feat: footprint microstructure indicator (part 4 of 4) (#123)

This commit is contained in:
kingchenc
2026-06-01 20:00:58 +02:00
committed by GitHub
parent 4f11df0e33
commit 3dd7010129
18 changed files with 636 additions and 22 deletions
+89
View File
@@ -12095,6 +12095,93 @@ impl PyKylesLambda {
}
}
// ============================== Microstructure: Footprint ==============================
//
// Footprint is a multi-output, variable-length indicator: each `update(price,
// size, is_buy)` returns the full bar footprint accumulated since the last
// `reset()` as a `(k, 3)` array with columns `[price, bid_vol, ask_vol]`, one
// row per touched price bucket (sorted ascending by price). `batch` returns a
// list of such arrays, one per trade.
fn footprint_to_array<'py>(
py: Python<'py>,
out: &wc::FootprintOutput,
) -> Bound<'py, PyArray2<f64>> {
let rows = out.levels.len();
let mut data = Vec::with_capacity(rows * 3);
for level in &out.levels {
data.push(level.price);
data.push(level.bid_vol);
data.push(level.ask_vol);
}
numpy::ndarray::Array2::from_shape_vec((rows, 3), data)
.expect("shape consistent")
.into_pyarray(py)
}
#[pyclass(name = "Footprint", module = "wickra._wickra", skip_from_py_object)]
#[derive(Clone)]
struct PyFootprint {
inner: wc::Footprint,
}
#[pymethods]
impl PyFootprint {
#[new]
fn new(tick_size: f64) -> PyResult<Self> {
Ok(Self {
inner: wc::Footprint::new(tick_size).map_err(map_err)?,
})
}
fn update<'py>(
&mut self,
py: Python<'py>,
price: f64,
size: f64,
is_buy: bool,
) -> PyResult<Bound<'py, PyArray2<f64>>> {
let out = self
.inner
.update(build_trade(price, size, is_buy)?)
.expect("footprint emits on every trade");
Ok(footprint_to_array(py, &out))
}
fn batch<'py>(
&mut self,
py: Python<'py>,
price: Vec<f64>,
size: Vec<f64>,
is_buy: Vec<bool>,
) -> PyResult<Vec<Bound<'py, PyArray2<f64>>>> {
if price.len() != size.len() || size.len() != is_buy.len() {
return Err(PyValueError::new_err(
"price, size, is_buy must be equal length",
));
}
let mut out = Vec::with_capacity(price.len());
for i in 0..price.len() {
let snapshot = self
.inner
.update(build_trade(price[i], size[i], is_buy[i])?)
.expect("footprint emits on every trade");
out.push(footprint_to_array(py, &snapshot));
}
Ok(out)
}
fn reset(&mut self) {
self.inner.reset();
}
fn is_ready(&self) -> bool {
self.inner.is_ready()
}
fn warmup_period(&self) -> usize {
self.inner.warmup_period()
}
fn __repr__(&self) -> String {
format!("Footprint(tick_size={})", self.inner.tick_size())
}
}
// ============================== Family 15: Risk / Performance ==============================
#[pyclass(name = "SharpeRatio", module = "wickra._wickra", skip_from_py_object)]
@@ -13215,6 +13302,8 @@ fn _wickra(_py: Python<'_>, m: &Bound<'_, PyModule>) -> PyResult<()> {
m.add_class::<PyEffectiveSpread>()?;
m.add_class::<PyRealizedSpread>()?;
m.add_class::<PyKylesLambda>()?;
// Microstructure: footprint.
m.add_class::<PyFootprint>()?;
// Family 15: Risk / Performance metrics.
m.add_class::<PySharpeRatio>()?;
m.add_class::<PySortinoRatio>()?;