My First Numba2013.es.pycon.org/media/my-first-numba.pdf · 2014. 11. 10. · Numba turns Python...

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My First Numba Saul Diez-Guerra

Transcript of My First Numba2013.es.pycon.org/media/my-first-numba.pdf · 2014. 11. 10. · Numba turns Python...

Page 1: My First Numba2013.es.pycon.org/media/my-first-numba.pdf · 2014. 11. 10. · Numba turns Python and NumPy code into LLVM IR that can be optimized and compiled (so it runs faster)

My First NumbaSaul Diez-Guerra

Page 2: My First Numba2013.es.pycon.org/media/my-first-numba.pdf · 2014. 11. 10. · Numba turns Python and NumPy code into LLVM IR that can be optimized and compiled (so it runs faster)

[email protected]

@definitely

Page 3: My First Numba2013.es.pycon.org/media/my-first-numba.pdf · 2014. 11. 10. · Numba turns Python and NumPy code into LLVM IR that can be optimized and compiled (so it runs faster)

Num—what?

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Why would you?

Page 5: My First Numba2013.es.pycon.org/media/my-first-numba.pdf · 2014. 11. 10. · Numba turns Python and NumPy code into LLVM IR that can be optimized and compiled (so it runs faster)

Sorcery!

Page 6: My First Numba2013.es.pycon.org/media/my-first-numba.pdf · 2014. 11. 10. · Numba turns Python and NumPy code into LLVM IR that can be optimized and compiled (so it runs faster)

Numba turns Python and NumPy code

into LLVM IR that can be

optimized and compiled

(so it runs faster)

Page 7: My First Numba2013.es.pycon.org/media/my-first-numba.pdf · 2014. 11. 10. · Numba turns Python and NumPy code into LLVM IR that can be optimized and compiled (so it runs faster)

So… Cython!

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So… PyPy!

Page 9: My First Numba2013.es.pycon.org/media/my-first-numba.pdf · 2014. 11. 10. · Numba turns Python and NumPy code into LLVM IR that can be optimized and compiled (so it runs faster)

So… C modules?CTypes?

CFFI?

Page 10: My First Numba2013.es.pycon.org/media/my-first-numba.pdf · 2014. 11. 10. · Numba turns Python and NumPy code into LLVM IR that can be optimized and compiled (so it runs faster)

Parakeet?

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It is targeted

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WriteProfile

Optimize

Page 13: My First Numba2013.es.pycon.org/media/my-first-numba.pdf · 2014. 11. 10. · Numba turns Python and NumPy code into LLVM IR that can be optimized and compiled (so it runs faster)

Installation

Page 14: My First Numba2013.es.pycon.org/media/my-first-numba.pdf · 2014. 11. 10. · Numba turns Python and NumPy code into LLVM IR that can be optimized and compiled (so it runs faster)

DEMO TIME!

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Under (active) construction!

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Caveats

Page 17: My First Numba2013.es.pycon.org/media/my-first-numba.pdf · 2014. 11. 10. · Numba turns Python and NumPy code into LLVM IR that can be optimized and compiled (so it runs faster)

The medium is the usage

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HEAVILYNumeric &

Computational

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Support forthcoming

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Q&A

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Thanks!


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An Introduction to Numpy · NumPy Arrays • Numpy arrays have dimensions • Vectors: one-dimensional • Matrices: two-dimensional • Tensors: more dimensions, but much more rarely

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Numpy User 1.7.0

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NumPy Essentials - Sample Chapter

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TININISKA Manka 1 - Numba 01

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Applications of Programming the GPU Directly from Python ... · Breaking the Speed Barrier (Numba!) Numba aims to be the world’s best array-oriented compiler. rapid iteration and

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ANACONDA IDLE matplotlib, numpy ...

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