* Update TQDM to > 4.48.0 (pytorch#1339)

* Fix tqdm 4.49.0 tests.

* update requirements.

* Use distutils instead of packaging for getting package version.

* Reformat code.

* Reformat using black 19.10b0.

Co-authored-by: vfdev <[email protected]>

* Activate mypy in ignite.utils (pytorch#1352)

* Activate mypy in ignite.utils

* Add missing torch package to lint stage

* Move mypy check to test stage

Co-authored-by: vfdev <[email protected]>

* Exposed EventEnum in docs and added import statement in its examples (pytorch#1345) (pytorch#1353)

* Update Shpinx to v3.1. (pytorch#1356)

Fixes pytorch#1272

* Update README.md

* Update doc of examples for Trains fileserver setup (pytorch#1360)

* update doc for trains fileserver setup

* replace github issue by documentation

Co-authored-by: Desroziers <[email protected]>

* Updated commit fix (pytorch#1361) (pytorch#1364)

* Updated commit fix

* Update code-style.yml

Co-authored-by: rex_divakar <[email protected]>

* added tuple type to mixins.py (pytorch#1365)

* added tuple type to mixins.py

* allow mypy to pass through base file

* fixed linting issues

Co-authored-by: vfdev <[email protected]>

* Activate mypy in ignite.distributed (pytorch#1355)

* Activate mypy in ignite.distributed

* Fix tests & py3.5 inline type hints

* Remove typing,overload

* Fix multiple typing issues

* Fix typing issues

* Fix TPU test

Co-authored-by: vfdev <[email protected]>

* Improve typing for ignite.handlers module (1343) (pytorch#1349)

* Improve typing for ignite.handlers module (1343)

* autopep8 fix

* Fix typing for py35, remove handlers block from mypy.ini

* Add exception to ModelCheckpoint when saving last checkpoint

* Add test for ModelCheckpoint with redefined save_handler case

* autopep8 fix

Co-authored-by: AutoPEP8 <>
Co-authored-by: Sylvain Desroziers <[email protected]>
Co-authored-by: vfdev <[email protected]>
Co-authored-by: trsvchn <[email protected]>

* [3] [contrib/metrics] setup typing in contrib part of the library (pytorch#1363)

* [3] [contrib/metrics] setup typing in contrib part of the library

* review changes

* Update gpu_info.py

Co-authored-by: Sylvain Desroziers <[email protected]>
Co-authored-by: vfdev <[email protected]>

* [2] [contrib/handlers] setup typing in contrib part of the library (pytorch#1362)

* [2] [contrib/handlers] setup typing in contrib part of the library

* Fix a typo in tqdm logger

* review comments

* Update mlflow_logger.py

* Update neptune_logger.py

* review changes

* review changes

Co-authored-by: Sylvain Desroziers <[email protected]>
Co-authored-by: vfdev <[email protected]>

* [1] [contrib/engines] setup typing in contrib part of the library  (pytorch#1351)

* setup typing for contribute/engine part of the code

* revert doc string changes

* Update common.py

Co-authored-by: Sylvain Desroziers <[email protected]>
Co-authored-by: vfdev <[email protected]>

* Update PULL_REQUEST_TEMPLATE.md

* Disable cross-ref links for type annotations (pytorch#1374)

* Added reinit__is_reduced and sync_all_reduce docs in metrics doc (pytorch#1373)

* added links to reinit__is_reduced and sync_all_reduce decorators in metrics documentation

* updated order in list of metrics

* deleted decorators from metric list

* Update metrics.rst

Co-authored-by: vfdev <[email protected]>

* warning if current device index is lower than current local rank (pytorch#1335) (pytorch#1376)

* warning if current device index is lower than current local rank (pytorch#1335)

* warning if current device index is lower than current local rank

* Updated code and tests

* Fixed formatting

* Updated code and tests for horovod
- fixed failing test

* Updated tests

Co-authored-by: vfdev-5 <[email protected]>

* Removed debug prints

* Fixed failing hvd tests

Co-authored-by: Sai Sandeep Mutyala <[email protected]>

* Github Actions workflow CI for horovod on CPU (pytorch#1377)

* Initial commit

* Update hvd-tests.yml

* Update hvd-tests.yml

* Update hvd-tests.yml

* trigger GitHub actions

* removed examples

* trigger GitHub actions

* Improve typing of distributed.comp_modules.utils.all_gather (pytorch#1370)

* Improve typing of distributed.comp_modules.utils.all_gather

* Fix all_gather gloo test

* Fix XLA test

Co-authored-by: vfdev <[email protected]>

* Removed state.restart method (pytorch#1385)

* Activate mypy in ignite.engine (pytorch#1379)

* Activate mypy in ignite.engine

* Fix missing import

* Fix typing issues with nighty build

* Fix PR findings

Co-authored-by: Sylvain Desroziers <[email protected]>
Co-authored-by: vfdev <[email protected]>

* add acknowledgment for IFPEN (pytorch#1387)

Co-authored-by: Desroziers <[email protected]>

* Fix collections DeprecationWarning (pytorch#1388)

* Remove deprecated CustomPeriodicEvent from nb example, fix tb OutputHadler (pytorch#1389)

* Update checkpoint.py (pytorch#1394)

* Add GH Action to build and publish Docker images (pytorch#1390)

* ADD GH Action to build and publish Docker images

* Configure GH action for Docker build

* Fix image_tag fetching

* Fix identation for main steps

* Add token envs for GH docker action, fix push all tag_image

* Switch to horovod 0.20.3

* Push images on push events

* Fix if conditional

* Toctrees for classes and methods using sphinx autosummary (pytorch#1393)

* Implement autosummary patch for autolisting

* Fix css for autogenerated tables via autosummary

* Improve autolist feature

* Add toctrees for methods and classes for ignite

* Better import for autolist

* Add toctrees for methods and classes for contrib package

* Fix CSS for autosummary table row height

* Fix warnings raised by toctree

* Remove all deprecated args, kwargs for v0.5.0 (pytorch#1396) (pytorch#1397)

* Remove all deprecated args, kwargs for v0.5.0 (pytorch#1396)

* Improve deprecation message of setup_any_logging (pytorch#1396)

* Update setup.cfg

* Remove module members w/o docstrings from autolist toc tables (pytorch#1401)

* Add --color=yes in pytest config (pytorch#1402)

* removes styling of function descriptions as requested in pytorch#1256 (pytorch#1399)

* removes styling of function descriptions as requested in pytorch#1256

* reverts modifications to the example files

* Skip circle ci and GA builds (pytorch#1400)

* [WIP] Skip circle ci and GA builds

* Fixes swissknife version

* Replaced swissknife by sh script

* [skip ci] Updated trigger_if_modified.sh script
- excluded docs from github actions
- added 1.6.0 to pytorch-version-tests

* Fixes pytorch#1408, XLA failing tests (pytorch#1412)

- Issue is related to xla nightly
- Probably related to pytorch/xla#2576

* Added Mypy check as github action (pytorch#1418)

* Added Mypy check to as github action

* Removed py3.5

* Activate mypy in ignite.metrics (pytorch#1391)

* Activate mypy in ignite.metrics

* remove num_examples check

* fix CR issues

* remove init defaults in Accuracy

* Remove None assignments in __init__

* improved typing connected with mypy issues

Co-authored-by: vfdev <[email protected]>

* Update README.md

Badge travis org -> com

* add tolerance for tpu in r2 and canberra tests (pytorch#1414)

* add tolerance for tpu

* autopep8 fix

* Reverted test_canberra_metric.py as unnecessary

* Update test_r2_score.py

* Update test_r2_score.py

Co-authored-by: Desroziers <[email protected]>
Co-authored-by: sdesrozis <[email protected]>
Co-authored-by: vfdev <[email protected]>

* Activate mypy ignite contrib metrics (pytorch#1419)

* Activate mypy in ignite.contrib.metrics

* Add missing type hints in ignite.contrib.metrics

* Add missing type hints

* Contributing guide (pytorch#1424)

* Add materials on how to setup dev env in CONTRIBUTING guide pytorch#1395
- first draft of first-time contributor guide

* Add materials on how to setup dev env in CONTRIBUTING guide pytorch#1395
- add in Table of Contents

* Add materials on how to setup dev env in CONTRIBUTING guide pytorch#1395
- fix table of contents link

* Add materials on how to setup dev env in CONTRIBUTING guide pytorch#1395
- rollback README.md, remove IDE setting

* Update CONTRIBUTING.md

Co-authored-by: Sylvain Desroziers <[email protected]>
Co-authored-by: vfdev <[email protected]>

* replace Number type with float; remove unneeded type ignores (pytorch#1425)

Co-authored-by: vfdev <[email protected]>

* Update README.md

* Added new time profiler `HandlersTimeProfiler` which allows per handler time profiling (pytorch#1398)

* added new HandlersTimeProfiler with handler level details and added tests for HandlersTimeProfiler (pytorch#1346)

* updated docs and docstring for HandlersTimeProfiler (pytorch#1346)

* updated HandlersTimeProfiler to support any events and updated detach mechanism of profiler (pytorch#1346)

* updated HandlersTimeProfiler with code improvements and implemented csv export method (pytorch#1346)

* updated HandlersTimeProfiler to handle event handler bundle better (pytorch#1346)

* HandlersTimeProfiler: added threshold for filtering profiled time for handlers attached to event with filters (pytorch#1346)

* HandlersTimeProfiler: add tests and type hints (pytorch#1398)

* HandlersTimeProfiler: use FloatTensor for list to tensor conversion (pytorch#1398)

* HandlersTimeProfiler: use torch.tensor for list to tensor conversion (pytorch#1398)

* HandlersTimeProfiler: remove unnecessary import (pytorch#1398)

* HandlersTimeProfiler: move tensor conversion in compute_basic_stats (pytorch#1398)

Co-authored-by: vfdev <[email protected]>

* Fix HandlersTimeProfiler example rendering (pytorch#1428)

* Fix HandlersTimeProfiler example rendering

* Fix WARNINGs: Title underline too short

* Add horizontal scrollbars for examples instead of font-size tweaks

* Enable horizontal scrollbars for examples globally

* Save model with same filename (pytorch#1423)

* save model with same filename

* Update checkpoint.py

* use elif

* refactor to have only one comprehension list

* refactoring

* improve test

* autopep8 fix

Co-authored-by: Desroziers <[email protected]>
Co-authored-by: vfdev <[email protected]>
Co-authored-by: sdesrozis <[email protected]>

* Some docs nit picking (pytorch#1435)

* enable extra flags for stricter type checking (pytorch#1433)

* Fixes pytorch#1426 - distrib cpu tests on win (pytorch#1429)

* Fixes pytorch#1426 - distrib cpu tests on win

* Skip distributed/tpu/multinode_distributed if SKIP_DISTRIB_TESTS=1

* replaced sh by bash

* Update pytorch-version-tests.yml

* Updated files to ignore for GitHub Actions CI (pytorch#1441)

* Added windows gpu test to circle ci (pytorch#1440)

* [WIP] Added windows gpu test to circle ci

* Updated windows config

* Updated conda installation

* Updated miniconda install command

* Removed conda installation

* Updated configuration

* Adding max_iters as an optional arg in Engine run (pytorch#1381)

* initial draft, adding max_iters as optional args in run

* fixed typo

* minor bug fixes

* resolving failing tests

* fixed out-of-place conditional

* typo fix

* updated docstring for 'run'

* added initial tests

* (WIP) restructured creating a new state with max_iters

* updated tests & docstrings

* initial draft, adding max_iters as optional args in run

* fixed typo

* minor bug fixes

* resolving failing tests

* fixed out-of-place conditional

* typo fix

* updated docstring for 'run'

* added initial tests

* (WIP) restructured creating a new state with max_iters

* updated tests & docstrings

* added test to check _is_done

* updating engine loop condition

* autopep8 fix

* linting issues

* fixed mypy errors

* fixed formatting

* minor fix & add test for larger max_iters

* removed unused typechecking

Co-authored-by: thescripted <[email protected]>
Co-authored-by: vfdev <[email protected]>

* Updated circleci trigger_if_modified.sh if on master

* Fix failing distributed ci (pytorch#1445)

* Setup random free port for distrib ci

* autopep8 fix

Co-authored-by: vfdev-5 <[email protected]>

* Added torch.cuda.manual_seed_all(seed) (pytorch#1444)

* fix ReduceOp typing issue (pytorch#1447)

* Update README.md

* Updated miniconda setup (pytorch#1449)

* Fixed broken coverage (pytorch#1451)

* Fixed broken coverage

* Updated hvd-tests.yml

* Migrated nightly build/release to GitHub Actions (pytorch#1448) (pytorch#1450)

* Added nightly build/release action

* Updated yml

* Updated to conda-incubator/setup-miniconda@v2

* Reverted modifications in other actions

* Migrated nightly build/release to GitHub Actions (pytorch#1448)

* Added nightly build/release action

* Updated yml

* Updated to conda-incubator/setup-miniconda@v2

* Reverted modifications in other actions

* Fix PyPi upload

* Finalized binaries-nightly-release.yml

* Updated README

* [contributing] add syncing up with the upstream (pytorch#1452)

* Update setup.cfg

* [contributing] add syncing up with the upstream

* Apply suggestions from code review

Co-authored-by: vfdev <[email protected]>

* Update CONTRIBUTING.md

Co-authored-by: vfdev <[email protected]>

* [ci] create docs.yml

* install torch

* Activate MyPy in ignite.contrib.engines (pytorch#1416)

* Activate mypy in ignite.contrib.engines

* Fix review comments

* fix extra event too

* Update to fix strict errors

* Update quickstart.rst (pytorch#1460)

* Update quickstart.rst

Plz have a look if I am going correct or not. ###rewording sentences to simplify the understanding

* Update docs/source/quickstart.rst

Co-authored-by: vfdev <[email protected]>

* Update quickstart.rst

* Update quickstart.rst

* Update docs/source/quickstart.rst

Co-authored-by: vfdev <[email protected]>

* Update quickstart.rst

Final commit is done. You can review it.

Co-authored-by: vfdev <[email protected]>

* [docs] intersphinx update in conf.py

* [docs] add missing function in handlers docs (pytorch#1463)

* Update setup.cfg

* [docs] missing function in handlers docs

* [docs] add ignite favicon (pytorch#1462)

* Update setup.cfg

* [docs] add ignite favicon

* Add missing classes and links for docs (pytorch#1461)

* Update CONTRIBUTING.md

* Update concepts.rst (pytorch#1465)

* setup toml, yaml, prettier in pre-commit (pytorch#1468)

* Update setup.cfg

* [pre-commit] setup yaml in pre-commit hook

* [pre-commit] setup toml prettier

* [docs] make GIF look good on mobile (pytorch#1470)

* Update setup.cfg

* [docs] make gif fit on mobile

* Update index.rst

* use .. raw:: html

* Update index.rst

Co-authored-by: vfdev <[email protected]>

* Update README.md

* Update README.md

* Update README.md

* Update README.md

* [docs] add submodule in engine.rst (pytorch#1464)

* Update setup.cfg

* [docs] add submodule in engine

* [docs] add suggestions, contrib engine docs and 45% width

* Update ignite_theme.css

* [metrics] speed up SSIM tests (pytorch#1467)

* Update setup.cfg

* [metrics] update ssim

* use np.allclose instead of torch.allclose

* Apply suggestions from code review

* extract into _test_ssim

* extract into scripts

* fix path

* fix path

* fix path

* good to go!

* [ci] universal conda build (pytorch#1471)

* Update setup.cfg

* rm conda_build_config

* rm conda_build_config

* Update docs.yml

* Update install_docs_deps.sh

Co-authored-by: vcarpani <[email protected]>
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