix jax lint
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* revert pytorch mask changes; some kept in tests
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* revert to jax fused attn on main
Signed-off-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>

* inverse mask logic for get_cu_seqlens/_and_indices in PyTorch implementation and mask generation in unit tests
Signed-off-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>

* temporarily disable update_weight_scale_inv
Signed-off-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>

* enforce window_size for decoder
Signed-off-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>

* add docstring for mask definition 1-mask out;0-keep
Signed-off-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>

* add aux_ctx_tensors to save_for_backward
Signed-off-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>

* tweak make_decoder_mask and make_mask in jax tests
Signed-off-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>

* skip dBias for shapes other than 1HSS; otherwise dq/dk/dv NaNs
Signed-off-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>

* expand attn_biases from list to variables in save_for_backward
Signed-off-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>

* fix use of variable before assignment in jax dact_lu
Signed-off-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>

* remove window size definition for decoder
Signed-off-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>

* add change notes in README for padding mask in PyTorch
Signed-off-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>

* tweak padding mask notes in README
Signed-off-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>

* expand list to tensors for save_for_backwards
Signed-off-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>

---------
Signed-off-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>
Signed-off-by: cyanguwa <8636796+cyanguwa@users.noreply.github.com>

67bc399d

16 May, 2024 1 commit

[Pytorch] Added squared ReLU implementation (#846) · 53a3bc35

Phuong Nguyen authored May 16, 2024



* added squared relu in te-torch
Signed-off-by: Phuong Nguyen <phuonguyen@nvidia.com>

---------
Signed-off-by: Phuong Nguyen <phuonguyen@nvidia.com>

53a3bc35

13 May, 2024 1 commit

Add THD format support for Context Parallel (#641) · 476f659e

Kunlun Li authored May 14, 2024


Signed-off-by: kunlunl <kunlunl@nvidia.com>
Co-authored-by: cyanguwa <8636796+cyanguwa@users.noreply.github.com>

476f659e