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  3. Instagram
    https://www.instagram.com › taso.nyc

    Taso Mikroulis (@taso.nyc) • Instagram photos and videos

     
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  8. 知乎专栏
    https://zhuanlan.zhihu.com

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  10. People also ask
    How can Taso optimize a DNN model?
    TASO can directly optimize any pre-trained DNN models in ONNX, TensorFlow, and PyTorch graph formats. TASO also provides a Python interface for optimizing arbitrary DNN architectures. TASO supports exporting the optimized computation graphs to ONNX, which can be directly used as inputs by most existing deep learning frameworks.

    TASO: The Tensor Algebra SuperOptimizer for Deep Learning

    github.com
    How many tensors does Taso use?
    The two intermediate tensors in the target graph can have either a row-major or a column-major layout, therefore TASO considers four diferent computation graphs (i.e., CC, CR, RC, and RR for the two intermediate ten-sors) when applying this substitution. This allows TASO to Figure 6.

    TASO: Optimizing Deep Learning Computation with Automatic Generati…

    theory.stanford.edu
    Does Taso support exporting optimized computation graphs to ONNX?
    TASO supports exporting the optimized computation graphs to ONNX, which can be directly used as inputs by most existing deep learning frameworks. For example, the following figures shows how TASO automatically performs a series of non-trivial transformations and improves the inference performance of a ResNet module by 1.3x on a V100 GPU.

    Catalyst: TASO - Carnegie Mellon University

    catalyst.cs.cmu.edu
    Is Taso a good tensor graph optimizer?
    We observe that α 1.05 achieves good performance in our evaluation. TASO is designed and implemented as a generic and extensi-ble computation graph optimizer for tensor computations, such that new tensor operators can be easily added. Table 1 lists the tensor operators included in the current implemen-tation of TASO.

    TASO: Optimizing Deep Learning Computation with Automatic Generati…

    theory.stanford.edu
    What is TASO and how does it operate?
    TASO is a membership organization with over 4,000 subscriber members. It was started in 1987 by a group of medical workers to address the poor treatment of patients showing signs of Acquired Immuno Deficiency Syndrome (AIDS) in the wards of the Mulago Hospital in Kampala.

    The AIDS Support Organization - Wikipedia

    en.wikipedia.org
    How does Taso compare with other DNNs?
    TASO matches the performance of existing frameworks on DNNs for which these frameworks have been heavily optimized such as ResNet-50, and outperforms existing frameworks by up to 2.8× on other DNNs, finding novel optimizations not present in the hundreds of optimization rules in existing frameworks.

    TASO: Optimizing Deep Learning Computation with Automatic Generati…

    theory.stanford.edu
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  11. Github
    https://github.com › jiazhihao › TASO

    TASO: The Tensor Algebra SuperOptimizer for Deep Learning

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    DNN Computation Graph
    Computation Graphs
  12. Stanford Theory Group
    https://theory.stanford.edu › ~aiken › publications › papers
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    TASO: Optimizing Deep Learning Computation with …

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  14. Catalyst
    https://catalyst.cs.cmu.edu › projects › taso.html

    Catalyst: TASO - Carnegie Mellon University

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    Computation Graphs
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  15. Wikipedia
    https://en.wikipedia.org › wiki › The_AIDS_Support_Organization

    The AIDS Support Organization - Wikipedia

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    Noerine Kaleeba
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  16. taso.org.uk
    https://cdn.taso.org.uk › wp-content › uploads › TASO...
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    TASO: Evaluation Methods

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  20. TASO
    https://taso.org.uk › evidence › evaluation-guidance-resources

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