From 94e2fcea2eabb7d9d47bc31ff7c161c337853dde Mon Sep 17 00:00:00 2001 From: Richard Liaw Date: Sun, 16 Feb 2020 19:04:08 -0800 Subject: [PATCH] [sgd] fp16 (apex) and scheduler support + move examples page (#7061) * Init fp16 * fp16 and schedulers * scheduler linking and fp16 * to fp16 * loss scaling and documentation * more documentation * add tests, refactor config * moredocs * more docs * fix logo, add test mode, add fp16 flag * fix tests * fix scheduler * fix apex * improve safety * fix tests * fix tests * remove pin memory default * rm * fix * Update doc/examples/doc_code/raysgd_torch_signatures.py * fix * migrate changes from other PR * ok thanks * pass * signatures * lint' * Update python/ray/experimental/sgd/pytorch/utils.py * Apply suggestions from code review Co-Authored-By: Edward Oakes * should address most comments * comments * fix this ci * fix tests' * testmode Co-authored-by: Edward Oakes --- ci/jenkins_tests/run_tune_tests.sh | 3 + .../doc_code/raysgd_torch_signatures.py | 121 +++++++ doc/source/index.rst | 1 - doc/source/raysgd/raysgd.rst | 8 +- doc/source/raysgd/raysgd_pytorch.rst | 313 +++++++++++------- doc/source/raysgd/raysgd_pytorch_examples.rst | 38 --- doc/source/raysgd/raysgd_tensorflow.rst | 6 +- doc/source/raysgd/raysgdlogo.png | Bin 284645 -> 286398 bytes .../sgd/pytorch/distributed_pytorch_runner.py | 63 ++-- .../pytorch/examples/cifar_pytorch_example.py | 92 ++--- .../sgd/pytorch/examples/dcgan.py | 7 +- .../sgd/pytorch/examples/example-sgd.yaml | 9 +- .../sgd/pytorch/examples/train_example.py | 24 +- .../sgd/pytorch/pytorch_runner.py | 156 ++++++--- .../sgd/pytorch/pytorch_trainer.py | 121 +++++-- python/ray/experimental/sgd/pytorch/utils.py | 138 +++++++- .../experimental/sgd/tests/test_pytorch.py | 138 +++++++- 17 files changed, 874 insertions(+), 364 deletions(-) create mode 100644 doc/examples/doc_code/raysgd_torch_signatures.py delete mode 100644 doc/source/raysgd/raysgd_pytorch_examples.rst diff --git a/ci/jenkins_tests/run_tune_tests.sh b/ci/jenkins_tests/run_tune_tests.sh index b5be73013..579b9d5c4 100755 --- a/ci/jenkins_tests/run_tune_tests.sh +++ b/ci/jenkins_tests/run_tune_tests.sh @@ -146,6 +146,9 @@ $SUPPRESS_OUTPUT docker run --rm --shm-size=${SHM_SIZE} --memory=${MEMORY_SIZE} $SUPPRESS_OUTPUT docker run --rm --shm-size=${SHM_SIZE} --memory=${MEMORY_SIZE} $DOCKER_SHA \ python -m pytest /ray/python/ray/experimental/sgd/tests +$SUPPRESS_OUTPUT docker run --rm --shm-size=${SHM_SIZE} --memory=${MEMORY_SIZE} $DOCKER_SHA \ + python /ray/doc/examples/doc_code/raysgd_torch_signatures.py + $SUPPRESS_OUTPUT docker run --rm --shm-size=${SHM_SIZE} --memory=${MEMORY_SIZE} $DOCKER_SHA \ python /ray/python/ray/experimental/sgd/pytorch/examples/train_example.py diff --git a/doc/examples/doc_code/raysgd_torch_signatures.py b/doc/examples/doc_code/raysgd_torch_signatures.py new file mode 100644 index 000000000..b8fe06180 --- /dev/null +++ b/doc/examples/doc_code/raysgd_torch_signatures.py @@ -0,0 +1,121 @@ +# flake8: noqa +""" +This file holds code for the Pytorch Trainer creator signatures. + +It ignores yapf because yapf doesn't allow comments right after code blocks, +but we put comments right after code blocks to prevent large white spaces +in the documentation. +""" +# yapf: disable + +# __torch_model_start__ +import torch.nn as nn + +def model_creator(config): + """Constructor function for the model(s) to be optimized. + + You will also need to provide a custom training + function to specify the optimization procedure for multiple models. + + Args: + config (dict): Configuration dictionary passed into ``PyTorchTrainer``. + + Returns: + One or more torch.nn.Module objects. + """ + return nn.Linear(1, 1) +# __torch_model_end__ + + +# __torch_optimizer_start__ +import torch + +def optimizer_creator(model, config): + """Constructor of one or more Torch optimizers. + + Args: + models: The return values from ``model_creator``. This can be one + or more torch nn modules. + config (dict): Configuration dictionary passed into ``PyTorchTrainer``. + + Returns: + One or more Torch optimizer objects. + """ + return torch.optim.SGD(model.parameters(), lr=config.get("lr", 1e-4)) +# __torch_optimizer_end__ + + +# __torch_data_start__ +from ray.experimental.sgd.pytorch.examples.train_example import LinearDataset + +def data_creator(config): + """Constructs torch.utils.data.Dataset objects. + + Note that even though two Dataset objects can be returned, + only one dataset will be used for training. + + Args: + config: Configuration dictionary passed into ``PyTorchTrainer`` + + Returns: + One or Two Dataset objects. If only one Dataset object is provided, + ``trainer.validate()`` will throw a ValueError. + """ + return LinearDataset(2, 5), LinearDataset(2, 5, size=400) +# __torch_data_end__ + +# __torch_loss_start__ +import torch + +def loss_creator(config): + """Constructs the Torch Loss object. + + Note that optionally, you can pass in a Torch Loss constructor directly + into the PyTorchTrainer (i.e., ``PyTorchTrainer(loss_creator=nn.BCELoss, ...)``). + + Args: + config: Configuration dictionary passed into ``PyTorchTrainer`` + + Returns: + Torch Loss object. + """ + return torch.nn.BCELoss() +# __torch_loss_end__ + +# __torch_scheduler_start__ +import torch + +def scheduler_creator(optimizer, config): + """Constructor of one or more Torch optimizer schedulers. + + Args: + optimizers: The return values from ``optimizer_creator``. + This can be one or more torch optimizer objects. + config: Configuration dictionary passed into ``PyTorchTrainer`` + + Returns: + One or more Torch scheduler objects. + """ + return torch.optim.lr_scheduler.StepLR(optimizer, step_size=5, gamma=0.9) + +# __torch_scheduler_end__ + +# __torch_ray_start__ +import ray + +ray.init() +# or ray.init(address="auto") to connect to a running cluster. +# __torch_ray_end__ + +# __torch_trainer_start__ +from ray.experimental.sgd import PyTorchTrainer + +trainer = PyTorchTrainer( + model_creator, + data_creator, + optimizer_creator, + loss_creator=nn.MSELoss, + scheduler_creator=scheduler_creator, + config={"lr": 0.001}) + +# __torch_trainer_end__ diff --git a/doc/source/index.rst b/doc/source/index.rst index 1edb4972e..98b25d82d 100644 --- a/doc/source/index.rst +++ b/doc/source/index.rst @@ -281,7 +281,6 @@ Getting Involved raysgd/raysgd.rst raysgd/raysgd_pytorch.rst - raysgd/raysgd_pytorch_examples.rst raysgd/raysgd_tensorflow.rst raysgd/raysgd_ref.rst diff --git a/doc/source/raysgd/raysgd.rst b/doc/source/raysgd/raysgd.rst index b54f4adea..426464641 100644 --- a/doc/source/raysgd/raysgd.rst +++ b/doc/source/raysgd/raysgd.rst @@ -1,10 +1,6 @@ RaySGD: Distributed Deep Learning ================================= -.. tip:: Get in touch with us if you're using or considering using `RaySGD `_! -.. warning:: This is still an experimental API and is subject to change in the near future. - - .. image:: raysgdlogo.png :scale: 20% :align: center @@ -17,6 +13,8 @@ The main features are: - **Composability**: RaySGD is built on top of the Ray Actor API, enabling seamless integration with existing Ray applications such as RLlib, Tune, and Ray.Serve. - **Scale up and down**: Start on single CPU. Scale up to multi-node, multi-CPU, or multi-GPU clusters by changing 2 lines of code. +.. tip:: We need your feedback! RaySGD is currently early in its development, and we're hoping to get feedback from people using or considering it. We'd love `to get in touch `_! + Getting Started --------------- @@ -53,7 +51,7 @@ You can start a ``PyTorchTrainer`` with the following: model_creator, data_creator, optimizer_creator, - loss_creator, + loss_creator=nn.MSELoss, num_replicas=2, use_gpu=True, batch_size=512, diff --git a/doc/source/raysgd/raysgd_pytorch.rst b/doc/source/raysgd/raysgd_pytorch.rst index a8c724aec..7dcbf6a69 100644 --- a/doc/source/raysgd/raysgd_pytorch.rst +++ b/doc/source/raysgd/raysgd_pytorch.rst @@ -1,135 +1,124 @@ RaySGD Pytorch ============== -.. warning:: This is still an experimental API and is subject to change in the near future. - -.. tip:: Get in touch with us if you're using or considering using `RaySGD `_! - .. image:: raysgd-pytorch.svg :align: center -The RaySGD ``PyTorchTrainer`` simplifies distributed model training for PyTorch. The ``PyTorchTrainer`` is a wrapper around ``torch.distributed.launch`` with a Python API to easily incorporate distributed training into a larger Python application, as opposed to needing to execute training outside of Python. For end to end examples, see :ref:`raysgd-pytorch-example`. +The RaySGD ``PyTorchTrainer`` simplifies distributed model training for PyTorch. The ``PyTorchTrainer`` is a wrapper around ``torch.distributed.launch`` with a Python API to easily incorporate distributed training into a larger Python application, as opposed to needing to wrap your training code in bash scripts. Under the hood, ``PytorchTrainer`` will create *replicas* of your model (controlled by ``num_replicas``), each of which is managed by a Ray actor. .. image:: raysgd-actors.svg :align: center - +For end to end examples leveraging RaySGD PyTorchTrainer, jump to :ref:`raysgd-pytorch-examples`. Setting up training ------------------- -The ``PyTorchTrainer`` can be constructed with functions that wrap components of the training script. Specifically, it needs constructors for the Model, Data, Optimizer, and Loss to create replicated copies across different devices and machines. +.. tip:: We need your feedback! RaySGD is currently early in its development, and we're hoping to get feedback from people using or considering it. We'd love `to get in touch `_! -For example: +The ``PyTorchTrainer`` can be constructed with functions that wrap components of the training script. Specifically, it requires constructors for the Model, Data, Optimizer, Loss, and ``lr_scheduler`` to create replicated copies across different devices and machines. -.. code-block:: python +.. literalinclude:: ../../examples/doc_code/raysgd_torch_signatures.py + :language: python + :start-after: __torch_trainer_start__ + :end-before: __torch_trainer_end__ - import numpy as np - import torch - import torch.nn as nn - from torch import distributed +The below section covers the expected signatures of creator functions. Jump to :ref:`starting-pytorch-trainer`. - from ray.experimental.sgd import PyTorchTrainer - from ray.experimental.sgd.examples.train_example import LinearDataset +Model Creator +~~~~~~~~~~~~~ - def model_creator(config): - """Constructor function for the model(s) to be optimized. +This is the signature needed for ``PyTorchTrainer(model_creator=...)``. - Note that if multiple models are returned, the same number of optimizers - must be returned. You will also need to provide a custom training - function to specify the optimization procedure for multiple models. - - Args: - config (dict): Configuration dictionary passed into ``PyTorchTrainer``. - - Returns: - One or more torch.nn.Module objects. - """ - return nn.Linear(1, 1) +.. literalinclude:: ../../examples/doc_code/raysgd_torch_signatures.py + :language: python + :start-after: __torch_model_start__ + :end-before: __torch_model_end__ - def optimizer_creator(models, config): - """Constructor of the optimizers. +Optimizer Creator +~~~~~~~~~~~~~~~~~ - Args: - models: The return values from ``model_creator``. This can be one - or more torch nn modules. - config (dict): Configuration dictionary passed into ``PyTorchTrainer``. +This is the signature needed for ``PyTorchTrainer(optimizer_creator=...)``. - Returns: - One or more Torch optimizer objects. You must return as many optimizers - as you have models. - """ - return torch.optim.SGD(model.parameters(), lr=config.get("lr", 1e-4)) - - - def data_creator(config): - """Constructs torch.utils.data.Dataset objects. - - Note that even though two Dataset objects can be returned, - only one dataset will be used for training. - - Args: - config: Configuration dictionary passed into ``PyTorchTrainer`` - - Returns: - One or Two Dataset objects. If only one Dataset object is provided, - ``trainer.validate()`` will throw a ValueError. - """ - return LinearDataset(2, 5), LinearDataset(2, 5, size=400) - - def loss_creator(config): - """Constructs the Torch Loss object. - - Note that optionally, you can pass in a Torch Loss constructor directly - into the PyTorchTrainer (i.e., ``PyTorchTrainer(loss_creator=nn.BCELoss, ...))``). - - Returns: - Torch Loss object. - """ - return torch.nn.BCELoss() +.. literalinclude:: ../../examples/doc_code/raysgd_torch_signatures.py + :language: python + :start-after: __torch_optimizer_start__ + :end-before: __torch_optimizer_end__ -Before instantiating the trainer, you'll have to start or connect to a Ray cluster: +Data Creator +~~~~~~~~~~~~ -.. code-block:: python +This is the signature needed for ``PyTorchTrainer(data_creator=...)``. - ray.init() - # or ray.init(address="auto") if a cluster has been started. +.. literalinclude:: ../../examples/doc_code/raysgd_torch_signatures.py + :language: python + :start-after: __torch_data_start__ + :end-before: __torch_data_end__ + + + +Loss Creator +~~~~~~~~~~~~ + +This is the signature needed for ``PyTorchTrainer(loss_creator=...)``. + +.. literalinclude:: ../../examples/doc_code/raysgd_torch_signatures.py + :language: python + :start-after: __torch_loss_start__ + :end-before: __torch_loss_end__ + + +Scheduler Creator +~~~~~~~~~~~~~~~~~ + +Optionally, you can provide a creator function for the learning rate scheduler. This is the signature needed +for ``PyTorchTrainer(scheduler_creator=...)``. + +.. literalinclude:: ../../examples/doc_code/raysgd_torch_signatures.py + :language: python + :start-after: __torch_scheduler_start__ + :end-before: __torch_scheduler_end__ + +.. _starting-pytorch-trainer: + +Putting things together +~~~~~~~~~~~~~~~~~~~~~~~ + +Before instantiating the trainer, first start or connect to a Ray cluster: + +.. literalinclude:: ../../examples/doc_code/raysgd_torch_signatures.py + :language: python + :start-after: __torch_ray_start__ + :end-before: __torch_ray_end__ Instantiate the trainer object: -.. code-block:: python - - from ray.experimental.sgd import PyTorchTrainer - - trainer = PyTorchTrainer( - model_creator, - data_creator, - optimizer_creator, - loss_creator=nn.MSELoss, - config={"lr": 0.001}) - +.. literalinclude:: ../../examples/doc_code/raysgd_torch_signatures.py + :language: python + :start-after: __torch_trainer_start__ + :end-before: __torch_trainer_end__ You can also set the number of workers and whether the workers will use GPUs: .. code-block:: python + :emphasize-lines: 8,9 trainer = PyTorchTrainer( model_creator, data_creator, optimizer_creator, loss_creator=nn.MSELoss, + scheduler_creator=scheduler_creator, config={"lr": 0.001}, num_replicas=100, use_gpu=True) - -See the documentation on the PyTorchTrainer here: :ref:`ref-pytorch-trainer`. -We'll look at the training APIs next. +See the documentation on the PyTorchTrainer here: :ref:`ref-pytorch-trainer`. We'll look at the training APIs next. Training APIs ------------- @@ -154,17 +143,19 @@ You can customize the exact function that is called by using a customized traini Shutting down training ---------------------- -After training, you may want to reappropriate the Ray cluster. To release Ray resources obtained by the trainer: +After training, you may want to reappropriate the Ray cluster. To release Ray resources obtained by the Trainer: .. code-block:: python trainer.shutdown() -.. note:: Be sure to call ``save`` or ``get_model`` before shutting down. +.. note:: Be sure to call ``trainer.save()`` or ``trainer.get_model()`` before shutting down. Initialization Functions ------------------------ +.. warning:: This is still an experimental API and is subject to change without warning. + You may want to run some initializers on each worker when they are started. This may be something like setting an environment variable or downloading some data. You can do this via the ``initialization_hook`` parameter: .. code-block:: python @@ -193,15 +184,7 @@ Save and Load If you want to save or reload the training procedure, you can use ``trainer.save`` and ``trainer.load``, which wraps the relevant ``torch.save`` and ``torch.load`` calls. This should work across a distributed cluster even without a NFS because it takes advantage of Ray's distributed object store. -.. code-block:: - - trainer_1 = PyTorchTrainer( - model_creator, - data_creator, - optimizer_creator, - loss_creator=nn.MSELoss, - num_replicas=num_replicas) - trainer_1.train() +.. code-block:: python checkpoint_path = os.path.join(tempfile.mkdtemp(), "checkpoint") trainer_1.save(checkpoint_path) @@ -210,7 +193,7 @@ and ``trainer.load``, which wraps the relevant ``torch.save`` and ``torch.load`` model_creator, data_creator, optimizer_creator, - loss_creator=lambda config: nn.MSELoss(), + loss_creator=nn.MSELoss, num_replicas=num_replicas) trainer_2.restore(checkpoint_path) @@ -220,10 +203,51 @@ Exporting a model for inference The trained torch model can be extracted for use within the same Python program with ``trainer.get_model()``. This will load the state dictionary of the model(s). -.. code-block:: +.. code-block:: python trainer.train() - model = trainer.get_model() + model = trainer.get_model() # Returns multiple models if the model_creator does. + +Mixed Precision (FP16) Training +------------------------------- + +You can enable mixed precision training for PyTorch with the ``use_fp16`` flag. This automatically converts the model(s) and optimizer(s) to train using mixed-precision. This requires NVIDIA ``Apex``, which can be installed from `the NVIDIA/Apex repository `_: + +.. code-block:: python + :emphasize-lines: 7 + + trainer = PyTorchTrainer( + model_creator, + data_creator, + optimizer_creator, + loss_creator=nn.MSELoss, + num_replicas=4, + use_fp16=True + ) + +``Apex`` is a Pytorch extension with NVIDIA-maintained utilities to streamline mixed precision and distributed training. When ``use_fp16=True``, +you should not manually cast your model or data to ``.half()``. The flag informs the Trainer to call ``amp.initialize`` on the created models and optimizers and optimize using the scaled loss: ``amp.scale_loss(loss, optimizer)``. + +To specify particular parameters for ``amp.initialize``, you can use the ``apex_args`` field for the PyTorchTrainer constructor. Valid arguments can be found on the `Apex documentation `_: + +.. code-block:: python + :emphasize-lines: 7-12 + + trainer = PyTorchTrainer( + model_creator, + data_creator, + optimizer_creator, + loss_creator=nn.MSELoss, + num_replicas=4, + use_fp16=True, + apex_args={ + opt_level="O3", + num_losses=2, + verbosity=0 + } + ) + +Note that if using a custom training function, you will need to manage loss scaling manually. Distributed Multi-node Training @@ -236,9 +260,9 @@ You can start a Ray cluster `via the Ray cluster launcher `_ o .. code-block:: bash ray up CLUSTER.yaml - python train.py --address="auto" + ray submit train.py --args="--address='auto'" -Then, you'll be able to scale up the number of workers seamlessly across multiple nodes: +Then, within ``train.py`` you can scale up the number of workers seamlessly across multiple nodes: .. code-block:: python @@ -246,7 +270,7 @@ Then, you'll be able to scale up the number of workers seamlessly across multipl model_creator, data_creator, optimizer_creator, - loss_creator=lambda config: nn.MSELoss(), + loss_creator=nn.MSELoss, num_replicas=100) @@ -255,7 +279,7 @@ Advanced: Fault Tolerance For distributed deep learning, jobs are often run on infrastructure where nodes can be pre-empted frequently (i.e., spot instances in the cloud). To overcome this, RaySGD provides **fault tolerance** features that enable training to continue regardless of node failures. -.. code-block:: bash +.. code-block:: python trainer.train(max_retries=N) @@ -273,7 +297,7 @@ Note that we assume the Trainer itself is not on a pre-emptible node. It is curr Users can set ``checkpoint="auto"`` to always checkpoint the current model before executing a pass over the training dataset. -.. code-block:: bash +.. code-block:: python trainer.train(max_retries=N, checkpoint="auto") @@ -281,6 +305,8 @@ Users can set ``checkpoint="auto"`` to always checkpoint the current model befor Advanced: Hyperparameter Tuning ------------------------------- +.. warning:: This is still an experimental API and is subject to change without warning. + ``PyTorchTrainer`` naturally integrates with Tune via the ``PyTorchTrainable`` interface. The same arguments to ``PyTorchTrainer`` should be passed into the ``tune.run(config=...)`` as shown below. .. literalinclude:: ../../../python/ray/experimental/sgd/pytorch/examples/tune_example.py @@ -288,12 +314,12 @@ Advanced: Hyperparameter Tuning :start-after: __torch_tune_example__ -Simultaneous Multi-model training +Simultaneous Multi-model Training --------------------------------- -In certain scenarios such as training GANs, you may want to use multiple models in the training loop. You can do this in the ``PyTorchTrainer`` by allowing the ``model_creator`` and the ``optimizer_creator`` to return multiple values. +In certain scenarios such as training GANs, you may want to use multiple models in the training loop. You can do this in the ``PyTorchTrainer`` by allowing the ``model_creator``, ``optimizer_creator``, and ``scheduler_creator`` to return multiple values. -If multiple models are returned, you will need to provide a custom training function (and custom validation function if you plan to call ``validate``). +If multiple models, optimizers, or schedulers are returned, you will need to provide a custom training function (and custom validation function if you plan to call ``validate``). You can see the `DCGAN script `_ for an end-to-end example. @@ -336,24 +362,36 @@ You can see the `DCGAN script `_. + +.. _raysgd-pytorch-examples: + +PyTorchTrainer Examples +----------------------- + +Here are some examples of using RaySGD for training PyTorch models. If you'd like +to contribute an example, feel free to create a `pull request here `_. + +- `PyTorch training example `__: + Simple example of using Ray's PyTorchTrainer. + +- `CIFAR10 example `__: + Training a ResNet18 model on CIFAR10. It uses a custom training + function, a custom validation function, and custom initialization code for each worker. + +- `DCGAN example `__: + Training a Deep Convolutional GAN on MNIST. It constructs + two models and two optimizers and uses a custom training and validation function. diff --git a/doc/source/raysgd/raysgd_pytorch_examples.rst b/doc/source/raysgd/raysgd_pytorch_examples.rst deleted file mode 100644 index d8546d801..000000000 --- a/doc/source/raysgd/raysgd_pytorch_examples.rst +++ /dev/null @@ -1,38 +0,0 @@ -.. _raysgd-pytorch-example: - -RaySGD PyTorch Examples -======================= - -Here are some examples of using RaySGD for training PyTorch models. If you'd like -to contribute an example, feel free to create a `pull request here `_. - - -Toy Example ------------ - -Below is an example of using Ray's PyTorchTrainer. - - -.. literalinclude:: ../../../python/ray/experimental/sgd/pytorch/examples/train_example.py - :language: python - :start-after: __torch_train_example__ - - -CIFAR10 Example ---------------- - -Below is an example of training a ResNet18 model on CIFAR10. It uses a custom training -function, a custom validation function, and custom initialization code for each worker. - -.. literalinclude:: ../../../python/ray/experimental/sgd/pytorch/examples/cifar_pytorch_example.py - :language: python - - -DCGAN Example -------------- - -Below is an example of training a Deep Convolutional GAN on MNIST. It constructs -two models and two optimizers and uses a custom training and validation function. - -.. literalinclude:: ../../../python/ray/experimental/sgd/pytorch/examples/dcgan.py - :language: python diff --git a/doc/source/raysgd/raysgd_tensorflow.rst b/doc/source/raysgd/raysgd_tensorflow.rst index c42277376..b031153bb 100644 --- a/doc/source/raysgd/raysgd_tensorflow.rst +++ b/doc/source/raysgd/raysgd_tensorflow.rst @@ -1,14 +1,12 @@ RaySGD TensorFlow ================= -.. warning:: This is still an experimental API and is subject to change in the near future. - -.. tip:: Help us make RaySGD better; take this 1 minute `User Survey `_! - RaySGD's ``TFTrainer`` simplifies distributed model training for Tensorflow. The ``TFTrainer`` is a wrapper around ``MultiWorkerMirroredStrategy`` with a Python API to easily incorporate distributed training into a larger Python application, as opposed to write custom logic of setting environments and starting separate processes. .. important:: This API has only been tested with TensorFlow2.0rc and is still highly experimental. Please file bug reports if you run into any - thanks! +.. tip:: We need your feedback! RaySGD is currently early in its development, and we're hoping to get feedback from people using or considering it. 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