Move convert functions to convert module
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@ -47,7 +47,7 @@ ARGS_BUILD_STRATEGY = ["user_data_dir", "strategy", "template"]
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ARGS_BUILD_HYPEROPT = ["user_data_dir", "hyperopt", "template"]
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ARGS_CONVERT_DATA = ["pairs", "format_from", "format_to"]
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ARGS_CONVERT_DATA = ["pairs", "format_from", "format_to", "erase"]
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ARGS_CONVERT_DATA_OHLCV = ARGS_CONVERT_DATA + ["timeframes"]
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ARGS_DOWNLOAD_DATA = ["pairs", "pairs_file", "days", "download_trades", "exchange",
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@ -3,6 +3,7 @@ Functions to convert data from one format to another
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"""
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import logging
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from datetime import datetime, timezone
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from typing import Any, Dict
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import pandas as pd
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from pandas import DataFrame, to_datetime
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@ -175,3 +176,64 @@ def trades_to_ohlcv(trades: list, timeframe: str) -> DataFrame:
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# Drop 0 volume rows
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df_new = df_new.dropna()
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return df_new[DEFAULT_DATAFRAME_COLUMNS]
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def convert_trades_format(config: Dict[str, Any], convert_from: str, convert_to: str, erase: bool):
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"""
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Convert trades from one format to another format.
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:param config: Config dictionary
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:param convert_from: Source format
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:param convert_to: Target format
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:param erase: Erase souce data (does not apply if source and target format are identical)
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"""
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from freqtrade.data.history.idatahandler import get_datahandler
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src = get_datahandler(config['datadir'], convert_from)
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trg = get_datahandler(config['datadir'], convert_to)
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if 'pairs' not in config:
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config['pairs'] = src.trades_get_pairs(config['datadir'])
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logger.info(f"Converting trades for {config['pairs']}")
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for pair in config['pairs']:
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data = src.trades_load(pair=pair)
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logger.info(f"Converting {len(data)} trades for {pair}")
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trg.trades_store(pair, data)
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if erase and convert_from != convert_to:
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logger.info(f"Deleting source Trade data for {pair}.")
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src.trades_purge(pair=pair)
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def convert_ohlcv_format(config: Dict[str, Any], convert_from: str, convert_to: str, erase: bool):
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"""
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Convert ohlcv from one format to another format.
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:param config: Config dictionary
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:param convert_from: Source format
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:param convert_to: Target format
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:param erase: Erase souce data (does not apply if source and target format are identical)
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"""
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from freqtrade.data.history.idatahandler import get_datahandler
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src = get_datahandler(config['datadir'], convert_from)
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trg = get_datahandler(config['datadir'], convert_to)
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timeframes = config.get('timeframes', [config.get('ticker_interval')])
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logger.info(f"Converting OHLCV for timeframe {timeframes}")
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if 'pairs' not in config:
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config['pairs'] = []
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# Check timeframes or fall back to ticker_interval.
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for timeframe in timeframes:
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config['pairs'].extend(src.ohlcv_get_pairs(config['datadir'],
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timeframe))
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logger.info(f"Converting OHLCV for {config['pairs']}")
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for timeframe in timeframes:
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for pair in config['pairs']:
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data = src.ohlcv_load(pair=pair, timeframe=timeframe,
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timerange=None,
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fill_missing=False,
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drop_incomplete=False,
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startup_candles=0)
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logger.info(f"Converting {len(data)} candles for {pair}")
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trg.ohlcv_store(pair=pair, timeframe=timeframe, data=data)
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if erase and convert_from != convert_to:
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logger.info(f"Deleting source data for {pair} / {timeframe}")
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src.ohlcv_purge(pair=pair, timeframe=timeframe)
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@ -62,6 +62,8 @@ class JsonDataHandler(IDataHandler):
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:param pair: Pair to load data
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:param timeframe: Ticker timeframe (e.g. "5m")
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:param timerange: Limit data to be loaded to this timerange.
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Optionally implemented by subclasses to avoid loading
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all data where possible.
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:return: DataFrame with ohlcv data, or empty DataFrame
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"""
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filename = self._pair_data_filename(self._datadir, pair, timeframe)
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@ -17,8 +17,9 @@ from freqtrade.configuration import (Configuration, TimeRange,
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from freqtrade.configuration.directory_operations import (copy_sample_files,
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create_userdata_dir)
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from freqtrade.constants import USERPATH_HYPEROPTS, USERPATH_STRATEGY
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from freqtrade.data.converter import (convert_ohlcv_format,
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convert_trades_format)
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from freqtrade.data.history import (convert_trades_to_ohlcv,
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get_datahandlerclass,
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refresh_backtest_ohlcv_data,
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refresh_backtest_trades_data)
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from freqtrade.exchange import (available_exchanges, ccxt_exchanges,
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@ -248,55 +249,6 @@ def start_list_strategies(args: Dict[str, Any]) -> None:
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print(tabulate(strats_to_print, headers='keys', tablefmt='pipe'))
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def convert_trades_format(config: Dict[str, Any], convert_from: str, convert_to: str):
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"""
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TODO: move this to converter.py (?)
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"""
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SrcClass = get_datahandlerclass(convert_from)
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TrgClass = get_datahandlerclass(convert_to)
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if 'pairs' not in config:
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config['pairs'] = SrcClass.trades_get_pairs(config['datadir'])
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logger.info(f"Converting trades for {config['pairs']}")
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src = SrcClass(config['datadir'])
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trg = TrgClass(config['datadir'])
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for pair in config['pairs']:
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data = src.trades_load(pair=pair)
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logger.info(f"Converting {len(data)} trades for {pair}")
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trg.trades_store(pair, data)
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def convert_ohlcv_format(config: Dict[str, Any], convert_from: str, convert_to: str):
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"""
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TODO: move this to converter.py (?)
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"""
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SrcClass = get_datahandlerclass(convert_from)
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TrgClass = get_datahandlerclass(convert_to)
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timeframes = config.get('timeframes', [config.get('ticker_interval')])
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logger.info(f"Converting OHLCV for timeframe {timeframes}")
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if 'pairs' not in config:
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config['pairs'] = []
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# Check timeframes or fall back to ticker_interval.
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for timeframe in timeframes:
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config['pairs'].extend(SrcClass.ohlcv_get_pairs(config['datadir'],
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timeframe))
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logger.info(f"Converting OHLCV for {config['pairs']}")
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src = SrcClass(config['datadir'])
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trg = TrgClass(config['datadir'])
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for timeframe in timeframes:
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for pair in config['pairs']:
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data = src.ohlcv_load(pair=pair, timeframe=timeframe,
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timerange=None,
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fill_missing=False,
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drop_incomplete=False,
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startup_candles=0)
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logger.info(f"Converting {len(data)} candles for {pair}")
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trg.ohlcv_store(pair=pair, timeframe=timeframe, data=data)
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def start_convert_data(args: Dict[str, Any], ohlcv: bool = True) -> None:
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"""
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Convert data from one format to another
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@ -304,10 +256,12 @@ def start_convert_data(args: Dict[str, Any], ohlcv: bool = True) -> None:
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config = setup_utils_configuration(args, RunMode.UTIL_NO_EXCHANGE)
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if ohlcv:
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convert_ohlcv_format(config,
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convert_from=args['format_from'], convert_to=args['format_to'])
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convert_from=args['format_from'], convert_to=args['format_to'],
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erase=args['erase'])
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else:
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convert_trades_format(config,
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convert_from=args['format_from'], convert_to=args['format_to'])
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convert_from=args['format_from'], convert_to=args['format_to'],
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erase=args['erase'])
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def start_list_timeframes(args: Dict[str, Any]) -> None:
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@ -463,7 +463,8 @@ def test_refresh_backtest_ohlcv_data(mocker, default_conf, markets, caplog, test
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def test_download_data_no_markets(mocker, default_conf, caplog, testdatadir):
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dl_mock = mocker.patch('freqtrade.data.history.history_utils._download_pair_history', MagicMock())
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dl_mock = mocker.patch('freqtrade.data.history.history_utils._download_pair_history',
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MagicMock())
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ex = get_patched_exchange(mocker, default_conf)
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mocker.patch(
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