Brokerages
Bloomberg EMSX
Introduction
The Lean CLI supports live trading on your local machine or in QuantConnect Cloud, which makes the transfer from backtesting to live trading as seamless as possible. You must log in using your QuantConnect account to deply your algorithm on your local machine or in QuantConnect Cloud. This page contains instructions on how to start live trading with the Terminal Link brokerage. If the Lean Configuration file in your organization workspace contains values for some of the command options, the CLI skips some of the prompts.
The LEAN CLI integrates with the Bloomberg Desktop API (DAPI) to get data for research, backtests, optimization, and live trading or through your existing Bloomberg data subscriptions. In addition, you can route live trading strategies and and UAT paper trading through Bloomberg order routing via the EMSX network.
Data Feeds
Terminal Link with the LEAN CLI lets you source historical data from Bloomberg and save it onto your desktop computer for backtesting as within your license permissions from Bloomberg. The Bloomberg API includes up to six months of history in low resolutions like second and minute resolutions.
Orders
Terminal Link enables you to create and manage Bloomberg™ orders. You can also use the LEAN CLI with the Terminal Link integration to test paper trading with LEAN. In this case, LEAN models order fills using the live tick data feed from Bloomberg™.
Order Types
The following table describes the available order types for each asset class that Terminal Link supports:
Order Type | Equity | Equity Options | Futures | Index Options |
---|---|---|---|---|
MarketOrder | ||||
LimitOrder | ||||
StopMarketOrder | ||||
StopLimitOrder |
Time In Force
Terminal Link supports the following TimeInForce instructions:
Day
DAY
GoodTilCanceled
GOOD_TIL_CANCELED
GoodTilDate
good_til_date
Get Open Orders
Terminal Link lets you access open orders.
Monitor Fills
Terminal Link allows you to monitor orders as they fill through order events.
Updates
Terminal Link doesn't support order updates.
Cancellations
Terminal Link enables you to cancel open orders.
Handling Splits
If you're using raw data normalization and you have active orders with a limit, stop, or trigger price in the market for a US Equity when a stock split occurs, the following properties of your orders automatically adjust to reflect the stock split:
- Quantity
- Limit price
- Stop price
- Trigger price
Fees
Orders filled with Terminal Link are subject to the fees of the Bloomberg™ Execution Management System and your prime brokerage destination. To view how we model their fees, see Fees.
Historical Data
When LEAN taps into Bloomberg™ via Terminal Link, it can run backtests and research notebooks with rich historical data sourced from the Bloomberg™ Terminal. LEAN provides accurate slippage, spread, and transaction fee models for realistic backtesting. All models are customizable to adapt to your strategy requirements. Historical data is cached locally in an efficient format for quick backtesting in the LEAN engine. If you request intraday historical data, you can request data from within the last 6 months. Historical open interest and custom data isn't available.
Compliance
Bloomberg™ is not affiliated with QuantConnect, nor does it endorse Terminal Link. QuantConnect requires a Trading Firm or Institutional license to use the Terminal Link integration.
The following rules apply:
- All users of the integration must hold a Bloomberg License to be defined as an "Entitled User".
- All data accessed via the Bloomberg Desktop API must remain on the host computer. The Bloomberg Terminal and the LEAN instance must be on the same computer.
The following table shows the activities each of the Bloomberg technologies support:
Technology | Research | Backtesting | Paper Trading | Live Trading |
---|---|---|---|---|
Desktop API | ||||
B.PIPE |
CLI Commands
Execute the CLI commands in the following sections to interact with Terminal Link. If you need further assistance, see the CLI Reference.
Run Local Backtests
Launch local backtests with data from the Bloomberg Terminal Desktop API. Lean automatically fetches the data required for your backtest.
$ lean backtest "<projectName>" --data-provider-historical "Terminal Link"
Launch Research Notebooks
Start Jupyter Research Notebooks, tapping into the entire QuantConnect API with the data sourced from a Bloomberg Terminal.
$ lean research "<projectName>" --data-provider-historical "Terminal Link"
Deploy Live Algorithms
Launch live trading algorithms to trade with any of the 1300+ routing destinations in the Bloomberg EMSX network.
$ lean live "<projectName>" --brokerage "Terminal Link" --data-provider-live "Terminal Link"
Deploy Local Algorithms
You need to install the Bloomberg Terminal and the BBComm component from the Bloomberg website before you can deploy local algorithms with Terminal Link.
Follow these steps to start local live trading with the Terminal Link brokerage:
- Log in to the CLI if you haven't done so already.
- Open a terminal in the organization workspace that contains the project.
- Run
lean live deploy "<projectName>"
to start a live deployment wizard for the project in . / <projectName> and then enter the brokerage number, 10.$ lean live deploy "My Project" Select a brokerage: 1) Paper Trading 2) Interactive Brokers 3) Tradier 4) OANDA 5) Bitfinex 6) Coinbase Advanced Trade 7) Binance 8) Zerodha 9) Samco 10) Terminal Link 11) Trading Technologies 12) Kraken 13) Charles Schwab 14) Bybit 15) TradeStation 16) Alpaca Enter an option: 10
- Enter the environment to use.
$ lean live "My Project" Environment (Production, Beta): Production
- Enter the host and port of the Bloomberg server.
$ lean live "My Project" Server host: 127.0.0.1 Server port: 8194
- Enter your EMSX configuration
$ lean live "My Project" EMSX broker: someValue EMSX account:
- Enter your Open FIGI API key.
$ lean live "My Project" Open FIGI API key:
- Enter 9 to select the Terminal Link live data provider.
$ lean live deploy "My Project" Select a live data provider: 1) Interactive Brokers 2) Tradier 3) Oanda 4) Bitfinex 5) Coinbase Advanced Trade 6) Binance 7) Zerodha 8) Samco 9) Terminal Link 10) Trading Technologies 11) Kraken 12) Charles Schwab 13) IQFeed 14) Polygon 15) IEX 16) CoinApi 17) ThetaData 18) Custom data only 19) Bybit 20) TradeStation 21) Alpaca To enter multiple options, separate them with comma: 9
-
View the result in the <projectName> / live / <timestamp> directory.
Results are stored in real-time in JSON format.
You can save results to a different directory by providing the
--output <path>
option in step 2.
If you already have a live environment configured in your Lean configuration file, you can skip the interactive wizard by providing the --environment <value>
option in step 2.
The value of this option must be the name of an environment which has live-mode
set to true
.
Deploy Cloud Algorithms
You need to set up the Bloomberg SAPI before you can deploy cloud algorithms with Terminal Link.
Follow these steps to start live trading a project in the cloud with the Terminal Link brokerage and the Terminal Link data provider:
- Log in to the CLI if you haven't done so already.
- Open a terminal in the organization workspace that contains the project.
- Run
lean cloud live deploy "<projectName>" --push --open
to push . / <projectName>. to the cloud, start a live deployment wizard, and open the results in the browser once the deployment starts. - Enter 10 to select the Terminal Link brokerage.
- Enter your unique user identifier (UUID).
- Enter the environment to use.
- Enter the SAPI host and port.
- Enter the EMSX broker to use.
- Enter the account to which LEAN should route orders.
- Enter your OpenFIGI API key.
- Configure your notification settings.
- Enable or disable automatic algorithm restarting.
- Set your initial cash balance.
- Set your initial portfolio holdings.
- Select the live node that you want to use.
- Enter 10 to select the Terminal Link data provider.
- Verify the configured settings and confirm them to start the live deployment in the cloud.
- Inspect the result in the browser, which opens automatically after the deployment starts.
$ lean cloud live deploy "My Project" --push --open [1/1] Pushing 'My Project' Successfully updated cloud file 'My Project/main.py' Started compiling project 'My Project' Successfully compiled project 'My Project'
$ lean cloud live deploy "My Project" --push --open Select a brokerage: 1) Paper Trading 2) Interactive Brokers 3) Tradier 4) Oanda 5) Bitfinex 6) Coinbase Advanced Trade 7) Binance 8) Zerodha 9) Samco 10) Terminal Link 11) Trading Technologies 12) Kraken 13) Charles Schwab 14) Bybit 15) TradeStation 16) Alpaca Enter an option: 10
$ lean cloud live "My Project" --push --open Configure credentials for Terminal Link Using 'SAPI' Connection Type Server Auth ID:
The UUID is a unique integer identifier that's assigned to each Bloomberg Anywhere user. If you don't know your UUID, contact Bloomberg.
$ lean cloud live "My Project" --push --open Environment (Production, Beta):
$ lean cloud live "My Project" --push --open Server host: Server port:
The default port is 8194.
$ lean cloud live "My Project" --push --open EMSX broker:
$ lean cloud live "My Project" --push --open EMSX account []:
$ lean cloud live "My Project" --push --open OpenFIGI API key:
You can configure any combination of email, webhook, SMS, and Telegram notifications for order events and emitted insights. To view the number of notification you can send for free, see the Live Trading Notification Quotas.
$ lean cloud live deploy "My Project" --push --open Do you want to send notifications on order events? [y/N]: y Do you want to send notifications on insights? [y/N]: y Email notifications: None Webhook notifications: None SMS notifications: None Select a notification method: 1) Email 2) Webhook 3) SMS 4) Telegram Enter an option: 1 Email address: john.doe@example.com Subject: Algorithm notification Email notifications: john.doe@example.com Webhook notifications: None SMS notifications: None Telegram notifications: None Do you want to add another notification method? [y/N]: n
This feature attempts to restart your algorithm if it fails due to a runtime error, like a brokerage API disconnection.
$ lean cloud live deploy "My Project" --push --open Do you want to enable automatic algorithm restarting? [Y/n]: y
$ lean cloud live deploy "My Project" --push --open Previous cash balance: [{'currency': 'USD', 'amount': 100000.0}] Do you want to set a different initial cash balance? [y/N]: y Setting initial cash balance... Currency: USD Amount: 95800 Cash balance: [{'currency': 'USD', 'amount': 95800.0}] Do you want to add more currency? [y/N]: n
$ lean cloud live deploy "My Project" --push --open Do you want to set the initial portfolio holdings? [y/N]: y Do you want to use the last portfolio holdings? [] [y/N]: n Setting custom initial portfolio holdings... Symbol: GOOG Symbol ID: GOOCV VP83T1ZUHROL Quantity: 10 Average Price: 50 Portfolio Holdings: [{'symbol': 'GOOG', 'symbolId': 'GOOCV VP83T1ZUHROL', 'quantity': 10, 'averagePrice': 50.0}] Do you want to add more holdings? [y/N]: n
If you only have one idle live trading node, it is selected automatically and this step is skipped.
$ lean cloud live deploy "My Project" --push --open Select a node: 1) L-MICRO node 89c90172 - 1 CPU @ 2.4GHz, 0.5GB Ram 2) L-MICRO node 85a52135 - 1 CPU @ 2.4GHz, 0.5GB Ram Enter an option: 1
$ lean live "My Project" Select a live data feed: 1) QuantConnect 2) Interactive Brokers 3) Tradier 4) Oanda 5) Bitfinex 6) Coinbase Advanced Trade 7) Binance 8) Zerodha 9) Samco 10) Terminal Link 11) Trading Technologies 12) Kraken 13) Charles Schwab 14) Polygon 15) IEX 16) CoinApi 17) Bybit 18) TradeStation 19) Alpaca To enter multiple options, separate them with comma: 10
If you select one of the following data providers, see the respective page for more instructions:
$ lean cloud live deploy "My Project" --push --open Brokerage: Terminal Link Project id: 1234567 Environment: Live Server name: L-MICRO node 89c90172 Server type: L-MICRO Live Data providers: Terminal Link LEAN version: 11157 Order event notifications: Yes Insight notifications: Yes Email notifications: john.doe@example.com Webhook notifications: None SMS notifications: None Telegram notifications: None Initial live cash balance: [{'currency': 'USD', 'amount': 95800.0}] Initial live portfolio holdings: [{'symbol': 'GOOG', 'symbolId': 'GOOCV VP83T1ZUHROL', 'quantity': 10, 'averagePrice': 50.0}] Automatic algorithm restarting: Yes Are you sure you want to start live trading for project 'My Project'? [y/N]: y
Follow these steps to see the live status of a project:
- Log in to the CLI if you haven't done so already.
- Open a terminal in the organization workspace that contains the project.
- Run
lean cloud status "<projectName>"
to show the status of the cloud project named "<projectName>".
$ lean cloud status "My Project" Project id: 1234567 Project name: My Project Project url: https://www.quantconnect.com/project/1234567 Live status: Running Live id: L-1234567a8901d234e5e678ddd9b0123c Live url: https://www.quantconnect.com/project/1234567/live Brokerage: Terminal Link Launched: 2021-06-09 15:10:12 UTC