Merge pull request #7303 from wizrds/feat/externalsignals
Producer/consumer mode
This commit is contained in:
@@ -14,9 +14,10 @@ from pandas import DataFrame
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from freqtrade.configuration import TimeRange
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from freqtrade.constants import Config, ListPairsWithTimeframes, PairWithTimeframe
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from freqtrade.data.history import load_pair_history
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from freqtrade.enums import CandleType, RunMode
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from freqtrade.enums import CandleType, RPCMessageType, RunMode
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from freqtrade.exceptions import ExchangeError, OperationalException
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from freqtrade.exchange import Exchange, timeframe_to_seconds
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from freqtrade.rpc import RPCManager
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from freqtrade.util import PeriodicCache
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@@ -28,17 +29,33 @@ MAX_DATAFRAME_CANDLES = 1000
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class DataProvider:
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def __init__(self, config: Config, exchange: Optional[Exchange], pairlists=None) -> None:
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def __init__(
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self,
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config: Config,
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exchange: Optional[Exchange],
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pairlists=None,
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rpc: Optional[RPCManager] = None
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) -> None:
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self._config = config
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self._exchange = exchange
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self._pairlists = pairlists
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self.__rpc = rpc
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self.__cached_pairs: Dict[PairWithTimeframe, Tuple[DataFrame, datetime]] = {}
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self.__slice_index: Optional[int] = None
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self.__cached_pairs_backtesting: Dict[PairWithTimeframe, DataFrame] = {}
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self.__producer_pairs_df: Dict[str,
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Dict[PairWithTimeframe, Tuple[DataFrame, datetime]]] = {}
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self.__producer_pairs: Dict[str, List[str]] = {}
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self._msg_queue: deque = deque()
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self._default_candle_type = self._config.get('candle_type_def', CandleType.SPOT)
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self._default_timeframe = self._config.get('timeframe', '1h')
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self.__msg_cache = PeriodicCache(
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maxsize=1000, ttl=timeframe_to_seconds(self._config.get('timeframe', '1h')))
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maxsize=1000, ttl=timeframe_to_seconds(self._default_timeframe))
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self.producers = self._config.get('external_message_consumer', {}).get('producers', [])
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self.external_data_enabled = len(self.producers) > 0
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def _set_dataframe_max_index(self, limit_index: int):
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"""
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@@ -63,9 +80,110 @@ class DataProvider:
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:param dataframe: analyzed dataframe
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:param candle_type: Any of the enum CandleType (must match trading mode!)
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"""
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self.__cached_pairs[(pair, timeframe, candle_type)] = (
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pair_key = (pair, timeframe, candle_type)
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self.__cached_pairs[pair_key] = (
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dataframe, datetime.now(timezone.utc))
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# For multiple producers we will want to merge the pairlists instead of overwriting
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def _set_producer_pairs(self, pairlist: List[str], producer_name: str = "default"):
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"""
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Set the pairs received to later be used.
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:param pairlist: List of pairs
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"""
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self.__producer_pairs[producer_name] = pairlist
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def get_producer_pairs(self, producer_name: str = "default") -> List[str]:
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"""
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Get the pairs cached from the producer
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:returns: List of pairs
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"""
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return self.__producer_pairs.get(producer_name, []).copy()
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def _emit_df(
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self,
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pair_key: PairWithTimeframe,
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dataframe: DataFrame
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) -> None:
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"""
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Send this dataframe as an ANALYZED_DF message to RPC
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:param pair_key: PairWithTimeframe tuple
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:param data: Tuple containing the DataFrame and the datetime it was cached
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"""
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if self.__rpc:
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self.__rpc.send_msg(
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{
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'type': RPCMessageType.ANALYZED_DF,
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'data': {
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'key': pair_key,
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'df': dataframe,
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'la': datetime.now(timezone.utc)
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}
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}
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)
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def _add_external_df(
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self,
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pair: str,
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dataframe: DataFrame,
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last_analyzed: datetime,
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timeframe: str,
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candle_type: CandleType,
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producer_name: str = "default"
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) -> None:
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"""
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Add the pair data to this class from an external source.
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:param pair: pair to get the data for
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:param timeframe: Timeframe to get data for
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:param candle_type: Any of the enum CandleType (must match trading mode!)
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"""
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pair_key = (pair, timeframe, candle_type)
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if producer_name not in self.__producer_pairs_df:
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self.__producer_pairs_df[producer_name] = {}
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_last_analyzed = datetime.now(timezone.utc) if not last_analyzed else last_analyzed
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self.__producer_pairs_df[producer_name][pair_key] = (dataframe, _last_analyzed)
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logger.debug(f"External DataFrame for {pair_key} from {producer_name} added.")
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def get_producer_df(
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self,
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pair: str,
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timeframe: Optional[str] = None,
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candle_type: Optional[CandleType] = None,
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producer_name: str = "default"
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) -> Tuple[DataFrame, datetime]:
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"""
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Get the pair data from producers.
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:param pair: pair to get the data for
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:param timeframe: Timeframe to get data for
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:param candle_type: Any of the enum CandleType (must match trading mode!)
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:returns: Tuple of the DataFrame and last analyzed timestamp
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"""
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_timeframe = self._default_timeframe if not timeframe else timeframe
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_candle_type = self._default_candle_type if not candle_type else candle_type
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pair_key = (pair, _timeframe, _candle_type)
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# If we have no data from this Producer yet
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if producer_name not in self.__producer_pairs_df:
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# We don't have this data yet, return empty DataFrame and datetime (01-01-1970)
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return (DataFrame(), datetime.fromtimestamp(0, tz=timezone.utc))
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# If we do have data from that Producer, but no data on this pair_key
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if pair_key not in self.__producer_pairs_df[producer_name]:
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# We don't have this data yet, return empty DataFrame and datetime (01-01-1970)
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return (DataFrame(), datetime.fromtimestamp(0, tz=timezone.utc))
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# We have it, return this data
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df, la = self.__producer_pairs_df[producer_name][pair_key]
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return (df.copy(), la)
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def add_pairlisthandler(self, pairlists) -> None:
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"""
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Allow adding pairlisthandler after initialization
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