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//! Provides utility functions for generating data sequences use crate::euclid::Modulus; use std::f64::consts; use std::iter::Take; /// Generates a base 10 log spaced vector of the given length between the /// specified decade exponents (inclusive). Equivalent to MATLAB logspace /// /// # Examples /// /// ``` /// use statrs::generate; /// /// let x = generate::log_spaced(5, 0.0, 4.0); /// assert_eq!(x, [1.0, 10.0, 100.0, 1000.0, 10000.0]); /// ``` pub fn log_spaced(length: usize, start_exp: f64, stop_exp: f64) -> Vec<f64> { match length { 0 => Vec::new(), 1 => vec![10f64.powf(stop_exp)], _ => { let step = (stop_exp - start_exp) / (length - 1) as f64; let mut vec = (0..length) .map(|x| 10f64.powf(start_exp + (x as f64) * step)) .collect::<Vec<f64>>(); vec[length - 1] = 10f64.powf(stop_exp); vec } } } /// Infinite iterator returning floats that form a periodic wave pub struct InfinitePeriodic { amplitude: f64, step: f64, phase: f64, k: f64, } impl InfinitePeriodic { /// Constructs a new infinite periodic wave generator /// /// # Examples /// /// ``` /// use statrs::generate::InfinitePeriodic; /// /// let x = InfinitePeriodic::new(8.0, 2.0, 10.0, 1.0, /// 2).take(10).collect::<Vec<f64>>(); /// assert_eq!(x, [6.0, 8.5, 1.0, 3.5, 6.0, 8.5, 1.0, 3.5, 6.0, 8.5]); /// ``` pub fn new( sampling_rate: f64, frequency: f64, amplitude: f64, phase: f64, delay: i64, ) -> InfinitePeriodic { let step = frequency / sampling_rate * amplitude; InfinitePeriodic { amplitude: amplitude, step: step, phase: (phase - delay as f64 * step).modulus(amplitude), k: 0.0, } } /// Constructs a default infinite periodic wave generator /// /// # Examples /// /// ``` /// use statrs::generate::InfinitePeriodic; /// /// let x = InfinitePeriodic::default(8.0, /// 2.0).take(10).collect::<Vec<f64>>(); /// assert_eq!(x, [0.0, 0.25, 0.5, 0.75, 0.0, 0.25, 0.5, 0.75, 0.0, 0.25]); /// ``` pub fn default(sampling_rate: f64, frequency: f64) -> InfinitePeriodic { Self::new(sampling_rate, frequency, 1.0, 0.0, 0) } } impl Iterator for InfinitePeriodic { type Item = f64; fn next(&mut self) -> Option<f64> { let mut x = self.phase + self.k * self.step; if x >= self.amplitude { x %= self.amplitude; self.phase = x; self.k = 0.0; } self.k += 1.0; Some(x) } } /// Finite iterator returning floats that form a periodic wave pub struct Periodic { internal: Take<InfinitePeriodic>, } impl Periodic { /// Constructs a new periodic wave generator /// /// # Examples /// /// ``` /// use statrs::generate::Periodic; /// /// let x = Periodic::new(10, 8.0, 2.0, 10.0, 1.0, 2).collect::<Vec<f64>>(); /// assert_eq!(x, [6.0, 8.5, 1.0, 3.5, 6.0, 8.5, 1.0, 3.5, 6.0, 8.5]); /// ``` #[deprecated( since = "0.9.0", note = "please use `InfinitePeriodic::new` and `take` instead" )] pub fn new( length: usize, sampling_rate: f64, frequency: f64, amplitude: f64, phase: f64, delay: i64, ) -> Periodic { Periodic { internal: InfinitePeriodic::new(sampling_rate, frequency, amplitude, phase, delay) .take(length), } } /// Constructs a default periodic wave generator /// /// # Examples /// /// ``` /// use statrs::generate::Periodic; /// /// let x = Periodic::default(10, 8.0, 2.0).collect::<Vec<f64>>(); /// assert_eq!(x, [0.0, 0.25, 0.5, 0.75, 0.0, 0.25, 0.5, 0.75, 0.0, 0.25]); /// ``` #[deprecated( since = "0.9.0", note = "please use `InfinitePeriodic::default` and `take` instead" )] pub fn default(length: usize, sampling_rate: f64, frequency: f64) -> Periodic { Periodic { internal: InfinitePeriodic::default(sampling_rate, frequency).take(length), } } } impl Iterator for Periodic { type Item = f64; fn next(&mut self) -> Option<f64> { self.internal.next() } } /// Infinite iterator returning floats that form a sinusoidal wave pub struct InfiniteSinusoidal { amplitude: f64, mean: f64, step: f64, phase: f64, i: usize, } impl InfiniteSinusoidal { /// Constructs a new infinite sinusoidal wave generator /// /// # Examples /// /// ``` /// use statrs::generate::InfiniteSinusoidal; /// /// let x = InfiniteSinusoidal::new(8.0, 2.0, 1.0, 5.0, 2.0, /// 1).take(10).collect::<Vec<f64>>(); /// assert_eq!(x, /// [5.416146836547142, 5.909297426825682, 4.583853163452858, /// 4.090702573174318, 5.416146836547142, 5.909297426825682, /// 4.583853163452858, 4.090702573174318, 5.416146836547142, /// 5.909297426825682]); /// ``` pub fn new( sampling_rate: f64, frequency: f64, amplitude: f64, mean: f64, phase: f64, delay: i64, ) -> InfiniteSinusoidal { let pi2 = consts::PI * 2.0; let step = frequency / sampling_rate * pi2; InfiniteSinusoidal { amplitude: amplitude, mean: mean, step: step, phase: (phase - delay as f64 * step) % pi2, i: 0, } } /// Constructs a default infinite sinusoidal wave generator /// /// # Examples /// /// ``` /// use statrs::generate::InfiniteSinusoidal; /// /// let x = InfiniteSinusoidal::default(8.0, 2.0, /// 1.0).take(10).collect::<Vec<f64>>(); /// assert_eq!(x, /// [0.0, 1.0, 0.00000000000000012246467991473532, /// -1.0, -0.00000000000000024492935982947064, 1.0, /// 0.00000000000000036739403974420594, -1.0, /// -0.0000000000000004898587196589413, 1.0]); /// ``` pub fn default(sampling_rate: f64, frequency: f64, amplitude: f64) -> InfiniteSinusoidal { Self::new(sampling_rate, frequency, amplitude, 0.0, 0.0, 0) } } impl Iterator for InfiniteSinusoidal { type Item = f64; fn next(&mut self) -> Option<f64> { let x = self.mean + self.amplitude * (self.phase + self.i as f64 * self.step).sin(); self.i += 1; if self.i == 1000 { self.i = 0; self.phase = (self.phase + 1000.0 * self.step) % (consts::PI * 2.0); } Some(x) } } /// Finite iterator returning floats that form a sinusoidal wave pub struct Sinusoidal { internal: Take<InfiniteSinusoidal>, } impl Sinusoidal { /// Constructs a new sinusoidal wave generator /// /// # Examples /// /// ``` /// use statrs::generate::Sinusoidal; /// /// let x = Sinusoidal::new(10, 8.0, 2.0, 1.0, 5.0, 2.0, /// 1).collect::<Vec<f64>>(); /// assert_eq!(x, /// [5.416146836547142, 5.909297426825682, 4.583853163452858, /// 4.090702573174318, 5.416146836547142, 5.909297426825682, /// 4.583853163452858, 4.090702573174318, 5.416146836547142, /// 5.909297426825682]); /// ``` #[deprecated( since = "0.9.0", note = "please use `InfiniteSinusoidal::new` and `take` instead" )] pub fn new( length: usize, sampling_rate: f64, frequency: f64, amplitude: f64, mean: f64, phase: f64, delay: i64, ) -> Sinusoidal { Sinusoidal { internal: InfiniteSinusoidal::new( sampling_rate, frequency, amplitude, mean, phase, delay, ) .take(length), } } /// Constructs a default sinusoidal wave generator /// /// # Examples /// /// ``` /// use statrs::generate::Sinusoidal; /// /// let x = Sinusoidal::default(10, 8.0, 2.0, 1.0).collect::<Vec<f64>>(); /// assert_eq!(x, /// [0.0, 1.0, 0.00000000000000012246467991473532, /// -1.0, -0.00000000000000024492935982947064, 1.0, /// 0.00000000000000036739403974420594, -1.0, /// -0.0000000000000004898587196589413, 1.0]); /// ``` #[deprecated( since = "0.9.0", note = "please use `InfiniteSinusoidal::default` and `take` instead" )] pub fn default( length: usize, sampling_rate: f64, frequency: f64, amplitude: f64, ) -> Sinusoidal { Sinusoidal { internal: InfiniteSinusoidal::default(sampling_rate, frequency, amplitude).take(length), } } } impl Iterator for Sinusoidal { type Item = f64; fn next(&mut self) -> Option<f64> { self.internal.next() } } /// Infinite iterator returning floats forming a square wave starting /// with the high phase pub struct InfiniteSquare { periodic: InfinitePeriodic, high_duration: f64, high_value: f64, low_value: f64, } impl InfiniteSquare { /// Constructs a new infinite square wave generator /// /// # Examples /// /// ``` /// use statrs::generate::InfiniteSquare; /// /// let x = InfiniteSquare::new(3, 7, 1.0, -1.0, /// 1).take(12).collect::<Vec<f64>>(); /// assert_eq!(x, [-1.0, 1.0, 1.0, 1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, /// -1.0, 1.0]) /// ``` pub fn new( high_duration: i64, low_duration: i64, high_value: f64, low_value: f64, delay: i64, ) -> InfiniteSquare { let duration = (high_duration + low_duration) as f64; InfiniteSquare { periodic: InfinitePeriodic::new(1.0, 1.0 / duration, duration, 0.0, delay), high_duration: high_duration as f64, high_value: high_value, low_value: low_value, } } } impl Iterator for InfiniteSquare { type Item = f64; fn next(&mut self) -> Option<f64> { self.periodic.next().and_then(|x| { if x < self.high_duration { Some(self.high_value) } else { Some(self.low_value) } }) } } /// Finite iterator returning floats forming a square wave starting /// with the high phase pub struct Square { internal: Take<InfiniteSquare>, } impl Square { /// Constructs a new square wave generator /// /// # Examples /// /// ``` /// use statrs::generate::Square; /// /// let x = Square::new(12, 3, 7, 1.0, -1.0, 1).collect::<Vec<f64>>(); /// assert_eq!(x, [-1.0, 1.0, 1.0, 1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, /// -1.0, 1.0]) /// ``` #[deprecated( since = "0.9.0", note = "please use `InfiniteSquare::new` and `take` instead" )] pub fn new( length: usize, high_duration: i64, low_duration: i64, high_value: f64, low_value: f64, delay: i64, ) -> Square { Square { internal: InfiniteSquare::new( high_duration, low_duration, high_value, low_value, delay, ) .take(length), } } } impl Iterator for Square { type Item = f64; fn next(&mut self) -> Option<f64> { self.internal.next() } } /// Infinite iterator returning floats forming a triangle wave starting with /// the raise phase from the lowest sample pub struct InfiniteTriangle { periodic: InfinitePeriodic, raise_duration: f64, raise: f64, fall: f64, high_value: f64, low_value: f64, } impl InfiniteTriangle { /// Constructs a new infinite triangle wave generator /// /// # Examples /// /// ``` /// #[macro_use] /// extern crate statrs; /// /// use statrs::generate::InfiniteTriangle; /// /// # fn main() { /// let x = InfiniteTriangle::new(4, 7, 1.0, -1.0, /// 1).take(12).collect::<Vec<f64>>(); /// let expected: [f64; 12] = [-0.714, -1.0, -0.5, 0.0, 0.5, 1.0, 0.714, /// 0.429, 0.143, -0.143, -0.429, -0.714]; /// for (&left, &right) in x.iter().zip(expected.iter()) { /// assert_almost_eq!(left, right, 1e-3); /// } /// # } /// ``` pub fn new( raise_duration: i64, fall_duration: i64, high_value: f64, low_value: f64, delay: i64, ) -> InfiniteTriangle { let duration = (raise_duration + fall_duration) as f64; let height = high_value - low_value; InfiniteTriangle { periodic: InfinitePeriodic::new(1.0, 1.0 / duration, duration, 0.0, delay), raise_duration: raise_duration as f64, raise: height / raise_duration as f64, fall: height / fall_duration as f64, high_value: high_value, low_value: low_value, } } } impl Iterator for InfiniteTriangle { type Item = f64; fn next(&mut self) -> Option<f64> { self.periodic.next().and_then(|x| { if x < self.raise_duration { Some(self.low_value + x * self.raise) } else { Some(self.high_value - (x - self.raise_duration) * self.fall) } }) } } /// Finite iterator returning floats forming a triangle wave /// starting with the raise phase from the lowest sample pub struct Triangle { internal: Take<InfiniteTriangle>, } impl Triangle { /// Constructs a new triangle wave generator /// /// # Examples /// /// ``` /// #[macro_use] /// extern crate statrs; /// /// use statrs::generate::Triangle; /// /// # fn main() { /// let x = Triangle::new(12, 4, 7, 1.0, -1.0, 1).collect::<Vec<f64>>(); /// let expected: [f64; 12] = [-0.714, -1.0, -0.5, 0.0, 0.5, 1.0, 0.714, /// 0.429, 0.143, -0.143, -0.429, -0.714]; /// for (&left, &right) in x.iter().zip(expected.iter()) { /// assert_almost_eq!(left, right, 1e-3); /// } /// # } /// ``` #[deprecated( since = "0.9.0", note = "please use `InfiniteTriangle::new` and `take` instead" )] pub fn new( length: usize, raise_duration: i64, fall_duration: i64, high_value: f64, low_value: f64, delay: i64, ) -> Triangle { Triangle { internal: InfiniteTriangle::new( raise_duration, fall_duration, high_value, low_value, delay, ) .take(length), } } } impl Iterator for Triangle { type Item = f64; fn next(&mut self) -> Option<f64> { self.internal.next() } } /// Infinite iterator returning floats forming a sawtooth wave /// starting with the lowest sample pub struct InfiniteSawtooth { periodic: InfinitePeriodic, low_value: f64, } impl InfiniteSawtooth { /// Constructs a new infinite sawtooth wave generator /// /// # Examples /// /// ``` /// use statrs::generate::InfiniteSawtooth; /// /// let x = InfiniteSawtooth::new(5, 1.0, -1.0, /// 1).take(12).collect::<Vec<f64>>(); /// assert_eq!(x, [1.0, -1.0, -0.5, 0.0, 0.5, 1.0, -1.0, -0.5, 0.0, 0.5, /// 1.0, -1.0]); /// ``` pub fn new(period: i64, high_value: f64, low_value: f64, delay: i64) -> InfiniteSawtooth { let height = high_value - low_value; let period = period as f64; InfiniteSawtooth { periodic: InfinitePeriodic::new( 1.0, 1.0 / period, height * period / (period - 1.0), 0.0, delay, ), low_value: low_value as f64, } } } impl Iterator for InfiniteSawtooth { type Item = f64; fn next(&mut self) -> Option<f64> { self.periodic.next().and_then(|x| Some(x + self.low_value)) } } /// Finite iterator returning floats forming a sawtooth wave /// starting with the lowest sample pub struct Sawtooth { internal: Take<InfiniteSawtooth>, } impl Sawtooth { /// Constructs a new sawtooth wave generator /// /// # Examples /// /// ``` /// use statrs::generate::Sawtooth; /// /// let x = Sawtooth::new(12, 5, 1.0, -1.0, 1).collect::<Vec<f64>>(); /// assert_eq!(x, [1.0, -1.0, -0.5, 0.0, 0.5, 1.0, -1.0, -0.5, 0.0, 0.5, /// 1.0, -1.0]); /// ``` #[deprecated( since = "0.9.0", note = "please use `InfiniteSawtooth::new` and `take` instead" )] pub fn new( length: usize, period: i64, high_value: f64, low_value: f64, delay: i64, ) -> Sawtooth { Sawtooth { internal: InfiniteSawtooth::new(period, high_value, low_value, delay).take(length), } } } impl Iterator for Sawtooth { type Item = f64; fn next(&mut self) -> Option<f64> { self.internal.next() } }