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https://github.com/bitcoinresearchkit/brk.git
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231 lines
7.6 KiB
Rust
231 lines
7.6 KiB
Rust
//! Pure on-chain BTC/USD price oracle.
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//!
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//! Detects round-dollar transaction patterns ($1, $5, $10, ... $10,000) in Bitcoin
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//! block outputs to derive the current price without any exchange data.
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//!
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//! Behavior changes by height along two independent axes, each in its own module:
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//!
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//! - EMA regime (`config`): below [`START_HEIGHT_SLOW`] prices come from the baked
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//! pre-oracle tape. From there to [`START_HEIGHT_FAST`] a slow cold-start EMA
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//! runs with a shape-anchoring restoring force. At [`START_HEIGHT_FAST`] it
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//! switches to a fast EMA that tracks mature-market volatility.
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//! - Output filter (`filter`): below
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//! [`PaymentFilter::MODERN_TX_OUTPUT_FANOUT_CAP_START_HEIGHT`] batch-payout
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//! transactions are capped strictly. Above it the cap relaxes but still drops
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//! very large fan-outs.
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//!
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//! The two boundaries differ on purpose. The EMA must hand off to fast before the
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//! 2020 crash, while the output cap helps the thin pre-2020 mix for longer and
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//! still prevents modern fan-out clusters from dominating one EMA slot.
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use brk_types::{Cents, Dollars};
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mod config;
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mod filter;
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mod scale;
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mod seed;
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mod stencil;
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mod window;
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pub use config::{Config, START_HEIGHT_FAST, START_HEIGHT_SLOW};
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pub use filter::PaymentFilter;
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pub use scale::{
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bin_to_cents, cents_to_bin, sats_to_bin, HistogramEma, HistogramEmaCompact, HistogramRaw,
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BINS_PER_DECADE, NUM_BINS,
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};
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pub use seed::{pre_oracle_price_cents, pre_oracle_prices_from, seed_bin, seed_price_cents};
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use stencil::Stencil;
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use window::EmaWindow;
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/// Oracle algorithm version. Bump on any change that alters computed prices
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/// so downstream consumers can invalidate cached results.
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pub const VERSION: u32 = 4;
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#[derive(Clone)]
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pub struct Oracle {
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window: EmaWindow,
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ref_bin: f64,
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config: Config,
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warmup: bool,
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stencil: Stencil,
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}
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impl Oracle {
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pub fn new(start_bin: f64, config: Config) -> Self {
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Self {
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window: EmaWindow::new(config.window_size, config.alpha),
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ref_bin: start_bin,
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warmup: false,
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stencil: Stencil::new(config.shape_weight),
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config,
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}
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}
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/// Create an oracle ready to process height [`START_HEIGHT_SLOW`], seeded from
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/// the baked pre-oracle price tape and using the slow cold-start config.
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pub fn from_seed() -> Self {
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Self::new(seed_bin(), Config::slow())
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}
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/// Create an oracle restored from a known price. `fill` should call
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/// `process_histogram` for the warmup blocks. During warmup the ring
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/// fills without recomputing EMA or searching, then we recompute once
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/// at the end so the first non-warmup call has a primed EMA.
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pub fn from_checkpoint(ref_bin: f64, config: Config, fill: impl FnOnce(&mut Self)) -> Self {
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let mut oracle = Self::new(ref_bin, config);
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oracle.warmup = true;
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fill(&mut oracle);
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oracle.warmup = false;
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oracle.window.recompute();
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oracle
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}
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pub fn process_histogram(&mut self, hist: &HistogramRaw) -> f64 {
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self.window.push(hist);
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if !self.warmup {
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self.window.recompute();
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self.ref_bin = self.stencil.pick(
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self.window.ema(),
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self.ref_bin,
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self.config.search_below,
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self.config.search_above,
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);
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}
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self.ref_bin
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}
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/// Switch EMA regime mid-stream (slow -> fast at [`START_HEIGHT_FAST`]) by
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/// re-warming under `config` over the most recent `config.window_size` raw
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/// histograms, so a continuous build and an incremental warm-up reach the
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/// same state. `ref_bin` carries over.
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pub fn reconfigure(&mut self, config: Config) {
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let kept = self.window.recent(config.window_size);
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*self = Self::from_checkpoint(self.ref_bin, config, |o| {
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kept.iter().for_each(|h| {
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o.process_histogram(h);
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});
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});
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}
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pub fn ref_bin(&self) -> f64 {
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self.ref_bin
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}
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/// The current weighted EMA over the window, one value per log-scale bin.
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/// `ema()[i]` is bin `i` (see `sats_to_bin`).
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pub fn ema(&self) -> &HistogramEma {
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self.window.ema()
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}
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pub fn price_cents(&self) -> Cents {
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bin_to_cents(self.ref_bin).into()
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}
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pub fn price_dollars(&self) -> Dollars {
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self.price_cents().into()
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}
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}
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#[cfg(test)]
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mod tests {
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use super::*;
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#[test]
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fn oracle_basic() {
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let oracle = Oracle::new(1600.0, Config::default());
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assert_eq!(oracle.ref_bin(), 1600.0);
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assert_eq!(oracle.price_cents(), bin_to_cents(1600.0).into());
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}
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#[test]
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fn from_seed_matches_manual_seed() {
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let mut seeded = Oracle::from_seed();
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let mut manual = Oracle::new(seed_bin(), Config::slow());
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let mut hist = HistogramRaw::zeros();
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hist.increment(1200);
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assert_eq!(seeded.ref_bin(), manual.ref_bin());
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assert_eq!(
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seeded.process_histogram(&hist),
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manual.process_histogram(&hist)
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);
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assert!(seeded.ema().iter().eq(manual.ema().iter()));
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}
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// reconfigure must leave the oracle in the same state as a fresh warm-up
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// over the most recent window of raw histograms. The continuous build and
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// the incremental resume rely on this agreeing at the slow -> fast seam.
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#[test]
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fn reconfigure_matches_fresh_warmup() {
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let hists: Vec<HistogramRaw> = (0..60)
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.map(|i| {
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let mut h = HistogramRaw::zeros();
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h.increment(1200 + i % 7);
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h.increment(1600 + i % 5);
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h
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})
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.collect();
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let fast = Config::default();
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let mut switched = Oracle::new(1600.0, Config::slow());
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hists.iter().for_each(|h| {
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switched.process_histogram(h);
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});
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switched.reconfigure(fast);
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let keep = fast.window_size;
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let fresh = Oracle::from_checkpoint(switched.ref_bin(), fast, |o| {
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hists[hists.len() - keep..].iter().for_each(|h| {
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o.process_histogram(h);
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});
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});
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assert!(switched.ema().iter().eq(fresh.ema().iter()));
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}
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#[test]
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fn sequential_ema_matches_fresh_warmups() {
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let hists: Vec<HistogramRaw> = (0..80)
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.map(|i| {
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let mut h = HistogramRaw::zeros();
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h.increment(1000 + i % 11);
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h.increment(1300 + i % 13);
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h.increment(1700 + i % 17);
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h
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})
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.collect();
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for config in [Config::slow(), Config::default()] {
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let query_start = config.window_size + 5;
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let query_end = query_start + 20;
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let seed = 1600.0;
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let mut sequential = Oracle::from_checkpoint(seed, config, |o| {
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hists[query_start + 1 - config.window_size..query_start + 1]
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.iter()
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.for_each(|h| {
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o.process_histogram(h);
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});
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});
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for height in query_start..query_end {
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if height != query_start {
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sequential.process_histogram(&hists[height]);
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}
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let fresh = Oracle::from_checkpoint(seed, config, |o| {
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hists[height + 1 - config.window_size..height + 1]
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.iter()
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.for_each(|h| {
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o.process_histogram(h);
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});
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});
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assert!(sequential.ema().iter().eq(fresh.ema().iter()));
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}
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}
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}
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}
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