35 Commits
Author SHA1 Message Date
William Falcon 82a20296e3 Replaces ddp .spawn with subprocess (#2029)
* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* replace ddp spawn with subprocess

* hot fix

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2020-06-01 11:00:32 -04:00
William Falcon 0e37e8c4d2 hotfix to unblock hparams and OmniConf - removes auto_register_init_args by default (#2025)
* ogc install

* cleaned up tests

* hot fix

* hot fix

* hot fix

* hot fix

* hot fix

* hot fix

* hot fix

* hot fix

* hot fix
2020-05-31 08:29:51 -04:00
caa9c6760b replace Hparams by init args (#1896)
* remove the need for hparams

* remove the need for hparams

* remove the need for hparams

* remove the need for hparams

* replace self.hparams

* replace self.hparams

* replace self.hparams

* replace self.hparams

* replace self.hparams

* replace self.hparams

* replace self.hparams

* replace self.hparams

* replace self.hparams

* replace self.hparams

* replace self.hparams

* replace self.hparams

* replace self.hparams

* replace self.hparams

* replace self.hparams

* replace self.hparams

* replace self.hparams

* replace self.hparams

* replace self.hparams

* replace self.hparams

* replace self.hparams

* replace self.hparams

* replace self.hparams

* replace self.hparams

* replace self.hparams

* replace self.hparams

* replace self.hparams

* replace self.hparams

* replace self.hparams

* replace self.hparams

* replace self.hparams

* replace self.hparams

* fixed

* fixed

* fixed

* fixed

* fixed

* fixed

* fixed

* fixed

* fixed

* fixed

* fixed

* fixed

* fixed

* fixed

* finished moco

* basic

* testing

* todo

* recurse

* hparams

* persist

* hparams

* chlog

* tests

* tests

* tests

* tests

* tests

* tests

* review

* saving

* tests

* tests

* tests

* docs

* finished moco

* hparams

* review

* Apply suggestions from code review

Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com>

* hparams

* overwrite

* transform

* transform

* transform

* transform

* cleaning

* cleaning

* tests

* examples

* examples

* examples

* Apply suggestions from code review

Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com>

* chp key

* tests

* Apply suggestions from code review

* class

* updated docs

* updated docs

* updated docs

* updated docs

* save

* wip

* fix

* flake8

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>
2020-05-24 18:59:08 -04:00
22d7d03118 Replace meta_tags.csv with hparams.yaml (#1271)
* Add support for hierarchical dict

* Support nested Namespace

* Add docstring

* Migrate hparam flattening to each logger

* Modify URLs in CHANGELOG

* typo

* Simplify the conditional branch about Namespace

Co-Authored-By: Jirka Borovec <Borda@users.noreply.github.com>

* Update CHANGELOG.md

Co-Authored-By: Jirka Borovec <Borda@users.noreply.github.com>

* added examples section to docstring

* renamed _dict -> input_dict

* mata_tags.csv -> hparams.yaml

* code style fixes

* add pyyaml

* remove unused import

* create the member NAME_HPARAMS_FILE

* improve tests

* Update tensorboard.py

* pass the local test w/o relavents of Horovod

* formatting

* update dependencies

* fix dependencies

* Apply suggestions from code review

* add savings

* warn

* docstrings

* tests

* Apply suggestions from code review

* saving

* Apply suggestions from code review

* use default

* remove logging

* typo fixes

* update docs

* update CHANGELOG

* clean imports

* add blank lines

* Update pytorch_lightning/core/lightning.py

Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com>

* Update pytorch_lightning/core/lightning.py

Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com>

* back to namespace

* add docs

* test fix

* update dependencies

* add space

Co-authored-by: Jirka Borovec <Borda@users.noreply.github.com>
Co-authored-by: Adrian Wälchli <aedu.waelchli@gmail.com>
2020-05-13 15:05:15 +02:00
Jirka BorovecandJustus Schock 10ce1c0256 device property (#1791)
* device property

* add/copy properties

* inherit

* rename

* Apply suggestions from code review

Co-authored-by: Justus Schock <12886177+justusschock@users.noreply.github.com>

* dtype

* prop

* pt api

Co-authored-by: Justus Schock <12886177+justusschock@users.noreply.github.com>
2020-05-12 23:18:39 -04:00
619f984c36 Option to provide seed to random generators to ensure reproducibility (#1572)
* Option to provide seed to random generators to ensure reproducibility

I added small function in utilities which imports torch, numpy, python
random and sets seed for all of the libraries to ensure reproducibility
of results.

* Apply recommendations from core contributors on seeding

1. Moved the seeding code to another file
2. Make deterministic as a parameter for trainer class
3. Add assertions for seeding numpy
4. Added warnings
5. torch.manual_seed should be enough for seeding torch

* Revert "Apply recommendations from core contributors on seeding"

This reverts commit a213c8e6882eec8a9e7408b9418926d2db7c5461.

* Revert "Revert "Apply recommendations from core contributors on seeding""

This reverts commit 59b2da53c62878de7aab0aa3feb3115e105eea06.

* Change in test, for correct seeding

* Allow seed equal to 0

* Allow seed to be uint32.max

* Added deterministic to benchmarks

* Cuda manual seed as in benchmark seeding

* Seeding should be done before model initialization

* cuda manual_seed is not necessary

* Fixing seed test_cpu_lbfgs

On some seeds seems like lbfgs doesn't converge.
So I fixed the seed during testing.

* rebasing issue with old reproducibility.py

* Improved documentation and ability to seed before initializing Train
class

* Change in docs

* Removed seed from trainer, update for documentation

* Typo in the docs

* Added seed_everything to _all_

* Fixing old changes

* Model initialization should be earlier then Trainer

* Update pytorch_lightning/trainer/__init__.py

From Example to testcode

Co-authored-by: Jirka Borovec <Borda@users.noreply.github.com>

* Fixing according to the contributors suggestions

* Moving horovod deterministic to Trainer class

* deterministic flag affects horovod docs update

* Improved static typing

* Added deterministic to test runners of horovod

It is failing on some versions, not very predictable

* static seeds for horovod tests

* Change for reset_seed function in tests

* Seeding horovod using reset_seed from tutils

* Update pytorch_lightning/trainer/__init__.py

* chlog

* Update trainer.py

* change "testcode" to "Example" in trainer init documentation

* Update pytorch_lightning/trainer/seed.py, first line in comment

Co-authored-by: Jirka Borovec <Borda@users.noreply.github.com>

Co-authored-by: Jirka Borovec <Borda@users.noreply.github.com>
Co-authored-by: Jirka <jirka.borovec@seznam.cz>
Co-authored-by: William Falcon <waf2107@columbia.edu>
2020-05-12 07:53:20 -04:00
Rohit Gupta d962ab5d89 Fix lr key name in case of param groups (#1719)
* Fix lr key name in case of param groups

* Add tests

* Update test and added configure_optimizers__param_groups

* Update CHANGELOG
2020-05-10 17:05:34 -04:00
Jirka Borovec 134eb61e1a Tests: refactor cleanup (#1744)
* wip

* cleaning

* optim imports

* -

* default hparams

* fix restore

* fix imports
2020-05-10 13:15:28 -04:00
Jirka BorovecandWilliam Falcon 2a2f303ae9 Tests: refactor trainer dataloaders (#1690)
* refactor default model

* drop redundant seeds

* refactor dataloaders tests

* fix multiple

* fix conf

* flake8

* Apply suggestions from code review

Co-authored-by: William Falcon <waf2107@columbia.edu>

Co-authored-by: William Falcon <waf2107@columbia.edu>
2020-05-05 12:31:15 -04:00
Jirka Borovec 6d58fb1353 Tests: refactor trainer (#1728)
* lr

* optim

* wip

* wip

* fix mean

* flake8
2020-05-04 16:51:39 -04:00
Jirka Borovec 595ec65796 refactor trainer checks (#1651)
* refactor trainer checks

* opt

* none

* Apply suggestions from code review

* imports

* fix tensors
2020-05-04 01:25:48 -04:00
Jirka Borovec f380027951 refactor default model (#1652)
* refactor default model

* drop redundant seeds

* formatting

* path

* formatting

* rename
2020-05-02 08:38:22 -04:00
Jirka Borovec 34bc149359 move unnecessary dict trainer_options (#1469)
* move unnecessary dict trainer_options

* fix tests

* fix tests

* formatting

* missing
2020-05-01 10:43:58 -04:00
Jirka Borovec 97c7b6b314 fixing LBFGS test (#1678)
* params

* drop acc

* acc
2020-05-01 10:41:15 -04:00
William FalconandJ. Borovec b620d86c54 diable val and test shuffling (#1600)
* diable val and test shuffling

* diable val and test shuffling

* diable val and test shuffling

* diable val and test shuffling

* log

* condition

* shuffle

* refactor

Co-authored-by: J. Borovec <jirka.borovec@seznam.cz>
2020-04-25 16:45:20 -04:00
3e8f2d99a9 Progress bar callback (#1450)
* squash and rebase

sanity check hooks


sanity check callback hook finish


moved core progress bar functionality into callback


wip


remove duplicate merge


clean up


imports


docs


sanity check progress bar main


sanity


move callback calls


init progrss bar callback


configuration and docs


changelog


rate decorator


pass process_position


disable on rank > 0


position index


is_enabled


remove decorator


refactor init tqdm bars


callback method ordering 


cannot reset when disabled


sequence -> list


default values


fix has no attr _time() 


move on_val_end to proper place


fix the pickle issue


update warning


properties


check for None


remove old comment


switch order


pull out non-tqdm functionality into base class


documentation for the base class


docs


fix refresh rate issue in validation


restrict type hint of trainer arg


more docs


update trainer docs


rst docs


fix lines too long


fix test


add missing type hints


fix typo


move docstring to __init__ solves doctest failures


remove doctest :(( can't fix the pickle error


fix example


simplify by saving trainer reference


fix docs errors


move docstring


initial value


multiple val checks per epoch


simpler handling of inf dataset sizes


update inf docs


renamed training_tqdm_dict


rename get_tqdm_dict


rename occurences of tqdm 


update changelog


fix doctest


fix formatting errors


added callback tests


progress bar on off test


more tests for progress bar


weird test fix?


add ignored property


disable default progress bar in LR finder


change enable/disable behavior


trying doctest in CI again


undo doctest pickle error


undo doctest pickle error :((


remove progress_bar_callback Trainer arg and fix tests


restore progress bar after auto lr find


update docs


fix rebase


fix wrong negation

* fix fast dev run total

* more thorough testing

* remove old args

* fix merge

* fix merge

* separate tests

* type hint total batches

* reduce if

Co-Authored-By: Jirka Borovec <Borda@users.noreply.github.com>

* is_disabled

Co-Authored-By: Jirka Borovec <Borda@users.noreply.github.com>

* is_enabled

Co-Authored-By: Jirka Borovec <Borda@users.noreply.github.com>

* rename enabled/disabled

* move deprecated api

* remove duplicated test from merge

* fix rename is_disabled

* newline

* test also testprogress for fast dev run

Co-authored-by: J. Borovec <jirka.borovec@seznam.cz>
Co-authored-by: Jirka Borovec <Borda@users.noreply.github.com>
2020-04-23 20:46:18 -04:00
7024177f7d Added Horovod distributed backend (#1529)
* Initial commit of Horovod distributed backend implementation

* Update distrib_data_parallel.py

* Update distrib_data_parallel.py

* Update tests/models/test_horovod.py

Co-Authored-By: Jirka Borovec <Borda@users.noreply.github.com>

* Update tests/models/test_horovod.py

Co-Authored-By: Jirka Borovec <Borda@users.noreply.github.com>

* Fixed tests

* Added six

* tests

* Install tox for GitHub CI

* Retry tests

* Catch all exceptions

* Skip cache

* Remove tox

* Restore pip cache

* Remove the cache

* Restore pip cache

* Remove AMP

Co-authored-by: William Falcon <waf2107@columbia.edu>
Co-authored-by: Jirka Borovec <Borda@users.noreply.github.com>
Co-authored-by: J. Borovec <jirka.borovec@seznam.cz>
2020-04-22 17:39:08 -04:00
Jirka Borovec c1c6e3b6c9 default test logger (#1478)
* default test logger

* fix tests

* spawn

* try

* simplify tests

* simplify tests

* formatting

* loggers

* loggers

* revert to TestTube

* default

* default

* wraps

* world size

* optim imports
2020-04-21 20:33:10 -04:00
William Falcon ae2e14e3ed fixed memory leak from opt return (#1528)
* fixed memory leak from opt return

* fixed memory leak from opt return

* fixed memory leak from opt return

* fixed memory leak from opt return

* fixed memory leak from opt return

* fixed memory leak from opt return

* fixed memory leak from opt return

* fixed memory leak from opt return

* fixed memory leak from opt return

* fixed memory leak from opt return

* fixed memory leak from opt return

* fixed memory leak from opt return

* fixed memory leak from opt return

* fixed memory leak from opt return

* fixed memory leak from opt return

* fixed memory leak from opt return

* fixed memory leak from opt return

* fixed memory leak from opt return

* fixed memory leak from opt return
2020-04-19 16:41:54 -04:00
William FalconandJ. Borovec 3431c62d41 Remove error when test dataloader used in test (#1495)
* remove error when test dataloader used in test

* remove error when test dataloader used in test

* remove error when test dataloader used in test

* remove error when test dataloader used in test

* remove error when test dataloader used in test

* remove error when test dataloader used in test

* fix lost model reference

* remove error when test dataloader used in test

* fix lost model reference

* moved optimizer types

* moved optimizer types

* moved optimizer types

* moved optimizer types

* moved optimizer types

* moved optimizer types

* moved optimizer types

* moved optimizer types

* added tests for warning

* fix lost model reference

* fix lost model reference

* added tests for warning

* added tests for warning

* refactoring

* refactoring

* fix imports

* refactoring

* fix imports

* refactoring

* fix tests

* fix mnist

* flake8

* review

Co-authored-by: J. Borovec <jirka.borovec@seznam.cz>
2020-04-15 22:16:40 -04:00
Jirka Borovec b3fe17ddeb fix flushing loggers (#1459)
* flushing loggers

* flushing loggers

* flushing loggers

* flushing loggers

* changelog

* typo

* fix trains

* optimize imports

* add logger test all

* add logger test pickle

* flake8

* fix benchmark

* hanging loggers

* try

* del

* all

* cleaning
2020-04-14 20:32:33 -04:00
William FalconandJirka Borovec c96c6a6b33 attempting to remove some speed issues (#1482)
* removed some .items

* added speed tests

* added speed tests

* Update benchmarks/test_rnn_parity.py

Co-Authored-By: Jirka Borovec <Borda@users.noreply.github.com>

* Update benchmarks/test_trainer_parity.py

Co-Authored-By: Jirka Borovec <Borda@users.noreply.github.com>

* fix lost model reference

* added speed tests

Co-authored-by: Jirka Borovec <Borda@users.noreply.github.com>
2020-04-14 20:23:36 -04:00
William Falcon b78c3d4da8 Fix weights path (#1445)
* renamed default path to actual root_dir

* added default weights path

* added default weights path

* added default weights path
2020-04-10 12:02:59 -04:00
Jirka Borovec 17f58d2e11 add rank warning (#1428)
* add rank warning

* changelog

* use rank_zero_warn

* user trainer_init

* replace warnings

* fix test

* flake8

* docs

* changelog

* bug lol
2020-04-09 14:05:46 -04:00
Jirka Borovec 724b787cd1 faster CI testing (#1323)
* MNIST digits

* increase test acc

* smaller parity

* drone builds

* increase GH action timeout

* drone format

* fix paths

* drone cache

* circle cache

* fix test

* lower nb epochs

* circleCI

* user orb

* fix test

* fix test

* circle cache

* circle cache

* circle cache

* comment caches

* benchmark batch size

* cache dataset

* smaller dataset

* smaller dataset

* fix nb samples

* batch size

* fix test
2020-04-02 12:28:44 -04:00
2912239fe6 Add useful errors when model is not configured correctly (#1199)
* add check_model_configuration method

* trying to fix errors

* trying to fix tests

* added test_epoch_end to lightning template

* fix tests

* fix new test after rebase

* fix spelling

* added more checks

* updated formating

* added tests

* fixed CHANGELOG

* Apply suggestions from code review

* move test to new module

* change check on configure_optimizers

Co-authored-by: Nicki Skafte <nugginea@gmail.com>
Co-authored-by: Jirka Borovec <Borda@users.noreply.github.com>
2020-04-02 11:53:37 -04:00
Ethan HarrisandJirka Borovec 28242f02d1 Remove default optimizer, add None optimizer option (#1279)
* Add warning when using default optimizer

* Refactor optimizer tests to test_optimizers

* Remove default optimizer, add option to use no optimizer

* Update CHANGELOG.md

* Update pytorch_lightning/trainer/optimizers.py

Co-Authored-By: Jirka Borovec <Borda@users.noreply.github.com>

* Fix style

Co-authored-by: Jirka Borovec <Borda@users.noreply.github.com>
2020-04-02 11:48:53 -04:00
Asaf ManorandJirka Borovec aca8c7e6f3 Optimizer Frequencies logic, and new configure_optimizers (#1269)
* init_optimizers accepts Dict, Sequence[Dict]
and returns optimizer_frequencies.
optimizer_frequencies was added as a member of Trainer.

* Optimizer frequencies logic implemented in training_loop.
Description added to configure_optimizers in LightningModule

* optimizer frequencies tests added to test_gpu

* Fixed formatting for merging PR #1269

* Apply suggestions from code review

* Apply suggestions from code review

Co-Authored-By: Asaf Manor <32155911+asafmanor@users.noreply.github.com>

* Update trainer.py

* Moving get_optimizers_iterable() outside.

* Update note

* Apply suggestions from code review

* formatting

* formatting

* Update CHANGELOG.md

* formatting

* Update CHANGELOG.md

Co-authored-by: Jirka Borovec <Borda@users.noreply.github.com>
2020-03-31 16:41:24 +00:00
2ccc7456ca Error on zero length dataloaders (#1280)
* error_on_zero_length

* update CHANGELOG.md

* added test

* Update pytorch_lightning/trainer/data_loading.py

Co-authored-by: Nicki Skafte <nugginea@gmail.com>
Co-authored-by: Jirka Borovec <Borda@users.noreply.github.com>
2020-03-30 18:43:53 -04:00
09167efdb5 Checkpointing interval (#1272)
* formatting

* formatting

* fix interval

* fix train loop

* fix test

* parametrize test

* Apply suggestions from code review

Co-Authored-By: Adrian Wälchli <adrian.waelchli@students.unibe.ch>

* fix calling

* flake8

* add types

Co-authored-by: Adrian Wälchli <adrian.waelchli@students.unibe.ch>
Co-authored-by: William Falcon <waf2107@columbia.edu>
2020-03-30 18:37:02 -04:00
Jirka Borovec 2ca5356429 clear skipping tests (#1285)
* clear skipping tests

* fix simple/multi GPU

* review: simplify
2020-03-30 18:29:23 -04:00
Adrian WälchliandJirka Borovec b7de42f70d Add MNIST dataset & drop torchvision dep. from tests (#986)
* added custom mnist without torchvision dep

* move files so it does not conflict with mnist gitignore

* mock torchvision for tests

* fix line too long

* fix line too long

* fix "module level import not at top of file" warning

* move mock imports to __init__.py

* simplify MNIST a lot and download directly the .pt files

* further simplify and clean up mnist

* revert import overrides

* make as before

* drop  PIL requirement

* move mnist.py to datasets subfolder

* use logging instead of print

* choose same name as in torchvision

* remove torchvision and pillow also from yml file

* refactor if train

Co-Authored-By: Jirka Borovec <Borda@users.noreply.github.com>

* capitalized class attr

* moved mnist to models

* re-added datsets ignore

* better name for file variable

* Update mnist.py

* move dataset classes to datasets.py

* new line

* update

* update

* fix automerge

* move to base folder

* adapt testingmnist to new mnist base class

* remove temporal fix

* fix datatype

* remove old testingmnist

* readable

* fix import

* fix whitespace

* docstring

Co-Authored-By: Jirka Borovec <Borda@users.noreply.github.com>

* Update tests/base/datasets.py

Co-Authored-By: Jirka Borovec <Borda@users.noreply.github.com>

* changelog

* added types

* Update CHANGELOG.md

Co-Authored-By: Jirka Borovec <Borda@users.noreply.github.com>

* exist->isfile

Co-Authored-By: Jirka Borovec <Borda@users.noreply.github.com>

* index -> idx

* temporary fix for trains error

* better changelog message

Co-authored-by: Jirka Borovec <Borda@users.noreply.github.com>
2020-03-30 18:25:37 -04:00
Tyler YepandJirka Borovec 6772e0c197 Remove unnecessary parameters to super() in documentation and source code (#1240)
Co-authored-by: Jirka Borovec <Borda@users.noreply.github.com>
2020-03-27 12:36:50 +00:00
Jeremy JordanandJirka Borovec d394b80ac8 calling self.forward() -> self() (#1211)
* self.forward() -> self()

* update changelog

Co-authored-by: Jirka Borovec <Borda@users.noreply.github.com>
2020-03-27 08:17:56 +01:00
Jirka Borovec 45d671a4a8 CI: split tests-examples (#990)
* CI: split tests-examples

* tests without template

* comment depends

* CircleCI typo

* add doctest

* update test req.

* CI tests

* setup macOS

* longer train

* lover pred acc

* fix model

* rename default model

* lower tests acc

* typo

* imports

* fix test optimizer

* update calls

* fix Win

* lower Drone image

* fix call

* pytorch image

* fix test

* add dev image

* add dev image

* update image

* drone volume

* lint

* update test notes

* rename tests/models >> tests/base

* group models

* conftest

* optim imports

* typos

* fix import

* fix tests

* install AMP

* tests

* fix import
2020-03-25 07:46:27 -04:00