Adapters
Introduction
This developer guide provides instructions on how to develop an integration adapter for the NautilusTrader platform. Adapters provide connectivity to trading venues and data providers - converting their raw API into a unified interface.
Structure of an adapter
An adapter typically consists of several components:
- Instrument Provider: Supplies instrument definitions
- Data Client: Handles live market data feeds and historical data requests
- Execution Client: Handles order execution and management
- Configuration: Configures the client settings
Adapter implementation steps
- Create a new Python subpackage for your adapter
- Implement the Instrument Provider by inheriting from
InstrumentProvider
and implementing the necessary methods to load instruments - Implement the Data Client by inheriting from either the
LiveDataClient
andLiveMarketDataClient
class as applicable, providing implementations for the required methods - Implement the Execution Client by inheriting from
LiveExecutionClient
and providing implementations for the required methods - Create configuration classes to hold your adapter’s settings
- Test your adapter thoroughly to ensure all methods are correctly implemented and the adapter works as expected
Template for building an adapter
Below is a step-by-step guide to building an adapter for a new data provider using the provided template.
InstrumentProvider
The InstrumentProvider
supplies instrument definitions available on the venue. This
includes loading all available instruments, specific instruments by ID, and applying filters to the
instrument list.
from nautilus_trader.common.providers import InstrumentProvider
from nautilus_trader.model.identifiers import InstrumentId
class TemplateInstrumentProvider(InstrumentProvider):
"""
An example template of an ``InstrumentProvider`` showing the minimal methods which must be implemented for an integration to be complete.
"""
async def load_all_async(self, filters: dict | None = None) -> None:
raise NotImplementedError("method `load_all_async` must be implemented in the subclass")
async def load_ids_async(self, instrument_ids: list[InstrumentId], filters: dict | None = None) -> None:
raise NotImplementedError("method `load_ids_async` must be implemented in the subclass")
async def load_async(self, instrument_id: InstrumentId, filters: dict | None = None) -> None:
raise NotImplementedError("method `load_async` must be implemented in the subclass")
Key Methods:
load_all_async
: Loads all instruments asynchronously, optionally applying filtersload_ids_async
: Loads specific instruments by their IDsload_async
: Loads a single instrument by its ID
DataClient
The LiveDataClient
handles the subscription and management of data feeds that are not specifically
related to market data. This might include news feeds, custom data streams, or other data sources
that enhance trading strategies but do not directly represent market activity.
from nautilus_trader.live.data_client import LiveDataClient
from nautilus_trader.model.data import DataType
from nautilus_trader.core.uuid import UUID4
class TemplateLiveDataClient(LiveDataClient):
"""
An example of a ``LiveDataClient`` highlighting the overridable abstract methods.
"""
async def _connect(self) -> None:
raise NotImplementedError("method `_connect` must be implemented in the subclass")
async def _disconnect(self) -> None:
raise NotImplementedError("method `_disconnect` must be implemented in the subclass")
def reset(self) -> None:
raise NotImplementedError("method `reset` must be implemented in the subclass")
def dispose(self) -> None:
raise NotImplementedError("method `dispose` must be implemented in the subclass")
async def _subscribe(self, data_type: DataType) -> None:
raise NotImplementedError("method `_subscribe` must be implemented in the subclass")
async def _unsubscribe(self, data_type: DataType) -> None:
raise NotImplementedError("method `_unsubscribe` must be implemented in the subclass")
async def _request(self, data_type: DataType, correlation_id: UUID4) -> None:
raise NotImplementedError("method `_request` must be implemented in the subclass")
Key Methods:
_connect
: Establishes a connection to the data provider_disconnect
: Closes the connection to the data providerreset
: Resets the state of the clientdispose
: Disposes of any resources held by the client_subscribe
: Subscribes to a specific data type_unsubscribe
: Unsubscribes from a specific data type_request
: Requests data from the provider
MarketDataClient
The MarketDataClient
handles market-specific data such as order books, top-of-book quotes and trades,
and instrument status updates. It focuses on providing historical and real-time market data that is essential for
trading operations.
from nautilus_trader.live.data_client import LiveMarketDataClient
from nautilus_trader.model.data import BarType, DataType
from nautilus_trader.model.enums import BookType
from nautilus_trader.model.identifiers import InstrumentId
class TemplateLiveMarketDataClient(LiveMarketDataClient):
"""
An example of a ``LiveMarketDataClient`` highlighting the overridable abstract methods.
"""
async def _connect(self) -> None:
raise NotImplementedError("method `_connect` must be implemented in the subclass")
async def _disconnect(self) -> None:
raise NotImplementedError("method `_disconnect` must be implemented in the subclass")
def reset(self) -> None:
raise NotImplementedError("method `reset` must be implemented in the subclass")
def dispose(self) -> None:
raise NotImplementedError("method `dispose` must be implemented in the subclass")
async def _subscribe_instruments(self) -> None:
raise NotImplementedError("method `_subscribe_instruments` must be implemented in the subclass")
async def _unsubscribe_instruments(self) -> None:
raise NotImplementedError("method `_unsubscribe_instruments` must be implemented in the subclass")
async def _subscribe_order_book_deltas(self, instrument_id: InstrumentId, book_type: BookType, depth: int | None = None, kwargs: dict | None = None) -> None:
raise NotImplementedError("method `_subscribe_order_book_deltas` must be implemented in the subclass")
async def _unsubscribe_order_book_deltas(self, instrument_id: InstrumentId) -> None:
raise NotImplementedError("method `_unsubscribe_order_book_deltas` must be implemented in the subclass")
Key Methods:
_connect
: Establishes a connection to the venues APIs_disconnect
: Closes the connection to the venues APIsreset
: Resets the state of the clientdispose
: Disposes of any resources held by the client_subscribe_instruments
: Subscribes to market data for multiple instruments_unsubscribe_instruments
: Unsubscribes from market data for multiple instruments_subscribe_order_book_deltas
: Subscribes to order book delta updates_unsubscribe_order_book_deltas
: Unsubscribes from order book delta updates
ExecutionClient
The ExecutionClient
is responsible for order management, including submission, modification, and
cancellation of orders. It is a crucial component of the adapter that interacts with the venues
trading system to manage and execute trades.
from nautilus_trader.execution.messages import BatchCancelOrders, CancelAllOrders, CancelOrder, ModifyOrder, SubmitOrder
from nautilus_trader.execution.reports import FillReport, OrderStatusReport, PositionStatusReport
from nautilus_trader.live.execution_client import LiveExecutionClient
from nautilus_trader.model.identifiers import ClientOrderId, InstrumentId, VenueOrderId
class TemplateLiveExecutionClient(LiveExecutionClient):
"""
An example of a ``LiveExecutionClient`` highlighting the method requirements.
"""
async def _connect(self) -> None:
raise NotImplementedError("method `_connect` must be implemented in the subclass")
async def _disconnect(self) -> None:
raise NotImplementedError("method `_disconnect` must be implemented in the subclass")
async def _submit_order(self, command: SubmitOrder) -> None:
raise NotImplementedError("method `_submit_order` must be implemented in the subclass")
async def _modify_order(self, command: ModifyOrder) -> None:
raise NotImplementedError("method `_modify_order` must be implemented in the subclass")
async def _cancel_order(self, command: CancelOrder) -> None:
raise NotImplementedError("method `_cancel_order` must be implemented in the subclass")
async def _cancel_all_orders(self, command: CancelAllOrders) -> None:
raise NotImplementedError("method `_cancel_all_orders` must be implemented in the subclass")
async def _batch_cancel_orders(self, command: BatchCancelOrders) -> None:
raise NotImplementedError("method `_batch_cancel_orders` must be implemented in the subclass")
async def generate_order_status_report(
self, instrument_id: InstrumentId, client_order_id: ClientOrderId | None = None, venue_order_id: VenueOrderId | None = None
) -> OrderStatusReport | None:
raise NotImplementedError("method `generate_order_status_report` must be implemented in the subclass")
async def generate_order_status_reports(
self, instrument_id: InstrumentId | None = None, start: pd.Timestamp | None = None, end: pd.Timestamp | None = None, open_only: bool = False
) -> list[OrderStatusReport]:
raise NotImplementedError("method `generate_order_status_reports` must be implemented in the subclass")
async def generate_fill_reports(
self, instrument_id: InstrumentId | None = None, venue_order_id: VenueOrderId | None = None, start: pd.Timestamp | None = None, end: pd.Timestamp | None = None
) -> list[FillReport]:
raise NotImplementedError("method `generate_fill_reports` must be implemented in the subclass")
async def generate_position_status_reports(
self, instrument_id: InstrumentId | None = None, start: pd.Timestamp | None = None, end: pd.Timestamp | None = None
) -> list[PositionStatusReport]:
raise NotImplementedError("method `generate_position_status_reports` must be implemented in the subclass")
Key Methods:
_connect
: Establishes a connection to the venues APIs_disconnect
: Closes the connection to the venues APIs_submit_order
: Submits a new order to the venue_modify_order
: Modifies an existing order on the venue_cancel_order
: Cancels a specific order on the venue_cancel_all_orders
: Cancels all orders for an instrument on the venue_batch_cancel_orders
: Cancels a batch of orders for an instrument on the venuegenerate_order_status_report
: Generates a report for a specific order on the venuegenerate_order_status_reports
: Generates reports for all orders on the venuegenerate_fill_reports
: Generates reports for filled orders on the venuegenerate_position_status_reports
: Generates reports for position status on the venue
Configuration
The configuration file defines settings specific to the adapter, such as API keys and connection details. These settings are essential for initializing and managing the adapter’s connection to the data provider.
from nautilus_trader.config import LiveDataClientConfig, LiveExecClientConfig
class TemplateDataClientConfig(LiveDataClientConfig):
"""
Configuration for ``TemplateDataClient`` instances.
"""
api_key: str
api_secret: str
base_url: str
class TemplateExecClientConfig(LiveExecClientConfig):
"""
Configuration for ``TemplateExecClient`` instances.
"""
api_key: str
api_secret: str
base_url: str
Key Attributes:
api_key
: The API key for authenticating with the data providerapi_secret
: The API secret for authenticating with the data providerbase_url
: The base URL for connecting to the data provider’s API