Add multi-strategy loading logic
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@ -3,7 +3,7 @@ Helpers when analyzing backtest data
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"""
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"""
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import logging
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import logging
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from pathlib import Path
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from pathlib import Path
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from typing import Dict, Union, Tuple, Any
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from typing import Dict, Union, Tuple, Any, Optional
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import numpy as np
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import numpy as np
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import pandas as pd
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import pandas as pd
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@ -65,24 +65,41 @@ def load_backtest_stats(filename: Union[Path, str]) -> Dict[str, Any]:
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return data
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return data
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def load_backtest_data(filename: Union[Path, str]) -> pd.DataFrame:
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def load_backtest_data(filename: Union[Path, str], strategy: Optional[str] = None) -> pd.DataFrame:
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"""
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"""
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Load backtest data file.
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Load backtest data file.
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:param filename: pathlib.Path object, or string pointing to the file.
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:param filename: pathlib.Path object, or string pointing to the file.
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:param strategy: Strategy to load - mainly relevant for multi-strategy backtests
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Can also serve as protection to load the correct result.
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:return: a dataframe with the analysis results
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:return: a dataframe with the analysis results
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:raise: ValueError if loading goes wrong.
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:raise: ValueError if loading goes wrong.
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"""
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"""
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data = load_backtest_stats(filename)
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data = load_backtest_stats(filename)
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if not isinstance(data, list):
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if not isinstance(data, list):
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# new format
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# new, nested format
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if 'strategy' not in data:
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if 'strategy' not in data:
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raise ValueError("Unknown dataformat")
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raise ValueError("Unknown dataformat.")
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if len(data['strategy']) != 1:
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raise ValueError("Detected new Format with more than one strategy")
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if not strategy:
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strategy = list(data['strategy'].keys())[0]
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if len(data['strategy']) == 1:
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strategy = list(data['strategy'].keys())[0]
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else:
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raise ValueError("Detected backtest result with more than one strategy. "
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"Please specify a strategy.")
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if strategy not in data['strategy']:
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raise ValueError(f"Strategy {strategy} not available in the backtest result.")
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data = data['strategy'][strategy]['trades']
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data = data['strategy'][strategy]['trades']
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df = pd.DataFrame(data)
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df = pd.DataFrame(data)
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df['open_date'] = pd.to_datetime(df['open_date'],
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utc=True,
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infer_datetime_format=True
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)
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df['close_date'] = pd.to_datetime(df['close_date'],
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utc=True,
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infer_datetime_format=True
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)
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else:
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else:
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# old format - only with lists.
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# old format - only with lists.
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df = pd.DataFrame(data, columns=BT_DATA_COLUMNS)
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df = pd.DataFrame(data, columns=BT_DATA_COLUMNS)
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@ -140,10 +157,12 @@ def evaluate_result_multi(results: pd.DataFrame, timeframe: str,
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return df_final[df_final['open_trades'] > max_open_trades]
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return df_final[df_final['open_trades'] > max_open_trades]
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def load_trades_from_db(db_url: str) -> pd.DataFrame:
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def load_trades_from_db(db_url: str, strategy: Optional[str] = None) -> pd.DataFrame:
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"""
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"""
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Load trades from a DB (using dburl)
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Load trades from a DB (using dburl)
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:param db_url: Sqlite url (default format sqlite:///tradesv3.dry-run.sqlite)
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:param db_url: Sqlite url (default format sqlite:///tradesv3.dry-run.sqlite)
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:param strategy: Strategy to load - mainly relevant for multi-strategy backtests
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Can also serve as protection to load the correct result.
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:return: Dataframe containing Trades
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:return: Dataframe containing Trades
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"""
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"""
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persistence.init(db_url, clean_open_orders=False)
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persistence.init(db_url, clean_open_orders=False)
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@ -154,6 +173,10 @@ def load_trades_from_db(db_url: str) -> pd.DataFrame:
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"stake_amount", "max_rate", "min_rate", "id", "exchange",
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"stake_amount", "max_rate", "min_rate", "id", "exchange",
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"stop_loss", "initial_stop_loss", "strategy", "timeframe"]
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"stop_loss", "initial_stop_loss", "strategy", "timeframe"]
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filters = []
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if strategy:
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filters = Trade.strategy == strategy
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trades = pd.DataFrame([(t.pair,
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trades = pd.DataFrame([(t.pair,
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t.open_date.replace(tzinfo=timezone.utc),
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t.open_date.replace(tzinfo=timezone.utc),
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t.close_date.replace(tzinfo=timezone.utc) if t.close_date else None,
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t.close_date.replace(tzinfo=timezone.utc) if t.close_date else None,
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@ -172,14 +195,14 @@ def load_trades_from_db(db_url: str) -> pd.DataFrame:
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t.stop_loss, t.initial_stop_loss,
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t.stop_loss, t.initial_stop_loss,
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t.strategy, t.timeframe
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t.strategy, t.timeframe
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)
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)
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for t in Trade.get_trades().all()],
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for t in Trade.get_trades(filters).all()],
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columns=columns)
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columns=columns)
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return trades
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return trades
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def load_trades(source: str, db_url: str, exportfilename: Path,
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def load_trades(source: str, db_url: str, exportfilename: Path,
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no_trades: bool = False) -> pd.DataFrame:
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no_trades: bool = False, strategy: Optional[str] = None) -> pd.DataFrame:
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"""
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"""
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Based on configuration option "trade_source":
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Based on configuration option "trade_source":
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* loads data from DB (using `db_url`)
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* loads data from DB (using `db_url`)
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@ -197,7 +220,7 @@ def load_trades(source: str, db_url: str, exportfilename: Path,
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if source == "DB":
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if source == "DB":
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return load_trades_from_db(db_url)
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return load_trades_from_db(db_url)
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elif source == "file":
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elif source == "file":
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return load_backtest_data(exportfilename)
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return load_backtest_data(exportfilename, strategy)
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def extract_trades_of_period(dataframe: pd.DataFrame, trades: pd.DataFrame,
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def extract_trades_of_period(dataframe: pd.DataFrame, trades: pd.DataFrame,
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1
tests/testdata/backtest-result_multistrat.json
vendored
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1
tests/testdata/backtest-result_multistrat.json
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