From e16db814fad1b55c168965027185b68a6f94b083 Mon Sep 17 00:00:00 2001 From: Joe Schr <8218910+TheJoeSchr@users.noreply.github.com> Date: Tue, 21 Mar 2023 17:52:14 +0100 Subject: [PATCH 1/4] featherdatahandler: implement trades_store/_trades_load --- freqtrade/data/history/featherdatahandler.py | 26 ++--- tests/data/test_datahandler.py | 108 +++++++++++++++---- tests/testdata/XRP_ETH-trades.feather | Bin 0 -> 374570 bytes 3 files changed, 102 insertions(+), 32 deletions(-) create mode 100644 tests/testdata/XRP_ETH-trades.feather diff --git a/freqtrade/data/history/featherdatahandler.py b/freqtrade/data/history/featherdatahandler.py index 22a6805e7..87c1d0886 100644 --- a/freqtrade/data/history/featherdatahandler.py +++ b/freqtrade/data/history/featherdatahandler.py @@ -4,8 +4,9 @@ from typing import Optional from pandas import DataFrame, read_feather, to_datetime from freqtrade.configuration import TimeRange -from freqtrade.constants import DEFAULT_DATAFRAME_COLUMNS, TradeList +from freqtrade.constants import DEFAULT_DATAFRAME_COLUMNS, TradeList, DEFAULT_TRADES_COLUMNS from freqtrade.enums import CandleType +from freqtrade.data.converter import trades_dict_to_list from .idatahandler import IDataHandler @@ -29,7 +30,8 @@ class FeatherDataHandler(IDataHandler): :param candle_type: Any of the enum CandleType (must match trading mode!) :return: None """ - filename = self._pair_data_filename(self._datadir, pair, timeframe, candle_type) + filename = self._pair_data_filename( + self._datadir, pair, timeframe, candle_type) self.create_dir_if_needed(filename) data.reset_index(drop=True).loc[:, self._columns].to_feather( @@ -92,12 +94,11 @@ class FeatherDataHandler(IDataHandler): :param data: List of Lists containing trade data, column sequence as in DEFAULT_TRADES_COLUMNS """ - # filename = self._pair_trades_filename(self._datadir, pair) + filename = self._pair_trades_filename(self._datadir, pair) + self.create_dir_if_needed(filename) - raise NotImplementedError() - # array = pa.array(data) - # array - # feather.write_feather(data, filename) + tradesdata = DataFrame(data, columns=DEFAULT_TRADES_COLUMNS) + tradesdata.to_feather(filename, compression_level=9, compression='lz4') def trades_append(self, pair: str, data: TradeList): """ @@ -116,14 +117,13 @@ class FeatherDataHandler(IDataHandler): :param timerange: Timerange to load trades for - currently not implemented :return: List of trades """ - raise NotImplementedError() - # filename = self._pair_trades_filename(self._datadir, pair) - # tradesdata = misc.file_load_json(filename) + filename = self._pair_trades_filename(self._datadir, pair) + if not filename.exists(): + return [] - # if not tradesdata: - # return [] + tradesdata = read_feather(filename) - # return tradesdata + return tradesdata.values.tolist() @classmethod def _get_file_extension(cls): diff --git a/tests/data/test_datahandler.py b/tests/data/test_datahandler.py index f673ede6e..2c5241367 100644 --- a/tests/data/test_datahandler.py +++ b/tests/data/test_datahandler.py @@ -20,25 +20,31 @@ from tests.conftest import log_has, log_has_re def test_datahandler_ohlcv_get_pairs(testdatadir): - pairs = JsonDataHandler.ohlcv_get_pairs(testdatadir, '5m', candle_type=CandleType.SPOT) + pairs = JsonDataHandler.ohlcv_get_pairs( + testdatadir, '5m', candle_type=CandleType.SPOT) # Convert to set to avoid failures due to sorting assert set(pairs) == {'UNITTEST/BTC', 'XLM/BTC', 'ETH/BTC', 'TRX/BTC', 'LTC/BTC', 'XMR/BTC', 'ZEC/BTC', 'ADA/BTC', 'ETC/BTC', 'NXT/BTC', 'DASH/BTC', 'XRP/ETH'} - pairs = JsonGzDataHandler.ohlcv_get_pairs(testdatadir, '8m', candle_type=CandleType.SPOT) + pairs = JsonGzDataHandler.ohlcv_get_pairs( + testdatadir, '8m', candle_type=CandleType.SPOT) assert set(pairs) == {'UNITTEST/BTC'} - pairs = HDF5DataHandler.ohlcv_get_pairs(testdatadir, '5m', candle_type=CandleType.SPOT) + pairs = HDF5DataHandler.ohlcv_get_pairs( + testdatadir, '5m', candle_type=CandleType.SPOT) assert set(pairs) == {'UNITTEST/BTC'} - pairs = JsonDataHandler.ohlcv_get_pairs(testdatadir, '1h', candle_type=CandleType.MARK) + pairs = JsonDataHandler.ohlcv_get_pairs( + testdatadir, '1h', candle_type=CandleType.MARK) assert set(pairs) == {'UNITTEST/USDT:USDT', 'XRP/USDT:USDT'} - pairs = JsonGzDataHandler.ohlcv_get_pairs(testdatadir, '1h', candle_type=CandleType.FUTURES) + pairs = JsonGzDataHandler.ohlcv_get_pairs( + testdatadir, '1h', candle_type=CandleType.FUTURES) assert set(pairs) == {'XRP/USDT:USDT'} - pairs = HDF5DataHandler.ohlcv_get_pairs(testdatadir, '1h', candle_type=CandleType.MARK) + pairs = HDF5DataHandler.ohlcv_get_pairs( + testdatadir, '1h', candle_type=CandleType.MARK) assert set(pairs) == {'UNITTEST/USDT:USDT'} @@ -79,7 +85,8 @@ def test_rebuild_pair_from_filename(input, expected): def test_datahandler_ohlcv_get_available_data(testdatadir): - paircombs = JsonDataHandler.ohlcv_get_available_data(testdatadir, TradingMode.SPOT) + paircombs = JsonDataHandler.ohlcv_get_available_data( + testdatadir, TradingMode.SPOT) # Convert to set to avoid failures due to sorting assert set(paircombs) == { ('UNITTEST/BTC', '5m', CandleType.SPOT), @@ -101,7 +108,8 @@ def test_datahandler_ohlcv_get_available_data(testdatadir): ('NOPAIR/XXX', '4m', CandleType.SPOT), } - paircombs = JsonDataHandler.ohlcv_get_available_data(testdatadir, TradingMode.FUTURES) + paircombs = JsonDataHandler.ohlcv_get_available_data( + testdatadir, TradingMode.FUTURES) # Convert to set to avoid failures due to sorting assert set(paircombs) == { ('UNITTEST/USDT:USDT', '1h', 'mark'), @@ -112,9 +120,11 @@ def test_datahandler_ohlcv_get_available_data(testdatadir): ('XRP/USDT:USDT', '8h', 'funding_rate'), } - paircombs = JsonGzDataHandler.ohlcv_get_available_data(testdatadir, TradingMode.SPOT) + paircombs = JsonGzDataHandler.ohlcv_get_available_data( + testdatadir, TradingMode.SPOT) assert set(paircombs) == {('UNITTEST/BTC', '8m', CandleType.SPOT)} - paircombs = HDF5DataHandler.ohlcv_get_available_data(testdatadir, TradingMode.SPOT) + paircombs = HDF5DataHandler.ohlcv_get_available_data( + testdatadir, TradingMode.SPOT) assert set(paircombs) == {('UNITTEST/BTC', '5m', CandleType.SPOT)} @@ -252,7 +262,7 @@ def test_datahandler__check_empty_df(testdatadir, caplog): assert log_has_re(expected_text, caplog) -@pytest.mark.parametrize('datahandler', ['feather', 'parquet']) +@pytest.mark.parametrize('datahandler', ['parquet']) def test_datahandler_trades_not_supported(datahandler, testdatadir, ): dh = get_datahandler(testdatadir, datahandler) with pytest.raises(NotImplementedError): @@ -406,18 +416,21 @@ def test_hdf5datahandler_ohlcv_load_and_resave( assert not ohlcv[ohlcv['date'] < startdt].empty - timerange = TimeRange.parse_timerange(f"{startdt.replace('-', '')}-{enddt.replace('-', '')}") + timerange = TimeRange.parse_timerange( + f"{startdt.replace('-', '')}-{enddt.replace('-', '')}") # Call private function to ensure timerange is filtered in hdf5 ohlcv = dh._ohlcv_load(pair, timeframe, timerange, candle_type=candle_type) - ohlcv1 = dh1._ohlcv_load('UNITTEST/NEW', timeframe, timerange, candle_type=candle_type) + ohlcv1 = dh1._ohlcv_load('UNITTEST/NEW', timeframe, + timerange, candle_type=candle_type) assert len(ohlcv) == len(ohlcv1) assert ohlcv.equals(ohlcv1) assert ohlcv[ohlcv['date'] < startdt].empty assert ohlcv[ohlcv['date'] > enddt].empty # Try loading inexisting file - ohlcv = dh.ohlcv_load('UNITTEST/NONEXIST', timeframe, candle_type=candle_type) + ohlcv = dh.ohlcv_load('UNITTEST/NONEXIST', timeframe, + candle_type=candle_type) assert ohlcv.empty @@ -452,7 +465,8 @@ def test_generic_datahandler_ohlcv_load_and_resave( # Get data to test dh = get_datahandler(testdatadir, datahandler) - file = tmpdir2 / f"UNITTEST_NEW-{timeframe}{candle_append}.{dh._get_file_extension()}" + file = tmpdir2 / \ + f"UNITTEST_NEW-{timeframe}{candle_append}.{dh._get_file_extension()}" assert not file.is_file() dh1 = get_datahandler(tmpdir1, datahandler) @@ -461,11 +475,14 @@ def test_generic_datahandler_ohlcv_load_and_resave( assert not ohlcv[ohlcv['date'] < startdt].empty - timerange = TimeRange.parse_timerange(f"{startdt.replace('-', '')}-{enddt.replace('-', '')}") + timerange = TimeRange.parse_timerange( + f"{startdt.replace('-', '')}-{enddt.replace('-', '')}") - ohlcv = dhbase.ohlcv_load(pair, timeframe, timerange=timerange, candle_type=candle_type) + ohlcv = dhbase.ohlcv_load( + pair, timeframe, timerange=timerange, candle_type=candle_type) if datahandler == 'hdf5': - ohlcv1 = dh1._ohlcv_load('UNITTEST/NEW', timeframe, timerange, candle_type=candle_type) + ohlcv1 = dh1._ohlcv_load( + 'UNITTEST/NEW', timeframe, timerange, candle_type=candle_type) if candle_type == 'mark': ohlcv1['volume'] = 0.0 else: @@ -478,7 +495,8 @@ def test_generic_datahandler_ohlcv_load_and_resave( assert ohlcv[ohlcv['date'] > enddt].empty # Try loading inexisting file - ohlcv = dh.ohlcv_load('UNITTEST/NONEXIST', timeframe, candle_type=candle_type) + ohlcv = dh.ohlcv_load('UNITTEST/NONEXIST', timeframe, + candle_type=candle_type) assert ohlcv.empty @@ -496,6 +514,58 @@ def test_hdf5datahandler_ohlcv_purge(mocker, testdatadir): assert unlinkmock.call_count == 2 +def test_featherdatahandler_trades_load(testdatadir): + dh = get_datahandler(testdatadir, 'feather') + trades = dh.trades_load('XRP/ETH') + assert isinstance(trades, list) + assert trades[0][0] == 1570752011620 + assert trades[-1][-1] == 0.1986231 + + trades1 = dh.trades_load('UNITTEST/NONEXIST') + assert trades1 == [] + + +def test_featherdatahandler_trades_store(testdatadir, tmpdir): + tmpdir1 = Path(tmpdir) + dh = get_datahandler(testdatadir, 'feather') + trades = dh.trades_load('XRP/ETH') + + dh1 = get_datahandler(tmpdir1, 'feather') + dh1.trades_store('XRP/NEW', trades) + file = tmpdir1 / 'XRP_NEW-trades.feather' + assert file.is_file() + # Load trades back + trades_new = dh1.trades_load('XRP/NEW') + + assert len(trades_new) == len(trades) + assert trades[0][0] == trades_new[0][0] + assert trades[0][1] == trades_new[0][1] + # assert trades[0][2] == trades_new[0][2] # This is nan - so comparison does not make sense + assert trades[0][3] == trades_new[0][3] + assert trades[0][4] == trades_new[0][4] + assert trades[0][5] == trades_new[0][5] + assert trades[0][6] == trades_new[0][6] + assert trades[-1][0] == trades_new[-1][0] + assert trades[-1][1] == trades_new[-1][1] + # assert trades[-1][2] == trades_new[-1][2] # This is nan - so comparison does not make sense + assert trades[-1][3] == trades_new[-1][3] + assert trades[-1][4] == trades_new[-1][4] + assert trades[-1][5] == trades_new[-1][5] + assert trades[-1][6] == trades_new[-1][6] + + +def test_featherdatahandler_trades_purge(mocker, testdatadir): + mocker.patch.object(Path, "exists", MagicMock(return_value=False)) + unlinkmock = mocker.patch.object(Path, "unlink", MagicMock()) + dh = get_datahandler(testdatadir, 'feather') + assert not dh.trades_purge('UNITTEST/NONEXIST') + assert 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freqtrade/constants.py | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/freqtrade/constants.py b/freqtrade/constants.py index 46e9b5cd4..ebb946221 100644 --- a/freqtrade/constants.py +++ b/freqtrade/constants.py @@ -36,9 +36,10 @@ AVAILABLE_PAIRLISTS = ['StaticPairList', 'VolumePairList', 'ProducerPairList', ' 'AgeFilter', 'OffsetFilter', 'PerformanceFilter', 'PrecisionFilter', 'PriceFilter', 'RangeStabilityFilter', 'ShuffleFilter', 'SpreadFilter', 'VolatilityFilter'] -AVAILABLE_PROTECTIONS = ['CooldownPeriod', 'LowProfitPairs', 'MaxDrawdown', 'StoplossGuard'] -AVAILABLE_DATAHANDLERS_TRADES = ['json', 'jsongz', 'hdf5'] -AVAILABLE_DATAHANDLERS = AVAILABLE_DATAHANDLERS_TRADES + ['feather', 'parquet'] +AVAILABLE_PROTECTIONS = ['CooldownPeriod', + 'LowProfitPairs', 'MaxDrawdown', 'StoplossGuard'] +AVAILABLE_DATAHANDLERS_TRADES = ['json', 'jsongz', 'hdf5', 'feather'] +AVAILABLE_DATAHANDLERS = AVAILABLE_DATAHANDLERS_TRADES + ['parquet'] BACKTEST_BREAKDOWNS = ['day', 'week', 'month'] BACKTEST_CACHE_AGE = ['none', 'day', 'week', 'month'] BACKTEST_CACHE_DEFAULT = 'day' From 3928051baf6faa162dd865f6b4f2ce7281944ade Mon Sep 17 00:00:00 2001 From: Matthias Date: Mon, 27 Mar 2023 20:35:19 +0200 Subject: [PATCH 3/4] Revert unneeded formatting changes --- freqtrade/data/history/featherdatahandler.py | 3 +- tests/data/test_datahandler.py | 54 +++++++------------- 2 files changed, 19 insertions(+), 38 deletions(-) diff --git a/freqtrade/data/history/featherdatahandler.py b/freqtrade/data/history/featherdatahandler.py index 87c1d0886..4e016080c 100644 --- a/freqtrade/data/history/featherdatahandler.py +++ b/freqtrade/data/history/featherdatahandler.py @@ -30,8 +30,7 @@ class FeatherDataHandler(IDataHandler): :param candle_type: Any of the enum CandleType (must match trading mode!) :return: None """ - filename = self._pair_data_filename( - self._datadir, pair, timeframe, candle_type) + filename = self._pair_data_filename(self._datadir, pair, timeframe, candle_type) self.create_dir_if_needed(filename) data.reset_index(drop=True).loc[:, self._columns].to_feather( diff --git a/tests/data/test_datahandler.py b/tests/data/test_datahandler.py index 2c5241367..f19b15455 100644 --- a/tests/data/test_datahandler.py +++ b/tests/data/test_datahandler.py @@ -20,31 +20,25 @@ from tests.conftest import log_has, log_has_re def test_datahandler_ohlcv_get_pairs(testdatadir): - pairs = JsonDataHandler.ohlcv_get_pairs( - testdatadir, '5m', candle_type=CandleType.SPOT) + pairs = JsonDataHandler.ohlcv_get_pairs(testdatadir, '5m', candle_type=CandleType.SPOT) # Convert to set to avoid failures due to sorting assert set(pairs) == {'UNITTEST/BTC', 'XLM/BTC', 'ETH/BTC', 'TRX/BTC', 'LTC/BTC', 'XMR/BTC', 'ZEC/BTC', 'ADA/BTC', 'ETC/BTC', 'NXT/BTC', 'DASH/BTC', 'XRP/ETH'} - pairs = JsonGzDataHandler.ohlcv_get_pairs( - testdatadir, '8m', candle_type=CandleType.SPOT) + pairs = JsonGzDataHandler.ohlcv_get_pairs(testdatadir, '8m', candle_type=CandleType.SPOT) assert set(pairs) == {'UNITTEST/BTC'} - pairs = HDF5DataHandler.ohlcv_get_pairs( - testdatadir, '5m', candle_type=CandleType.SPOT) + pairs = HDF5DataHandler.ohlcv_get_pairs(testdatadir, '5m', candle_type=CandleType.SPOT) assert set(pairs) == {'UNITTEST/BTC'} - pairs = JsonDataHandler.ohlcv_get_pairs( - testdatadir, '1h', candle_type=CandleType.MARK) + pairs = JsonDataHandler.ohlcv_get_pairs(testdatadir, '1h', candle_type=CandleType.MARK) assert set(pairs) == {'UNITTEST/USDT:USDT', 'XRP/USDT:USDT'} - pairs = JsonGzDataHandler.ohlcv_get_pairs( - testdatadir, '1h', candle_type=CandleType.FUTURES) + pairs = JsonGzDataHandler.ohlcv_get_pairs(testdatadir, '1h', candle_type=CandleType.FUTURES) assert set(pairs) == {'XRP/USDT:USDT'} - pairs = HDF5DataHandler.ohlcv_get_pairs( - testdatadir, '1h', candle_type=CandleType.MARK) + pairs = HDF5DataHandler.ohlcv_get_pairs(testdatadir, '1h', candle_type=CandleType.MARK) assert set(pairs) == {'UNITTEST/USDT:USDT'} @@ -85,8 +79,7 @@ def test_rebuild_pair_from_filename(input, expected): def test_datahandler_ohlcv_get_available_data(testdatadir): - paircombs = JsonDataHandler.ohlcv_get_available_data( - testdatadir, TradingMode.SPOT) + paircombs = JsonDataHandler.ohlcv_get_available_data(testdatadir, TradingMode.SPOT) # Convert to set to avoid failures due to sorting assert set(paircombs) == { ('UNITTEST/BTC', '5m', CandleType.SPOT), @@ -108,8 +101,7 @@ def test_datahandler_ohlcv_get_available_data(testdatadir): ('NOPAIR/XXX', '4m', CandleType.SPOT), } - paircombs = JsonDataHandler.ohlcv_get_available_data( - testdatadir, TradingMode.FUTURES) + paircombs = JsonDataHandler.ohlcv_get_available_data(testdatadir, TradingMode.FUTURES) # Convert to set to avoid failures due to sorting assert set(paircombs) == { ('UNITTEST/USDT:USDT', '1h', 'mark'), @@ -120,11 +112,9 @@ def test_datahandler_ohlcv_get_available_data(testdatadir): ('XRP/USDT:USDT', '8h', 'funding_rate'), } - paircombs = JsonGzDataHandler.ohlcv_get_available_data( - testdatadir, TradingMode.SPOT) + paircombs = JsonGzDataHandler.ohlcv_get_available_data(testdatadir, TradingMode.SPOT) assert set(paircombs) == {('UNITTEST/BTC', '8m', CandleType.SPOT)} - paircombs = HDF5DataHandler.ohlcv_get_available_data( - testdatadir, TradingMode.SPOT) + paircombs = HDF5DataHandler.ohlcv_get_available_data(testdatadir, TradingMode.SPOT) assert set(paircombs) == {('UNITTEST/BTC', '5m', CandleType.SPOT)} @@ -416,21 +406,18 @@ def test_hdf5datahandler_ohlcv_load_and_resave( assert not ohlcv[ohlcv['date'] < startdt].empty - timerange = TimeRange.parse_timerange( - f"{startdt.replace('-', '')}-{enddt.replace('-', '')}") + timerange = TimeRange.parse_timerange(f"{startdt.replace('-', '')}-{enddt.replace('-', '')}") # Call private function to ensure timerange is filtered in hdf5 ohlcv = dh._ohlcv_load(pair, timeframe, timerange, candle_type=candle_type) - ohlcv1 = dh1._ohlcv_load('UNITTEST/NEW', timeframe, - timerange, candle_type=candle_type) + ohlcv1 = dh1._ohlcv_load('UNITTEST/NEW', timeframe, timerange, candle_type=candle_type) assert len(ohlcv) == len(ohlcv1) assert ohlcv.equals(ohlcv1) assert ohlcv[ohlcv['date'] < startdt].empty assert ohlcv[ohlcv['date'] > enddt].empty # Try loading inexisting file - ohlcv = dh.ohlcv_load('UNITTEST/NONEXIST', timeframe, - candle_type=candle_type) + ohlcv = dh.ohlcv_load('UNITTEST/NONEXIST', timeframe, candle_type=candle_type) assert ohlcv.empty @@ -465,8 +452,7 @@ def test_generic_datahandler_ohlcv_load_and_resave( # Get data to test dh = get_datahandler(testdatadir, datahandler) - file = tmpdir2 / \ - f"UNITTEST_NEW-{timeframe}{candle_append}.{dh._get_file_extension()}" + file = tmpdir2 / f"UNITTEST_NEW-{timeframe}{candle_append}.{dh._get_file_extension()}" assert not file.is_file() dh1 = get_datahandler(tmpdir1, datahandler) @@ -475,14 +461,11 @@ def test_generic_datahandler_ohlcv_load_and_resave( assert not ohlcv[ohlcv['date'] < startdt].empty - timerange = TimeRange.parse_timerange( - f"{startdt.replace('-', '')}-{enddt.replace('-', '')}") + timerange = TimeRange.parse_timerange(f"{startdt.replace('-', '')}-{enddt.replace('-', '')}") - ohlcv = dhbase.ohlcv_load( - pair, timeframe, timerange=timerange, candle_type=candle_type) + ohlcv = dhbase.ohlcv_load(pair, timeframe, timerange=timerange, candle_type=candle_type) if datahandler == 'hdf5': - ohlcv1 = dh1._ohlcv_load( - 'UNITTEST/NEW', timeframe, timerange, candle_type=candle_type) + ohlcv1 = dh1._ohlcv_load('UNITTEST/NEW', timeframe, timerange, candle_type=candle_type) if candle_type == 'mark': ohlcv1['volume'] = 0.0 else: @@ -495,8 +478,7 @@ def test_generic_datahandler_ohlcv_load_and_resave( assert ohlcv[ohlcv['date'] > enddt].empty # Try loading inexisting file - ohlcv = dh.ohlcv_load('UNITTEST/NONEXIST', timeframe, - candle_type=candle_type) + ohlcv = dh.ohlcv_load('UNITTEST/NONEXIST', timeframe, candle_type=candle_type) assert ohlcv.empty From ed0e7ead312e5ba0a678bddb5669ef75949d8f99 Mon Sep 17 00:00:00 2001 From: Matthias Date: Mon, 27 Mar 2023 20:36:05 +0200 Subject: [PATCH 4/4] Fix wrong import --- freqtrade/data/history/featherdatahandler.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/freqtrade/data/history/featherdatahandler.py b/freqtrade/data/history/featherdatahandler.py index 4e016080c..bb387fc84 100644 --- a/freqtrade/data/history/featherdatahandler.py +++ b/freqtrade/data/history/featherdatahandler.py @@ -4,9 +4,8 @@ from typing import Optional from pandas import DataFrame, read_feather, to_datetime from freqtrade.configuration import TimeRange -from freqtrade.constants import DEFAULT_DATAFRAME_COLUMNS, TradeList, DEFAULT_TRADES_COLUMNS +from freqtrade.constants import DEFAULT_DATAFRAME_COLUMNS, DEFAULT_TRADES_COLUMNS, TradeList from freqtrade.enums import CandleType -from freqtrade.data.converter import trades_dict_to_list from .idatahandler import IDataHandler