# Add support for W&B hyperparameter sweep
This PR:
* allows using wandb for running hyperparameter search.
* The runs are visualized on W&B sweeps dashboard
* This supports runnning sweeps on parallel devices, all reporting to the same central dashboard.
### Usage
**To run new a hyperparameter search:**
```
trainer.hyperparameter_search(
backend="wandb",
project="transformers_sweep", # name of the project
n_trials=5,
metric="eval/loss", # metric to be optimized, default 'eval/loss'. A warning is raised if the passed metric is not found
)
```
This outputs a sweep id. Eg. `my_project/sweep_id`
**To run sweeps on parallel devices:**
Just pass sweep id which you want to run parallel
```
trainer.hyperparameter_search(
backend="wandb",
sweep_id = "my_project/sweep_id"
)
```
* fix_torch_device_generate_test
* remove @
* doc tests
* up
* up
* fix doctests
* adapt files
* finish refactor
* up
* save intermediate
* add more logic
* new change
* improve
* next try
* next try
* next try
* next try
* fix final spaces
* fix final spaces
* improve
* renaming
* correct more bugs
* finish wavlm
* add comment
* run on test runner
* finish all speech models
* adapt
* finish
* Add new model like command
* Bad doc-styler
* black and doc-styler, stop fighting!
* black and doc-styler, stop fighting!
* At last
* Clean up
* Typo
* Bad doc-styler
* Bad doc-styler
* All good maybe?
* Use constants
* Add doc and type hints
* More cleaning
* Add doc
* Fix Copied from
* Doc template
* Use typing.Pattern instead
* Framework-specific files
* Fixes
* Select frameworks clean model init
* Deal with frameworks in main init
* fixes
* Last fix
* Prompt user for info
* Delete exemple config
* Last fixes
* Add test config
* Fix bug with model_type included in each other
* Fixes
* More fixes
* More fixes
* Adapt config
* Remove print statements
* Will fix tokenization later, leave it broken for now
* Add test
* Quality
* Try this way
* Debug
* Maybe by setting the path?
* Let's try another way
* It should go better when actually passing the arg...
* Remove debug statements and style
* Fix config
* Add tests
* Test require the three backends
* intermediate commit
* Revamp pattern replacements and start work on feature extractors
* Adapt model info
* Finalize code for processors
* Fix in main init additions
* Finish questionnaire for processing classes
* Fix file name
* Fix for real
* Fix patterns
* Style
* Remove needless warnings
* Copied from should work now.
* Include Copied form in blocks
* Add test
* More fixes and tests
* Apply suggestions from code review
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
* Address review comment
Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
* Test workflow
* Build doc
* Make a clean build
* Add doc config
* Restore other workflows
* Final job
* Print something in else statements
* Pull before making changes
* up
* up
* up
* make it cleaner
* correct
* make styhahalal
* add more tests
* finish
* small fix
* make style
* up
* tryout to solve cicrle ci
* up
* fix more tests
* fix more tests
* apply sylvains suggestions
* fix import
* correct docs
* add pyctcdecode only to speech tests
* fix more tests
* add tf, flax and pt tests
* add pt
* fix last tests
* fix more tests
* Apply suggestions from code review
* change lines
* Apply suggestions from code review
Co-authored-by: Anton Lozhkov <aglozhkov@gmail.com>
* correct tests
* correct tests
* add doc string
Co-authored-by: Anton Lozhkov <aglozhkov@gmail.com>
* add sigopt hpo to transformers.
Signed-off-by: Ding, Ke <ke.ding@intel.com>
* extend sigopt changes to test code and others..
Signed-off-by: Ding, Ke <ke.ding@intel.com>
* Style.
* fix style for sigopt integration.
Signed-off-by: Ding, Ke <ke.ding@intel.com>
* Add necessary information to run unittests on SigOpt.
Co-authored-by: Morgan Funtowicz <funtowiczmo@gmail.com>
* Add option to add flax
* Add flax template for __init__.py
* Add flax template for .rst
* Copy TF modeling template
* Add a missing line in modeling_tf_... template
* Update first half of modeling_flax_..
* Update encoder flax template
* Copy test_modeling_tf... as test_modeling_flax...
* Replace some TF to Flax in test_modeling_flax_...
* Replace tf to np
some function might not work, like _assert_tensors_equal
* Replace remaining tf to np (might not work)
* Fix cookiecutter
* Add Flax in to_replace_... template
* Update transformers-cli add-new-model
* Save generate_flax in configuration.json
This will be read by transformers-cli
* Fix to_replace_... and cli
* Fix replace cli
* Fix cookiecutter name
* Move docstring earlier to avoid not defined error
* Fix a missing Module
* Add encoder-decoder flax template from bart
* Fix flax test
* Make style
* Fix endif
* Fix replace all "utf-8 -> unp-8"
* Update comment
* Fix flax template (add missing ..._DOCSTRING)
* Use flax_bart imports in template (was t5)
* Fix unp
* Update templates/adding_a_new_model/tests
* Revert "Fix unp"
This reverts commit dc9002a41d.
* Remove one line of copied from to suppress CI error
* Use generate_tensorflow_pytorch_and_flax
* Add a missing part
* fix typo
* fix flax config
* add examples for flax
* small rename
* correct modeling imports
* correct auto loading
* corrects some flax tests
* correct small typo
* correct as type
* finish modif
* correct more templates
* final fixes
* add file testers
* up
* make sure tests match template regex
* correct pytorch
* correct tf
* correct more tf
* correct imports
* minor error
* minor error
* correct init
* more fixes
* correct more flax tests
* correct flax test
* more fixes
* correct docs
* update
* fix
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
