We show that naively differentiating tensor code---as done in popular systems like Tensorflow and PyTorch---can cause asymptotic slowdowns in pathological cases, violating the Cheap Gradients Principle.
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The grammar language syntax is called ASDL, from the Princeton Zephyr project. It is used by the standard Python compiler to document Python's own IR. ATensorLanguage v0. This…
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ATL is the only tensorlanguage with formally verified optimisations that has been tested on a number of small programs. By SharathKumar Nair. Researchers at MIT have built a new…
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With the new programming language, which they’ve written specifically for high-performance computing, says Amanda Liu, a second-year PhD student at the MIT Computer Science & Artificial Intelligence Laboratory (CSAIL), “speed…
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What is a tensor? Here, we explain the concept in Layman's terms, show you how to 'code' atensor in Python, and why tensors are super useful in TensorFlow.
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It now stands as the first, and so far the only, tensorlanguage with formally verified optimizations. Liu cautions, however, that ATL is still just a prototype — albeit a…
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A tensor language prototype for high-performance computers. by Steve Nadis, Massachusetts Institute of Technology. A new tensorlanguage developed at MIT, with formally verified optimizations, could have benefits for high-performance…
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"Everything in our language," Liu says, "is aimed at producing either a single number or atensor." Tensors, in turn, are generalizations of vectors and matrices. Whereas vectors are one-dimensional…
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tensor-lang. Tensorlanguage for ML, AI. On-prem and cloud ready. Main Features. Designed for tensors: convenient high-level constructs, while allowing explicit loops and iterators; Speed: Faster than Python. Faster than…
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Tela (the TEnsor LAnguage) is a numerical computing environment mainly targeted for numerical simulation pre- and postprocessing work. Properties: Supports arbitrary dimensional arrays (currently the rank must be less than…
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How does one compile derivatives of tensor programs, such that the resulting code is purely functional (hence easier to optimize and parallelize) and provably efficient relative to the original program?…
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In this paper, we propose alanguage model named Tensor Space Language Model (TSLM), by utilizing tensor networks and tensor decomposition. In TSLM, we build a high-dimensional semantic space constructed…
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W3Schools offers free online tutorials, references and exercises in all the major languages of the web. Covering popular subjects like HTML, CSS, JavaScript, Python, SQL, Java, and many, many more.
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