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New topnav and footer, community blog, and various other updates
* Refactor topnav
Signed-off-by: Chris Abraham <[email protected]>
* tweaks
Signed-off-by: Chris Abraham <[email protected]>
* menu tweaks
Signed-off-by: Chris Abraham <[email protected]>
* Added social icons
Signed-off-by: Chris Abraham <[email protected]>
* Turn "GitHub" into an icon
Signed-off-by: Chris Abraham <[email protected]>
* Reformatted the footer
Signed-off-by: Chris Abraham <[email protected]>
* Update mastodon logo
Signed-off-by: Chris Abraham <[email protected]>
* Remove "Follow Us on Twitter"
Signed-off-by: Chris Abraham <[email protected]>
* Menu updates
Signed-off-by: Chris Abraham <[email protected]>
* menu tweaks
Signed-off-by: Chris Abraham <[email protected]>
* menu tweaks
Signed-off-by: Chris Abraham <[email protected]>
* try new background on homepage
Signed-off-by: Chris Abraham <[email protected]>
* Add PyTorch conference; tweak nav
Signed-off-by: Chris Abraham <[email protected]>
* Simplify topnav styles
Signed-off-by: Chris Abraham <[email protected]>
* fix menu item description
Signed-off-by: Chris Abraham <[email protected]>
* Got basic Community Blog template in place
Signed-off-by: Chris Abraham <[email protected]>
* Community Blog setup
Signed-off-by: Chris Abraham <[email protected]>
* Added Community Blog
Signed-off-by: Chris Abraham <[email protected]>
* Added videos
Signed-off-by: Chris Abraham <[email protected]>
* Typo
Signed-off-by: Chris Abraham <[email protected]>
* Remove Ukraine ad
Signed-off-by: Chris Abraham <[email protected]>
* swap in new background
Signed-off-by: Chris Abraham <[email protected]>
* fix footer logo
Signed-off-by: Chris Abraham <[email protected]>
* remove icons
Signed-off-by: Chris Abraham <[email protected]>
* reformatted the vids
Signed-off-by: Chris Abraham <[email protected]>
* Fix up mobile menu
Signed-off-by: Chris Abraham <[email protected]>
* Removed repeated Community menu item
Signed-off-by: Chris Abraham <[email protected]>
* Switch style of header for pages
Signed-off-by: Chris Abraham <[email protected]>
* Gave all pages the black background
Signed-off-by: Chris Abraham <[email protected]>
* Tweak styles to get mobile menus working
Signed-off-by: Chris Abraham <[email protected]>
* tweak headers
Signed-off-by: Chris Abraham <[email protected]>
* fix join ecosystem styles
Signed-off-by: Chris Abraham <[email protected]>
* header tweaks
Signed-off-by: Chris Abraham <[email protected]>
* tweak homepage styles
Signed-off-by: Chris Abraham <[email protected]>
* fix get started page on mobile
Signed-off-by: Chris Abraham <[email protected]>
* fix format of link
Signed-off-by: Chris Abraham <[email protected]>
* Fixed Community Stories page
Signed-off-by: Chris Abraham <[email protected]>
* a few tweaks for WCAG-compliance
Signed-off-by: Chris Abraham <[email protected]>
* Fix the contributors page
Signed-off-by: Chris Abraham <[email protected]>
* fix header
Signed-off-by: Chris Abraham <[email protected]>
* Menu updates
Signed-off-by: Chris Abraham <[email protected]>
* Added PyTorch Domains page
Signed-off-by: Chris Abraham <[email protected]>
* Rearrange menu
Signed-off-by: Chris Abraham <[email protected]>
* Remove domains from navigation
Signed-off-by: Chris Abraham <[email protected]>
* Use video thumbnails instead of embedding the vids
Signed-off-by: Chris Abraham <[email protected]>
* list videos in 3 columns
Signed-off-by: Chris Abraham <[email protected]>
* Update homepage boxes
Signed-off-by: Chris Abraham <[email protected]>
* Update PT Conf graphic
Signed-off-by: Chris Abraham <[email protected]>
* Update menu
Signed-off-by: Chris Abraham <[email protected]>
* Add Get Started item to the menu
* test commit
Signed-off-by: Chris Abraham <[email protected]>
* Added torchtune
Signed-off-by: Chris Abraham <[email protected]>
* rearrange these
Signed-off-by: Chris Abraham <[email protected]>
* Update _includes/main_menu.html
Co-authored-by: Svetlana Karslioglu <[email protected]>
* Update _includes/main_menu.html
Co-authored-by: Svetlana Karslioglu <[email protected]>
* fix gap
Signed-off-by: Chris Abraham <[email protected]>
* menu updates
Signed-off-by: Chris Abraham <[email protected]>
* add get started button
Signed-off-by: Chris Abraham <[email protected]>
* Update background to purple stripes
Signed-off-by: Chris Abraham <[email protected]>
* Add a couple more domains
Signed-off-by: Chris Abraham <[email protected]>
* Switch in a HubSpot form instead of the Google form
Signed-off-by: Chris Abraham <[email protected]>
* copy tweaks
Signed-off-by: Chris Abraham <[email protected]>
* Added hello bar
Signed-off-by: Chris Abraham <[email protected]>
* reduce nav height since we have hello bar
Signed-off-by: Chris Abraham <[email protected]>
* hide hello bar on mobile
Signed-off-by: Chris Abraham <[email protected]>
* tweak homepage hero text
Signed-off-by: Chris Abraham <[email protected]>
* tweak hello bar
Signed-off-by: Chris Abraham <[email protected]>
* Added Governing Board page
Signed-off-by: Chris Abraham <[email protected]>
* Add GB images
Signed-off-by: Chris Abraham <[email protected]>
* add padding to bottom
Signed-off-by: Chris Abraham <[email protected]>
* Update hello bar color
Signed-off-by: Chris Abraham <[email protected]>
---------
Signed-off-by: Chris Abraham <[email protected]>
Co-authored-by: Svetlana Karslioglu <[email protected]>
Struggling with quaternions, rotation vectors, right-hand rules and all these stuffs? Try RoMa: an easy-to-to-use, stable and efficient library to deal with rotations and spatial transformations in PyTorch.
The most prominent distinction between LLaMA-1 and LLaMA-2 lies in the incorporation of higher-quality corpora, a pivotal factor contributing to significant performance enhancements in LLaMA-2. This, coupled with its commercial availability, extends the potential for creative applications of large models within the open-source community.
Suppose you have a very large PyTorch model, and you’ve already tried many common tricks to speed up training: you optimized your code, you moved training to the cloud and selected a fast GPU VM, you installed software packages that improve training performance (for example, by using the ACPT curated environment on Azure ML). And yet, you still wish your model could train faster. Maybe it’s time to give distributed training a try! Continue reading to learn the simplest way to do distributed training with PyTorch and Azure ML.
SciML, short for Scientific Machine Learning, encompasses work that merges quantitative sciences with machine learning. It has gained significant traction over the past decade, driven by the widespread availability of specialized hardware (such as GPUs and TPUs) and datasets. Additionally, it has been propelled by the overarching influence of the machine learning wave, now ingrained in the zeitgeist of our times. In this context, we’d like to introduce SimulAI, an open-source toolkit under the Apache 2.0 license. SimulAI is designed to be user-friendly, providing a high-level Python interface for managing scientific machine learning pipelines. This article aims to showcase its current workflow and utility in constructing scientific experiments. We encourage feedback and potential contributions from the interested community, with plans to delve into more advanced topics in future articles.
Activation checkpointing is a technique used for reducing the memory footprint at the cost of more compute. It utilizes the simple observation that we can avoid saving intermediate tensors necessary for backward computation if we just recompute them on demand instead.
Fashable is a company born at XNFY Lab (a joint initiative with Microsoft). The company’s main goal is to revolutionize the world of fashion with ethical Artificial Intelligence (AI) technologies built on PyTorch framework. Fashable is focused on developing AI models that generates synthetic contents for the global fashion industry. The Fashion industry has been criticized in recent years because it generates a lot of waste and is responsible for up to 10% of global carbon dioxide output. Fashable has stepped up to address this issue by introducing multiple AI solutions that generates realistic personalized consumer garments without actually producing them to help in reducing carbon footprint. This will help the fashion brands make informed decisions without investing in experimental products and also reducing the industry’s carbon footprint globally. Hence, in Fashable, our IP models utilize modern approaches, such as Generative Adversarial Networks (GANs), best seller analysis, custom dataset creation, and so on to resolve such problems.
Explore TorchOpt, a PyTorch-based library that revolutionizes differentiable optimization with its unified programming abstraction, high-performance distributed execution runtime, and support for various differentiation modes.”
As a new PyTorch Ecosystem Partner, we at HPC-AI Tech look forward to working with the PyTorch community to advance AI technologies through our open source project, Colossal-AI. We are excited to join forces with the PyTorch community in this effort.
The recent launch of PyTorch 2.0 makes it clear that the community is heavily investing in a compiler-powered future for machine learning. The new OctoML Profiler can help any user realize the full potential of these shifts in the ML landscape.
We are excited to share our new open-source library PyPose. It is a PyTorch-based robotics-oriented library that provides a set of tools and algorithms for connecting deep learning with physics-based optimization.
Have you ever felt overwhelmed by the complexities of torch.compile? Diving into its workings can feel like black magic, with bytecode and Python internal details that many users fail to understand, hindering them from understanding and debugging torch.compile.
Machine Learning models thrive on high-quality, fully-annotated data. The traditional supervised learning approach typically requires data on the scale of millions, or even billions, to train large foundational models. However, obtaining such a vast amount of labeled data is often tedious and labor-intensive. As an alternative, semi-supervised learning (SSL) aims to enhance model generalization with only a fraction of labeled data, complemented by a considerable amount of unlabeled data. This blog introduces USB — the Unified Semi-Supervised Learning Framework and Benchmark, covering multi-modalities and various SSL scenarios.
Join us in San Francisco on **September 18th-19th**, and learn about PyTorch, the cutting-edge renowned open-source machine learning framework. This year is a two-day event that brings together top-tier researchers, developers, and academic communities, fostering collaboration and advancing end-to-end machine learning.
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Join us in San Francisco on **September 18th-19th**, and learn about PyTorch, the cutting-edge renowned open-source machine learning framework. This year is a two-day event that brings together top-tier researchers, developers, and academic communities, fostering collaboration and advancing end-to-end machine learning.
Additionally, to check if your GPU driver and CUDA/ROCm is enabled and accessible by PyTorch, run the following commands to return whether or not the GPU driver is enabled (the ROCm build of PyTorch uses the same semantics at the python API level (https://github.com/pytorch/pytorch/blob/master/docs/source/notes/hip.rst#hip-interfaces-reuse-the-cuda-interfaces), so the below commands should also work for ROCm):
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Additionally, to check if your GPU driver and CUDA/ROCm is enabled and accessible by PyTorch, run the following commands to return whether or not the GPU driver is enabled (the ROCm build of PyTorch uses the same semantics at the python API level [link](https://github.com/pytorch/pytorch/blob/master/docs/source/notes/hip.rst#hip-interfaces-reuse-the-cuda-interfaces), so the below commands should also work for ROCm):
For web site terms of use, trademark policy and other policies applicable to The PyTorch Foundation please see
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<ahref="https://www.linuxfoundation.org/legal/policies/">www.linuxfoundation.org/legal/policies/</a>. The PyTorch Foundation supports the PyTorch open source
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<ahref="https://www.linuxfoundation.org/legal/policies/">Linux Foundation Policies</a>. The PyTorch Foundation supports the PyTorch open source
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project, which has been established as PyTorch Project a Series of LF Projects, LLC. For policies applicable to the PyTorch Project a Series of LF Projects, LLC,
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please see <ahref="https://www.lfprojects.org/policies/">www.lfprojects.org/policies/</a>.</p>
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please see <ahref="https://www.lfprojects.org/policies/">LF Projects, LLC Policies</a>. <ahref="https://www.linuxfoundation.org/privacy">Privacy Policy</a> and <ahref="https://www.linuxfoundation.org/terms">Terms of Use</a>.</p>
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Join us in Silicon Valley September 18-19 at the 2024 PyTorch Conference. <atarget="_blank" href="https://events.linuxfoundation.org/pytorch-conference/">Learn more</a>.
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