feat: add Volume Profile and TPO Profile to the market profile family (#145)

Volume Profile exposes the full per-bin volume histogram (price bounds plus raw distribution) that Value Area reduces to POC/VAH/VAL. TPO Profile is the volume-agnostic Time-Price-Opportunity letter count over a rolling window. Both candle-input, Vec-output, Market Profile family, with custom Python/Node/WASM bindings, fuzz, benches, tests and docs. Indicator count 290 -> 292.
This commit is contained in:
kingchenc
2026-06-02 21:16:30 +02:00
committed by GitHub
parent 93097db482
commit f37eedd44e
17 changed files with 1263 additions and 21 deletions
+12 -2
View File
@@ -252,6 +252,7 @@ mod three_soldiers_or_crows;
mod three_stars_in_south;
mod thrusting;
mod tii;
mod tpo_profile;
mod trade_imbalance;
mod treynor_ratio;
mod trima;
@@ -275,6 +276,7 @@ mod vertical_horizontal_filter;
mod vidya;
mod volty_stop;
mod volume_oscillator;
mod volume_profile;
mod vortex;
mod vpt;
mod vwap;
@@ -542,6 +544,7 @@ pub use three_soldiers_or_crows::ThreeSoldiersOrCrows;
pub use three_stars_in_south::ThreeStarsInSouth;
pub use thrusting::Thrusting;
pub use tii::Tii;
pub use tpo_profile::{TpoProfile, TpoProfileOutput};
pub use trade_imbalance::TradeImbalance;
pub use treynor_ratio::TreynorRatio;
pub use trima::Trima;
@@ -565,6 +568,7 @@ pub use vertical_horizontal_filter::VerticalHorizontalFilter;
pub use vidya::Vidya;
pub use volty_stop::VoltyStop;
pub use volume_oscillator::VolumeOscillator;
pub use volume_profile::{VolumeProfile, VolumeProfileOutput};
pub use vortex::{Vortex, VortexOutput};
pub use vpt::VolumePriceTrend;
pub use vwap::{RollingVwap, Vwap};
@@ -932,7 +936,13 @@ pub const FAMILIES: &[(&str, &[&str])] = &[
),
(
"Market Profile",
&["ValueArea", "InitialBalance", "OpeningRange"],
&[
"ValueArea",
"InitialBalance",
"OpeningRange",
"VolumeProfile",
"TpoProfile",
],
),
(
"Risk / Performance",
@@ -984,6 +994,6 @@ mod family_tests {
// the actual indicator count is the early-warning signal that an
// indicator was added without being assigned a family.
let total: usize = FAMILIES.iter().map(|(_, ns)| ns.len()).sum();
assert_eq!(total, 285, "FAMILIES total drifted from indicator count");
assert_eq!(total, 287, "FAMILIES total drifted from indicator count");
}
}
@@ -0,0 +1,314 @@
//! TPO Profile — the Time-Price-Opportunity (market-profile letter) distribution.
use std::collections::VecDeque;
use crate::error::{Error, Result};
use crate::ohlcv::Candle;
use crate::traits::Indicator;
/// TPO Profile output: the price domain plus the per-bin time-period counts.
///
/// `counts[i]` is the number of periods in the rolling window whose `[low, high]`
/// range touched the price bucket `[price_low + i * w, price_low + (i + 1) * w)`
/// where `w = (price_high - price_low) / counts.len()`. This is the classic
/// market-profile "letter" count: one Time-Price-Opportunity per period per
/// price level it traded at, independent of volume.
#[derive(Debug, Clone, PartialEq)]
pub struct TpoProfileOutput {
/// Lowest price in the window — the lower edge of bin 0.
pub price_low: f64,
/// Highest price in the window — the upper edge of the last bin.
pub price_high: f64,
/// Per-bin TPO count, lowest price bucket first. Length equals `bin_count`.
pub counts: Vec<f64>,
}
/// Rolling TPO (Time Price Opportunity) Profile over the last `period` candles.
///
/// Where [`crate::VolumeProfile`] distributes each bar's *volume* across the
/// bins it touches, the TPO profile counts *time*: every period that trades at a
/// price level contributes exactly one TPO mark there, regardless of how much
/// volume it carried. The result highlights the prices the market spent the most
/// time at — the market-profile bell curve. Each touched bin receives a full
/// `+1` per period (no sharing), so a wide-range bar marks every level it spans.
///
/// A window whose bars are all single-print at one price (`price_high == price_low`)
/// is degenerate: every period's mark lands in bin 0 and both edges collapse to
/// that price.
///
/// # Example
///
/// ```
/// use wickra_core::{Candle, Indicator, TpoProfile};
///
/// let mut tpo = TpoProfile::new(5, 10).unwrap();
/// let mut last = None;
/// for i in 0..10 {
/// let base = 100.0 + f64::from(i);
/// let candle =
/// Candle::new(base, base + 2.0, base - 2.0, base, 10.0, i64::from(i)).unwrap();
/// last = tpo.update(candle);
/// }
/// let profile = last.unwrap();
/// assert_eq!(profile.counts.len(), 10);
/// ```
#[allow(clippy::struct_field_names)]
#[derive(Debug, Clone)]
pub struct TpoProfile {
period: usize,
bin_count: usize,
window: VecDeque<Candle>,
last: Option<TpoProfileOutput>,
}
impl TpoProfile {
/// Construct a TPO Profile indicator.
///
/// # Errors
///
/// Returns [`Error::PeriodZero`] if `period` or `bin_count` is zero.
pub fn new(period: usize, bin_count: usize) -> Result<Self> {
if period == 0 || bin_count == 0 {
return Err(Error::PeriodZero);
}
Ok(Self {
period,
bin_count,
window: VecDeque::with_capacity(period),
last: None,
})
}
/// Classic TPO Profile: 30-bar rolling window, 50 bins.
pub fn classic() -> Self {
Self::new(30, 50).expect("classic TpoProfile params are valid")
}
/// Configured `(period, bin_count)`.
pub const fn params(&self) -> (usize, usize) {
(self.period, self.bin_count)
}
/// Most recent profile if available.
pub fn value(&self) -> Option<&TpoProfileOutput> {
self.last.as_ref()
}
fn price_to_bin(&self, price: f64, win_low: f64, bin_width: f64) -> usize {
let raw = ((price - win_low) / bin_width).floor();
let max = (self.bin_count - 1) as f64;
raw.clamp(0.0, max) as usize
}
fn compute(&self) -> TpoProfileOutput {
let mut win_low = f64::INFINITY;
let mut win_high = f64::NEG_INFINITY;
for candle in &self.window {
if candle.low < win_low {
win_low = candle.low;
}
if candle.high > win_high {
win_high = candle.high;
}
}
let span = win_high - win_low;
let mut counts = vec![0.0_f64; self.bin_count];
if span <= 0.0 {
// All bars are single-print at the same price: every period marks bin 0.
counts[0] = self.window.len() as f64;
return TpoProfileOutput {
price_low: win_low,
price_high: win_low,
counts,
};
}
let bin_width = span / self.bin_count as f64;
for candle in &self.window {
if candle.high <= candle.low {
let idx = self.price_to_bin(candle.low, win_low, bin_width);
counts[idx] += 1.0;
continue;
}
let lo_idx = self.price_to_bin(candle.low, win_low, bin_width);
let hi_idx = self.price_to_bin(candle.high, win_low, bin_width);
for count in counts.iter_mut().take(hi_idx + 1).skip(lo_idx) {
*count += 1.0;
}
}
TpoProfileOutput {
price_low: win_low,
price_high: win_high,
counts,
}
}
}
impl Indicator for TpoProfile {
type Input = Candle;
type Output = TpoProfileOutput;
fn update(&mut self, candle: Candle) -> Option<TpoProfileOutput> {
if self.window.len() == self.period {
self.window.pop_front();
}
self.window.push_back(candle);
if self.window.len() < self.period {
return None;
}
let out = self.compute();
self.last = Some(out.clone());
Some(out)
}
fn reset(&mut self) {
self.window.clear();
self.last = None;
}
fn warmup_period(&self) -> usize {
self.period
}
fn is_ready(&self) -> bool {
self.last.is_some()
}
fn name(&self) -> &'static str {
"TpoProfile"
}
}
#[cfg(test)]
mod tests {
use super::*;
use crate::traits::BatchExt;
use approx::assert_relative_eq;
fn c(open: f64, high: f64, low: f64, close: f64, volume: f64, ts: i64) -> Candle {
Candle::new(open, high, low, close, volume, ts).unwrap()
}
#[test]
fn rejects_zero_period() {
assert!(matches!(TpoProfile::new(0, 50), Err(Error::PeriodZero)));
}
#[test]
fn rejects_zero_bin_count() {
assert!(matches!(TpoProfile::new(20, 0), Err(Error::PeriodZero)));
}
#[test]
fn accessors_and_metadata() {
let tpo = TpoProfile::new(30, 50).unwrap();
assert_eq!(tpo.name(), "TpoProfile");
assert_eq!(tpo.warmup_period(), 30);
assert_eq!(tpo.params(), (30, 50));
assert!(tpo.value().is_none());
assert!(!tpo.is_ready());
}
#[test]
fn classic_params() {
let tpo = TpoProfile::classic();
assert_eq!(tpo.params(), (30, 50));
}
#[test]
fn warms_up_over_period() {
let mut tpo = TpoProfile::new(3, 4).unwrap();
assert!(tpo.update(c(10.0, 11.0, 9.0, 10.0, 5.0, 0)).is_none());
assert!(tpo.update(c(10.0, 11.0, 9.0, 10.0, 5.0, 1)).is_none());
assert!(tpo.update(c(10.0, 11.0, 9.0, 10.0, 5.0, 2)).is_some());
assert!(tpo.is_ready());
}
#[test]
fn reference_counts() {
// Window of 2 candles, 4 bins, domain 10..14, width 1.
// bar0: 10..14 touches bins 0,1,2,3 -> +1 each.
// bar1: 11..12 touches bins 1,2 -> +1 each.
// counts = [1, 2, 2, 1]. TPO is volume-agnostic.
let mut tpo = TpoProfile::new(2, 4).unwrap();
assert!(tpo.update(c(10.0, 14.0, 10.0, 12.0, 5.0, 0)).is_none());
let out = tpo.update(c(11.0, 12.0, 11.0, 11.5, 999.0, 1)).unwrap();
assert_relative_eq!(out.price_low, 10.0, epsilon = 1e-12);
assert_relative_eq!(out.price_high, 14.0, epsilon = 1e-12);
assert_eq!(out.counts.len(), 4);
assert_relative_eq!(out.counts[0], 1.0, epsilon = 1e-12);
assert_relative_eq!(out.counts[1], 2.0, epsilon = 1e-12);
assert_relative_eq!(out.counts[2], 2.0, epsilon = 1e-12);
assert_relative_eq!(out.counts[3], 1.0, epsilon = 1e-12);
}
#[test]
fn volume_independent() {
// Identical ranges with wildly different volumes give identical TPO counts.
let mut a = TpoProfile::new(2, 4).unwrap();
let mut b = TpoProfile::new(2, 4).unwrap();
a.update(c(10.0, 14.0, 10.0, 12.0, 1.0, 0));
let out_a = a.update(c(10.0, 14.0, 10.0, 12.0, 1.0, 1)).unwrap();
b.update(c(10.0, 14.0, 10.0, 12.0, 9_999.0, 0));
let out_b = b.update(c(10.0, 14.0, 10.0, 12.0, 9_999.0, 1)).unwrap();
assert_eq!(out_a.counts, out_b.counts);
}
#[test]
fn degenerate_single_price_window() {
let mut tpo = TpoProfile::new(3, 4).unwrap();
tpo.update(c(50.0, 50.0, 50.0, 50.0, 10.0, 0));
tpo.update(c(50.0, 50.0, 50.0, 50.0, 20.0, 1));
let out = tpo.update(c(50.0, 50.0, 50.0, 50.0, 30.0, 2)).unwrap();
assert_relative_eq!(out.price_low, 50.0, epsilon = 1e-12);
assert_relative_eq!(out.price_high, 50.0, epsilon = 1e-12);
assert_relative_eq!(out.counts[0], 3.0, epsilon = 1e-12);
assert_relative_eq!(out.counts[1], 0.0, epsilon = 1e-12);
}
#[test]
fn single_print_bar_marks_one_bin() {
// A single-print bar inside a wider domain marks exactly its own bin.
let mut tpo = TpoProfile::new(2, 4).unwrap();
tpo.update(c(10.0, 14.0, 10.0, 12.0, 5.0, 0)); // domain setter
let out = tpo.update(c(13.0, 13.0, 13.0, 13.0, 5.0, 1)).unwrap();
// domain 10..14, width 1; price 13 -> bin 3.
assert_relative_eq!(out.counts[3], 2.0, epsilon = 1e-12);
}
#[test]
fn reset_clears_state() {
let mut tpo = TpoProfile::new(2, 4).unwrap();
tpo.update(c(10.0, 11.0, 9.0, 10.0, 5.0, 0));
tpo.update(c(10.0, 11.0, 9.0, 10.0, 5.0, 1));
assert!(tpo.is_ready());
tpo.reset();
assert!(!tpo.is_ready());
assert!(tpo.value().is_none());
}
#[test]
fn batch_equals_streaming() {
let candles: Vec<Candle> = (0..30)
.map(|i| {
let base = 100.0 + f64::from(i % 7);
c(
base,
base + 2.0,
base - 2.0,
base,
10.0 + f64::from(i),
i64::from(i),
)
})
.collect();
let mut a = TpoProfile::new(10, 16).unwrap();
let mut b = TpoProfile::new(10, 16).unwrap();
assert_eq!(
a.batch(&candles),
candles.iter().map(|x| b.update(*x)).collect::<Vec<_>>()
);
}
}
@@ -0,0 +1,333 @@
//! Volume Profile — the full per-bin volume distribution over a rolling window.
use std::collections::VecDeque;
use crate::error::{Error, Result};
use crate::ohlcv::Candle;
use crate::traits::Indicator;
/// Volume Profile output: the price domain plus the per-bin volume histogram.
///
/// `bins[i]` holds the volume attributed to the price bucket
/// `[price_low + i * w, price_low + (i + 1) * w)` where
/// `w = (price_high - price_low) / bins.len()`. The histogram sums to the total
/// volume in the rolling window (within floating-point tolerance).
#[derive(Debug, Clone, PartialEq)]
pub struct VolumeProfileOutput {
/// Lowest price in the window — the lower edge of bin 0.
pub price_low: f64,
/// Highest price in the window — the upper edge of the last bin.
pub price_high: f64,
/// Per-bin volume, lowest price bucket first. Length equals `bin_count`.
pub bins: Vec<f64>,
}
/// Rolling Volume Profile over the last `period` candles.
///
/// Where [`crate::ValueArea`] reduces the same volume distribution to its
/// summary levels (Point of Control, Value Area High / Low), Volume Profile
/// exposes the **full histogram** so callers can inspect, render or post-process
/// the raw distribution. Each candle's volume is spread uniformly across the
/// bins its `[low, high]` range touches; a single-print bar (`low == high`)
/// drops its whole volume into one bin. The histogram domain spans the window's
/// lowest low to its highest high.
///
/// A window whose bars are all single-print at one price (`price_high == price_low`)
/// is degenerate: the entire volume lands in bin 0 and both edges collapse to
/// that price.
///
/// # Example
///
/// ```
/// use wickra_core::{Candle, Indicator, VolumeProfile};
///
/// let mut vp = VolumeProfile::new(5, 10).unwrap();
/// let mut last = None;
/// for i in 0..10 {
/// let base = 100.0 + f64::from(i);
/// let candle =
/// Candle::new(base, base + 2.0, base - 2.0, base, 10.0, i64::from(i)).unwrap();
/// last = vp.update(candle);
/// }
/// let profile = last.unwrap();
/// assert_eq!(profile.bins.len(), 10);
/// ```
#[allow(clippy::struct_field_names)]
#[derive(Debug, Clone)]
pub struct VolumeProfile {
period: usize,
bin_count: usize,
window: VecDeque<Candle>,
last: Option<VolumeProfileOutput>,
}
impl VolumeProfile {
/// Construct a Volume Profile indicator.
///
/// # Errors
///
/// Returns [`Error::PeriodZero`] if `period` or `bin_count` is zero.
pub fn new(period: usize, bin_count: usize) -> Result<Self> {
if period == 0 || bin_count == 0 {
return Err(Error::PeriodZero);
}
Ok(Self {
period,
bin_count,
window: VecDeque::with_capacity(period),
last: None,
})
}
/// Classic Volume Profile: 20-bar rolling window, 50 bins.
pub fn classic() -> Self {
Self::new(20, 50).expect("classic VolumeProfile params are valid")
}
/// Configured `(period, bin_count)`.
pub const fn params(&self) -> (usize, usize) {
(self.period, self.bin_count)
}
/// Most recent profile if available.
pub fn value(&self) -> Option<&VolumeProfileOutput> {
self.last.as_ref()
}
fn price_to_bin(&self, price: f64, win_low: f64, bin_width: f64) -> usize {
let raw = ((price - win_low) / bin_width).floor();
let max = (self.bin_count - 1) as f64;
raw.clamp(0.0, max) as usize
}
fn compute(&self) -> VolumeProfileOutput {
let mut win_low = f64::INFINITY;
let mut win_high = f64::NEG_INFINITY;
for candle in &self.window {
if candle.low < win_low {
win_low = candle.low;
}
if candle.high > win_high {
win_high = candle.high;
}
}
let span = win_high - win_low;
let mut bins = vec![0.0_f64; self.bin_count];
if span <= 0.0 {
// All bars are single-print at the same price.
let total: f64 = self.window.iter().map(|candle| candle.volume).sum();
bins[0] = total;
return VolumeProfileOutput {
price_low: win_low,
price_high: win_low,
bins,
};
}
let bin_width = span / self.bin_count as f64;
for candle in &self.window {
if candle.volume == 0.0 {
continue;
}
if candle.high <= candle.low {
let idx = self.price_to_bin(candle.low, win_low, bin_width);
bins[idx] += candle.volume;
continue;
}
let lo_idx = self.price_to_bin(candle.low, win_low, bin_width);
let hi_idx = self.price_to_bin(candle.high, win_low, bin_width);
let touched = hi_idx - lo_idx + 1;
let share = candle.volume / touched as f64;
for bin in bins.iter_mut().take(hi_idx + 1).skip(lo_idx) {
*bin += share;
}
}
VolumeProfileOutput {
price_low: win_low,
price_high: win_high,
bins,
}
}
}
impl Indicator for VolumeProfile {
type Input = Candle;
type Output = VolumeProfileOutput;
fn update(&mut self, candle: Candle) -> Option<VolumeProfileOutput> {
if self.window.len() == self.period {
self.window.pop_front();
}
self.window.push_back(candle);
if self.window.len() < self.period {
return None;
}
let out = self.compute();
self.last = Some(out.clone());
Some(out)
}
fn reset(&mut self) {
self.window.clear();
self.last = None;
}
fn warmup_period(&self) -> usize {
self.period
}
fn is_ready(&self) -> bool {
self.last.is_some()
}
fn name(&self) -> &'static str {
"VolumeProfile"
}
}
#[cfg(test)]
mod tests {
use super::*;
use crate::traits::BatchExt;
use approx::assert_relative_eq;
fn c(open: f64, high: f64, low: f64, close: f64, volume: f64, ts: i64) -> Candle {
Candle::new(open, high, low, close, volume, ts).unwrap()
}
#[test]
fn rejects_zero_period() {
assert!(matches!(VolumeProfile::new(0, 50), Err(Error::PeriodZero)));
}
#[test]
fn rejects_zero_bin_count() {
assert!(matches!(VolumeProfile::new(20, 0), Err(Error::PeriodZero)));
}
#[test]
fn accessors_and_metadata() {
let vp = VolumeProfile::new(20, 50).unwrap();
assert_eq!(vp.name(), "VolumeProfile");
assert_eq!(vp.warmup_period(), 20);
assert_eq!(vp.params(), (20, 50));
assert!(vp.value().is_none());
assert!(!vp.is_ready());
}
#[test]
fn classic_params() {
let vp = VolumeProfile::classic();
assert_eq!(vp.params(), (20, 50));
}
#[test]
fn warms_up_over_period() {
let mut vp = VolumeProfile::new(3, 4).unwrap();
assert!(vp.update(c(10.0, 11.0, 9.0, 10.0, 5.0, 0)).is_none());
assert!(vp.update(c(10.0, 11.0, 9.0, 10.0, 5.0, 1)).is_none());
assert!(vp.update(c(10.0, 11.0, 9.0, 10.0, 5.0, 2)).is_some());
assert!(vp.is_ready());
}
#[test]
fn reference_distribution() {
// Window of 2 candles, 4 bins.
// bar0: single print at 10, vol 100 -> bin 0 gets 100.
// bar1: 10..14, vol 80, spans 4 bins -> 20 each.
// domain: low=10, high=14, width=1 -> bins = [120, 20, 20, 20].
let mut vp = VolumeProfile::new(2, 4).unwrap();
assert!(vp.update(c(10.0, 10.0, 10.0, 10.0, 100.0, 0)).is_none());
let out = vp.update(c(10.0, 14.0, 10.0, 12.0, 80.0, 1)).unwrap();
assert_relative_eq!(out.price_low, 10.0, epsilon = 1e-12);
assert_relative_eq!(out.price_high, 14.0, epsilon = 1e-12);
assert_eq!(out.bins.len(), 4);
assert_relative_eq!(out.bins[0], 120.0, epsilon = 1e-9);
assert_relative_eq!(out.bins[1], 20.0, epsilon = 1e-9);
assert_relative_eq!(out.bins[2], 20.0, epsilon = 1e-9);
assert_relative_eq!(out.bins[3], 20.0, epsilon = 1e-9);
}
#[test]
fn conserves_total_volume() {
let mut vp = VolumeProfile::new(4, 8).unwrap();
let candles = [
c(10.0, 12.0, 9.0, 11.0, 30.0, 0),
c(11.0, 13.0, 10.0, 12.0, 40.0, 1),
c(12.0, 14.0, 11.0, 13.0, 50.0, 2),
c(13.0, 15.0, 12.0, 14.0, 60.0, 3),
];
let out = vp.batch(&candles).pop().unwrap().unwrap();
let total: f64 = out.bins.iter().sum();
assert_relative_eq!(total, 180.0, epsilon = 1e-9);
}
#[test]
fn degenerate_single_price_window() {
// All bars single-print at 50 -> domain collapses, all volume in bin 0.
let mut vp = VolumeProfile::new(2, 4).unwrap();
vp.update(c(50.0, 50.0, 50.0, 50.0, 10.0, 0));
let out = vp.update(c(50.0, 50.0, 50.0, 50.0, 20.0, 1)).unwrap();
assert_relative_eq!(out.price_low, 50.0, epsilon = 1e-12);
assert_relative_eq!(out.price_high, 50.0, epsilon = 1e-12);
assert_relative_eq!(out.bins[0], 30.0, epsilon = 1e-9);
assert_relative_eq!(out.bins[1], 0.0, epsilon = 1e-12);
}
#[test]
fn zero_volume_bars_are_skipped() {
let mut vp = VolumeProfile::new(2, 4).unwrap();
vp.update(c(10.0, 14.0, 10.0, 12.0, 0.0, 0));
let out = vp.update(c(10.0, 14.0, 10.0, 12.0, 40.0, 1)).unwrap();
let total: f64 = out.bins.iter().sum();
assert_relative_eq!(total, 40.0, epsilon = 1e-9);
}
#[test]
fn rolling_window_drops_oldest() {
let mut vp = VolumeProfile::new(2, 4).unwrap();
vp.update(c(100.0, 100.0, 100.0, 100.0, 99.0, 0));
vp.update(c(10.0, 14.0, 10.0, 12.0, 40.0, 1));
// Third bar evicts the price-100 bar; domain is now 10..14 only.
let out = vp.update(c(10.0, 14.0, 10.0, 12.0, 40.0, 2)).unwrap();
assert_relative_eq!(out.price_high, 14.0, epsilon = 1e-12);
let total: f64 = out.bins.iter().sum();
assert_relative_eq!(total, 80.0, epsilon = 1e-9);
}
#[test]
fn reset_clears_state() {
let mut vp = VolumeProfile::new(2, 4).unwrap();
vp.update(c(10.0, 11.0, 9.0, 10.0, 5.0, 0));
vp.update(c(10.0, 11.0, 9.0, 10.0, 5.0, 1));
assert!(vp.is_ready());
vp.reset();
assert!(!vp.is_ready());
assert!(vp.value().is_none());
}
#[test]
fn batch_equals_streaming() {
let candles: Vec<Candle> = (0..30)
.map(|i| {
let base = 100.0 + f64::from(i % 7);
c(
base,
base + 2.0,
base - 2.0,
base,
10.0 + f64::from(i),
i64::from(i),
)
})
.collect();
let mut a = VolumeProfile::new(10, 16).unwrap();
let mut b = VolumeProfile::new(10, 16).unwrap();
assert_eq!(
a.batch(&candles),
candles.iter().map(|x| b.update(*x)).collect::<Vec<_>>()
);
}
}