Initialize datahandlers
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@ -1,5 +1,5 @@
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from typing import Type
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from pathlib import Path
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from .idatahandler import IDataHandler
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@ -20,3 +20,17 @@ def get_datahandlerclass(datatype: str) -> Type[IDataHandler]:
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return JsonGzDataHandler
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else:
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raise ValueError(f"No datahandler for datatype {datatype} available.")
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def get_datahandler(datadir: Path, data_format: str = None,
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data_handler: IDataHandler = None) -> IDataHandler:
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"""
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:param datadir: Folder to save data
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:data_format: dataformat to use
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:data_handler: returns this datahandler if it exists or initializes a new one
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"""
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if not data_handler:
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HandlerClass = get_datahandlerclass(data_format or 'json')
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data_handler = HandlerClass(datadir)
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return data_handler
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@ -18,9 +18,9 @@ from pandas import DataFrame
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from freqtrade import OperationalException, misc
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from freqtrade.configuration import TimeRange
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from freqtrade.data.converter import trades_to_ohlcv
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from freqtrade.data.datahandlers import get_datahandler, get_datahandlerclass
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from freqtrade.data.datahandlers.idatahandler import IDataHandler
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from freqtrade.exchange import Exchange, timeframe_to_minutes
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from .datahandlers import get_datahandlerclass
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logger = logging.getLogger(__name__)
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@ -106,8 +106,8 @@ def load_pair_history(pair: str,
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fill_up_missing: bool = True,
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drop_incomplete: bool = True,
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startup_candles: int = 0,
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data_format: str = 'json',
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data_handler: IDataHandler,
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data_format: str = None,
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data_handler: IDataHandler = None,
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) -> DataFrame:
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"""
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Load cached ticker history for the given pair.
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@ -115,18 +115,17 @@ def load_pair_history(pair: str,
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:param pair: Pair to load data for
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:param timeframe: Ticker timeframe (e.g. "5m")
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:param datadir: Path to the data storage location.
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:param data_format: Format of the data. Ignored if data_handler is set.
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:param timerange: Limit data to be loaded to this timerange
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:param fill_up_missing: Fill missing values with "No action"-candles
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:param drop_incomplete: Drop last candle assuming it may be incomplete.
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:param startup_candles: Additional candles to load at the start of the period
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:param data_format: Format of the data. Ignored if data_handler is set.
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:param data_handler: Initialized data-handler to use.
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Will be initialized from data_format if not set
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:return: DataFrame with ohlcv data, or empty DataFrame
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"""
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if not data_handler:
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HandlerClass = get_datahandlerclass(data_format)
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data_handler = HandlerClass(datadir)
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data_handler = get_datahandler(datadir, data_format, data_handler)
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return data_handler.ohlcv_load(pair=pair,
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timeframe=timeframe,
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timerange=timerange,
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@ -138,7 +137,7 @@ def load_pair_history(pair: str,
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def load_data(datadir: Path,
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timeframe: str,
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pairs: List[str],
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pairs: List[str], *,
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timerange: Optional[TimeRange] = None,
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fill_up_missing: bool = True,
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startup_candles: int = 0,
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@ -162,8 +161,7 @@ def load_data(datadir: Path,
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if startup_candles > 0 and timerange:
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logger.info(f'Using indicator startup period: {startup_candles} ...')
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HandlerClass = get_datahandlerclass(data_format)
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data_handler = HandlerClass(datadir)
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data_handler = get_datahandler(datadir, data_format)
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for pair in pairs:
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hist = load_pair_history(pair=pair, timeframe=timeframe,
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@ -184,6 +182,7 @@ def refresh_data(datadir: Path,
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timeframe: str,
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pairs: List[str],
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exchange: Exchange,
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data_format: str = None,
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timerange: Optional[TimeRange] = None,
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) -> None:
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"""
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@ -195,10 +194,11 @@ def refresh_data(datadir: Path,
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:param exchange: Exchange object
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:param timerange: Limit data to be loaded to this timerange
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"""
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data_handler = get_datahandler(datadir, data_format)
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for pair in pairs:
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_download_pair_history(pair=pair, timeframe=timeframe,
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datadir=datadir, timerange=timerange,
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exchange=exchange)
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exchange=exchange, data_handler=data_handler)
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def pair_data_filename(datadir: Path, pair: str, timeframe: str) -> Path:
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@ -256,9 +256,10 @@ def _load_cached_data_for_updating(datadir: Path, pair: str, timeframe: str,
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def _download_pair_history(datadir: Path,
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exchange: Exchange,
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pair: str,
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pair: str, *,
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timeframe: str = '5m',
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timerange: Optional[TimeRange] = None) -> bool:
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timerange: Optional[TimeRange] = None,
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data_handler: IDataHandler = None) -> bool:
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"""
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Download latest candles from the exchange for the pair and timeframe passed in parameters
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The data is downloaded starting from the last correct data that
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@ -272,6 +273,8 @@ def _download_pair_history(datadir: Path,
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:param timerange: range of time to download
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:return: bool with success state
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"""
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data_handler = get_datahandler(datadir)
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try:
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logger.info(
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f'Download history data for pair: "{pair}", timeframe: {timeframe} '
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@ -308,13 +311,14 @@ def _download_pair_history(datadir: Path,
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def refresh_backtest_ohlcv_data(exchange: Exchange, pairs: List[str], timeframes: List[str],
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datadir: Path, timerange: Optional[TimeRange] = None,
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erase=False) -> List[str]:
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erase=False, data_format: str = None) -> List[str]:
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"""
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Refresh stored ohlcv data for backtesting and hyperopt operations.
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Used by freqtrade download-data subcommand.
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:return: List of pairs that are not available.
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"""
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pairs_not_available = []
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data_handler = get_datahandler(datadir, data_format)
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for pair in pairs:
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if pair not in exchange.markets:
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pairs_not_available.append(pair)
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@ -331,7 +335,7 @@ def refresh_backtest_ohlcv_data(exchange: Exchange, pairs: List[str], timeframes
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logger.info(f'Downloading pair {pair}, interval {timeframe}.')
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_download_pair_history(datadir=datadir, exchange=exchange,
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pair=pair, timeframe=str(timeframe),
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timerange=timerange)
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timerange=timerange, data_handler=data_handler)
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return pairs_not_available
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