Faster Stable Diffusion with Core ML on iPhone, iPad, and Mac

WWDC’23 (Apple Worldwide Developers Conference) was held last week. A lot of the news focused on the Vision Pro announcement during the keynote, but there’s much more to it. Like every year, WWDC week is packed with more than 200 technical sessions that dive deep inside the upcoming features across Apple operating systems and frameworks. This year we are particularly excited about    

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Yes, Transformers are Effective for Time Series Forecasting (+ Autoformer)

A few months ago, we introduced the Informer model (Zhou, Haoyi, et al., 2021), which is a Time Series Transformer that won the AAAI 2021 best paper award. We also provided an example for multivariate probabilistic forecasting with Informer. In this post, we discuss the question: Are Transformers Effective for Time Series Forecasting? (AAAI 2023). As we will see, they are. Firstly, we will provide empirical evidence that Transformers are indeed Effective for Time Series Forecasting. Our comparison shows that […]

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Panel on Hugging Face

We are thrilled to announce the collaboration between Panel and Hugging Face! 🎉 We have integrated a Panel template in Hugging Face Spaces to help you get started building Panel apps and deploy them on Hugging Face effortlessly.

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What’s going on with the Open LLM Leaderboard?

Recently an interesting discussion arose on Twitter following the release of Falcon 🦅 and its addition to the Open LLM Leaderboard, a public leaderboard comparing open access large language models. The discussion centered around one of the four evaluations displayed on the leaderboard: a benchmark for measuring Massive Multitask Language Understanding (shortname: MMLU). The community was surprised that MMLU evaluation numbers of the current top model on the leaderboard, the LLaMA model 🦙, were significantly lower than the numbers in […]

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Accelerating Vision-Language Models: BridgeTower on Habana Gaudi2

Update (29/08/2023): A benchmark on H100 was added to this blog post. Also, all performance numbers have been updated with newer versions of software. Optimum Habana v1.7 on Habana Gaudi2 achieves x2.5 speedups compared to A100 and x1.4 compared to H100 when fine-tuning BridgeTower, a state-of-the-art vision-language model. This performance improvement relies on hardware-accelerated data loading to make the    

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