40 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

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2020-06-01 11:00:32 -04:00
Loïc Grobol c3cf33d1de Fix root node resolution (#1954) 2020-05-27 22:50:37 -04:00
Jirka Borovec 5e8c5abf63 fix default arg (#1927)
* fix default

* formatting errors

* update

* flake8
2020-05-26 19:04:42 -04:00
Nicki SkafteandNicki Skafte 8f6b7a2b4f Fix user warning produced by apex + scheduler combination (#1873)
* fix user error produced by apex + scheduler combination

* add changelog

* added reinit to every configure_apex call

* fix styling

Co-authored-by: Nicki Skafte <nugginea@gmail.com>
2020-05-22 07:19:37 -04:00
Adrian Wälchli 4cdebf9a64 remove obsolete self._device in Trainer (#1849)
* remove unused device attribute

* dtype

* move on_gpu to model
2020-05-17 08:20:51 -04:00
William Falcon 53d9316a56 fixes ddp bugs (#1819)
* debug

* debug

* debug

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* debug

* debug
2020-05-13 19:17:04 -04:00
Ashwin Bharambe aefc5314bc [ddp] Support multi-node distributed execution under torchelastic (#1811)
The changes are quite local and limited in nature -- viz., checking for
some indicator environment variables. We check for (SLURM_LOCALID,
NODE_RANK, GROUP_RANK) in order. If multiple are found set, a warning is
logged.

This patch also fixes a minor bug with comparing the `WORLD_SIZE`
environment variable. This can be a string type.
2020-05-13 14:06:59 -04:00
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
William FalconandJirka 10b16dbfab made ddp the default if no backend specified with multiple GPUs (#1789)
* made ddp the default if no backend specified with multiple GPUs

* fix

* spawn

Co-authored-by: Jirka <jirka.borovec@seznam.cz>
2020-05-12 06:54:23 -04:00
William Falcon 4b30ef6480 Device (#1790)
* added self.device

* added docs
2020-05-12 00:09:48 -04:00
Travis AddairandJirka 2950f66983 Fix Horovod distributed backend to set the root_gpu property (#1669)
* params

* drop acc

* Fix Horovod distributed backend to set the root_gpu

* Fixed test

* Fixed tests

* Fixed lint

* Set root_gpu during initialization

* chlog

Co-authored-by: Jirka <jirka.borovec@seznam.cz>
2020-05-01 14:13:35 -04:00
Jacob ZhongandJirka Borovec f9c9e39ab8 Add log output for slurm (#1657)
* add log output for slurm

* change log levels

* formatting

Co-authored-by: Jirka Borovec <Borda@users.noreply.github.com>
2020-04-30 07:58:03 -04:00
58a467dd68 model checkpint on rank_zero_only & global rank state (#1408)
* try delete in async or DDP us0-ecase

* changelog

* add model chekpoint rank

* simple delete

* flake8

* use global rank

* chnagelog

* fix review

* fix import

* proposal

* proposal

* proposal

* improve proposal (fix problems with method call self)

* cleaning

Co-authored-by: Adrian Wälchli <adrian.waelchli@students.unibe.ch>
Co-authored-by: William Falcon <waf2107@columbia.edu>
2020-04-24 17:21:00 -04:00
William Falcon 890458fdbd Fixes automatic parser bug (#1585)
* fixes gpu parsing

* fixes gpu parsing
2020-04-23 21:00:41 -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
29ebe92208 support for native amp (#1561)
* adding native amp suppport

* adding native amp suppport

* adding native amp suppport

* adding native amp suppport

* autocast

* autocast

* autocast

* autocast

* autocast

* autocast

* removed comments

* removed comments

* added state saving

* added state saving

* try install amp again

* added state saving

* drop Apex reinstall

Co-authored-by: J. Borovec <jirka.borovec@seznam.cz>
Co-authored-by: Jirka Borovec <Borda@users.noreply.github.com>
2020-04-23 14:47:08 -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
Kevin Chen bafdeca42f Replace GPU device idx with current process index (#1541) 2020-04-21 14:29:15 -04:00
d0c9472cb3 Add SLURM check in ddp_train() and init_ddp_connection() (#1387)
* slurm check in ddp_train and init_ddp_connection

* Remove code example in init_ddp_connection

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

* remove blank line

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

* improve for test coverage

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

* update changelog

* Default values and warnings for DDP env variables

* fix merge artifacts

* update localhost value

* change to NODE_RANK

Co-authored-by: Alexander Reshytko <areshytko@Alexanders-MacBook-Pro.local>
Co-authored-by: Jirka Borovec <Borda@users.noreply.github.com>
Co-authored-by: William Falcon <waf2107@columbia.edu>
2020-04-19 17:08:19 -04:00
e3001a0929 Add ddp_cpu backend for testing ddp without GPUs (#1158)
* Add tests for distributed backend config

* Refactor set_distributed_mode

* Use gloo backend on cpu

* Use 127.0.0.1 instead of 127.0.0.2

Not totally clear on why this is necessary, but it seemt to work

* Update LightningDDP so that it works with CPU

* Add ddp_cpu backend and num_processes Trainer arg

* PEP8

* Fix test skipping. Inequalities are hard :/

* Skip ddp_cpu test on Windows

* Make a few more cases fall back to ddp_cpu

* New function name

* Flake8

* Don't test distributed on MacOS with torch < 1.3

Support for distributed in MacOS was added in Torch 1.3.0

* Add ddp_cpu and num_processes to docs

* Parametrize trainer config tests

* Tweak warning

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

* Remove redundant test

* Replace pass branches with comments

* Add missing warnings import

* save_path -> root_dir

* Use new rank_zero_warn

* Whitespace

* Apply suggestions from code review

* formatting

Co-authored-by: Jirka Borovec <Borda@users.noreply.github.com>
Co-authored-by: J. Borovec <jirka.borovec@seznam.cz>
2020-04-15 23:17:31 -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
areshytkoandAlexander Reshytko 9754c5da55 load_spawn_weights only in proc rank 0 (#1385)
Co-authored-by: Alexander Reshytko <areshytko@Alexanders-MacBook-Pro.local>
2020-04-06 10:17:16 -04:00
4ed3027309 Set precision=16 when use_amp is passed as True (#1145)
* Set precision=16 when use_amp is passed as True

* Update CHANGELOG.md

* add use_amp to deprecated API

* Update trainer.py

* Update trainer.py

* move the use_amp attribute to deprecated API

* move use_amp deprecation back to Trainer's __init__

* drop unsed

* drop deprecated

* reorder imports

* typing

Co-authored-by: Jirka Borovec <Borda@users.noreply.github.com>
Co-authored-by: William Falcon <waf2107@columbia.edu>
Co-authored-by: J. Borovec <jirka.borovec@seznam.cz>
2020-04-06 08:13:24 -04:00
f33b5a8d99 Simplify progress bar args (#1108)
* show progress bar dependent on refresh_rate

* test progress_bar_refresh control show bar

* remove show_progress_bar from other tests

* borda fixes

* flake8 fix

* changelog update prog bar refresh rate

* move show_progress_bar to deprecated 0.9 api

* rm show_progress_bar references, test deprecated

* Update pytorch_lightning/trainer/__init__.py

* fix test

* changelog

* minor CHANGELOG.md format

* Update pytorch_lightning/trainer/__init__.py

* Update pytorch_lightning/trainer/trainer.py

Co-authored-by: Gerard Bentley <gbkh2015@mymail.pomona.edu>
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>
2020-04-03 00:53:00 +02:00
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
Jirka Borovec 6ddb03922a Profiler summary (#1259)
* refactor and add types

* add Prorfiler summary

* fix imports

* Revert "refactor and add types"

This reverts commit b4c552fa

* changelog

* revert rename

* fix test

* mute verbose
2020-03-31 08:57:48 -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
22a7264e9a improve partial Codecov (#1172)
* ignore in setup

* show report

* abs imports

* abstract pass

* cover loggers

* doctest trains

* locals

* pass

* revert tensorboard

* use tensorboardX

* revert tensorboardX

* fix trains

* Add TrainsLogger.set_credentials (#1179)

* Add TrainsLogger.set_credentials to control trains server configuration and authentication from code. Sync trains package version.
Fix CI Trains tests

* Add global TrainsLogger set_bypass_mode (#1187)

* Add global TrainsLogger set_bypass_mode skips all external communication

Co-authored-by: bmartinn <>

* rm some no-cov

Co-authored-by: Martin.B <51887611+bmartinn@users.noreply.github.com>
2020-03-19 09:14:29 -04:00
Jacob Zhong 1a73fa0b03 change default logger to dedicated one (#1064)
Fix test


Fix format

Update pytorch_lightning/__init__.py
Separate imports
2020-03-17 18:44:00 -04:00
Jirka Borovec 514d182b7f cleaning imports (#1032) 2020-03-12 12:41:37 -04:00
William Falcon 17891653cd handle keyboard interrupt for ddp .test() (#1019)
* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs
2020-03-02 23:38:47 -05:00
William Falcon 6dae5698ef fixes test issues on ddp (#1017)
* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs

* updated checkpoint docs
2020-03-02 21:50:38 -05:00
Jirka Borovec 7beed7cae6 Trainer cleanup (#934)
* Trainer cleanup

* update abstract

* remove ...

* remove __init__

* update mixin types

* update callbacks

* fix

* lower test acc
2020-02-27 16:21:14 -05:00
d4a31f02e0 Enable TPU support (#868)
* added tpu docs

* added tpu flags

* add tpu docs + init training call

* amp

* amp

* amp

* amp

* optimizer step

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* fix test pkg create (#873)

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added test return and print

* added test return and print

* added test return and print

* added test return and print

* added test return and print

* Update pytorch_lightning/trainer/trainer.py

Co-Authored-By: Luis Capelo <luiscape@gmail.com>

* Fix segmentation example (#876)

* removed torchvision model and added custom model

* minor fix

* Fixed relative imports issue

* Fix/typo (#880)

* Update greetings.yml

* Update greetings.yml

* Changelog (#869)

* Create CHANGELOG.md

* Update CHANGELOG.md

* Update CHANGELOG.md

* Update PULL_REQUEST_TEMPLATE.md

* Update PULL_REQUEST_TEMPLATE.md

* Add PR links to Version 0.6.0 in CHANGELOG.md

* Add PR links for Unreleased in CHANGELOG.md

* Update PULL_REQUEST_TEMPLATE.md

* Fixing Function Signatures (#871)

* added tpu docs

* added tpu flags

* add tpu docs + init training call

* amp

* amp

* amp

* amp

* optimizer step

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added auto data transfer to TPU

* added test return and print

* added test return and print

* added test return and print

* added test return and print

* added test return and print

* added test return and print

* added test return and print

* added test return and print

Co-authored-by: Jirka Borovec <Borda@users.noreply.github.com>
Co-authored-by: Luis Capelo <luiscape@gmail.com>
Co-authored-by: Akshay Kulkarni <akshayk.vnit@gmail.com>
Co-authored-by: Ethan Harris <ewah1g13@soton.ac.uk>
Co-authored-by: Shikhar Chauhan <xssChauhan@users.noreply.github.com>
2020-02-17 16:01:20 -05:00
472f394788 Resolve some codefactor issues (#756)
* remove unnecessary pass statements

* use isinstance for type checks

* remove unnecessary else/elif after return

* remove unnecessary return statements

* move doc string to top

* merge isinstance calls

* remove unnecessary else/elif after raise

* use list comprehension

* do not use len without comparison

* add missing shebang

* revert isinstance check back to type

broke tests, because bool is actually subclass of int

* add missing period to doc string

* remove unnecessary pass statements

* use isinstance for type checks

* remove unnecessary else/elif after return

* remove unnecessary return statements

* move doc string to top

* merge isinstance calls

* remove unnecessary else/elif after raise

* use list comprehension

* do not use len without comparison

* add missing shebang

* revert isinstance check back to type

broke tests, because bool is actually subclass of int

* add missing period to doc string

* Fix default ckpt path when logger exists (#771)

* rename logging -> loggers (#767)

* move logging >> loggers

* add warning

* fix tests

* logging alias

* formatting

* formatting

* use isinstance for type checks

* revert isinstance check back to type

broke tests, because bool is actually subclass of int

* add more detail to tbptt example (#755)

* add more detail to tbptt example

* warn user about new arg in training_step

Co-authored-by: Vadim Bereznyuk <kuynzereb@gmail.com>
Co-authored-by: Jirka Borovec <Borda@users.noreply.github.com>
Co-authored-by: Jeremy Jordan <13970565+jeremyjordan@users.noreply.github.com>
2020-02-01 18:44:05 -05:00
Jirka Borovec 76a1c67d87 rename logging -> loggers (#767)
* move logging >> loggers

* add warning

* fix tests

* logging alias

* formatting

* formatting
2020-02-01 15:47:58 -05:00
Jirka Borovec ea59a99426 update org paths & convert logos (#685)
* fix typos

* update org paths

* update links from READMe to docs

* add svg logo

* add svg logo-text

* update logos

* testing temp paths

* prune links from readme

* optimize imports

* update logo

* update paths in README

* missing imports
2020-01-20 14:50:31 -05:00
Jirka Borovec 1d4b6be17b rename trainer modules, drop _mixin (#571)
* rename trainer modules, drop _mixin

* fix imports
2019-12-04 11:39:14 -05:00