GitLab

* uneql rank.

* trim.

* enable passing in number of heads for each rank.

* simplify.

* simplify.

* cleanup.

* fix col parallel.

* fix bug with row parallel.

* fit out proj.

* refac.

* fix sharding logic.

* refac sharding.

* refac.

* support multiple of.

* make fn reuseable.

* fix bug in dimensions.

* scaffold.

* test uneven heads.

* fix test by adding barrier.

* refac.

* reuse code.

* clean up.

* prelim.

* add hf convertion fn.

* mlp.

* change name.

* fix bug.

* inverse permute.

* change comment.

* revert style changes.

* fix.

* add doc.

* revert.

* enable load safe.

* fix safe load.

* fix import.

* fix typing-related lints.

* fix ckpt loading logic.

* make single gpu work.

* test with parallel.

* ckpt format.

* enable pretrained state dict.

* remove unused imports.

* remove unused.

* mark idea related.

* piercefreeman-feature/demo-wheels: (25 commits)
  Install standard non-wheel package
  Remove release creation
  Build wheel on each push
  Isolate 2.0.0 & cuda12
  Clean setup.py imports
  Remove builder project
  Bump version
  Add notes to github action workflow
  Add torch dependency to final build
  Exclude cuda erroring builds
  Exclude additional disallowed matrix params
  Full version matrix
  Add CUDA 11.7
  Release is actually unsupported
  echo OS version
  Temp disable deploy
  OS version build numbers
  Restore full build matrix
  Refactor and clean of setup.py
  Strip cuda name from torch version
  ...

Merge branch 'feature/demo-wheels' of https://github.com/piercefreeman/flash-attention into piercefreeman-feature/demo-wheels

* 'feature/demo-wheels' of https://github.com/piercefreeman/flash-attention: (25 commits)
  Install standard non-wheel package
  Remove release creation
  Build wheel on each push
  Isolate 2.0.0 & cuda12
  Clean setup.py imports
  Remove builder project
  Bump version
  Add notes to github action workflow
  Add torch dependency to final build
  Exclude cuda erroring builds
  Exclude additional disallowed matrix params
  Full version matrix
  Add CUDA 11.7
  Release is actually unsupported
  echo OS version
  Temp disable deploy
  OS version build numbers
  Restore full build matrix
  Refactor and clean of setup.py
  Strip cuda name from torch version
  ...

* Bump version to 2.0.2
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

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

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

* Add RNG state to kernel launch params
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Save seed and offset for backward
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Single thread write to global mem
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* compute_dq_dk_dv_1colblock get seed and offset from launch params
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* compute_dq_dk_dv_1rowblock get seed and offset from launch params
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Change forward c++ APIs to save RNG state for backward
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Change backward c++ APIs to set RNG state for bprop launcher
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

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

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

* Bug fix; only save seeds instead of full offset
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Account for 3D grid size
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

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