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Add a example benchmark for zipped iteration.
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#![feature(test)] | ||
#![allow(deprecated)] | ||
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extern crate test; | ||
use test::{black_box, Bencher}; | ||
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use ndarray::Zip; | ||
use numpy::{npyiter::NpyMultiIterBuilder, PyArray}; | ||
use pyo3::Python; | ||
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fn numpy_iter(bencher: &mut Bencher, size: usize) { | ||
Python::with_gil(|py| { | ||
let x = PyArray::<f64, _>::zeros(py, size, false); | ||
let y = PyArray::<f64, _>::zeros(py, size, false); | ||
let z = PyArray::<f64, _>::zeros(py, size, false); | ||
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let x = x.readonly(); | ||
let y = y.readonly(); | ||
let mut z = z.readwrite(); | ||
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bencher.iter(|| { | ||
let iter = NpyMultiIterBuilder::new() | ||
.add_readonly(black_box(&x)) | ||
.add_readonly(black_box(&y)) | ||
.add_readwrite(black_box(&mut z)) | ||
.build() | ||
.unwrap(); | ||
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for (x, y, z) in iter { | ||
*z = x + y; | ||
} | ||
}); | ||
}); | ||
} | ||
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#[bench] | ||
fn numpy_iter_small(bencher: &mut Bencher) { | ||
numpy_iter(bencher, 2_usize.pow(5)); | ||
} | ||
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#[bench] | ||
fn numpy_iter_medium(bencher: &mut Bencher) { | ||
numpy_iter(bencher, 2_usize.pow(10)); | ||
} | ||
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#[bench] | ||
fn numpy_iter_large(bencher: &mut Bencher) { | ||
numpy_iter(bencher, 2_usize.pow(15)); | ||
} | ||
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fn ndarray_iter(bencher: &mut Bencher, size: usize) { | ||
Python::with_gil(|py| { | ||
let x = PyArray::<f64, _>::zeros(py, size, false); | ||
let y = PyArray::<f64, _>::zeros(py, size, false); | ||
let z = PyArray::<f64, _>::zeros(py, size, false); | ||
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let x = x.readonly(); | ||
let y = y.readonly(); | ||
let mut z = z.readwrite(); | ||
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bencher.iter(|| { | ||
Zip::from(black_box(x.as_array())) | ||
.and(black_box(y.as_array())) | ||
.and(black_box(z.as_array_mut())) | ||
.for_each(|x, y, z| { | ||
*z = x + y; | ||
}); | ||
}); | ||
}); | ||
} | ||
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#[bench] | ||
fn ndarray_iter_small(bencher: &mut Bencher) { | ||
ndarray_iter(bencher, 2_usize.pow(5)); | ||
} | ||
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#[bench] | ||
fn ndarray_iter_medium(bencher: &mut Bencher) { | ||
ndarray_iter(bencher, 2_usize.pow(10)); | ||
} | ||
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#[bench] | ||
fn ndarray_iter_large(bencher: &mut Bencher) { | ||
ndarray_iter(bencher, 2_usize.pow(15)); | ||
} |