1 Commits

Author SHA1 Message Date
boris
4577657c90 对齐 AiQuant RQAlpha 回测语义 2026-05-15 11:48:10 +08:00
7 changed files with 1377 additions and 69 deletions

View File

@@ -111,6 +111,7 @@ pub struct BrokerSimulator<C, R> {
inactive_limit: bool, inactive_limit: bool,
liquidity_limit: bool, liquidity_limit: bool,
strict_value_budget: bool, strict_value_budget: bool,
same_day_buy_close_mark_at_fill: bool,
intraday_execution_start_time: Option<NaiveTime>, intraday_execution_start_time: Option<NaiveTime>,
runtime_intraday_start_time: Cell<Option<NaiveTime>>, runtime_intraday_start_time: Cell<Option<NaiveTime>>,
runtime_intraday_end_time: Cell<Option<NaiveTime>>, runtime_intraday_end_time: Cell<Option<NaiveTime>>,
@@ -132,6 +133,7 @@ impl<C, R> BrokerSimulator<C, R> {
inactive_limit: true, inactive_limit: true,
liquidity_limit: true, liquidity_limit: true,
strict_value_budget: false, strict_value_budget: false,
same_day_buy_close_mark_at_fill: false,
intraday_execution_start_time: None, intraday_execution_start_time: None,
runtime_intraday_start_time: Cell::new(None), runtime_intraday_start_time: Cell::new(None),
runtime_intraday_end_time: Cell::new(None), runtime_intraday_end_time: Cell::new(None),
@@ -157,6 +159,7 @@ impl<C, R> BrokerSimulator<C, R> {
inactive_limit: true, inactive_limit: true,
liquidity_limit: true, liquidity_limit: true,
strict_value_budget: false, strict_value_budget: false,
same_day_buy_close_mark_at_fill: false,
intraday_execution_start_time: None, intraday_execution_start_time: None,
runtime_intraday_start_time: Cell::new(None), runtime_intraday_start_time: Cell::new(None),
runtime_intraday_end_time: Cell::new(None), runtime_intraday_end_time: Cell::new(None),
@@ -185,6 +188,15 @@ impl<C, R> BrokerSimulator<C, R> {
self self
} }
pub fn with_same_day_buy_close_mark_at_fill(mut self, enabled: bool) -> Self {
self.same_day_buy_close_mark_at_fill = enabled;
self
}
pub fn same_day_buy_close_mark_at_fill(&self) -> bool {
self.same_day_buy_close_mark_at_fill
}
pub fn with_volume_percent(mut self, volume_percent: f64) -> Self { pub fn with_volume_percent(mut self, volume_percent: f64) -> Self {
self.volume_percent = volume_percent; self.volume_percent = volume_percent;
self self
@@ -252,6 +264,34 @@ where
snapshot.price(self.execution_price_field) snapshot.price(self.execution_price_field)
} }
fn value_buy_sizing_price(
&self,
date: NaiveDate,
data: &DataSet,
symbol: &str,
snapshot: &crate::data::DailyMarketSnapshot,
) -> f64 {
let start_cursor = self
.runtime_intraday_start_time
.get()
.or(self.intraday_execution_start_time)
.map(|start_time| date.and_time(start_time));
data.execution_quotes_on(date, symbol)
.iter()
.filter(|quote| {
start_cursor
.map(|cursor| quote.timestamp >= cursor)
.unwrap_or(true)
})
.next()
.and_then(|quote| match self.execution_price_field {
PriceField::Last => (quote.last_price.is_finite() && quote.last_price > 0.0)
.then_some(quote.last_price),
_ => quote.buy_price(),
})
.unwrap_or_else(|| self.sizing_price(snapshot))
}
fn snapshot_execution_price( fn snapshot_execution_price(
&self, &self,
snapshot: &crate::data::DailyMarketSnapshot, snapshot: &crate::data::DailyMarketSnapshot,
@@ -2917,7 +2957,7 @@ where
let round_lot = self.round_lot(data, symbol); let round_lot = self.round_lot(data, symbol);
let minimum_order_quantity = self.minimum_order_quantity(data, symbol); let minimum_order_quantity = self.minimum_order_quantity(data, symbol);
let order_step_size = self.order_step_size(data, symbol); let order_step_size = self.order_step_size(data, symbol);
let price = self.sizing_price(snapshot); let price = self.value_buy_sizing_price(date, data, symbol, snapshot);
let snapshot_requested_qty = self.value_buy_quantity( let snapshot_requested_qty = self.value_buy_quantity(
date, date,
value.abs(), value.abs(),
@@ -3408,13 +3448,10 @@ where
requested_qty: u32, requested_qty: u32,
reference_price: f64, reference_price: f64,
) -> Option<f64> { ) -> Option<f64> {
value_budget.map(|budget| { if !self.strict_value_budget {
if self.strict_value_budget { return None;
budget.max(reference_price * requested_qty as f64)
} else {
budget + 400.0
} }
}) value_budget.map(|budget| budget.max(reference_price * requested_qty as f64))
} }
fn process_buy( fn process_buy(
@@ -3733,7 +3770,7 @@ where
.position_mut(symbol) .position_mut(symbol)
.buy(date, leg.quantity, leg.price); .buy(date, leg.quantity, leg.price);
if let Some(position) = portfolio.position_mut_if_exists(symbol) { if let Some(position) = portfolio.position_mut_if_exists(symbol) {
position.record_trade_cost(cost.total()); position.record_buy_trade_cost(leg.quantity, cost.total());
} }
report.fill_events.push(FillEvent { report.fill_events.push(FillEvent {
@@ -4372,7 +4409,8 @@ where
return None; return None;
} }
let quote_quantity_limited = self.quote_quantity_limited(matching_type); let quote_quantity_limited =
self.quote_quantity_limited_for_window(matching_type, start_cursor, end_cursor);
let lot = round_lot.max(1); let lot = round_lot.max(1);
let eligible_quotes: Vec<&IntradayExecutionQuote> = quotes let eligible_quotes: Vec<&IntradayExecutionQuote> = quotes
.iter() .iter()
@@ -4533,6 +4571,23 @@ where
self.volume_limit || self.liquidity_limit || matching_type != MatchingType::NextTickLast self.volume_limit || self.liquidity_limit || matching_type != MatchingType::NextTickLast
} }
fn quote_quantity_limited_for_window(
&self,
matching_type: MatchingType,
start_cursor: Option<NaiveDateTime>,
end_cursor: Option<NaiveDateTime>,
) -> bool {
if matching_type == MatchingType::Twap
&& !self.volume_limit
&& !self.liquidity_limit
&& start_cursor.is_some()
&& start_cursor == end_cursor
{
return false;
}
self.quote_quantity_limited(matching_type)
}
fn uses_serial_execution_cursor(&self, reason: &str) -> bool { fn uses_serial_execution_cursor(&self, reason: &str) -> bool {
let _ = reason; let _ = reason;
false false
@@ -4629,4 +4684,26 @@ mod tests {
assert!(volume_limited.quote_quantity_limited(MatchingType::NextTickLast)); assert!(volume_limited.quote_quantity_limited(MatchingType::NextTickLast));
assert!(liquidity_limited.quote_quantity_limited(MatchingType::NextTickLast)); assert!(liquidity_limited.quote_quantity_limited(MatchingType::NextTickLast));
} }
#[test]
fn instantaneous_twap_without_limits_does_not_cap_quote_quantity() {
let broker = BrokerSimulator::new(ChinaAShareCostModel::default(), ChinaEquityRuleHooks)
.with_volume_limit(false)
.with_liquidity_limit(false);
let cursor = chrono::NaiveDate::from_ymd_opt(2025, 11, 3)
.unwrap()
.and_hms_opt(9, 31, 0)
.unwrap();
assert!(!broker.quote_quantity_limited_for_window(
MatchingType::Twap,
Some(cursor),
Some(cursor)
));
assert!(broker.quote_quantity_limited_for_window(
MatchingType::Twap,
Some(cursor),
Some(cursor + chrono::Duration::minutes(1))
));
}
} }

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@@ -654,6 +654,14 @@ impl SymbolPriceSeries {
self.values_for(field).get(end - 1).copied() self.values_for(field).get(end - 1).copied()
} }
fn snapshot_before(&self, date: NaiveDate) -> Option<&DailyMarketSnapshot> {
let end = self.previous_completed_end_index(date)?;
if end == 0 {
return None;
}
self.snapshots.get(end - 1)
}
fn prefix_for(&self, field: PriceField) -> &[f64] { fn prefix_for(&self, field: PriceField) -> &[f64] {
match field { match field {
PriceField::DayOpen => &self.open_prefix, PriceField::DayOpen => &self.open_prefix,
@@ -1828,6 +1836,12 @@ impl DataSet {
.and_then(|series| series.price_on_or_before(date, field)) .and_then(|series| series.price_on_or_before(date, field))
} }
pub fn market_before(&self, date: NaiveDate, symbol: &str) -> Option<&DailyMarketSnapshot> {
self.market_series_by_symbol
.get(symbol)
.and_then(|series| series.snapshot_before(date))
}
pub fn factor_snapshots_on(&self, date: NaiveDate) -> Vec<&DailyFactorSnapshot> { pub fn factor_snapshots_on(&self, date: NaiveDate) -> Vec<&DailyFactorSnapshot> {
self.factor_by_date self.factor_by_date
.get(&date) .get(&date)

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@@ -2127,7 +2127,12 @@ where
} }
} }
portfolio.update_prices(execution_date, &self.data, PriceField::Close)?; portfolio.update_prices_with_options(
execution_date,
&self.data,
PriceField::Close,
self.broker.same_day_buy_close_mark_at_fill(),
)?;
let post_trade_open_orders = self.open_order_views(); let post_trade_open_orders = self.open_order_views();
let visible_order_events = result let visible_order_events = result

File diff suppressed because it is too large Load Diff

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@@ -1,7 +1,7 @@
use chrono::NaiveDate; use chrono::NaiveDate;
use indexmap::IndexMap; use indexmap::IndexMap;
use serde::Serialize; use serde::Serialize;
use std::collections::BTreeMap; use std::collections::{BTreeMap, BTreeSet};
use crate::data::{DataSet, DataSetError, PriceField}; use crate::data::{DataSet, DataSetError, PriceField};
@@ -205,6 +205,22 @@ impl Position {
} }
} }
pub fn record_buy_trade_cost(&mut self, quantity: u32, value: f64) {
if quantity == 0 || !value.is_finite() {
return;
}
let cost = value.max(0.0);
if cost <= 0.0 {
return;
}
if let Some(lot) = self.lots.last_mut() {
lot.price += cost / quantity as f64;
self.recalculate_average_cost();
}
self.day_trade_cost += cost;
self.refresh_day_pnl();
}
pub fn set_dividend_receivable(&mut self, value: f64) { pub fn set_dividend_receivable(&mut self, value: f64) {
self.dividend_receivable = if value.is_finite() { self.dividend_receivable = if value.is_finite() {
value.max(0.0) value.max(0.0)
@@ -316,6 +332,7 @@ pub struct PortfolioState {
positions: IndexMap<String, Position>, positions: IndexMap<String, Position>,
cash_receivables: Vec<CashReceivable>, cash_receivables: Vec<CashReceivable>,
pending_cash_flows: Vec<PendingCashFlow>, pending_cash_flows: Vec<PendingCashFlow>,
day_sold_symbols: BTreeSet<String>,
} }
#[derive(Debug, Clone)] #[derive(Debug, Clone)]
@@ -348,6 +365,7 @@ impl PortfolioState {
positions: IndexMap::new(), positions: IndexMap::new(),
cash_receivables: Vec::new(), cash_receivables: Vec::new(),
pending_cash_flows: Vec::new(), pending_cash_flows: Vec::new(),
day_sold_symbols: BTreeSet::new(),
} }
} }
@@ -402,7 +420,18 @@ impl PortfolioState {
} }
pub fn prune_flat_positions(&mut self) { pub fn prune_flat_positions(&mut self) {
self.positions.retain(|_, position| !position.is_flat()); let mut sold_symbols = Vec::new();
self.positions.retain(|symbol, position| {
if position.is_flat() {
if position.sold_quantity() > 0 {
sold_symbols.push(symbol.clone());
}
false
} else {
true
}
});
self.day_sold_symbols.extend(sold_symbols);
} }
pub fn add_cash_receivable(&mut self, receivable: CashReceivable) { pub fn add_cash_receivable(&mut self, receivable: CashReceivable) {
@@ -538,6 +567,7 @@ impl PortfolioState {
} }
pub fn begin_trading_day(&mut self) { pub fn begin_trading_day(&mut self) {
self.day_sold_symbols.clear();
for position in self.positions.values_mut() { for position in self.positions.values_mut() {
position.begin_trading_day(); position.begin_trading_day();
} }
@@ -550,9 +580,24 @@ impl PortfolioState {
data: &DataSet, data: &DataSet,
field: PriceField, field: PriceField,
) -> Result<(), DataSetError> { ) -> Result<(), DataSetError> {
self.update_prices_with_options(date, data, field, false)
}
pub fn update_prices_with_options(
&mut self,
date: NaiveDate,
data: &DataSet,
field: PriceField,
same_day_buy_close_mark_at_fill: bool,
) -> Result<(), DataSetError> {
let day_sold_symbols = self.day_sold_symbols.clone();
for position in self.positions.values_mut() { for position in self.positions.values_mut() {
if field == PriceField::Close let sold_today =
position.sold_quantity() > 0 || day_sold_symbols.contains(&position.symbol);
if same_day_buy_close_mark_at_fill
&& field == PriceField::Close
&& position.day_buy_quantity > 0 && position.day_buy_quantity > 0
&& !sold_today
&& position.sellable_qty(date) == 0 && position.sellable_qty(date) == 0
&& position.last_price.is_finite() && position.last_price.is_finite()
&& position.last_price > 0.0 && position.last_price > 0.0
@@ -1165,7 +1210,7 @@ mod tests {
.expect("dataset"); .expect("dataset");
portfolio portfolio
.update_prices(buy_date, &dataset, PriceField::Close) .update_prices_with_options(buy_date, &dataset, PriceField::Close, true)
.expect("same day close"); .expect("same day close");
let position = portfolio.position(symbol).expect("position"); let position = portfolio.position(symbol).expect("position");
assert!((position.last_price - 3.01).abs() < 1e-9); assert!((position.last_price - 3.01).abs() < 1e-9);
@@ -1178,6 +1223,27 @@ mod tests {
let position = portfolio.position(symbol).expect("position"); let position = portfolio.position(symbol).expect("position");
assert!((position.last_price - 3.07).abs() < 1e-9); assert!((position.last_price - 3.07).abs() < 1e-9);
assert!((position.market_value() - 3991.0).abs() < 1e-6); assert!((position.market_value() - 3991.0).abs() < 1e-6);
let prev_date = NaiveDate::from_ymd_opt(2025, 2, 7).unwrap();
let mut roundtrip_portfolio = PortfolioState::new(20_000.0);
roundtrip_portfolio
.position_mut(symbol)
.buy(prev_date, 2000, 2.90);
roundtrip_portfolio.begin_trading_day();
roundtrip_portfolio
.position_mut(symbol)
.sell(2000, 3.01)
.expect("same day sell");
roundtrip_portfolio.prune_flat_positions();
roundtrip_portfolio
.position_mut(symbol)
.buy(buy_date, 1800, 3.01);
roundtrip_portfolio
.update_prices(buy_date, &dataset, PriceField::Close)
.expect("same day roundtrip close");
let position = roundtrip_portfolio.position(symbol).expect("position");
assert!((position.last_price - 3.06).abs() < 1e-9);
assert!((position.market_value() - 5508.0).abs() < 1e-6);
} }
#[test] #[test]

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@@ -1780,11 +1780,23 @@ impl OmniMicroCapStrategy {
if !sizing_price.is_finite() || sizing_price <= 0.0 { if !sizing_price.is_finite() || sizing_price <= 0.0 {
return 0; return 0;
} }
let snapshot_requested_qty = self.round_lot_quantity( let mut snapshot_requested_qty = self.round_lot_quantity(
((projected.cash().min(order_value)) / sizing_price).floor() as u32, ((projected.cash().min(order_value)) / sizing_price).floor() as u32,
minimum_order_quantity, minimum_order_quantity,
order_step_size, order_step_size,
); );
while snapshot_requested_qty > 0 {
let gross_amount = sizing_price * snapshot_requested_qty as f64;
let cash_out = gross_amount + self.buy_commission(gross_amount);
if cash_out <= order_value + 1e-6 && cash_out <= projected.cash() + 1e-6 {
break;
}
snapshot_requested_qty = self.decrement_order_quantity(
snapshot_requested_qty,
minimum_order_quantity,
order_step_size,
);
}
let projected_execution_price = self.projected_execution_price(market, OrderSide::Buy); let projected_execution_price = self.projected_execution_price(market, OrderSide::Buy);
let projected_fill = self.projected_select_execution_fill( let projected_fill = self.projected_select_execution_fill(
ctx, ctx,
@@ -1796,14 +1808,15 @@ impl OmniMicroCapStrategy {
minimum_order_quantity, minimum_order_quantity,
order_step_size, order_step_size,
false, false,
Some(projected.cash()), Some(projected.cash().min(order_value)),
Some(order_value + 400.0), Some(order_value),
execution_state, execution_state,
); );
let mut quantity = snapshot_requested_qty; let mut quantity = snapshot_requested_qty;
while quantity > 0 { while quantity > 0 {
let gross_amount = projected_execution_price * quantity as f64; let gross_amount = projected_execution_price * quantity as f64;
if gross_amount <= order_value + 400.0 && gross_amount <= projected.cash() + 1e-6 { let cash_out = gross_amount + self.buy_commission(gross_amount);
if cash_out <= order_value + 1e-6 && cash_out <= projected.cash() + 1e-6 {
break; break;
} }
quantity = quantity =
@@ -1818,7 +1831,8 @@ impl OmniMicroCapStrategy {
.unwrap_or(projected_execution_price); .unwrap_or(projected_execution_price);
while quantity > 0 { while quantity > 0 {
let gross_amount = execution_price * quantity as f64; let gross_amount = execution_price * quantity as f64;
if gross_amount <= projected.cash() + 1e-6 { let cash_out = gross_amount + self.buy_commission(gross_amount);
if cash_out <= order_value + 1e-6 && cash_out <= projected.cash() + 1e-6 {
break; break;
} }
quantity = quantity =
@@ -1834,7 +1848,7 @@ impl OmniMicroCapStrategy {
}; };
let gross_amount = fill.price * fill.quantity as f64; let gross_amount = fill.price * fill.quantity as f64;
let cash_out = gross_amount + self.buy_commission(gross_amount); let cash_out = gross_amount + self.buy_commission(gross_amount);
if gross_amount > projected.cash() + 1e-6 { if cash_out > projected.cash() + 1e-6 || cash_out > order_value + 1e-6 {
return 0; return 0;
} }
projected.apply_cash_delta(-cash_out); projected.apply_cash_delta(-cash_out);

View File

@@ -233,8 +233,148 @@ fn broker_order_value_rounds_to_nearest_lot_when_min_lot_is_affordable() {
let (portfolio, report) = execute_single_value_order(date, &data, symbol, 3_938.13); let (portfolio, report) = execute_single_value_order(date, &data, symbol, 3_938.13);
assert_eq!(report.fill_events.len(), 1); assert_eq!(report.fill_events.len(), 1);
assert_eq!(report.fill_events[0].quantity, 200); assert_eq!(report.fill_events[0].quantity, 100);
assert_eq!(portfolio.position(symbol).expect("position").quantity, 200); assert_eq!(portfolio.position(symbol).expect("position").quantity, 100);
}
#[test]
fn broker_order_value_budget_includes_buy_commission() {
let date = NaiveDate::from_ymd_opt(2025, 6, 23).unwrap();
let symbol = "605303.SH";
let data = order_value_rounding_data(date, symbol, 11.93);
let (portfolio, report) = execute_single_value_order(date, &data, symbol, 4_776.0);
assert_eq!(report.fill_events.len(), 1);
assert_eq!(report.fill_events[0].quantity, 300);
assert_eq!(portfolio.position(symbol).expect("position").quantity, 300);
let (portfolio, report) = execute_single_value_order(date, &data, symbol, 4_848.0);
assert_eq!(report.fill_events.len(), 1);
assert_eq!(report.fill_events[0].quantity, 400);
assert_eq!(portfolio.position(symbol).expect("position").quantity, 400);
}
#[test]
fn broker_delayed_limit_open_sell_uses_tick_price() {
let date = NaiveDate::from_ymd_opt(2025, 6, 27).unwrap();
let prev_date = NaiveDate::from_ymd_opt(2025, 6, 26).unwrap();
let symbol = "300635.SZ";
let data = DataSet::from_components_with_actions_and_quotes(
vec![Instrument {
symbol: symbol.to_string(),
name: "Test".to_string(),
board: "SZ".to_string(),
round_lot: 100,
listed_at: None,
delisted_at: None,
status: "active".to_string(),
}],
vec![DailyMarketSnapshot {
date,
symbol: symbol.to_string(),
timestamp: Some("2025-06-27 09:31:00".to_string()),
day_open: 12.55,
open: 12.55,
high: 13.16,
low: 12.26,
close: 12.36,
last_price: 12.39,
bid1: 12.39,
ask1: 12.40,
prev_close: 13.24,
volume: 329_575,
tick_volume: 10_000,
bid1_volume: 10_000,
ask1_volume: 10_000,
trading_phase: Some("continuous".to_string()),
paused: false,
upper_limit: 14.56,
lower_limit: 11.92,
price_tick: 0.01,
}],
vec![DailyFactorSnapshot {
date,
symbol: symbol.to_string(),
market_cap_bn: 50.0,
free_float_cap_bn: 45.0,
pe_ttm: 15.0,
turnover_ratio: Some(2.0),
effective_turnover_ratio: Some(1.8),
extra_factors: BTreeMap::new(),
}],
vec![CandidateEligibility {
date,
symbol: symbol.to_string(),
is_st: false,
is_new_listing: false,
is_paused: false,
allow_buy: true,
allow_sell: true,
is_kcb: false,
is_one_yuan: false,
}],
vec![BenchmarkSnapshot {
date,
benchmark: "000300.SH".to_string(),
open: 100.0,
close: 100.0,
prev_close: 99.0,
volume: 1_000_000,
}],
Vec::new(),
vec![IntradayExecutionQuote {
date,
symbol: symbol.to_string(),
timestamp: date.and_hms_opt(9, 31, 0).unwrap(),
last_price: 12.39,
bid1: 12.39,
ask1: 12.40,
bid1_volume: 10_000,
ask1_volume: 10_000,
volume_delta: 10_000,
amount_delta: 123_900.0,
trading_phase: Some("continuous".to_string()),
}],
)
.expect("dataset");
let mut portfolio = PortfolioState::new(1_000.0);
portfolio.position_mut(symbol).buy(prev_date, 800, 10.92);
let broker = BrokerSimulator::new_with_execution_price(
ChinaAShareCostModel::default(),
ChinaEquityRuleHooks::default(),
PriceField::Last,
)
.with_matching_type(MatchingType::NextTickLast)
.with_intraday_execution_start_time(NaiveTime::from_hms_opt(9, 31, 0).unwrap())
.with_volume_limit(false)
.with_liquidity_limit(false);
let report = broker
.execute(
date,
&mut portfolio,
&data,
&StrategyDecision {
rebalance: false,
target_weights: BTreeMap::new(),
exit_symbols: BTreeSet::new(),
order_intents: vec![OrderIntent::TargetValue {
symbol: symbol.to_string(),
target_value: 0.0,
reason: "delayed_limit_open_sell".to_string(),
}],
notes: Vec::new(),
diagnostics: Vec::new(),
},
)
.expect("broker execution");
assert_eq!(report.fill_events.len(), 1);
assert_eq!(report.fill_events[0].quantity, 800);
assert_eq!(report.fill_events[0].price, 12.39);
assert!(portfolio.position(symbol).is_none());
} }
#[test] #[test]
@@ -905,7 +1045,7 @@ fn broker_executes_order_percent_and_target_percent() {
) )
.expect("percent execution"); .expect("percent execution");
assert_eq!(percent_report.fill_events.len(), 1); assert_eq!(percent_report.fill_events.len(), 1);
assert_eq!(percent_report.fill_events[0].quantity, 10_000); assert_eq!(percent_report.fill_events[0].quantity, 9_900);
let mut target_percent_portfolio = PortfolioState::new(1_000_000.0); let mut target_percent_portfolio = PortfolioState::new(1_000_000.0);
let target_percent_report = broker let target_percent_report = broker
@@ -2498,7 +2638,7 @@ fn broker_executes_algo_twap_percent_across_window_quotes() {
exit_symbols: BTreeSet::new(), exit_symbols: BTreeSet::new(),
order_intents: vec![OrderIntent::AlgoPercent { order_intents: vec![OrderIntent::AlgoPercent {
symbol: "000002.SZ".to_string(), symbol: "000002.SZ".to_string(),
percent: 0.0036, percent: 0.0037,
style: AlgoOrderStyle::Twap, style: AlgoOrderStyle::Twap,
start_time: Some(NaiveTime::from_hms_opt(10, 0, 0).unwrap()), start_time: Some(NaiveTime::from_hms_opt(10, 0, 0).unwrap()),
end_time: Some(NaiveTime::from_hms_opt(10, 30, 0).unwrap()), end_time: Some(NaiveTime::from_hms_opt(10, 30, 0).unwrap()),