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Update 2022-3-8-introducing-torchrec-and-other-domain-library-updates-in-pytorch-1-11.md
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_posts/2022-3-8-introducing-torchrec-and-other-domain-library-updates-in-pytorch-1-11.md

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@@ -36,7 +36,7 @@ We published a paper, [TorchAudio: Building Blocks for Audio and Speech Processi
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#### (Beta) RNN-T & (Prototype) Emformer Models and Recipes
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Video https://drive.google.com/file/d/1d06YSl8iduVKc6w2X9IuiZCUw_xUwO6U/view
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Video [https://drive.google.com/file/d/1d06YSl8iduVKc6w2X9IuiZCUw_xUwO6U/view](https://drive.google.com/file/d/1d06YSl8iduVKc6w2X9IuiZCUw_xUwO6U/view)
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Emformer is an efficient memory-transformer-based streaming acoustic model that has demonstrated state-of-the-art streaming automatic speech recognition (ASR) performance in low-latency, resource-constrained scenarios, such as on-device applications (citation: [https://arxiv.org/abs/2010.10759](https://arxiv.org/abs/2010.10759)).
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### New Datasets
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We have implemented 14 new classification datasets: CLEVR, GTSRB, FER2013, SUN397, Country211, Flowers102, fvgc_aircraft, OxfordIIITPet, DTD, Food 101, Rendered SST2, Stanford cars, PCAM, and EuroSAT.
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We have implemented 14 new [classification datasets](https://pytorch.org/vision/0.12/datasets.html#image-classification): CLEVR, GTSRB, FER2013, SUN397, Country211, Flowers102, fvgc_aircraft, OxfordIIITPet, DTD, Food 101, Rendered SST2, Stanford cars, PCAM, and EuroSAT.
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As part of our work on Optical Flow support (see above for more details), we also added 5 new optical flow datasets: Flying Chairs, Flying Things, Sintel, Kitti, and HD1K.
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As part of our work on Optical Flow support (see above for more details), we also added 5 new [optical flow datasets](https://pytorch.org/vision/0.12/datasets.html#optical-flow): Flying Chairs, Flying Things, Sintel, Kitti, and HD1K.
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### Other Updates:
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