Supported Models
Equity Model
Introduction
The EquityFillModel
is the default fill model if you trade Equity assets with the DefaultBrokerageModel. This fill model fills trades completely and immediately.
security.SetFillModel(new EquityFillModel());
security.set_fill_model(EquityFillModel())
The fill logic of each order depends on the order type, the data format of the security subscription, and the order direction. The following sections explain the fill logic of each order given these factors.
To view the implementation of this model, see the LEAN GitHub repository.
Market Orders
The model fills buy market orders at the best effort ask price plus slippage and fills sell market orders at the best effort bid price minus slippage.
To get the best effort bid price, the model uses the following procedure:
- If the subscription provides
Tick
data and the most recent batch of ticks contains a buy quote, use the bid price of the most recent quote tick. - If the subscription provides
QuoteBar
data, use the closing bid price of the most recentQuoteBar
.
To get the best effort ask price, the model uses the following procedure:
- If the subscription provides
Tick
data and the most recent batch of ticks contains a sell quote, use the ask price of the most recent quote tick. - If the subscription provides
QuoteBar
data, use the closing ask price of the most recentQuoteBar
.
If neither of the preceding procedures yield a result, the model uses the following procedure to get the best effort bid or ask price:
- If the subscription provides
Tick
data and the most recent batch of ticks contains a tick of typeTickType.Trade
, use the last trade price. - If the subscription provides
TradeBar
data, use the closing bid price of the most recentQuoteBar
.
The model only fills market orders during regular trading hours.
Limit Orders
To fill limit orders, the model first gets the best effort TradeBar
. To get the best effort TradeBar
, the model checks the resolution of your security subscription. If your subscription provies Tick
data, it gets the most recent batch of trade ticks and consolidates them to build a TradeBar
. If your subscription provies TradeBar
data, it gets the most recent TradeBar
. If the EndTime
end_time
of the best effort TradeBar
is less than or equal to the time you placed the order, the model waits until the next best effort TradeBar
to fill the order.
Once the model has a valid best effort TradeBar
, it can fill the order. The following table shows the fill condition and fill price of limit orders. The model only fills the order once the fill condition is met.
Order Direction | Fill Condition | Fill Price |
---|---|---|
Buy | low price < limit price | min(open price, limit price) |
Sell | high price > limit price | max(open price, limit price) |
The model only fills limit orders when the exchange is open.
The model won't fill limit orders with stale data or data with the order timestamp to avoid look-ahead bias.
Limit if Touched Orders
To fill limit if touched orders, the model first gets the best effort TradeBar
. To get the best effort TradeBar
, the model checks the resolution of your security subscription. If your subscription provies Tick
data, it gets the most recent batch of trade ticks and consolidates them to build a TradeBar
. If your subscription provies TradeBar
data, it gets the most recent TradeBar
. If the EndTime
end_time
of the best effort TradeBar
is less than or equal to the time you placed the order, the model waits until the next best effort TradeBar
to fill the order.
After the model has a valid best effort TradeBar
, it can check if the trigger price has been touched. The following table describes the trigger condition of limit if touched orders for each order direction:
Order Direction | Trigger Condition |
---|---|
Buy | low price <= trigger price |
Sell | high price >= trigger price |
Once the limit if touched order triggers, the model starts to check if it should fill the order. The following table shows the fill condition and fill price of limit if touched orders. The model only fills the order once the fill condition is met
Order Direction | Fill Condition | Fill Price |
---|---|---|
Buy | Best effort ask price <= limit price | min(best effort ask price, limit price) |
Sell | Best effort bid price >= limit price | max(best effort bid price, limit price) |
To get the best effort bid price, the model uses the following procedure:
- If the subscription provides
Tick
data and the most recent batch of ticks contains a buy quote, use the bid price of the most recent quote tick. - If the subscription provides
QuoteBar
data, use the closing bid price of the most recentQuoteBar
.
To get the best effort ask price, the model uses the following procedure:
- If the subscription provides
Tick
data and the most recent batch of ticks contains a sell quote, use the ask price of the most recent quote tick. - If the subscription provides
QuoteBar
data, use the closing ask price of the most recentQuoteBar
.
If neither of the preceding procedures yield a result, the model uses the following procedure to get the best effort bid or ask price:
- If the subscription provides
Tick
data and the most recent batch of ticks contains a tick of typeTickType.Trade
, use the last trade price. - If the subscription provides
TradeBar
data, use the closing bid price of the most recentQuoteBar
.
The model only fills limit orders when the exchange is open.
The model won't trigger or fill limit if touched orders with stale data.
Stop Market Orders
To fill stop market orders, the model first gets the best effort TradeBar
. To get the best effort TradeBar
, the model checks the resolution of your security subscription. If your subscription provies Tick
data, it gets the most recent batch of trade ticks and consolidates them to build a TradeBar
. If your subscription provies TradeBar
data, it gets the most recent TradeBar
. If the EndTime
end_time
of the best effort TradeBar
is less than or equal to the time you placed the order, the model waits until the next best effort TradeBar
to fill the order.
Once the stop condition is met, the model fills the orders and sets the fill price.
Once the model has a valid best effort TradeBar
, it can fill the order. The following table shows the stop condition and fill price of stop market orders. The model only fills the order once the stop condition is met.
Order Direction | Fill Condition | Fill Price |
---|---|---|
Buy | high price >= stop price | max(open price, stop price) + slippage |
Sell | low price <= stop price | min(open price, stop price) - slippage |
The model only fills stop market orders during regular trading hours.
The model won't fill stop market orders with stale data or data with the order timestamp to avoid look-ahead bias.
Stop Limit Orders
The fill logic of stop limit orders depends on the data format of the security subscription and the order direction. The following table shows the fill price of stop limit orders given these factors. To determine the fill price of the order, the fill model first checks the most recent tick for the security. If your security subscription doesn't provide tick data, the fill model checks the most recent QuoteBar
. If your security subscription doesn't provide quote data, the fill model checks the most recent TradeBar
.
The following table describes how the fill model processes the order given the data format and order direction. Once the stop condition is met, the model starts to check the fill condition. Once the fill condition is met, the model fills the orders and sets the fill price.
Data Format | TickType | Order Direction | Stop Condition | Fill Condition | Fill Price |
---|---|---|---|---|---|
Tick | Quote | Buy | quote price > stop price | quote price < limit price | min(quote price, limit price) |
Tick | Quote | Sell | quote price < stop price | quote price > limit price | max(quote price, limit price) |
Tick | Trade | Buy | trade price > stop price | trade price < limit price | min(trade price, limit price) |
Tick | Trade | Sell | trade price < stop price | trade price > limit price | max(trade price, limit price) |
QuoteBar | Buy | ask high price > stop price | ask close price < limit price | min(ask high price, limit price) | |
QuoteBar | Sell | bid low price < stop price | bid close price > limit price | max(bid low price, limit price) | |
TradeBar | Buy | high price > stop price | close price < limit price | min(high price, limit price) | |
TradeBar | Sell | low price < stop price | close price > limit price | max(low price, limit price) |
The model won't fill stop limit orders with stale data or data with the order timestamp to avoid look-ahead bias.
The model only fills stop limit orders when the exchange is open.
Trailing Stop Orders
To fill trailing stop orders, the model first gets the best effort TradeBar
. To get the best effort TradeBar
, the model checks the resolution of your security subscription. If your subscription provies Tick
data, it gets the most recent batch of trade ticks and consolidates them to build a TradeBar
. If your subscription provies TradeBar
data, it gets the most recent TradeBar
. If the EndTime
end_time
of the best effort TradeBar
is less than or equal to the time you placed the order, the model waits until the next best effort TradeBar
to fill the order.
Once the stop condition is met, the model fills the orders and sets the fill price.
Once the model has a valid best effort TradeBar
, it can fill the order. The following table shows the stop condition and fill price of trailing stop orders. The model only fills the order once the stop condition is met.
Order Direction | Fill Condition | Fill Price |
---|---|---|
Buy | high price >= stop price | max(open price, stop price) + slippage |
Sell | low price <= stop price | min(open price, stop price) - slippage |
While the stop condition is not met, the model updates the stop price under certain conditions. The following table shows the update condition and stop price value for currency-based trailing amounts:
Order Direction | Update Condition | Stop Price |
---|---|---|
Buy | stop price - low price <= trailing amount | low price + trailing amount |
Sell | high price - stop price <= trailing amount | high price - trailing amount |
The following table shows the update condition and stop price value for percentage-based trailing amounts:
Order Direction | Update Condition | Stop Price |
---|---|---|
Buy | stop price - low price <= low price * trailing amount | low price * (1 + trailing amount) |
Sell | high price - stop price <= high price * trailing amount | high price * (1 - trailing amount) |
The model only fills trailing stop orders during regular trading hours.
The model won't fill trailing stop orders with stale data or data with the order timestamp to avoid look-ahead bias.
Market on Open Orders
The following table describes the fill price of market on open orders for each data format and order direction:
Data Format | Order Direction | Fill Price |
---|---|---|
Tick | Buy | If the model receives the official opening auction price within one minute, the order fills at official open price + slippage. After one minute, the order fills at the most recent trade price + slippage. If the security doesn't trade within the first two minutes, the order fills at the best effort ask price + slippage. |
Tick | Sell | If the model receives the official opening auction price within one minute, the order fills at the official open price - slippage. After one minute, the order fills at the most recent trade price - slippage. If the security doesn't trade within the first two minutes, the order fills at the best effort bid price - slippage. |
TradeBar | Buy | Open price + slippage |
TradeBar | Sell | Open price - slippage |
QuoteBar | Buy | Best effort ask price + slippage |
QuoteBar | Sell | Best effort bid price - slippage |
The model checks the data format in the following order:
Tick
TradeBar
QuoteBar
To get the best effort bid price, the model uses the following procedure:
- If the subscription provides
Tick
data and the most recent batch of ticks contains a buy quote, use the bid price of the most recent quote tick. - If the subscription provides
QuoteBar
data, use the closing bid price of the most recentQuoteBar
.
To get the best effort ask price, the model uses the following procedure:
- If the subscription provides
Tick
data and the most recent batch of ticks contains a sell quote, use the ask price of the most recent quote tick. - If the subscription provides
QuoteBar
data, use the closing ask price of the most recentQuoteBar
.
If neither of the preceding procedures yield a result, the model uses the following procedure to get the best effort bid or ask price:
- If the subscription provides
Tick
data and the most recent batch of ticks contains a tick of typeTickType.Trade
, use the last trade price. - If the subscription provides
TradeBar
data, use the closing bid price of the most recentQuoteBar
.
Market on Close Orders
The following table describes the fill price of market on close orders for each data format and order direction:
Data Format | Order Direction | Fill Price |
---|---|---|
Tick | Buy | If the model receives the official closing auction price within one minute after the close, the order fills at official close price + slippage. After one minute, the order fills at the most recent trade price + slippage. If the security doesn't trade within the first two minutes, the order fills at the best effort ask price + slippage. |
Tick | Sell | If the model receives the official closing auction price within one minute after the close, the order fills at the official close price - slippage. After one minute, the order fills at the most recent trade price - slippage. If the security doesn't trade within the first two minutes after the close, the order fills at the best effort bid price - slippage. |
TradeBar | Buy | Open price + slippage |
TradeBar | Sell | Open price - slippage |
QuoteBar | Buy | Best effort ask price + slippage |
QuoteBar | Sell | Best effort bid price - slippage |
The model checks the data format in the following order:
Tick
TradeBar
QuoteBar
To get the best effort bid price, the model uses the following procedure:
- If the subscription provides
Tick
data and the most recent batch of ticks contains a buy quote, use the bid price of the most recent quote tick. - If the subscription provides
QuoteBar
data, use the closing bid price of the most recentQuoteBar
.
To get the best effort ask price, the model uses the following procedure:
- If the subscription provides
Tick
data and the most recent batch of ticks contains a sell quote, use the ask price of the most recent quote tick. - If the subscription provides
QuoteBar
data, use the closing ask price of the most recentQuoteBar
.
If neither of the preceding procedures yield a result, the model uses the following procedure to get the best effort bid or ask price:
- If the subscription provides
Tick
data and the most recent batch of ticks contains a tick of typeTickType.Trade
, use the last trade price. - If the subscription provides
TradeBar
data, use the closing bid price of the most recentQuoteBar
.
Combo Market Orders
The fill logic of combo market orders depends on the data format of the security subscription and the order direction. The following table shows the fill price of combo market orders given these factors. To determine the fill price of the order, the fill model first checks the most recent tick for the security. If your security subscription doesn't provide tick data, the fill model checks the most recent QuoteBar
. If your security subscription doesn't provide quote data, the fill model checks the most recent TradeBar
.
Data Format | TickType | Order Direction | Fill Price |
---|---|---|---|
Tick | Quote | Buy | Ask quote price + slippage |
Tick | Quote | Sell | Bid quote price - slippage |
Tick | Trade | Buy | Trade price + slippage |
Tick | Trade | Sell | Trade price - slippage |
QuoteBar | Buy | Ask close price + slippage | |
QuoteBar | Sell | Bid close price - slippage | |
TradeBar | Buy | Close price + slippage | |
TradeBar | Sell | Close price - slippage |
The model only fills combo market orders if all the following conditions are met:
- The exchange is open
- The data isn't stale
- All the legs can fill in the same time step after the order time step
The fill quantity of each leg is the product of the leg order quantity and the combo market order quantity.
Combo Limit Orders
The fill logic of combo limit orders depends on the data format of the security subscription and the order direction. To determine the fill price of the order, the fill model first checks the most recent tick for the security. If your security subscription doesn't provide tick data, the fill model checks the most recent QuoteBar
. If your security subscription doesn't provide quote data, the fill model checks the most recent TradeBar
.
To fill combo limit orders, the fill model calculates the aggregate price of the combo order, which is the sum of prices for each security in the order legs. The price of each security is a function of the data format and order direction. Legs with a positive order quantity increase the aggregate price and legs with a negative quantity decrease the aggregate price. The following table shows how the fill model calculates the security prices.
Data Format | TickType | Combo Order Direction | Leg Order Direction | Price |
---|---|---|---|---|
Tick | Quote | Buy or sell | Buy | Ask price |
Tick | Quote | Buy or sell | Sell | Bid price |
Tick | Trade | Buy or sell | Buy or sell | Trade price |
QuoteBar | Buy | Buy | Ask low price | |
QuoteBar | Buy | Sell | Bid low price | |
QuoteBar | Sell | Buy | Ask high price | |
QuoteBar | Sell | Sell | Bid high price | |
TradeBar | Buy | Buy or sell | Low price | |
TradeBar | Sell | Buy or sell | High price |
After the fill model calculates the aggregate price of the combo order, it checks if it should fill the order. The following table describes the fill condition of the combo order and the fill price price of each leg:
Data Format | TickType | Combo Order Direction | Fill Condition | Leg Order Direction | Fill Price |
---|---|---|---|---|---|
Tick | Quote | Buy | Aggregate price < combo limit price | Buy or sell | Quote price |
Tick | Quote | Sell | Aggregate price > combo limit price | Buy or sell | Quote price |
Tick | Trade | Buy | Aggregate price < combo limit price | Buy or sell | Trade price |
Tick | Trade | Sell | Aggregate price > combo limit price | Buy or sell | Trade price |
QuoteBar | Buy | Aggregate price < combo limit price | Buy | Ask low price | |
QuoteBar | Buy | Aggregate price < combo limit price | Sell | Bid low price | |
QuoteBar | Sell | Aggregate price > combo limit price | Buy | Ask high price | |
QuoteBar | Sell | Aggregate price > combo limit price | Sell | Bid high price | |
TradeBar | Buy | Aggregate price < combo limit price | Buy or sell | Low price | |
TradeBar | Sell | Aggregate price > combo limit price | Buy or sell | High price |
The model only fills combo limit orders if the data isn't stale and all the legs can fill in the same time step after the order time step. The fill quantity of each leg is the product of the leg order quantity and the combo order quantity.
Combo Leg Limit Orders
The fill logic of combo leg limit orders depends on the data format of the security subscription and the order direction. The following table shows the fill price of combo leg limit orders given these factors. To determine the fill price of the order, the fill model first checks the most recent tick for the security. If your security subscription doesn't provide tick data, the fill model checks the most recent QuoteBar
. If your security subscription doesn't provide quote data, the fill model checks the most recent TradeBar
.
The order direction in the table represents the order direction of the order leg, not the order direction of the combo order.
Data Format | TickType | Order Direction | Fill Condition | Fill Price |
---|---|---|---|---|
Tick | Quote | Buy | Ask price < limit price | min(ask price, limit price) |
Tick | Quote | Sell | Bid price > limit price | max(bid price, limit price) |
Tick | Trade | Buy | Trade price < limit price | min(trade price, limit price) |
Tick | Trade | Sell | Trade price > limit price | max(trade price, limit price) |
QuoteBar | Buy | Ask low price < limit price | min(ask high price, limit price) | |
QuoteBar | Sell | Bid high price > limit price | max(bid low price, limit price) | |
TradeBar | Buy | Low price < limit price | min(high price, limit price) | |
TradeBar | Sell | High price > limit price | max(low price, limit price) |
The model only fills combo leg limit orders if all the following conditions are met:
- The exchange is open
- The data isn't stale
- All the legs can fill in the same time step after the order time step
The fill quantity is the product of the leg order quantity and the combo order quantity.