* add support for wrong dtype in apply_func
* apply loader resetting to possible collection of loaders
* add combined loader iter class
* integrate combined loader iter to training loop
* fix imports
* fix imports
* finish supporters
* add tests for supporters
* add test for model with multiple loaders
* fix trainer integration
* fix instance check
* Train loaders (#4032)
* patch for issues discussed in #1959, encapsulating underlying datastructures returned from train_dataloader
* update data_loading.py to it uses patch discussed in #1959
* rename class
* Separate CombinedLoaderIterator into two classes, and update related tests. (#4606)
* Fix the bugs after rebasing.
* Add custom get_len for apply_to_collection
* Refactor MultiIterator to be as CombinedLoaderIterator
* To get the right num_training_batches. Call the wrapper for multi trainloader in data_loading.py, instead of training_loop.py
* Reload _loader_iters when calling __iter__
* Don't transform DataLoader to CombinedLoaderIterator when it's along
* Updates test_fit_multiple_train_loaders for testing num_training_batches
* Seperate CombinedLoaderIterator into CombinedLoaderIterator and CombinedDataLoader. Add CombinedDataset for unified DataLoader format.
* Initialize CombinedDataLoader before calculating num_training_batches. Also updating self._worker_check for multiple loaders
* Update tests for supporters
* Update tests for multiple trainloaders. Add tests about few_workers for multiple loaders.
* Fix pep8 issues
* Add tests for train_loader_patch.py
* Add descriptions to multiple_trainloader_mode
* Remove unused variables
* Add docstrings and typing
* Add more tests for better converage
* Remove unused commented codes
* Add sampler property
* Remove extract_dataset
* Update typing
* pep8
* Update train_loader_patch.py
* Apply suggestions from code review
Co-authored-by: Jirka Borovec <Borda@users.noreply.github.com>
* Update pytorch_lightning/trainer/supporters.py
Co-authored-by: Jirka Borovec <Borda@users.noreply.github.com>
* reviewer comments
* fix stupid import
* add docs
* add back line separator
* fix line sep
* pep8
* Apply suggestions from code review
* fix
* fix
* Apply suggestions from code review
Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com>
* Apply suggestions from code review
Co-authored-by: Nicki Skafte <skaftenicki@gmail.com>
* flake8
Co-authored-by: Justus Schock <justusschock@justuss-mbp.fritz.box>
Co-authored-by: Christofer Fransson <christofer_fransson@yahoo.com>
Co-authored-by: YI-LIN SUNG <r06942076@ntu.edu.tw>
Co-authored-by: Jirka Borovec <Borda@users.noreply.github.com>
Co-authored-by: Rohit Gupta <rohitgr1998@gmail.com>
Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com>
Co-authored-by: Nicki Skafte <skaftenicki@gmail.com>
Co-authored-by: Jirka Borovec <jirka.borovec@seznam.cz>
* ref: result 1/n (make monitor default to checkpoint_on to simplify result syntax)
* ref: result 1/n (make monitor default to checkpoint_on to simplify result syntax)
* ref: result 1/n (make monitor default to checkpoint_on to simplify result syntax)
* ref: result 1/n (make monitor default to checkpoint_on to simplify result syntax)
* ref: result 1/n (make monitor default to checkpoint_on to simplify result syntax)
* ref: result 1/n (make monitor default to checkpoint_on to simplify result syntax)
* ref: result 1/n (make monitor default to checkpoint_on to simplify result syntax)
* ref: result 1/n (make monitor default to checkpoint_on to simplify result syntax)
* ref: result 1/n (make monitor default to checkpoint_on to simplify result syntax)
* ref: result 1/n (make monitor default to checkpoint_on to simplify result syntax)
* ref: result 1/n (make monitor default to checkpoint_on to simplify result syntax)
* ref: result 1/n (make monitor default to checkpoint_on to simplify result syntax)
* ref: result 1/n (make monitor default to checkpoint_on to simplify result syntax)
* ref: result 1/n (make monitor default to checkpoint_on to simplify result syntax)
* ref: result 1/n (make monitor default to checkpoint_on to simplify result syntax)
* ref: result 1/n (make monitor default to checkpoint_on to simplify result syntax)
* ref: result 1/n (make monitor default to checkpoint_on to simplify result syntax)
* ref: result 1/n (make monitor default to checkpoint_on to simplify result syntax)
* ref: result 1/n (make monitor default to checkpoint_on to simplify result syntax)
* Update pytorch_lightning/callbacks/model_checkpoint.py
Co-authored-by: ananthsub <ananth.subramaniam@gmail.com>
* ref: result 1/n (make monitor default to checkpoint_on to simplify result syntax)
* force crash when max_epochs < epochs in a checkpoint
Co-authored-by: ananthsub <ananth.subramaniam@gmail.com>
* fix result for dp
* fix result for dp
* fix result for dp
* fix result for dp
* fix result for dp
* fix result for dp
* fix result for dp
* fix result for dp
* fix result for dp
* fix result for dp
* fix result for dp
* fix result for dp
* added warning when changing monitor and using results obj
* Override the default gather method to support scalars
* add computing average of a list
* bug: change if to elif
* add some tests
* change style
* change documentation
* use apply_to_collection in DP gather
* use apply_to_collection in DP gather
* fix warning msg
* override gather method in DP
* add tests for python scalars
* add python scalars to docstring
* Update message
* override gather method in DP
* formatting
* chlog
Co-authored-by: Jirka Borovec <Borda@users.noreply.github.com>
Co-authored-by: Jirka Borovec <jirka@pytorchlightning.ai>
* r
* r
* r
* patched optimizer closure with sr
* patched optimizer closure with sr
* patched optimizer closure with sr
* added train step structured result
* added train step structured result
* added train step structured result
* added train step structured result
* added train step structured result
* added train step structured result
* added train step structured result
* added train step structured result
* added train step structured result
* added train step structured result
* added train step structured result
* added train step structured result
* added train step structured result
* added train step structured result
* added train step structured result
* added train step structured result
* added train step structured result
* added train step structured result
* added train step structured result
* added train step structured result
* added autoreduce for train step
* added auto reduce on train
* added auto reduce on train
* added auto reduce on train
* added auto reduce on train
* added auto reduce on train
* added auto reduce on train
* added hooks
* added hooks
* added hooks
* added hooks
* added hooks
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* cache
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* Update pytorch_lightning/callbacks/early_stopping.py
Co-authored-by: Jirka Borovec <Borda@users.noreply.github.com>
* Update pytorch_lightning/callbacks/early_stopping.py
Co-authored-by: Jirka Borovec <Borda@users.noreply.github.com>
* Update pytorch_lightning/callbacks/early_stopping.py
Co-authored-by: Jirka Borovec <Borda@users.noreply.github.com>
* Update pytorch_lightning/callbacks/model_checkpoint.py
* Update pytorch_lightning/core/step_result.py
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* Apply suggestions from code review
Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com>
Co-authored-by: Justus Schock <12886177+justusschock@users.noreply.github.com>
* Apply suggestions from code review
Co-authored-by: Justus Schock <12886177+justusschock@users.noreply.github.com>
* Apply suggestions from code review
Co-authored-by: Justus Schock <12886177+justusschock@users.noreply.github.com>
* simple
* finished tests for structured results on train epoch
* simple
* simple
* revert
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* Update tests/base/deterministic_model.py
Co-authored-by: Jirka Borovec <Borda@users.noreply.github.com>
* finished tests for structured results on train epoch
* docstring typos
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* finished tests for structured results on train epoch
* Update pytorch_lightning/core/step_result.py
Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com>
* Update pytorch_lightning/overrides/data_parallel.py
Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com>
Co-authored-by: Jirka <jirka@pytorchlightning.ai>
Co-authored-by: Jirka Borovec <Borda@users.noreply.github.com>
Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com>
Co-authored-by: Justus Schock <12886177+justusschock@users.noreply.github.com>
Jirka Borovec