feat: init the repo
This commit is contained in:
@@ -0,0 +1,38 @@
|
||||
use crate::validation;
|
||||
use numpy::{IntoPyArray, PyArray1, PyReadonlyArray1};
|
||||
use pyo3::prelude::*;
|
||||
|
||||
/// Chaikin Accumulation/Distribution Line. Cumulates (close - low - (high - close)) / (high - low) * volume.
|
||||
#[pyfunction]
|
||||
pub fn ad<'py>(
|
||||
py: Python<'py>,
|
||||
high: PyReadonlyArray1<'py, f64>,
|
||||
low: PyReadonlyArray1<'py, f64>,
|
||||
close: PyReadonlyArray1<'py, f64>,
|
||||
volume: PyReadonlyArray1<'py, f64>,
|
||||
) -> PyResult<Bound<'py, PyArray1<f64>>> {
|
||||
let highs = high.as_slice()?;
|
||||
let lows = low.as_slice()?;
|
||||
let closes = close.as_slice()?;
|
||||
let vols = volume.as_slice()?;
|
||||
let n = highs.len();
|
||||
validation::validate_equal_length(&[
|
||||
(n, "high"),
|
||||
(lows.len(), "low"),
|
||||
(closes.len(), "close"),
|
||||
(vols.len(), "volume"),
|
||||
])?;
|
||||
let mut result = vec![0.0_f64; n];
|
||||
let mut ad_val = 0.0_f64;
|
||||
for i in 0..n {
|
||||
let hl = highs[i] - lows[i];
|
||||
let clv = if hl != 0.0 {
|
||||
((closes[i] - lows[i]) - (highs[i] - closes[i])) / hl
|
||||
} else {
|
||||
0.0
|
||||
};
|
||||
ad_val += clv * vols[i];
|
||||
result[i] = ad_val;
|
||||
}
|
||||
Ok(result.into_pyarray(py))
|
||||
}
|
||||
@@ -0,0 +1,68 @@
|
||||
use crate::validation;
|
||||
use numpy::{IntoPyArray, PyArray1, PyReadonlyArray1};
|
||||
use pyo3::exceptions::PyValueError;
|
||||
use pyo3::prelude::*;
|
||||
use ta::indicators::ExponentialMovingAverage;
|
||||
use ta::Next;
|
||||
|
||||
/// Chaikin A/D Oscillator: fast EMA of AD minus slow EMA of AD.
|
||||
#[pyfunction]
|
||||
#[pyo3(signature = (high, low, close, volume, fastperiod = 3, slowperiod = 10))]
|
||||
pub fn adosc<'py>(
|
||||
py: Python<'py>,
|
||||
high: PyReadonlyArray1<'py, f64>,
|
||||
low: PyReadonlyArray1<'py, f64>,
|
||||
close: PyReadonlyArray1<'py, f64>,
|
||||
volume: PyReadonlyArray1<'py, f64>,
|
||||
fastperiod: usize,
|
||||
slowperiod: usize,
|
||||
) -> PyResult<Bound<'py, PyArray1<f64>>> {
|
||||
validation::validate_timeperiod(fastperiod, "fastperiod", 1)?;
|
||||
validation::validate_timeperiod(slowperiod, "slowperiod", 1)?;
|
||||
if fastperiod >= slowperiod {
|
||||
return Err(PyValueError::new_err(
|
||||
"fastperiod must be less than slowperiod",
|
||||
));
|
||||
}
|
||||
let highs = high.as_slice()?;
|
||||
let lows = low.as_slice()?;
|
||||
let closes = close.as_slice()?;
|
||||
let vols = volume.as_slice()?;
|
||||
let n = highs.len();
|
||||
validation::validate_equal_length(&[
|
||||
(n, "high"),
|
||||
(lows.len(), "low"),
|
||||
(closes.len(), "close"),
|
||||
(vols.len(), "volume"),
|
||||
])?;
|
||||
|
||||
// Compute raw AD values
|
||||
let mut ad_vals = vec![0.0_f64; n];
|
||||
let mut ad_val = 0.0_f64;
|
||||
for i in 0..n {
|
||||
let hl = highs[i] - lows[i];
|
||||
let clv = if hl != 0.0 {
|
||||
((closes[i] - lows[i]) - (highs[i] - closes[i])) / hl
|
||||
} else {
|
||||
0.0
|
||||
};
|
||||
ad_val += clv * vols[i];
|
||||
ad_vals[i] = ad_val;
|
||||
}
|
||||
|
||||
// Apply fast and slow EMA to AD
|
||||
let mut fast_ema = ExponentialMovingAverage::new(fastperiod)
|
||||
.map_err(|e| PyValueError::new_err(e.to_string()))?;
|
||||
let mut slow_ema = ExponentialMovingAverage::new(slowperiod)
|
||||
.map_err(|e| PyValueError::new_err(e.to_string()))?;
|
||||
let warmup = slowperiod - 1;
|
||||
let mut result = vec![f64::NAN; n];
|
||||
for (i, &v) in ad_vals.iter().enumerate() {
|
||||
let fast = fast_ema.next(v);
|
||||
let slow = slow_ema.next(v);
|
||||
if i >= warmup {
|
||||
result[i] = fast - slow;
|
||||
}
|
||||
}
|
||||
Ok(result.into_pyarray(py))
|
||||
}
|
||||
@@ -0,0 +1,15 @@
|
||||
//! Volume indicators — require volume data to measure buying and selling pressure.
|
||||
//! Each indicator lives in its own file for maintainability.
|
||||
|
||||
mod ad;
|
||||
mod adosc;
|
||||
mod obv;
|
||||
|
||||
use pyo3::prelude::*;
|
||||
|
||||
pub fn register(m: &Bound<'_, PyModule>) -> PyResult<()> {
|
||||
m.add_function(pyo3::wrap_pyfunction!(self::ad::ad, m)?)?;
|
||||
m.add_function(pyo3::wrap_pyfunction!(self::adosc::adosc, m)?)?;
|
||||
m.add_function(pyo3::wrap_pyfunction!(self::obv::obv, m)?)?;
|
||||
Ok(())
|
||||
}
|
||||
@@ -0,0 +1,27 @@
|
||||
use crate::validation;
|
||||
use numpy::{IntoPyArray, PyArray1, PyReadonlyArray1};
|
||||
use pyo3::prelude::*;
|
||||
|
||||
/// On Balance Volume: cumulates volume * sign(close - prev_close); bar 0 uses volume.
|
||||
#[pyfunction]
|
||||
pub fn obv<'py>(
|
||||
py: Python<'py>,
|
||||
close: PyReadonlyArray1<'py, f64>,
|
||||
volume: PyReadonlyArray1<'py, f64>,
|
||||
) -> PyResult<Bound<'py, PyArray1<f64>>> {
|
||||
let closes = close.as_slice()?;
|
||||
let vols = volume.as_slice()?;
|
||||
let n = closes.len();
|
||||
validation::validate_equal_length(&[(n, "close"), (vols.len(), "volume")])?;
|
||||
let mut result = vec![0.0_f64; n];
|
||||
let mut obv_val = 0.0_f64;
|
||||
for i in 1..n {
|
||||
if closes[i] > closes[i - 1] {
|
||||
obv_val += vols[i];
|
||||
} else if closes[i] < closes[i - 1] {
|
||||
obv_val -= vols[i];
|
||||
}
|
||||
result[i] = obv_val;
|
||||
}
|
||||
Ok(result.into_pyarray(py))
|
||||
}
|
||||
Reference in New Issue
Block a user