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<p class="blog-date">August 18, 2020</p>
<h4>
<a href="/blog/pytorch-1.6-now-includes-stochastic-weight-averaging/">PyTorch 1.6 now includes Stochastic Weight Averaging</a>
</h4>
<p>Do you use stochastic gradient descent (SGD) or Adam? Regardless of the procedure you use to train your neural network, you can likely achieve significantly better generalization at virtually no additional cost with a simple new technique now natively supported in PyTorch 1.6, Stochastic Weight Averaging (SWA) [1]. Even if you have already trained your model, it’s easy to realize the benefits of SWA by running SWA for a small number of epochs starting with a pre-trained model. Again and again...</p>
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<p class="blog-date">August 11, 2020</p>
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<a href="/blog/efficient-pytorch-io-library-for-large-datasets-many-files-many-gpus/">Efficient PyTorch I/O library for Large Datasets, Many Files, Many GPUs</a>
</h4>
<p>Data sets are growing bigger every day and GPUs are getting faster. This means there are more data sets for deep learning researchers and engineers to train and validate their models.
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<p class="blog-date">July 28, 2020</p>
<h4>
<a href="/blog/pytorch-1.6-released/">PyTorch 1.6 released w/ Native AMP Support, Microsoft joins as maintainers for Windows</a>
</h4>
<p>Today, we’re announcing the availability of PyTorch 1.6, along with updated domain libraries. We are also excited to announce the team at Microsoft is now maintaining Windows builds and binaries and will also be supporting the community on GitHub as well as the PyTorch Windows discussion forums.
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<p class="blog-date">July 28, 2020</p>
<h4>
<a href="/blog/pytorch-feature-classification-changes/">PyTorch feature classification changes</a>
</h4>
<p>Traditionally features in PyTorch were classified as either stable or experimental with an implicit third option of testing bleeding edge features by building master or through installing nightly builds (available via prebuilt whls). This has, in a few cases, caused some confusion around the level of readiness, commitment to the feature and backward compatibility that can be expected from a user perspective. Moving forward, we’d like to better classify the 3 types of features as well as defin...</p>
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<p class="blog-date">July 28, 2020</p>
<h4>
<a href="/blog/microsoft-becomes-maintainer-of-the-windows-version-of-pytorch/">Microsoft becomes maintainer of the Windows version of PyTorch</a>
</h4>
<p>Along with the PyTorch 1.6 release, we are excited to announce that Microsoft has expanded its participation in the PyTorch community and will be responsible for the development and maintenance of the PyTorch build for Windows.
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<p class="blog-date">July 28, 2020</p>
<h4>
<a href="/blog/accelerating-training-on-nvidia-gpus-with-pytorch-automatic-mixed-precision/">Introducing native PyTorch automatic mixed precision for faster training on NVIDIA GPUs</a>
</h4>
<p>Most deep learning frameworks, including PyTorch, train with 32-bit floating point (FP32) arithmetic by default. However this is not essential to achieve full accuracy for many deep learning models. In 2017, NVIDIA researchers developed a methodology for mixed-precision training, which combined single-precision (FP32) with half-precision (e.g. FP16) format when training a network, and achieved the same accuracy as FP32 training using the same hyperparameters, with additional performance benef...</p>
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<h4>
<a href="/blog/updates-improvements-to-pytorch-tutorials/">Updates & Improvements to PyTorch Tutorials</a>
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<p>PyTorch.org provides researchers and developers with documentation, installation instructions, latest news, community projects, tutorials, and more. Today, we are introducing usability and content improvements including tutorials in additional categories, a new recipe format for quickly referencing common topics, sorting using tags, and an updated homepage.
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