GitLab

* fix tune integration for ray 2.7+
Signed-off-by: Justin Yu <justinvyu@anyscale.com>

* add version check for ray tune backend availability
Signed-off-by: Justin Yu <justinvyu@anyscale.com>

* missing import
Signed-off-by: Justin Yu <justinvyu@anyscale.com>

* pin min version instead
Signed-off-by: Justin Yu <justinvyu@anyscale.com>

* address comments
Signed-off-by: Justin Yu <justinvyu@anyscale.com>

* some fixes
Signed-off-by: Justin Yu <justinvyu@anyscale.com>

* fix unnecessary final checkpoint
Signed-off-by: Justin Yu <justinvyu@anyscale.com>

* fix lint
Signed-off-by: Justin Yu <justinvyu@anyscale.com>

* dep table fix
Signed-off-by: Justin Yu <justinvyu@anyscale.com>

* fix lint
Signed-off-by: Justin Yu <justinvyu@anyscale.com>

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Signed-off-by: Justin Yu <justinvyu@anyscale.com>

* dvclive callback: warn instead of fail when logging non-scalars

* tests: log lr as scalar

* dvclive trainer callback

* style fixes

* dvclive link fixes

Add missing spaces in adjacent strings

* remove SharedDDP as it was drepracated

* apply review suggestion

* make style

* Oops,forgot to remove the compute_loss context manager in Seq2SeqTrainer.

* remove the unnecessary conditional statement

* keep the logic of IPEX

* clean code

* mix precision setup & make fixup

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Co-authored-by: statelesshz <jihuazhong1@huawei.com>

don't close clearml task if it was created externally

* enable optuna multi-objectives feature
Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* Apply suggestions from code review
Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* update hpo doc

* update docstring
Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* extend direction to List[str] type
Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* Update src/transformers/integrations/integration_utils.py
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

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Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>
Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

fix
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>

* move deepspeed to `lib_integrations.deepspeed`

* more refactor

* oops

* fix slow tests

* Fix docs

* fix docs

* addess feedback

* address feedback

* final modifs for PEFT

* fixup

* ok now

* trigger CI

* trigger CI again

* Update docs/source/en/main_classes/deepspeed.md
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* import from `integrations`

* address feedback

* revert removal of `deepspeed` module

* revert removal of `deepspeed` module

* fix conflicts

* ooops

* oops

* add deprecation warning

* place it on the top

* put `FutureWarning`

* fix conflicts with not_doctested.txt

* add back `bitsandbytes` module with a depr warning

* fix

* fix

* fixup

* oops

* fix doctests

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Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* stringify config

* apply code formatting

* Fully rebased solution

* 500

fix: store training args to wandb config without sanitization.

Allows resuming runs by reusing the wandb config.
Co-authored-by: Bharat Ramanathan <ramanathan.parameshwaran@gohuddl.com>

* fix

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Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>

* Refactor hyperparameter search backends

* Simpler refactoring without abstract base class

* black

* review comments:
specify name in class
use methods instead of callable class attributes
name constant better

* review comments: safer bool checking, log multiple available backends

* test ALL_HYPERPARAMETER_SEARCH_BACKENDS vs HPSearchBackend in unit test, not module. format with black.

* copyright

tensorboard callback no longer adds hparams

* initial flyte callback

* lint

* logs should still be saved to Flyte even if pandas isn't install (unlikely)

* cr - flyte team

* add docs for Flytecallback

* fix doc string - cr sgugger

* Apply suggestions from code review

cr - sgugger fix doc strings
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

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Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* [neptune] fix checkpoint bug with relative out_dir

* update imports

* reformat with black

* check neptune without imports

* fix typing-related issue

* run black on code

* use os.path.sep instead of raw \

* simplify imports and remove type annotation

* make ruff happy

* apply review suggestions

* replace run with with_id kwarg to run

* update imports to avoid deprecation warnings for the latest client

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Co-authored-by: kshitij12345 <kshitijkalambarkar@gmail.com>

* update NeptuneCallback docstring

* formatting

* apply make style

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Co-authored-by: Aleksander Wojnarowicz <alwojnarowicz@gmail.com>

Fixes #22429

* [neptune] fix checkpoint bug with relative out_dir

* update imports

* reformat with black

* check neptune without imports

* fix typing-related issue

* run black on code

* use os.path.sep instead of raw \

* simplify imports and remove type annotation

* make ruff happy

* apply review suggestions

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Co-authored-by: Aleksander Wojnarowicz <alwojnarowicz@gmail.com>

* return analysis for hyperparameter_search with ray backend

* Revert "return analysis for hyperparameter_search with ray backend"

This reverts commit cd5179070930e03020d96d98eb51dec3eb21ef75.

* add run_summary attribute to BestRun and return analysis for ray backend

* fix typo

* add doc for run_summary for ray backend

* Added clearml pipeline fix for when task is already initialized

* Correctly initialize

* Result of black 23.1

* Update target to Python 3.7

* Switch flake8 to ruff

* Configure isort

* Configure isort

* Apply isort with line limit

* Put the right black version

* adapt black in check copies

* Fix copies

updated documentation

* integrated logger

* bugifx

* added data

* bugfix

* model + state artifacts should log

* fixed paths

* i lied, trying again

* updated function call

* typo

this is painful :( what a stupid error

* typo

this is painful :( what a stupid error

* pivoted to adding a directory

* silly path bug

* multiple experiments

* migrated to getattr

* syntax fix

* syntax fix

* fixed repo pointer

* fixed path error

* added dataset if dataloader is present, uploaded artifacts

* variable in scope

* removed unnecessary line

* updated error type
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* trimmed unused variables, imports

* style formatting

* removed type conversion reliance
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* reverted accidental line deletion

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Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* docs: add wandb metrics and model checkpointing to callback docstrings

* docs: update reference to wandb documentation

* fix: change default of `"WANDB_WATCH"` from ``"gradients"` to ``"false"`

* feature: add `on_save` method and update `"WANDB_LOG_MODEL` behaviour

* fix: use default wandb run names instead of `output_dir`

- removes duplicated run names from wandb workspace
- models can be logged with corresponding run names

* fix: edit deprecation warning based on review suggestions
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* fix: change indentation of docstrings

* fix: change indentation of docstrings and run fixup

* fix: empty commit for circleci permissions issue

* fix: format deprecation doc strings review suggestion
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* docs: Highlight WANDB_DISABLED arg in documentaion
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* fix: run fixup after updating docstrings
Co-authored-by: Bharat Ramanathan <ramanathan.parameshwaran@gohuddl.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Add support for turning off the model uploading in ClearML

* Add documentation for the CLEARML_LOG_MODEL environment variable

* Adjust new doc addition to the new style
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Dudu Lasry <dudu.lasry@viz.ai>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* fix callback docstrings

* format as markdown list

* apply feedback

* Avoid collisions in writing metrics via 2 APIs - azureml + mlflow

MLflow tracking API is enabled by default in AzureML and HF MLflow integration is more fully featured. I'd remove the AzureML integration but leaving the current behavior for backwards compatibility (though it should really be removed)

* Trigger CI

* Init Update

* ClearML Callbacks integration

* update corrections

* args reporting updated

* {'tensorboard': False, 'pytorch': False}

* ClearML Tests added

* add clearml

* output_uri=True in Task.init

* reformatted integrations.py

* reformatted and fixed

* IF-ELSE statement issue on "has_clearml" resolved

* Add clearml in main callback docs

* Add additional clearml documentation

* Update src/transformers/integrations.py
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Accept suggestion
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Accept suggestion
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Small change in comments

* Make style clearml

* Accept suggestion
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Victor Sonck <victor.sonck@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>
Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

need to find out solution for following cases
     *if we need to use trial in model_init, how to do it for non-main rank, sync the model with rank0 in app?
     *how to use optuna prune feature for DDP, if we do it in rank0, how does other rank know it.
Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>
Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

only main_process will have HPO, and pass argument to other process
Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>
Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

only main_process will have HPO, and pass argument to other process
Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>
Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* NeptuneCallback improvements

* After review suggestions and deduplication of initial run

* Added volatile checkpoints support due to missing post-rebase commit

* Update README per review comments

- Remove list formatting
- Correct Neptune docs link
Co-authored-by: Sabine <sabine.nyholm@neptune.ai>

* [HPO] update to sigopt new experiment api
* follow https://docs.sigopt.com/experiments

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* [HPO] use new API if sigopt version >= 8.0.0
Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* Fix eval to compute rouge correctly for rouge_score

* styling

* moving sentence tokenization to utils from run_eval

* saving ckpt in mlflow

* use existing format of args

* fix documentation
Co-authored-by: Swetha Mandava <smandava@nvidia.com>