Created
April 29, 2014 14:14
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Vector dot product: BLAS accelerated implementation + naive implementation
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use std::iter::AdditiveIterator; | |
use std::num::Zero; | |
#[link(name = "blas")] | |
extern { | |
fn ddot_(N: *int, x: *f64, inc_x: *int, y: *f64, inc_y: *int) -> f64; | |
fn sdot_(N: *int, x: *f32, inc_x: *int, y: *f32, inc_y: *int) -> f32; | |
} | |
trait VectorDot<T> { | |
fn dot(&self, rhs: &Vec<T>) -> T; | |
} | |
// FIXME how to tell the compiler to use the BLAS accelerated implementations | |
// for f32 and f64, but use this fallback implementation for the rest of cases | |
impl< | |
T: Add<T, T> + Mul<T, T> + Zero | |
> VectorDot<T> | |
for Vec<T> { | |
fn dot(&self, rhs: &Vec<T>) -> T { | |
assert!(self.len() == rhs.len(), "dimension mismatch"); | |
self.as_slice().iter().zip(rhs.as_slice().iter()).map(|(x, y)| x.mul(y)).sum() | |
} | |
} | |
// Error: conflicting implementations for trait VectorDot | |
//impl | |
//VectorDot<f32> | |
//for Vec<f32> { | |
//fn dot(&self, rhs: &Vec<f32>) -> f32 { | |
//assert!(self.len() == rhs.len(), "dimension mismatch"); | |
//unsafe { | |
//sdot_(&(self.len() as int) as *_, | |
//self.as_ptr(), | |
//&1 as *_, | |
//rhs.as_ptr(), | |
//&1 as *_) | |
//} | |
//} | |
//} | |
// Error: conflicting implementations for trait VectorDot | |
//impl | |
//VectorDot<f64> | |
//for Vec<f64> { | |
//fn dot(&self, rhs: &Vec<f64>) -> f64 { | |
//assert!(self.len() == rhs.len(), "dimension mismatch"); | |
//unsafe { | |
//ddot_(&(self.len() as int) as *_, | |
//self.as_ptr(), | |
//&1 as *_, | |
//rhs.as_ptr(), | |
//&1 as *_) | |
//} | |
//} | |
//} | |
fn main() { | |
let x: Vec<f64> = vec!(1.0, 2.0, 3.0); | |
let y: Vec<f64> = vec!(3.0, 2.0, 1.0); | |
// BLAS | |
assert_eq!(x.dot(&y), 10.0); | |
let x: Vec<f32> = vec!(1.0, 2.0, 3.0); | |
let y: Vec<f32> = vec!(3.0, 2.0, 1.0); | |
// BLAS | |
assert_eq!(x.dot(&y), 10.0); | |
let x = vec!(1, 2, 3); | |
let y = vec!(3, 2, 1); | |
// fallback | |
assert_eq!(x.dot(&y), 10); | |
} |
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