From 00ef5710b10191f412d33b32baa1e01148b985ff Mon Sep 17 00:00:00 2001 From: vfdev Date: Tue, 9 Jun 2020 01:25:50 +0200 Subject: [PATCH 01/27] Added Windows/MacOSX CI for py3.7 only (#1113) * [WIP] Added Windows CI for py2.7 only * Excluded examples from windows ci * Update unittests.yml * Update unittests.yml * Fixed shell bash as suggested * Fixed failing tests on Win32 - added MNIST test for Win32 in Github actions - added tests on macosx in Github actions * Fixed isort * Fixes tests with IterableDataset * Skipped slow deterministic tests on win32 * skip failing timer tests on macos * fix macos platform name * fix _test_setup_logging * skip frequency tests on win platform * skip time tests on macos * fix flake8 * fix isort * Skip distrib tests for Win32 * skip time test for macos * Updated github actions yaml * skip modules for macos * Fixed bad skip of deterministic tests, reduced time for slow tests * Do not run dist tests on macosx Co-authored-by: Sylvain Desroziers --- .github/workflows/unittests.yml | 70 +++++++++++-------- ignite/contrib/handlers/neptune_logger.py | 4 +- tests/ignite/contrib/engines/test_common.py | 2 +- .../contrib/handlers/test_time_profilers.py | 5 ++ .../contrib/handlers/test_tqdm_logger.py | 4 ++ tests/ignite/engine/__init__.py | 23 ++++++ tests/ignite/engine/test_deterministic.py | 7 +- tests/ignite/engine/test_engine.py | 19 ++--- tests/ignite/handlers/test_timing.py | 6 ++ tests/ignite/metrics/test_frequency.py | 7 ++ tests/ignite/test_utils.py | 3 + tests/run_cpu_tests.sh | 5 ++ 12 files changed, 106 insertions(+), 49 deletions(-) diff --git a/.github/workflows/unittests.yml b/.github/workflows/unittests.yml index b92154fd4345..4f7e337f48ad 100644 --- a/.github/workflows/unittests.yml +++ b/.github/workflows/unittests.yml @@ -2,54 +2,62 @@ on: [push, pull_request] jobs: build: - runs-on: ubuntu-latest + runs-on: ${{ matrix.os }} strategy: max-parallel: 10 fail-fast: false matrix: + os: [ubuntu-latest, ] python-version: [3.5, 3.6, 3.7, 3.8] pytorch-channel: [pytorch, pytorch-nightly] exclude: # excludes pytorch-nightly python 3.5 as it was dropped - pytorch-channel: pytorch-nightly python-version: 3.5 + include: + # includes a single build on windows + - os: windows-latest + pytorch-channel: pytorch + python-version: 3.7 + skip-distrib-tests: 1 + # includes a single build on macosx + - os: macos-latest + pytorch-channel: pytorch + python-version: 3.7 + skip-distrib-tests: 1 steps: - uses: actions/checkout@v2 - - name: Setup Conda - run: | - wget https://repo.continuum.io/miniconda/Miniconda3-latest-Linux-x86_64.sh -O miniconda.sh - bash miniconda.sh -b -p $HOME/miniconda - export PATH="$HOME/miniconda/bin:$PATH" - conda config --set always_yes yes --set changeps1 no - conda update -q conda - # Useful for debugging any issues with conda - conda info -a - conda create -q -n test-environment pytorch cpuonly python=${{ matrix.python-version }} -c ${{ matrix.pytorch-channel }} - + - name: Setup Miniconda + uses: goanpeca/setup-miniconda@v1 + with: + miniconda-version: "latest" + python-version: ${{ matrix.python-version }} + - name: Install dependencies + shell: bash -l {0} run: | - export PATH="$HOME/miniconda/bin:$PATH" - source activate test-environment + conda install pytorch torchvision cpuonly -c ${{ matrix.pytorch-channel }} # Keep fix in case of problem with torchvision nightly releases - # if [[ "${{ matrix.pytorch-channel }}" == "pytorch-nightly" ]]; then pip install --upgrade git+https://github.com/pytorch/vision.git; else conda install torchvision cpuonly python=${{ matrix.python-version }} -c ${{ matrix.pytorch-channel }}; fi - conda install torchvision cpuonly python=${{ matrix.python-version }} -c ${{ matrix.pytorch-channel }} pip install -r requirements-dev.txt python setup.py install - name: Run Tests + shell: bash -l {0} run: | - export PATH="$HOME/miniconda/bin:$PATH" - source activate test-environment - CI_PYTHON_VERSION="${{ matrix.python-version }}" sh tests/run_cpu_tests.sh + SKIP_DISTRIB_TESTS=${{ matrix.skip-distrib-tests }} CI_PYTHON_VERSION="${{ matrix.python-version }}" sh tests/run_cpu_tests.sh - name: Run MNIST Examples + shell: bash -l {0} run: | - export PATH="$HOME/miniconda/bin:$PATH" - source activate test-environment # MNIST # 1) mnist.py python examples/mnist/mnist.py --epochs=1 + + - name: Run MNIST with loggers Examples + shell: bash -l {0} + if: ${{ matrix.os == 'ubuntu-latest' }} + run: | # 2) mnist_with_visdom.py python -c "from visdom.server import download_scripts; download_scripts()" # download scripts : https://github.com/facebookresearch/visdom/blob/master/py/server.py#L929 python -m visdom.server & @@ -63,30 +71,30 @@ jobs: python examples/mnist/mnist_with_tensorboard.py --epochs=1 - name: Run MNIST Example With Crash + shell: bash -l {0} + if: ${{ matrix.os == 'ubuntu-latest' }} continue-on-error: true run: | - export PATH="$HOME/miniconda/bin:$PATH" - source activate test-environment # 4) mnist_save_resume_engine.py python examples/mnist/mnist_save_resume_engine.py --epochs=2 --crash_iteration 1100 - name: Resume MNIST from previous crash + shell: bash -l {0} + if: ${{ matrix.os == 'ubuntu-latest' }} run: | - export PATH="$HOME/miniconda/bin:$PATH" - source activate test-environment python examples/mnist/mnist_save_resume_engine.py --epochs=2 --resume_from=/tmp/mnist_save_resume/checkpoint_1.pt - name: Run GAN example + shell: bash -l {0} + if: ${{ matrix.os == 'ubuntu-latest' }} run: | - export PATH="$HOME/miniconda/bin:$PATH" - source activate test-environment # DCGAN python examples/gan/dcgan.py --dataset fake --dataroot /tmp/fakedata --output-dir /tmp/outputs-dcgan --batch-size 2 --epochs 2 --workers 0 - name: Run RL Examples + shell: bash -l {0} + if: ${{ matrix.os == 'ubuntu-latest' }} run: | - export PATH="$HOME/miniconda/bin:$PATH" - source activate test-environment # RL # 1) Actor-Critic python examples/reinforcement_learning/actor_critic.py --max-episodes=2 @@ -94,9 +102,9 @@ jobs: python examples/reinforcement_learning/reinforce.py --max-episodes=2 - name: Run Neural Style Example + shell: bash -l {0} + if: ${{ matrix.os == 'ubuntu-latest' }} run: | - export PATH="$HOME/miniconda/bin:$PATH" - source activate test-environment #fast-neural-style #train mkdir -p ~/.cache/torch/checkpoints/ && wget "https://download.pytorch.org/models/vgg16-397923af.pth" -O ~/.cache/torch/checkpoints/vgg16-397923af.pth diff --git a/ignite/contrib/handlers/neptune_logger.py b/ignite/contrib/handlers/neptune_logger.py index 5de948ed6461..43b1fc82b1b5 100644 --- a/ignite/contrib/handlers/neptune_logger.py +++ b/ignite/contrib/handlers/neptune_logger.py @@ -578,7 +578,9 @@ def __call__(self, checkpoint: Mapping, filename: str, metadata: Optional[Mappin # wont work on XLA with tempfile.NamedTemporaryFile() as tmp: - torch.save(checkpoint, tmp.name) + # we can not use tmp.name to open tmp.file twice on Win32 + # https://docs.python.org/3/library/tempfile.html#tempfile.NamedTemporaryFile + torch.save(checkpoint, tmp.file) self._logger.log_artifact(tmp.name, filename) @idist.one_rank_only(with_barrier=True) diff --git a/tests/ignite/contrib/engines/test_common.py b/tests/ignite/contrib/engines/test_common.py index 1a7506a2de7e..2b17af874294 100644 --- a/tests/ignite/contrib/engines/test_common.py +++ b/tests/ignite/contrib/engines/test_common.py @@ -340,7 +340,7 @@ def test_setup_tb_logging(dirname): tb_logger.close() tb_logger = _test_setup_logging( setup_logging_fn=setup_tb_logging, - kwargs_dict={"output_path": os.path.join(dirname, "t2")}, + kwargs_dict={"output_path": os.path.join(dirname, "t3")}, output_handler_cls=handlers.tensorboard_logger.OutputHandler, opt_params_handler_cls=handlers.tensorboard_logger.OptimizerParamsHandler, with_eval=True, diff --git a/tests/ignite/contrib/handlers/test_time_profilers.py b/tests/ignite/contrib/handlers/test_time_profilers.py index 169fcf7a6720..9cb9d5b1c076 100644 --- a/tests/ignite/contrib/handlers/test_time_profilers.py +++ b/tests/ignite/contrib/handlers/test_time_profilers.py @@ -1,11 +1,16 @@ import os +import sys import time +import pytest from pytest import approx from ignite.contrib.handlers.time_profilers import BasicTimeProfiler from ignite.engine import Engine, Events +if sys.platform.startswith("darwin"): + pytest.skip("Skip if on MacOS", allow_module_level=True) + def _do_nothing_update_fn(engine, batch): pass diff --git a/tests/ignite/contrib/handlers/test_tqdm_logger.py b/tests/ignite/contrib/handlers/test_tqdm_logger.py index 46c14855778f..8457673720e2 100644 --- a/tests/ignite/contrib/handlers/test_tqdm_logger.py +++ b/tests/ignite/contrib/handlers/test_tqdm_logger.py @@ -1,4 +1,5 @@ # -*- coding: utf-8 -*- +import sys import time import numpy as np @@ -10,6 +11,9 @@ from ignite.handlers import TerminateOnNan from ignite.metrics import RunningAverage +if sys.platform.startswith("win"): + pytest.skip("Skip if on Windows", allow_module_level=True) + def update_fn(engine, batch): a = 1 diff --git a/tests/ignite/engine/__init__.py b/tests/ignite/engine/__init__.py index 4bfadcd1fdab..9b556210dbf0 100644 --- a/tests/ignite/engine/__init__.py +++ b/tests/ignite/engine/__init__.py @@ -1,5 +1,13 @@ import torch +try: + from torch.utils.data import IterableDataset +except ImportError: + + class IterableDataset: + + pass + class BatchChecker: def __init__(self, data, init_counter=0): @@ -56,3 +64,18 @@ def setup_sampler(sampler_type, num_iters, batch_size): dataset = torch.zeros(num_iters * batch_size) return DistributedSampler(dataset, num_replicas=num_replicas, rank=rank), batch_size // num_replicas + + +class MyIterableDataset(IterableDataset): + def __init__(self, start, end): + super(MyIterableDataset).__init__() + assert end > start, "this example code only works with end >= start" + self.start = start + self.end = end + + def __iter__(self): + return iter(range(self.start, self.end)) + + +def get_iterable_dataset(*args, **kwargs): + return MyIterableDataset(*args, **kwargs) diff --git a/tests/ignite/engine/test_deterministic.py b/tests/ignite/engine/test_deterministic.py index 37b263dc69fd..7a723c468fd8 100644 --- a/tests/ignite/engine/test_deterministic.py +++ b/tests/ignite/engine/test_deterministic.py @@ -1,5 +1,6 @@ import os import random +import sys from unittest.mock import patch import numpy as np @@ -249,7 +250,7 @@ def _test(epoch_length=None): if epoch_length is None: epoch_length = num_iters - for resume_epoch in range(1, max_epochs): + for resume_epoch in range(1, max_epochs, 2): for num_workers in [0, 4]: sampler, batch_size = _setup_sampler(sampler_type, num_iters, total_batch_size) @@ -325,6 +326,7 @@ def _(engine): _test(15) +@pytest.mark.skipif("win" in sys.platform, reason="Skip extremely slow test on Windows/MacOSX") def test_resume_random_dataloader_from_epoch(): _test_resume_random_dataloader_from_epoch("cpu", setup_sampler) _test_resume_random_dataloader_from_epoch("cpu", setup_sampler, sampler_type="weighted") @@ -356,7 +358,7 @@ def _test(epoch_length=None): if epoch_length is None: epoch_length = num_iters - for resume_iteration in range(2, min(num_iters * max_epochs, epoch_length * max_epochs), 7): + for resume_iteration in range(2, min(num_iters * max_epochs, epoch_length * max_epochs), 13): for num_workers in [0, 4]: @@ -433,6 +435,7 @@ def _(engine): _test(11) +@pytest.mark.skipif("win" in sys.platform, reason="Skip extremely slow test on Windows/MacOSX") def test_resume_random_dataloader_from_iter(): _test_resume_random_dataloader_from_iter("cpu", setup_sampler) _test_resume_random_dataloader_from_iter("cpu", setup_sampler, sampler_type="weighted") diff --git a/tests/ignite/engine/test_engine.py b/tests/ignite/engine/test_engine.py index d4a23941c2fd..3c6c822cba50 100644 --- a/tests/ignite/engine/test_engine.py +++ b/tests/ignite/engine/test_engine.py @@ -1,5 +1,6 @@ import os import time +from distutils.version import LooseVersion from unittest.mock import MagicMock, Mock, call import numpy as np @@ -10,7 +11,7 @@ from ignite.engine import Engine, Events, State from ignite.engine.deterministic import keep_random_state from ignite.metrics import Average -from tests.ignite.engine import BatchChecker, EpochCounter, IterationCounter +from tests.ignite.engine import BatchChecker, EpochCounter, IterationCounter, get_iterable_dataset def test_terminate(): @@ -513,26 +514,16 @@ def test_multinode_distrib_gpu(distributed_context_multi_node_nccl): _test_run_check_triggered_events() +@pytest.mark.skipif(LooseVersion(torch.__version__) < LooseVersion("1.2.0"), reason="No IterableDataset in torch<1.2.0") def test_engine_with_iterable_dataloader(): - from torch.utils.data import DataLoader, IterableDataset - - # This can not be pickled on windows - class MyIterableDataset(IterableDataset): - def __init__(self, start, end): - super(MyIterableDataset).__init__() - assert end > start, "this example code only works with end >= start" - self.start = start - self.end = end - - def __iter__(self): - return iter(range(self.start, self.end)) + from torch.utils.data import DataLoader def _test(epoch_length=None): le = 50 num_workers = 4 - ds = MyIterableDataset(0, le) + ds = get_iterable_dataset(0, le) data_loader = DataLoader(ds, num_workers=num_workers) counter = [0] diff --git a/tests/ignite/handlers/test_timing.py b/tests/ignite/handlers/test_timing.py index 8070f6e99d67..87385b92fb1e 100644 --- a/tests/ignite/handlers/test_timing.py +++ b/tests/ignite/handlers/test_timing.py @@ -1,8 +1,14 @@ +import sys import time +import pytest + from ignite.engine import Engine, Events from ignite.handlers import Timer +if sys.platform.startswith("darwin"): + pytest.skip("Skip if on MacOS", allow_module_level=True) + def test_timer(): sleep_t = 0.2 diff --git a/tests/ignite/metrics/test_frequency.py b/tests/ignite/metrics/test_frequency.py index 61495aaeef49..9371b0553f15 100644 --- a/tests/ignite/metrics/test_frequency.py +++ b/tests/ignite/metrics/test_frequency.py @@ -1,4 +1,5 @@ import os +import sys import time import pytest @@ -7,7 +8,11 @@ from ignite.engine import Engine, Events from ignite.metrics import Frequency +if sys.platform.startswith("darwin"): + pytest.skip("Skip if on MacOS", allow_module_level=True) + +@pytest.mark.skipif(sys.platform.startswith("win"), reason="Skip on Windows") def test_nondistributed_average(): artificial_time = 1 # seconds num_tokens = 100 @@ -49,6 +54,8 @@ def assert_wps(e): engine.run(data, max_epochs=1) +@pytest.mark.skipif(sys.platform.startswith("darwin"), reason="Skip on MacOS") +@pytest.mark.skipif(sys.platform.startswith("win"), reason="Skip on Windows") def test_frequency_with_engine(): device = "cpu" _test_frequency_with_engine(device, workers=1) diff --git a/tests/ignite/test_utils.py b/tests/ignite/test_utils.py index 6c5ba54fe6c9..970e0fcdf8e2 100644 --- a/tests/ignite/test_utils.py +++ b/tests/ignite/test_utils.py @@ -113,3 +113,6 @@ def _(_): for source in [err, data]: assert "trainer INFO: Engine run starting with max_epochs=5." in source[0] assert "evaluator INFO: Engine run starting with max_epochs=1." in source[1] + + # Needed by windows to release FileHandler in the loggers + logging.shutdown() diff --git a/tests/run_cpu_tests.sh b/tests/run_cpu_tests.sh index 7721adc37e6b..4e48e19f9f28 100644 --- a/tests/run_cpu_tests.sh +++ b/tests/run_cpu_tests.sh @@ -4,6 +4,11 @@ set -xeu CUDA_VISIBLE_DEVICES="" py.test --tx 4*popen//python=python$CI_PYTHON_VERSION --cov ignite --cov-report term-missing -vvv tests/ +# https://pubs.opengroup.org/onlinepubs/009695399/utilities/xcu_chap02.html#tag_02_06_02 +if [ "${SKIP_DISTRIB_TESTS:-0}" -eq "1" ]; then + exit 0 +fi + export WORLD_SIZE=2 CUDA_VISIBLE_DEVICES="" py.test --cov ignite --cov-append --cov-report term-missing --dist=each --tx $WORLD_SIZE*popen//python=python$CI_PYTHON_VERSION tests -m distributed -vvv From b4b2335430fa9f33d86e74cc6274f01d98be4463 Mon Sep 17 00:00:00 2001 From: vfdev Date: Thu, 11 Jun 2020 17:53:24 +0200 Subject: [PATCH 02/27] [FR] Parallel helper tools (#1014) (#1116) * [FR] Parallel helper tools (#1014) * [WIP] auto and parallel dist modules * [WIP] auto optim * Added xla optimizer wrapper - other code updates * Updated auto and cifar10 example * - Fixed resume from - other cosmetics * Fixed bug with _XLADistributedOptimizer - updated default LR * autopep8 fix * Updated README and minor fixes * autopep8 fix * - Removed mnist distributed example - Reverted unintended modifications * Tests of auto methods * autopep8 fix * Tests, docs and code updates * autopep8 fix * Up code, test, cifar10 example and docs * Added option to stop the training - updated ci * Updated readme and fixed ci configs * - Updated code, README and remove old cifar10 Co-authored-by: vfdev-5 Co-authored-by: AutoPEP8 <> * Fixes failing tests * Minor updates * Other minor updates * Example readme update and minor fixes * Added test on load_objects ddp to improve coverage * Added more tests for parallel launcher * Replaced pbars by logger * Updated link to cifar10 example * Fixes codecov upload * Updated coverage report type for gpu/tpu Co-authored-by: Sylvain Desroziers --- .circleci/config.yml | 66 ++- docs/source/distributed.rst | 81 ++- examples/contrib/cifar10/.gitignore | 4 +- examples/contrib/cifar10/README.md | 140 ++---- examples/contrib/cifar10/assets/tb_logger.png | Bin 385799 -> 0 bytes .../cifar10/assets/tb_logger_det_vs_ndet.png | Bin 360618 -> 0 bytes .../contrib/cifar10/assets/tb_logger_gcp.png | Bin 180418 -> 0 bytes .../assets/tb_logger_run_resume_det.png | Bin 304852 -> 0 bytes .../assets/tb_logger_run_resume_ndet.png | Bin 326646 -> 0 bytes examples/contrib/cifar10/fastresnet.py | 120 ----- .../cifar10/gcp_ai_platform/Dockerfile | 38 -- .../contrib/cifar10/gcp_ai_platform/README.md | 45 -- .../cifar10/gcp_ai_platform/entrypoint.sh | 46 -- .../gcp_ai_platform/parse_cluster_spec.py | 16 - .../cifar10/gcp_ai_platform/submit_job.sh | 52 -- examples/contrib/cifar10/main.py | 461 ++++++++++-------- .../contrib/cifar10/plx_configs/README.md | 31 -- .../plx_configs/xp_training_1n_1gpu.yaml.tmpl | 28 -- .../xp_training_2n_4gpus.yaml.tmpl | 49 -- examples/contrib/cifar10/utils.py | 129 +---- ignite/distributed/__init__.py | 3 + ignite/distributed/auto.py | 276 +++++++++++ ignite/distributed/comp_models/native.py | 8 +- ignite/distributed/comp_models/xla.py | 4 +- ignite/distributed/launcher.py | 265 ++++++++++ ignite/handlers/checkpoint.py | 14 +- ignite/metrics/confusion_matrix.py | 2 +- tests/ignite/conftest.py | 2 +- .../distributed/check_idist_parallel.py | 91 ++++ tests/ignite/distributed/test_auto.py | 155 ++++++ tests/ignite/distributed/test_launcher.py | 160 ++++++ tests/ignite/handlers/test_checkpoint.py | 21 + tests/run_gpu_tests.sh | 8 +- tests/run_tpu_tests.sh | 2 +- 34 files changed, 1460 insertions(+), 857 deletions(-) delete mode 100644 examples/contrib/cifar10/assets/tb_logger.png delete mode 100644 examples/contrib/cifar10/assets/tb_logger_det_vs_ndet.png delete mode 100644 examples/contrib/cifar10/assets/tb_logger_gcp.png delete mode 100644 examples/contrib/cifar10/assets/tb_logger_run_resume_det.png delete mode 100644 examples/contrib/cifar10/assets/tb_logger_run_resume_ndet.png delete mode 100644 examples/contrib/cifar10/fastresnet.py delete mode 100644 examples/contrib/cifar10/gcp_ai_platform/Dockerfile delete mode 100644 examples/contrib/cifar10/gcp_ai_platform/README.md delete mode 100644 examples/contrib/cifar10/gcp_ai_platform/entrypoint.sh delete mode 100644 examples/contrib/cifar10/gcp_ai_platform/parse_cluster_spec.py delete mode 100644 examples/contrib/cifar10/gcp_ai_platform/submit_job.sh delete mode 100644 examples/contrib/cifar10/plx_configs/README.md delete mode 100644 examples/contrib/cifar10/plx_configs/xp_training_1n_1gpu.yaml.tmpl delete mode 100644 examples/contrib/cifar10/plx_configs/xp_training_2n_4gpus.yaml.tmpl create mode 100644 ignite/distributed/auto.py create mode 100644 ignite/distributed/launcher.py create mode 100644 tests/ignite/distributed/check_idist_parallel.py create mode 100644 tests/ignite/distributed/test_auto.py create mode 100644 tests/ignite/distributed/test_launcher.py diff --git a/.circleci/config.yml b/.circleci/config.yml index 814991e865a6..450d1e69ef34 100644 --- a/.circleci/config.yml +++ b/.circleci/config.yml @@ -47,7 +47,7 @@ run_pytorch_container: &run_pytorch_container environment: wd: << pipeline.parameters.workingdir >> command: | - docker run --gpus=all --rm -itd -v ${wd}:/ignite -w /ignite --name pthd << pipeline.parameters.pytorch_stable_image >> + docker run --gpus=all --rm -itd --shm-size 16G -v ${wd}:/ignite -w /ignite --name pthd << pipeline.parameters.pytorch_stable_image >> docker exec -it pthd nvidia-smi docker exec -it pthd ls @@ -80,7 +80,7 @@ jobs: # pytest on cuda export test_cmd='sh tests/run_gpu_tests.sh' - docker exec -it pthd /bin/bash -c "$test_cmd" + docker exec -it pthd /bin/bash -c "${test_cmd}" # MNIST tests @@ -118,7 +118,7 @@ jobs: - run: name: Codecov upload command: | - codecov -F gpu || echo 'Codecov upload failed' + bash <(curl -s https://codecov.io/bash) -Z -F gpu two_gpus_tests: @@ -135,7 +135,64 @@ jobs: name: Run 1 Node 2 GPUs Unit Tests command: | export test_cmd='sh tests/run_gpu_tests.sh 2' - docker exec -it pthd /bin/bash -c "$test_cmd" + docker exec -it pthd /bin/bash -c "${test_cmd}" + + - run: + name: Codecov upload + command: | + bash <(curl -s https://codecov.io/bash) -Z -F gpu-2 + + + two_gpus_check_dist_cifar10_example: + <<: *two_gpus + + working_directory: << pipeline.parameters.workingdir >> + + steps: + - checkout + - <<: *pull_pytorch_stable_image + - <<: *run_pytorch_container + - <<: *install_dependencies + - run: + name: "Install additional example dependencies" + command: | + docker exec -it pthd pip install fire + - run: + name: "Run without backend" + command: | + export example_path="examples/contrib/cifar10" + # initial run + export stop_cmd="--stop_iteration=500" + export test_cmd="CI=1 python ${example_path}/main.py run" + docker exec -it pthd /bin/bash -c "${test_cmd} ${stop_cmd}" + # resume + export resume_opt="--resume-from=/tmp/output-cifar10/resnet18_backend-None-1_stop-on-500/training_checkpoint_400.pt" + docker exec -it pthd /bin/bash -c "${test_cmd} --num_epochs=7 ${resume_opt}" + + - run: + name: "Run with NCCL backend using torch dist launch" + command: | + export example_path="examples/contrib/cifar10" + # initial run + export stop_cmd="--stop_iteration=500" + export test_cmd="CI=1 python -u -m torch.distributed.launch --nproc_per_node=2 --use_env ${example_path}/main.py run --backend=nccl" + docker exec -it pthd /bin/bash -c "${test_cmd} ${stop_cmd}" + # resume + export resume_opt="--resume-from=/tmp/output-cifar10/resnet18_backend-nccl-2_stop-on-500/training_checkpoint_400.pt" + docker exec -it pthd /bin/bash -c "${test_cmd} --num_epochs=7 ${resume_opt}" + + - run: + name: "Run with NCCL backend using spawn" + command: | + export example_path="examples/contrib/cifar10" + # initial run + export stop_cmd="--stop_iteration=500" + export test_cmd="CI=1 python -u ${example_path}/main.py run --backend=nccl --num_procs_per_node=2" + docker exec -it pthd /bin/bash -c "${test_cmd} ${stop_cmd}" + # resume + export resume_opt="--resume-from=/tmp/output-cifar10/resnet18_backend-nccl-2_stop-on-500/training_checkpoint_400.pt" + docker exec -it pthd /bin/bash -c "${test_cmd} --num_epochs=7 ${resume_opt}" + # ------------------------------------------------------------------------------------- # Workflows @@ -146,3 +203,4 @@ workflows: jobs: - one_gpu_tests - two_gpus_tests + - two_gpus_check_dist_cifar10_example diff --git a/docs/source/distributed.rst b/docs/source/distributed.rst index 1204de982944..bd4f2303911e 100644 --- a/docs/source/distributed.rst +++ b/docs/source/distributed.rst @@ -7,20 +7,87 @@ Helper module to use distributed settings for multiple backends: - XLA on TPUs via `pytorch/xla `_ -This module wraps common methods to fetch information about distributed configuration, initialize/finalize process -group or spawn multiple processes. +Distributed launcher and `auto` helpers +--------------------------------------- + +We provide a context manager to simplify the code of distributed configuration setup for all above supported backends. +In addition, methods like :meth:`~ignite.distributed.auto.auto_model`, :meth:`~ignite.distributed.auto.auto_optim` and +:meth:`~ignite.distributed.auto.auto_dataloader` helps to adapt in a transparent way provided model, optimizer and data +loaders to existing configuration: + +.. code-block:: python + + # main.py + + import ignite.distributed as idist + + def training(local_rank, config, **kwargs): + + print(idist.get_rank(), ": run with config:", config, "- backend=", idist.backend()) + + train_loader = idist.auto_dataloader(dataset, batch_size=32, num_workers=12, shuffle=True, **kwargs) + # batch size, num_workers and sampler are automatically adapted to existing configuration + # ... + model = resnet50() + model = idist.auto_model(model) + # model is DDP or DP or just itself according to existing configuration + # ... + optimizer = optim.SGD(model.parameters(), lr=0.01) + optimizer = idist.auto_optim(optimizer) + # optimizer is itself, except XLA configuration and overrides `step()` method. + # User can safely call `optimizer.step()` (behind `xm.optimizer_step(optimizier)` is performed) + + + backend = "nccl" # torch native distributed configuration on multiple GPUs + # backend = "xla-tpu" # XLA TPUs distributed configuration + # backend = None # no distributed configuration + with idist.Parallel(backend=backend, **dist_configs) as parallel: + parallel.run(training, config, a=1, b=2) + +Above code may be executed with `torch.distributed.launch`_ tool or by python and specifying distributed configuration +in the code. For more details, please, see :class:`~ignite.distributed.launcher.Parallel`, +:meth:`~ignite.distributed.auto.auto_model`, :meth:`~ignite.distributed.auto.auto_optim` and +:meth:`~ignite.distributed.auto.auto_dataloader`. + +Complete example of CIFAR10 training can be found +`here `_. + +.. _torch.distributed.launch: https://pytorch.org/docs/stable/distributed.html#launch-utility -Examples: - - Example to spawn `nprocs` processes that run `fn` with `args`: :meth:`~ignite.distributed.spawn` +ignite.distributed.auto +----------------------- +.. currentmodule:: ignite.distributed.auto + +.. automodule:: ignite.distributed.auto + :members: + + +ignite.distributed.launcher +--------------------------- + +.. currentmodule:: ignite.distributed.launcher + +.. automodule:: ignite.distributed.launcher + :members: -.. currentmodule:: ignite.distributed -.. automodule:: ignite.distributed +ignite.distributed.utils +------------------------ + +This module wraps common methods to fetch information about distributed configuration, initialize/finalize process +group or spawn multiple processes. + +.. currentmodule:: ignite.distributed.utils + +.. automodule:: ignite.distributed.utils :members: - :imported-members: + + .. attribute:: has_native_dist_support + + True if `torch.distributed` is available .. attribute:: has_xla_support diff --git a/examples/contrib/cifar10/.gitignore b/examples/contrib/cifar10/.gitignore index caf9b9b9a545..c93cd4493396 100644 --- a/examples/contrib/cifar10/.gitignore +++ b/examples/contrib/cifar10/.gitignore @@ -1,5 +1,3 @@ output cifar10 -.polyaxonignore -.polyaxon -plx_configs/*.yaml \ No newline at end of file +raw_pytorch \ No newline at end of file diff --git a/examples/contrib/cifar10/README.md b/examples/contrib/cifar10/README.md index 155463aae67e..394575e693ce 100644 --- a/examples/contrib/cifar10/README.md +++ b/examples/contrib/cifar10/README.md @@ -1,32 +1,42 @@ # CIFAR10 Example with Ignite -In this example, we show how to use *Ignite* to train a neural network on 1 or more GPUs, save the best model weights, -log learning rate, training/validation metrics. +In this example, we show how to use *Ignite* to train a neural network: +- on 1 or more GPUs or TPUs +- compute training/validation metrics +- log learning rate, metrics etc +- save the best model weights Configurations: * [x] single GPU * [x] multi GPUs on a single node * [x] multi GPUs on multiple nodes +* [x] TPUs on Colab ## Requirements: - [torchvision](https://github.com/pytorch/vision/): `pip install torchvision` - [tqdm](https://github.com/tqdm/tqdm/): `pip install tqdm` - [tensorboardx](https://github.com/lanpa/tensorboard-pytorch): `pip install tensorboardX` +- [python-fire](https://github.com/google/python-fire): `pip install fire` +- Optional: [trains](https://github.com/allegroai/trains): `pip install trains` ## Usage: -Run the example on a single GPU (script will not run without a GPU): +Run the example on a single GPU: ```bash -python main.py +python main.py run ``` -If user would like to provide already downloaded dataset, the path can be setup in parameters as +For details on accepted arguments: ```bash ---params="data_path=/path/to/cifar10/" +python main.py run -- --help ``` +If user would like to provide already downloaded dataset, the path can be setup in parameters as +```bash +--data_path="/path/to/cifar10/" +``` ### Distributed training @@ -34,15 +44,25 @@ If user would like to provide already downloaded dataset, the path can be setup Let's start training on a single node with 2 gpus: ```bash -python -u -m torch.distributed.launch --nproc_per_node=2 main.py --params="dist_backend='nccl'" +# using torch.distributed.launch +python -u -m torch.distributed.launch --nproc_per_node=2 --use_env main.py run --backend="nccl" +``` +or +```bash +# using function spawn inside the code +python -u main.py run --backend="nccl" --num_procs_per_node=2 ``` If user would like to provide already downloaded dataset, the path can be setup in parameters as ```bash ---params="data_path=/path/to/cifar10/;batch_size=512" +--data_path="/path/to/cifar10/" ``` -![tb1](assets/tb_logger.png) + +#### Colab, on 8 TPUs + + +Same code can be run on TPUs: [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1E9zJrptnLJ_PKhmaP5Vhb6DTVRvyrKHx) #### Multiple nodes, multiple GPUs @@ -55,8 +75,8 @@ python -u -m torch.distributed.launch \ --nnodes=2 \ --nproc_per_node=2 \ --node_rank=0 \ - --master_addr=master --master_port=2222 \ - main.py --params="dist_backend='nccl'" + --master_addr=master --master_port=2222 --use_env \ + main.py run --backend="nccl" ``` 2) Execute on worker node @@ -66,108 +86,38 @@ python -u -m torch.distributed.launch \ --nproc_per_node=2 \ --node_rank=1 \ --master_addr=master --master_port=2222 \ - main.py --params="dist_backend='nccl'" + main.py run --backend="nccl" ``` -![tb2](assets/tb_logger_gcp.png) - -## Reproduce trainings - -- To reproduce trainings with [Polyaxon](https://polyaxon.com/), please see [plx_configs/README.md](plx_configs/README.md) -- To reproduce trainings on [GCP AI platform](https://cloud.google.com/ml-engine/docs/), please see [gcp_ai_platform](gcp_ai_platform/README.md). - -## Acknowledgements - -In this repository we are using the code from -- [cifar10-fast repository](https://github.com/davidcpage/cifar10-fast) -Thanks to the authors for sharing their code! +### Check resume training +#### Single GPU -## Check resume training - -### Single GPU - -Initial training with a crash at 1000 iteration (~10 epochs) +Initial training with a stop on 1000 iteration (~11 epochs) ```bash -python main.py --params="crash_iteration=1000" -# or same in deterministic mode -python main.py --params="crash_iteration=1000;deterministic=True;output_path=/tmp/output-cifar10/deterministic" +python main.py run --stop_iteration=1000 ``` Resume from the latest checkpoint ```bash -python main.py --params="resume_from=/tmp/output-cifar10/XYZ-single-gpu/training_checkpoint_800.pt" -# or same in deterministic mode -python main.py --params="resume_from=/tmp/output-cifar10/deterministic/XYZ-single-gpu/training_checkpoint_800.pt;deterministic=True;output_path=/tmp/output-cifar10/deterministic" -``` - -Training without crashing -```bash -python main.py -# or same in deterministic mode -python main.py --params="deterministic=True;output_path=/tmp/output-cifar10/deterministic" +python main.py run --resume-from=/tmp/output-cifar10/resnet18_backend-None-1_stop-on-1000/training_checkpoint_1000.pt ``` -Non-deterministic| Deterministic ----|--- -![img11](assets/tb_logger_run_resume_ndet.png) | ![img12](assets/tb_logger_run_resume_det.png) - -**Note 1:** We can observe a gap on `train/batch_loss` curves between intial training and resumed training. This metric is -computed as a running average and while resuming the training, the cumulative part is not restored. - - -Relative performances comparision -![img13](assets/tb_logger_det_vs_ndet.png) - -**Note 2:** Please, keep in mind, that `torch.backends.cudnn.deterministic=True` and -`torch.backends.cudnn.benchmark=False` used in [`DeterministicEngine`](https://pytorch.org/ignite/engine.html#ignite.engine.deterministic.DeterministicEngine) -have a negative single-run performance impact (see [official torch notes](https://pytorch.org/docs/stable/notes/randomness.html#cudnn)). - +### Distributed training -### Single Node, multiple GPUs +#### Single node, multiple GPUs -Initial training with a crash at 1000 iteration (~10 epochs) +Initial training on a single node with 2 gpus with a stop on 1000 iteration (~11 epochs): ```bash -python -u -m torch.distributed.launch --nproc_per_node=2 main.py --params="dist_backend='nccl';crash_iteration=1000" -# or same in deterministic mode -python -u -m torch.distributed.launch --nproc_per_node=2 main.py --params="dist_backend='nccl';crash_iteration=1000;deterministic=True;output_path=/tmp/output-cifar10/deterministic" +# using torch.distributed.launch +python -u -m torch.distributed.launch --nproc_per_node=2 --use_env main.py run --backend="nccl" --stop_iteration=1000 ``` Resume from the latest checkpoint ```bash -python -u -m torch.distributed.launch --nproc_per_node=2 main.py --params="dist_backend='nccl';resume_from=/tmp/output-cifar10/XYZ-distributed-1nodes-2gpus/training_checkpoint_800.pt" -# or same in deterministic mode -python -u -m torch.distributed.launch --nproc_per_node=2 main.py --params="dist_backend='nccl';resume_from=/tmp/output-cifar10/deterministic/XYZ-distributed-1nodes-2gpus/training_checkpoint_800.pt;deterministic=True;output_path=/tmp/output-cifar10/deterministic" -``` - -Training without crashing -```bash -python -u -m torch.distributed.launch --nproc_per_node=2 main.py --params="dist_backend='nccl'" -# or 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