nautilus_common/cache/

mod.rs

// -------------------------------------------------------------------------------------------------
//  Copyright (C) 2015-2025 Nautech Systems Pty Ltd. All rights reserved.
//  https://nautechsystems.io
//
//  Licensed under the GNU Lesser General Public License Version 3.0 (the "License");
//  You may not use this file except in compliance with the License.
//  You may obtain a copy of the License at https://www.gnu.org/licenses/lgpl-3.0.en.html
//
//  Unless required by applicable law or agreed to in writing, software
//  distributed under the License is distributed on an "AS IS" BASIS,
//  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
//  See the License for the specific language governing permissions and
//  limitations under the License.
// -------------------------------------------------------------------------------------------------

//! A common in-memory `Cache` for market and execution related data.

pub mod config;
pub mod database;

mod index;

#[cfg(test)]
mod tests;

use std::{
    collections::{HashMap, HashSet, VecDeque},
    time::{SystemTime, UNIX_EPOCH},
};

use bytes::Bytes;
pub use config::CacheConfig; // Re-export
use database::{CacheDatabaseAdapter, CacheMap};
use index::CacheIndex;
use nautilus_core::{
    UUID4,
    correctness::{
        FAILED, check_key_not_in_map, check_predicate_false, check_slice_not_empty,
        check_valid_string,
    },
};
use nautilus_model::{
    accounts::AccountAny,
    data::{Bar, BarType, QuoteTick, TradeTick},
    enums::{AggregationSource, OmsType, OrderSide, PositionSide, PriceType, TriggerType},
    identifiers::{
        AccountId, ClientId, ClientOrderId, ComponentId, ExecAlgorithmId, InstrumentId,
        OrderListId, PositionId, StrategyId, Venue, VenueOrderId,
    },
    instruments::{InstrumentAny, SyntheticInstrument},
    orderbook::OrderBook,
    orders::{OrderAny, OrderList},
    position::Position,
    types::{Currency, Money, Price, Quantity},
};
use ustr::Ustr;

use crate::xrate::get_exchange_rate;

/// A common in-memory `Cache` for market and execution related data.
pub struct Cache {
    config: CacheConfig,
    index: CacheIndex,
    database: Option<Box<dyn CacheDatabaseAdapter>>,
    general: HashMap<String, Bytes>,
    quotes: HashMap<InstrumentId, VecDeque<QuoteTick>>,
    trades: HashMap<InstrumentId, VecDeque<TradeTick>>,
    mark_prices: HashMap<InstrumentId, Price>,
    mark_xrates: HashMap<(Currency, Currency), f64>,
    books: HashMap<InstrumentId, OrderBook>,
    bars: HashMap<BarType, VecDeque<Bar>>,
    currencies: HashMap<Ustr, Currency>,
    instruments: HashMap<InstrumentId, InstrumentAny>,
    synthetics: HashMap<InstrumentId, SyntheticInstrument>,
    accounts: HashMap<AccountId, AccountAny>,
    orders: HashMap<ClientOrderId, OrderAny>,
    order_lists: HashMap<OrderListId, OrderList>,
    positions: HashMap<PositionId, Position>,
    position_snapshots: HashMap<PositionId, Bytes>,
}

impl Default for Cache {
    /// Creates a new default [`Cache`] instance.
    fn default() -> Self {
        Self::new(Some(CacheConfig::default()), None)
    }
}

impl Cache {
    /// Creates a new [`Cache`] instance.
    #[must_use]
    pub fn new(
        config: Option<CacheConfig>,
        database: Option<Box<dyn CacheDatabaseAdapter>>,
    ) -> Self {
        Self {
            config: config.unwrap_or_default(),
            index: CacheIndex::default(),
            database,
            general: HashMap::new(),
            mark_prices: HashMap::new(),
            mark_xrates: HashMap::new(),
            quotes: HashMap::new(),
            trades: HashMap::new(),
            books: HashMap::new(),
            bars: HashMap::new(),
            currencies: HashMap::new(),
            instruments: HashMap::new(),
            synthetics: HashMap::new(),
            accounts: HashMap::new(),
            orders: HashMap::new(),
            order_lists: HashMap::new(),
            positions: HashMap::new(),
            position_snapshots: HashMap::new(),
        }
    }

    /// Returns the cache instances memory address.
    #[must_use]
    pub fn memory_address(&self) -> String {
        format!("{:?}", std::ptr::from_ref(self))
    }

    // -- COMMANDS --------------------------------------------------------------------------------

    /// Clears the current general cache and loads the general objects from the cache database.
    pub fn cache_general(&mut self) -> anyhow::Result<()> {
        self.general = match &mut self.database {
            Some(db) => db.load()?,
            None => HashMap::new(),
        };

        log::info!(
            "Cached {} general object(s) from database",
            self.general.len()
        );
        Ok(())
    }

    /// Loads all caches (currencies, instruments, synthetics, accounts, orders, positions) from the database.
    pub async fn cache_all(&mut self) -> anyhow::Result<()> {
        let cache_map = match &self.database {
            Some(db) => db.load_all().await?,
            None => CacheMap::default(),
        };

        self.currencies = cache_map.currencies;
        self.instruments = cache_map.instruments;
        self.synthetics = cache_map.synthetics;
        self.accounts = cache_map.accounts;
        self.orders = cache_map.orders;
        self.positions = cache_map.positions;
        Ok(())
    }

    /// Clears the current currencies cache and loads currencies from the cache database.
    pub async fn cache_currencies(&mut self) -> anyhow::Result<()> {
        self.currencies = match &mut self.database {
            Some(db) => db.load_currencies().await?,
            None => HashMap::new(),
        };

        log::info!("Cached {} currencies from database", self.general.len());
        Ok(())
    }

    /// Clears the current instruments cache and loads instruments from the cache database.
    pub async fn cache_instruments(&mut self) -> anyhow::Result<()> {
        self.instruments = match &mut self.database {
            Some(db) => db.load_instruments().await?,
            None => HashMap::new(),
        };

        log::info!("Cached {} instruments from database", self.general.len());
        Ok(())
    }

    /// Clears the current synthetic instruments cache and loads synthetic instruments from the cache
    /// database.
    pub async fn cache_synthetics(&mut self) -> anyhow::Result<()> {
        self.synthetics = match &mut self.database {
            Some(db) => db.load_synthetics().await?,
            None => HashMap::new(),
        };

        log::info!(
            "Cached {} synthetic instruments from database",
            self.general.len()
        );
        Ok(())
    }

    /// Clears the current accounts cache and loads accounts from the cache database.
    pub async fn cache_accounts(&mut self) -> anyhow::Result<()> {
        self.accounts = match &mut self.database {
            Some(db) => db.load_accounts().await?,
            None => HashMap::new(),
        };

        log::info!(
            "Cached {} synthetic instruments from database",
            self.general.len()
        );
        Ok(())
    }

    /// Clears the current orders cache and loads orders from the cache database.
    pub async fn cache_orders(&mut self) -> anyhow::Result<()> {
        self.orders = match &mut self.database {
            Some(db) => db.load_orders().await?,
            None => HashMap::new(),
        };

        log::info!("Cached {} orders from database", self.general.len());
        Ok(())
    }

    /// Clears the current positions cache and loads positions from the cache database.
    pub async fn cache_positions(&mut self) -> anyhow::Result<()> {
        self.positions = match &mut self.database {
            Some(db) => db.load_positions().await?,
            None => HashMap::new(),
        };

        log::info!("Cached {} positions from database", self.general.len());
        Ok(())
    }

    /// Clears the current cache index and re-build.
    pub fn build_index(&mut self) {
        self.index.clear();
        log::debug!("Building index");

        // Index accounts
        for account_id in self.accounts.keys() {
            self.index
                .venue_account
                .insert(account_id.get_issuer(), *account_id);
        }

        // Index orders
        for (client_order_id, order) in &self.orders {
            let instrument_id = order.instrument_id();
            let venue = instrument_id.venue;
            let strategy_id = order.strategy_id();

            // 1: Build index.venue_orders -> {Venue, {ClientOrderId}}
            self.index
                .venue_orders
                .entry(venue)
                .or_default()
                .insert(*client_order_id);

            // 2: Build index.order_ids -> {VenueOrderId, ClientOrderId}
            if let Some(venue_order_id) = order.venue_order_id() {
                self.index
                    .venue_order_ids
                    .insert(venue_order_id, *client_order_id);
            }

            // 3: Build index.order_position -> {ClientOrderId, PositionId}
            if let Some(position_id) = order.position_id() {
                self.index
                    .order_position
                    .insert(*client_order_id, position_id);
            }

            // 4: Build index.order_strategy -> {ClientOrderId, StrategyId}
            self.index
                .order_strategy
                .insert(*client_order_id, order.strategy_id());

            // 5: Build index.instrument_orders -> {InstrumentId, {ClientOrderId}}
            self.index
                .instrument_orders
                .entry(instrument_id)
                .or_default()
                .insert(*client_order_id);

            // 6: Build index.strategy_orders -> {StrategyId, {ClientOrderId}}
            self.index
                .strategy_orders
                .entry(strategy_id)
                .or_default()
                .insert(*client_order_id);

            // 7: Build index.exec_algorithm_orders -> {ExecAlgorithmId, {ClientOrderId}}
            if let Some(exec_algorithm_id) = order.exec_algorithm_id() {
                self.index
                    .exec_algorithm_orders
                    .entry(exec_algorithm_id)
                    .or_default()
                    .insert(*client_order_id);
            }

            // 8: Build index.exec_spawn_orders -> {ClientOrderId, {ClientOrderId}}
            if let Some(exec_spawn_id) = order.exec_spawn_id() {
                self.index
                    .exec_spawn_orders
                    .entry(exec_spawn_id)
                    .or_default()
                    .insert(*client_order_id);
            }

            // 9: Build index.orders -> {ClientOrderId}
            self.index.orders.insert(*client_order_id);

            // 10: Build index.orders_open -> {ClientOrderId}
            if order.is_open() {
                self.index.orders_open.insert(*client_order_id);
            }

            // 11: Build index.orders_closed -> {ClientOrderId}
            if order.is_closed() {
                self.index.orders_closed.insert(*client_order_id);
            }

            // 12: Build index.orders_emulated -> {ClientOrderId}
            if let Some(emulation_trigger) = order.emulation_trigger() {
                if emulation_trigger != TriggerType::NoTrigger && !order.is_closed() {
                    self.index.orders_emulated.insert(*client_order_id);
                }
            }

            // 13: Build index.orders_inflight -> {ClientOrderId}
            if order.is_inflight() {
                self.index.orders_inflight.insert(*client_order_id);
            }

            // 14: Build index.strategies -> {StrategyId}
            self.index.strategies.insert(strategy_id);

            // 15: Build index.strategies -> {ExecAlgorithmId}
            if let Some(exec_algorithm_id) = order.exec_algorithm_id() {
                self.index.exec_algorithms.insert(exec_algorithm_id);
            }
        }

        // Index positions
        for (position_id, position) in &self.positions {
            let instrument_id = position.instrument_id;
            let venue = instrument_id.venue;
            let strategy_id = position.strategy_id;

            // 1: Build index.venue_positions -> {Venue, {PositionId}}
            self.index
                .venue_positions
                .entry(venue)
                .or_default()
                .insert(*position_id);

            // 2: Build index.position_strategy -> {PositionId, StrategyId}
            self.index
                .position_strategy
                .insert(*position_id, position.strategy_id);

            // 3: Build index.position_orders -> {PositionId, {ClientOrderId}}
            self.index
                .position_orders
                .entry(*position_id)
                .or_default()
                .extend(position.client_order_ids().into_iter());

            // 4: Build index.instrument_positions -> {InstrumentId, {PositionId}}
            self.index
                .instrument_positions
                .entry(instrument_id)
                .or_default()
                .insert(*position_id);

            // 5: Build index.strategy_positions -> {StrategyId, {PositionId}}
            self.index
                .strategy_positions
                .entry(strategy_id)
                .or_default()
                .insert(*position_id);

            // 6: Build index.positions -> {PositionId}
            self.index.positions.insert(*position_id);

            // 7: Build index.positions_open -> {PositionId}
            if position.is_open() {
                self.index.positions_open.insert(*position_id);
            }

            // 8: Build index.positions_closed -> {PositionId}
            if position.is_closed() {
                self.index.positions_closed.insert(*position_id);
            }

            // 9: Build index.strategies -> {StrategyId}
            self.index.strategies.insert(strategy_id);
        }
    }

    /// Returns whether the cache has a backing database.
    #[must_use]
    pub const fn has_backing(&self) -> bool {
        self.config.database.is_some()
    }

    // Calculate the unrealized profit and loss (PnL) for a given position.
    #[must_use]
    pub fn calculate_unrealized_pnl(&self, position: &Position) -> Option<Money> {
        let quote = if let Some(quote) = self.quote(&position.instrument_id) {
            quote
        } else {
            log::warn!(
                "Cannot calculate unrealized PnL for {}, no quotes for {}",
                position.id,
                position.instrument_id
            );
            return None;
        };

        let last = match position.side {
            PositionSide::Flat | PositionSide::NoPositionSide => {
                return Some(Money::new(0.0, position.settlement_currency));
            }
            PositionSide::Long => quote.ask_price,
            PositionSide::Short => quote.bid_price,
        };

        Some(position.unrealized_pnl(last))
    }

    /// Checks integrity of data within the cache.
    ///
    /// All data should be loaded from the database prior to this call.
    /// If an error is found then a log error message will also be produced.
    #[must_use]
    pub fn check_integrity(&mut self) -> bool {
        let mut error_count = 0;
        let failure = "Integrity failure";

        // Get current timestamp in microseconds
        let timestamp_us = SystemTime::now()
            .duration_since(UNIX_EPOCH)
            .expect("Time went backwards")
            .as_micros();

        log::info!("Checking data integrity");

        // Check object caches
        for account_id in self.accounts.keys() {
            if !self
                .index
                .venue_account
                .contains_key(&account_id.get_issuer())
            {
                log::error!(
                    "{failure} in accounts: {account_id} not found in `self.index.venue_account`",
                );
                error_count += 1;
            }
        }

        for (client_order_id, order) in &self.orders {
            if !self.index.order_strategy.contains_key(client_order_id) {
                log::error!(
                    "{failure} in orders: {client_order_id} not found in `self.index.order_strategy`"
                );
                error_count += 1;
            }
            if !self.index.orders.contains(client_order_id) {
                log::error!(
                    "{failure} in orders: {client_order_id} not found in `self.index.orders`",
                );
                error_count += 1;
            }
            if order.is_inflight() && !self.index.orders_inflight.contains(client_order_id) {
                log::error!(
                    "{failure} in orders: {client_order_id} not found in `self.index.orders_inflight`",
                );
                error_count += 1;
            }
            if order.is_open() && !self.index.orders_open.contains(client_order_id) {
                log::error!(
                    "{failure} in orders: {client_order_id} not found in `self.index.orders_open`",
                );
                error_count += 1;
            }
            if order.is_closed() && !self.index.orders_closed.contains(client_order_id) {
                log::error!(
                    "{failure} in orders: {client_order_id} not found in `self.index.orders_closed`",
                );
                error_count += 1;
            }
            if let Some(exec_algorithm_id) = order.exec_algorithm_id() {
                if !self
                    .index
                    .exec_algorithm_orders
                    .contains_key(&exec_algorithm_id)
                {
                    log::error!(
                        "{failure} in orders: {client_order_id} not found in `self.index.exec_algorithm_orders`",
                    );
                    error_count += 1;
                }
                if order.exec_spawn_id().is_none()
                    && !self.index.exec_spawn_orders.contains_key(client_order_id)
                {
                    log::error!(
                        "{failure} in orders: {client_order_id} not found in `self.index.exec_spawn_orders`",
                    );
                    error_count += 1;
                }
            }
        }

        for (position_id, position) in &self.positions {
            if !self.index.position_strategy.contains_key(position_id) {
                log::error!(
                    "{failure} in positions: {position_id} not found in `self.index.position_strategy`",
                );
                error_count += 1;
            }
            if !self.index.position_orders.contains_key(position_id) {
                log::error!(
                    "{failure} in positions: {position_id} not found in `self.index.position_orders`",
                );
                error_count += 1;
            }
            if !self.index.positions.contains(position_id) {
                log::error!(
                    "{failure} in positions: {position_id} not found in `self.index.positions`",
                );
                error_count += 1;
            }
            if position.is_open() && !self.index.positions_open.contains(position_id) {
                log::error!(
                    "{failure} in positions: {position_id} not found in `self.index.positions_open`",
                );
                error_count += 1;
            }
            if position.is_closed() && !self.index.positions_closed.contains(position_id) {
                log::error!(
                    "{failure} in positions: {position_id} not found in `self.index.positions_closed`",
                );
                error_count += 1;
            }
        }

        // Check indexes
        for account_id in self.index.venue_account.values() {
            if !self.accounts.contains_key(account_id) {
                log::error!(
                    "{failure} in `index.venue_account`: {account_id} not found in `self.accounts`",
                );
                error_count += 1;
            }
        }

        for client_order_id in self.index.venue_order_ids.values() {
            if !self.orders.contains_key(client_order_id) {
                log::error!(
                    "{failure} in `index.venue_order_ids`: {client_order_id} not found in `self.orders`",
                );
                error_count += 1;
            }
        }

        for client_order_id in self.index.client_order_ids.keys() {
            if !self.orders.contains_key(client_order_id) {
                log::error!(
                    "{failure} in `index.client_order_ids`: {client_order_id} not found in `self.orders`",
                );
                error_count += 1;
            }
        }

        for client_order_id in self.index.order_position.keys() {
            if !self.orders.contains_key(client_order_id) {
                log::error!(
                    "{failure} in `index.order_position`: {client_order_id} not found in `self.orders`",
                );
                error_count += 1;
            }
        }

        // Check indexes
        for client_order_id in self.index.order_strategy.keys() {
            if !self.orders.contains_key(client_order_id) {
                log::error!(
                    "{failure} in `index.order_strategy`: {client_order_id} not found in `self.orders`",
                );
                error_count += 1;
            }
        }

        for position_id in self.index.position_strategy.keys() {
            if !self.positions.contains_key(position_id) {
                log::error!(
                    "{failure} in `index.position_strategy`: {position_id} not found in `self.positions`",
                );
                error_count += 1;
            }
        }

        for position_id in self.index.position_orders.keys() {
            if !self.positions.contains_key(position_id) {
                log::error!(
                    "{failure} in `index.position_orders`: {position_id} not found in `self.positions`",
                );
                error_count += 1;
            }
        }

        for (instrument_id, client_order_ids) in &self.index.instrument_orders {
            for client_order_id in client_order_ids {
                if !self.orders.contains_key(client_order_id) {
                    log::error!(
                        "{failure} in `index.instrument_orders`: {instrument_id} not found in `self.orders`",
                    );
                    error_count += 1;
                }
            }
        }

        for instrument_id in self.index.instrument_positions.keys() {
            if !self.index.instrument_orders.contains_key(instrument_id) {
                log::error!(
                    "{failure} in `index.instrument_positions`: {instrument_id} not found in `index.instrument_orders`",
                );
                error_count += 1;
            }
        }

        for client_order_ids in self.index.strategy_orders.values() {
            for client_order_id in client_order_ids {
                if !self.orders.contains_key(client_order_id) {
                    log::error!(
                        "{failure} in `index.strategy_orders`: {client_order_id} not found in `self.orders`",
                    );
                    error_count += 1;
                }
            }
        }

        for position_ids in self.index.strategy_positions.values() {
            for position_id in position_ids {
                if !self.positions.contains_key(position_id) {
                    log::error!(
                        "{failure} in `index.strategy_positions`: {position_id} not found in `self.positions`",
                    );
                    error_count += 1;
                }
            }
        }

        for client_order_id in &self.index.orders {
            if !self.orders.contains_key(client_order_id) {
                log::error!(
                    "{failure} in `index.orders`: {client_order_id} not found in `self.orders`",
                );
                error_count += 1;
            }
        }

        for client_order_id in &self.index.orders_emulated {
            if !self.orders.contains_key(client_order_id) {
                log::error!(
                    "{failure} in `index.orders_emulated`: {client_order_id} not found in `self.orders`",
                );
                error_count += 1;
            }
        }

        for client_order_id in &self.index.orders_inflight {
            if !self.orders.contains_key(client_order_id) {
                log::error!(
                    "{failure} in `index.orders_inflight`: {client_order_id} not found in `self.orders`",
                );
                error_count += 1;
            }
        }

        for client_order_id in &self.index.orders_open {
            if !self.orders.contains_key(client_order_id) {
                log::error!(
                    "{failure} in `index.orders_open`: {client_order_id} not found in `self.orders`",
                );
                error_count += 1;
            }
        }

        for client_order_id in &self.index.orders_closed {
            if !self.orders.contains_key(client_order_id) {
                log::error!(
                    "{failure} in `index.orders_closed`: {client_order_id} not found in `self.orders`",
                );
                error_count += 1;
            }
        }

        for position_id in &self.index.positions {
            if !self.positions.contains_key(position_id) {
                log::error!(
                    "{failure} in `index.positions`: {position_id} not found in `self.positions`",
                );
                error_count += 1;
            }
        }

        for position_id in &self.index.positions_open {
            if !self.positions.contains_key(position_id) {
                log::error!(
                    "{failure} in `index.positions_open`: {position_id} not found in `self.positions`",
                );
                error_count += 1;
            }
        }

        for position_id in &self.index.positions_closed {
            if !self.positions.contains_key(position_id) {
                log::error!(
                    "{failure} in `index.positions_closed`: {position_id} not found in `self.positions`",
                );
                error_count += 1;
            }
        }

        for strategy_id in &self.index.strategies {
            if !self.index.strategy_orders.contains_key(strategy_id) {
                log::error!(
                    "{failure} in `index.strategies`: {strategy_id} not found in `index.strategy_orders`",
                );
                error_count += 1;
            }
        }

        for exec_algorithm_id in &self.index.exec_algorithms {
            if !self
                .index
                .exec_algorithm_orders
                .contains_key(exec_algorithm_id)
            {
                log::error!(
                    "{failure} in `index.exec_algorithms`: {exec_algorithm_id} not found in `index.exec_algorithm_orders`",
                );
                error_count += 1;
            }
        }

        let total_us = SystemTime::now()
            .duration_since(UNIX_EPOCH)
            .expect("Time went backwards")
            .as_micros()
            - timestamp_us;

        if error_count == 0 {
            log::info!("Integrity check passed in {total_us}μs");
            true
        } else {
            log::error!(
                "Integrity check failed with {error_count} error{} in {total_us}μs",
                if error_count == 1 { "" } else { "s" },
            );
            false
        }
    }

    /// Checks for any residual open state and log warnings if any are found.
    ///
    ///'Open state' is considered to be open orders and open positions.
    #[must_use]
    pub fn check_residuals(&self) -> bool {
        log::debug!("Checking residuals");

        let mut residuals = false;

        // Check for any open orders
        for order in self.orders_open(None, None, None, None) {
            residuals = true;
            log::warn!("Residual {order:?}");
        }

        // Check for any open positions
        for position in self.positions_open(None, None, None, None) {
            residuals = true;
            log::warn!("Residual {position}");
        }

        residuals
    }

    /// Clears the caches index.
    pub fn clear_index(&mut self) {
        self.index.clear();
        log::debug!("Cleared index");
    }

    /// Resets the cache.
    ///
    /// All stateful fields are reset to their initial value.
    pub fn reset(&mut self) {
        log::debug!("Resetting cache");

        self.general.clear();
        self.mark_prices.clear();
        self.mark_xrates.clear();
        self.quotes.clear();
        self.trades.clear();
        self.books.clear();
        self.bars.clear();
        self.currencies.clear();
        self.instruments.clear();
        self.synthetics.clear();
        self.accounts.clear();
        self.orders.clear();
        self.order_lists.clear();
        self.positions.clear();
        self.position_snapshots.clear();

        self.clear_index();

        log::info!("Reset cache");
    }

    /// Dispose of the cache which will close any underlying database adapter.
    pub fn dispose(&mut self) {
        if let Some(database) = &mut self.database {
            database.close().expect("Failed to close database");
        }
    }

    /// Flushes the caches database which permanently removes all persisted data.
    pub fn flush_db(&mut self) {
        if let Some(database) = &mut self.database {
            database.flush().expect("Failed to flush database");
        }
    }

    /// Adds a general object `value` (as bytes) to the cache at the given `key`.
    ///
    /// The cache is agnostic to what the bytes actually represent (and how it may be serialized),
    /// which provides maximum flexibility.
    pub fn add(&mut self, key: &str, value: Bytes) -> anyhow::Result<()> {
        check_valid_string(key, stringify!(key)).expect(FAILED);
        check_predicate_false(value.is_empty(), stringify!(value)).expect(FAILED);

        log::debug!("Adding general {key}");
        self.general.insert(key.to_string(), value.clone());

        if let Some(database) = &mut self.database {
            database.add(key.to_string(), value)?;
        }
        Ok(())
    }

    /// Adds the given order `book` to the cache.
    pub fn add_order_book(&mut self, book: OrderBook) -> anyhow::Result<()> {
        log::debug!("Adding `OrderBook` {}", book.instrument_id);

        if self.config.save_market_data {
            if let Some(database) = &mut self.database {
                database.add_order_book(&book)?;
            }
        }

        self.books.insert(book.instrument_id, book);
        Ok(())
    }

    /// Adds the given mark `price` for the given `instrument_id` to the cache.
    pub fn add_mark_price(&mut self, instrument_id: &InstrumentId, price: Price) {
        log::debug!("Adding mark `Price` for {instrument_id}");

        self.mark_prices.insert(*instrument_id, price);
    }

    /// Adds the given `quote` tick to the cache.
    pub fn add_quote(&mut self, quote: QuoteTick) -> anyhow::Result<()> {
        log::debug!("Adding `QuoteTick` {}", quote.instrument_id);

        if self.config.save_market_data {
            if let Some(database) = &mut self.database {
                database.add_quote(&quote)?;
            }
        }

        let quotes_deque = self
            .quotes
            .entry(quote.instrument_id)
            .or_insert_with(|| VecDeque::with_capacity(self.config.tick_capacity));
        quotes_deque.push_front(quote);
        Ok(())
    }

    /// Adds the given `quotes` to the cache.
    pub fn add_quotes(&mut self, quotes: &[QuoteTick]) -> anyhow::Result<()> {
        check_slice_not_empty(quotes, stringify!(quotes)).unwrap();

        let instrument_id = quotes[0].instrument_id;
        log::debug!("Adding `QuoteTick`[{}] {instrument_id}", quotes.len());

        if self.config.save_market_data {
            if let Some(database) = &mut self.database {
                for quote in quotes {
                    database.add_quote(quote).unwrap();
                }
            }
        }

        let quotes_deque = self
            .quotes
            .entry(instrument_id)
            .or_insert_with(|| VecDeque::with_capacity(self.config.tick_capacity));

        for quote in quotes {
            quotes_deque.push_front(*quote);
        }
        Ok(())
    }

    /// Adds the given `trade` tick to the cache.
    pub fn add_trade(&mut self, trade: TradeTick) -> anyhow::Result<()> {
        log::debug!("Adding `TradeTick` {}", trade.instrument_id);

        if self.config.save_market_data {
            if let Some(database) = &mut self.database {
                database.add_trade(&trade)?;
            }
        }

        let trades_deque = self
            .trades
            .entry(trade.instrument_id)
            .or_insert_with(|| VecDeque::with_capacity(self.config.tick_capacity));
        trades_deque.push_front(trade);
        Ok(())
    }

    /// Adds the give `trades` to the cache.
    pub fn add_trades(&mut self, trades: &[TradeTick]) -> anyhow::Result<()> {
        check_slice_not_empty(trades, stringify!(trades)).unwrap();

        let instrument_id = trades[0].instrument_id;
        log::debug!("Adding `TradeTick`[{}] {instrument_id}", trades.len());

        if self.config.save_market_data {
            if let Some(database) = &mut self.database {
                for trade in trades {
                    database.add_trade(trade).unwrap();
                }
            }
        }

        let trades_deque = self
            .trades
            .entry(instrument_id)
            .or_insert_with(|| VecDeque::with_capacity(self.config.tick_capacity));

        for trade in trades {
            trades_deque.push_front(*trade);
        }
        Ok(())
    }

    /// Adds the given `bar` to the cache.
    pub fn add_bar(&mut self, bar: Bar) -> anyhow::Result<()> {
        log::debug!("Adding `Bar` {}", bar.bar_type);

        if self.config.save_market_data {
            if let Some(database) = &mut self.database {
                database.add_bar(&bar)?;
            }
        }

        let bars = self
            .bars
            .entry(bar.bar_type)
            .or_insert_with(|| VecDeque::with_capacity(self.config.bar_capacity));
        bars.push_front(bar);
        Ok(())
    }

    /// Adds the given `bars` to the cache.
    pub fn add_bars(&mut self, bars: &[Bar]) -> anyhow::Result<()> {
        check_slice_not_empty(bars, stringify!(bars)).unwrap();

        let bar_type = bars[0].bar_type;
        log::debug!("Adding `Bar`[{}] {bar_type}", bars.len());

        if self.config.save_market_data {
            if let Some(database) = &mut self.database {
                for bar in bars {
                    database.add_bar(bar).unwrap();
                }
            }
        }

        let bars_deque = self
            .bars
            .entry(bar_type)
            .or_insert_with(|| VecDeque::with_capacity(self.config.tick_capacity));

        for bar in bars {
            bars_deque.push_front(*bar);
        }
        Ok(())
    }

    /// Adds the given `currency` to the cache.
    pub fn add_currency(&mut self, currency: Currency) -> anyhow::Result<()> {
        log::debug!("Adding `Currency` {}", currency.code);

        if let Some(database) = &mut self.database {
            database.add_currency(&currency)?;
        }

        self.currencies.insert(currency.code, currency);
        Ok(())
    }

    /// Adds the given `instrument` to the cache.
    pub fn add_instrument(&mut self, instrument: InstrumentAny) -> anyhow::Result<()> {
        log::debug!("Adding `Instrument` {}", instrument.id());

        if let Some(database) = &mut self.database {
            database.add_instrument(&instrument)?;
        }

        self.instruments.insert(instrument.id(), instrument);
        Ok(())
    }

    /// Adds the given `synthetic` instrument to the cache.
    pub fn add_synthetic(&mut self, synthetic: SyntheticInstrument) -> anyhow::Result<()> {
        log::debug!("Adding `SyntheticInstrument` {}", synthetic.id);

        if let Some(database) = &mut self.database {
            database.add_synthetic(&synthetic)?;
        }

        self.synthetics.insert(synthetic.id, synthetic);
        Ok(())
    }

    /// Adds the given `account` to the cache.
    pub fn add_account(&mut self, account: AccountAny) -> anyhow::Result<()> {
        log::debug!("Adding `Account` {}", account.id());

        if let Some(database) = &mut self.database {
            database.add_account(&account)?;
        }

        let account_id = account.id();
        self.accounts.insert(account_id, account);
        self.index
            .venue_account
            .insert(account_id.get_issuer(), account_id);
        Ok(())
    }

    /// Indexes the given `client_order_id` with the given `venue_order_id`.
    ///
    /// The `overwrite` parameter determines whether to overwrite any existing cached identifier.
    pub fn add_venue_order_id(
        &mut self,
        client_order_id: &ClientOrderId,
        venue_order_id: &VenueOrderId,
        overwrite: bool,
    ) -> anyhow::Result<()> {
        if let Some(existing_venue_order_id) = self.index.client_order_ids.get(client_order_id) {
            if !overwrite && existing_venue_order_id != venue_order_id {
                anyhow::bail!(
                    "Existing {existing_venue_order_id} for {client_order_id}
                    did not match the given {venue_order_id}.
                    If you are writing a test then try a different `venue_order_id`,
                    otherwise this is probably a bug."
                );
            }
        }

        self.index
            .client_order_ids
            .insert(*client_order_id, *venue_order_id);
        self.index
            .venue_order_ids
            .insert(*venue_order_id, *client_order_id);

        Ok(())
    }

    /// Adds the given `order` to the cache indexed with any given identifiers.
    ///
    /// # Parameters
    ///
    /// `override_existing`: If the added order should 'override' any existing order and replace
    /// it in the cache. This is currently used for emulated orders which are
    /// being released and transformed into another type.
    ///
    /// # Errors
    ///
    /// This function returns an error:
    /// If not `replace_existing` and the `order.client_order_id` is already contained in the cache.
    pub fn add_order(
        &mut self,
        order: OrderAny,
        position_id: Option<PositionId>,
        client_id: Option<ClientId>,
        replace_existing: bool,
    ) -> anyhow::Result<()> {
        let instrument_id = order.instrument_id();
        let venue = instrument_id.venue;
        let client_order_id = order.client_order_id();
        let strategy_id = order.strategy_id();
        let exec_algorithm_id = order.exec_algorithm_id();
        let exec_spawn_id = order.exec_spawn_id();

        if !replace_existing {
            check_key_not_in_map(
                &client_order_id,
                &self.orders,
                stringify!(client_order_id),
                stringify!(orders),
            )
            .expect(FAILED);
            check_key_not_in_map(
                &client_order_id,
                &self.orders,
                stringify!(client_order_id),
                stringify!(orders),
            )
            .expect(FAILED);
            check_key_not_in_map(
                &client_order_id,
                &self.orders,
                stringify!(client_order_id),
                stringify!(orders),
            )
            .expect(FAILED);
            check_key_not_in_map(
                &client_order_id,
                &self.orders,
                stringify!(client_order_id),
                stringify!(orders),
            )
            .expect(FAILED);
        }

        log::debug!("Adding {order:?}");

        self.index.orders.insert(client_order_id);
        self.index
            .order_strategy
            .insert(client_order_id, strategy_id);
        self.index.strategies.insert(strategy_id);

        // Update venue -> orders index
        self.index
            .venue_orders
            .entry(venue)
            .or_default()
            .insert(client_order_id);

        // Update instrument -> orders index
        self.index
            .instrument_orders
            .entry(instrument_id)
            .or_default()
            .insert(client_order_id);

        // Update strategy -> orders index
        self.index
            .strategy_orders
            .entry(strategy_id)
            .or_default()
            .insert(client_order_id);

        // Update exec_algorithm -> orders index
        if let Some(exec_algorithm_id) = exec_algorithm_id {
            self.index.exec_algorithms.insert(exec_algorithm_id);

            self.index
                .exec_algorithm_orders
                .entry(exec_algorithm_id)
                .or_default()
                .insert(client_order_id);

            self.index
                .exec_spawn_orders
                .entry(exec_spawn_id.expect("`exec_spawn_id` is guaranteed to exist"))
                .or_default()
                .insert(client_order_id);
        }

        // Update emulation index
        match order.emulation_trigger() {
            Some(_) => {
                self.index.orders_emulated.remove(&client_order_id);
            }
            None => {
                self.index.orders_emulated.insert(client_order_id);
            }
        }

        // Index position ID if provided
        if let Some(position_id) = position_id {
            self.add_position_id(
                &position_id,
                &order.instrument_id().venue,
                &client_order_id,
                &strategy_id,
            )?;
        }

        // Index client ID if provided
        if let Some(client_id) = client_id {
            self.index.order_client.insert(client_order_id, client_id);
            log::debug!("Indexed {client_id:?}");
        }

        if let Some(database) = &mut self.database {
            database.add_order(&order, client_id)?;
            // TODO: Implement
            // if self.config.snapshot_orders {
            //     database.snapshot_order_state(order)?;
            // }
        }

        self.orders.insert(client_order_id, order);

        Ok(())
    }

    /// Indexes the given `position_id` with the other given IDs.
    pub fn add_position_id(
        &mut self,
        position_id: &PositionId,
        _venue: &Venue,
        client_order_id: &ClientOrderId,
        strategy_id: &StrategyId,
    ) -> anyhow::Result<()> {
        self.index
            .order_position
            .insert(*client_order_id, *position_id);

        // Index: ClientOrderId -> PositionId
        if let Some(database) = &mut self.database {
            database.index_order_position(*client_order_id, *position_id)?;
        }

        // Index: PositionId -> StrategyId
        self.index
            .position_strategy
            .insert(*position_id, *strategy_id);

        // Index: PositionId -> set[ClientOrderId]
        self.index
            .position_orders
            .entry(*position_id)
            .or_default()
            .insert(*client_order_id);

        // Index: StrategyId -> set[PositionId]
        self.index
            .strategy_positions
            .entry(*strategy_id)
            .or_default()
            .insert(*position_id);

        Ok(())
    }

    /// Adds the given `position` to the cache.
    pub fn add_position(&mut self, position: Position, _oms_type: OmsType) -> anyhow::Result<()> {
        self.positions.insert(position.id, position.clone());
        self.index.positions.insert(position.id);
        self.index.positions_open.insert(position.id);

        log::debug!("Adding {position}");

        self.add_position_id(
            &position.id,
            &position.instrument_id.venue,
            &position.opening_order_id,
            &position.strategy_id,
        )?;

        let venue = position.instrument_id.venue;
        let venue_positions = self.index.venue_positions.entry(venue).or_default();
        venue_positions.insert(position.id);

        // Index: InstrumentId -> HashSet
        let instrument_id = position.instrument_id;
        let instrument_positions = self
            .index
            .instrument_positions
            .entry(instrument_id)
            .or_default();
        instrument_positions.insert(position.id);

        if let Some(database) = &mut self.database {
            database.add_position(&position)?;
            // TODO: Implement position snapshots
            // if self.snapshot_positions {
            //     database.snapshot_position_state(
            //         position,
            //         position.ts_last,
            //         self.calculate_unrealized_pnl(&position),
            //     )?;
            // }
        }

        Ok(())
    }

    /// Updates the given `account` in the cache.
    pub fn update_account(&mut self, account: AccountAny) -> anyhow::Result<()> {
        if let Some(database) = &mut self.database {
            database.update_account(&account)?;
        }
        Ok(())
    }

    /// Updates the given `order` in the cache.
    pub fn update_order(&mut self, order: &OrderAny) -> anyhow::Result<()> {
        let client_order_id = order.client_order_id();

        // Update venue order ID
        if let Some(venue_order_id) = order.venue_order_id() {
            // If the order is being modified then we allow a changing `VenueOrderId` to accommodate
            // venues which use a cancel+replace update strategy.
            if !self.index.venue_order_ids.contains_key(&venue_order_id) {
                // TODO: If the last event was `OrderUpdated` then overwrite should be true
                self.add_venue_order_id(&order.client_order_id(), &venue_order_id, false)?;
            }
        }

        // Update in-flight state
        if order.is_inflight() {
            self.index.orders_inflight.insert(client_order_id);
        } else {
            self.index.orders_inflight.remove(&client_order_id);
        }

        // Update open/closed state
        if order.is_open() {
            self.index.orders_closed.remove(&client_order_id);
            self.index.orders_open.insert(client_order_id);
        } else if order.is_closed() {
            self.index.orders_open.remove(&client_order_id);
            self.index.orders_pending_cancel.remove(&client_order_id);
            self.index.orders_closed.insert(client_order_id);
        }

        // Update emulation
        if let Some(emulation_trigger) = order.emulation_trigger() {
            match emulation_trigger {
                TriggerType::NoTrigger => self.index.orders_emulated.remove(&client_order_id),
                _ => self.index.orders_emulated.insert(client_order_id),
            };
        }

        if let Some(database) = &mut self.database {
            database.update_order(order.last_event())?;
            // TODO: Implement order snapshots
            // if self.snapshot_orders {
            //     database.snapshot_order_state(order)?;
            // }
        }

        // update the order in the cache
        self.orders.insert(client_order_id, order.clone());

        Ok(())
    }

    /// Updates the given `order` as pending cancel locally.
    pub fn update_order_pending_cancel_local(&mut self, order: &OrderAny) {
        self.index
            .orders_pending_cancel
            .insert(order.client_order_id());
    }

    /// Updates the given `position` in the cache.
    pub fn update_position(&mut self, position: &Position) -> anyhow::Result<()> {
        // Update open/closed state
        if position.is_open() {
            self.index.positions_open.insert(position.id);
            self.index.positions_closed.remove(&position.id);
        } else {
            self.index.positions_closed.insert(position.id);
            self.index.positions_open.remove(&position.id);
        }

        if let Some(database) = &mut self.database {
            database.update_position(position)?;
            // TODO: Implement order snapshots
            // if self.snapshot_orders {
            //     database.snapshot_order_state(order)?;
            // }
        }
        Ok(())
    }

    /// Creates a snapshot of the given position by cloning it, assigning a new ID,
    /// serializing it, and storing it in the position snapshots.
    pub fn snapshot_position(&mut self, position: &Position) -> anyhow::Result<()> {
        let position_id = position.id;

        let mut copied_position = position.clone();
        let new_id = format!("{}-{}", position_id.as_str(), UUID4::new());
        copied_position.id = PositionId::new(new_id);

        // Serialize the position
        let position_serialized = bincode::serialize(&copied_position)?;

        let snapshots: Option<&Bytes> = self.position_snapshots.get(&position_id);
        let new_snapshots = match snapshots {
            Some(existing_snapshots) => {
                let mut combined = existing_snapshots.to_vec();
                combined.extend(position_serialized);
                Bytes::from(combined)
            }
            None => Bytes::from(position_serialized),
        };
        self.position_snapshots.insert(position_id, new_snapshots);

        log::debug!("Snapshot {}", copied_position);
        Ok(())
    }

    pub fn snapshot_position_state(
        &mut self,
        position: &Position,
        // ts_snapshot: u64,
        // unrealized_pnl: Option<Money>,
        open_only: Option<bool>,
    ) -> anyhow::Result<()> {
        let open_only = open_only.unwrap_or(true);

        if open_only && !position.is_open() {
            return Ok(());
        }

        if let Some(database) = &mut self.database {
            database.snapshot_position_state(position).map_err(|e| {
                log::error!(
                    "Failed to snapshot position state for {}: {:?}",
                    position.id,
                    e
                );
                e
            })?;
        } else {
            log::warn!(
                "Cannot snapshot position state for {} (no database configured)",
                position.id
            );
        }

        // Ok(())
        todo!()
    }

    pub fn snapshot_order_state(&self, order: &OrderAny) -> anyhow::Result<()> {
        let database = if let Some(database) = &self.database {
            database
        } else {
            log::warn!(
                "Cannot snapshot order state for {} (no database configured)",
                order.client_order_id()
            );
            return Ok(());
        };

        database.snapshot_order_state(order)
    }

    // -- IDENTIFIER QUERIES ----------------------------------------------------------------------

    fn build_order_query_filter_set(
        &self,
        venue: Option<&Venue>,
        instrument_id: Option<&InstrumentId>,
        strategy_id: Option<&StrategyId>,
    ) -> Option<HashSet<ClientOrderId>> {
        let mut query: Option<HashSet<ClientOrderId>> = None;

        if let Some(venue) = venue {
            query = Some(
                self.index
                    .venue_orders
                    .get(venue)
                    .cloned()
                    .unwrap_or_default(),
            );
        }

        if let Some(instrument_id) = instrument_id {
            let instrument_orders = self
                .index
                .instrument_orders
                .get(instrument_id)
                .cloned()
                .unwrap_or_default();

            if let Some(existing_query) = &mut query {
                *existing_query = existing_query
                    .intersection(&instrument_orders)
                    .copied()
                    .collect();
            } else {
                query = Some(instrument_orders);
            }
        }

        if let Some(strategy_id) = strategy_id {
            let strategy_orders = self
                .index
                .strategy_orders
                .get(strategy_id)
                .cloned()
                .unwrap_or_default();

            if let Some(existing_query) = &mut query {
                *existing_query = existing_query
                    .intersection(&strategy_orders)
                    .copied()
                    .collect();
            } else {
                query = Some(strategy_orders);
            }
        }

        query
    }

    fn build_position_query_filter_set(
        &self,
        venue: Option<&Venue>,
        instrument_id: Option<&InstrumentId>,
        strategy_id: Option<&StrategyId>,
    ) -> Option<HashSet<PositionId>> {
        let mut query: Option<HashSet<PositionId>> = None;

        if let Some(venue) = venue {
            query = Some(
                self.index
                    .venue_positions
                    .get(venue)
                    .cloned()
                    .unwrap_or_default(),
            );
        }

        if let Some(instrument_id) = instrument_id {
            let instrument_positions = self
                .index
                .instrument_positions
                .get(instrument_id)
                .cloned()
                .unwrap_or_default();

            if let Some(existing_query) = query {
                query = Some(
                    existing_query
                        .intersection(&instrument_positions)
                        .copied()
                        .collect(),
                );
            } else {
                query = Some(instrument_positions);
            }
        }

        if let Some(strategy_id) = strategy_id {
            let strategy_positions = self
                .index
                .strategy_positions
                .get(strategy_id)
                .cloned()
                .unwrap_or_default();

            if let Some(existing_query) = query {
                query = Some(
                    existing_query
                        .intersection(&strategy_positions)
                        .copied()
                        .collect(),
                );
            } else {
                query = Some(strategy_positions);
            }
        }

        query
    }

    fn get_orders_for_ids(
        &self,
        client_order_ids: &HashSet<ClientOrderId>,
        side: Option<OrderSide>,
    ) -> Vec<&OrderAny> {
        let side = side.unwrap_or(OrderSide::NoOrderSide);
        let mut orders = Vec::new();

        for client_order_id in client_order_ids {
            let order = self
                .orders
                .get(client_order_id)
                .unwrap_or_else(|| panic!("Order {client_order_id} not found"));
            if side == OrderSide::NoOrderSide || side == order.order_side() {
                orders.push(order);
            }
        }

        orders
    }

    fn get_positions_for_ids(
        &self,
        position_ids: &HashSet<PositionId>,
        side: Option<PositionSide>,
    ) -> Vec<&Position> {
        let side = side.unwrap_or(PositionSide::NoPositionSide);
        let mut positions = Vec::new();

        for position_id in position_ids {
            let position = self
                .positions
                .get(position_id)
                .unwrap_or_else(|| panic!("Position {position_id} not found"));
            if side == PositionSide::NoPositionSide || side == position.side {
                positions.push(position);
            }
        }

        positions
    }

    /// Returns the `ClientOrderId`s of all orders.
    #[must_use]
    pub fn client_order_ids(
        &self,
        venue: Option<&Venue>,
        instrument_id: Option<&InstrumentId>,
        strategy_id: Option<&StrategyId>,
    ) -> HashSet<ClientOrderId> {
        let query = self.build_order_query_filter_set(venue, instrument_id, strategy_id);
        match query {
            Some(query) => self.index.orders.intersection(&query).copied().collect(),
            None => self.index.orders.clone(),
        }
    }

    /// Returns the `ClientOrderId`s of all open orders.
    #[must_use]
    pub fn client_order_ids_open(
        &self,
        venue: Option<&Venue>,
        instrument_id: Option<&InstrumentId>,
        strategy_id: Option<&StrategyId>,
    ) -> HashSet<ClientOrderId> {
        let query = self.build_order_query_filter_set(venue, instrument_id, strategy_id);
        match query {
            Some(query) => self
                .index
                .orders_open
                .intersection(&query)
                .copied()
                .collect(),
            None => self.index.orders_open.clone(),
        }
    }

    /// Returns the `ClientOrderId`s of all closed orders.
    #[must_use]
    pub fn client_order_ids_closed(
        &self,
        venue: Option<&Venue>,
        instrument_id: Option<&InstrumentId>,
        strategy_id: Option<&StrategyId>,
    ) -> HashSet<ClientOrderId> {
        let query = self.build_order_query_filter_set(venue, instrument_id, strategy_id);
        match query {
            Some(query) => self
                .index
                .orders_closed
                .intersection(&query)
                .copied()
                .collect(),
            None => self.index.orders_closed.clone(),
        }
    }

    /// Returns the `ClientOrderId`s of all emulated orders.
    #[must_use]
    pub fn client_order_ids_emulated(
        &self,
        venue: Option<&Venue>,
        instrument_id: Option<&InstrumentId>,
        strategy_id: Option<&StrategyId>,
    ) -> HashSet<ClientOrderId> {
        let query = self.build_order_query_filter_set(venue, instrument_id, strategy_id);
        match query {
            Some(query) => self
                .index
                .orders_emulated
                .intersection(&query)
                .copied()
                .collect(),
            None => self.index.orders_emulated.clone(),
        }
    }

    /// Returns the `ClientOrderId`s of all in-flight orders.
    #[must_use]
    pub fn client_order_ids_inflight(
        &self,
        venue: Option<&Venue>,
        instrument_id: Option<&InstrumentId>,
        strategy_id: Option<&StrategyId>,
    ) -> HashSet<ClientOrderId> {
        let query = self.build_order_query_filter_set(venue, instrument_id, strategy_id);
        match query {
            Some(query) => self
                .index
                .orders_inflight
                .intersection(&query)
                .copied()
                .collect(),
            None => self.index.orders_inflight.clone(),
        }
    }

    /// Returns `PositionId`s of all positions.
    #[must_use]
    pub fn position_ids(
        &self,
        venue: Option<&Venue>,
        instrument_id: Option<&InstrumentId>,
        strategy_id: Option<&StrategyId>,
    ) -> HashSet<PositionId> {
        let query = self.build_position_query_filter_set(venue, instrument_id, strategy_id);
        match query {
            Some(query) => self.index.positions.intersection(&query).copied().collect(),
            None => self.index.positions.clone(),
        }
    }

    /// Returns the `PositionId`s of all open positions.
    #[must_use]
    pub fn position_open_ids(
        &self,
        venue: Option<&Venue>,
        instrument_id: Option<&InstrumentId>,
        strategy_id: Option<&StrategyId>,
    ) -> HashSet<PositionId> {
        let query = self.build_position_query_filter_set(venue, instrument_id, strategy_id);
        match query {
            Some(query) => self
                .index
                .positions_open
                .intersection(&query)
                .copied()
                .collect(),
            None => self.index.positions_open.clone(),
        }
    }

    /// Returns the `PositionId`s of all closed positions.
    #[must_use]
    pub fn position_closed_ids(
        &self,
        venue: Option<&Venue>,
        instrument_id: Option<&InstrumentId>,
        strategy_id: Option<&StrategyId>,
    ) -> HashSet<PositionId> {
        let query = self.build_position_query_filter_set(venue, instrument_id, strategy_id);
        match query {
            Some(query) => self
                .index
                .positions_closed
                .intersection(&query)
                .copied()
                .collect(),
            None => self.index.positions_closed.clone(),
        }
    }

    /// Returns the `ComponentId`s of all actors.
    #[must_use]
    pub fn actor_ids(&self) -> HashSet<ComponentId> {
        self.index.actors.clone()
    }

    /// Returns the `StrategyId`s of all strategies.
    #[must_use]
    pub fn strategy_ids(&self) -> HashSet<StrategyId> {
        self.index.strategies.clone()
    }

    /// Returns the `ExecAlgorithmId`s of all execution algorithms.
    #[must_use]
    pub fn exec_algorithm_ids(&self) -> HashSet<ExecAlgorithmId> {
        self.index.exec_algorithms.clone()
    }

    // -- ORDER QUERIES ---------------------------------------------------------------------------

    /// Gets a reference to the order with the given `client_order_id` (if found).
    #[must_use]
    pub fn order(&self, client_order_id: &ClientOrderId) -> Option<&OrderAny> {
        self.orders.get(client_order_id)
    }

    /// Gets a reference to the order with the given `client_order_id` (if found).
    #[must_use]
    pub fn mut_order(&mut self, client_order_id: &ClientOrderId) -> Option<&mut OrderAny> {
        self.orders.get_mut(client_order_id)
    }

    /// Gets a reference to the client order ID for given `venue_order_id` (if found).
    #[must_use]
    pub fn client_order_id(&self, venue_order_id: &VenueOrderId) -> Option<&ClientOrderId> {
        self.index.venue_order_ids.get(venue_order_id)
    }

    /// Gets a reference to the venue order ID for given `client_order_id` (if found).
    #[must_use]
    pub fn venue_order_id(&self, client_order_id: &ClientOrderId) -> Option<&VenueOrderId> {
        self.index.client_order_ids.get(client_order_id)
    }

    /// Gets a reference to the client ID indexed for given `client_order_id` (if found).
    #[must_use]
    pub fn client_id(&self, client_order_id: &ClientOrderId) -> Option<&ClientId> {
        self.index.order_client.get(client_order_id)
    }

    /// Returns references to all orders matching the given optional filter parameters.
    #[must_use]
    pub fn orders(
        &self,
        venue: Option<&Venue>,
        instrument_id: Option<&InstrumentId>,
        strategy_id: Option<&StrategyId>,
        side: Option<OrderSide>,
    ) -> Vec<&OrderAny> {
        let client_order_ids = self.client_order_ids(venue, instrument_id, strategy_id);
        self.get_orders_for_ids(&client_order_ids, side)
    }

    /// Returns references to all open orders matching the given optional filter parameters.
    #[must_use]
    pub fn orders_open(
        &self,
        venue: Option<&Venue>,
        instrument_id: Option<&InstrumentId>,
        strategy_id: Option<&StrategyId>,
        side: Option<OrderSide>,
    ) -> Vec<&OrderAny> {
        let client_order_ids = self.client_order_ids_open(venue, instrument_id, strategy_id);
        self.get_orders_for_ids(&client_order_ids, side)
    }

    /// Returns references to all closed orders matching the given optional filter parameters.
    #[must_use]
    pub fn orders_closed(
        &self,
        venue: Option<&Venue>,
        instrument_id: Option<&InstrumentId>,
        strategy_id: Option<&StrategyId>,
        side: Option<OrderSide>,
    ) -> Vec<&OrderAny> {
        let client_order_ids = self.client_order_ids_closed(venue, instrument_id, strategy_id);
        self.get_orders_for_ids(&client_order_ids, side)
    }

    /// Returns references to all emulated orders matching the given optional filter parameters.
    #[must_use]
    pub fn orders_emulated(
        &self,
        venue: Option<&Venue>,
        instrument_id: Option<&InstrumentId>,
        strategy_id: Option<&StrategyId>,
        side: Option<OrderSide>,
    ) -> Vec<&OrderAny> {
        let client_order_ids = self.client_order_ids_emulated(venue, instrument_id, strategy_id);
        self.get_orders_for_ids(&client_order_ids, side)
    }

    /// Returns references to all in-flight orders matching the given optional filter parameters.
    #[must_use]
    pub fn orders_inflight(
        &self,
        venue: Option<&Venue>,
        instrument_id: Option<&InstrumentId>,
        strategy_id: Option<&StrategyId>,
        side: Option<OrderSide>,
    ) -> Vec<&OrderAny> {
        let client_order_ids = self.client_order_ids_inflight(venue, instrument_id, strategy_id);
        self.get_orders_for_ids(&client_order_ids, side)
    }

    /// Returns references to all orders for the given `position_id`.
    #[must_use]
    pub fn orders_for_position(&self, position_id: &PositionId) -> Vec<&OrderAny> {
        let client_order_ids = self.index.position_orders.get(position_id);
        match client_order_ids {
            Some(client_order_ids) => {
                self.get_orders_for_ids(&client_order_ids.iter().copied().collect(), None)
            }
            None => Vec::new(),
        }
    }

    /// Returns whether an order with the given `client_order_id` exists.
    #[must_use]
    pub fn order_exists(&self, client_order_id: &ClientOrderId) -> bool {
        self.index.orders.contains(client_order_id)
    }

    /// Returns whether an order with the given `client_order_id` is open.
    #[must_use]
    pub fn is_order_open(&self, client_order_id: &ClientOrderId) -> bool {
        self.index.orders_open.contains(client_order_id)
    }

    /// Returns whether an order with the given `client_order_id` is closed.
    #[must_use]
    pub fn is_order_closed(&self, client_order_id: &ClientOrderId) -> bool {
        self.index.orders_closed.contains(client_order_id)
    }

    /// Returns whether an order with the given `client_order_id` is emulated.
    #[must_use]
    pub fn is_order_emulated(&self, client_order_id: &ClientOrderId) -> bool {
        self.index.orders_emulated.contains(client_order_id)
    }

    /// Returns whether an order with the given `client_order_id` is in-flight.
    #[must_use]
    pub fn is_order_inflight(&self, client_order_id: &ClientOrderId) -> bool {
        self.index.orders_inflight.contains(client_order_id)
    }

    /// Returns whether an order with the given `client_order_id` is `PENDING_CANCEL` locally.
    #[must_use]
    pub fn is_order_pending_cancel_local(&self, client_order_id: &ClientOrderId) -> bool {
        self.index.orders_pending_cancel.contains(client_order_id)
    }

    /// Returns the count of all open orders.
    #[must_use]
    pub fn orders_open_count(
        &self,
        venue: Option<&Venue>,
        instrument_id: Option<&InstrumentId>,
        strategy_id: Option<&StrategyId>,
        side: Option<OrderSide>,
    ) -> usize {
        self.orders_open(venue, instrument_id, strategy_id, side)
            .len()
    }

    /// Returns the count of all closed orders.
    #[must_use]
    pub fn orders_closed_count(
        &self,
        venue: Option<&Venue>,
        instrument_id: Option<&InstrumentId>,
        strategy_id: Option<&StrategyId>,
        side: Option<OrderSide>,
    ) -> usize {
        self.orders_closed(venue, instrument_id, strategy_id, side)
            .len()
    }

    /// Returns the count of all emulated orders.
    #[must_use]
    pub fn orders_emulated_count(
        &self,
        venue: Option<&Venue>,
        instrument_id: Option<&InstrumentId>,
        strategy_id: Option<&StrategyId>,
        side: Option<OrderSide>,
    ) -> usize {
        self.orders_emulated(venue, instrument_id, strategy_id, side)
            .len()
    }

    /// Returns the count of all in-flight orders.
    #[must_use]
    pub fn orders_inflight_count(
        &self,
        venue: Option<&Venue>,
        instrument_id: Option<&InstrumentId>,
        strategy_id: Option<&StrategyId>,
        side: Option<OrderSide>,
    ) -> usize {
        self.orders_inflight(venue, instrument_id, strategy_id, side)
            .len()
    }

    /// Returns the count of all orders.
    #[must_use]
    pub fn orders_total_count(
        &self,
        venue: Option<&Venue>,
        instrument_id: Option<&InstrumentId>,
        strategy_id: Option<&StrategyId>,
        side: Option<OrderSide>,
    ) -> usize {
        self.orders(venue, instrument_id, strategy_id, side).len()
    }

    /// Returns the order list for the given `order_list_id`.
    #[must_use]
    pub fn order_list(&self, order_list_id: &OrderListId) -> Option<&OrderList> {
        self.order_lists.get(order_list_id)
    }

    /// Returns all order lists matching the given optional filter parameters.
    #[must_use]
    pub fn order_lists(
        &self,
        venue: Option<&Venue>,
        instrument_id: Option<&InstrumentId>,
        strategy_id: Option<&StrategyId>,
    ) -> Vec<&OrderList> {
        let mut order_lists = self.order_lists.values().collect::<Vec<&OrderList>>();

        if let Some(venue) = venue {
            order_lists.retain(|ol| &ol.instrument_id.venue == venue);
        }

        if let Some(instrument_id) = instrument_id {
            order_lists.retain(|ol| &ol.instrument_id == instrument_id);
        }

        if let Some(strategy_id) = strategy_id {
            order_lists.retain(|ol| &ol.strategy_id == strategy_id);
        }

        order_lists
    }

    /// Returns whether an order list with the given `order_list_id` exists.
    #[must_use]
    pub fn order_list_exists(&self, order_list_id: &OrderListId) -> bool {
        self.order_lists.contains_key(order_list_id)
    }

    // -- EXEC ALGORITHM QUERIES ------------------------------------------------------------------

    /// Returns references to all orders associated with the given `exec_algorithm_id` matching the given
    /// optional filter parameters.
    #[must_use]
    pub fn orders_for_exec_algorithm(
        &self,
        exec_algorithm_id: &ExecAlgorithmId,
        venue: Option<&Venue>,
        instrument_id: Option<&InstrumentId>,
        strategy_id: Option<&StrategyId>,
        side: Option<OrderSide>,
    ) -> Vec<&OrderAny> {
        let query = self.build_order_query_filter_set(venue, instrument_id, strategy_id);
        let exec_algorithm_order_ids = self.index.exec_algorithm_orders.get(exec_algorithm_id);

        if let Some(query) = query {
            if let Some(exec_algorithm_order_ids) = exec_algorithm_order_ids {
                let _exec_algorithm_order_ids = exec_algorithm_order_ids.intersection(&query);
            }
        }

        if let Some(exec_algorithm_order_ids) = exec_algorithm_order_ids {
            self.get_orders_for_ids(exec_algorithm_order_ids, side)
        } else {
            Vec::new()
        }
    }

    /// Returns references to all orders with the given `exec_spawn_id`.
    #[must_use]
    pub fn orders_for_exec_spawn(&self, exec_spawn_id: &ClientOrderId) -> Vec<&OrderAny> {
        self.get_orders_for_ids(
            self.index
                .exec_spawn_orders
                .get(exec_spawn_id)
                .unwrap_or(&HashSet::new()),
            None,
        )
    }

    /// Returns the total order quantity for the given `exec_spawn_id`.
    #[must_use]
    pub fn exec_spawn_total_quantity(
        &self,
        exec_spawn_id: &ClientOrderId,
        active_only: bool,
    ) -> Option<Quantity> {
        let exec_spawn_orders = self.orders_for_exec_spawn(exec_spawn_id);

        let mut total_quantity: Option<Quantity> = None;

        for spawn_order in exec_spawn_orders {
            if !active_only || !spawn_order.is_closed() {
                if let Some(mut total_quantity) = total_quantity {
                    total_quantity += spawn_order.quantity();
                }
            } else {
                total_quantity = Some(spawn_order.quantity());
            }
        }

        total_quantity
    }

    /// Returns the total filled quantity for all orders with the given `exec_spawn_id`.
    #[must_use]
    pub fn exec_spawn_total_filled_qty(
        &self,
        exec_spawn_id: &ClientOrderId,
        active_only: bool,
    ) -> Option<Quantity> {
        let exec_spawn_orders = self.orders_for_exec_spawn(exec_spawn_id);

        let mut total_quantity: Option<Quantity> = None;

        for spawn_order in exec_spawn_orders {
            if !active_only || !spawn_order.is_closed() {
                if let Some(mut total_quantity) = total_quantity {
                    total_quantity += spawn_order.filled_qty();
                }
            } else {
                total_quantity = Some(spawn_order.filled_qty());
            }
        }

        total_quantity
    }

    /// Returns the total leaves quantity for all orders with the given `exec_spawn_id`.
    #[must_use]
    pub fn exec_spawn_total_leaves_qty(
        &self,
        exec_spawn_id: &ClientOrderId,
        active_only: bool,
    ) -> Option<Quantity> {
        let exec_spawn_orders = self.orders_for_exec_spawn(exec_spawn_id);

        let mut total_quantity: Option<Quantity> = None;

        for spawn_order in exec_spawn_orders {
            if !active_only || !spawn_order.is_closed() {
                if let Some(mut total_quantity) = total_quantity {
                    total_quantity += spawn_order.leaves_qty();
                }
            } else {
                total_quantity = Some(spawn_order.leaves_qty());
            }
        }

        total_quantity
    }

    // -- POSITION QUERIES ------------------------------------------------------------------------

    /// Returns a reference to the position with the given `position_id` (if found).
    #[must_use]
    pub fn position(&self, position_id: &PositionId) -> Option<&Position> {
        self.positions.get(position_id)
    }

    /// Returns a reference to the position for the given `client_order_id` (if found).
    #[must_use]
    pub fn position_for_order(&self, client_order_id: &ClientOrderId) -> Option<&Position> {
        self.index
            .order_position
            .get(client_order_id)
            .and_then(|position_id| self.positions.get(position_id))
    }

    /// Returns a reference to the position ID for the given `client_order_id` (if found).
    #[must_use]
    pub fn position_id(&self, client_order_id: &ClientOrderId) -> Option<&PositionId> {
        self.index.order_position.get(client_order_id)
    }

    /// Returns a reference to all positions matching the given optional filter parameters.
    #[must_use]
    pub fn positions(
        &self,
        venue: Option<&Venue>,
        instrument_id: Option<&InstrumentId>,
        strategy_id: Option<&StrategyId>,
        side: Option<PositionSide>,
    ) -> Vec<&Position> {
        let position_ids = self.position_ids(venue, instrument_id, strategy_id);
        self.get_positions_for_ids(&position_ids, side)
    }

    /// Returns a reference to all open positions matching the given optional filter parameters.
    #[must_use]
    pub fn positions_open(
        &self,
        venue: Option<&Venue>,
        instrument_id: Option<&InstrumentId>,
        strategy_id: Option<&StrategyId>,
        side: Option<PositionSide>,
    ) -> Vec<&Position> {
        let position_ids = self.position_open_ids(venue, instrument_id, strategy_id);
        self.get_positions_for_ids(&position_ids, side)
    }

    /// Returns a reference to all closed positions matching the given optional filter parameters.
    #[must_use]
    pub fn positions_closed(
        &self,
        venue: Option<&Venue>,
        instrument_id: Option<&InstrumentId>,
        strategy_id: Option<&StrategyId>,
        side: Option<PositionSide>,
    ) -> Vec<&Position> {
        let position_ids = self.position_closed_ids(venue, instrument_id, strategy_id);
        self.get_positions_for_ids(&position_ids, side)
    }

    /// Returns whether a position with the given `position_id` exists.
    #[must_use]
    pub fn position_exists(&self, position_id: &PositionId) -> bool {
        self.index.positions.contains(position_id)
    }

    /// Returns whether a position with the given `position_id` is open.
    #[must_use]
    pub fn is_position_open(&self, position_id: &PositionId) -> bool {
        self.index.positions_open.contains(position_id)
    }

    /// Returns whether a position with the given `position_id` is closed.
    #[must_use]
    pub fn is_position_closed(&self, position_id: &PositionId) -> bool {
        self.index.positions_closed.contains(position_id)
    }

    /// Returns the count of all open positions.
    #[must_use]
    pub fn positions_open_count(
        &self,
        venue: Option<&Venue>,
        instrument_id: Option<&InstrumentId>,
        strategy_id: Option<&StrategyId>,
        side: Option<PositionSide>,
    ) -> usize {
        self.positions_open(venue, instrument_id, strategy_id, side)
            .len()
    }

    /// Returns the count of all closed positions.
    #[must_use]
    pub fn positions_closed_count(
        &self,
        venue: Option<&Venue>,
        instrument_id: Option<&InstrumentId>,
        strategy_id: Option<&StrategyId>,
        side: Option<PositionSide>,
    ) -> usize {
        self.positions_closed(venue, instrument_id, strategy_id, side)
            .len()
    }

    /// Returns the count of all positions.
    #[must_use]
    pub fn positions_total_count(
        &self,
        venue: Option<&Venue>,
        instrument_id: Option<&InstrumentId>,
        strategy_id: Option<&StrategyId>,
        side: Option<PositionSide>,
    ) -> usize {
        self.positions(venue, instrument_id, strategy_id, side)
            .len()
    }

    // -- STRATEGY QUERIES ------------------------------------------------------------------------

    /// Gets a reference to the strategy ID for the given `client_order_id` (if found).
    #[must_use]
    pub fn strategy_id_for_order(&self, client_order_id: &ClientOrderId) -> Option<&StrategyId> {
        self.index.order_strategy.get(client_order_id)
    }

    /// Gets a reference to the strategy ID for the given `position_id` (if found).
    #[must_use]
    pub fn strategy_id_for_position(&self, position_id: &PositionId) -> Option<&StrategyId> {
        self.index.position_strategy.get(position_id)
    }

    // -- GENERAL ---------------------------------------------------------------------------------

    /// Gets a reference to the general object value for the given `key` (if found).
    pub fn get(&self, key: &str) -> anyhow::Result<Option<&Bytes>> {
        check_valid_string(key, stringify!(key)).expect(FAILED);

        Ok(self.general.get(key))
    }

    // -- DATA QUERIES ----------------------------------------------------------------------------

    /// Returns the price for the given `instrument_id` and `price_type` (if found).
    #[must_use]
    pub fn price(&self, instrument_id: &InstrumentId, price_type: PriceType) -> Option<Price> {
        match price_type {
            PriceType::Bid => self
                .quotes
                .get(instrument_id)
                .and_then(|quotes| quotes.front().map(|quote| quote.bid_price)),
            PriceType::Ask => self
                .quotes
                .get(instrument_id)
                .and_then(|quotes| quotes.front().map(|quote| quote.ask_price)),
            PriceType::Mid => self.quotes.get(instrument_id).and_then(|quotes| {
                quotes.front().map(|quote| {
                    Price::new(
                        (quote.ask_price.as_f64() + quote.bid_price.as_f64()) / 2.0,
                        quote.bid_price.precision + 1,
                    )
                })
            }),
            PriceType::Last => self
                .trades
                .get(instrument_id)
                .and_then(|trades| trades.front().map(|trade| trade.price)),
            PriceType::Mark => self.mark_prices.get(instrument_id).copied(),
        }
    }

    /// Gets all quotes for the given `instrument_id`.
    #[must_use]
    pub fn quotes(&self, instrument_id: &InstrumentId) -> Option<Vec<QuoteTick>> {
        self.quotes
            .get(instrument_id)
            .map(|quotes| quotes.iter().copied().collect())
    }

    /// Gets all trades for the given `instrument_id`.
    #[must_use]
    pub fn trades(&self, instrument_id: &InstrumentId) -> Option<Vec<TradeTick>> {
        self.trades
            .get(instrument_id)
            .map(|trades| trades.iter().copied().collect())
    }

    /// Gets all bars for the given `bar_type`.
    #[must_use]
    pub fn bars(&self, bar_type: &BarType) -> Option<Vec<Bar>> {
        self.bars
            .get(bar_type)
            .map(|bars| bars.iter().copied().collect())
    }

    /// Gets a reference to the order book for the given `instrument_id`.
    #[must_use]
    pub fn order_book(&self, instrument_id: &InstrumentId) -> Option<&OrderBook> {
        self.books.get(instrument_id)
    }

    /// Gets a reference to the order book for the given `instrument_id`.
    #[must_use]
    pub fn order_book_mut(&mut self, instrument_id: &InstrumentId) -> Option<&mut OrderBook> {
        self.books.get_mut(instrument_id)
    }

    /// Gets a reference to the latest quote tick for the given `instrument_id`.
    #[must_use]
    pub fn quote(&self, instrument_id: &InstrumentId) -> Option<&QuoteTick> {
        self.quotes
            .get(instrument_id)
            .and_then(|quotes| quotes.front())
    }

    /// Gets a refernece to the latest trade tick for the given `instrument_id`.
    #[must_use]
    pub fn trade(&self, instrument_id: &InstrumentId) -> Option<&TradeTick> {
        self.trades
            .get(instrument_id)
            .and_then(|trades| trades.front())
    }

    /// Gets a reference to the latest bar for the given `bar_type`.
    #[must_use]
    pub fn bar(&self, bar_type: &BarType) -> Option<&Bar> {
        self.bars.get(bar_type).and_then(|bars| bars.front())
    }

    /// Gets the order book update count for the given `instrument_id`.
    #[must_use]
    pub fn book_update_count(&self, instrument_id: &InstrumentId) -> usize {
        self.books.get(instrument_id).map_or(0, |book| book.count) as usize
    }

    /// Gets the quote tick count for the given `instrument_id`.
    #[must_use]
    pub fn quote_count(&self, instrument_id: &InstrumentId) -> usize {
        self.quotes
            .get(instrument_id)
            .map_or(0, std::collections::VecDeque::len)
    }

    /// Gets the trade tick count for the given `instrument_id`.
    #[must_use]
    pub fn trade_count(&self, instrument_id: &InstrumentId) -> usize {
        self.trades
            .get(instrument_id)
            .map_or(0, std::collections::VecDeque::len)
    }

    /// Gets the bar count for the given `instrument_id`.
    #[must_use]
    pub fn bar_count(&self, bar_type: &BarType) -> usize {
        self.bars
            .get(bar_type)
            .map_or(0, std::collections::VecDeque::len)
    }

    /// Returns whether the cache contains an order book for the given `instrument_id`.
    #[must_use]
    pub fn has_order_book(&self, instrument_id: &InstrumentId) -> bool {
        self.books.contains_key(instrument_id)
    }

    /// Returns whether the cache contains quotes for the given `instrument_id`.
    #[must_use]
    pub fn has_quote_ticks(&self, instrument_id: &InstrumentId) -> bool {
        self.quote_count(instrument_id) > 0
    }

    /// Returns whether the cache contains trades for the given `instrument_id`.
    #[must_use]
    pub fn has_trade_ticks(&self, instrument_id: &InstrumentId) -> bool {
        self.trade_count(instrument_id) > 0
    }

    /// Returns whether the cache contains bars for the given `bar_type`.
    #[must_use]
    pub fn has_bars(&self, bar_type: &BarType) -> bool {
        self.bar_count(bar_type) > 0
    }

    #[must_use]
    pub fn get_xrate(
        &self,
        venue: Venue,
        from_currency: Currency,
        to_currency: Currency,
        price_type: PriceType,
    ) -> Option<f64> {
        if from_currency == to_currency {
            // When the source and target currencies are identical,
            // no conversion is needed; return an exchange rate of 1.0.
            return Some(1.0);
        }

        let (bid_quote, ask_quote) = self.build_quote_table(&venue);

        match get_exchange_rate(
            from_currency.code,
            to_currency.code,
            price_type,
            bid_quote,
            ask_quote,
        ) {
            Ok(rate) => rate,
            Err(e) => {
                log::error!("Failed to calculate xrate: {e}");
                None
            }
        }
    }

    fn build_quote_table(&self, venue: &Venue) -> (HashMap<String, f64>, HashMap<String, f64>) {
        let mut bid_quotes = HashMap::new();
        let mut ask_quotes = HashMap::new();

        for instrument_id in self.instruments.keys() {
            if instrument_id.venue != *venue {
                continue;
            }

            let (bid_price, ask_price) = if let Some(ticks) = self.quotes.get(instrument_id) {
                if let Some(tick) = ticks.front() {
                    (tick.bid_price, tick.ask_price)
                } else {
                    continue; // Empty ticks vector
                }
            } else {
                let bid_bar = self
                    .bars
                    .iter()
                    .find(|(k, _)| {
                        k.instrument_id() == *instrument_id
                            && matches!(k.spec().price_type, PriceType::Bid)
                    })
                    .map(|(_, v)| v);

                let ask_bar = self
                    .bars
                    .iter()
                    .find(|(k, _)| {
                        k.instrument_id() == *instrument_id
                            && matches!(k.spec().price_type, PriceType::Ask)
                    })
                    .map(|(_, v)| v);

                match (bid_bar, ask_bar) {
                    (Some(bid), Some(ask)) => {
                        let bid_price = bid.front().unwrap().close;
                        let ask_price = ask.front().unwrap().close;

                        (bid_price, ask_price)
                    }
                    _ => continue,
                }
            };

            bid_quotes.insert(instrument_id.symbol.to_string(), bid_price.as_f64());
            ask_quotes.insert(instrument_id.symbol.to_string(), ask_price.as_f64());
        }

        (bid_quotes, ask_quotes)
    }

    /// Returns the mark exchange rate for the given currency pair, or `None` if not set.
    #[must_use]
    pub fn get_mark_xrate(&self, from_currency: Currency, to_currency: Currency) -> Option<f64> {
        self.mark_xrates.get(&(from_currency, to_currency)).copied()
    }

    /// Sets the mark exchange rate for the given currency pair and automatically sets the inverse rate.
    ///
    /// # Panics
    ///
    /// This function panics if `xrate` is not positive.
    pub fn set_mark_xrate(&mut self, from_currency: Currency, to_currency: Currency, xrate: f64) {
        assert!(xrate > 0.0, "xrate was zero");
        self.mark_xrates.insert((from_currency, to_currency), xrate);
        self.mark_xrates
            .insert((to_currency, from_currency), 1.0 / xrate);
    }

    /// Clears the mark exchange rate for the given currency pair.
    pub fn clear_mark_xrate(&mut self, from_currency: Currency, to_currency: Currency) {
        let _ = self.mark_xrates.remove(&(from_currency, to_currency));
    }

    /// Clears all mark exchange rates.
    pub fn clear_mark_xrates(&mut self) {
        self.mark_xrates.clear();
    }

    // -- INSTRUMENT QUERIES ----------------------------------------------------------------------

    /// Returns a reference to the instrument for the given `instrument_id` (if found).
    #[must_use]
    pub fn instrument(&self, instrument_id: &InstrumentId) -> Option<&InstrumentAny> {
        self.instruments.get(instrument_id)
    }

    /// Returns references to all instrument IDs for the given `venue`.
    #[must_use]
    pub fn instrument_ids(&self, venue: Option<&Venue>) -> Vec<&InstrumentId> {
        self.instruments
            .keys()
            .filter(|i| venue.is_none() || &i.venue == venue.unwrap())
            .collect()
    }

    /// Returns references to all instruments for the given `venue`.
    #[must_use]
    pub fn instruments(&self, venue: &Venue, underlying: Option<&Ustr>) -> Vec<&InstrumentAny> {
        self.instruments
            .values()
            .filter(|i| &i.id().venue == venue)
            .filter(|i| underlying.is_none_or(|u| i.underlying() == Some(u)))
            .collect()
    }

    /// Returns references to all bar types contained in the cache.
    #[must_use]
    pub fn bar_types(
        &self,
        instrument_id: Option<&InstrumentId>,
        price_type: Option<&PriceType>,
        aggregation_source: AggregationSource,
    ) -> Vec<&BarType> {
        let mut bar_types = self
            .bars
            .keys()
            .filter(|bar_type| bar_type.aggregation_source() == aggregation_source)
            .collect::<Vec<&BarType>>();

        if let Some(instrument_id) = instrument_id {
            bar_types.retain(|bar_type| bar_type.instrument_id() == *instrument_id);
        }

        if let Some(price_type) = price_type {
            bar_types.retain(|bar_type| &bar_type.spec().price_type == price_type);
        }

        bar_types
    }

    // -- SYNTHETIC QUERIES -----------------------------------------------------------------------

    /// Returns a reference to the synthetic instrument for the given `instrument_id` (if found).
    #[must_use]
    pub fn synthetic(&self, instrument_id: &InstrumentId) -> Option<&SyntheticInstrument> {
        self.synthetics.get(instrument_id)
    }

    /// Returns references to instrument IDs for all synthetic instruments contained in the cache.
    #[must_use]
    pub fn synthetic_ids(&self) -> Vec<&InstrumentId> {
        self.synthetics.keys().collect()
    }

    /// Returns references to all synthetic instruments contained in the cache.
    #[must_use]
    pub fn synthetics(&self) -> Vec<&SyntheticInstrument> {
        self.synthetics.values().collect()
    }

    // -- ACCOUNT QUERIES -----------------------------------------------------------------------

    /// Returns a reference to the account for the given `account_id` (if found).
    #[must_use]
    pub fn account(&self, account_id: &AccountId) -> Option<&AccountAny> {
        self.accounts.get(account_id)
    }

    /// Returns a reference to the account for the given `venue` (if found).
    #[must_use]
    pub fn account_for_venue(&self, venue: &Venue) -> Option<&AccountAny> {
        self.index
            .venue_account
            .get(venue)
            .and_then(|account_id| self.accounts.get(account_id))
    }

    /// Returns a reference to the account ID for the given `venue` (if found).
    #[must_use]
    pub fn account_id(&self, venue: &Venue) -> Option<&AccountId> {
        self.index.venue_account.get(venue)
    }

    /// Returns references to all accounts for the given `account_id`.
    #[must_use]
    pub fn accounts(&self, account_id: &AccountId) -> Vec<&AccountAny> {
        self.accounts
            .values()
            .filter(|account| &account.id() == account_id)
            .collect()
    }
}