use crate::aes::Aesthetic;
use crate::coord::Coord;
use crate::data::DataFrame;
use crate::position::identity::PositionIdentity;
use crate::position::Position;
use crate::render::backend::{DrawBackend, LineStyle, Linetype, RectStyle};
use crate::render::RenderError;
use crate::scale::ScaleSet;
use crate::stat::smooth::{SmoothMethod, StatSmooth};
use crate::stat::Stat;
use crate::theme::Theme;
use super::{Geom, GeomParams};
pub struct GeomSmooth {
pub color: (u8, u8, u8),
pub fill: (u8, u8, u8),
pub line_width: f64,
pub alpha: f64,
pub se: bool,
pub n_points: usize,
pub method: SmoothMethod,
}
impl Default for GeomSmooth {
fn default() -> Self {
GeomSmooth {
color: (51, 102, 204),
fill: (51, 102, 204),
line_width: 1.5,
alpha: 0.2,
se: true,
n_points: 80,
method: SmoothMethod::Lm,
}
}
}
impl GeomSmooth {
pub fn loess(mut self, span: f64) -> Self {
self.method = SmoothMethod::Loess { span };
self
}
}
impl Geom for GeomSmooth {
fn draw(
&self,
data: &DataFrame,
coord: &dyn Coord,
scales: &ScaleSet,
_theme: &Theme,
backend: &mut dyn DrawBackend,
) -> Result<(), RenderError> {
let x_col = data
.column("x")
.ok_or(RenderError::MissingAesthetic("x".into()))?;
let y_col = data
.column("y")
.ok_or(RenderError::MissingAesthetic("y".into()))?;
let ymin_col = data.column("ymin");
let ymax_col = data.column("ymax");
let color_col = data.column("color");
let fill_col = data.column("fill");
let plot_area = backend.plot_area();
let x_scale = scales.get(&Aesthetic::X);
let y_scale = scales.get(&Aesthetic::Y);
if let Some(cc) = color_col.or(fill_col) {
let mut groups: Vec<(String, Vec<usize>)> = Vec::new();
for (i, v) in cc.iter().enumerate() {
let key = v.to_group_key();
if let Some(entry) = groups.iter_mut().find(|(k, _)| k == &key) {
entry.1.push(i);
} else {
groups.push((key, vec![i]));
}
}
for (_, indices) in &groups {
let first_idx = indices[0];
let line_color = color_col
.and_then(|c| scales.map_color(&Aesthetic::Color, &c[first_idx]))
.unwrap_or(self.color);
let ribbon_fill = fill_col
.and_then(|f| scales.map_color(&Aesthetic::Fill, &f[first_idx]))
.or_else(|| {
color_col.and_then(|c| scales.map_color(&Aesthetic::Color, &c[first_idx]))
})
.unwrap_or(self.fill);
if self.se {
if let (Some(ymin), Some(ymax)) = (ymin_col, ymax_col) {
let mut upper_points: Vec<(f64, f64)> = Vec::new();
let mut lower_points: Vec<(f64, f64)> = Vec::new();
for &i in indices {
let nx = x_scale.map(|s| s.map(&x_col[i])).unwrap_or(0.0);
let ny_max = y_scale.map(|s| s.map(&ymax[i])).unwrap_or(0.0);
let ny_min = y_scale.map(|s| s.map(&ymin[i])).unwrap_or(0.0);
upper_points.push(coord.transform((nx, ny_max), &plot_area));
lower_points.push(coord.transform((nx, ny_min), &plot_area));
}
let mut polygon = upper_points;
lower_points.reverse();
polygon.extend(lower_points);
if polygon.len() >= 3 {
backend.draw_polygon(
&polygon,
&RectStyle {
fill: Some(ribbon_fill),
stroke: None,
stroke_width: 0.0,
alpha: self.alpha,
clip: true,
},
)?;
}
}
}
let points: Vec<(f64, f64)> = indices
.iter()
.map(|&i| {
let nx = x_scale.map(|s| s.map(&x_col[i])).unwrap_or(0.0);
let ny = y_scale.map(|s| s.map(&y_col[i])).unwrap_or(0.0);
coord.transform((nx, ny), &plot_area)
})
.collect();
if points.len() >= 2 {
backend.draw_line(
&points,
&LineStyle {
color: line_color,
alpha: 1.0,
width: self.line_width,
linetype: Linetype::Solid,
},
)?;
}
}
} else {
if self.se {
if let (Some(ymin), Some(ymax)) = (ymin_col, ymax_col) {
let mut upper_points: Vec<(f64, f64)> = Vec::new();
let mut lower_points: Vec<(f64, f64)> = Vec::new();
for i in 0..data.nrows() {
let nx = x_scale.map(|s| s.map(&x_col[i])).unwrap_or(0.0);
let ny_max = y_scale.map(|s| s.map(&ymax[i])).unwrap_or(0.0);
let ny_min = y_scale.map(|s| s.map(&ymin[i])).unwrap_or(0.0);
upper_points.push(coord.transform((nx, ny_max), &plot_area));
lower_points.push(coord.transform((nx, ny_min), &plot_area));
}
let mut polygon = upper_points;
lower_points.reverse();
polygon.extend(lower_points);
if polygon.len() >= 3 {
backend.draw_polygon(
&polygon,
&RectStyle {
fill: Some(self.fill),
stroke: None,
stroke_width: 0.0,
alpha: self.alpha,
clip: true,
},
)?;
}
}
}
let points: Vec<(f64, f64)> = (0..data.nrows())
.map(|i| {
let nx = x_scale.map(|s| s.map(&x_col[i])).unwrap_or(0.0);
let ny = y_scale.map(|s| s.map(&y_col[i])).unwrap_or(0.0);
coord.transform((nx, ny), &plot_area)
})
.collect();
if points.len() >= 2 {
backend.draw_line(
&points,
&LineStyle {
color: self.color,
alpha: 1.0,
width: self.line_width,
linetype: Linetype::Solid,
},
)?;
}
}
Ok(())
}
fn required_aes(&self) -> Vec<Aesthetic> {
vec![Aesthetic::X, Aesthetic::Y]
}
fn default_stat(&self) -> Box<dyn Stat> {
Box::new(StatSmooth {
n_points: self.n_points,
se: self.se,
method: self.method.clone(),
})
}
fn default_position(&self) -> Box<dyn Position> {
Box::new(PositionIdentity)
}
fn default_params(&self) -> GeomParams {
GeomParams::default()
}
fn name(&self) -> &str {
"smooth"
}
fn set_series_color(&mut self, color: (u8, u8, u8)) {
self.color = color;
self.fill = color;
}
}