Tensortrax: A python package for gradient and hessian evaluations (by forward-mode AD / hyper-dual numbers) of functions.

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  • tensortrax

    Math on (Hyper-Dual) Tensors with Trailing Axes

  • Motivation and personal usage: For the gradient as well as the hessian of the strain energy function used for the (mechanical) stress evaluation of hyperelastic solids I needed a fast automatic differentiation package for simulations I'll have to perform for my PhD thesis. During finite element simulations, such a function must be evaluated for thousands or even millions of 3x3 tensors. Therefore, tensortrax supports input arrays with (but of course, optional) trailing axes.

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    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

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