Adapters
The NautilusTrader design integrates data providers and/or trading venues
through adapter implementations, these can be found in the top level adapters
subpackage.
An integrations adapter is typically comprised of the following main components:
HttpClient
WebSocketClient
InstrumentProvider
DataClient
ExecutionClient
Instrument providers
Instrument providers do as their name suggests - instantiating Nautilus
Instrument
objects by parsing the publisher or venues raw API.
The use cases for the instruments available from an InstrumentProvider
are either:
- Used standalone to discover the instruments available for an integration, using these for research or backtesting purposes
- Used in a
sandbox
orlive
environment context for consumption by actors/strategies
Research and backtesting
Here is an example of discovering the current instruments for the Binance Futures testnet:
from nautilus_trader.adapters.binance.common.enums import BinanceAccountType
from nautilus_trader.adapters.binance.factories import get_cached_binance_http_client
from nautilus_trader.adapters.binance.futures.providers import BinanceFuturesInstrumentProvider
from nautilus_trader.common.component import LiveClock
clock = LiveClock()
account_type = BinanceAccountType.USDT_FUTURE
client = get_cached_binance_http_client(
loop=asyncio.get_event_loop(),
clock=clock,
account_type=account_type,
key=os.getenv("BINANCE_FUTURES_TESTNET_API_KEY"),
secret=os.getenv("BINANCE_FUTURES_TESTNET_API_SECRET"),
is_testnet=True,
)
await client.connect()
provider = BinanceFuturesInstrumentProvider(
client=client,
account_type=BinanceAccountType.USDT_FUTURE,
)
await provider.load_all_async()
Live trading
Each integration is implementation specific, and there are generally two options for the behavior of an InstrumentProvider
within a TradingNode
for live trading,
as configured:
- All instruments are automatically loaded on start:
from nautilus_trader.config import InstrumentProviderConfig
InstrumentProviderConfig(load_all=True)
- Only those instruments explicitly specified in the configuration are loaded on start:
InstrumentProviderConfig(load_ids=["BTCUSDT-PERP.BINANCE", "ETHUSDT-PERP.BINANCE"])
Data clients
Requests
An Actor
or Strategy
can request custom data from a DataClient
by sending a DataRequest
. If the client that receives the
DataRequest
implements a handler for the request, data will be returned to the Actor
or Strategy
.
Example
An example of this is a DataRequest
for an Instrument
, which the Actor
class implements (copied below). Any Actor
or
Strategy
can call a request_instrument
method with an InstrumentId
to request the instrument from a DataClient
.
In this particular case, the Actor
implements a separate method request_instrument
. A similar type of
DataRequest
could be instantiated and called from anywhere and/or anytime in the actor/strategy code.
A simplified version of request_instrument
for an actor/strategy is:
# nautilus_trader/common/actor.pyx
cpdef void request_instrument(self, InstrumentId instrument_id, ClientId client_id=None):
"""
Request `Instrument` data for the given instrument ID.
Parameters
----------
instrument_id : InstrumentId
The instrument ID for the request.
client_id : ClientId, optional
The specific client ID for the command.
If ``None`` then will be inferred from the venue in the instrument ID.
"""
Condition.not_none(instrument_id, "instrument_id")
cdef RequestInstrument request = RequestInstrument(
instrument_id=instrument_id,
start=None,
end=None,
client_id=client_id,
venue=instrument_id.venue,
callback=self._handle_instrument_response,
request_id=UUID4(),
ts_init=self._clock.timestamp_ns(),
params=None,
)
self._send_data_req(request)
A simplified version of the request handler implemented in a LiveMarketDataClient
that will retrieve the data
and send it back to actors/strategies is for example:
# nautilus_trader/live/data_client.py
def request_instrument(self, request: RequestInstrument) -> None:
self.create_task(self._request_instrument(request))
# nautilus_trader/adapters/binance/data.py
async def _request_instrument(self, request: RequestInstrument) -> None:
instrument: Instrument | None = self._instrument_provider.find(request.instrument_id)
if instrument is None:
self._log.error(f"Cannot find instrument for {request.instrument_id}")
return
self._handle_instrument(instrument, request.id, request.params)
The DataEngine
which is an important component in Nautilus links a request with a DataClient
.
For example a simplified version of handling an instrument request is:
# nautilus_trader/data/engine.pyx
self._msgbus.register(endpoint="DataEngine.request", handler=self.request)
cpdef void request(self, RequestData request):
self._handle_request(request)
cpdef void _handle_request(self, RequestData request):
cdef DataClient client = self._clients.get(request.client_id)
if client is None:
client = self._routing_map.get(request.venue, self._default_client)
if isinstance(request, RequestInstrument):
self._handle_request_instrument(client, request)
cpdef void _handle_request_instrument(self, DataClient client, RequestInstrument request):
client.request_instrument(request)