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2019-09-05-EuroScipy-xtensor/xtensor.ipynb

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"source": [
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"# One Tensor to Rule Them All\n",
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"\n",
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"<img src=\"../2017-04-09-PyDataAmsterdam-xtensor/src/ring.png\" />"
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"<img src=\"src/ring.png\" />"
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]
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},
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{
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"source": [
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"# xtensor\n",
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"\n",
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"- Modular sub-packages:\n",
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"- **Modular sub-packages:**\n",
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" - xsimd: for SIMD vectorization support\n",
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" (batch classes, hi-speed implementations of trigo, exp, ... functions) \n",
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" - Intel TBB: parallelization\n",
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"- On top of xtensor:\n",
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"- **On top of xtensor:**\n",
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" - xtensor-blas: bindings to BLAS & LAPACK – matrix multiplication, inverse, svd, ...\n",
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" - xtensor-io: image, sound, NPZ, HDF5, (soon video support)\n",
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" - xtensor-fftw, xtensor-interpolate and more"
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"\n",
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"Follow on Twitter:\n",
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"\n",
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"- @JohanMabille\n",
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"- @wuoulf\n",
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"- @QuantStack\n"
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"- Sylvain: @SylvainCorlay\n",
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"- Wolf: @wuoulf\n",
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"- QuantStack: @QuantStack\n"
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]
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},
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{
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}
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},
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"source": [
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"# xtensor vs Blitz++\n",
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"# xtensor vs blitz++\n",
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"\n",
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"- No runtime dimension container in Blitz (xarray)\n",
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"- Blitz++ unmaintained/dead\n",
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"- Blitz++ unmaintained\n",
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"- Legacy code, already broken with new compilers"
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]
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},
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}
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},
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"source": [
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"# xtensor vs Eigen3\n",
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"# xtensor vs eigen3\n",
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"\n",
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"- n-Dimensions from the start (Eigen has Tensor Module in /unsupported)\n",
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"- modularity vs monolithical Eigen\n",
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"- API subjectively \"nicer\", modern C++ features\n",
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"- extensibility (Python/Julia/R)"
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"- extensibility (Python / Julia / R)"
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]
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}
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],

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