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use crate::evaluator::*; macro_const! { const DOC: &str = r#" Standard deviation to mean ratio $$ \frac{\sigma_m}{\langle m \rangle} $$ - Depends on: **magnitude** - Minimum number of observations: **2** - Number of features: **1** "#; } #[doc = DOC!()] #[derive(Clone, Debug, Default, Serialize, Deserialize, JsonSchema)] pub struct MeanVariance {} lazy_info!( MEAN_VARIANCE_INFO, size: 1, min_ts_length: 2, t_required: false, m_required: true, w_required: false, sorting_required: false, ); impl MeanVariance { pub fn new() -> Self { Self {} } pub fn doc() -> &'static str { DOC } } impl<T> FeatureEvaluator<T> for MeanVariance where T: Float, { fn eval(&self, ts: &mut TimeSeries<T>) -> Result<Vec<T>, EvaluatorError> { self.check_ts_length(ts)?; Ok(vec![ts.m.get_std() / ts.m.get_mean()]) } fn get_info(&self) -> &EvaluatorInfo { &MEAN_VARIANCE_INFO } fn get_names(&self) -> Vec<&str> { vec!["mean_variance"] } fn get_descriptions(&self) -> Vec<&str> { vec!["standard deviation of magnitude to its mean value ratio"] } } #[cfg(test)] #[allow(clippy::unreadable_literal)] #[allow(clippy::excessive_precision)] mod tests { use super::*; use crate::tests::*; check_feature!(MeanVariance); feature_test!( mean, [MeanVariance::new()], [2.2832017440606585], [1.0_f32, 1.0, 1.0, 1.0, 5.0, 6.0, 6.0, 6.0, 99.0], ); }