diff --git a/README.md b/README.md index 75e916c9..ecf7fa27 100644 --- a/README.md +++ b/README.md @@ -42,6 +42,7 @@ It natively supports multiple data formats, including OHLCV, ticker, and custom - [x] Python 3.10+: Cross-platform support for Windows, macOS, and Linux. - [x] Event-Driven Backtest Engine: Accurate and realistic backtesting with event-driven architecture. - [x] Vectorized Backtest Engine: Fast signal research and prototyping with vectorized operations. +- [x] Permutation testing: Run permutation tests to evaluate the strategy statistical significance. - [x] Backtest Reporting: Generate detailed reports to analyse and compare backtests. - [x] Live Trading: Execute trades in real-time with support for multiple exchanges via ccxt. - [x] Portfolio Management: Manage portfolios, trades, and positions with persistence via SQLite. @@ -168,143 +169,6 @@ if __name__ == "__main__": > You can find more examples [here](./examples) folder. -## 🔍 Backtesting - -The framework also supports backtesting and performing backtest experiments. After a backtest, you can print a report that shows the performance of your trading bot. - -To run a single backtest you can use the example code that can be found [here](./examples/backtest_example). Simply run: - -> Its assumed here that you have cloned the repository, installed the framework and -> are in the root of the project. - -```bash -python examples/backtest_example/run_backtest.py -``` - -### Backtesting report - -You can use the ```pretty_print_backtest``` function to print a backtest report. -For example if you run the [moving average example trading bot](./examples/backtest_example/run_backtest.py) -you will get the following backtesting report: - -```bash - :%%%#+- .=*#%%% Backtest report - *%%%%%%%+------=*%%%%%%%- --------------------------- - *%%%%%%%%%%%%%%%%%%%%%%%- Start date: 2023-08-24 00:00:00 - .%%%%%%%%%%%%%%%%%%%%%%# End date: 2023-12-02 00:00:00 - #%%%####%%%%%%%%**#%%%+ Number of days: 100 - .:-+*%%%%- -+..#%%%+.+- +%%%#*=-: Number of runs: 1201 - .:-=*%%%%. += .%%# -+.-%%%%=-:.. Number of orders: 15 - .:=+#%%%%%*###%%%%#*+#%%%%%%*+-: Initial balance: 400.0 - +%%%%%%%%%%%%%%%%%%%= Final balance: 453.07 - :++ .=#%%%%%%%%%%%%%*- Total net gain: 18.85 4.7% - :++: :+%%%%%%#-. Growth: 53.07 13.27% - :++: .%%%%%#= Number of trades closed: 2 - :++: .#%%%%%#*= Number of trades open(end of backtest): 2 - :++- :%%%%%%%%%+= Percentage positive trades: 75.0% - .++- -%%%%%%%%%%%+= Percentage negative trades: 25.0% - .++- .%%%%%%%%%%%%%+= Average trade size: 98.79 EUR - .++- *%%%%%%%%%%%%%*+: Average trade duration: 189.0 hours - .++- %%%%%%%%%%%%%%#+= - =++........:::%%%%%%%%%%%%%%*+- - .=++++++++++**#%%%%%%%%%%%%%++. - -Positions overview -╭────────────┬──────────┬──────────────────────┬───────────────────────┬──────────────┬───────────────┬───────────────────────────┬────────────────┬───────────────╮ -│ Position │ Amount │ Pending buy amount │ Pending sell amount │ Cost (EUR) │ Value (EUR) │ Percentage of portfolio │ Growth (EUR) │ Growth_rate │ -├────────────┼──────────┼──────────────────────┼───────────────────────┼──────────────┼───────────────┼───────────────────────────┼────────────────┼───────────────┤ -│ EUR │ 253.09 │ 0 │ 0 │ 253.09 │ 253.09 EUR │ 55.86% │ 0.00 EUR │ 0.00% │ -├────────────┼──────────┼──────────────────────┼───────────────────────┼──────────────┼───────────────┼───────────────────────────┼────────────────┼───────────────┤ -│ BTC │ 0.0028 │ 0 │ 0 │ 97.34 │ 99.80 EUR │ 22.03% │ 2.46 EUR │ 2.52% │ -├────────────┼──────────┼──────────────────────┼───────────────────────┼──────────────┼───────────────┼───────────────────────────┼────────────────┼───────────────┤ -│ DOT │ 19.9521 │ 0 │ 0 │ 100 │ 100.18 EUR │ 22.11% │ 0.18 EUR │ 0.18% │ -╰────────────┴──────────┴──────────────────────┴───────────────────────┴──────────────┴───────────────┴───────────────────────────┴────────────────┴───────────────╯ -Trades overview -╭───────────────────┬────────────────┬───────────────────────┬───────────────────────────┬──────────────────┬──────────────────┬─────────────┬────────────────────┬──────────────────────────────┬─────────────────────────────────╮ -│ Pair (Trade id) │ Status │ Amount (remaining) │ Net gain (EUR) │ Open date │ Close date │ Duration │ Open price (EUR) │ Close price's (EUR) │ High water mark │ -├───────────────────┼────────────────┼───────────────────────┼───────────────────────────┼──────────────────┼──────────────────┼─────────────┼────────────────────┼──────────────────────────────┼─────────────────────────────────┤ -│ BTC/EUR (1) │ CLOSED │ 0.0040 (0.0000) BTC │ 1.98 (2.02%) │ 2023-09-13 14:00 │ 2023-09-22 12:00 │ 214.0 hours │ 24490.4 │ 24984.93 │ 25703.77 EUR (2023-09-19 14:00) │ -├───────────────────┼────────────────┼───────────────────────┼───────────────────────────┼──────────────────┼──────────────────┼─────────────┼────────────────────┼──────────────────────────────┼─────────────────────────────────┤ -│ DOT/EUR (2) │ CLOSED, SL, TP │ 24.7463 (0.0000) DOT │ 13.53 (13.53%) │ 2023-10-30 04:00 │ 2023-11-15 02:00 │ 382.0 hours │ 4.04 │ 4.23, 4.38, 4.24, 4.25, 4.79 │ 5.45 EUR (2023-11-12 10:00) │ -├───────────────────┼────────────────┼───────────────────────┼───────────────────────────┼──────────────────┼──────────────────┼─────────────┼────────────────────┼──────────────────────────────┼─────────────────────────────────┤ -│ BTC/EUR (3) │ CLOSED │ 0.0030 (0.0000) BTC │ -0.20 (-0.20%) │ 2023-11-06 14:00 │ 2023-11-06 16:00 │ 2.0 hours │ 32691.5 │ 32625.87 │ 32625.87 EUR (2023-11-06 16:00) │ -├───────────────────┼────────────────┼───────────────────────┼───────────────────────────┼──────────────────┼──────────────────┼─────────────┼────────────────────┼──────────────────────────────┼─────────────────────────────────┤ -│ BTC/EUR (4) │ CLOSED, TP │ 0.0030 (0.0000) BTC │ 3.54 (3.56%) │ 2023-11-07 22:00 │ 2023-11-14 12:00 │ 158.0 hours │ 33126.6 │ 34746.64, 33865.42 │ 34967.12 EUR (2023-11-10 22:00) │ -├───────────────────┼────────────────┼───────────────────────┼───────────────────────────┼──────────────────┼──────────────────┼─────────────┼────────────────────┼──────────────────────────────┼─────────────────────────────────┤ -│ BTC/EUR (5) │ OPEN │ 0.0028 (0.0028) BTC │ 2.46 (2.52%) (unrealized) │ 2023-11-29 12:00 │ │ 60.0 hours │ 34765.9 │ │ 35679.63 EUR (2023-12-01 16:00) │ -├───────────────────┼────────────────┼───────────────────────┼───────────────────────────┼──────────────────┼──────────────────┼─────────────┼────────────────────┼──────────────────────────────┼─────────────────────────────────┤ -│ DOT/EUR (6) │ OPEN │ 19.9521 (19.9521) DOT │ 0.18 (0.18%) (unrealized) │ 2023-11-30 18:00 │ │ 30.0 hours │ 5.01 │ │ 5.05 EUR (2023-11-30 20:00) │ -╰───────────────────┴────────────────┴───────────────────────┴───────────────────────────┴──────────────────┴──────────────────┴─────────────┴────────────────────┴──────────────────────────────┴─────────────────────────────────╯ -Stop losses overview -╭────────────────────┬───────────────┬──────────┬──────────┬─────────────────────────────────┬──────────────┬────────────────┬───────────────────────────────┬──────────────┬───────────┬───────────────╮ -│ Trade (Trade id) │ Status │ Active │ Type │ Stop Loss (Initial Stop Loss) │ Open price │ Sell price's │ High water mark │ Percentage │ Size │ Sold amount │ -├────────────────────┼───────────────┼──────────┼──────────┼─────────────────────────────────┼──────────────┼────────────────┼───────────────────────────────┼──────────────┼───────────┼───────────────┤ -│ BTC/EUR (1) │ NOT TRIGGERED │ False │ TRAILING │ 24418.58 (23265.85) (5.0)% EUR │ 24490.37 EUR │ None │ 25703.77 EUR 2023-09-19 14:00 │ 50.0% │ 0.00 BTC │ │ -├────────────────────┼───────────────┼──────────┼──────────┼─────────────────────────────────┼──────────────┼────────────────┼───────────────────────────────┼──────────────┼───────────┼───────────────┤ -│ DOT/EUR (2) │ TRIGGERED │ False │ TRAILING │ 4.28 (3.84) (5.0)% EUR │ 4.04 EUR │ 4.239,4.254 │ 4.51 EUR 2023-11-01 20:00 │ 50.0% │ 12.37 DOT │ 12.3732 DOT │ -├────────────────────┼───────────────┼──────────┼──────────┼─────────────────────────────────┼──────────────┼────────────────┼───────────────────────────────┼──────────────┼───────────┼───────────────┤ -│ BTC/EUR (3) │ NOT TRIGGERED │ False │ TRAILING │ 31056.93 (31056.93) (5.0)% EUR │ 32691.51 EUR │ None │ 32691.51 EUR │ 50.0% │ 0.00 BTC │ │ -├────────────────────┼───────────────┼──────────┼──────────┼─────────────────────────────────┼──────────────┼────────────────┼───────────────────────────────┼──────────────┼───────────┼───────────────┤ -│ BTC/EUR (4) │ NOT TRIGGERED │ False │ TRAILING │ 33218.76 (31470.27) (5.0)% EUR │ 33126.60 EUR │ None │ 34967.12 EUR 2023-11-10 22:00 │ 50.0% │ 0.00 BTC │ │ -├────────────────────┼───────────────┼──────────┼──────────┼─────────────────────────────────┼──────────────┼────────────────┼───────────────────────────────┼──────────────┼───────────┼───────────────┤ -│ BTC/EUR (5) │ NOT TRIGGERED │ True │ TRAILING │ 33895.65 (33027.62) (5.0)% EUR │ 34765.92 EUR │ None │ 35679.63 EUR 2023-12-01 16:00 │ 50.0% │ 0.00 BTC │ │ -├────────────────────┼───────────────┼──────────┼──────────┼─────────────────────────────────┼──────────────┼────────────────┼───────────────────────────────┼──────────────┼───────────┼───────────────┤ -│ DOT/EUR (6) │ NOT TRIGGERED │ True │ TRAILING │ 4.80 (4.76) (5.0)% EUR │ 5.01 EUR │ None │ 5.05 EUR 2023-11-30 20:00 │ 50.0% │ 9.98 DOT │ │ -╰────────────────────┴───────────────┴──────────┴──────────┴─────────────────────────────────┴──────────────┴────────────────┴───────────────────────────────┴──────────────┴───────────┴───────────────╯ -Take profits overview -╭────────────────────┬───────────────┬──────────┬──────────┬─────────────────────────────────────┬──────────────┬────────────────┬─────────────────────────────────┬──────────────┬─────────────┬───────────────╮ -│ Trade (Trade id) │ Status │ Active │ Type │ Take profit (Initial Take Profit) │ Open price │ Sell price's │ High water mark │ Percentage │ Size │ Sold amount │ -├────────────────────┼───────────────┼──────────┼──────────┼─────────────────────────────────────┼──────────────┼────────────────┼─────────────────────────────────┼──────────────┼─────────────┼───────────────┤ -│ BTC/EUR (1) │ NOT TRIGGERED │ False │ TRAILING │ 25714.89 (25714.89) (5.0)% EUR │ 24490.37 EUR │ None │ │ 50.0% │ 0.0020 BTC │ │ -├────────────────────┼───────────────┼──────────┼──────────┼─────────────────────────────────────┼──────────────┼────────────────┼─────────────────────────────────┼──────────────┼─────────────┼───────────────┤ -│ BTC/EUR (1) │ NOT TRIGGERED │ False │ TRAILING │ 26939.41 (26939.41) (10.0)% EUR │ 24490.37 EUR │ None │ │ 20.0% │ 0.0008 BTC │ │ -├────────────────────┼───────────────┼──────────┼──────────┼─────────────────────────────────────┼──────────────┼────────────────┼─────────────────────────────────┼──────────────┼─────────────┼───────────────┤ -│ DOT/EUR (2) │ TRIGGERED │ False │ TRAILING │ 4.24 (4.24) (5.0)% EUR │ 4.04 EUR │ 4.233 │ 4.30 EUR (2023-10-31 00:00) │ 50.0% │ 12.3732 DOT │ 12.3732 DOT │ -├────────────────────┼───────────────┼──────────┼──────────┼─────────────────────────────────────┼──────────────┼────────────────┼─────────────────────────────────┼──────────────┼─────────────┼───────────────┤ -│ DOT/EUR (2) │ TRIGGERED │ False │ TRAILING │ 4.45 (4.45) (10.0)% EUR │ 4.04 EUR │ 4.377 │ 4.51 EUR (2023-11-01 20:00) │ 20.0% │ 4.9493 DOT │ 4.9493 DOT │ -├────────────────────┼───────────────┼──────────┼──────────┼─────────────────────────────────────┼──────────────┼────────────────┼─────────────────────────────────┼──────────────┼─────────────┼───────────────┤ -│ BTC/EUR (3) │ NOT TRIGGERED │ False │ TRAILING │ 34326.09 (34326.09) (5.0)% EUR │ 32691.51 EUR │ None │ │ 50.0% │ 0.0015 BTC │ │ -├────────────────────┼───────────────┼──────────┼──────────┼─────────────────────────────────────┼──────────────┼────────────────┼─────────────────────────────────┼──────────────┼─────────────┼───────────────┤ -│ BTC/EUR (3) │ NOT TRIGGERED │ False │ TRAILING │ 35960.66 (35960.66) (10.0)% EUR │ 32691.51 EUR │ None │ │ 20.0% │ 0.0006 BTC │ │ -├────────────────────┼───────────────┼──────────┼──────────┼─────────────────────────────────────┼──────────────┼────────────────┼─────────────────────────────────┼──────────────┼─────────────┼───────────────┤ -│ BTC/EUR (4) │ TRIGGERED │ False │ TRAILING │ 34782.93 (34782.93) (5.0)% EUR │ 33126.60 EUR │ 34746.64 │ 34967.12 EUR (2023-11-10 22:00) │ 50.0% │ 0.0015 BTC │ 0.0015 BTC │ -├────────────────────┼───────────────┼──────────┼──────────┼─────────────────────────────────────┼──────────────┼────────────────┼─────────────────────────────────┼──────────────┼─────────────┼───────────────┤ -│ BTC/EUR (4) │ NOT TRIGGERED │ False │ TRAILING │ 36439.26 (36439.26) (10.0)% EUR │ 33126.60 EUR │ None │ │ 20.0% │ 0.0006 BTC │ │ -├────────────────────┼───────────────┼──────────┼──────────┼─────────────────────────────────────┼──────────────┼────────────────┼─────────────────────────────────┼──────────────┼─────────────┼───────────────┤ -│ BTC/EUR (5) │ NOT TRIGGERED │ True │ TRAILING │ 36504.22 (36504.22) (5.0)% EUR │ 34765.92 EUR │ None │ │ 50.0% │ 0.0014 BTC │ │ -├────────────────────┼───────────────┼──────────┼──────────┼─────────────────────────────────────┼──────────────┼────────────────┼─────────────────────────────────┼──────────────┼─────────────┼───────────────┤ -│ BTC/EUR (5) │ NOT TRIGGERED │ True │ TRAILING │ 38242.51 (38242.51) (10.0)% EUR │ 34765.92 EUR │ None │ │ 20.0% │ 0.0006 BTC │ │ -├────────────────────┼───────────────┼──────────┼──────────┼─────────────────────────────────────┼──────────────┼────────────────┼─────────────────────────────────┼──────────────┼─────────────┼───────────────┤ -│ DOT/EUR (6) │ NOT TRIGGERED │ True │ TRAILING │ 5.26 (5.26) (5.0)% EUR │ 5.01 EUR │ None │ │ 50.0% │ 9.9761 DOT │ │ -├────────────────────┼───────────────┼──────────┼──────────┼─────────────────────────────────────┼──────────────┼────────────────┼─────────────────────────────────┼──────────────┼─────────────┼───────────────┤ -│ DOT/EUR (6) │ NOT TRIGGERED │ True │ TRAILING │ 5.51 (5.51) (10.0)% EUR │ 5.01 EUR │ None │ │ 20.0% │ 3.9904 DOT │ │ -╰────────────────────┴───────────────┴──────────┴──────────┴─────────────────────────────────────┴──────────────┴────────────────┴─────────────────────────────────┴──────────────┴─────────────┴───────────────╯ -``` - -## 🌐 Deployment to Azure - -Prerequisites - -Ensure Azure Functions Core Tools are installed: - -```bash -npm install -g azure-functions-core-tools@4 --unsafe-perm true -``` -Deploying to Azure -Use the provided deployment script: - -This script: - -``` -investing-algorithm-framework deploy -``` - -This script: - -* Creates Azure resources (e.g., storage accounts, function apps). -* Sets environment variables for the Azure Function. -* Deploys your bot to Azure. - ## 📚 Documentation Comprehensive documentation is available at [github pages](https://coding-kitties.github.io/investing-algorithm-framework/). diff --git a/__init__.py b/__init__.py index e6946ad3..5f55dde1 100644 --- a/__init__.py +++ b/__init__.py @@ -1 +1 @@ -__version__='v7.0.3' +__version__='v7.4.1' diff --git a/examples/backtest_example/resources/backtest_data/OHLCV_BTC-EUR_BITVAVO_1d_2022-01-01-00-00_2024-12-31-00-00.csv 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b/examples/backtest_example/resources/backtest_results/strategies/__init__.py similarity index 100% rename from examples/tutorial/strategies/ema_crossover_v1/__init__.py rename to examples/backtest_example/resources/backtest_results/strategies/__init__.py diff --git a/examples/backtest_example/resources/backtest_results/strategies/strategy_v1.py b/examples/backtest_example/resources/backtest_results/strategies/strategy_v1.py new file mode 100644 index 00000000..377e9bbc --- /dev/null +++ b/examples/backtest_example/resources/backtest_results/strategies/strategy_v1.py @@ -0,0 +1,188 @@ +from typing import Dict, Any, List + +from datetime import timedelta +import polars as pl + +from pyindicators import ema, crossover, crossunder, rsi + +from investing_algorithm_framework import TradingStrategy, Context, TradeRiskType + + +class EMACrossoverRSIStrategy(TradingStrategy): + """ + This is an example strategy that use the EMA Crossover and RSI indicators + to generate buy and sell signals. It uses the EMA Crossover to determine + the trend direction and the RSI to identify overbought and oversold conditions. + + This strategy implements both vectorized and non-vectorized methods for + generating buy and sell signals. This strategy can therefore be used in + both the vectorized and event-basesd backtest engines of the framework. + + Args: + time_unit (str): The time unit for the strategy (e.g., "HOUR", "MINUTE"). + interval (int): The interval for the strategy. + market (str): The market to trade on (e.g., "binance"). + symbols (List[str]): List of symbols to trade. + data_sources (List[DataSource]): List of DataSource instances. + ema_time_frame (str): Time frame for the EMA indicator. + ema_short_period (int): Short period for the EMA indicator. + ema_long_period (int): Long period for the EMA indicator. + rsi_time_frame (str): Time frame for the RSI indicator. + rsi_period (int): Period for the RSI indicator. + rsi_oversold_threshold (float): Oversold threshold for RSI. + rsi_overbought_threshold (float): Overbought threshold for RSI. + alignment_window_size (int): Size of the alignment window in minutes + """ + + def __init__( + self, + time_unit, + interval, + market, + symbols: List[str], + data_sources, + ema_short_period, + ema_long_period, + rsi_period, + rsi_oversold_threshold, + rsi_overbought_threshold, + alignment_window_size, + trailing_stop_loss_percentage=5, + trailing_take_profit_percentage=10, + position_sizes: Dict[str, float] = None + ): + super().__init__(time_unit=time_unit, interval=interval) + self.data_sources = data_sources + self.ema_short_period = ema_short_period + self.ema_long_period = ema_long_period + self.rsi_period = rsi_period + self.symbols = symbols + self.alignment_window_size = alignment_window_size + self.rsi_oversold_threshold = rsi_oversold_threshold + self.rsi_overbought_threshold = rsi_overbought_threshold + self.market = market + self.trailing_stop_loss_percentage = trailing_stop_loss_percentage + self.trailing_take_profit_percentage = trailing_take_profit_percentage + self.position_sizes = position_sizes + + if self.position_sizes is None: + self.position_sizes = {symbol: ((100 / len(self.symbols)) - 2) for symbol in self.symbols} + + def get_position_size(self, symbol: str) -> float: + """ + Get the position size for a given symbol. + If the symbol is not in the position sizes, return 0. + """ + return self.position_sizes.get(symbol, 0) + + def run_strategy(self, context: Context, data: Dict[str, Any]): + + for symbol in self.symbols: + target_symbol = symbol.split("/")[0] + + # Skip if the symbol if there are open orders + if context.has_open_orders(target_symbol): + continue + + data_id = f"OHLCV_{symbol}" + data = data.get(data_id, None) + + # Check if the polars DataFrame is empty + if data.is_empty(): + continue + + data = ema( + data, + source_column="Close", + period=self.ema_short_period, + result_column=f"ema_short" + ) + data = ema( + data, + source_column="Close", + period=self.ema_long_period, + result_column=f"ema_long" + ) + data = crossunder( + data, + first_column=f"ema_short", + second_column=f"ema_long", + result_column="ema_crossunder" + ) + data = crossover( + data, + first_column=f"ema_short", + second_column=f"ema_long", + result_column="ema_crossover" + ) + data = rsi( + data, + source_column="Close", + period=self.rsi_period, + result_column="rsi" + ) + + if context.has_position(target_symbol): + + if self.is_sell_signal(data): + context.close_position( + symbol=target_symbol, + ) + else: + + if self.is_buy_signal(data): + # Get the last price of the polar DataFrame + price = data["Close"][-1] + order = context.create_limit_buy_order( + target_symbol=target_symbol, + price=price, + percentage_of_portfolio=self.get_position_size(symbol), + ) + trade = context.get_trade(order_id=order.id) + context.add_stop_loss( + trade, + percentage=self.trailing_stop_loss_percentage, + trade_risk_type=TradeRiskType.TRAILING, + sell_percentage=50 + ) + context.add_take_profit( + trade, + percentage=self.trailing_take_profit_percentage, + trade_risk_type=TradeRiskType.TRAILING, + sell_percentage=50 + ) + + def is_sell_signal(self, data: pl.DataFrame) -> bool: + """ + A sell signal occurs if a 'ema_crossunder' just occurred in the latest row, + and the max RSI in the alignment window is above the overbought threshold. + """ + if data.is_empty() or "ema_crossunder" not in data.columns: + return False + + last_row = data.slice(-1, 1).to_dicts()[0] + if last_row["ema_crossunder"] != 1: + return False + + window = data.slice(-self.alignment_window_size, self.alignment_window_size) + rsi_above_threshold = window["rsi"].max() > self.rsi_overbought_threshold + + return rsi_above_threshold + + + def is_buy_signal(self, data: pl.DataFrame) -> bool: + """ + A buy signal occurs if an 'ema_crossover' just occurred in the latest row, + and the min RSI in the alignment window is below the oversold threshold. + """ + if data.is_empty() or "ema_crossover" not in data.columns: + return False + + last_row = data.slice(-1, 1).to_dicts()[0] + if last_row["ema_crossover"] != 1: + return False + + window = data.slice(-self.alignment_window_size, self.alignment_window_size) + rsi_below_threshold = window["rsi"].min() < self.rsi_oversold_threshold + + return rsi_below_threshold diff --git a/examples/backtest_example/resources/data/OHLCV_BTC-EUR_BITVAVO_4h_2021-11-28-16-00_2024-01-01-00-00.csv b/examples/backtest_example/resources/data/OHLCV_BTC-EUR_BITVAVO_4h_2021-11-28-16-00_2024-01-01-00-00.csv new file mode 100644 index 00000000..0f4473a4 --- /dev/null +++ b/examples/backtest_example/resources/data/OHLCV_BTC-EUR_BITVAVO_4h_2021-11-28-16-00_2024-01-01-00-00.csv @@ -0,0 +1,4582 @@ +Datetime,Open,High,Low,Close,Volume +2021-11-28T16:00:00.000+0000,47984.0,48597.0,47040.0,48312.0,216.7672647 +2021-11-28T20:00:00.000+0000,48294.0,50934.0,48294.0,50827.0,252.81066791 +2021-11-29T00:00:00.000+0000,50822.0,51666.0,50647.0,50872.0,49.89634382 +2021-11-29T04:00:00.000+0000,50918.0,51295.0,50772.0,51104.0,97.97578467 +2021-11-29T08:00:00.000+0000,51146.0,51275.0,50245.0,50404.0,124.49517123 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a/examples/backtest_example/resources/data/OHLCV_BTC-EUR_BITVAVO_4h_2021-12-02-16-00_2024-01-05-00-00.csv b/examples/backtest_example/resources/data/OHLCV_BTC-EUR_BITVAVO_4h_2021-12-02-16-00_2024-01-05-00-00.csv new file mode 100644 index 00000000..9b244f8d --- /dev/null +++ b/examples/backtest_example/resources/data/OHLCV_BTC-EUR_BITVAVO_4h_2021-12-02-16-00_2024-01-05-00-00.csv @@ -0,0 +1,4582 @@ +Datetime,Open,High,Low,Close,Volume +2021-12-02T16:00:00.000+0000,50014.0,50399.0,49600.0,50180.0,92.2020521 +2021-12-02T20:00:00.000+0000,50142.0,50696.0,49907.0,50000.0,71.24412906 +2021-12-03T00:00:00.000+0000,50000.0,50284.0,49750.0,49927.0,15.64268343 +2021-12-03T04:00:00.000+0000,49985.0,50555.0,49890.0,50294.0,28.6478321 +2021-12-03T08:00:00.000+0000,50336.0,50749.0,50008.0,50432.0,83.33427332 +2021-12-03T12:00:00.000+0000,50468.0,50900.0,49456.0,49716.0,131.10290169 +2021-12-03T16:00:00.000+0000,49698.0,49698.0,47565.0,47692.0,354.49292336 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+from typing import Dict, Any import logging.config from investing_algorithm_framework import TimeUnit, TradingStrategy, \ @@ -27,7 +28,7 @@ class BitvavoTradingStrategy(TradingStrategy): DataSource(data_type="Ticker", market="bitvavo", symbol="BTC/EUR", identifier="BTC/EUR-ticker") ] - def run_strategy(self, context: Context, data): + def run_strategy(self, context: Context, data: Dict[str, Any]): print(data["BTC/EUR-ohlcv"]) print(data["BTC/EUR-ticker"]) diff --git a/examples/coinbase_trading_bot.py b/examples/coinbase_trading_bot.py index 3cd879d4..66bd49e3 100644 --- a/examples/coinbase_trading_bot.py +++ b/examples/coinbase_trading_bot.py @@ -1,5 +1,7 @@ from dotenv import load_dotenv +from typing import Dict, Any import logging.config + from investing_algorithm_framework import TimeUnit, \ DataSource, TradingStrategy, create_app, DEFAULT_LOGGING_CONFIG, Context """ @@ -22,7 +24,7 @@ class CoinbaseTradingStrategy(TradingStrategy): DataSource(data_type="Ticker", market="coinbase", symbol="BTC/EUR", identifier="BTC/EUR-ticker") ] - def apply_strategy(self, context: Context, data): + def run_strategy(self, context: Context, data: Dict[str, Any]): print(data["BTC/EUR-ohlcv"]) print(data["BTC/EUR-ticker"]) diff --git a/examples/tutorial/exploration.ipynb b/examples/tutorial/exploration.ipynb index ffe3bd9f..2d074862 100644 --- a/examples/tutorial/exploration.ipynb +++ b/examples/tutorial/exploration.ipynb @@ -1,22 +1,33 @@ { "cells": [ + { + "cell_type": "markdown", + "id": "0", + "metadata": {}, + "source": [ + "# Exploration Notebook\n", + "\n", + "This notebook to explores different strategies and their performance. The notebook consist of several steps to evaluate and compare the strategies effectively.\n", + "First, we will define the parameter grid for our strategies and then run backtests for all combinations of these parameters. After that, we will analyze the results and identify the most promising strategies. For the most promising tests, we will conduct a walk-forward analysis by doing permutation tests. At the end of this process, we aim to identify the most robust and profitable trading strategies that we can use in an event-based backtest and if promising, deploy them in a live trading environment." + ] + }, { "cell_type": "code", - "execution_count": 19, - "id": "ba61e31feaaf8b20", + "execution_count": null, + "id": "1", "metadata": {}, "outputs": [], "source": [ "import importlib\n", - "import strategies.ema_crossover_v1.strategy as ema_crossover_v1\n", + "import strategies.ema_crossover_rsi_filter as ema_crossover_rsi_filter_module\n", "\n", - "importlib.reload(ema_crossover_v1)\n", - "EMACrossoverRSIStrategy = ema_crossover_v1.EMACrossoverRSIStrategy" + "importlib.reload(ema_crossover_rsi_filter_module)\n", + "EMACrossoverRSIFFilterStrategy = ema_crossover_rsi_filter_module.EMACrossoverRSIFFilterStrategy" ] }, { "cell_type": "markdown", - "id": "56d6159e", + "id": "2", "metadata": {}, "source": [ "## Constants" @@ -24,55 +35,71 @@ }, { "cell_type": "code", - "execution_count": 4, - "id": "13b833c2", + "execution_count": null, + "id": "3", "metadata": {}, "outputs": [], "source": [ "from datetime import datetime, timezone\n", - "from investing_algorithm_framework import BacktestDateRange\n", + "from investing_algorithm_framework import BacktestDateRange, BacktestEvaluationFocus\n", "\n", "evaluation_date_range = BacktestDateRange(\n", " start_date=datetime(2023, 1, 1, tzinfo=timezone.utc),\n", " end_date=datetime(2024, 12, 31, tzinfo=timezone.utc),\n", ")\n", - "\n", "risk_free_rate = 0.027 # (2.7%) Example risk-free rate, adjust\n", "# as needed or let the framework handle it dynamically based on market data.\n", "evaluation_assets = [\"BTC/EUR\"]\n", - "market = \"BITVAVO\"" + "market = \"BITVAVO\"\n", + "top_n = 5\n", + "evaluation_focuss = BacktestEvaluationFocus.FREQUENCY" ] }, { "cell_type": "markdown", - "id": "4456bff4", + "id": "4", "metadata": {}, "source": [ - "## Hyperparameters\n", + "## Strategy Parameters Grid Search\n", "\n", - "Here you can define the hyperparameters for the strategy. Hyperparameters are used to configure the strategy's behavior, such as the lookback period for indicators, thresholds for buy/sell signals, etc. You use hyperparameters to fine-tune the strategy's performance, by grid searching or using other optimization techniques." + "Here we define the strategy parameters for the grid search. Strategy parameters are used to configure the strategy's behavior, such as the lookback period for indicators, thresholds for buy/sell signals, etc. You use strategy parameters to fine-tune the strategy's performance, by grid searching or using other optimization techniques." ] }, { "cell_type": "code", - "execution_count": 3, - "id": "47690262", + "execution_count": null, + "id": "5", "metadata": {}, "outputs": [], "source": [ "from itertools import product\n", "\n", + "# Define parameter ranges (lists of plausible values)\n", "params = {\n", - " \"ema_short_period\": [50, 75],\n", - " \"ema_long_period\": [100, 200],\n", - " \"rsi_period\": [14],\n", - " \"rsi_overbought_threshold\": [70],\n", - " \"rsi_oversold_threshold\": [30],\n", - " \"alignment_window_size\": [12, 24],\n", - " \"ema_time_frame\": [\"1h\", \"4h\", \"1d\"],\n", - " \"rsi_time_frame\": [\"1h\", \"4h\", \"1d\"],\n", + " 'ema_short_period': [20, 50, 75],\n", + " 'ema_long_period': [100, 150, 200],\n", + " 'rsi_period': [14],\n", + " 'rsi_overbought_threshold': [60, 70],\n", + " 'rsi_oversold_threshold': [30, 40],\n", + " 'ema_crossunder_result_column': ['ema_crossunder'],\n", + " 'ema_crossover_result_column': ['ema_crossover'],\n", + " 'rsi_result_column': ['rsi'],\n", + " 'ema_short_result_column': ['ema_short'],\n", + " 'ema_long_result_column': ['ema_long'],\n", + " 'ema_timeframe': ['1h', '4h', '1d'],\n", + " 'rsi_timeframe': ['1h', '4h', '1d'],\n", + " 'ema_cross_lookback_window': [5, 7, 10]\n", "}\n", "\n", + "# Generate all combinations\n", + "param_variants = [\n", + " dict(zip(params.keys(), values))\n", + " for values in product(*params.values())\n", + "]\n", + "\n", + "print(f\"Total combinations: {len(param_variants)}\")\n", + "print(\"Example variant:\", param_variants[0])\n", + "\n", "param_variants = [\n", " dict(zip(params.keys(), values)) for values in product(*params.values())\n", "]" @@ -80,7 +107,7 @@ }, { "cell_type": "markdown", - "id": "8f3bb4a3", + "id": "6", "metadata": {}, "source": [ "## Run vector backtest to evaluate the strategy" @@ -88,116846 +115,168 @@ }, { "cell_type": "code", - "execution_count": 4, - "id": "5c5fff46", + "execution_count": null, + "id": "7", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Running backtests for 72 parameter combinations...\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - " 0%| | 0/72 [00:00 39\u001b[0m backtest \u001b[38;5;241m=\u001b[39m \u001b[43mapp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun_vector_backtest\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 40\u001b[0m \u001b[43m \u001b[49m\u001b[43mstrategy\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstrategy\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 41\u001b[0m \u001b[43m \u001b[49m\u001b[43mbacktest_date_range\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mevaluation_date_range\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 42\u001b[0m \u001b[43m \u001b[49m\u001b[43minitial_amount\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m10000\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 43\u001b[0m \u001b[43m \u001b[49m\u001b[43mmetadata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m{\u001b[49m\n\u001b[1;32m 44\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mparams\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mparam_variant\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 45\u001b[0m \u001b[43m \u001b[49m\u001b[43m}\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 46\u001b[0m \u001b[43m \u001b[49m\u001b[43mrisk_free_rate\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrisk_free_rate\u001b[49m\n\u001b[1;32m 47\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 48\u001b[0m backtests\u001b[38;5;241m.\u001b[39mappend(backtest)\n", - "File \u001b[0;32m~/Projects/LogicFunds/investing-algorithm-framework/investing_algorithm_framework/app/app.py:943\u001b[0m, in \u001b[0;36mApp.run_vector_backtest\u001b[0;34m(self, backtest_date_range, initial_amount, strategy, snapshot_interval, metadata, risk_free_rate)\u001b[0m\n\u001b[1;32m 941\u001b[0m backtest_service \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcontainer\u001b[38;5;241m.\u001b[39mbacktest_service()\n\u001b[1;32m 942\u001b[0m backtest_service\u001b[38;5;241m.\u001b[39mvalidate_strategy_for_vector_backtest(strategy)\n\u001b[0;32m--> 943\u001b[0m backtest \u001b[38;5;241m=\u001b[39m \u001b[43mbacktest_service\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate_vector_backtest\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 944\u001b[0m \u001b[43m \u001b[49m\u001b[43mstrategy\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstrategy\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 945\u001b[0m \u001b[43m \u001b[49m\u001b[43mbacktest_date_range\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mbacktest_date_range\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 946\u001b[0m \u001b[43m \u001b[49m\u001b[43minitial_amount\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minitial_amount\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 947\u001b[0m \u001b[43m \u001b[49m\u001b[43mrisk_free_rate\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrisk_free_rate\u001b[49m\n\u001b[1;32m 948\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 949\u001b[0m backtest\u001b[38;5;241m.\u001b[39mmetadata \u001b[38;5;241m=\u001b[39m metadata \u001b[38;5;28;01mif\u001b[39;00m metadata \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;28;01melse\u001b[39;00m {}\n\u001b[1;32m 950\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m backtest\n", - "File \u001b[0;32m~/Projects/LogicFunds/investing-algorithm-framework/investing_algorithm_framework/services/backtesting/backtest_service.py:133\u001b[0m, in \u001b[0;36mBacktestService.create_vector_backtest\u001b[0;34m(self, strategy, backtest_date_range, initial_amount, position_size, risk_free_rate)\u001b[0m\n\u001b[1;32m 130\u001b[0m index \u001b[38;5;241m=\u001b[39m main_df\u001b[38;5;241m.\u001b[39mindex\n\u001b[1;32m 132\u001b[0m \u001b[38;5;66;03m# === Signal computation ===\u001b[39;00m\n\u001b[0;32m--> 133\u001b[0m buy_signal \u001b[38;5;241m=\u001b[39m \u001b[43mbuy_fn\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 134\u001b[0m sell_signal \u001b[38;5;241m=\u001b[39m sell_fn(data)\n\u001b[1;32m 136\u001b[0m \u001b[38;5;66;03m# Reindex to match main_df (avoid alignment issues)\u001b[39;00m\n", - "File \u001b[0;32m~/Projects/LogicFunds/investing-algorithm-framework/examples/tutorial/strategies/ema_crossover_v1/strategy.py:163\u001b[0m, in \u001b[0;36mEMACrossoverRSIStrategy.buy_signal_vectorized\u001b[0;34m(self, data)\u001b[0m\n\u001b[1;32m 161\u001b[0m ema_data_identifier \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mema_data\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 162\u001b[0m rsi_data_identifier \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mrsi_data\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m--> 163\u001b[0m ema_data \u001b[38;5;241m=\u001b[39m \u001b[43mdata\u001b[49m\u001b[43m[\u001b[49m\u001b[43mema_data_identifier\u001b[49m\u001b[43m]\u001b[49m\u001b[38;5;241m.\u001b[39mcopy()\n\u001b[1;32m 164\u001b[0m rsi_data \u001b[38;5;241m=\u001b[39m data[rsi_data_identifier]\u001b[38;5;241m.\u001b[39mcopy()\n\u001b[1;32m 165\u001b[0m ema_data \u001b[38;5;241m=\u001b[39m ema(\n\u001b[1;32m 166\u001b[0m ema_data,\n\u001b[1;32m 167\u001b[0m source_column\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mClose\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m 168\u001b[0m period\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mema_short_period,\n\u001b[1;32m 169\u001b[0m result_column\u001b[38;5;241m=\u001b[39m\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mema_short\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 170\u001b[0m )\n", - "\u001b[0;31mKeyError\u001b[0m: 'ema_data'" - ] - } - ], + "outputs": [], "source": [ - "from tqdm import tqdm\n", - "from investing_algorithm_framework import create_app, DataSource\n", + "from investing_algorithm_framework import create_app, \\\n", + " RESOURCE_DIRECTORY, TimeUnit\n", + "from investing_algorithm_framework.domain import tqdm\n", "\n", - "app = create_app()\n", - "backtests = []\n", - "print(f\"Running backtests for {len(param_variants)} parameter combinations...\")\n", + "# Create an application instance\n", + "app = create_app(config={RESOURCE_DIRECTORY: \"./resources\"})\n", + "strategies = []\n", "\n", - "for param_variant in tqdm(param_variants):\n", - " strategy = EMACrossoverRSIStrategy(\n", - " time_unit=\"hour\",\n", - " interval=2,\n", - " symbols=[\"BTC/EUR\"],\n", - " data_sources=[\n", - " DataSource(\n", - " symbol=\"BTC/EUR\",\n", - " time_frame=param_variant[\"ema_time_frame\"],\n", - " data_type=\"OHLCV\",\n", - " market=market,\n", - " pandas=True\n", - " ),\n", - " DataSource(\n", - " symbol=\"BTC/EUR\",\n", - " time_frame=param_variant[\"rsi_time_frame\"],\n", - " data_type=\"OHLCV\",\n", - " market=market,\n", - " pandas=True\n", - " )\n", - " ],\n", + "for variant in tqdm(\n", + " param_variants, desc=\"Initializing strategies\", colour=\"green\"\n", + "):\n", + " strategy = EMACrossoverRSIFFilterStrategy(\n", + " time_unit=TimeUnit.HOUR,\n", " market=market,\n", - " ema_short_period=param_variant[\"ema_short_period\"],\n", - " ema_long_period=param_variant[\"ema_long_period\"],\n", - " rsi_period=param_variant[\"rsi_period\"],\n", - " rsi_oversold_threshold=param_variant[\"rsi_oversold_threshold\"],\n", - " rsi_overbought_threshold=param_variant[\"rsi_overbought_threshold\"],\n", - " alignment_window_size=param_variant[\"alignment_window_size\"],\n", - " ema_time_frame=param_variant[\"ema_time_frame\"],\n", - " rsi_time_frame=param_variant[\"rsi_time_frame\"],\n", - " )\n", - " backtest = app.run_vector_backtest(\n", - " strategy=strategy,\n", - " backtest_date_range=evaluation_date_range,\n", - " initial_amount=10000,\n", + " interval=2,\n", + " **variant,\n", " metadata={\n", - " \"params\": param_variant,\n", - " },\n", - " risk_free_rate=risk_free_rate\n", + " \"params\": variant\n", + " }\n", " )\n", - " backtests.append(backtest)\n" + " strategies.append(strategy)\n", + "\n", + "backtests = app.run_vector_backtests(\n", + " backtest_date_range=evaluation_date_range,\n", + " initial_amount=1000,\n", + " strategies=strategies,\n", + " risk_free_rate=0.027,\n", + ")" ] }, { "cell_type": "markdown", - "id": "7adf33b4", + "id": "8", "metadata": {}, "source": [ - "## Rank the vector backtests" + "## Rank the results" ] }, { "cell_type": "code", - "execution_count": 5, - "id": "403e20fb", + "execution_count": null, + "id": "9", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Backtest 1:\n", - " meta_data: {'params': {'ema_short_period': 75, 'ema_long_period': 100, 'rsi_period': 14, 'rsi_overbought_threshold': 70, 'rsi_oversold_threshold': 30, 'alignment_window_size': 12, 'ema_time_frame': '1d', 'rsi_time_frame': '4h'}}\n", - " Name: vector_backtest\n", - " Final value: 32035.44\n", - " Total Return: 22035.44 (220.35%)\n", - " Sharpe Ratio: 1.58\n", - " Sortino Ratio: 2.02\n", - " Max Drawdown: 30.17%\n", - " Win Rate: 50.0%\n", - " Profit Factor: 33.45\n" - ] - }, - { - "data": { - "application/vnd.plotly.v1+json": { - "config": { - "plotlyServerURL": "https://plot.ly" - }, - "data": [ - { - "hovertemplate": "Equity
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/gtwX/dTn8j9EdNf5HabyP/tIA+WAz/I/pmh4xEzS8j8bPct7jKzyP7EdL9Dj+PI/cxvtw1f+8j/il381+w7zP06in4KNFfM/b5ZnGZny8j8vbv8AsvTyPy9u/wCy9PI/m3gfTkT78j/0A1YlkgfzP17CKVpuB/M/7h9x3G/z8j+dsVjgTADzP3H1xrf8+vI/3zggl5cG8z9Ivro5awHzPzCUJQ0N+PI/VUas4N/l8j/W4sgpZOjyP/uBPHeJ1PI/EDpff9bT8j/lo/Ni4dHyPyxwaNkaoPI/Fn8MP8Wb8j+1KaP9ybvyP6R99CJjf/I/JUA3eEKF8j8/Jb45crfxP6DgJXKY3vE/w0ZgLbXF8T+35JSSm+TxP/odp1jHOPI/llbL8rpO8j/sh9irA+byP3n/0Qx6EvM/F/gdvJ3k8j8BB8IhSODyP43fg/mKwPI/Vwg9znhN8j+H0EIkrxXyP7up8icqNPI/8xo7XBFg8j9B8bonyEXyP6772nRaTPI/n5t4sqkW8j88IOlkUzPyP0fVn3DqWfI//R2nWMc48j//afNwfT/yPwCQGX3YQvI/CQyX9mZk8j/fm1HmzGXyP5vIPRfMWPI/WS5j2tNQ8j9H1Z9w6lnyP1fPAzxwSPI/xkuWrRNZ8j+UN0Q/J4ryP4yTN+HUufI/FiCtoGGT8j9GYcRzcKTyP8NlSIyImfI/9j74jwO48j9kglFvnsPyP4pH68ges/I/HmPxh+ev8j/YMH4ag5ryPyqyqZxTj/I/uenKEvp38j/QAE25qn/yP2QECnJn5/E/pPHPH9008j984Omtpj7yP5PkWM6pRPI/2RbMOw5a8j9e/cvE37fyP4wFqgXmw/I/srcw2bix8j+JbRHVebbyP7PwaWvBtvI/Ox6AjOqH8j9H+Vyk3LHyP5z/DdFrsvI/B+QHEqO18j/PxapOOc/yPwJ5NEZZ6vI/JDJacvMW8z/UcFYFU97yP5L8odS12fI/1amPl1vj8j8WCzFCS+byP/tuKfHb0vI/KFHhJYfb8j/BKqYhF+nyP1QghtSE4vI/03BWBVPe8j+qOUqHweTyP+bcLPXp1vI/8ivlCVa28j+xykNfZrPyP7LwaWvBtvI/wsSnKuyh8j9rhb1rVJzyP4yMmIgNe/I/24g+YB9k8j8ytRWZCWjyPyiyqZxTj/I/OuVG+uGC8j99kjS9h4zyP+vVjZwimPI/sGvkwAKr8j/wMoRiHfXyP8+McbwwyvI/PuPdIXnX8j/xH3Hcb/PyP92NdOB99/I/1Dcdc0rZ8j9/RH/MaNryPypR4SWH2/I/sKu8q9Lu8j+U/KHUtdnyP51S+UHp9/I/VK4TsHPY8j8xW+x6BPPyP+/TJMS57PI/uBQnn7MO8z8rKVJBwyzzP/nu2cZ7WvM/JZhYaR5e8z/EL9yhdXzzP382osYZbPM/7GboHwd28z/VdYyFsXHzP2vd3lwwdfM/rp3fpYOA8z8uoPrlMsrzPxshEXDuz/M/F3ZludTA8z+G3+Skys/zPxxaSgL31PM/JdbHe4X28z8duamgWt3zPwBdejq7DfQ/Ry4lMVNv9D+8B65o8dz0P2usqPJ76/Q/vPSa4kPb9D99a2pTkCn1PxKag5gGKPU/odGkDq0Q9T9G+iEfqf30Pwuji8k2EvU/YCJOc55b9T8ITpgrkDD2P2eqoMVST/Y/WYN3laoe9j/CGyW+Kxv2P3VFpfJ0NfY/nnyxcAYv9j9nl40/pU32PzUKKlTgNfY/5iCXAnxO9j93txcXhj/2P50DoPMt5vU/Q95nEwsh9j+wXGNdF931Px+gvDyy6PU/eT4Gmq329T8dVHAk/OH1P9kMgViBH/Y/ixDbgG829j+o+C7qlFD2P4fxU83bcfY/mkoXN8Vo9j8IjnAWYHT2Pyb9sgKtRfY/2CYzN/Zf9j/Ue4eA3FD2P+DKP5VIMPY/0fYB1h1F9j8UtwIfcVD2Pzf3Fs4yNPY/qNII3jlN9j86j6/+nkH2P45JFBN4O/Y/lw4R/cZ79T9np9MdXWf1P5lHSo/PgPU/hk9PnLI99T+bAjwkoan0P1kHmXDc7fQ/1YQuBs0r9T/H6SnZqkX1PyDpO61yB/U/BCcOUKjw9D97R60fntH0PzD2sv6l9/Q/RQ+efb+q9D9Qni59+830PyKpY8Kiw/Q/2Am0sIs39T8qBPGvNHX1PwRlfWIPifU/ELQ1d3to9T8aVtn8ZI31P/XJeDXtovU/jnjhpMMZ9T9n8x82E271P47e35vuYPU/cL1SoMBB9T9YptD5Dzr1P94TvwUJT/U/cERBI+j49D/7XNvl+hz1P3Xv7NkBCPU/L0mebyM99T+ApKPlmC71P9pC7UKUPPU/DkLDUmpe9T/Fnd3A9D71P2wSp+mmMvU/FebPsLwu9T/IvGR0iAP1P/WLCSOGCvU/W4weG5v59D/6SchfTRv1P1+rpc4uvvQ/PN9sHOeP9D+8VWNZEI/0P+fYu+9Xj/Q/WKGaebGm9D+9GsHunt70P8qU1Y/EVPU/F+Rm2FOD9T9CVKzo7YH1P1SaXMwpd/U/fAwLtSwh9T95h4UKbhX1P2BK3VdiCvU/uzRzzRMf9T9NkFF3rF/1P7maccQ+ZvU/CJxNHK/i9T+X5oEYA831P+qN06YuxfU//zLjKM7C9T9v1ZumzNb1P/Kq8YFZ3vU/bXY8CGnO9T/OuJLDtqz1PywVm115y/U/W1ayMIjc9T92ZpV+caX1P5EVsFWOuvU/D0BaegGz9T/jg8hRsa31P9mTb9uo1vU/NQX004Gi9T9NHHZ6Mqr1P/ko2NNQq/U/K8lORcPE9T+ozdJd27n1Pz41JTVavfU/gi5fELbN9T87w7IQSbP1P9EX8mEatfU/E5+5GGW79T/RBN/bbLP1P9F4utjmaPU/bIu4Zn979T+DjyeHgoH1P0Ebc1blfPU/ocPHCF6i9T/x+KZyeJD1PzXy4E3UoPU/WWsuj56J9T9XptD5Dzr1P6gU6fUyLfU/mu2/xYr89D+k8CvCQNX0P0mSuk8VC/U/v59GmV3q9D9HRm43XwT1P26qPxoTQPU/Eq2WHrQp9T8ZyrT53kL1PzfYLm9fYPU/CgmKwGFZ9T/oT2SUxyz1PxPTvCoPLfU/6LAsC5Tg9D817arNdQ31Px7pO61yB/U/zHojsU8U9T998ljWt+D0Pzww77T7KfU/GCt9cKv29D/p/HgjSuf0PygSzrWD4/Q/N9P47gDN9D8NY7PeZs70Pzn5Hvtb0PQ/iJT8W6EF9T+HW8PJmAD1P0EWPdaG6fQ/LF4azjnq9D85cjB4NBn1P3nAvpx2GvU/i/Nb+gQO9T+6Dk3BuBv1P0cNNaVW//Q/SlmBvQwG9T94dHKEwBP1P39+fdk9K/U/h9TURnFJ9T8dtTibyJX1PwicTRyv4vU/db62b01+9j+OIYUutIz2P9L0mP20mfY//D64AfSU9j8jPYvtfIn2P4uJ7P1Hf/Y/Jq/9EY6T9j/eMD6Mc3f2Px5ng6qp4/U/1CicD18L9j8mHqOOqbX1P0clfqtilPU/82oZl4ma9T8pFwQ24nb1P3PhD9SymfU/JqrHkS8A9j86PMSNIfz1P5eFuaE2GfY/l/mUnrDO9T/6E1x1Ov71P8RncdbhIfY/Dy1H9FOx9T+wIyrLDtj1Pxj8r95fGPY//DmCgZUB9j+yb3bjxN71P54DoPMt5vU/5Vs5be3+9T986bFQxwX2P0AgqdZDEPY/pQ2rSKv99T+q3nwLIBD2P9kMgViBH/Y/7sSjYM4e9j85j6/+nkH2P8998FhF/PU/AH8vQYTJ9T+nfx1tvAf2P6b4LuqUUPY/7VDIY1Rp9j+Nst+xmGr3PznlZxcSb/c/tvz+tddl9z+JGkeBLF33P/FmqJH3Uvc/PGrtwdB69z+8zdB4THj3P7PrVAiTD/c/iY4ifqYS9z99s0VmtOj2P1wNM8DHvfY/GWBF/SG09j8pTMzCWDT3P5i1S65OQ/c/katAWdEr9z9Eb8KW7/72Pw9iD4HKbvc/XnHI3olZ9z9sDM0LrD/3PwoFGbvPEfc/FS6rw+Dt9j8VLqvD4O32PxUuq8Pg7fY/W7ywJ7Mj9j8jrDBqmKv1P2SBrRECZPU/HSkUmEJL9T8djxKPbZL1P153oryETPU/XwPHvwqX9T9nuuajCmn1P1HvsBUQaPU/NRpwMphP9T+W1ddqvnb1P9AsbsAwYvU/Uyjqpxht9T+J5+fMHkv1P/zQtuJ00vQ/bkvge6839T9girVCMk71P4szNOXUUfU/u+gmtV0Y9T/AH/du/XH1P5rOOBL3N/U/7NuIl0139T9RyYoJtWT1P2/qFwXjg/U/vDmpTXKy9T8QGjRupq/1PySZHeTqqfU/sITyQduL9T/SsfNq7231PyelkRHRbPU/jt7fm+5g9T9lga0RAmT1PxQmqJuMcvU/4Ez4lxFU9T+WISSDdH31P6ARffl8VPU/EgCCjzFv9T9AdwVNU530P0oGlkyPwPQ/aa4Ry+SW9D+yUvdcWrb0P3gOdI2VzPQ/+R5s05OE9D8v4594+PX0P6l1sWz/4PQ/Ew5flYDd9D/pwz+RQeL0P5FLHECh1/Q/kUscQKHX9D/+VTyNM970P6qb13ha5PQ/U28AQHDg9D/nigb/ON30P//awTfy6fQ/0gsdifTi9D9U4XJkger0P85zhFiI1fQ/1MtEniSf9D96B9U0zo30P3QQ3WX+d/Q/XQxuRftx9D+mmArRZPzzP1uVxaCL1PM/lYuTfzEM9D+fjv975+TzPywBw1z/ffM/1nMjrUjG8z89ml6xuLjzP5fX35fnEvQ/9s3pOn/q8z9DHXuDDhn0Px+RGryWLvQ/w4BeOooW9D+lhfdKt/rzP8TfvdjtHvQ/rcg7Mj0X9D/b0BlzQyP0PzHq3SWAJfQ/V8KKBa4W9D+bu8TgCSf0P5lveMhTIPQ/BqC+IUEq9D9d36jg2C/0P4dUJHHRwfQ/d4DmsabW9D9lxlrR8Cv1P8cu15iZDfU/sonHFvoP9T8uaCUjtwH1P5uFWPb2CfU/c3RyhMAT9T925uSo0R31Pz3bmmsVOfU/VQUwmHNC9T8F9nY6tFf1P4kqLLSkZ/U/QHMznIFG9T9CRm43XwT1Pw2tlh60KfU/Q/i4RkBS9T8O07wqDy31PwOXF5xQT/U/wYhhYt6R9T9hbDGz67b1P5VF4bZm1fU/MaQrXbXu9T9vk1rjk+f1P56uS6pH9fU/wjqscb/f9T+dmzgkmvP1PwaVrsPno/U/H+Vp/KCw9T/5DL0cc7/1PyZjUE6YffU/1G1Jz03T9T9T0SyGydD1P3/bc584iPU/qayBJp869T+yKP+fLVz1P2vQZSZuQ/U/ePeOVhZ09T9LtA6rnrf1PxtN0cs0o/U/2LL2jjyb9T+woRAdBqX1PzFRQOw3qfU/P2VWljLY9T86p5dZa8f1P2nCiCAf1fU/lDLOMLnT9T87p5dZa8f1P4+HInqfxPU/U/dSkiTU9T+S+ZSesM71P/tYCTUpxvU/0fvWqjzJ9T+ggYZFJbP1Pz3g0OtzzPU/jRWwVY669T8uk4GvcJj1P4JzDNCklfU/BYKbPTqi9T+nxMosq8/1P+8cZKZq6PU/IPh8gk6y9T+OO9Zh6b31P7dy4t96t/U/pmVrjkfH9T8m3GHLcMb1P/tF9q57xPU/9KHpUCn09T+f1HG2ovj1P2v7wbIn2vU/C1NtAK+09T+OYfxtRMH1PybvdFEeyPU/LNNZmkDc9T/+MHpQZRf2PwNoSgoFcfY/CnJVX4KI9j804ppvHIf2P78gWz6KrvY/LN3Fmv0C9z9mIUlqwuz2P7w6DR3/7vY/WCV8xtNS9z8dqL9kBmT3P1qJEeWV7vc/anBiKm7b9z9hpi/AwAf4P/PWsd2fsfc/EjF4a9bV9z983DgaBdT3P68pxBr6p/c/f06rPhbe9z8bmuJet/X3P87DYpMAEPg/tjgF8NVS+D+G5NqWGUD4P2ORs2GqWvg/Xa3OGIhG+D/L3RRydVD4P+Phg5J4Vvg/tzgF8NVS+D9jkbNhqlr4P17A4Z41SPg/qnqnXk5R+T+rFKlnIwr5P3xMoxHtQfk/zZSVAbUx+T/XEBN7Q1P5P9cQE3tDU/k/XECSdNXP+D9t2S3Jjgr5P2+ei14dWvk/vXQLKtQ/+T+20P7LgW/5P59w/bQQSfo/4L6L2VJK+j9ggc4uMlD6P7xFPpiIYfo/kWEdi3St+j8oKjjZv2T6P9BjX5cAqPo/+4C5Nh1h+j99Q/yL/Gb6P+EK2PEIUfo/Mt/u5FaL+j8yZt1nfkL6Pyw0Qy49fPo/C44wiFBR+j9anenlDzz6P2r9S6jAcfo/DxO2Mg9d+j8NtFaUq1T6P8QihIjjNvo/0kR3OC3U+T+k29CAWhT6P8LpSvbaMfo/5nWrvVIc+j8tuzGxZDP6P7M7M0MLSvo/8RdPQzxB+j/HpwkzokL6P76RirA+aPo/0COHrDBk+j+IC8YdQY/6P7F7Cy7bjfo/q0vazAJz+j+cSteotUX6P7HJwB76P/o/7DNq+hkt+j8JVff1R0z6PxcdwYeMdPo/koINF3Ed+j+7DAUGgFz6P5L7HpRJZvo/3l8sO+9B+j9QwgzOHRL6PzuR2Ej4yfk/gsNLtlzf+T/9e4O2vs35P1krd8H+Mfo/YxvQNwcJ+j/+Grs/8hn6P+D5LUTE+vk/JyyhsSgQ+j94YYAbQ/75P++UMnHm4Pk/vgfPhSHJ+T+NemuaXLH5P4N3/52m2Pk/DQR1XTOy+T+99Lv/c8f5P5oog00smfk/cz3D51Cm+T+nFnPry8T5P5OEdu/ZyPk/kl5Q437F+T84ORgDXAD6P2TPgx9RAvo/ZPWpK6wF+j9T1R9UyxP6PyYGe6XNDPo/99d2WGz9+T9SnObBwg76PwFB4UtNHfo/Jc1BE8UH+j+ZaFs4/Nz5P6SR7UANufk/ZMGmGQKU+j8yEerJ12D7PwT2+AIkU/s/iAm+8Bfz+z9vMhQ1Ny/8P5bPHqrzb/w/NXq1aPiP/D9dUPlvvdX8P+s7zs2tt/w/Kj4Q2jmy/D+JxXQAtmf9P4zDCyhNvP0//6HK30m9/j89fubferT+Pwj9V83bbv8/Zi4E2+T2/j+RyaV3OIz/P93M6qcRtP8/gi6hSham/z+HrvB0dh7/P3cCQpoP4v4/HncLw8HV/j9UrxploPz+PyUNOxvFN/8/tASEppvc/j9Y+f2k7Vf/P58FSwb3af8/cjamV/li/z+o9aN8/0D/P3dVLQuNJ/8/C14gRKgi/z8BgdpTTU3/P9IssPqQOv8/zDW4K8Ek/z+wc4rO9g3/P3YvB/8xJP8/g0MdqSxT/z/FQ/bcT6L/P5C9MUpSyf8/HUg+MXb3/z8wt544+iQAQPtQRpvkbQBAOvK/MKS0AEDh35rWLvEAQIenT3BeKgFAJeYtIcUhAUCsYfkyDaUAQJfcVaZVyQBAi0cLkKbEAEAYiRslIqr+P9kFQlVRFQBAHop/9K7m/z+aKKK+C9AAQCwYyFoG6ABAwwYJtayiAEBKrTBTrrwAQBIp1ZgZjwBAo79VrSOAAEDXviu9+aEAQCzlSN9wxABA8VR59/XTAEBnqJdCgdgAQA8QCPz4qwBA1suELDTCAEBEIvGRfM8AQFfUWYNW7QBAsmVKcRfbAECK4IgCZy8BQLT3KIsQBwFAQU+29p4RAUArl5PuURIBQHUuIBGNEQFAdS4gEY0RAUAJJADE+goBQJ+eZSEnEAFAoml9zShBAUBcfZxhB1EBQNVCLdGjXwFAOgoJN7BJAUBJEcZxcFgBQKAKHi/FOAFA+oj7ltgkAUCB27MtSKsBQGINEqOX0QFALZpglkf6AUAg8gL66vMBQBe8F4Kf9wFA2XNDdNDXAUBlxRbJ6wACQFAN9MCeAQJAlgzosm3zAUCEk7hTnNoBQA+M5iDH3AFAT/rgOvH/AUCpBOOlijYCQEG4gZW/QAJAGocvLqEoAkDc3ZKpBVUCQCBrFHfDPAJApIy2agZLAkBkPihGxEkCQCl72eKzNQJAyWyGORDJAUBhYYGqKWUBQF30RAZ37gFAOLFjr78iAUAQs5DDNi4BQLa7od5K+QBAKxwZmRAeAUAwDVdRbVIBQA7gVShZcAFAU6YQiB9dAUBuQhjZjnABQGRt9dcPKAFARpL63SQuAUAI5CfZKscAQJ1TnZ+FVwBAoFE0xxysAEAM0C8RKWgAQB/7qX/bzgBAqTOwN9YUAUCAVUlBNUIBQBCzkMM2LgFAULuM5jUKAUBf1VynoxoBQCi9ufqsFQFAvJItuDLtAEApas6JL9AAQMAXs2Lx+ABAIc7kGrmMAED2vmeB60EAQC1hKbCPqv8/35qMawAaAEBF9EbrBTAAQOwgeJGcF/8/qoadVKQP/z+vSZIRyrP/P7hWJ340AABAzjRwktwCAEBlgYz00XcAQAmJGXnR9ABA6MKa3fynAEBxj+iHWcUAQChEqH3UzABALvUNS2G9AECrgIDmoGkAQGWUn3p/eQBAu/P1Lv+gAECgsJNlgLQAQH1FIyoFOgBATfH40EgnAEBk9WfxSy0AQA22fTK0JwBA0xhV2/4WAEDxbGFSwlkAQLygCr6BWwBABUXwT/d6AEDgTNd64WcAQK+fB5o0LgBADxXd0BcwAECaZrAlM1kAQEgYBB/4hwBAGApsx36aAEClTuasX6MAQJSnbVJX+gBAbIN0WnMCAUBYq+VcPuEAQDdeeD5C3QBAVr10TNeUAUAMxR+zz+EBQMzqbIsHlgFA7VdGn+u7AUBO80HiKcEBQFBSoYCNyQFAVcrNuxG1AUAb5xJjGX8BQNCCBbxzowFAjRuq+hC/AUBgBnNK0JIBQDXJrLXLtwFAEZG79eVgAUBXfZxhB1EBQN0wHW9DiwFAeSOvB/R7AUBxnw6fic0BQAuyDC0i4AFAC+WLqLcDAkAE24BTOuwBQCPJjtPS5wFAqQP+YzbZAUAexT2VyLEBQMRGYC21xQFAkToxrqSDAUBRHyIF+KUBQCoOPJPBrwFAvgMcRi+pAUB+27MtSKsBQDDyINzjwwFAQjjRvx+5AUCAOhPMq7MBQPGpTM4UpAFArNB+6KC1AUBSeMeM6MwBQF4NEqOX0QFA36ku7BvUAUB0Me24gvkBQNlRbqZ/CgJAV0mZT13fAUA8Z//8qqYBQJlEPAMimwFAvYoKyVZgAUCjwLl8sLwBQENL5EXNugFA5LBsmaMDAUAzrRJxtewAQHXO2zDVqwBAchbXCoF8AECdJVSkTscAQFyRM37JoABA6i5T65rQAEAgIdCLNtIAQDFBWmMXxABAknCdmLegAEDQct+kQ5sAQOicdNGhpABAQeIYp6yLAECSg7AeZaIAQM0z7PvHtABAb6maZs4FAUDXlDMAzUcBQIKhlVnrSAFAYkfPy7QkAUB5vxnpMeAAQHF81QGswwBAUk1rAC82AUCY87lqDQEBQPQWiXLHGgFAND/xiq4YAUBu3BniYykBQJ3XnrMvFQFABWqSxT0wAUDntL3XrTkBQBFrlemKXQFApbkaJOl9AUDF4GE2in4BQFo1oYdbgAFARra3EReGAUBS8lyg1WMBQM4pYDSDfAFARZCRBbyCAUBxxTSr5NABQGYVtB+sPQJAtz06GowLAkCMlLt36QcCQOqXHoq7/wFAJALIZdvsAUBqqBbQubcBQGZWEKGQzwFAFSlUJlJuAUBx4Gogbl8BQOlGnPGmZQFAIEwsGPBoAUAj0bHCrnQBQIeYjSi7XgFAjsi+iZN5AUDyOyvoDdABQHtBsiRz8gFAqlyj6yYAAkCoEFfTcPkBQOWm4NFeywFAR1XvmkrSAUAPSqVdju0BQHLYRzGS0gFAxQu+wkMVAkCPGUEiqBMCQFXCqsw1KAJABbsUXlLKAUAnXPGD4GEBQJ/oSGF0awFAEqTOe5NiAUCoUbNUVYsBQFwoSBghYAFAV8MuY0p2AUCLHpdpjrgAQHVATlXmtQBAmqxCJ3Z+AED4gVw+EeYAQBc960IUvgBAIZn8xrq9AEBzGihJi7IAQJhFwJk26QBAo25SokfFAEAA2LOrRAQBQK394qGD6ABAInmQ0dKbAEABsxE2/k4AQI7RZQ+EVABAHONgec85AECxVwzAiF0AQNpIhjzXMQBAhUu/JUG//z+XiIXzgyYAQCCueCXRagBA9T0zFTdsAEAq1wou4kYAQDzqO5aIGABAM5iYvu/0/j8IoWQrLj//PxJDCLEXZP8/P57RYpu1/z+1HzmpXUr/P4Gw9vVOBQBA6q6iFftIAEC5euSxJlgAQKysYAlvTgBARjZqkwfD/z8UctOWEo0AQFKUgZiGqQBAnh61S4eIAEAcSV9w+oAAQCirKgsUYgBACxx8Kd9uAEDCqhUT/3IAQEaGJQX/WwBAWrdZiiSkAEDxRNJt/qoAQAgjG4KmrQBAQYcKR1O5AEC4xxUMMbwAQI+jHBRNxABAtnvJ83q1AEChfRTq6pAAQGg5kRompwBA1q9pdVbWAECHs8OdRO0AQKjtHTaT7wBAqRNEQu7yAEB0Z1mjlRYBQPiI+5bYJAFAnItSm3kOAUDyS3HGxekAQEdSIvNU6gBAtaiOWJ33AECg8GtQUPgAQKkTRELu8gBAFkSKm9v8AEDuMqQppQYBQFjLUVImAwFACKRP7lqDAEAlAH9U+lIAQOJy/YY8awBAAXQejYJoAEAFxiS8q1AAQOIsa4X5RQBAUan99pxWAEDbwZe5r3oAQJfug+qubQBANUB1IcNmAEBowH+dTV4AQFQbcBuuYABAygLWWJs8AEAsxPenNEUAQBhFDjLwSgBAdzsY1YciAEDp44pp+RcAQDyL3PckEABAtAQhTwsYAEBbrGnzUi8AQMjJnMaSNwBAfD9pE5JYAEDwIBU6DFMAQPImz1B/NABAnllXtvg4AEBsEobMdkYAQDWhPZiPGgBAnykIOunB/z94PkjUDc//Pwecj1YPu/8/KNO579cQAECwWXWY8QgAQFY0PbjOQwBASWa5Dxc6AEBVyISqMBsAQMeBBER3K/8/6WK5VNUG/z8HlIwuuz/+PxYyXgPTDf8/MEJBUbzW/j8whopBHmL9PwK+hOvnmf0/GaqqBd8K/T+zcFx7wRb9PwsU3FgbuP0/P8Iv0Nw//T8ezmc50WL9P4bmxTfy5v0/IIXoyBBE/j8KlIwuuz/+P34ck81EE/4/gRoq9dtn/j8CGA+1LB7+Py0N2m+FKP4/7tvK0a1P/z+pSI/tfIb/P/Oev47T8/8/lnvwhhna/z9MF+Pfc/7/P5f9RTJSOQBAEZBXJlkkAECNoTSuqzkAQJfqMqykNwBA4AL0OpQMAED17ZW+di8AQNYSm8SLNQBASk3scvZWAEAL3/FYzDMAQG/GObTAPwBAwUdlNpE0AECDnsix9WAAQNF0SH2sRgBA23e0eWIfAEDfybqoiwcAQF4tnl8HBQBANeN+W8gJAEA+OdbI+ycAQJoDAEnFGgBA6lhLqMcqAED/t8goJAMAQM+iVXuzqv8/5jLpnjz7/z/4xk5zl6L/P4u8LiYFnP8/96AoZzyf/z/eiabAi5f/PxAS1CvyG/8/dZ4NJ41V/z9T0tR0RSf/P2K5JbodFP8/ASkaDrGD/z8hcM0VOqb/P84uen459f8/tLiYOSXl/z+P4OtZ9/P/PzbjflvICQBAQBMTFDHp/j94Hl1R7c3+P9PizLpD3/4/5RVqGNLS/j+IRYaBlf7+P3kxcNeaz/4/OBCnF3sQ/z/MPsBc8Q7/P5OUPpYB3v4/LYEWGD/t/j/+ZSVRi9/+P7QUKzCTBf8/fUIahd8l/z9od+T25CT/Pxbjpe5mLv8/ysxNOOAE/z908fiXCpv/P5Re0qvuwP8/cjHRgtre/z95YQLksvn/Py6X9kXi1v8/iZYIGqqY/z/3rJyUImL/P2+6KN5qQf8/6Uw60nEs/z+55fzyBxj/P+JoVYlPGP8/gnJL5rdA/z/i9HmM1WL/P+lK0fkIgf8/0DsP66NBAEAPynX6tYYAQIUKgb+TiQBAAfzxUf58AECGMKfL7owAQHmotSR6qABAwHQqm7N2AEA2grbk+1UAQLYe0y2AWABAU6ND4Cl1AEAtESkCP6kAQDhtOoblqABAHV1XOPzfAEBPtzuoK9QAQJlOyMpm0wBAYjYlHnDOAECBN0YktssAQCfMe0JQ4QBASQyQ8RHFAEBrfyMcacwAQCDolvktzQBAhPUEYX3cAECcH5qN2+UAQNxaFSxw5QBAP9akecbIAEBEG1I5tZAAQP4ucc2ToABA74BZGsS4AEByfNUBrMMAQHYngbjF0gBAXlaRE1jwAEDP8CaiencBQPTCGWs1hwFA2bI2HUy+AUAz/pQJyoYBQCa8NWSYxwFAHyYGDJVlAUAZQiHDclEBQB9/q5OFjAFA88IZazWHAUBQs2n3WX0BQKJUAW8SlAFAeCpOYLu6AUCA4W1Eu4wBQILnJ1subgFAeyOvB/R7AUC3+RDxsZEBQBrORcb4mwFAJEWNvygqAUB2gCZAtvkAQCV+xlExLwFADo1qt9sqAUDe8q1c3PIAQCGNiJnU+gBAExLwYZo2AUBirc3C32sBQFcLKj32RgFA8NHbsthSAUDQvacm5VMBQGwJ30aGawFAXihIGCFgAUDCIqP5wm0BQE9UCln2dAFAS7xxKIpnAUAaiLPEtXYBQEFzcyqRaQFABrAkx4BVAUDdZQXDQVoBQIBCNruHQAFAsalzmvFUAUDsOUOCbEUBQAZ9pUvrMQFA/mS98B6sAUD+2JjtmGEBQC0HnTr6cAFAMxnLflMVAUAtItOvg/8AQO4//ZjfJgFAo5Vd8PYlAUAnkdnX3jABQOdVXjlKMQFAZLOH2VJNAUDoWxhQvRIBQCU4NFDuCQFAboN0WnMCAUCNcYLaC/4AQB90u/yzFwFAkXXTGBY0AUCRQlSdgBABQB+t9I68HAFAX0EVtUFDAUCWbMvn5UkBQByUJ/KbOQFAwe8jfi1KAUAP2bbPkTEBQBpI29nlMgFAm2vmpZHsAEDM+EmRVgQBQNYuNQmiAAFAzjGDI18JAUCYPwaDwwcBQA6AEUihCgFAZIbCdDALAUAlcW3i9g4BQI8vQRfTDgFA+gAo0lwQAUCPL0EX0w4BQANXfz+QLgFAAfgfoSwmAUAFSibQVQ4BQJAvQRfTDgFAUU1rAC82AUCwz5mmTFgBQF07W57OYQFAgiBh7TZzAUBvgQuCClcBQJwdMbVyOgFA40+kItdPAUAt1B2/ZE0BQIU5LopXVgFAvhYvzNyqAUAFPEnKBqABQB1m3vZkqQFAhNKr/BfBAUBMx2G/W9wBQIhqRC2EzgFA6UvScQX5AUBNAJtRZOEBQNRgMO4i1gFAJ/Vu9qDMAUAdrHD4p84BQMIagArn4AFAjTsW8PjgAUAo1QIBuaoBQMP6ExX/vgFAEBcm4vjJAUDo3xlkZ9ABQEdPNYTX8AFAh4qwImzwAUAJjk/5L4gBQCG45CWOkQFArdY4/xOXAUC7pLyny6ABQKJB7uhkkgFAuTJKg7qWAUCaMSl9dJkBQDdwBy7bkAFAy3j6ZvaLAUCWv7ZYY48BQC06HLaPlAFA+ab+s1ebAUBSRUgRU6kBQGgjkSX7qwFAVJGUKQmwAUDitaIZApcBQHEgQws+owFAfegMnYLLAUARmFpOrZ8BQNzLA7psoQFAM3/JdX5cAUBjR8/LtCQBQPqOta1LBgFAbj3iWDDdAED61EevjisBQA1BHp8lJAFAONeJuxomAUAD+B+hLCYBQLKcGiu3NAFAeNGo2MqTAUAp0MyAWhcBQF8I3CI5PgFAR5i09JcPAUB2s6W7Sx0BQK8XlYD4KAFAxWm5kRrhAECUNfstRvAAQGLuKUTE/QBAdoAmQLb5AECSQlSdgBABQFV5SyP9GgFAU/p/j7HwAEB4ZnRhQbkAQHisBmOE3gBAJivb4LPpAEA4Xng+Qt0AQHL7oJX37QBAh7PDnUTtAEAtAme6m90AQA8nbMCw4wBAROCvzkPgAEDRERcud+cAQCzWhpfN+ABAhnTQ9MgGAUDY4ujw6/kAQOawbJmjAwFAc5xB95PlAECmL1/5y94AQHSP6IdZxQBAn9/BoguiAEBCe5YZbfYAQPRehExz6wBADjYuCFSvAECm/N99NrsAQEslXY4yqABAcaRk5m9yAEAX4PR8GWEAQDBjLzFokQBAVoFuEtmnAECepogQA50AQNpcfgTZkABA3+e9xQp+AEBUAqN+jX0AQLawsUd5hABAZVWs0QOTAECzt1CgQMMAQNroogdf2wBAwkX8XSiJAEAa0TI1dpUAQMJYD+TVigBAPNgNUi90AECZ23BkAWwAQCWhH7aWSgBARI8tNi9GAECi/khWn2YAQEBjTRNhYQBATkTkQcZsAEBHbVho3ngAQHihFsyyaQBATQurr71nAECMMxPIpGUAQMtIaFreYQBAGWV6J9hsAEBk/AZKE2wAQA7QLxEpaABAv433N9RZAEDWflPSKV4AQJAZYekvJQBAfqAxil4MAECnwaBqVc//P3mheSNDLv8/viGigcb1/j/aP2LV/iz+P6jdWnbzq/4/419NWB8u/z9MkvyJdeP+P4+4+8nzNf8/qroBEo6Q/z8vAsoRLKL/P9MqRyIoj/8/LcmQfyOd/z992End4of/P9vhZgYoYf8/SSXA5cJs/z+iEb8z3Sz/P7Ll/PIHGP8/Sr/B7pcl/z9s7MIXrAf/P+PRv3wwOP8/BWW/nG9h/z9VrbGMN1H/P/RENcWOb/8/PNYH0VaN/z/popE/pUr/P7VC87gCdf8/rtLpbFoW/z+hH5w5LJv+P+5IB3Zgxv4/5GvBhQXx/j+GdbfibRn/P/OS6rWtIf8/xzW4K8Ek/z+xMUkLvh7/PxdYhA8uEf8/aezCF6wH/z9/aUO1h1b/PyqJuJRTWf8/2lPZKjlr/z88NWdvupX/P76Dzscf5v8/4JqMawAaAECnNp2mUw4AQLdmsOz0zP8/xkrRMkcNAEBe/m8ifBcAQC0mh0Ue+v8/xkrRMkcNAEBPZpv0393/PyztTbMV9f8/CqgDhPV9/z+xHM2sp3H/P6NutfnXif8/zxL+Gxz6/j9z3BuOtN7+P6Fr6FHiof4/kQuGjzFs/j+CvjZTLjj+Pz+dbZMOef4/As8umSzw/T8yHiNyim/9P/cBL4eJNP0/RCuaw71f/T90kteiJ3T9P++kOMGO1/w/gDjsLaPg+z90CiSlM3H7P3RIk7eaCfw/C8gulSWi/D/TfAxtmXn8P2/IQ406kfw/PQKnD210/D8Iac/2wZn8P0+IL954rfw/ysyL4WDm/D8d2ttmtyX9P0HyYDG1Wv0/428yi5c4/T/M8rHtu+n8P2WmUN3w8/w/4QudbNWc/D+yab0i+tf8P2syFDU3L/w/EvWSTgjV+z8W8yl2nyn8P7EdcQpE0fw/kb50/K4Z/D9vHZjWIIL8P4vMsq09l/w/WxfA3bTQ/D9FX53VZ9H8PxQ4OOHNAP0/QAfdj8sH/T8jvsCv2Tn9P77Qvj1yTP0/RRiHPRBe/T+jE8dgBsn9Pznc4a5RgP0/niqsl4Uh/T/7+o8uwvX8Pxx7fMhTHf0/Fl5e7SgE/T+tUdXHLVL9P3/VG4qtkP0/tUOXFp/U/D8gYcrp3tz8P7MKXoSWz/w/zkBn3tqb/D9UrlXq07D8PxVgx8WRr/w/zx93Ut4r/T/NRwY3otr8P0GCV+UM/Pw/FLOyNg/1/D8k7e7sZCf9P8QJ+M96Uf0/j3Agt892/T/dWbMINF79P0ZYXyjgof0/k7oD9xzS/T/TlLYe5R3+Pywg7fUyKv4/FRx+1S8k/j+iQIzFKAv+P7HNs+z7gv4/NA4+PxJl/z8Q9E+cq4T/P2oGdfYgSP8/KjH4TreP/z8k/10Vdsn/P0pTpolpOABA6xYK5Y47AEB5jP3ELIH/PwVX4pYg8/8/xBg3+QVHAECniYgX0VMAQK+GOv0TSwBA0AYnl6VyAEDdjhg+GlcAQBDJkLhhKQBA8u2VvnYvAECuB29pyCAAQPUjRTmS//8/lMQMoEk0AEA7OdbI+ycAQF6safNSLwBAE6aaq4zS/z+Aw81+zNr/P/OU8DaGCABAxdKk98IhAEAJavUczvT/PyvmzHWFEgBAdmIjIzeDAEBjqJdCgdgAQGSIK02ZtgBArgyl6Sa0AEAjFHcc/LEAQJcINskjrgBAsspjJu7EAECXdO7WwdYAQAD6iHmV0QBAqwbr0rPSAECCiUxT37MAQPQerGGjpwBAcKJem/CUAECXqNlzioQAQFkCjmKcXABA74u6iMRqAEBl2TLPT48AQJCndGr3egBAb8Z94RySAECtlaL0h0oAQAqAKnXIdgBA+6uR7Pd8AEC5ZSbkmK4AQCsNoAq1nQBAIXvpMDOgAEC2sHA30uIAQHnmAZeSygBAB7pBpGDBAEBsxHq7i7oAQAI+vWQDrABA/snUAz26AECmX18GINkAQH4NK4Om6ABAuOnV8zk+AUAmjcQ93j8BQJJ6T8fWQAFA0ruchSoZAUCNu6zMshcBQBEHmU+0zQBAfns2F6Z/AEBT/h7PR4YAQKHae0ZLcQBAnMlgcqNfAEC6gUtu1kQAQMzYRNoDTQBAkv/SmsFTAEB9H+XOwUQAQOOIsM5zOgBAIk/vvsUZAEDoRVQZLzgAQL82Q/RaUgBAtydFJ/RRAECy3WKEnmMAQMCYIE77TwBAP1sO9lpeAEBAi78LekEAQBnvzoXrNgBA06CqEVD5/z/GbeT/Tt3/PwjleQPQxP8/IbA+2pU0AECnK4eDNWIAQD9Ad1lJfgBALTTR8vCKAEAqrCqHrnMAQOmervy/jQBAeU6DFaKeAECLjLtEXLIAQNaen383owBAMyHT1MWuAEC6jyw4dKIAQKPwzD5+rgBAitpCziWZAECMOE7hyuAAQCb2G0A2CQFAmUSRfhU7AUARfjvuaRMBQK92O9BXLgFAoJDRf0y2AEDqvD8QNdsAQK+ruRM0XAFAZtmWkfUnAUCIW/TjeAUBQFQD3rn4GgFAkP14FiqpAEBbW1p6knIAQFD5T5WnJwBAz2bpr0BGAECr5uzOUTsAQB3NrjkyTABAZiBLBn0GAECQfWyIvbj/P5v2YQ149P8/riZm8x7y/z8tjVcKe8T/P8i2FHYVCgBAy7zIxF0Z/z/yyS2GPnD/P0XkG1AIkf4/ysuq+Hhc/D9ymd4C5K/7P09QU/rp3vo/BDfq35+S/D9j31ddXw38P9Fd7I6XW/w/ZAd5Jb09/T8YeoVfaaL9PwzOcghnC/0/3285iimp/T8w1J2ihtz9P4h5k9utdv0/vr8F+Abq/T+IO3r/e/D9P4OpOGld8f0/miPX5J90/T+n4R9tTbz8P/CzQu+L8Pw/rxXC7hTs/T85OAn5Bfr9PxJJN9sx4P0/LovcjQi6/D9VRJko3rz8P1hZKE0ZqPs/OOMcWhHS+z+uOH7hrQb8P8pcxoroG/w/aZS8qTOH/D9/e/Mauhf8P+ZrEcGr//s/PaozqYsy/D+vXb7jKvj7PzOPXC327/s/xHa4VDwi/D8ULgwjWuT7PwW/XBdQ9fs/6nxwpoDj+z+RbRqYVs77PxkuOfOCEfw/2M3eiR9T/D9Gum0JUYn8P/xwdIomAv0/bn+IVosb/T94JCy9JQv9PydWv6izdvw/LmxEWaBN/D/gFdFYwuH8P3gfBZo6ufw/kbejzgPf/D9I05XU9sL8P8dT+ECR9vw/gAulTRaz/D8idelSsSn8P8LyqMQsSPw/52X+yCQZ/D933XHkXib8P3INr8vrBPw/I+Miy+rY/D8NyDgN2Rf9P7StLrDyLv0/4+v2LyJQ/T+Gycuz74f9P8QdTyV0LP0/Pkytfjag/D+IgboQ/9z9PzfNWZf5lP0/C+FQskxs/T+d9JSCgyz9PyOaZgt1N/0/MCRR9adi/T8BgXZ1faH8P9H2Fnn1Bf0/cQOAZFrj/D+GoPdAGdf8P6fYh1/X5/w/mq/gKjTG/D8qJmvSAb78P8EV12b2u/w/vzZqkEPN/D/2fB3l2LL8P+ZG4s/if/w/7BHywnaV/D/yHPg7vqj8P52lgniBPv0/O9zuVJAh/T+cJOAipUH9P/WL5VLiUv0/WvxFjuVQ/T9/FomexST9Py6PtOHz5fw/pY5GaFFR/D+84CgsyDP8P7wWSQ6PXfw/fuFtb4M5/T+MC4h3iO78Pz61+U9WLv0/1Cv0zvcC/T8dtnfvfs78P9xPGs0n9vw/PHXfhxH5/D98gvVh9gH8P5oz03oUN/w/eKSugC9z/D9zaGCPNDb8P6+ZKbMdEPw/Pz7PL35q/D/T1hqJE3v8P56zmEV+dPw/hW/3p49d/D/bNvAXICL8Pw6PTlnuSPw/FsLZXVsO/D/QCaOpsCf7P6MzvTtAA/s/zqE8F48j+z9exvViH+b6P0HpmeG4Cvs/F18KV0sE+z/tUuDEYPL6P23uQ0yt9/o/Tajnqjn9+j87xeuqch77PxbXHCUCHPs/+wxRzQD1+j9AY4bHr+z6P68YZ0HV5fo/oQTSNv7q+j/Rdbr5gh/7P4JSripY/fo/ny1ZM8sb+z/Jodm4wjD7P/tumYnOaPs/vvPUYdhb+z9WSZ4Bq2P7P1gYsmVQl/s/8fOUSKPn+z+zpLwwocj7P48YzLMy7vw/LOynDy3P/D8lJY+Db0j9P6AtQHOwh/w/e8P4aSD//D8BeXl50gb9P05SOtvR9/w/vWITK03v/D//eay42bf8P+EjN31rZ/w/0+wgWGgH/D8HPhcbMLr8P8VKu/vdqPw/T2IA60LN/D/5KWHhkrv8P4fDmDAVp/w/RZuYc5o7/T+1l4ssK+L8P0nlJBqOr/w/qrn3hDGg/D/uhBLLCrP8PxnrCvwZtfw/nw8twK2//D/nCQ/hwtD8PxAxwxBOxPw/qp5V2hD7/D+O6rLrZ//8P8SeAnCzHP0/4t01RY8c/T9zv1tQqvn8P4lCINI8kf0/Q6nlDytc/T/v/J51+oH9P4JrwrVVC/0/pLfEDngC/T/5YG7Q0g79P0akQQNdtvw/2DSQpsa2/D/+VFZJGbL8P015gfIHqfw/5RAFY3tU/T9knb/b2S39P22OjXk0df0/1N4TVDbm/T8ssVNfqNz9P7FFYddr7/0/7y3D8ZEv/T/QkBvZ9zf9P2qCZhQXR/0/gMSFJaiw/T9AczEMT7P9PyiTs6YY9v0/JuvkVCBW/j90Hr3WvVL+P0BkC0ZxSP4/eBRBZHgU/j/Qe/5QHX/+P2WyDqgwW/4/7mrkijZa/z8NTbCXNaj/P63+sgf8U/8/8OW/v2lw/z9ptzDwIyH/P6b6wjtTGv8/u5jW8JzW/j/SJOISvhD/P93oMTjlO/8/ImI1pZUZ/z9voNvqiBX/PzX/mMswBf8/WEQ2cDB//z9hR86t9SD/P2X658Ed1v4/tJjTfHGu/j/p6jcG9rb+P2ous2W+g/4/7KtK+1Rx/j8o5195hnb9PzJlJMPBgv0/OTgBwebJ/T/yFUHXxmr9P2m4v7prZv0/QSoAL5+2/T+Y/a3AZAD9PzC06d+yI/0/O+vIK+Oa/T92w9VSFKv9P7e9rhH1nv0/bD20qcSY/T9LCscLXiP9P5gmzE52Qf0/scA9hW3N/D/TwGUJEtb8P4dybnRl5/w/j8dehEY//T+j4/oAr+D8P3NPxP33Bf0/UhgdJAMx/T89NAvF6w79P1X5GF3lKP0/syoILaFE/D9cQLpBPjb8P7tkgZXU1/s/Dqs1inHs+z93dY+K7gP8P9aSoVkRPPw/GqGYG1Um/D+BaFr+qi/8P8nmcsdEGPw/dp0FbSUD/D+N1/tumf37Px1R3Tt6Gvw/q46uNt3y+z8FN2hPqyH8P4oKdMrHfvw/cYSaX+LO/D/c/K/Kz6v8PzBCE35t0vw/xz982H8z/T/uki9HpzX9PyRIzGcfC/0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"ticks": "" - } - }, - "scene": { - "xaxis": { - "backgroundcolor": "white", - "gridcolor": "#DFE8F3", - "gridwidth": 2, - "linecolor": "#EBF0F8", - "showbackground": true, - "ticks": "", - "zerolinecolor": "#EBF0F8" - }, - "yaxis": { - "backgroundcolor": "white", - "gridcolor": "#DFE8F3", - "gridwidth": 2, - "linecolor": "#EBF0F8", - "showbackground": true, - "ticks": "", - "zerolinecolor": "#EBF0F8" - }, - "zaxis": { - "backgroundcolor": "white", - "gridcolor": "#DFE8F3", - "gridwidth": 2, - "linecolor": "#EBF0F8", - "showbackground": true, - "ticks": "", - "zerolinecolor": "#EBF0F8" - } - }, - "shapedefaults": { - "line": { - "color": "#2a3f5f" - } - }, - "ternary": { - "aaxis": { - "gridcolor": "#DFE8F3", - "linecolor": "#A2B1C6", - "ticks": "" - }, - "baxis": { - "gridcolor": "#DFE8F3", - "linecolor": "#A2B1C6", - "ticks": "" - }, - "bgcolor": "white", - "caxis": { - "gridcolor": "#DFE8F3", - "linecolor": "#A2B1C6", - "ticks": "" - } - }, - "title": { - "x": 0.05 - }, - "xaxis": { - "automargin": true, - "gridcolor": "#EBF0F8", - "linecolor": "#EBF0F8", - "ticks": "", - "title": { - "standoff": 15 - }, - "zerolinecolor": "#EBF0F8", - "zerolinewidth": 2 - }, - "yaxis": { - "automargin": true, - "gridcolor": "#EBF0F8", - "linecolor": "#EBF0F8", - "ticks": "", - "title": { - "standoff": 15 - }, - "zerolinecolor": "#EBF0F8", - "zerolinewidth": 2 - } - } - }, - "title": { - "text": "Monthly Returns Heatmap (%)" - }, - "xaxis": { - "title": { - "text": "Month" - } - }, - "yaxis": { - "autorange": true, - "tickmode": "array", - "ticktext": [ - "2023", - "2024" - ], - "tickvals": [ - 2023, - 2024 - ], - "title": {} - } - } - } - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "from IPython.display import display\n", - "from investing_algorithm_framework import get_equity_curve_with_drawdown_chart, rank_results, \\\n", - "get_rolling_sharpe_ratio_chart, defaults_ranking_weights, \\\n", - "get_monthly_returns_heatmap_chart\n", + "from investing_algorithm_framework import rank_results\n", "\n", - "weights = defaults_ranking_weights.copy()\n", - "weights[\"win_rate\"] = 2.0 # Give more weight to strategies with higher win rates\n", + "ranked = rank_results(\n", + " backtests,\n", + " filter_fn={\n", + " \"number_of_trades\": lambda x: x > 1,\n", + " },\n", + " focus=evaluation_focuss\n", + ")\n", + "top_n = ranked[:top_n]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "10", + "metadata": {}, + "outputs": [], + "source": [ + "print(f\"Top {len(top_n)} results (focus on {evaluation_focuss.value}):\")\n", "\n", - "ranked_backtests = rank_results(backtests, weights=weights)\n", - "for i, backtest in enumerate(ranked_backtests[:5]):\n", - " print(f\"Backtest {i + 1}:\")\n", - " print(f\" meta_data: {backtest.metadata}\")\n", - " print(f\" Name: {backtest.backtest_results.name}\")\n", - " print(f\" Final value: {backtest.backtest_metrics.final_value:.2f}\")\n", - " print(f\" Total Return: {backtest.backtest_metrics.total_return:.2f} ({backtest.backtest_metrics.total_return_percentage:.2%})\")\n", - " print(f\" Sharpe Ratio: {backtest.backtest_metrics.sharpe_ratio:.2f}\")\n", - " print(f\" Sortino Ratio: {backtest.backtest_metrics.sortino_ratio:.2f}\")\n", - " print(f\" Max Drawdown: {backtest.backtest_metrics.max_drawdown:.2%}\")\n", - " print(f\" Win Rate: {backtest.backtest_metrics.win_rate}%\")\n", - " print(f\" Profit Factor: {backtest.backtest_metrics.profit_factor:.2f}\")\n", - " data = backtest.to_dict()\n", - " equity_drawdown_chart = get_equity_curve_with_drawdown_chart(\n", - " backtest.backtest_metrics.equity_curve,\n", - " backtest.backtest_metrics.drawdown_series\n", - " )\n", - " display(equity_drawdown_chart)\n", - " rolling_sharpe_ratio_fig = get_rolling_sharpe_ratio_chart(\n", - " backtest.backtest_metrics.rolling_sharpe_ratio\n", - " )\n", - " display(rolling_sharpe_ratio_fig)\n", - " monthly_returns_heatmap = get_monthly_returns_heatmap_chart(\n", - " backtest.backtest_metrics.monthly_returns\n", - " )\n", - " display(monthly_returns_heatmap)" + "for i, backtest in enumerate(top_n):\n", + " print(f\"Result: {i + 1}\")\n", + " print(f\" Total Net Gain: {backtest.backtest_metrics.total_net_gain} ({backtest.backtest_metrics.total_net_gain_percentage * 100:.2f}%)\")\n", + " print(f\" Win Rate: {backtest.backtest_metrics.win_rate * 100:.2f}%\")\n", + " print(f\" Number of Trades: {backtest.backtest_metrics.number_of_trades}\")\n" + ] + }, + { + "cell_type": "markdown", + "id": "11", + "metadata": {}, + "source": [ + "### Permutation tests" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "12", + "metadata": {}, + "outputs": [], + "source": [ + "from datetime import datetime, timezone\n", + "from investing_algorithm_framework import RESOURCE_DIRECTORY, create_app, BacktestDateRange\n", + "\n", + "evaluation_date_range = BacktestDateRange(\n", + " start_date=datetime(2022, 1, 1, tzinfo=timezone.utc),\n", + " end_date=datetime(2024, 12, 31, tzinfo=timezone.utc)\n", + ")\n", + "\n", + "params = top_n[0].metadata['params']\n", + "print(\"Best strategy params:\", params)\n", + "\n", + "# Create an application instance\n", + "app = create_app(config={RESOURCE_DIRECTORY: \"./resources\"})\n", + "\n", + "strategy = EMACrossoverRSIFFilterStrategy(\n", + " **params\n", + ")\n", + "permutation_test = app.run_permutation_test(\n", + " strategy=strategy,\n", + " backtest_date_range=evaluation_date_range,\n", + " number_of_permutations=50\n", + ")\n", + "permutated_datasets = permutation_test.ohlcv_permutated_datasets\n", + "original_datasets = permutation_test.ohlcv_original_datasets\n" ] }, { "cell_type": "code", - "execution_count": 10, - "id": "91ce244d", + "execution_count": null, + "id": "13", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import plotly.graph_objects as go\n", "\n", - "def line_chart(\n", + "def create_line_chart(\n", " data: pd.DataFrame,\n", - " column: str,\n", + " column,\n", + " color=\"blue\",\n", + " name=\"\"\n", "):\n", - " \"\"\"\n", - " Create a line chart for the specified column in the DataFrame.\n", - " \"\"\"\n", " return go.Scatter(\n", " x=data.index,\n", " y=data[column],\n", - " mode='lines',\n", - " name=column,\n", - " line=dict(color='blue')\n", - " )\n", - "\n", - "def entry_chart(\n", - " data: pd.DataFrame,\n", - " entry_column: str,\n", - "):\n", - " \"\"\"\n", - " Create a scatter chart for entry points in the DataFrame.\n", - " \"\"\"\n", - " entry_points = data[data[entry_column] == True]\n", - " return go.Scatter(\n", - " x=entry_points.index,\n", - " y=entry_points[\"Close\"],\n", - " mode=\"markers\",\n", - " name=\"Entry\",\n", - " marker=dict(symbol=\"triangle-up\", color=\"green\", size=10)\n", + " mode=\"lines\",\n", + " name=name,\n", + " line=dict(color=color)\n", " )\n", "\n", - "def exit_chart(\n", - " data: pd.DataFrame,\n", - " exit_column: str,\n", - "):\n", - " \"\"\"\n", - " Create a scatter chart for exit points in the DataFrame.\n", - " \"\"\"\n", - " exit_points = data[data[exit_column] == True]\n", - " return go.Scatter(\n", - " x=exit_points.index,\n", - " y=exit_points[\"Close\"],\n", - " mode=\"markers\",\n", - " name=\"Exit\",\n", - " marker=dict(symbol=\"triangle-down\", color=\"red\", size=10)\n", - " )\n", - "\n", - "\n", - "def crossover_crossunder_chart(\n", - " data,\n", - "):\n", - " \"\"\"\n", - " \"\"\"\n", - " crossover = data[data[\"crossover\"] == True]\n", - " crossunder = data[data[\"crossunder\"] == True]\n", + "fig = go.Figure()\n", + "datasets = permutated_datasets[\"BTC/EUR\"]\n", + "original_dataset = original_datasets[\"BTC/EUR\"]\n", "\n", - " scatter_crossover = go.Scatter(\n", - " x=crossover.index,\n", - " y=crossover[\"Close\"],\n", - " mode=\"markers\",\n", - " name=\"Crossover\",\n", - " marker=dict(symbol=\"triangle-up\", color=\"green\", size=10)\n", + "for permutated_dataset in datasets:\n", + " fig.add_trace(\n", + " create_line_chart(\n", + " permutated_dataset, \"Close\", color=\"lightgray\"\n", + " )\n", " )\n", "\n", - " scatter_crossunder = go.Scatter(\n", - " x=crossunder.index,\n", - " y=crossunder[\"Close\"],\n", - " mode=\"markers\",\n", - " name=\"Crossunder\",\n", - " marker=dict(symbol=\"triangle-down\", color=\"red\", size=10)\n", + "fig.add_trace(\n", + " create_line_chart(\n", + " original_dataset, \"Close\", color=\"blue\"\n", " )\n", - " return scatter_crossover, scatter_crossunder" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "a4c28017", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Buy signals count: 19\n", - "Sell signals count: 1\n" - ] - }, - { - "data": { - "application/vnd.plotly.v1+json": { - "config": { - "plotlyServerURL": "https://plot.ly" - }, - "data": [ - { - "line": { - "color": "blue" - }, - "mode": "lines", - "name": "Close", - "type": "scatter", - "x": [ - "2023-01-01T00:00:00+00:00", - 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identifier=\"ema_data\",\n", - " symbol=\"BTC/EUR\",\n", - " time_frame=param_variant[\"ema_time_frame\"],\n", - " data_type=\"OHLCV\",\n", - " market=market,\n", - " pandas=True\n", - " ),\n", - " DataSource(\n", - " identifier=\"rsi_data\",\n", - " symbol=\"BTC/EUR\",\n", - " time_frame=param_variant[\"rsi_time_frame\"],\n", - " data_type=\"OHLCV\",\n", - " market=market,\n", - " pandas=True\n", - " )\n", - " ],\n", - " market=market,\n", - " ema_short_period=param_variant[\"ema_short_period\"],\n", - " ema_long_period=param_variant[\"ema_long_period\"],\n", - " rsi_period=param_variant[\"rsi_period\"],\n", - " rsi_oversold_threshold=param_variant[\"rsi_oversold_threshold\"],\n", - " rsi_overbought_threshold=param_variant[\"rsi_overbought_threshold\"],\n", - " alignment_window_size=param_variant[\"alignment_window_size\"],\n", - " ema_time_frame=param_variant[\"ema_time_frame\"],\n", - " rsi_time_frame=param_variant[\"rsi_time_frame\"],\n", - ")\n", - "ema_data = download(\n", - " symbol=\"BTC/EUR\",\n", - " time_frame=param_variant[\"ema_time_frame\"],\n", - " data_type=\"OHLCV\",\n", - " market=market,\n", - " pandas=True,\n", - " start_date=evaluation_date_range.start_date,\n", - " end_date=evaluation_date_range.end_date\n", - ")\n", - "test_sample = ema_data.copy()\n", - "rsi_data = download(\n", - " symbol=\"BTC/EUR\",\n", - " time_frame=param_variant[\"rsi_time_frame\"],\n", - " data_type=\"OHLCV\",\n", - " market=market,\n", - " pandas=True,\n", - " start_date=evaluation_date_range.start_date,\n", - " end_date=evaluation_date_range.end_date\n", - ")\n", - "price_data = download(\n", - " symbol=\"BTC/EUR\",\n", - " time_frame=\"1d\",\n", - " data_type=\"OHLCV\",\n", - " market=market,\n", - " pandas=True,\n", - " start_date=evaluation_date_range.start_date,\n", - " end_date=evaluation_date_range.end_date\n", - ")\n", - "test_sample = ema(\n", - " test_sample,\n", - " source_column=\"Close\",\n", - " period=param_variant[\"ema_short_period\"],\n", - " result_column=\"ema_short\"\n", - ")\n", - "test_sample = ema(\n", - " test_sample,\n", - " source_column=\"Close\",\n", - " period=param_variant[\"ema_long_period\"],\n", - " result_column=\"ema_long\"\n", - ")\n", - "test_sample = crossover(\n", - " test_sample,\n", - " first_column=\"ema_short\",\n", - " second_column=\"ema_long\",\n", - " result_column=\"crossover\"\n", - ")\n", - "test_sample = crossunder(\n", - " test_sample,\n", - " first_column=\"ema_short\",\n", - " second_column=\"ema_long\",\n", - " result_column=\"crossunder\"\n", - ")\n", - "\n", - "data = {\"ema_data\": ema_data, \"rsi_data\": rsi_data}\n", - "buy_signals_vectorized = strategy.buy_signal_vectorized(data)\n", - "print(\"Buy signals count:\", buy_signals_vectorized.sum())\n", - "ema_data[\"buy_signal\"] = buy_signals_vectorized\n", - "sell_signals_vectorized = strategy.sell_signal_vectorized(data)\n", - "print(\"Sell signals count:\", sell_signals_vectorized.sum())\n", - "ema_data[\"sell_signal\"] = sell_signals_vectorized\n", - "\n", - "fig = go.Figure()\n", - "entries = entry_chart(\n", - " ema_data,\n", - " entry_column=\"buy_signal\"\n", - ")\n", - "exits = exit_chart(\n", - " ema_data,\n", - " exit_column=\"sell_signal\"\n", ")\n", - "scatter_crossover, scatter_crossunder = crossover_crossunder_chart(test_sample)\n", - "ema_short = line_chart(test_sample, \"ema_short\")\n", - "ema_long = line_chart(test_sample, \"ema_long\")\n", - "price_chart = line_chart(price_data, \"Close\")\n", "\n", - "fig.add_trace(price_chart)\n", - "fig.add_trace(exits)\n", - "fig.add_trace(entries)\n", - "fig.add_trace(ema_short)\n", - "fig.add_trace(ema_long)\n", + "print(permutation_test.summary())\n", + "fig.update_layout(showlegend=False)\n", "fig.show()" ] } diff --git a/examples/tutorial/resources/data/OHLCV_BTC-EUR_BITVAVO_1d_2022-01-01-00-00_2024-12-31-00-00.csv b/examples/tutorial/resources/data/OHLCV_BTC-EUR_BITVAVO_1d_2022-01-01-00-00_2024-12-31-00-00.csv new file mode 100644 index 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b/examples/tutorial/strategies/ema_crossover_rsi_filter/__init__.py new file mode 100644 index 00000000..c4475f39 --- /dev/null +++ b/examples/tutorial/strategies/ema_crossover_rsi_filter/__init__.py @@ -0,0 +1,3 @@ +from .strategy import EMACrossoverRSIFFilterStrategy + +__all__ = ["EMACrossoverRSIFFilterStrategy"] \ No newline at end of file diff --git a/examples/tutorial/strategies/ema_crossover_rsi_filter/strategy.py b/examples/tutorial/strategies/ema_crossover_rsi_filter/strategy.py new file mode 100644 index 00000000..6b6f0555 --- /dev/null +++ b/examples/tutorial/strategies/ema_crossover_rsi_filter/strategy.py @@ -0,0 +1,163 @@ + +from typing import Dict, Any + +import pandas as pd +from pyindicators import ema, rsi, crossover, crossunder + +from investing_algorithm_framework import TradingStrategy, DataSource, \ + TimeUnit, DataType + + +class EMACrossoverRSIFFilterStrategy(TradingStrategy): + + def __init__( + self, + symbols: list[str], + rsi_timeframe: str, + rsi_period: int, + rsi_overbought_threshold, + rsi_oversold_threshold, + ema_timeframe, + ema_short_period, + ema_long_period, + ema_cross_lookback_window, + ema_long_result_column = "ema_long", + ema_short_result_column = "ema_short", + ema_crossunder_result_column = "ema_crossunder", + ema_crossover_result_column = "ema_crossover", + rsi_result_column = "rsi", + time_unit: TimeUnit = TimeUnit.HOUR, + interval: int = 2, + market: str = "BITVAVO", + metadata: dict = None + ): + self.symbols = symbols + self.rsi_timeframe = rsi_timeframe + self.rsi_period = rsi_period + self.rsi_result_column = rsi_result_column + self.rsi_overbought_threshold = rsi_overbought_threshold + self.rsi_oversold_threshold = rsi_oversold_threshold + self.ema_timeframe = ema_timeframe + self.ema_short_result_column = ema_short_result_column + self.ema_long_result_column = ema_long_result_column + self.ema_crossunder_result_column = ema_crossunder_result_column + self.ema_crossover_result_column = ema_crossover_result_column + self.ema_short_period = ema_short_period + self.ema_long_period = ema_long_period + self.ema_cross_lookback_window = ema_cross_lookback_window + data_sources = [] + + data_sources.append( + DataSource( + identifier=f"rsi_data", + data_type=DataType.OHLCV, + time_frame=self.rsi_timeframe, + market=market, + symbol="BTC/EUR", + pandas=True + ) + ) + data_sources.append( + DataSource( + identifier=f"ema_data", + data_type=DataType.OHLCV, + time_frame=self.ema_timeframe, + market=market, + symbol="BTC/EUR", + pandas=True + ) + ) + + super().__init__( + data_sources=data_sources, + time_unit=time_unit, + interval=interval, + metadata=metadata + ) + + def prepare_indicators( + self, + rsi_data, + ema_data + ): + ema_data = ema( + ema_data, + period=self.ema_short_period, + source_column="Close", + result_column=self.ema_short_result_column + ) + ema_data = ema( + ema_data, + period=self.ema_long_period, + source_column="Close", + result_column=self.ema_long_result_column + ) + # Detect crossover (short EMA crosses above long EMA) + ema_data = crossover( + ema_data, + first_column=self.ema_short_result_column, + second_column=self.ema_long_result_column, + result_column=self.ema_crossover_result_column + ) + # Detect crossunder (short EMA crosses below long EMA) + ema_data = crossunder( + ema_data, + first_column=self.ema_short_result_column, + second_column=self.ema_long_result_column, + result_column=self.ema_crossunder_result_column + ) + rsi_data = rsi( + rsi_data, + period=self.rsi_period, + source_column="Close", + result_column=self.rsi_result_column + ) + + return ema_data, rsi_data + + def buy_signal_vectorized(self, data: Dict[str, Any]) -> pd.Series: + ema_data_identifier = "ema_data" + rsi_data_identifier = "rsi_data" + ema_data, rsi_data = self.prepare_indicators( + ema_data=data[ema_data_identifier], + rsi_data=data[rsi_data_identifier] + ) + + # use only RSI column + rsi_oversold = rsi_data[self.rsi_result_column] \ + < self.rsi_oversold_threshold + + crossover = ema_data[self.ema_crossover_result_column] \ + .rolling(window=self.ema_cross_lookback_window).sum() > 0 + buy_signal = rsi_oversold & crossover + return buy_signal.fillna(False).astype(bool) + + def sell_signal_vectorized(self, data: Dict[str, Any]) -> pd.Series: + """ + Generate sell signals based on the moving average crossover. + + Args: + data (pd.DataFrame): DataFrame containing OHLCV data. + + Returns: + pd.Series: Series of sell signals (1 for sell, 0 for no action). + """ + ema_data_identifier = "ema_data" + rsi_data_identifier = "rsi_data" + ema_data, rsi_data = self.prepare_indicators( + ema_data=data[ema_data_identifier], + rsi_data=data[rsi_data_identifier] + ) + + # # use only RSI column + rsi_overbought = rsi_data[self.rsi_result_column] \ + >= self.rsi_overbought_threshold + + # Check that within the lookback window there was a crossunder + crossunder = ema_data[self.ema_crossunder_result_column] \ + .rolling(window=self.ema_cross_lookback_window).sum() > 0 + + + # crossunder = ema_data[self.ema_crossunder_result_column].diff() == 1 + sell_signal = crossunder & rsi_overbought + return sell_signal.fillna(False).astype(bool) \ No newline at end of file diff --git a/examples/tutorial/strategies/ema_crossover_rsi_filter/strategy_visualization.ipynb b/examples/tutorial/strategies/ema_crossover_rsi_filter/strategy_visualization.ipynb new file mode 100644 index 00000000..833b0602 --- /dev/null +++ b/examples/tutorial/strategies/ema_crossover_rsi_filter/strategy_visualization.ipynb @@ -0,0 +1,8868 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "6584b702", + "metadata": {}, + "source": [ + "## Constants" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "id": "2cfb2dfa", + "metadata": {}, + "outputs": [], + "source": [ + "params = {\n", + " 'ema_short_period': 75,\n", + " 'ema_long_period': 100,\n", + " 'rsi_period': 14,\n", + " 'rsi_overbought_threshold': 60,\n", + " 'rsi_oversold_threshold': 40,\n", + " 'ema_crossunder_result_column': 'ema_crossunder',\n", + " 'ema_crossover_result_column': 'ema_crossover',\n", + " 'rsi_result_column': 'rsi',\n", + " 'ema_short_result_column': 'ema_short',\n", + " 'ema_long_result_column': 'ema_long',\n", + " 'ema_timeframe': '1d',\n", + " 'rsi_timeframe': '4h',\n", + " 'ema_cross_lookback_window': 7 # lookback window for EMA crossover of 7 days\n", + "}\n", + "SYMBOL = \"BTC/EUR\"\n", + "MARKET = \"BITVAVO\"" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "id": "e2758487", + "metadata": {}, + "outputs": [], + "source": [ + "import importlib\n", + "import strategy as strategy_module\n", + "# Reload the strategy module to ensure it reflects the latest changes\n", + "importlib.reload(strategy_module)\n", + "Strategy = strategy_module.EMACrossoverRSIFFilterStrategy" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "b8acf469", + "metadata": {}, + "outputs": [], + "source": [ + "from datetime import datetime, timezone\n", + "from investing_algorithm_framework import BacktestDateRange\n", + "\n", + "visualization_date_range = BacktestDateRange(\n", + " start_date=datetime(2023, 1, 1, tzinfo=timezone.utc),\n", + " end_date=datetime(2024, 12, 31, tzinfo=timezone.utc)\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "fcaba01c", + "metadata": {}, + "outputs": [], + "source": [ + "from pathlib import Path\n", + "from investing_algorithm_framework import download\n", + "\n", + "storage_path = Path.cwd().parent.parent / \"resources\" / \"data\" / \"ohlcv\"\n", + "rsi_data = download(\n", + " symbol=SYMBOL,\n", + " market=MARKET,\n", + " time_frame=params[\"rsi_timeframe\"],\n", + " data_type=\"ohlcv\",\n", + " start_date=visualization_date_range.start_date,\n", + " end_date=visualization_date_range.end_date,\n", + " save=True,\n", + " storage_path=str(storage_path)\n", + ")\n", + "ema_data = download(\n", + " symbol=SYMBOL,\n", + " market=MARKET,\n", + " time_frame=params[\"ema_timeframe\"],\n", + " data_type=\"ohlcv\",\n", + " start_date=visualization_date_range.start_date,\n", + " end_date=visualization_date_range.end_date,\n", + " save=True,\n", + " storage_path=str(storage_path)\n", + ")\n", + "close_data = download(\n", + " symbol=SYMBOL,\n", + " market=MARKET,\n", + " time_frame=params[\"ema_timeframe\"],\n", + " data_type=\"ohlcv\",\n", + " start_date=visualization_date_range.start_date,\n", + " end_date=visualization_date_range.end_date,\n", + " save=True,\n", + " storage_path=str(storage_path)\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "id": "65024871", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import plotly.graph_objects as go\n", + "\n", + "def create_line_chart(\n", + " data: pd.DataFrame,\n", + " column,\n", + " color=\"blue\",\n", + " name=\"\"\n", + "):\n", + " plot = go.Scatter(\n", + " x=data.index,\n", + " y=data[column],\n", + " mode=\"lines\",\n", + " name=name,\n", + " line=dict(color=color)\n", + " )\n", + " return plot\n", + "\n", + "\n", + "def create_crossover_graph(\n", + " data: pd.DataFrame,\n", + " column: str,\n", + " lookup_column: str,\n", + " color: str = \"green\",\n", + " name: str = \"\"\n", + "):\n", + " \"\"\"\n", + " Plot markers for crossover/crossunder signals.\n", + "\n", + " Args:\n", + " data (pd.DataFrame): DataFrame with OHLCV + signal column.\n", + " column (str): Name of the signal column (1 = event).\n", + " lookup_column (str): Column to plot the y-values (e.g. \"close\").\n", + " color (str): Marker color.\n", + " name (str): Legend label.\n", + " \"\"\"\n", + " signals = data[data[column] == 1]\n", + "\n", + " return {\n", + " \"x\": signals.index,\n", + " \"y\": signals[lookup_column],\n", + " \"mode\": \"markers\",\n", + " \"marker\": dict(\n", + " color=color,\n", + " size=10,\n", + " symbol=\"triangle-up\" if color == \"green\" else \"triangle-down\"\n", + " ),\n", + " \"name\": name,\n", + " }\n", + "\n", + "def create_crossunder_graph(\n", + " data: pd.DataFrame,\n", + " column: str,\n", + " lookup_column: str,\n", + " color: str = \"red\",\n", + " name: str = \"\"\n", + "):\n", + " \"\"\"\n", + " Plot markers for crossover/crossunder signals.\n", + "\n", + " Args:\n", + " data (pd.DataFrame): DataFrame with OHLCV + signal column.\n", + " column (str): Name of the signal column (1 = event).\n", + " lookup_column (str): Column to plot the y-values (e.g. \"close\").\n", + " color (str): Marker color.\n", + " name (str): Legend label.\n", + " \"\"\"\n", + " signals = data[data[column] == 1]\n", + "\n", + " return {\n", + " \"x\": signals.index,\n", + " \"y\": signals[lookup_column],\n", + " \"mode\": \"markers\",\n", + " \"marker\": dict(\n", + " color=color,\n", + " size=10,\n", + " symbol=\"triangle-up\" if color == \"green\" else \"triangle-down\"\n", + " ),\n", + " \"name\": name,\n", + " }\n", + "\n", + "\n", + "\n", + "def create_entries_exits(price, entries, exits):\n", + " \"\"\"\n", + " Creates entry and exit markers for a Plotly figure.\n", + "\n", + " Args:\n", + " entries (pd.Series): Series containing entry signals.\n", + " exits (pd.Series): Series containing exit signals.\n", + "\n", + " Returns:\n", + " tuple: A tuple containing the entry and exit scatter plots.\n", + " \"\"\"\n", + " # Ensure alignment and boolean dtype\n", + " entries = entries.reindex(price.index).fillna(False).astype(bool)\n", + " exits = exits.reindex(price.index).fillna(False).astype(bool)\n", + "\n", + " # Get coordinates where signals are True\n", + " buy_x = entries[entries].index\n", + " buy_y = price.loc[buy_x]\n", + "\n", + " sell_x = exits[exits].index\n", + " sell_y = price.loc[sell_x]\n", + "\n", + " buy_trace = go.Scatter(\n", + " x=buy_x,\n", + " y=buy_y,\n", + " mode='markers',\n", + " marker=dict(symbol='triangle-up', size=10, color='green'),\n", + " name='Buy Signal'\n", + " )\n", + "\n", + " sell_trace = go.Scatter(\n", + " x=sell_x,\n", + " y=sell_y,\n", + " mode='markers',\n", + " marker=dict(symbol='triangle-down', size=10, color='red'),\n", + " name='Sell Signal'\n", + " )\n", + "\n", + " return buy_trace, sell_trace\n", + "\n", + "def create_histogram_chart(\n", + " data: pd.DataFrame,\n", + " column,\n", + " name=\"\"\n", + "):\n", + " # Histogram Bars (Enhanced)\n", + " return go.Bar(\n", + " x=data.index,\n", + " y=data[column],\n", + " name=name,\n", + " marker=dict(\n", + " color=['green' if v > 0 else 'red' for v in data[column]],\n", + " ),\n", + " )\n", + "\n", + "\n", + "def create_horizontal_line_chart(\n", + " reference_x_data, value, color=\"black\", name=None, dash=\"dash\"\n", + "):\n", + " x_idx = reference_x_data.index if hasattr(reference_x_data, \"index\") else pd.Index(reference_x_data)\n", + " return go.Scatter(\n", + " x=[x_idx.min(), x_idx.max()],\n", + " y=[value, value],\n", + " mode=\"lines\",\n", + " line=dict(color=color, width=2, dash=dash),\n", + " name=name or f\"y={value}\",\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "id": "040770c0", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "rsi_data_copy = rsi_data.copy()\n", + "close_data_copy = close_data.copy()\n", + "ema_data_copy = ema_data.copy()\n", + "\n", + "strategy = Strategy(\n", + " rsi_time_frame=params[\"rsi_timeframe\"],\n", + " rsi_period=params[\"rsi_period\"],\n", + " rsi_overbought_threshold=params[\"rsi_overbought_threshold\"],\n", + " rsi_oversold_threshold=params[\"rsi_oversold_threshold\"],\n", + " ema_time_frame=params[\"ema_timeframe\"],\n", + " ema_short_period=params[\"ema_short_period\"],\n", + " ema_long_period=params[\"ema_long_period\"],\n", + " ema_cross_lookback_window=params[\"ema_cross_lookback_window\"],\n", + " ema_long_result_column=params[\"ema_long_result_column\"],\n", + " ema_short_result_column=params[\"ema_short_result_column\"],\n", + " ema_crossover_result_column=params[\"ema_crossover_result_column\"],\n", + " ema_crossunder_result_column=params[\"ema_crossunder_result_column\"],\n", + ")\n", + "ema_data_ind, rsi_data_ind = strategy.prepare_indicators(\n", + " rsi_data=rsi_data_copy,\n", + " ema_data=ema_data_copy,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e82774b5", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "line": { + "color": "blue" + }, + "mode": "lines", + "name": "", + "type": "scatter", + "x": [ + "2023-01-01T00:00:00+00:00", + "2023-01-02T00:00:00+00:00", + "2023-01-03T00:00:00+00:00", + "2023-01-04T00:00:00+00:00", + "2023-01-05T00:00:00+00:00", + "2023-01-06T00:00:00+00:00", + "2023-01-07T00:00:00+00:00", + "2023-01-08T00:00:00+00:00", + "2023-01-09T00:00:00+00:00", + "2023-01-10T00:00:00+00:00", + "2023-01-11T00:00:00+00:00", + 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smaller spacing between subplots\n", + " row_heights=[0.2, 0.2, 0.2] # optional: uniform row heights\n", + ")\n", + "\n", + "# Entries chart\n", + "fig.add_trace(\n", + " create_line_chart(close_data, column=\"Close\", color=\"blue\"),\n", + " row=1,\n", + " col=1\n", + ")\n", + "\n", + "# Create entry and exit markers\n", + "entries, exits = create_entries_exits(close_data[\"Close\"], entries, exits)\n", + "\n", + "# Add entry and exit markers to the figure\n", + "fig.add_trace(entries, row=1, col=1)\n", + "fig.add_trace(exits, row=1, col=1)\n", + "\n", + "fig.add_trace(\n", + " create_line_chart(\n", + " close_data,\n", + " column=\"Close\",\n", + " color=\"blue\"\n", + " ),\n", + " row=2,\n", + " col=1\n", + ")\n", + "\n", + "# Ema short chart\n", + "fig.add_trace(\n", + " create_line_chart(\n", + " ema_data_ind,\n", + " column=params[\"ema_short_result_column\"],\n", + " color=\"green\"\n", + " ),\n", + " row=2,\n", + " col=1\n", + ")\n", + "\n", + "# Ema long chart\n", + "fig.add_trace(\n", + " create_line_chart(\n", + " ema_data_ind,\n", + " column=params[\"ema_long_result_column\"],\n", + " color=\"orange\"\n", + " ),\n", + " row=2,\n", + " col=1\n", + ")\n", + "\n", + "# Crossover chart\n", + "fig.add_trace(\n", + " create_crossover_graph(\n", + " ema_data_ind,\n", + " column=params[\"ema_crossover_result_column\"],\n", + " lookup_column=\"Close\",\n", + " color=\"green\"\n", + " ),\n", + " row=2,\n", + " col=1\n", + ")\n", + "\n", + "# Crossunder chart\n", + "fig.add_trace(\n", + " create_crossunder_graph(\n", + " ema_data_ind,\n", + " column=params[\"ema_crossunder_result_column\"],\n", + " lookup_column=\"Close\",\n", + " color=\"red\"\n", + " ),\n", + " row=2,\n", + " col=1\n", + ")\n", + "\n", + "fig.add_trace(\n", + " create_line_chart(\n", + " rsi_data_ind,\n", + " column=params[\"rsi_result_column\"],\n", + " color=\"purple\"\n", + " ),\n", + " row=3,\n", + " col=1\n", + ")\n", + "\n", + "fig.add_trace(\n", + " create_horizontal_line_chart(\n", + " rsi_data_ind,\n", + " value=params[\"rsi_overbought_threshold\"],\n", + " color=\"red\",\n", + " name=\"RSI Overbought\"\n", + " ),\n", + " row=3,\n", + " col=1\n", + ")\n", + "\n", + "fig.add_trace(\n", + " create_horizontal_line_chart(\n", + " rsi_data_ind,\n", + " value=params[\"rsi_oversold_threshold\"],\n", + " color=\"green\",\n", + " name=\"RSI Oversold\"\n", + " ),\n", + " row=3,\n", + " col=1\n", + ")\n", + "fig.update_layout(\n", + " height=2000, # make it taller (try 1000–1500 depending on how much space you want)\n", + " width=1200, # optional, make it wider\n", + " title_text=\"Strategy Visualization\",\n", + " showlegend=False\n", + ")\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "98ba4f70", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "investing-algorithm-framework-ygOLr3-a-py3.12", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.11" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/examples/tutorial/strategies/ema_crossover_v1/strategy.py b/examples/tutorial/strategies/ema_crossover_v1/strategy.py deleted file mode 100644 index 037d5529..00000000 --- a/examples/tutorial/strategies/ema_crossover_v1/strategy.py +++ /dev/null @@ -1,346 +0,0 @@ -from typing import Dict, Any, List - -from datetime import timedelta -import pandas as pd - -from pyindicators import ema, crossover, crossunder, rsi - -from investing_algorithm_framework import TradingStrategy, DataSource, Context, TimeFrame, TradeRiskType - - -class EMACrossoverRSIStrategy(TradingStrategy): - """ - This is an example strategy that use the EMA Crossover and RSI indicators - to generate buy and sell signals. It uses the EMA Crossover to determine - the trend direction and the RSI to identify overbought and oversold conditions. - - This strategy implements both vectorized and non-vectorized methods for - generating buy and sell signals. This strategy can therefore be used in - both the vectorized and event-basesd backtest engines of the framework. - - Args: - time_unit (str): The time unit for the strategy (e.g., "HOUR", "MINUTE"). - interval (int): The interval for the strategy. - market (str): The market to trade on (e.g., "binance"). - symbols (List[str]): List of symbols to trade. - data_sources (List[DataSource]): List of DataSource instances. - ema_time_frame (str): Time frame for the EMA indicator. - ema_short_period (int): Short period for the EMA indicator. - ema_long_period (int): Long period for the EMA indicator. - rsi_time_frame (str): Time frame for the RSI indicator. - rsi_period (int): Period for the RSI indicator. - rsi_oversold_threshold (float): Oversold threshold for RSI. - rsi_overbought_threshold (float): Overbought threshold for RSI. - alignment_window_size (int): Size of the alignment window in minutes - """ - - def __init__( - self, - time_unit, - interval, - market, - symbols: List[str], - data_sources, - ema_time_frame, - ema_short_period, - ema_long_period, - rsi_time_frame, - rsi_period, - rsi_oversold_threshold, - rsi_overbought_threshold, - alignment_window_size, - trailing_stop_loss_percentage=5, - trailing_take_profit_percentage=10, - position_sizes: Dict[str, float] = None - ): - super().__init__(time_unit=time_unit, interval=interval) - self.data_sources = data_sources - self.ema_short_period = ema_short_period - self.ema_long_period = ema_long_period - self.ema_time_frame = ema_time_frame - self.rsi_time_frame = rsi_time_frame - self.rsi_period = rsi_period - self.symbols = symbols - self.alignment_window_size = alignment_window_size - self.rsi_oversold_threshold = rsi_oversold_threshold - self.rsi_overbought_threshold = rsi_overbought_threshold - self.market = market - self.trailing_stop_loss_percentage = trailing_stop_loss_percentage - self.trailing_take_profit_percentage = trailing_take_profit_percentage - self.position_sizes = position_sizes - - if self.position_sizes is None: - self.position_sizes = {symbol: ((100 / len(self.symbols)) - 2) for symbol in self.symbols} - - def get_position_size(self, symbol: str) -> float: - """ - Get the position size for a given symbol. - If the symbol is not in the position sizes, return 0. - """ - return self.position_sizes.get(symbol, 0) - - def run_strategy(self, context: Context, data: Dict[str, Any]): - - for symbol in self.symbols: - target_symbol = symbol.split("/")[0] - # Skip if the symbol if there are open orders - if context.has_open_orders(target_symbol): - continue - - ema_data_identifier = f"OHLCV_{self.market}_{symbol}_{self.ema_time_frame}" - rsi_data_identifier = f"OHLCV_{self.market}_{symbol}_{self.rsi_time_frame}" - ema_data = data[ema_data_identifier].copy() - rsi_data = data[rsi_data_identifier].copy() - - if rsi_data.empty or ema_data.empty: - continue - - ema_data = ema( - ema_data, - source_column="Close", - period=self.ema_short_period, - result_column=f"ema_short" - ) - ema_data = ema( - ema_data, - source_column="Close", - period=self.ema_long_period, - result_column=f"ema_long" - ) - ema_data = crossunder( - ema_data, - first_column=f"ema_short", - second_column=f"ema_long", - result_column="ema_crossunder" - ) - ema_data = crossover( - ema_data, - first_column=f"ema_short", - second_column=f"ema_long", - result_column="ema_crossover" - ) - rsi_data = rsi( - rsi_data, - source_column="Close", - period=self.rsi_period, - result_column="rsi" - ) - - if context.has_position(target_symbol): - - if self.is_sell_signal(rsi_data, ema_data): - context.close_position(target_symbol) - else: - - if self.is_buy_signal(rsi_data, ema_data): - price = rsi_data["Close"].iloc[-1] - order = context.create_limit_buy_order( - target_symbol=target_symbol, - price=price, - percentage_of_portfolio=self.get_position_size(symbol), - ) - trade = context.get_trade(order_id=order.id) - context.add_stop_loss( - trade, - percentage=self.trailing_stop_loss_percentage, - trade_risk_type=TradeRiskType.TRAILING, - sell_percentage=50 - ) - context.add_take_profit( - trade, - percentage=self.trailing_take_profit_percentage, - trade_risk_type=TradeRiskType.TRAILING, - sell_percentage=50 - ) - - def buy_signal_vectorized(self, data: Dict[str, Any]) -> pd.Series: - first_symbol = self.symbols[0] - ema_data_identifier = "ema_data" - rsi_data_identifier = "rsi_data" - - # Ensure data is sorted by index - ema_data = data[ema_data_identifier].copy().sort_index() - rsi_data = data[rsi_data_identifier].copy().sort_index() - - # --- 1. Calculate the EMA crossover signal on daily data --- - ema_data = ema( - ema_data, - source_column="Close", - period=self.ema_short_period, - result_column=f"ema_short" - ) - ema_data = ema( - ema_data, - source_column="Close", - period=self.ema_long_period, - result_column=f"ema_long" - ) - ema_data = crossover( - ema_data, - first_column=f"ema_short", - second_column=f"ema_long", - result_column="ema_crossover" - ) - - # --- 2. Calculate the RSI oversold signal on 4-hour data --- - rsi_data = rsi( - rsi_data, - source_column="Close", - period=self.rsi_period, - result_column="rsi" - ) - oversold = rsi_data["rsi"] < self.rsi_oversold_threshold - - # --- 3. Align the EMA crossover signal to the 4-hour time frame --- - # We use reindex with 'ffill' (forward-fill) to carry the daily signal - # forward to all subsequent 4-hour data points until the next daily signal. - # We also fill any initial NaNs with 0 (or False) - ema_crossover_signal = ema_data["ema_crossover"].reindex( - rsi_data.index, - method="ffill" - ).fillna(0) - - # --- 4. Now, both signals are on the same 4-hour index and can be combined --- - # A rolling window is applied to the resampled EMA crossover signal - # This ensures that the rolling window is also on the 4-hour timeframe - cross = (ema_crossover_signal.rolling(self.alignment_window_size).max() == 1).shift(1) - - # --- 5. Combine the signals --- - buy_signal = (cross & oversold) - - # --- 6. Post-process the signal --- - # Convert to boolean and fill any remaining NaNs - buy_signal = buy_signal.astype(bool).fillna(False) - - return buy_signal - - - def sell_signal_vectorized(self, data: Dict[str, Any]) -> pd.Series: - first_symbol = self.symbols[0] - ema_data_identifier = "ema_data" - rsi_data_identifier = "rsi_data" - - # Ensure data is sorted by index for reliable operations - ema_data = data[ema_data_identifier].copy().sort_index() - rsi_data = data[rsi_data_identifier].copy().sort_index() - - # --- 1. Calculate the EMA crossunder signal on daily data --- - # (Assuming 'ema' and 'crossunder' functions are available in your environment) - ema_data = ema( - ema_data, - source_column="Close", - period=self.ema_short_period, - result_column="ema_short" - ) - ema_data = ema( - ema_data, - source_column="Close", - period=self.ema_long_period, - result_column="ema_long" - ) - ema_data = crossunder( - ema_data, - first_column="ema_short", - second_column="ema_long", - result_column="ema_crossunder" - ) - - # --- 2. Calculate the RSI overbought signal on 4-hour data --- - # (Assuming 'rsi' function is available in your environment) - rsi_data = rsi( - rsi_data, - source_column="Close", - period=self.rsi_period, - result_column="rsi" - ) - # Assuming a sell signal is triggered when RSI is overbought - overbought = rsi_data["rsi"] > self.rsi_overbought_threshold - - # --- 3. Align the EMA crossunder signal to the 4-hour time frame --- - # Resample the daily crossunder signal to the 4-hour index. - # Use ffill to carry the daily signal forward until the next daily signal. - # Fill any initial NaNs with 0 (or False) - ema_crossunder_resampled = ema_data["ema_crossunder"].reindex( - rsi_data.index, - method="ffill" - ).fillna(0) - - # --- 4. Determine when the crossunder signal is 'active' --- - # Assuming crossunder function returns -1 for a crossunder - crossunder_active = (ema_crossunder_resampled == 1).astype(bool) - - # --- 5. Combine the signals: Crossunder active AND RSI is overbought --- - sell_signal = crossunder_active & overbought - - # --- 6. Filter for the first signal after the crossunder becomes active --- - # This prevents multiple sell signals for the same crossunder event - sell_signal_filtered = sell_signal.where(sell_signal).ffill() - sell_signal = (sell_signal_filtered != sell_signal_filtered.shift(1)) & sell_signal - - # --- 7. Post-process the final signal --- - # Convert to boolean and fill any remaining NaNs with False - sell_signal = sell_signal.astype(bool).fillna(False) - - return sell_signal - - def is_sell_signal(self, rsi_data, ema_data) -> bool: - """ - A buy or sell signal to occur if any RSI value in the selected (time-aligned) window is below (or above) the threshold — not just the last one. - """ - rsi_tf = TimeFrame.from_value(self.rsi_time_frame) - ema_tf = TimeFrame.from_value(self.ema_time_frame) - - # Determine the more granular (smaller) timeframe. - # Example: If RSI is on 2h and EMA on 4h, then 2h is more granular. - min_tf_minutes = min(rsi_tf.amount_of_minutes, ema_tf.amount_of_minutes) - alignment_window_duration = timedelta(minutes=self.alignment_window_size * min_tf_minutes) - - # Define cutoff time based on latest timestamp in either series - latest_time = max(rsi_data.index[-1], ema_data.index[-1]) - cutoff_time = latest_time - alignment_window_duration - - # Slice windows based on timestamps - recent_ema = ema_data[ema_data.index >= cutoff_time] - recent_rsi = rsi_data[rsi_data.index >= cutoff_time] - - if recent_ema.empty or recent_rsi.empty: - return False - - # Check for crossunder condition and RSI overbought condition - cross_condition = recent_ema["ema_crossunder"].max() == 1 - overbought_condition = recent_rsi["rsi"].gt( - self.rsi_overbought_threshold - ).any() - return cross_condition and overbought_condition - - def is_buy_signal(self, rsi_data, ema_data) -> bool: - """ - A buy or sell signal to occur if any RSI value in the selected (time-aligned) window is below (or above) the threshold — not just the last one. - """ - rsi_tf = TimeFrame.from_value(self.rsi_time_frame) - ema_tf = TimeFrame.from_value(self.ema_time_frame) - - # Determine the more granular (smaller) timeframe. - # Example: If RSI is on 2h and EMA on 4h, then 2h is more granular. - min_tf_minutes = min( - rsi_tf.amount_of_minutes, ema_tf.amount_of_minutes - ) - alignment_window_duration = timedelta(minutes=self.alignment_window_size * min_tf_minutes) - - # Define cutoff time based on latest timestamp in either series - latest_time = max( - rsi_data.index[-1], ema_data.index[-1] - ) - cutoff_time = latest_time - alignment_window_duration - - # Slice windows based on timestamps - recent_ema = ema_data[ema_data.index >= cutoff_time] - recent_rsi = rsi_data[rsi_data.index >= cutoff_time] - - if recent_ema.empty or recent_rsi.empty: - return False - - # Check for crossunder condition and RSI overbought condition - cross_condition = recent_ema["ema_crossover"].max() == 1 - oversold_condition = recent_rsi["rsi"].lt(self.rsi_oversold_threshold).any() - return cross_condition and oversold_condition diff --git a/investing_algorithm_framework/__init__.py b/investing_algorithm_framework/__init__.py index 0f0b5132..04310b17 100644 --- a/investing_algorithm_framework/__init__.py +++ b/investing_algorithm_framework/__init__.py @@ -5,7 +5,7 @@ pretty_print_orders, pretty_print_backtest, select_backtest_date_ranges, \ get_equity_curve_with_drawdown_chart, \ get_rolling_sharpe_ratio_chart, rank_results, \ - get_monthly_returns_heatmap_chart, defaults_ranking_weights, \ + get_monthly_returns_heatmap_chart, create_weights, \ get_yearly_returns_bar_chart, get_entry_and_exit_signals, \ get_ohlcv_data_completeness_chart from .domain import ApiException, \ @@ -16,9 +16,9 @@ Trade, SYMBOLS, RESERVED_BALANCES, APP_MODE, AppMode, DATETIME_FORMAT, \ BacktestDateRange, convert_polars_to_pandas, \ DEFAULT_LOGGING_CONFIG, DataType, DataProvider, \ - BacktestResult, TradeStatus, TradeRiskType, \ + TradeStatus, TradeRiskType, \ APPLICATION_DIRECTORY, DataSource, OrderExecutor, PortfolioProvider, \ - SnapshotInterval, AWS_S3_STATE_BUCKET_NAME + SnapshotInterval, AWS_S3_STATE_BUCKET_NAME, BacktestEvaluationFocus from .infrastructure import AzureBlobStorageStateHandler, \ CSVOHLCVDataProvider, CCXTOHLCVDataProvider, PandasOHLCVDataProvider, \ AWSS3StorageStateHandler @@ -30,7 +30,7 @@ get_profit_factor, get_cumulative_profit_factor_series, \ get_rolling_profit_factor_series, get_cagr, \ get_standard_deviation_returns, get_standard_deviation_downside_returns, \ - get_max_drawdown_absolute, get_total_return, get_exposure, \ + get_max_drawdown_absolute, get_total_return, get_exposure_ratio, \ get_average_trade_duration, get_win_rate, get_win_loss_ratio, \ get_calmar_ratio, get_trade_frequency, get_yearly_returns, \ get_monthly_returns, get_best_year, get_best_month, get_worst_year, \ @@ -41,7 +41,7 @@ get_trades_per_year, get_average_monthly_return_losing_months, \ get_average_monthly_return_winning_months, get_percentage_winning_years, \ get_rolling_sharpe_ratio, create_backtest_metrics, get_growth, \ - get_growth_percentage + get_growth_percentage, get_cumulative_exposure __all__ = [ @@ -75,7 +75,6 @@ "AppMode", "DATETIME_FORMAT", "Backtest", - "BacktestResult", "BacktestDateRange", "convert_polars_to_pandas", "AzureBlobStorageStateHandler", @@ -118,7 +117,8 @@ "get_standard_deviation_downside_returns", "get_max_drawdown_absolute", "get_total_return", - "get_exposure", + "get_exposure_ratio", + "get_cumulative_exposure", "get_average_trade_duration", "get_win_rate", "get_win_loss_ratio", @@ -159,8 +159,9 @@ "get_yearly_returns_bar_chart", "get_ohlcv_data_completeness_chart", "rank_results", - "defaults_ranking_weights", + "create_weights", "get_entry_and_exit_signals", "get_growth", - "get_growth_percentage" + "get_growth_percentage", + "BacktestEvaluationFocus" ] diff --git a/investing_algorithm_framework/app/__init__.py b/investing_algorithm_framework/app/__init__.py index 2da553e3..667b32a1 100644 --- a/investing_algorithm_framework/app/__init__.py +++ b/investing_algorithm_framework/app/__init__.py @@ -14,7 +14,7 @@ get_yearly_returns_bar_chart, \ get_ohlcv_data_completeness_chart, get_entry_and_exit_signals from .analysis import select_backtest_date_ranges, rank_results, \ - defaults_ranking_weights + create_weights __all__ = [ @@ -39,6 +39,6 @@ "get_yearly_returns_bar_chart", "get_ohlcv_data_completeness_chart", "rank_results", - "defaults_ranking_weights", + "create_weights", "get_entry_and_exit_signals" ] diff --git a/investing_algorithm_framework/app/algorithm/algorithm.py b/investing_algorithm_framework/app/algorithm/algorithm.py index 63311b68..03eacc59 100644 --- a/investing_algorithm_framework/app/algorithm/algorithm.py +++ b/investing_algorithm_framework/app/algorithm/algorithm.py @@ -33,7 +33,8 @@ def __init__( strategies=None, tasks: List = None, data_sources: List[DataSource] = None, - on_strategy_run_hooks=None + on_strategy_run_hooks=None, + metadata=None ): self._name = name self._context = {} @@ -46,6 +47,7 @@ def __init__( self._tasks = [] self._data_sources = [] self._on_strategy_run_hooks = [] + self.metadata = metadata if data_sources is not None: self._data_sources = data_sources diff --git a/investing_algorithm_framework/app/analysis/__init__.py b/investing_algorithm_framework/app/analysis/__init__.py index 1e96b1bc..236223c7 100644 --- a/investing_algorithm_framework/app/analysis/__init__.py +++ b/investing_algorithm_framework/app/analysis/__init__.py @@ -1,8 +1,11 @@ from .backtest_data_ranges import select_backtest_date_ranges -from .ranking import rank_results, defaults_ranking_weights +from .ranking import rank_results, create_weights, combine_backtest_metrics +from .permutation import create_ohlcv_permutation __all__ = [ "select_backtest_date_ranges", "rank_results", - "defaults_ranking_weights" + "create_weights", + "create_ohlcv_permutation", + "combine_backtest_metrics" ] diff --git a/investing_algorithm_framework/app/analysis/permutation.py b/investing_algorithm_framework/app/analysis/permutation.py new file mode 100644 index 00000000..af6b1905 --- /dev/null +++ b/investing_algorithm_framework/app/analysis/permutation.py @@ -0,0 +1,116 @@ +from typing import Union + +import numpy as np +import pandas as pd +import polars as pl + +from investing_algorithm_framework.domain import OperationalException + + +def create_ohlcv_permutation( + data: Union[pd.DataFrame, pl.DataFrame], + start_index: int = 0, + seed: int | None = None, +) -> Union[pd.DataFrame, pl.DataFrame]: + """ + Create a permuted OHLCV dataset by shuffling relative price moves. + + Args: + data: A single OHLCV DataFrame (pandas or polars) + with columns ['Open', 'High', 'Low', 'Close', 'Volume']. + For pandas: Datetime can be either + index or a 'Datetime' column. For polars: Datetime + must be a 'Datetime' column. + start_index: Index at which the permutation should begin + (bars before remain unchanged). + seed: Random seed for reproducibility. + + Returns: + DataFrame of the same type (pandas or polars) with + permuted OHLCV values, preserving the datetime + structure (index vs column) of the input. + """ + + if start_index < 0: + raise OperationalException("start_index must be >= 0") + + if seed is None: + seed = np.random.randint(0, 1_000_000) + + np.random.seed(seed) + is_polars = isinstance(data, pl.DataFrame) + + # Normalize input to pandas + if is_polars: + has_datetime_col = "Datetime" in data.columns + ohlcv_pd = data.to_pandas().copy() + if has_datetime_col: + time_index = pd.to_datetime(ohlcv_pd["Datetime"]) + else: + time_index = np.arange(len(ohlcv_pd)) + else: + has_datetime_col = "Datetime" in data.columns + if isinstance(data.index, pd.DatetimeIndex): + time_index = data.index + elif has_datetime_col: + time_index = pd.to_datetime(data["Datetime"]) + else: + time_index = np.arange(len(data)) + ohlcv_pd = data.copy() + + # Prepare data + n_bars = len(ohlcv_pd) + perm_index = start_index + 1 + perm_n = n_bars - perm_index + + log_bars = np.log(ohlcv_pd[["Open", "High", "Low", "Close"]]) + + # Start bar + start_bar = log_bars.iloc[start_index].to_numpy() + + # Relative series + rel_open = (log_bars["Open"] - log_bars["Close"].shift()).to_numpy() + rel_high = (log_bars["High"] - log_bars["Open"]).to_numpy() + rel_low = (log_bars["Low"] - log_bars["Open"]).to_numpy() + rel_close = (log_bars["Close"] - log_bars["Open"]).to_numpy() + + # Shuffle independently + idx = np.arange(perm_n) + rel_high = rel_high[perm_index:][np.random.permutation(idx)] + rel_low = rel_low[perm_index:][np.random.permutation(idx)] + rel_close = rel_close[perm_index:][np.random.permutation(idx)] + rel_open = rel_open[perm_index:][np.random.permutation(idx)] + + # Build permuted OHLC + perm_bars = np.zeros((n_bars, 4)) + perm_bars[:start_index] = log_bars.iloc[:start_index].to_numpy() + perm_bars[start_index] = start_bar + + for i in range(perm_index, n_bars): + k = i - perm_index + perm_bars[i, 0] = perm_bars[i - 1, 3] + rel_open[k] # Open + perm_bars[i, 1] = perm_bars[i, 0] + rel_high[k] # High + perm_bars[i, 2] = perm_bars[i, 0] + rel_low[k] # Low + perm_bars[i, 3] = perm_bars[i, 0] + rel_close[k] # Close + + perm_bars = np.exp(perm_bars) + + # Rebuild OHLCV + perm_df = pd.DataFrame( + perm_bars, + columns=["Open", "High", "Low", "Close"], + ) + perm_df["Volume"] = ohlcv_pd["Volume"].values + + # Restore datetime structure + if is_polars: + if has_datetime_col: + perm_df.insert(0, "Datetime", time_index) + return pl.from_pandas(perm_df) + else: + if isinstance(data.index, pd.DatetimeIndex): + perm_df.index = time_index + perm_df.index.name = data.index.name or "Datetime" + elif has_datetime_col: + perm_df.insert(0, "Datetime", time_index) + return perm_df diff --git a/investing_algorithm_framework/app/analysis/ranking.py b/investing_algorithm_framework/app/analysis/ranking.py index 7ea3cff6..bbbdeac4 100644 --- a/investing_algorithm_framework/app/analysis/ranking.py +++ b/investing_algorithm_framework/app/analysis/ranking.py @@ -1,58 +1,280 @@ -from investing_algorithm_framework.domain import Backtest - -defaults_ranking_weights = { - "total_net_gain": 2.0, - "sharpe_ratio": 1.0, - "sortino_ratio": 1.0, - "win_rate": 1.0, - "profit_factor": 1.0, - "max_drawdown": -1.0, # negative weight to penalize high drawdown - "max_drawdown_duration": -0.5, # penalize long drawdown periods - "number_of_trades": 0.5, - "exposure_factor": 0.5, -} - - -def compute_score(metrics: dict, weights: dict) -> float: +import math +from typing import List +from statistics import mean + +from investing_algorithm_framework.domain import BacktestEvaluationFocus, \ + BacktestDateRange, Backtest, BacktestMetrics, OperationalException + + +def normalize(value, min_val, max_val): + """ + Normalize a value to a range [0, 1]. + """ + if value is None or math.isnan(value) or math.isinf(value): + return 0 + if min_val == max_val: + return 0 + return (value - min_val) / (max_val - min_val) + + +def compute_score(metrics, weights, ranges): + """ + Compute a weighted score for the given metrics. + + Args: + metrics: The metrics to evaluate. + weights: The weights to apply to each metric. + ranges: The min/max ranges for each metric. + + Returns: + float: The computed score. + """ score = 0 for key, weight in weights.items(): - - # Metrics are attributes to the backtest if not hasattr(metrics, key): continue - - # Get the value of the metric value = getattr(metrics, key) - - try: - score += weight * value - except TypeError: - continue # skip if value is not a number + if value is None or ( + isinstance(value, float) and + (math.isnan(value) or math.isinf(value)) + ): + continue + if key in ranges: + value = normalize(value, ranges[key][0], ranges[key][1]) + score += weight * value return score -def rank_results( - backtests: list[Backtest], weights=defaults_ranking_weights -) -> list[Backtest]: +def create_weights( + focus: BacktestEvaluationFocus | str | None = None, + custom_weights: dict | None = None, +) -> dict: """ - Rank backtests based on their metrics and the provided weights. + Utility to generate weights dicts for ranking backtests. - The default weights are defined in `defaults_ranking_weights`. - Please note that the weights should be adjusted based on the - specific analysis needs. You can modify the `weights` parameter - to include or exclude metrics as needed and reuse - the `defaults_ranking_weights` as a starting point. + This function does not assign weights to every possible performance + metric. Instead, it focuses on a curated subset of commonly relevant + ones (profitability, win rate, trade frequency, and risk-adjusted returns). + The rationale is to avoid overfitting ranking logic to noisy or redundant + statistics (e.g., monthly return breakdowns, best/worst trade), while + keeping the weighting system simple and interpretable. + Users who need fine-grained control can pass `custom_weights` to fully + override defaults. Args: - backtests (list[Backtest]): List of Backtest objects to rank. - weights (dict): Weights for each metric to compute the score. + focus (BacktestEvaluationFocus | str | None): The focus for ranking. + custom_weights (dict): Full override for weights (all metrics). + If provided, it takes precedence over presets. Returns: - list[Backtest]: List of Backtest objects sorted by - their computed score. + dict: A dictionary of weights for ranking backtests. """ - return sorted( - backtests, - key=lambda bt: compute_score(bt.backtest_metrics, weights), + if focus is None: + focus = BacktestEvaluationFocus.BALANCED + + weights = focus.get_weights() + + # if full custom dict is given → override everything + if custom_weights is not None: + weights = {**weights, **custom_weights} + + return weights + + +def rank_results( + backtests: List[Backtest], + focus=None, + weights=None, + filter_fn=None, + backtest_date_range: BacktestDateRange = None +) -> List[Backtest]: + """ + Rank backtest results based on specified focus, weights, and filters. + + Args: + backtests (List[Backtest]): List of backtest results to rank. + focus (str, optional): Focus for ranking. If None, + uses default weights. Options: "balanced", "profit", + "frequency", "risk_adjusted". + weights (dict, optional): Custom weights for ranking metrics. + If None, uses default weights based on focus. + filter_fn (callable | dict, optional): A filter to apply to + backtests before ranking. + - If callable: receives metrics and should return True/False. + - If dict: mapping {metric_name: condition_fn}, + all conditions must pass. + backtest_date_range (BacktestDateRange, optional): If provided, + only backtests matching this date range are considered. + + Returns: + List[Backtest]: Sorted list of backtests based on computed scores. + """ + + if weights is None: + weights = create_weights(focus=focus) + + # Pair backtests with their metrics + paired = [] + for backtest in backtests: + if backtest_date_range is not None: + metrics = backtest.get_backtest_metrics(backtest_date_range) + else: + metrics = backtest.backtest_summary + + if metrics is not None: + paired.append((backtest, metrics)) + + # Apply filtering on metrics + if filter_fn is not None: + if callable(filter_fn): + paired = [ + (bt, m) for bt, m in paired if filter_fn(m) + ] + elif isinstance(filter_fn, dict): + paired = [ + (bt, m) for bt, m in paired + if all( + cond(getattr(m, key, None)) + for key, cond in filter_fn.items() + ) + ] + + # Compute normalization ranges + ranges = {} + for key in weights: + values = [ + getattr(m, key, None) for _, m in paired + ] + values = [ + v for v in values + if isinstance(v, (int, float)) and v is not None + and not math.isnan(v) and not math.isinf(v) + ] + if values: + ranges[key] = (min(values), max(values)) + + # Sort Backtests by score + ranked = sorted( + paired, + key=lambda bm: compute_score(bm[1], weights, ranges), reverse=True ) + + return [bt for bt, _ in ranked] + + +def combine_backtest_metrics( + backtest_metrics: List[BacktestMetrics] +) -> BacktestMetrics: + """ + Combine backtest metrics from multiple backtests into a single list. + + Args: + backtest_metrics (List[BacktestMetrics]): List of backtest + metrics to combine. + + Returns: + BacktestMetrics: Combined list of backtest metrics. + """ + if not backtest_metrics: + raise OperationalException("No BacktestMetrics provided") + + # Helper to take mean safely + + def safe_mean(values): + vals = [v for v in values if v is not None] + return mean(vals) if vals else 0.0 + + # Dates + + start_date = min(m.backtest_start_date for m in backtest_metrics) + end_date = max(m.backtest_end_date for m in backtest_metrics) + + # Aggregate + return BacktestMetrics( + backtest_start_date=start_date, + backtest_end_date=end_date, + equity_curve=[], # leave empty to avoid misleading curves + growth=safe_mean([m.growth for m in backtest_metrics]), + growth_percentage=safe_mean( + [m.growth_percentage for m in backtest_metrics]), + total_net_gain=safe_mean([m.total_net_gain for m in backtest_metrics]), + total_net_gain_percentage=safe_mean( + [m.total_net_gain_percentage for m in backtest_metrics]), + final_value=safe_mean([m.final_value for m in backtest_metrics]), + cagr=safe_mean([m.cagr for m in backtest_metrics]), + sharpe_ratio=safe_mean([m.sharpe_ratio for m in backtest_metrics]), + rolling_sharpe_ratio=[], + sortino_ratio=safe_mean([m.sortino_ratio for m in backtest_metrics]), + calmar_ratio=safe_mean([m.calmar_ratio for m in backtest_metrics]), + profit_factor=safe_mean([m.profit_factor for m in backtest_metrics]), + gross_profit=sum(m.gross_profit or 0 for m in backtest_metrics), + gross_loss=sum(m.gross_loss or 0 for m in backtest_metrics), + annual_volatility=safe_mean( + [m.annual_volatility for m in backtest_metrics]), + monthly_returns=[], + yearly_returns=[], + drawdown_series=[], + max_drawdown=max(m.max_drawdown for m in backtest_metrics), + max_drawdown_absolute=max( + m.max_drawdown_absolute for m in backtest_metrics), + max_daily_drawdown=max(m.max_daily_drawdown for m in backtest_metrics), + max_drawdown_duration=max( + m.max_drawdown_duration for m in backtest_metrics), + trades_per_year=safe_mean( + [m.trades_per_year for m in backtest_metrics] + ), + trade_per_day=safe_mean([m.trade_per_day for m in backtest_metrics]), + exposure_ratio=safe_mean( + [m.exposure_ratio for m in backtest_metrics] + ), + trades_average_gain=safe_mean( + [m.trades_average_gain for m in backtest_metrics]), + trades_average_loss=safe_mean( + [m.trades_average_loss for m in backtest_metrics]), + best_trade=max(( + m.best_trade for m in backtest_metrics if m.best_trade), + key=lambda t: t.net_gain if t else float('-inf'), + default=None + ), + worst_trade=min( + (m.worst_trade for m in backtest_metrics if m.worst_trade), + key=lambda t: t.net_gain if t else float('inf'), + default=None + ), + average_trade_duration=safe_mean( + [m.average_trade_duration for m in backtest_metrics]), + number_of_trades=sum(m.number_of_trades for m in backtest_metrics), + win_rate=safe_mean([m.win_rate for m in backtest_metrics]), + win_loss_ratio=safe_mean([m.win_loss_ratio for m in backtest_metrics]), + percentage_winning_months=safe_mean( + [m.percentage_winning_months for m in backtest_metrics]), + percentage_winning_years=safe_mean( + [m.percentage_winning_years for m in backtest_metrics]), + average_monthly_return=safe_mean( + [m.average_monthly_return for m in backtest_metrics]), + average_monthly_return_losing_months=safe_mean( + [m.average_monthly_return_losing_months for m in backtest_metrics] + ), + average_monthly_return_winning_months=safe_mean( + [m.average_monthly_return_winning_months for m in backtest_metrics] + ), + best_month=max( + (m.best_month for m in backtest_metrics if m.best_month), + key=lambda x: x[0] if x else float('-inf'), + default=None + ), + best_year=max((m.best_year for m in backtest_metrics if m.best_year), + key=lambda x: x[0] if x else float('-inf'), + default=None), + worst_month=min( + (m.worst_month for m in backtest_metrics if m.worst_month), + key=lambda x: x[0] if x else float('inf'), + default=None + ), + worst_year=min( + (m.worst_year for m in backtest_metrics if m.worst_year), + key=lambda x: x[0] if x else float('inf'), + default=None + ), + ) diff --git a/investing_algorithm_framework/app/app.py b/investing_algorithm_framework/app/app.py index 7e9e8769..280e7c73 100644 --- a/investing_algorithm_framework/app/app.py +++ b/investing_algorithm_framework/app/app.py @@ -17,18 +17,20 @@ BACKTESTING_START_DATE, BACKTESTING_END_DATE, APP_MODE, MarketCredential, \ AppMode, BacktestDateRange, DATABASE_DIRECTORY_NAME, DataSource, \ BACKTESTING_INITIAL_AMOUNT, SNAPSHOT_INTERVAL, Backtest, \ - PortfolioConfiguration, SnapshotInterval, \ + PortfolioConfiguration, SnapshotInterval, DataType, \ PortfolioProvider, OrderExecutor, ImproperlyConfigured, \ - DataProvider, INDEX_DATETIME, tqdm, \ + DataProvider, INDEX_DATETIME, tqdm, BacktestPermutationTest, \ LAST_SNAPSHOT_DATETIME from investing_algorithm_framework.infrastructure import setup_sqlalchemy, \ create_all_tables, CCXTOrderExecutor, CCXTPortfolioProvider, \ - BacktestOrderExecutor, CCXTOHLCVDataProvider, clear_db + BacktestOrderExecutor, CCXTOHLCVDataProvider, clear_db, \ + PandasOHLCVDataProvider from investing_algorithm_framework.services import OrderBacktestService, \ BacktestPortfolioService, BacktestTradeOrderEvaluator, \ DefaultTradeOrderEvaluator, get_risk_free_rate_us from .app_hook import AppHook from .eventloop import EventLoopService +from .analysis import create_ohlcv_permutation logger = logging.getLogger("investing_algorithm_framework") COLOR_RESET = '\033[0m' @@ -402,7 +404,8 @@ def initialize_data_sources( def initialize_data_sources_backtest( self, data_sources: List[DataSource], - backtest_date_range: BacktestDateRange + backtest_date_range: BacktestDateRange, + show_progress: bool = True ): """ Function to initialize the data sources for the app in backtest mode. @@ -414,6 +417,8 @@ def initialize_data_sources_backtest( data_sources (List[DataSource]): The data sources to initialize. backtest_date_range (BacktestDateRange): The date range for the backtest. This should be an instance of BacktestDateRange. + show_progress (bool): Whether to show a progress bar when + preparing the backtest data for each data provider. Returns: None @@ -436,18 +441,26 @@ def initialize_data_sources_backtest( # Initialize all data sources data_provider_service.index_backtest_data_providers( - data_sources, backtest_date_range + data_sources, backtest_date_range, show_progress=show_progress ) description = "Preparing backtest data for all data sources" data_providers = data_provider_service.data_provider_index.get_all() + # Prepare the backtest data for each data provider - for _, data_provider in \ - tqdm(data_providers, desc=description, colour="green"): - data_provider.prepare_backtest_data( - backtest_date_range.start_date, - backtest_date_range.end_date - ) + if not show_progress: + for _, data_provider in data_providers: + data_provider.prepare_backtest_data( + backtest_date_range.start_date, + backtest_date_range.end_date + ) + else: + for _, data_provider in \ + tqdm(data_providers, desc=description, colour="green"): + data_provider.prepare_backtest_data( + backtest_start_date=backtest_date_range.start_date, + backtest_end_date=backtest_date_range.end_date + ) def initialize_backtest_services(self): """ @@ -772,151 +785,17 @@ def get_market_credentials(self) -> List[MarketCredential]: .market_credential_service() return market_credential_service.get_all() - def run_backtest( - self, - backtest_date_range: BacktestDateRange, - name: str = None, - initial_amount=None, - algorithm=None, - strategy=None, - strategies: List = None, - snapshot_interval: SnapshotInterval = SnapshotInterval.DAILY, - risk_free_rate: Optional[float] = None, - metadata: Optional[Dict[str, str]] = None, - save=True, - directory: str = None - ) -> Backtest: - """ - Run a backtest for an algorithm. - - Args: - backtest_date_range: The date range to run the backtest for - (instance of BacktestDateRange) - name: The name of the backtest. This is used to identify the - backtest report in the output directory. - initial_amount: The initial amount to start the backtest with. - This will be the amount of trading currency that the backtest - portfolio will start with. - strategy (TradingStrategy) (Optional): The strategy object - that needs to be backtested. - strategies (List[TradingStrategy]) (Optional): List of strategy - objects that need to be backtested - algorithm (Algorithm) (Optional): The algorithm object that needs - to be backtested. If this is provided, then the strategies - and tasks of the algorithm will be used for the backtest. - snapshot_interval (SnapshotInterval): The snapshot - interval to use for the backtest. This is used to determine - how often the portfolio snapshot should be taken during the - backtest. The default is TRADE_CLOSE, which means that the - portfolio snapshot will be taken at the end of each trade. - risk_free_rate (Optional[float]): The risk-free rate to use for - the backtest. This is used to calculate the Sharpe ratio - and other performance metrics. If not provided, the default - risk-free rate will be tried to be fetched from the - US Treasury website. - metadata (Optional[Dict[str, str]]): Metadata to attach to the - backtest report. This can be used to store additional - information about the backtest, such as the author, version, - parameters or any other relevant information. - save (bool): Whether to save the backtest report to the disk. - directory (str): The directory to save the backtest report to. - - Returns: - Backtest: Instance of Backtest - """ - self.initialize_backtest_config( - backtest_date_range=backtest_date_range, - snapshot_interval=snapshot_interval, - initial_amount=initial_amount - ) - self.initialize_storage(remove_database_if_exists=True) - self.initialize_backtest_services() - self.initialize_backtest_portfolios() - - if risk_free_rate is None: - logger.info("No risk free rate provided, retrieving it...") - risk_free_rate = get_risk_free_rate_us() - - if risk_free_rate is None: - raise OperationalException( - "Could not retrieve risk free rate for backtest metrics." - "Please provide a risk free as an argument when running " - "your backtest or make sure you have an internet " - "connection" - ) - - algorithm = self.container.algorithm_factory().create_algorithm( - name=name if name else self._name, - strategies=( - self._strategies if strategies is None else strategies - ), - algorithm=algorithm, - strategy=strategy, - tasks=self._tasks, - on_strategy_run_hooks=self._on_strategy_run_hooks, - ) - self.initialize_data_sources_backtest( - algorithm.data_sources, backtest_date_range - ) - backtest_service = self.container.backtest_service() - - # Create backtest schedule - schedule = backtest_service.generate_schedule( - algorithm.strategies, - algorithm.tasks, - backtest_date_range.start_date, - backtest_date_range.end_date - ) - - # Initialize event loop - event_loop_service = EventLoopService( - configuration_service=self.container.configuration_service(), - portfolio_snapshot_service=self.container - .portfolio_snapshot_service(), - context=self.context, - order_service=self.container.order_service(), - portfolio_service=self.container.portfolio_service(), - data_provider_service=self.container.data_provider_service(), - trade_service=self.container.trade_service(), - ) - trade_order_evaluator = BacktestTradeOrderEvaluator( - trade_service=self.container.trade_service(), - order_service=self.container.order_service() - ) - event_loop_service.initialize( - algorithm=algorithm, - trade_order_evaluator=trade_order_evaluator - ) - event_loop_service.start(schedule=schedule, show_progress=True) - self._run_history = event_loop_service.history - - # Convert the current run to a backtest and save it if needed - backtest = backtest_service.create_backtest( - algorithm=algorithm, - number_of_runs=event_loop_service.total_number_of_runs, - backtest_date_range=backtest_date_range, - risk_free_rate=risk_free_rate, - ) - - backtest.metadata = metadata if metadata is not None else {} - self.cleanup_backtest_resources() - - if save and directory: - directory_name = backtest_service \ - .create_report_directory_name(backtest) - backtest.save(os.path.join(directory, directory_name)) - - return backtest - def run_vector_backtests( self, - backtest_date_range: BacktestDateRange, initial_amount, strategies: List[TradingStrategy], + backtest_date_range: BacktestDateRange = None, + backtest_date_ranges: List[BacktestDateRange] = None, snapshot_interval: SnapshotInterval = SnapshotInterval.DAILY, risk_free_rate: Optional[float] = None, - skip_data_sources_initialization: bool = False - ): + skip_data_sources_initialization: bool = False, + show_progress: bool = True + ) -> List[Backtest]: """ Run vectorized backtests for a set of strategies. The provided set of strategies need to have their 'buy_signal_vectorized' and @@ -924,8 +803,6 @@ def run_vector_backtests( backtesting. Args: - backtest_date_range: The date range to run the backtest for - (instance of BacktestDateRange) initial_amount: The initial amount to start the backtest with. This will be the amount of trading currency that the backtest portfolio will start with. @@ -933,6 +810,13 @@ def run_vector_backtests( that need to be backtested. Each strategy should implement the 'buy_signal_vectorized' and 'sell_signal_vectorized' methods to support vectorized backtesting. + backtest_date_range: The date range to run the backtest for + (instance of BacktestDateRange). This is used when + backtest_date_ranges is not provided. + backtest_date_ranges: List of date ranges to run the backtests for + (List of BacktestDateRange instances). If this is provided, + the backtests will be run for each date range in the list. + If this is not provided, the backtest_date_range will be used snapshot_interval (SnapshotInterval): The snapshot interval to use for the backtest. This is used to determine how often the portfolio snapshot should be taken during the @@ -949,25 +833,51 @@ def run_vector_backtests( initialization step. This will speed up the backtesting process, but make sure that the data sources are already initialized before calling this method. + show_progress (bool): Whether to show progress bars during + data source initialization. This is useful for long-running + initialization processes. Returns: List[Backtest]: List of Backtest instances for each strategy that was backtested. """ backtests = [] + backtests_ordered_by_strategy = {} data_sources = [] + if backtest_date_range is None and backtest_date_ranges is None: + raise OperationalException( + "Either backtest_date_range or backtest_date_ranges must be " + "provided" + ) + for strategy in strategies: data_sources.extend(strategy.data_sources) - if not skip_data_sources_initialization: - self.initialize_data_sources_backtest( - data_sources, backtest_date_range - ) + if risk_free_rate is None: + logger.info("No risk free rate provided, retrieving it...") + risk_free_rate = get_risk_free_rate_us() + + if risk_free_rate is None: + raise OperationalException( + "Could not retrieve risk free rate for backtest metrics." + "Please provide a risk free as an argument when running " + "your backtest or make sure you have an internet " + "connection" + ) + + if backtest_date_range is not None: + if not skip_data_sources_initialization: + self.initialize_data_sources_backtest( + data_sources, + backtest_date_range, + show_progress=show_progress + ) - for strategy in tqdm(strategies): - backtests.append( - self.run_vector_backtest( + for strategy in tqdm( + strategies, colour="green", desc="Running backtests" + ): + backtest = self.run_vector_backtest( backtest_date_range=backtest_date_range, initial_amount=initial_amount, strategy=strategy, @@ -975,7 +885,54 @@ def run_vector_backtests( risk_free_rate=risk_free_rate, skip_data_sources_initialization=True ) - ) + backtests.append(backtest) + else: + for backtest_date_range in tqdm( + backtest_date_ranges, + colour="green", + desc="Running backtests for all date ranges" + ): + if not skip_data_sources_initialization: + self.initialize_data_sources_backtest( + data_sources, + backtest_date_range, + show_progress=show_progress + ) + start_date = backtest_date_range.start_date.strftime( + '%Y-%m-%d' + ) + end_date = backtest_date_range.end_date.strftime('%Y-%m-%d') + + for strategy in tqdm( + strategies, + colour="green", + desc=f"Running backtests for " + f"{start_date} to {end_date}" + ): + + if strategy not in backtests_ordered_by_strategy: + backtests_ordered_by_strategy[strategy] = [] + + backtests_ordered_by_strategy[strategy].append( + self.run_vector_backtest( + backtest_date_range=backtest_date_range, + initial_amount=initial_amount, + strategy=strategy, + snapshot_interval=snapshot_interval, + risk_free_rate=risk_free_rate, + skip_data_sources_initialization=True + ) + ) + + for strategy in backtests_ordered_by_strategy: + # Merge all backtests for the same strategy + main_backtest = Backtest() + strategy_backtests = backtests_ordered_by_strategy[strategy] + + for backtest in strategy_backtests: + main_backtest = main_backtest.merge(backtest) + + backtests.append(main_backtest) return backtests @@ -987,7 +944,8 @@ def run_vector_backtest( snapshot_interval: SnapshotInterval = SnapshotInterval.DAILY, metadata: Optional[Dict[str, str]] = None, risk_free_rate: Optional[float] = None, - skip_data_sources_initialization: bool = False + skip_data_sources_initialization: bool = False, + show_data_initialization_progress: bool = True ) -> Backtest: """ Run vectorized backtests for a strategy. The provided @@ -1023,6 +981,8 @@ def run_vector_backtest( initialization step. This will speed up the backtesting process, but make sure that the data sources are already initialized before calling this method. + show_data_initialization_progress (bool): Whether to show the + progress bar when initializing data sources. Returns: Backtest: Instance of Backtest @@ -1036,7 +996,9 @@ def run_vector_backtest( if not skip_data_sources_initialization: self.initialize_data_sources_backtest( - strategy.data_sources, backtest_date_range + strategy.data_sources, + backtest_date_range, + show_progress=show_data_initialization_progress ) if risk_free_rate is None: @@ -1053,17 +1015,21 @@ def run_vector_backtest( backtest_service = self.container.backtest_service() backtest_service.validate_strategy_for_vector_backtest(strategy) - backtest = backtest_service.create_vector_backtest( + run = backtest_service.create_vector_backtest( strategy=strategy, backtest_date_range=backtest_date_range, initial_amount=initial_amount, risk_free_rate=risk_free_rate ) + backtest = Backtest( + backtest_runs=[run], + risk_free_rate=risk_free_rate + ) # Add the metadata to the backtest if metadata is None: - if strategy.metadata is not None: + if strategy.metadata is None: backtest.metadata = {} else: backtest.metadata = strategy.metadata @@ -1081,9 +1047,6 @@ def run_backtests( algorithms: Optional[List[Algorithm]] = None, snapshot_interval: SnapshotInterval = SnapshotInterval.DAILY, risk_free_rate: Optional[float] = None, - save=True, - directory: Optional[str] = None, - use_checkpoints: Optional[bool] = True, ) -> List[Backtest]: """ Function to run multiple backtests for a list of algorithms over @@ -1104,20 +1067,11 @@ def run_backtests( and other performance metrics. If not provided, the default risk-free rate will be tried to be fetched from the US Treasury website. - save (bool): Whether to save the backtest reports to disk. - directory (Optional[str]): The directory to save the backtest - reports to. If not provided, the reports will not be saved - use_checkpoints (Optional[bool]): Whether to use checkpoints - to skip already run backtests. If True, the function will - check if a backtest report already exists for the given - algorithm and date range. If it does, it will skip running - the backtest and return the existing report. Returns: List[Backtest]: List of Backtest instances containing the results """ backtests = [] - backtest_service = self.container.backtest_service() if algorithms is not None: final_algorithms = algorithms @@ -1148,26 +1102,6 @@ def run_backtests( for date_range in backtest_date_ranges: for algorithm in final_algorithms: - - if use_checkpoints and directory is not None: - report = backtest_service.get_backtest( - algorithm=algorithm, - backtest_date_range=date_range, - directory=directory - ) - - if report is not None: - print( - f"{COLOR_YELLOW}Backtest already exists " - f"for algorithm {algorithm.name} date " - f"range:{COLOR_RESET} {COLOR_GREEN} " - f"{date_range.name} " - f"{date_range.start_date} - " - f"{date_range.end_date}" - ) - backtests.append(report) - continue - backtest = self.run_backtest( backtest_date_range=date_range, initial_amount=initial_amount, @@ -1175,16 +1109,303 @@ def run_backtests( snapshot_interval=snapshot_interval, risk_free_rate=risk_free_rate ) - - if save and directory is not None: - directory_name = backtest_service\ - .create_report_directory_name(backtest) - backtest.save(os.path.join(directory, directory_name)) - backtests.append(backtest) return backtests + def run_backtest( + self, + backtest_date_range: BacktestDateRange, + name: str = None, + initial_amount=None, + algorithm=None, + strategy=None, + strategies: List = None, + snapshot_interval: SnapshotInterval = SnapshotInterval.DAILY, + risk_free_rate: Optional[float] = None, + metadata: Optional[Dict[str, str]] = None, + ) -> Backtest: + """ + Run a backtest for an algorithm. + + Args: + backtest_date_range: The date range to run the backtest for + (instance of BacktestDateRange) + name: The name of the backtest. This is used to identify the + backtest report in the output directory. + initial_amount: The initial amount to start the backtest with. + This will be the amount of trading currency that the backtest + portfolio will start with. + strategy (TradingStrategy) (Optional): The strategy object + that needs to be backtested. + strategies (List[TradingStrategy]) (Optional): List of strategy + objects that need to be backtested + algorithm (Algorithm) (Optional): The algorithm object that needs + to be backtested. If this is provided, then the strategies + and tasks of the algorithm will be used for the backtest. + snapshot_interval (SnapshotInterval): The snapshot + interval to use for the backtest. This is used to determine + how often the portfolio snapshot should be taken during the + backtest. The default is TRADE_CLOSE, which means that the + portfolio snapshot will be taken at the end of each trade. + risk_free_rate (Optional[float]): The risk-free rate to use for + the backtest. This is used to calculate the Sharpe ratio + and other performance metrics. If not provided, the default + risk-free rate will be tried to be fetched from the + US Treasury website. + metadata (Optional[Dict[str, str]]): Metadata to attach to the + backtest report. This can be used to store additional + information about the backtest, such as the author, version, + parameters or any other relevant information. + + Returns: + Backtest: Instance of Backtest + """ + self.initialize_backtest_config( + backtest_date_range=backtest_date_range, + snapshot_interval=snapshot_interval, + initial_amount=initial_amount + ) + self.initialize_storage(remove_database_if_exists=True) + self.initialize_backtest_services() + self.initialize_backtest_portfolios() + + if risk_free_rate is None: + logger.info("No risk free rate provided, retrieving it...") + risk_free_rate = get_risk_free_rate_us() + + if risk_free_rate is None: + raise OperationalException( + "Could not retrieve risk free rate for backtest metrics." + "Please provide a risk free as an argument when running " + "your backtest or make sure you have an internet " + "connection" + ) + + algorithm = self.container.algorithm_factory().create_algorithm( + name=name if name else self._name, + strategies=( + self._strategies if strategies is None else strategies + ), + algorithm=algorithm, + strategy=strategy, + tasks=self._tasks, + on_strategy_run_hooks=self._on_strategy_run_hooks, + ) + self.initialize_data_sources_backtest( + algorithm.data_sources, backtest_date_range + ) + backtest_service = self.container.backtest_service() + + # Create backtest schedule + schedule = backtest_service.generate_schedule( + algorithm.strategies, + algorithm.tasks, + backtest_date_range.start_date, + backtest_date_range.end_date + ) + + # Initialize event loop + event_loop_service = EventLoopService( + configuration_service=self.container.configuration_service(), + portfolio_snapshot_service=self.container + .portfolio_snapshot_service(), + context=self.context, + order_service=self.container.order_service(), + portfolio_service=self.container.portfolio_service(), + data_provider_service=self.container.data_provider_service(), + trade_service=self.container.trade_service(), + ) + trade_order_evaluator = BacktestTradeOrderEvaluator( + trade_service=self.container.trade_service(), + order_service=self.container.order_service() + ) + event_loop_service.initialize( + algorithm=algorithm, + trade_order_evaluator=trade_order_evaluator + ) + event_loop_service.start(schedule=schedule, show_progress=True) + self._run_history = event_loop_service.history + + # Convert the current run to a backtest + backtest = backtest_service.create_backtest( + algorithm=algorithm, + number_of_runs=event_loop_service.total_number_of_runs, + backtest_date_range=backtest_date_range, + risk_free_rate=risk_free_rate, + ) + + # Add the metadata to the backtest + if metadata is None: + + if algorithm.metadata is not None: + backtest.metadata = algorithm.metadata + else: + backtest.metadata = {} + else: + backtest.metadata = metadata + + self.cleanup_backtest_resources() + return backtest + + def run_permutation_test( + self, + strategy: TradingStrategy, + backtest_date_range: BacktestDateRange, + number_of_permutations: int = 100, + initial_amount: float = 1000.0, + risk_free_rate: Optional[float] = None + ) -> BacktestPermutationTest: + """ + Run a permutation test for a given strategy over a specified + date range. This test is used to determine the statistical + significance of the strategy's performance by comparing it + against a set of random permutations of the market data. + + The permutation test will run the main backtest and then + generate a number of random permutations of the market data + to create a distribution of returns. The p value will be + calculated based on the performance of the main backtest + compared to the distribution of returns from the permutations. + + Args: + strategy (TradingStrategy): The strategy to test. + backtest_date_range (BacktestDateRange): The date range for the + backtest. + number_of_permutations (int): The number of permutations to run. + Default is 100. + initial_amount (float): The initial amount for the backtest. + Default is 1000.0. + risk_free_rate (Optional[float]): The risk-free rate to use for + the backtest metrics. If not provided, it will try to fetch + the risk-free rate from the US Treasury website. + + Raises: + OperationalException: If the risk-free rate cannot be retrieved. + + Returns: + Backtest: The backtest report containing the results of the + main backtest and the p value from the permutation test. + """ + + if risk_free_rate is None: + logger.info("No risk free rate provided, retrieving it...") + risk_free_rate = get_risk_free_rate_us() + + if risk_free_rate is None: + raise OperationalException( + "Could not retrieve risk free rate for backtest metrics." + "Please provide a risk free as an argument when running " + "your backtest or make sure you have an internet " + "connection" + ) + + data_provider_service = self.container.data_provider_service() + backtest = self.run_vector_backtest( + backtest_date_range=backtest_date_range, + initial_amount=initial_amount, + strategy=strategy, + snapshot_interval=SnapshotInterval.DAILY, + risk_free_rate=risk_free_rate, + ) + backtest_metrics = backtest.get_backtest_metrics(backtest_date_range) + + if backtest_metrics.number_of_trades == 0: + raise OperationalException( + "The strategy did not make any trades during the backtest. " + "Cannot perform permutation test." + ) + + # Select the ohlcv data from the strategy's data sources + data_sources = strategy.data_sources + original_data_combinations = [] + permuted_metrics = [] + permuted_datasets_ordered_by_symbol = {} + original_datasets_ordered_by_symbol = {} + + for data_source in data_sources: + if DataType.OHLCV.equals(data_source.data_type): + data_provider = data_provider_service.get(data_source) + data = data_provider_service.get_data( + data_source=data_source, + start_date=data_provider._start_date_data_source, + end_date=backtest_date_range.end_date + ) + original_data_combinations.append((data_source, data)) + original_datasets_ordered_by_symbol[data_source.symbol] = \ + data_provider_service.get_data( + data_source=data_source, + start_date=data_provider._start_date_data_source, + end_date=backtest_date_range.end_date + ) + + for _ in tqdm( + range(number_of_permutations), + desc="Running Permutation Test", + colour="green" + ): + permutated_datasets = [] + data_provider_service.reset() + + for combi in original_data_combinations: + # Permute the data for the data source + permutated_data = create_ohlcv_permutation(data=combi[1]) + permutated_datasets.append((combi[0], permutated_data)) + + if combi[0].symbol not in permuted_datasets_ordered_by_symbol: + permuted_datasets_ordered_by_symbol[combi[0].symbol] = \ + [permutated_data] + else: + permuted_datasets_ordered_by_symbol[combi[0].symbol]\ + .append(permutated_data) + + self._data_providers = [] + + for combi in permutated_datasets: + data_source = combi[0] + data_provider = PandasOHLCVDataProvider( + dataframe=combi[1], + symbol=data_source.symbol, + market=data_source.market, + window_size=data_source.window_size, + time_frame=data_source.time_frame, + data_provider_identifier=data_source + .data_provider_identifier, + pandas=data_source.pandas, + ) + # Add pandas ohlcv data provider to the data provider service + data_provider_service.register_data_provider( + data_source=data_source, + data_provider=data_provider + ) + + # Run the backtest with the permuted strategy + permuted_backtest = self.run_vector_backtest( + backtest_date_range=backtest_date_range, + initial_amount=initial_amount, + strategy=strategy, + snapshot_interval=SnapshotInterval.DAILY, + risk_free_rate=risk_free_rate, + skip_data_sources_initialization=True + ) + + # Add the results of the permuted backtest to the main backtest + permuted_metrics.append( + permuted_backtest.get_backtest_metrics(backtest_date_range) + ) + + # Create a BacktestPermutationTestMetrics object + permutation_test_metrics = BacktestPermutationTest( + real_metrics=backtest_metrics, + permutated_metrics=permuted_metrics, + ohlcv_permutated_datasets=permuted_datasets_ordered_by_symbol, + ohlcv_original_datasets=original_datasets_ordered_by_symbol, + backtest_start_date=backtest_date_range.start_date, + backtest_end_date=backtest_date_range.end_date, + backtest_date_range_name=backtest_date_range.name + ) + return permutation_test_metrics + def add_data_provider(self, data_provider, priority=3) -> None: """ Function to add a data provider to the app. The data provider should diff --git a/investing_algorithm_framework/app/reporting/ascii.py b/investing_algorithm_framework/app/reporting/ascii.py index 5a36f827..f7ad730e 100644 --- a/investing_algorithm_framework/app/reporting/ascii.py +++ b/investing_algorithm_framework/app/reporting/ascii.py @@ -106,6 +106,7 @@ def pretty_print_growth_evaluation( def pretty_print_stop_losses( backtest, + backtest_date_range: BacktestDateRange = None, triggered_only=False, amount_precision=4, price_precision=2, @@ -114,8 +115,8 @@ def pretty_print_stop_losses( ): print(f"{COLOR_YELLOW}Stop losses overview{COLOR_RESET}") stop_loss_table = {} - results = backtest.backtest_results - trades = results.trades + results = backtest.get_backtest_run(backtest_date_range) + trades = results.get_trades() selection = [] def get_sold_amount(stop_loss): @@ -256,6 +257,7 @@ def get_stop_loss_price(take_profit): def pretty_print_take_profits( backtest: Backtest, + backtest_date_range: BacktestDateRange = None, triggered_only=False, amount_precision=4, price_precision=2, @@ -264,8 +266,8 @@ def pretty_print_take_profits( ): print(f"{COLOR_YELLOW}Take profits overview{COLOR_RESET}") take_profit_table = {} - results = backtest.backtest_results - trades = results.trades + results = backtest.get_backtest_run(backtest_date_range) + trades = results.get_trades() selection = [] def get_high_water_mark(take_profit): @@ -492,6 +494,7 @@ def pretty_print_price_efficiency(reports, precision=4): def pretty_print_orders( backtest: Backtest, + backtest_date_range: BacktestDateRange = None, target_symbol = None, order_status = None, amount_precesion=4, @@ -503,7 +506,8 @@ def pretty_print_orders( Pretty print the orders of the backtest report to the console. Args: - backtest_report: The backtest report + backtest: The backtest + backtest_date_range: The date range of the backtest target_symbol: The target symbol of the orders order_status: The status of the orders amount_precesion: The precision of the amount @@ -514,8 +518,8 @@ def pretty_print_orders( Returns: None """ - - selection = backtest.backtest_results.get_orders( + run = backtest.get_backtest_run(backtest_date_range) + selection = run.get_orders( target_symbol=target_symbol, order_status=order_status ) @@ -556,6 +560,7 @@ def pretty_print_orders( def pretty_print_positions( backtest, + backtest_date_range: BacktestDateRange = None, symbol = None, amount_precision=4, price_precision=2, @@ -567,8 +572,7 @@ def pretty_print_positions( Args: backtest: The backtest report - target_symbol: The target symbol of the orders - order_status: The status of the orders + backtest_date_range: The date range of the backtest amount_precision: The precision of the amount price_precision: The precision of the price time_precision: The precision of the time @@ -577,7 +581,7 @@ def pretty_print_positions( Returns: None """ - results = backtest.backtest_results + results = backtest.get_backtest_run(backtest_date_range) selection = results.get_positions(symbol=symbol) print(f"{COLOR_YELLOW}Positions overview{COLOR_RESET}") @@ -624,6 +628,7 @@ def pretty_print_positions( def pretty_print_trades( backtest: Backtest, + backtest_date_range: BacktestDateRange = None, target_symbol = None, status = None, amount_precision=4, @@ -636,6 +641,7 @@ def pretty_print_trades( Args: backtest: The backtest report + backtest_date_range: The date range of the backtest target_symbol: The target symbol of the trades status: The status of the trades amount_precision: The precision of the amount @@ -646,8 +652,8 @@ def pretty_print_trades( Returns: None """ - results = backtest.backtest_results - selection = results.get_trades( + run = backtest.get_backtest_run(backtest_date_range) + selection = run.get_trades( target_symbol=target_symbol, trade_status=status ) @@ -725,7 +731,7 @@ def get_high_water_mark(trade): f"{float(trade.amount):.{amount_precision}f} ({float(trade.remaining):.{amount_precision}f}) {trade.target_symbol}" for trade in selection ] - trades_table[f"Net gain ({results.trading_symbol})"] = [ + trades_table[f"Net gain ({run.trading_symbol})"] = [ f"{float(trade.net_gain):.{price_precision}f}" for trade in selection ] @@ -739,15 +745,15 @@ def get_high_water_mark(trade): f"{trade.duration:.{time_precision}f} hours" for trade in selection ] # Add (unrealized) to the net gain if the trade is still open - trades_table[f"Net gain ({results.trading_symbol})"] = [ + trades_table[f"Net gain ({run.trading_symbol})"] = [ f"{float(trade.net_gain_absolute):.{price_precision}f} ({float(trade.net_gain_percentage):.{percentage_precision}f}%)" + (" (unrealized)" if not TradeStatus.CLOSED.equals(trade.status) else "") for trade in selection ] - trades_table[f"Open price ({results.trading_symbol})"] = [ + trades_table[f"Open price ({run.trading_symbol})"] = [ f"{trade.open_price:.{price_precision}f}" for trade in selection ] trades_table[ - f"Close price's ({results.trading_symbol})" + f"Close price's ({run.trading_symbol})" ] = [ get_close_prices(trade) for trade in selection ] @@ -768,6 +774,7 @@ def print_number_of_runs(report): def pretty_print_backtest( backtest: Backtest, + backtest_date_range: BacktestDateRange = None, show_positions=True, show_trades=True, show_stop_losses=True, @@ -798,8 +805,8 @@ def pretty_print_backtest( Returns: None """ - backtest_results = backtest.backtest_results - backtest_metrics = backtest.backtest_metrics + backtest_results = backtest.get_backtest_run(backtest_date_range) + backtest_metrics = backtest.get_backtest_metrics(backtest_date_range) ascii_art = f""" :%%%#+- .=*#%%% {COLOR_GREEN}Backtest report{COLOR_RESET} *%%%%%%%+------=*%%%%%%%- {COLOR_GREEN}---------------------------{COLOR_RESET} @@ -811,14 +818,14 @@ def pretty_print_backtest( .:=+#%%%%%*###%%%%#*+#%%%%%%*+-: {COLOR_YELLOW}Initial balance:{COLOR_RESET}{COLOR_GREEN} {backtest_results.initial_unallocated}{COLOR_RESET} +%%%%%%%%%%%%%%%%%%%= {COLOR_YELLOW}Final balance:{COLOR_RESET}{COLOR_GREEN} {float(backtest_metrics.final_value):.{price_precision}f}{COLOR_RESET} :++ .=#%%%%%%%%%%%%%*- {COLOR_YELLOW}Total net gain:{COLOR_RESET}{COLOR_GREEN} {float(backtest_metrics.total_net_gain):.{price_precision}f} {float(backtest_metrics.total_net_gain_percentage):.{percentage_precision}f}%{COLOR_RESET} - :++: :+%%%%%%#-. {COLOR_YELLOW}Growth:{COLOR_RESET}{COLOR_GREEN} {float(backtest_results.growth):.{price_precision}f} {float(backtest_results.growth_percentage):.{percentage_precision}f}%{COLOR_RESET} + :++: :+%%%%%%#-. {COLOR_YELLOW}Growth:{COLOR_RESET}{COLOR_GREEN} {float(backtest_metrics.growth):.{price_precision}f} {float(backtest_metrics.growth_percentage):.{percentage_precision}f}%{COLOR_RESET} :++: .%%%%%#= {COLOR_YELLOW}Number of trades:{COLOR_RESET}{COLOR_GREEN} {backtest_results.number_of_trades}{COLOR_RESET} :++: .%%%%%#= {COLOR_YELLOW}Number of trades closed:{COLOR_RESET}{COLOR_GREEN} {backtest_results.number_of_trades_closed}{COLOR_RESET} :++: .#%%%%%#*= {COLOR_YELLOW}Number of trades open(end of backtest):{COLOR_RESET}{COLOR_GREEN} {backtest_results.number_of_trades_open}{COLOR_RESET} - :++- :%%%%%%%%%+= {COLOR_YELLOW}Percentage positive trades:{COLOR_RESET}{COLOR_GREEN} {float(backtest_results.percentage_positive_trades):.{percentage_precision}f}%{COLOR_RESET} - .++- -%%%%%%%%%%%+= {COLOR_YELLOW}Percentage negative trades:{COLOR_RESET}{COLOR_GREEN} {float(backtest_results.percentage_negative_trades):.{percentage_precision}f}%{COLOR_RESET} - .++- .%%%%%%%%%%%%%+= {COLOR_YELLOW}Average trade size:{COLOR_RESET}{COLOR_GREEN} {float(backtest_results.average_trade_size):.{price_precision}f} {backtest_results.trading_symbol}{COLOR_RESET} - .++- *%%%%%%%%%%%%%*+: {COLOR_YELLOW}Average trade duration:{COLOR_RESET}{COLOR_GREEN} {float(backtest_results.average_trade_duration):.{0}f} hours{COLOR_RESET} + :++- :%%%%%%%%%+= {COLOR_YELLOW}Percentage positive trades:{COLOR_RESET}{COLOR_GREEN} {float(backtest_metrics.percentage_positive_trades):.{percentage_precision}f}%{COLOR_RESET} + .++- -%%%%%%%%%%%+= {COLOR_YELLOW}Percentage negative trades:{COLOR_RESET}{COLOR_GREEN} {float(backtest_metrics.percentage_negative_trades):.{percentage_precision}f}%{COLOR_RESET} + .++- .%%%%%%%%%%%%%+= {COLOR_YELLOW}Average trade size:{COLOR_RESET}{COLOR_GREEN} {float(backtest_metrics.average_trade_size):.{price_precision}f} {backtest_results.trading_symbol}{COLOR_RESET} + .++- *%%%%%%%%%%%%%*+: {COLOR_YELLOW}Average trade duration:{COLOR_RESET}{COLOR_GREEN} {float(backtest_metrics.average_trade_duration):.{0}f} hours{COLOR_RESET} .++- %%%%%%%%%%%%%%#+= =++........:::%%%%%%%%%%%%%%*+- .=++++++++++**#%%%%%%%%%%%%%++. diff --git a/investing_algorithm_framework/app/reporting/backtest_report.py b/investing_algorithm_framework/app/reporting/backtest_report.py index 4ea42fe6..4f0b8961 100644 --- a/investing_algorithm_framework/app/reporting/backtest_report.py +++ b/investing_algorithm_framework/app/reporting/backtest_report.py @@ -11,8 +11,8 @@ from IPython.display import display, HTML from jinja2 import Environment, FileSystemLoader -from investing_algorithm_framework.domain import OperationalException -from investing_algorithm_framework.domain import TimeFrame, Backtest +from investing_algorithm_framework.domain import TimeFrame, Backtest, \ + OperationalException, BacktestDateRange from .charts import get_equity_curve_with_drawdown_chart, \ get_rolling_sharpe_ratio_chart, get_monthly_returns_heatmap_chart, \ get_yearly_returns_bar_chart, get_ohlcv_data_completeness_chart @@ -99,19 +99,22 @@ class BacktestReport: strategy_path (str): The path to the strategy directory used in the backtest. """ - backtests: List[Backtest] = field(default_factory=list) + backtest: Backtest = None html_report: str = None html_report_path: str = None - - def show(self, browser: bool = False): + def show( + self, + backtest_date_range: BacktestDateRange, + browser: bool = False + ): """ Display the HTML report in a Jupyter notebook cell. """ if not self.html_report: # If the HTML report is not created, create it - self._create_html_report() + self._create_html_report(backtest_date_range) # Save the html report to a tmp location path = "/tmp/backtest_report.html" @@ -133,7 +136,7 @@ def in_jupyter_notebook(): else: webbrowser.open(f"file://{path}") - def _create_html_report(self): + def _create_html_report(self, backtest_date_range: BacktestDateRange): """ Create an HTML report from the backtest metrics and results. @@ -149,14 +152,14 @@ def _create_html_report(self): None """ # Get the first backtest - if not self.backtests: + if not self.backtest: raise OperationalException( - "No backtests available to create a report." + "No backtest available to create a report." ) - backtest = self.backtests[0] - metrics = backtest.backtest_metrics - results = backtest.backtest_results + + metrics = self.backtest.get_backtest_metrics(backtest_date_range) + run = self.backtest.get_backtest_run(backtest_date_range) # Create plots equity_with_drawdown_fig = get_equity_curve_with_drawdown_chart( metrics.equity_curve, metrics.drawdown_series @@ -188,7 +191,7 @@ def _create_html_report(self): ) # Create OHLCV data completeness charts - data_files = backtest.data_file_paths + data_files = [] ohlcv_data_completeness_charts_html = "" for file in data_files: @@ -223,15 +226,15 @@ def _create_html_report(self): # Create HTML tables key_metrics_table_html = create_html_key_metrics_table( - metrics, results + metrics, run ) trades_metrics_table_html = create_html_trade_metrics_table( - metrics, results + metrics, run ) time_metrics_table_html = create_html_time_metrics_table( - metrics, results + metrics, run ) - trades_table_html = create_html_trades_table(results) + trades_table_html = create_html_trades_table(run) # Jinja2 environment setup template_dir = os.path.join(os.path.dirname(__file__), 'templates') @@ -240,7 +243,7 @@ def _create_html_report(self): # Render template with variables html_rendered = template.render( - report=results, + report=run, equity_with_drawdown_plot_html=equity_with_drawdown_plot_html, rolling_sharpe_ratio_plot_html=rolling_sharpe_ratio_plot_html, monthly_returns_heatmap_html=monthly_returns_heatmap_html, @@ -343,4 +346,4 @@ def open( f"The directory {directory_path} is not a valid backtest report." ) - return BacktestReport(backtests=loaded_backtests) + return BacktestReport(backtest=loaded_backtests) diff --git a/investing_algorithm_framework/app/reporting/charts/__init__.py b/investing_algorithm_framework/app/reporting/charts/__init__.py index 68bd7f7c..240b188a 100644 --- a/investing_algorithm_framework/app/reporting/charts/__init__.py +++ b/investing_algorithm_framework/app/reporting/charts/__init__.py @@ -4,6 +4,7 @@ from .yearly_returns_barchart import get_yearly_returns_bar_chart from .ohlcv_data_completeness import get_ohlcv_data_completeness_chart from .entry_exist_signals import get_entry_and_exit_signals +from .line_chart import create_line_scatter __all__ = [ "get_equity_curve_with_drawdown_chart", @@ -12,4 +13,5 @@ "get_yearly_returns_bar_chart", "get_ohlcv_data_completeness_chart", "get_entry_and_exit_signals", + "create_line_scatter", ] diff --git a/investing_algorithm_framework/app/reporting/charts/line_chart.py b/investing_algorithm_framework/app/reporting/charts/line_chart.py new file mode 100644 index 00000000..30de6cc8 --- /dev/null +++ b/investing_algorithm_framework/app/reporting/charts/line_chart.py @@ -0,0 +1,11 @@ +import plotly.graph_objects as go + + +def create_line_scatter(x, y, name, colour = 'blue'): + return go.Scatter( + x=x, + y=y, + mode='lines', + name=name, + line=dict(color=colour) + ) diff --git a/investing_algorithm_framework/app/reporting/tables/time_metrics_table.py b/investing_algorithm_framework/app/reporting/tables/time_metrics_table.py index 5368281c..64ac5880 100644 --- a/investing_algorithm_framework/app/reporting/tables/time_metrics_table.py +++ b/investing_algorithm_framework/app/reporting/tables/time_metrics_table.py @@ -5,8 +5,8 @@ def create_html_time_metrics_table(results, report): copy_results = results.to_dict().copy() - start_date = report.backtest_date_range.start_date - end_date = report.backtest_date_range.end_date + start_date = report.backtest_start_date + end_date = report.backtest_end_date string_format = "{:.2f}" # Format dates copy_results['Start Date'] = safe_format_date(start_date, "%Y-%m-%d %H:%M") diff --git a/investing_algorithm_framework/app/reporting/tables/trade_metrics_table.py b/investing_algorithm_framework/app/reporting/tables/trade_metrics_table.py index 71d3a863..30757269 100644 --- a/investing_algorithm_framework/app/reporting/tables/trade_metrics_table.py +++ b/investing_algorithm_framework/app/reporting/tables/trade_metrics_table.py @@ -69,7 +69,8 @@ def create_html_trade_metrics_table(results, report): string_format = "{:.2f}" copy_results['Trades per Year'] = safe_format(copy_results['trades_per_year'], string_format) copy_results['Trades per Day'] = safe_format(copy_results['trade_per_day'], string_format) - copy_results['Exposure Factor'] = safe_format(copy_results['exposure_factor'],string_format) + copy_results['Exposure Ratio'] = safe_format(copy_results['exposure_ratio'],string_format) + copy_results["Cumulative Exposure"] = safe_format(copy_results['cumulative_exposure'],string_format) best_trade = copy_results['best_trade'] if best_trade is None: @@ -87,8 +88,8 @@ def create_html_trade_metrics_table(results, report): copy_results['Worst Trade'] = f"{worst_trade['net_gain']:.2f} {report.trading_symbol}" copy_results['Worst Trade Date'] = safe_format_date(worst_trade['opened_at'], format_str=DEFAULT_DATETIME_FORMAT) - copy_results['Trades Average Gain'] = f"{safe_format(copy_results['trades_average_gain'][0], string_format)} {report.trading_symbol} {copy_results['trades_average_gain'][1]:.2f}%" - copy_results['Trades Average Loss'] = f"{safe_format(copy_results['trades_average_loss'][0], string_format)} {report.trading_symbol} {copy_results['trades_average_loss'][1]:.2f}%" + copy_results['Trades Average Gain'] = f"{safe_format(copy_results['trades_average_gain'], string_format)} {report.trading_symbol} {copy_results['trades_average_gain_percentage']:.2f}%" + copy_results['Trades Average Loss'] = f"{safe_format(copy_results['trades_average_loss'], string_format)} {report.trading_symbol} {copy_results['trades_average_loss_percentage']:.2f}%" copy_results['Average Trade Duration'] = f"{copy_results['average_trade_duration']:.2f} hours" copy_results['Number of Trades'] = f"{copy_results['number_of_trades']}" copy_results['Win Rate'] = f"{copy_results['win_rate']:.2f}%" @@ -98,7 +99,8 @@ def create_html_trade_metrics_table(results, report): "Metric": [ "Trades per Year", "Trade per Day", - "Exposure Factor", + "Exposure Ratio", + "Cumulative Exposure", "Trades Average Gain", "Trades Average Loss", "Best Trade", @@ -113,7 +115,8 @@ def create_html_trade_metrics_table(results, report): "Value": [ copy_results['Trades per Year'], copy_results['Trades per Day'], - copy_results['Exposure Factor'], + copy_results['Exposure Ratio'], + copy_results['Cumulative Exposure'], copy_results['Trades Average Gain'], copy_results['Trades Average Loss'], copy_results['Best Trade'], diff --git a/investing_algorithm_framework/app/strategy.py b/investing_algorithm_framework/app/strategy.py index ca5985b4..ab4e10b8 100644 --- a/investing_algorithm_framework/app/strategy.py +++ b/investing_algorithm_framework/app/strategy.py @@ -71,7 +71,7 @@ def __init__( if data_sources is not None: self.data_sources = data_sources - self.metadata = metadata if metadata is not None else {} + self.metadata = metadata if decorated is not None: self.decorated = decorated diff --git a/investing_algorithm_framework/domain/__init__.py b/investing_algorithm_framework/domain/__init__.py index 222bfc41..020da792 100644 --- a/investing_algorithm_framework/domain/__init__.py +++ b/investing_algorithm_framework/domain/__init__.py @@ -19,12 +19,9 @@ PermissionDeniedApiException, ImproperlyConfigured, NetworkError from .models import OrderStatus, OrderSide, OrderType, TimeInterval, \ TimeUnit, TimeFrame, PortfolioConfiguration, Portfolio, Position, \ - Order, TradeStatus, StrategyProfile, \ - Trade, MarketCredential, \ - AppMode, DataType, DataSource, \ - PortfolioSnapshot, PositionSnapshot, \ - TradeRiskType, TradeTakeProfit, TradeStopLoss, \ - Event, SnapshotInterval + Order, TradeStatus, StrategyProfile, Trade, MarketCredential, \ + AppMode, DataType, DataSource, PortfolioSnapshot, PositionSnapshot, \ + TradeRiskType, TradeTakeProfit, TradeStopLoss, Event, SnapshotInterval from .order_executor import OrderExecutor from .portfolio_provider import PortfolioProvider from .services import MarketCredentialService, AbstractPortfolioSyncService, \ @@ -36,8 +33,9 @@ convert_polars_to_pandas, random_number, is_jupyter_notebook, \ csv_to_list, StoppableThread, load_csv_into_dict, tqdm, \ is_timezone_aware, sync_timezones, get_timezone -from .backtesting import BacktestResult, BacktestPosition, \ - BacktestDateRange, Backtest, BacktestMetrics +from .backtesting import BacktestRun, BacktestSummaryMetrics, \ + BacktestDateRange, Backtest, BacktestMetrics, \ + BacktestPermutationTest, BacktestEvaluationFocus __all__ = [ "OrderStatus", @@ -77,13 +75,12 @@ "StatelessActions", "parse_decimal_to_string", "parse_string_to_decimal", - "BacktestResult", + "BacktestRun", "DATETIME_FORMAT_BACKTESTING", "BACKTESTING_FLAG", "PortfolioSnapshot", "BACKTESTING_START_DATE", "StrategyProfile", - "BacktestPosition", "CCXT_DATETIME_FORMAT", "BACKTEST_DATA_DIRECTORY_NAME", "Trade", @@ -134,8 +131,8 @@ "DataSource", "Backtest", "BacktestMetrics", - "BacktestResult", - "BacktestPosition", + "BacktestSummaryMetrics", + "BacktestPermutationTest", "LAST_SNAPSHOT_DATETIME", "DATA_DIRECTORY", "INDEX_DATETIME", @@ -143,4 +140,5 @@ "is_jupyter_notebook", "tqdm", "DEFAULT_DATETIME_FORMAT", + "BacktestEvaluationFocus" ] diff --git a/investing_algorithm_framework/domain/backtesting/__init__.py b/investing_algorithm_framework/domain/backtesting/__init__.py index 14f0c263..4b1e6d34 100644 --- a/investing_algorithm_framework/domain/backtesting/__init__.py +++ b/investing_algorithm_framework/domain/backtesting/__init__.py @@ -1,13 +1,17 @@ -from .backtest_position import BacktestPosition -from .backtest_results import BacktestResult +from .backtest_summary_metrics import BacktestSummaryMetrics from .backtest_date_range import BacktestDateRange from .backtest_metrics import BacktestMetrics +from .backtest_run import BacktestRun from .backtest import Backtest +from .backtest_permutation_test import BacktestPermutationTest +from .backtest_evaluation_focuss import BacktestEvaluationFocus __all__ = [ "Backtest", - "BacktestResult", - "BacktestPosition", + "BacktestSummaryMetrics", "BacktestDateRange", "BacktestMetrics", + "BacktestRun", + "BacktestPermutationTest", + "BacktestEvaluationFocus" ] diff --git a/investing_algorithm_framework/domain/backtesting/backtest.py b/investing_algorithm_framework/domain/backtesting/backtest.py index 3dd997ca..61dd3b10 100644 --- a/investing_algorithm_framework/domain/backtesting/backtest.py +++ b/investing_algorithm_framework/domain/backtesting/backtest.py @@ -3,13 +3,16 @@ from pathlib import Path from dataclasses import dataclass, field from logging import getLogger -from typing import Dict, Union +from typing import Dict, Union, List from investing_algorithm_framework.domain.exceptions \ import OperationalException from .backtest_metrics import BacktestMetrics -from .backtest_results import BacktestResult +from .backtest_run import BacktestRun +from .backtest_permutation_test import BacktestPermutationTest +from .backtest_date_range import BacktestDateRange +from .backtest_summary_metrics import BacktestSummaryMetrics logger = getLogger(__name__) @@ -22,25 +25,125 @@ class Backtest: backtest results, and paths to strategy and data files. Attributes: - backtest_metrics (BacktestMetrics): The metrics of the backtest. - backtest_results (BacktestResult): The results of the backtest. - strategy_related_paths (list[str]): List of paths to strategy related - files. These files are copied to the report directory. - data_file_paths (list[str]): List of paths to data files. These files - are copied to the report directory. - meta_data (Dict[str, str]): Metadata related to the backtest, such as + backtest_runs (List[BacktestRun]): A list of backtest runs, + each representing the performance metrics of a single + backtest run. + backtest_summary (BacktestSummaryMetrics): An aggregated view of + the backtest metrics, combining results from multiple backtests + metrics into a single summary. + backtest_permutation_tests (List[BacktestPermutationTestMetrics]): A + list of backtest permutation tests, + each representing the performance metrics of a single + backtest permutation test. + metadata (Dict[str, str]): Metadata related to the backtest, such as configuration parameters or additional information about the strategy that was backtested. This can be used for later reference or analysis. risk_free_rate (float): The risk-free rate used in the backtest, typically expressed as a decimal (e.g., 0.03 for 3%). This + strategy_ids (List[int]): List of strategy IDs associated with + this backtest. + algorithm_id (int): The ID of the algorithm associated with this + backtest. """ - backtest_metrics: BacktestMetrics = field(default=None) - backtest_results: BacktestResult = field(default=None) - strategy_related_paths: list[str] = field(default_factory=list) - data_file_paths: list[str] = field(default_factory=list) + backtest_runs: List[BacktestRun] = field(default_factory=list) + backtest_summary: BacktestSummaryMetrics = field(default=None) + backtest_permutation_tests: List[BacktestPermutationTest] = \ + field(default_factory=list) metadata: Dict[str, str] = field(default_factory=dict) risk_free_rate: float = None + strategy_ids: List[int] = field(default_factory=list) + algorithm_id: int = None + + def __post_init__(self): + # Create the BacktestSummaryMetrics instance if it doesn't exist + if self.backtest_summary is None: + self.backtest_summary = BacktestSummaryMetrics() + + for backtest_metrics in self.get_all_backtest_metrics(): + self.backtest_summary.add(backtest_metrics) + + def get_all_backtest_runs(self) -> List[BacktestRun]: + """ + Retrieve all BacktestRun instances from the backtest. + + Returns: + List[BacktestRun]: A list of all BacktestRun instances. + """ + return self.backtest_runs + + def get_backtest_run( + self, date_range: BacktestDateRange + ) -> Union[BacktestRun, None]: + """ + Retrieve a specific BacktestRun based on the provided date range. + + Args: + date_range (BacktestDateRange): The date range to search for. + + Returns: + Union[BacktestRun, None]: The matching BacktestRun if found, + otherwise None. + """ + for run in self.backtest_runs: + if (run.backtest_start_date == date_range.start_date and + run.backtest_end_date == date_range.end_date): + return run + return None + + def get_backtest_permutation_test( + self, date_range: BacktestDateRange + ) -> Union[BacktestPermutationTest, None]: + """ + Retrieve a specific BacktestPermutationTest based on + the provided date range. + + Args: + date_range (BacktestDateRange): The date range to search for. + + Returns: + Union[BacktestPermutationTest, None]: The + matching BacktestPermutationTest if found, + otherwise None. + """ + for perm_test in self.backtest_permutation_tests: + if (perm_test.backtest_start_date == date_range.start_date and + perm_test.backtest_end_date == date_range.end_date): + return perm_test + return None + + def get_all_backtest_metrics(self) -> List[BacktestMetrics]: + """ + Retrieve all BacktestMetrics from the backtest runs. + + Returns: + List[BacktestMetrics]: A list of BacktestMetrics from + all backtest runs. + """ + return [ + run.backtest_metrics for run in self.backtest_runs + if run.backtest_metrics + ] + + def get_backtest_metrics( + self, date_range: BacktestDateRange + ) -> Union[BacktestMetrics, None]: + """ + Retrieve the BacktestMetrics for a specific BacktestRun based on + the provided date range. + + Args: + date_range (Optional[BacktestDateRange]): The date range to + search for. + + Returns: + Union[BacktestMetrics, None]: The BacktestMetrics of the matching + BacktestRun if found, otherwise None. + """ + run = self.get_backtest_run(date_range) + if run: + return run.backtest_metrics + return None def to_dict(self) -> dict: """ @@ -49,15 +152,22 @@ def to_dict(self) -> dict: Returns: dict: A dictionary representation of the Backtest instance. """ + + backtest_summary = self.backtest_summary.to_dict() \ + if self.backtest_summary else None return { - 'backtest_metrics': - (self.backtest_metrics.to_dict() - if self.backtest_metrics else None), - 'backtest_results': - (self.backtest_results.to_dict() - if self.backtest_results else None), - 'strategy_related_paths': self.strategy_related_paths, - 'data_file_paths': self.data_file_paths + "backtest_runs": [ + br.to_dict() for br in self.backtest_runs + ] if self.backtest_runs else None, + "backtest_summary": backtest_summary, + "backtest_permutation_tests": + [ + bpt.to_dict() for bpt in self.backtest_permutation_tests + ] if self.backtest_permutation_tests else None, + "metadata": self.metadata, + "risk_free_rate": self.risk_free_rate, + "strategy_ids": self.strategy_ids, + "algorithm_id": self.algorithm_id } @staticmethod @@ -77,11 +187,9 @@ def open(directory_path: Union[str, Path]) -> 'Backtest': OperationalException: If the directory does not exist or if there is an error loading the files. """ - - backtest_metrics = None - backtest_results = None - data_file_paths = [] - strategy_related_paths = [] + backtest_runs = [] + backtest_summary_metrics = None + permutation_metrics = [] metadata = {} risk_free_rate = None @@ -90,37 +198,35 @@ def open(directory_path: Union[str, Path]) -> 'Backtest': f"The directory {directory_path} does not exist." ) - # Load backtest metrics - metrics_file = os.path.join(directory_path, "metrics.json") - if os.path.isfile(metrics_file): - backtest_metrics = BacktestMetrics.open(metrics_file) - - # Load backtest results - results_file = os.path.join(directory_path, "results.json") - - if os.path.isfile(results_file): - backtest_results = BacktestResult.open(results_file) - - # Load strategy related paths - strategy_directory = os.path.join(directory_path, "strategies") - if os.path.isdir(strategy_directory): - strategy_related_paths = [ - os.path.join(strategy_directory, f) - for f in os.listdir(strategy_directory) - if os.path.isfile(os.path.join(strategy_directory, f)) - ] - - # Load data file paths - data_directory = os.path.join(directory_path, "backtest_data") - if os.path.isdir(data_directory): - data_file_paths = [ - os.path.join(data_directory, f) - for f in os.listdir(data_directory) - if os.path.isfile(os.path.join(data_directory, f)) - ] + summary_file = os.path.join(directory_path, "summary.json") + + if os.path.isfile(summary_file): + backtest_summary_metrics = \ + BacktestSummaryMetrics.open(summary_file) + + # Load backtest permutation test metrics + perm_test_dir = os.path.join(directory_path, "permutation_tests") + + if os.path.isdir(perm_test_dir): + for dir_name in os.listdir(perm_test_dir): + perm_test_file = os.path.join(perm_test_dir, dir_name) + if os.path.isdir(perm_test_file): + permutation_metrics.append( + BacktestPermutationTest.open(perm_test_file) + ) + + # Load all backtest runs + runs_dir = os.path.join(directory_path, "runs") + + if os.path.isdir(runs_dir): + for dir_name in os.listdir(runs_dir): + run_path = os.path.join(runs_dir, dir_name) + if os.path.isdir(run_path): + backtest_runs.append(BacktestRun.open(run_path)) # Load metadata if available meta_file = os.path.join(directory_path, "metadata.json") + if os.path.isfile(meta_file): with open(meta_file, 'r') as f: metadata = json.load(f) @@ -129,6 +235,7 @@ def open(directory_path: Union[str, Path]) -> 'Backtest': risk_free_rate_file = os.path.join( directory_path, "risk_free_rate.json" ) + if os.path.isfile(risk_free_rate_file): with open(risk_free_rate_file, 'r') as f: try: @@ -140,10 +247,9 @@ def open(directory_path: Union[str, Path]) -> 'Backtest': risk_free_rate = None return Backtest( - backtest_metrics=backtest_metrics, - backtest_results=backtest_results, - strategy_related_paths=strategy_related_paths, - data_file_paths=data_file_paths, + backtest_runs=backtest_runs, + backtest_summary=backtest_summary_metrics, + backtest_permutation_tests=permutation_metrics, metadata=metadata, risk_free_rate=risk_free_rate ) @@ -169,59 +275,35 @@ def save(self, directory_path: Union[str, Path]) -> None: if not os.path.exists(directory_path): os.makedirs(directory_path) - # Call the save method of BacktestMetrics - if self.backtest_metrics: - self.backtest_metrics.save(directory_path) - - # Call the save method of BacktestResult - if self.backtest_results: - self.backtest_results.save(directory_path) - - # Save the strategy - if self.strategy_related_paths is not None: - # Create a strategy directory if it does not exist - strategy_directory = os.path.join(directory_path, "strategies") - if not os.path.exists(strategy_directory): - os.makedirs(strategy_directory) - - # Copy strategy related files to the report directory - for file in self.strategy_related_paths: - if not os.path.isfile(file): - raise OperationalException( - f"Strategy file {file} does not exist" - ) - - destination_file = os.path.join( - strategy_directory, os.path.basename(file) - ) - with open(file, "rb") as src: - with open(destination_file, "wb") as dst: - dst.write(src.read()) - - # Save the data files - if self.data_file_paths is not None: - # Create a data directory if it does not exist - data_directory = os.path.join(directory_path, "backtest_data") + # Call the save method of all backtest runs + if self.backtest_runs: + run_path = os.path.join(directory_path, "runs") + os.makedirs(run_path, exist_ok=True) + + for bm in self.backtest_runs: + dir_name = bm.create_directory_name() + run_path = os.path.join(run_path, dir_name) + os.makedirs(run_path, exist_ok=True) + bm.save(run_path) + + # Save combined backtest metrics if available + if self.backtest_summary: + summary_file = os.path.join( + directory_path, "summary.json" + ) + self.backtest_summary.save(summary_file) - if not os.path.exists(data_directory): - os.makedirs(data_directory) + if self.backtest_permutation_tests: + permutation_path = os.path.join( + directory_path, "permutation_tests" + ) + os.makedirs(permutation_path, exist_ok=True) - # Copy data files to the report directory - for file in self.data_file_paths: - - try: - if not os.path.isfile(file): - raise OperationalException( - f"Data file {file} does not exist" - ) - destination_file = os.path.join( - data_directory, os.path.basename(file) - ) - with open(file, "rb") as src: - with open(destination_file, "wb") as dst: - dst.write(src.read()) - except Exception as e: - logger.error(f"Error copying data file {file}: {e}") + for pm in self.backtest_permutation_tests: + dir_name = pm.create_directory_name() + pm_path = os.path.join(permutation_path, dir_name) + os.makedirs(pm_path, exist_ok=True) + pm.save(pm_path) # Save metadata if available if self.metadata: @@ -239,6 +321,24 @@ def save(self, directory_path: Union[str, Path]) -> None: {'risk_free_rate': self.risk_free_rate}, f, indent=4 ) + # Save strategy IDs if available + if self.strategy_ids: + strategy_ids_file = os.path.join( + directory_path, "strategy_ids.json" + ) + with open(strategy_ids_file, 'w') as f: + json.dump({'strategy_ids': self.strategy_ids}, f, indent=4) + + # Save algorithm ID if available + if self.algorithm_id is not None: + algorithm_id_file = os.path.join( + directory_path, "algorithm_id.json" + ) + with open(algorithm_id_file, 'w') as f: + json.dump( + {'algorithm_id': self.algorithm_id}, f, indent=4 + ) + def __repr__(self): """ Return a string representation of the Backtest instance. @@ -249,3 +349,69 @@ def __repr__(self): return json.dumps( self.to_dict(), indent=4, sort_keys=True, default=str ) + + def merge(self, other: 'Backtest') -> 'Backtest': + """ + Function to merge another Backtest instance into this one. + + Args: + other (Backtest): The other Backtest instance to merge. + + Returns: + Backtest: The merged Backtest instance. + """ + + merged = Backtest() + merged.backtest_runs = self.backtest_runs + other.backtest_runs + + summary = BacktestSummaryMetrics() + + for bt_run in merged.get_all_backtest_metrics(): + summary.add(bt_run) + + merged.backtest_summary = summary + merged.backtest_permutation_tests = \ + self.backtest_permutation_tests + other.backtest_permutation_tests + + # Merge metadata + merged.metadata = {**self.metadata, **other.metadata} + + if self.risk_free_rate is None: + merged.risk_free_rate = other.risk_free_rate + + if self.strategy_ids is None: + merged.strategy_ids = other.strategy_ids + + if self.algorithm_id is None: + merged.algorithm_id = other.algorithm_id + + return merged + + def get_backtest_date_ranges(self): + """ + Get the date ranges for the backtest. + + Returns: + List[BacktestDateRange]: A list of BacktestDateRange objects + representing the date ranges for each backtest run. + """ + return [ + BacktestDateRange( + start_date=run.backtest_start_date, + end_date=run.backtest_end_date, + name=run.backtest_date_range_name + ) + for run in self.backtest_runs + ] + + def add_permutation_test( + self, permutation_test: BacktestPermutationTest + ) -> None: + """ + Add a permutation test to the backtest. + + Args: + permutation_test (BacktestPermutationTest): The permutation test + to add. + """ + self.backtest_permutation_tests.append(permutation_test) diff --git a/investing_algorithm_framework/domain/backtesting/backtest_evaluation_focuss.py b/investing_algorithm_framework/domain/backtesting/backtest_evaluation_focuss.py new file mode 100644 index 00000000..d2e79d69 --- /dev/null +++ b/investing_algorithm_framework/domain/backtesting/backtest_evaluation_focuss.py @@ -0,0 +1,116 @@ +from enum import Enum + + +default_weights = { + # Profitability + "total_net_gain": 3.0, + "gross_loss": 0.0, + "growth": 0.0, + "trades_average_return": 0.0, + + # Risk-adjusted returns + "sharpe_ratio": 1.0, + "sortino_ratio": 1.0, + "profit_factor": 1.0, + + # Risk + "max_drawdown": -2.0, + "max_drawdown_duration": -0.5, + + # Trading activity + "number_of_trades": 2.0, + "win_rate": 3.0, + + # Exposure + "cumulative_exposure": 0.5, + "exposure_ratio": 0.0, +} + + +class BacktestEvaluationFocus(Enum): + BALANCED = "balanced" + PROFIT = "profit" + FREQUENCY = "frequency" + RISK_ADJUSTED = "risk_adjusted" + + @staticmethod + def from_string(value: str): + + if isinstance(value, str): + + for entry in BacktestEvaluationFocus: + + if value.upper() == entry.value: + return entry + + raise ValueError( + f"Could not convert {value} to BacktestEvaluationFocus" + ) + return None + + @staticmethod + def from_value(value): + + if isinstance(value, str): + return BacktestEvaluationFocus.from_string(value) + + if isinstance(value, BacktestEvaluationFocus): + + for entry in BacktestEvaluationFocus: + + if value == entry: + return entry + + raise ValueError( + f"Could not convert {value} to BacktestEvaluationFocus" + ) + + def equals(self, other): + + if isinstance(other, Enum): + return self.value == other.value + else: + return BacktestEvaluationFocus.from_string(other) == self + + def get_weights(self): + # default / balanced + base = { + "total_net_gain": 3.0, + "win_rate": 3.0, + "number_of_trades": 2.0, + "sharpe_ratio": 1.0, + "sortino_ratio": 1.0, + "profit_factor": 1.0, + "max_drawdown": -2.0, + "max_drawdown_duration": -0.5, + "total_net_loss": 0.0, + "total_return": 0.0, + "avg_return_per_trade": 0.0, + "exposure_factor": 0.5, + "exposure_ratio": 0.0, + "exposure_time": 0.0, + } + + if self != BacktestEvaluationFocus.BALANCED: + + # apply presets + if self == BacktestEvaluationFocus.PROFIT: + base.update({ + "total_net_gain": 3.0, + "win_rate": 2.0, + "number_of_trades": 1.0, + }) + elif self == BacktestEvaluationFocus.FREQUENCY: + base.update({ + "number_of_trades": 3.0, + "win_rate": 2.0, + "total_net_gain": 2.0, + }) + elif self == BacktestEvaluationFocus.RISK_ADJUSTED: + base.update({ + "sharpe_ratio": 3.0, + "sortino_ratio": 3.0, + "max_drawdown": -3.0, + }) + + return base diff --git a/investing_algorithm_framework/domain/backtesting/backtest_metrics.py b/investing_algorithm_framework/domain/backtesting/backtest_metrics.py index 44e621e8..9f27f970 100644 --- a/investing_algorithm_framework/domain/backtesting/backtest_metrics.py +++ b/investing_algorithm_framework/domain/backtesting/backtest_metrics.py @@ -1,4 +1,5 @@ import os +from pathlib import Path from dataclasses import dataclass, field from logging import getLogger from typing import Tuple, List @@ -32,6 +33,7 @@ class BacktestMetrics: of the backtest. total_net_gain (float): The total return of the backtest. total_net_gain_percentage (float): The total return percentage + total_loss (float): The total loss of the backtest. cagr (float): The compound annual growth rate of the backtest. sharpe_ratio (float): The Sharpe ratio of the backtest, indicating risk-adjusted return. @@ -62,10 +64,19 @@ class BacktestMetrics: trades_per_year (float): The average number of trades executed per year. trade_per_day (float): The average number of trades executed per day. - exposure_factor (float): The exposure factor, indicating the + exposure_ratio (float): The exposure ratio, indicating the average exposure of the portfolio. + cumulative_exposure (float): The cumulative exposure, indicating the + total exposure of the portfolio over the backtest period. trades_average_gain (float): The average gain from winning trades. + trades_average_gain_percentage (float): The average gain percentage + from winning trades. trades_average_loss (float): The average loss from losing trades. + trades_average_loss_percentage (float): The average loss percentage + from losing trades. + trades_average_return (float): The average return from all trades. + trades_average_return_percentage (float): The average return + percentage from all trades. best_trade (float): A string representation of the best trade, including net gain and percentage. worst_trade (float): A string representation of the worst trade, @@ -82,6 +93,10 @@ class BacktestMetrics: with positive returns. percentage_winning_years (float): The percentage of years with positive returns. + percentage_positive_trades (float): The percentage of trades that + were profitable. + percentage_negative_trades (float): The percentage of trades that + were unprofitable. average_monthly_return (float): The average monthly return of the portfolio. average_monthly_return_losing_months (float): The average monthly @@ -124,15 +139,23 @@ class BacktestMetrics: max_drawdown_duration: int = 0 trades_per_year: float = 0.0 trade_per_day: float = 0.0 - exposure_factor: float = 0.0 - trades_average_gain: Tuple[float, float] = 0.0 - trades_average_loss: Tuple[float, float] = 0.0 + exposure_ratio: float = 0.0 + cumulative_exposure: float = 0.0 + trades_average_gain: float = 0.0 + trades_average_gain_percentage: float = 0.0 + trades_average_loss: float = 0.0 + trades_average_loss_percentage: float = 0.0 + trades_average_return: float = 0.0 + trades_average_return_percentage: float = 0.0 best_trade: Trade = None worst_trade: Trade = None average_trade_duration: float = 0.0 + average_trade_size: float = 0.0 number_of_trades: int = 0 win_rate: float = 0.0 win_loss_ratio: float = 0.0 + percentage_positive_trades: float = 0.0 + percentage_negative_trades: float = 0.0 percentage_winning_months: float = 0.0 percentage_winning_years: float = 0.0 average_monthly_return: float = 0.0 @@ -182,19 +205,30 @@ def to_dict(self) -> dict: "max_drawdown_duration": self.max_drawdown_duration, "trades_per_year": self.trades_per_year, "trade_per_day": self.trade_per_day, - "exposure_factor": self.exposure_factor, + "exposure_ratio": self.exposure_ratio, + "cumulative_exposure": self.cumulative_exposure, "trades_average_gain": self.trades_average_gain, + "trades_average_gain_percentage": + self.trades_average_gain_percentage, "trades_average_loss": self.trades_average_loss, + "trades_average_loss_percentage": + self.trades_average_loss_percentage, + "trades_average_return": self.trades_average_return, + "trades_average_return_percentage": + self.trades_average_return_percentage, "best_trade": self.best_trade.to_dict() if self.best_trade else None, "worst_trade": self.worst_trade.to_dict() if self.worst_trade else None, "average_trade_duration": self.average_trade_duration, + "average_trade_size": self.average_trade_size, "number_of_trades": self.number_of_trades, "win_rate": self.win_rate, "win_loss_ratio": self.win_loss_ratio, "percentage_winning_months": self.percentage_winning_months, "percentage_winning_years": self.percentage_winning_years, + "percentage_positive_trades": self.percentage_positive_trades, + "percentage_negative_trades": self.percentage_negative_trades, "average_monthly_return": self.average_monthly_return, "average_monthly_return_losing_months": self.average_monthly_return_losing_months, @@ -206,20 +240,15 @@ def to_dict(self) -> dict: "worst_year": self.worst_year } - def save(self, directory_path: str) -> None: + def save(self, file_path: str | Path) -> None: """ Save the backtest metrics to a file in JSON format. The metrics will always be saved in a file named `metrics.json` Args: - directory_path (str): The directory where the metrics + file_path (str): The directory where the metrics file will be saved. """ - - if not os.path.exists(directory_path): - os.makedirs(directory_path) - - file_path = os.path.join(directory_path, 'metrics.json') with open(file_path, 'w') as file: json.dump(self.to_dict(), file, indent=4, default=str) @@ -288,7 +317,7 @@ def _parse_tuple_date(data) -> Tuple[float, date]: return (value, date) @staticmethod - def open(file_path: str) -> 'BacktestMetrics': + def open(file_path: str | Path) -> 'BacktestMetrics': """ Open a backtest metrics file from a directory and return a BacktestMetrics instance. @@ -346,3 +375,14 @@ def open(file_path: str) -> 'BacktestMetrics': data['worst_trade'] = Trade.from_dict(data['worst_trade']) return BacktestMetrics(**data) + + def __repr__(self): + """ + Return a string representation of the Backtest instance. + + Returns: + str: A string representation of the Backtest instance. + """ + return json.dumps( + self.to_dict(), indent=4, sort_keys=True, default=str + ) diff --git a/investing_algorithm_framework/domain/backtesting/backtest_permutation_test.py b/investing_algorithm_framework/domain/backtesting/backtest_permutation_test.py new file mode 100644 index 00000000..3a7d4d7a --- /dev/null +++ b/investing_algorithm_framework/domain/backtesting/backtest_permutation_test.py @@ -0,0 +1,212 @@ +import os +import json + +from dataclasses import dataclass, field +from typing import List, Dict +import numpy as np +import pandas as pd + +from .backtest_metrics import BacktestMetrics + + +@dataclass +class BacktestPermutationTest: + """ + Represents the result of a permutation test on backtest metrics. + + Attributes: + real_metrics (BacktestMetrics): The real backtest metrics. + permutated_metrics (List[BacktestMetrics]): A list of backtest + metrics objects from permuted backtests. + p_values (Dict[str, float]): A dictionary mapping metric names + to their permutation test p-values. + """ + + # Default set of metrics for permutation testing + DEFAULT_METRICS: List[str] = field(default_factory=lambda: [ + "cagr", + "sharpe_ratio", + "sortino_ratio", + "calmar_ratio", + "profit_factor", + "annual_volatility", + "max_drawdown", + "win_rate", + "win_loss_ratio", + "average_monthly_return" + ]) + real_metrics: BacktestMetrics = None + permutated_metrics: List[BacktestMetrics] = field(default_factory=list) + p_values: Dict[str, float] = field(default_factory=dict) + ohlcv_permutated_datasets: Dict[str, List[pd.DataFrame]] = \ + field(default_factory=dict) + ohlcv_original_datasets: Dict[str, pd.DataFrame] = \ + field(default_factory=dict) + backtest_start_date: pd.Timestamp = None + backtest_end_date: pd.Timestamp = None + backtest_date_range_name: str = None + + def compute_p_values( + self, metrics: List[str] = None, one_sided: bool = True + ) -> None: + """ + Compute p-values for the selected metrics based on the + permutation distribution. + + Args: + metrics (List[str]): List of metric names to compute p-values for. + If None, uses DEFAULT_METRICS. + one_sided (bool): Whether to compute a one-sided + test (default: True). + """ + if metrics is None: + metrics = self.DEFAULT_METRICS + + self.p_values = {} + + for metric in metrics: + real_value = getattr(self.real_metrics, metric, None) + if real_value is None: + continue + + # Collect metric values across all permuted backtests + dist = np.array([ + getattr(pm, metric, None) + for pm in self.permutated_metrics + if getattr(pm, metric, None) is not None + ]) + + if len(dist) == 0: + continue + + if one_sided: + p = np.mean(dist >= real_value) + else: + p = np.mean(np.abs(dist) >= abs(real_value)) + + self.p_values[metric] = float(p) + + def summary( + self, metrics: List[str] = None + ) -> Dict[str, Dict[str, float]]: + """ + Return a summary of real values, mean permuted values, and p-values. + """ + + if metrics is None: + metrics = self.DEFAULT_METRICS + + if not self.p_values: # lazy compute + self.compute_p_values(metrics=metrics) + + summary_dict = {} + for metric in metrics: + real_value = getattr(self.real_metrics, metric, None) + if real_value is None: + continue + + dist = np.array([ + getattr(pm, metric, None) + for pm in self.permutated_metrics + if getattr(pm, metric, None) is not None + ]) + + # Filter out inf / nan + dist = dist[np.isfinite(dist)] + + real_value = getattr(self.real_metrics, metric, None) + + if real_value is None or not np.isfinite(real_value): + continue + + if len(dist) == 0: + continue + + summary_dict[metric] = { + "real": real_value, + "permuted_mean": float(np.mean(dist)), + "p_value": self.p_values.get(metric, None), + } + + return summary_dict + + def save(self, path: str) -> None: + """ + Save the permutation test results to disk (JSON + Parquet). + """ + os.makedirs(path, exist_ok=True) + + # Save the real metrics + self.real_metrics.save(os.path.join(path, "original_metrics")) + + permuted_dir = os.path.join(path, "permuted_metrics") + os.makedirs(permuted_dir, exist_ok=True) + + for i, pm in enumerate(self.permutated_metrics): + pm.save(os.path.join(permuted_dir, f"permuted_{i}")) + + # Save the P-values + with open(os.path.join(path, "p_values.json"), "w") as f: + json.dump(self.p_values, f) + + @staticmethod + def open(path: str) -> "BacktestPermutationTest": + """ + Load the permutation test results from disk (JSON + Parquet). + """ + with open(os.path.join(path, "results.json"), "r") as f: + results = json.load(f) + + # Rehydrate BacktestMetrics + real_metrics = BacktestMetrics(**results["real_metrics"]) + permutated_metrics = [ + BacktestMetrics(**pm) for pm in results["permutated_metrics"] + ] + + # Reload DataFrames + ohlcv_original_datasets = {} + ohlcv_permutated_datasets = {} + for file in os.listdir(path): + if file.startswith("original_") and file.endswith(".parquet"): + key = file.replace("original_", "").replace(".parquet", "") + ohlcv_original_datasets[key] = pd.read_parquet( + os.path.join(path, file) + ) + elif file.startswith("permuted_") and file.endswith(".parquet"): + key = file.replace("permuted_", "").replace(".parquet", "") + ohlcv_permutated_datasets[key] = pd.read_parquet( + os.path.join(path, file) + ) + + return BacktestPermutationTest( + real_metrics=real_metrics, + permutated_metrics=permutated_metrics, + p_values=results["p_values"], + ohlcv_original_datasets=ohlcv_original_datasets, + ohlcv_permutated_datasets=ohlcv_permutated_datasets + ) + + def create_directory_name(self) -> str: + """ + Create a directory name for the backtest run based on its attributes. + + Returns: + str: A string representing the directory name. + """ + start_str = self.real_metrics.backtest_start_date.strftime("%Y%m%d") + end_str = self.real_metrics.backtest_end_date.strftime("%Y%m%d") + dir_name = f"permutation_test_{start_str}_{end_str}" + return dir_name + + def to_dict(self) -> Dict: + """ + Convert the permutation test results to a dictionary. + """ + return { + "real_metrics": self.real_metrics.to_dict(), + "permutated_metrics": [ + pm.to_dict() for pm in self.permutated_metrics + ], + "p_values": self.p_values, + # Note: DataFrames are not included in the dict representation + } diff --git a/investing_algorithm_framework/domain/backtesting/backtest_position.py b/investing_algorithm_framework/domain/backtesting/backtest_position.py deleted file mode 100644 index f9de1f9d..00000000 --- a/investing_algorithm_framework/domain/backtesting/backtest_position.py +++ /dev/null @@ -1,120 +0,0 @@ -from investing_algorithm_framework.domain.models.base_model import BaseModel - - -class BacktestPosition(BaseModel): - - def __init__( - self, - position, - trading_symbol=False, - amount_pending_buy=0.0, - amount_pending_sell=0.0, - total_value_portfolio=0.0 - ): - self._symbol = position.symbol - self._amount = position.amount + amount_pending_sell - self._cost = position.cost - self._price = 0.0 - self._trading_symbol = trading_symbol - self._amount_pending_buy = amount_pending_buy - self._amount_pending_sell = amount_pending_sell - self._total_value_portfolio = total_value_portfolio - - @property - def price(self): - return self._price - - @price.setter - def price(self, value): - self._price = value - - @property - def cost(self): - - if self._trading_symbol: - return self.amount - - return self._cost - - @property - def value(self): - - if self._trading_symbol: - return self.amount - - return self._price * self.amount - - @property - def growth(self): - - if self._amount == 0: - return 0.0 - - if self._trading_symbol: - return 0.0 - - return self.value - self.cost - - @property - def growth_rate(self): - - if self._trading_symbol: - return 0.0 - - if self.cost == 0: - return 0.0 - - return self.growth / self.cost * 100 - - @property - def symbol(self): - return self._symbol - - @property - def amount(self): - return self._amount - - @property - def amount_pending_sell(self): - return self._amount_pending_sell - - @amount_pending_sell.setter - def amount_pending_sell(self, value): - self._amount_pending_sell = value - - @property - def amount_pending_buy(self): - return self._amount_pending_buy - - @amount_pending_buy.setter - def amount_pending_buy(self, value): - self._amount_pending_buy = value - - @property - def percentage_of_portfolio(self): - - if self._total_value_portfolio == 0: - return 0.0 - - return (self.value / self._total_value_portfolio) * 100 - - def get_percentage_of_portfolio(self): - - if self._total_value_portfolio == 0: - return 0.0 - - return self.value / self._total_value_portfolio * 100 - - def to_dict(self): - return { - "symbol": self.symbol, - "amount": self.amount, - "cost": self.cost, - "price": self.price, - "value": self.value, - "growth": self.growth, - "growth_rate": self.growth_rate, - "amount_pending_buy": self.amount_pending_buy, - "amount_pending_sell": self.amount_pending_sell, - "percentage_of_portfolio": self.percentage_of_portfolio - } diff --git a/investing_algorithm_framework/domain/backtesting/backtest_results.py b/investing_algorithm_framework/domain/backtesting/backtest_results.py deleted file mode 100644 index 5ec00cbb..00000000 --- a/investing_algorithm_framework/domain/backtesting/backtest_results.py +++ /dev/null @@ -1,491 +0,0 @@ -import json -import os -from dataclasses import dataclass, field -from datetime import datetime, timezone -from logging import getLogger -from typing import List, Optional - -from investing_algorithm_framework.domain.constants import \ - DEFAULT_DATETIME_FORMAT -from investing_algorithm_framework.domain.exceptions import \ - OperationalException -from investing_algorithm_framework.domain.models.order import Order -from investing_algorithm_framework.domain.models.order import OrderSide, \ - OrderStatus -from investing_algorithm_framework.domain.models.portfolio \ - .portfolio_snapshot import PortfolioSnapshot -from investing_algorithm_framework.domain.models.position import Position -from investing_algorithm_framework.domain.models.trade import Trade, \ - TradeStatus -from .backtest_date_range import BacktestDateRange - -logger = getLogger(__name__) - - -@dataclass -class BacktestResult: - """ - Class that represents a backtest result. The backtest result - contains information about the trades, positions, portfolio and - trades of backtest. - - Attributes: - backtest_date_range (BacktestDateRange): The date range of - the backtest. - trading_symbol (str): The trading symbol of the backtest. - name (str): The name of the backtest. - initial_unallocated (float): The initial unallocated amount - of the backtest. - symbols (List[str]): The symbols of the backtest. - number_of_runs (int): The number of strategy runs of the backtest. - portfolio_snapshots (List[PortfolioSnapshot]): The portfolio - snapshots of the backtest. - trades (List[Trade]): All trades of the backtest. - orders (List[Order]): All orders of the backtest. - positions (List[Position]): All positions of the backtest. - created_at (Optional[datetime]): The date and time when the - backtest was created. - backtest_start_date (Optional[datetime]): The start date of the - backtest. - backtest_end_date (Optional[datetime]): The end date of the - backtest. - number_of_days (int): The number of days of the backtest. - number_of_trades (int): The number of trades of the backtest. - number_of_trades_closed (int): The number of closed trades - of the backtest. - number_of_trades_open (int): The number of open trades - of the backtest. - percentage_positive_trades (float): The percentage of positive - trades of the backtest. - percentage_negative_trades (float): The percentage of negative - trades of the backtest. - growth (float): The growth of the backtest. - growth_percentage (float): The growth percentage of the backtest. - total_cost (float): The total cost of the backtest. - total_value (float): The total value of the backtest. - average_trade_duration (float): The average trade duration - of the backtest in hours. - average_trade_size (float): The average trade size of the - backtest in the trading symbol. - """ - backtest_date_range: BacktestDateRange - trading_symbol: str - name: str - initial_unallocated: float - number_of_runs: int - portfolio_snapshots: List[PortfolioSnapshot] - trades: List[Trade] - orders: List[Order] - positions: List[Position] - created_at: Optional[datetime] = field(default=None) - backtest_start_date: Optional[datetime] = field(default=None) - backtest_end_date: Optional[datetime] = field(default=None) - symbols: List[str] = field(default_factory=list) - number_of_days: int = 0 - number_of_trades: int = 0 - number_of_trades_closed: int = 0 - number_of_trades_open: int = 0 - number_of_orders: int = 0 - number_of_positions: int = 0 - percentage_positive_trades: float = 0.0 - percentage_negative_trades: float = 0.0 - growth: float = 0.0 - growth_percentage: float = 0.0 - total_cost: float = 0.0 - total_value: float = 0.0 - average_trade_duration: float = 0.0 - average_trade_size: float = 0.0 - - def __post_init__(self): - - if self.created_at is None: - self.created_at = datetime.now(tz=timezone.utc) - - self.number_of_days = ( - self.backtest_date_range.end_date - - self.backtest_date_range.start_date - ).days - self.backtest_start_date = self.backtest_date_range.start_date - self.backtest_end_date = self.backtest_date_range.end_date - - if len(self.portfolio_snapshots) < 2: - raise OperationalException( - "Backtest result must have at least 2 portfolio snapshots " + - "One for the initial state and one for the final state." - ) - - self.growth = self.portfolio_snapshots[-1].total_value \ - - self.portfolio_snapshots[0].total_value - self.growth_percentage = self.growth / self.initial_unallocated * 100.0 - self.number_of_orders = \ - len(self.orders) if self.orders is not None else 0 - self.number_of_positions = \ - len(self.positions) if self.positions is not None else 0 - last_portfolio_snapshot = \ - self.portfolio_snapshots[-1] if self.portfolio_snapshots else None - self.total_value = last_portfolio_snapshot.total_value \ - if last_portfolio_snapshot is not None else 0.0 - - number_of_negative_trades = 0.0 - number_of_positive_trades = 0.0 - number_of_trades_closed = 0 - number_of_trades_open = 0 - total_duration = 0 - total_trade_size = 0.0 - - if self.trades is not None: - for trade in self.trades: - self.total_cost += trade.cost - total_duration += \ - ((trade.closed_at - trade.opened_at).total_seconds() / - 3600) if trade.closed_at else 0 - total_trade_size += trade.size - if trade.status == TradeStatus.CLOSED.value: - number_of_trades_closed += 1 - - if trade.status == TradeStatus.OPEN.value: - number_of_trades_open += 1 - - if trade.net_gain > 0: - number_of_positive_trades += 1 - elif trade.net_gain < 0: - number_of_negative_trades += 1 - - self.percentage_positive_trades = \ - (number_of_positive_trades / len(self.trades)) * 100.0 \ - if len(self.trades) > 0 else 0.0 - self.percentage_negative_trades = \ - (number_of_negative_trades / len(self.trades)) * 100.0 \ - if len(self.trades) > 0 else 0.0 - self.number_of_trades_closed = number_of_trades_closed - self.number_of_trades_open = number_of_trades_open - self.number_of_trades = len(self.trades) - self.average_trade_duration = \ - total_duration / self.number_of_trades \ - if self.number_of_trades > 0 else 0.0 - self.average_trade_size = \ - total_trade_size / self.number_of_trades \ - if self.number_of_trades > 0 else 0.0 - - # Determine all the symbols that are being traded in the backtest - if self.symbols is None: - self.symbols = [] - - for order in self.orders: - if order.target_symbol not in self.symbols: - self.symbols.append(order.target_symbol) - - def to_dict(self, datetime_format=DEFAULT_DATETIME_FORMAT): - """ - Convert the backtest report to a dictionary. So it can be - saved to a file. - - Returns: - dict: The backtest report as a dictionary - """ - - return { - "name": self.name, - "backtest_date_range_identifier": self.backtest_date_range.name, - "backtest_start_date": self.backtest_date_range.start_date - .strftime(datetime_format), - "backtest_end_date": self.backtest_date_range.end_date - .strftime(datetime_format), - "number_of_runs": self.number_of_runs, - "symbols": self.symbols, - "number_of_days": self.number_of_days, - "number_of_orders": self.number_of_orders, - "number_of_positions": self.number_of_positions, - "percentage_positive_trades": self.percentage_positive_trades, - "percentage_negative_trades": self.percentage_negative_trades, - "number_of_trades_closed": self.number_of_trades_closed, - "number_of_trades_open": self.number_of_trades_open, - "total_cost": self.total_cost, - "growth_percentage": self.growth_percentage, - "growth": self.growth, - "initial_unallocated": self.initial_unallocated, - "trading_symbol": self.trading_symbol, - "total_value": self.total_value, - "average_trade_duration": self.average_trade_duration, - "average_trade_size": self.average_trade_size, - # "positions": [position.to_dict() for position in self.positions], - "trades": [ - trade.to_dict(datetime_format=datetime_format) - for trade in self.trades - ], - "orders": [ - order.to_dict(datetime_format=datetime_format) - for order in self.orders - ], - "portfolio_snapshots": [ - snapshot.to_dict(datetime_format=datetime_format) - for snapshot in self.portfolio_snapshots - ], - "created_at": self.created_at.strftime(datetime_format), - } - - @staticmethod - def from_dict(data, datetime_format=DEFAULT_DATETIME_FORMAT): - """ - Factory method to create a backtest report from a dictionary. - """ - backtest_date_range = BacktestDateRange( - start_date=datetime.strptime( - data["backtest_start_date"], datetime_format - ), - end_date=datetime.strptime( - data["backtest_end_date"], datetime_format - ) - ) - portfolio_snapshots_data = data.get("portfolio_snapshots", None) - - if portfolio_snapshots_data is None: - portfolio_snapshots = [] - else: - portfolio_snapshots = [ - PortfolioSnapshot.from_dict(snapshot) - for snapshot in portfolio_snapshots_data - ] - - positions_data = data.get("positions", None) - - if positions_data is not None: - positions = [ - Position.from_dict(position) for position in positions_data - ] - else: - positions = [] - - trades_data = data.get("trades", None) - - if trades_data is not None: - trades = [Trade.from_dict(trade) for trade in trades_data] - else: - trades = [] - - orders_data = data.get("orders", None) - - if orders_data is not None: - orders = [Order.from_dict(order) for order in orders_data] - else: - orders = [] - - report = BacktestResult( - name=data["name"], - number_of_runs=data["number_of_runs"], - backtest_date_range=backtest_date_range, - symbols=data["symbols"], - number_of_orders=data["number_of_orders"], - number_of_positions=data["number_of_positions"], - percentage_positive_trades=data["percentage_positive_trades"], - percentage_negative_trades=data["percentage_negative_trades"], - number_of_trades_closed=data["number_of_trades_closed"], - number_of_trades_open=data["number_of_trades_open"], - total_cost=float(data["total_cost"]), - growth_percentage=float(data["growth_percentage"]), - growth=float(data["growth"]), - initial_unallocated=float(data["initial_unallocated"]), - trading_symbol=data["trading_symbol"], - total_value=float(data["total_value"]), - average_trade_duration=data["average_trade_duration"], - average_trade_size=float(data["average_trade_size"]), - created_at=datetime.strptime( - data["created_at"], datetime_format - ), - backtest_start_date=datetime.strptime( - data["backtest_start_date"], datetime_format - ), - backtest_end_date=datetime.strptime( - data["backtest_end_date"], datetime_format - ), - number_of_days=data["number_of_days"], - portfolio_snapshots=portfolio_snapshots, - # position_snapshots=position_snapshots, - trades=trades, - orders=orders, - positions=positions, - ) - - return report - - def get_orders( - self, - target_symbol=None, - order_side=None, - order_status=None, - created_at_lt=None, - ) -> List[Order]: - """ - Get the orders of a backtest report - - Args: - target_symbol (str): The target_symbol - order_side (str): The order side - status (str): The order status - created_at_lt (datetime): The created_at date to filter the orders - - Returns: - list: The orders of the backtest report - """ - selection = self.orders - - if created_at_lt is not None: - selection = [ - order for order in selection - if order.created_at < created_at_lt - ] - - if target_symbol is not None: - selection = [ - order for order in selection - if order.target_symbol == target_symbol - ] - - if order_side is not None: - order_side = OrderSide.from_value(order_side) - selection = [ - order for order in selection - if order.order_side == order_side.value - ] - - if order_status is not None: - status = OrderStatus.from_value(order_status) - selection = [ - order for order in selection - if order.status == status.value - ] - - return selection - - def get_trades(self, target_symbol=None, trade_status=None) -> List[Trade]: - """ - Get the trades of a backtest report - - Args: - target_symbol (str): The target_symbol - trade_status: The trade_status - - Returns: - list: The trades of the backtest report - """ - selection = self.trades - - if target_symbol is not None: - selection = [ - trade for trade in selection - if trade.target_symbol == target_symbol - ] - - if trade_status is not None: - trade_status = TradeStatus.from_value(trade_status) - selection = [ - trade for trade in selection - if trade.status == trade_status.value - ] - - return selection - - def get_positions(self, symbol=None) -> List[Position]: - """ - Get the positions of the backtest report - - Args: - symbol (str): The symbol - - Returns: - list: The positions of the backtest report - """ - - # Get the last portfolio snapshot - last_portfolio_snapshot = \ - self.portfolio_snapshots[-1] if self.portfolio_snapshots else None - selection = [] - - if last_portfolio_snapshot is not None: - positions = last_portfolio_snapshot.position_snapshots - - if symbol is not None: - selection = [ - position for position in positions - if position.symbol == symbol - ] - - return selection - - return selection - - def get_portfolio_snapshots( - self, - created_at_lt: Optional[datetime] = None - ) -> List[PortfolioSnapshot]: - """ - Get the portfolio snapshots of the backtest report - - Args: - created_at_lt (datetime): The created_at date to filter - the snapshots - - Returns: - list: The portfolio snapshots of the backtest report - """ - selection = self.portfolio_snapshots - - if created_at_lt is not None: - selection = [ - snapshot for snapshot in selection - if snapshot.created_at < created_at_lt - ] - - return selection - - def save(self, directory_path: str): - """ - Save the backtest results to a file. When saving the backtest results, - it will save the following files and directories: - - - results.json: The backtest results in JSON format. - - metrics.json: The metrics of the backtest report in JSON format. - - strategy_directory: A directory containing the strategy files - used in the backtest report. - - data_files: A directory containing the data files used in the - backtest report. - Args: - path (str): The path to save the backtest report to. - """ - - path = f"{directory_path}/results.json" - with open(path, 'w') as f: - json.dump(self.to_dict(), f, indent=4, default=str) - logger.info(f"Backtest results saved to {path}") - - @staticmethod - def open(file_path: str) -> 'BacktestResult': - """ - Open a backtest result from a file. - - Args: - file_path (str): The path to the file to open. - - Raises: - OperationalException: If the file does not exist or is not a valid - backtest result file. - - Returns: - BacktestResult: The backtest result. - """ - - if not file_path.endswith('.json'): - raise OperationalException( - f"File {file_path} is not a valid backtest result file. " - "It must be a JSON file." - ) - - # Check if the file exists - if not os.path.isfile(file_path): - raise OperationalException( - f"The file {file_path} does not exist." - ) - - with open(file_path, 'r') as f: - data = json.load(f) - return BacktestResult.from_dict(data) diff --git a/investing_algorithm_framework/domain/backtesting/backtest_run.py b/investing_algorithm_framework/domain/backtesting/backtest_run.py new file mode 100644 index 00000000..93635cb6 --- /dev/null +++ b/investing_algorithm_framework/domain/backtesting/backtest_run.py @@ -0,0 +1,361 @@ +import json +import os +from pathlib import Path +from datetime import datetime +from dataclasses import dataclass, field +from logging import getLogger +from typing import Union, List, Optional + +from investing_algorithm_framework.domain.exceptions \ + import OperationalException +from investing_algorithm_framework.domain.models.order import Order, \ + OrderSide, OrderStatus +from investing_algorithm_framework.domain.models.position import Position +from investing_algorithm_framework.domain.models.trade import Trade +from investing_algorithm_framework.domain.models.portfolio import \ + PortfolioSnapshot +from investing_algorithm_framework.domain.models.trade.trade_status import \ + TradeStatus + + +from .backtest_metrics import BacktestMetrics + + +logger = getLogger(__name__) + + +@dataclass +class BacktestRun: + """ + Represents a backtest of an algorithm. It contains the backtest metrics, + backtest results, and paths to strategy and data files. + + Attributes: + backtest_metrics (Optional[List[BacktestMetrics]]): A list of + backtest metrics objects, each representing the performance + metrics of a single backtest run. + backtest_start_date (datetime): The start date of the backtest. + backtest_end_date (datetime): The end date of the backtest. + backtest_date_range_name (str): The name of the date range used for + the backtest. + trading_symbol (str): The trading symbol used in the backtest. + initial_unallocated (float): The initial unallocated amount in the + backtest. + number_of_runs (int): The number of runs in the backtest. + portfolio_snapshots (List[PortfolioSnapshot]): A list of portfolio + snapshots taken during the backtest. + trades (List[Trade]): A list of trades executed during the backtest. + orders (List[Order]): A list of orders placed during the backtest. + positions (List[Position]): A list of positions held during the + backtest. + created_at (datetime): The date and time when the backtest was created. + symbols (List[str]): A list of trading symbols involved in + the backtest. + number_of_days (int): The total number of days the backtest ran. + number_of_trades (int): The total number of trades executed during + the backtest. + number_of_trades_closed (int): The total number of trades that were + closed during the backtest. + number_of_trades_open (int): The total number of trades that are + still open at the end of the backtest. + number_of_orders (int): The total number of orders placed during + the backtest. + number_of_positions (int): The total number of positions held + during the backtest. + """ + backtest_start_date: datetime + backtest_end_date: datetime + trading_symbol: str + initial_unallocated: float + number_of_runs: int + portfolio_snapshots: List[PortfolioSnapshot] + trades: List[Trade] + orders: List[Order] + positions: List[Position] + created_at: datetime + symbols: List[str] = field(default_factory=list) + number_of_days: int = 0 + number_of_trades: int = 0 + number_of_trades_closed: int = 0 + number_of_trades_open: int = 0 + number_of_orders: int = 0 + number_of_positions: int = 0 + backtest_metrics: BacktestMetrics = None + backtest_date_range_name: str = None + + def to_dict(self) -> dict: + """ + Convert the Backtest instance to a dictionary. + + Returns: + dict: A dictionary representation of the Backtest instance. + """ + backtest_metrics = self.backtest_metrics.to_dict() \ + if self.backtest_metrics else None + return { + "backtest_metrics": backtest_metrics, + "backtest_start_date": self.backtest_start_date, + "backtest_date_range_name": self.backtest_date_range_name, + "backtest_end_date": self.backtest_end_date, + "trading_symbol": self.trading_symbol, + "initial_unallocated": self.initial_unallocated, + "number_of_runs": self.number_of_runs, + "portfolio_snapshots": [ + ps.to_dict() for ps in self.portfolio_snapshots + ], + "trades": [trade.to_dict() for trade in self.trades], + "orders": [order.to_dict() for order in self.orders], + "positions": [position.to_dict() for position in self.positions], + "created_at": self.created_at, + "symbols": self.symbols, + "number_of_days": self.number_of_days, + "number_of_trades": self.number_of_trades, + "number_of_trades_closed": self.number_of_trades_closed, + "number_of_trades_open": self.number_of_trades_open, + "number_of_orders": self.number_of_orders, + "number_of_positions": self.number_of_positions + } + + @staticmethod + def open(directory_path: Union[str, Path]) -> 'BacktestRun': + """ + Open a backtest report from a directory and return a Backtest instance. + + Args: + directory_path (str): The path to the directory containing the + backtest report files. + + Returns: + Backtest: An instance of Backtest with the loaded metrics + and results. + + Raises: + OperationalException: If the directory does not exist or if + there is an error loading the files. + """ + backtest_metrics = None + + if not os.path.exists(directory_path): + raise OperationalException( + f"The directory {directory_path} does not exist." + ) + + # Load combined backtest metrics + metrics_file = os.path.join(directory_path, "metrics.json") + + if os.path.isfile(metrics_file): + backtest_metrics = BacktestMetrics.open(metrics_file) + + # Load backtest results + run_file = os.path.join(directory_path, "run.json") + + if os.path.isfile(run_file): + data = json.load(open(run_file, 'r')) + + # Parse datetime fields + data["backtest_start_date"] = datetime.strptime( + data["backtest_start_date"], "%Y-%m-%d %H:%M:%S" + ) + data["backtest_end_date"] = datetime.strptime( + data["backtest_end_date"], "%Y-%m-%d %H:%M:%S" + ) + data["created_at"] = datetime.strptime( + data["created_at"], "%Y-%m-%d %H:%M:%S" + ) + + # Parse orders + data["orders"] = [ + Order.from_dict(order) for order in data.get("orders", []) + ] + + # Parse positions + data["positions"] = [ + Position.from_dict(position) + for position in data.get("positions", []) + ] + + # Parse trades + data["trades"] = [ + Trade.from_dict(trade) for trade in data.get("trades", []) + ] + + # Parse portfolio snapshots + data["portfolio_snapshots"] = [ + PortfolioSnapshot.from_dict(ps) + for ps in data.get("portfolio_snapshots", []) + ] + + return BacktestRun( + backtest_metrics=backtest_metrics, + **data + ) + + def create_directory_name(self) -> str: + """ + Create a directory name for the backtest run based on its attributes. + + Returns: + str: A string representing the directory name. + """ + start_str = self.backtest_start_date.strftime("%Y%m%d") + end_str = self.backtest_end_date.strftime("%Y%m%d") + dir_name = f"backtest_{self.trading_symbol}_{start_str}_{end_str}" + return dir_name + + def save(self, directory_path: Union[str, Path]) -> None: + """ + Save the backtest run to a directory. + + Args: + directory_path (str): The directory where the metrics + file will be saved. + + Raises: + OperationalException: If the directory does not exist or if + there is an error saving the files. + + Returns: + None: This method does not return anything, it saves the + metrics to a file. + """ + + metrics_path = os.path.join(directory_path, "metrics.json") + run_path = os.path.join(directory_path, "run.json") + + if not os.path.exists(directory_path): + os.makedirs(directory_path) + + # Call the save method of BacktestMetrics + if self.backtest_metrics: + self.backtest_metrics.save(metrics_path) + + # Save the run data + with open(run_path, 'w') as f: + # string format datetime objects + data = self.to_dict() + + # Remove backtest_metrics to avoid redundancy + data.pop("backtest_metrics", None) + + data["backtest_start_date"] = self.backtest_start_date.strftime( + "%Y-%m-%d %H:%M:%S" + ) + data["backtest_end_date"] = self.backtest_end_date.strftime( + "%Y-%m-%d %H:%M:%S" + ) + data["created_at"] = self.created_at.strftime( + "%Y-%m-%d %H:%M:%S" + ) + json.dump(data, f, default=str) + + def get_trades(self, target_symbol=None, trade_status=None) -> List[Trade]: + """ + Get the trades of a backtest report + + Args: + target_symbol (str): The target_symbol + trade_status: The trade_status + + Returns: + list: The trades of the backtest report + """ + selection = self.trades + + if target_symbol is not None: + selection = [ + trade for trade in selection + if trade.target_symbol == target_symbol + ] + + if trade_status is not None: + trade_status = TradeStatus.from_value(trade_status) + selection = [ + trade for trade in selection + if trade.status == trade_status.value + ] + + return selection + + def get_portfolio_snapshots( + self, + created_at_lt: Optional[datetime] = None + ) -> List[PortfolioSnapshot]: + """ + Get the portfolio snapshots of the backtest report + + Args: + created_at_lt (datetime): The created_at date to filter + the snapshots + + Returns: + list: The portfolio snapshots of the backtest report + """ + selection = self.portfolio_snapshots + + if created_at_lt is not None: + selection = [ + snapshot for snapshot in selection + if snapshot.created_at < created_at_lt + ] + + return selection + + def get_orders( + self, + target_symbol=None, + order_side=None, + order_status=None, + created_at_lt=None, + ) -> List[Order]: + """ + Get the orders of a backtest report + + Args: + target_symbol (str): The target_symbol + order_side (str): The order side + order_status (str): The order status + created_at_lt (datetime): The created_at date to filter the orders + + Returns: + list: The orders of the backtest report + """ + selection = self.orders + + if created_at_lt is not None: + selection = [ + order for order in selection + if order.created_at < created_at_lt + ] + + if target_symbol is not None: + selection = [ + order for order in selection + if order.target_symbol == target_symbol + ] + + if order_side is not None: + order_side = OrderSide.from_value(order_side) + selection = [ + order for order in selection + if order.order_side == order_side.value + ] + + if order_status is not None: + status = OrderStatus.from_value(order_status) + selection = [ + order for order in selection + if order.status == status.value + ] + + return selection + + def __repr__(self): + """ + Return a string representation of the Backtest instance. + + Returns: + str: A string representation of the Backtest instance. + """ + return json.dumps( + self.to_dict(), indent=4, sort_keys=True, default=str + ) diff --git a/investing_algorithm_framework/domain/backtesting/backtest_summary_metrics.py b/investing_algorithm_framework/domain/backtesting/backtest_summary_metrics.py new file mode 100644 index 00000000..824424f6 --- /dev/null +++ b/investing_algorithm_framework/domain/backtesting/backtest_summary_metrics.py @@ -0,0 +1,250 @@ +import os +from pathlib import Path +from dataclasses import dataclass +from logging import getLogger +import json +from statistics import mean + +from .backtest_metrics import BacktestMetrics + +logger = getLogger(__name__) + + +@dataclass +class BacktestSummaryMetrics: + """ + Represents the summarized results of a backtest, + focusing on key headline performance and risk metrics. + + Attributes: + total_net_gain (float): Total net gain from the backtest. + total_net_gain_percentage (float): Total net gain percentage + from the backtest. + gross_loss (float): Total gross loss from all trades. + growth (float): Total growth from the backtest. + growth_percentage (float): Total growth percentage from the backtest. + trades_average_return (float): Average return per trade. + cagr (float): Compound annual growth rate of the backtest. + sharpe_ratio (float): Sharpe ratio, risk-adjusted return. + sortino_ratio (float): Sortino ratio, downside-risk adjusted return. + calmar_ratio (float): CAGR relative to max drawdown. + profit_factor (float): Total profit / total loss. + annual_volatility (float): Annualized volatility of returns. + max_drawdown (float): Maximum drawdown observed. + max_drawdown_duration (int): Duration of the maximum drawdown. + trades_per_year (float): Average trades executed per year. + win_rate (float): Percentage of winning trades. + win_loss_ratio (float): Ratio of average win to average loss. + number_of_trades (int): Total number of trades executed. + cumulative_exposure (float): Total exposure over the backtest period. + exposure_ratio (float): Ratio of exposure to available capital. + """ + total_net_gain: float = None + total_net_gain_percentage: float = None + gross_loss: float = None + growth: float = None + growth_percentage: float = None + trades_average_return: float = None + cagr: float = None + sharpe_ratio: float = None + sortino_ratio: float = None + calmar_ratio: float = None + profit_factor: float = None + annual_volatility: float = None + max_drawdown: float = None + max_drawdown_duration: int = None + trades_per_year: float = None + win_rate: float = None + win_loss_ratio: float = None + number_of_trades: int = None + cumulative_exposure: float = None + exposure_ratio: float = None + + def to_dict(self) -> dict: + """ + Convert the BacktestSummaryMetrics instance to a dictionary. + """ + return { + "total_net_gain": self.total_net_gain, + "total_net_gain_percentage": self.total_net_gain_percentage, + "gross_loss": self.gross_loss, + "growth": self.growth, + "growth_percentage": self.growth_percentage, + "trades_average_return": self.trades_average_return, + "cagr": self.cagr, + "sharpe_ratio": self.sharpe_ratio, + "sortino_ratio": self.sortino_ratio, + "calmar_ratio": self.calmar_ratio, + "profit_factor": self.profit_factor, + "annual_volatility": self.annual_volatility, + "max_drawdown": self.max_drawdown, + "max_drawdown_duration": self.max_drawdown_duration, + "trades_per_year": self.trades_per_year, + "win_rate": self.win_rate, + "win_loss_ratio": self.win_loss_ratio, + "number_of_trades": self.number_of_trades, + "cumulative_exposure": self.cumulative_exposure, + "exposure_ratio": self.exposure_ratio, + } + + def save(self, file_path: str | Path) -> None: + """ + Save the summary metrics to a JSON file. + """ + with open(file_path, 'w') as file: + json.dump(self.to_dict(), file, indent=4, default=str) + + @staticmethod + def open(file_path: str | Path) -> 'BacktestSummaryMetrics': + """ + Load summary metrics from a JSON file. + """ + if not os.path.exists(file_path): + raise FileNotFoundError(f"Metrics file not found at {file_path}") + + with open(file_path, 'r') as file: + data = json.load(file) + + return BacktestSummaryMetrics(**data) + + def add(self, other: BacktestMetrics) -> None: + """ + Update this summary with another BacktestMetrics. + Averages ratios, sums trade counts, and takes worst drawdowns. + """ + def safe_mean(a, b): + vals = [v for v in [a, b] if v is not None] + return mean(vals) if vals else 0.0 + + if self.cumulative_exposure is None: + self.cumulative_exposure = other.cumulative_exposure + else: + self.cumulative_exposure = safe_mean( + self.cumulative_exposure, other.cumulative_exposure + ) + + if self.exposure_ratio is None: + self.exposure_ratio = other.exposure_ratio + else: + self.exposure_ratio = safe_mean( + self.exposure_ratio, other.exposure_ratio + ) + + if self.total_net_gain is None: + self.total_net_gain = other.total_net_gain + else: + self.total_net_gain = safe_mean( + self.total_net_gain, other.total_net_gain + ) + + if self.total_net_gain_percentage is None: + self.total_net_gain_percentage = other.total_net_gain_percentage + else: + self.total_net_gain_percentage = safe_mean( + self.total_net_gain_percentage, other.total_net_gain_percentage + ) + + if self.gross_loss is None: + self.gross_loss = other.gross_loss + else: + self.gross_loss = safe_mean(self.gross_loss, other.gross_loss) + + if self.growth is None: + self.growth = other.growth + else: + self.growth = safe_mean(self.growth, other.growth) + + if self.growth_percentage is None: + self.growth_percentage = other.growth_percentage + else: + self.growth_percentage = safe_mean( + self.growth_percentage, other.growth_percentage + ) + + if self.trades_average_return is None: + self.trades_average_return = other.trades_average_return + else: + self.trades_average_return = safe_mean( + self.trades_average_return, other.trades_average_return + ) + + if self.cagr is None: + self.cagr = other.cagr + else: + self.cagr = safe_mean(self.cagr, other.cagr) + + if self.sharpe_ratio is None: + self.sharpe_ratio = other.sharpe_ratio + else: + self.sharpe_ratio = safe_mean( + self.sharpe_ratio, other.sharpe_ratio + ) + + if self.sortino_ratio is None: + self.sortino_ratio = other.sortino_ratio + else: + self.sortino_ratio = safe_mean( + self.sortino_ratio, other.sortino_ratio + ) + + if self.calmar_ratio is None: + self.calmar_ratio = other.calmar_ratio + else: + self.calmar_ratio = safe_mean( + self.calmar_ratio, other.calmar_ratio + ) + + if self.profit_factor is None: + self.profit_factor = other.profit_factor + else: + self.profit_factor = safe_mean( + self.profit_factor, other.profit_factor + ) + + if self.annual_volatility is None: + self.annual_volatility = other.annual_volatility + else: + self.annual_volatility = safe_mean( + self.annual_volatility, other.annual_volatility + ) + + if self.max_drawdown is None: + self.max_drawdown = other.max_drawdown + else: + self.max_drawdown = min(self.max_drawdown, other.max_drawdown) + + if self.max_drawdown_duration is None: + self.max_drawdown_duration = other.max_drawdown_duration + else: + self.max_drawdown_duration = max( + self.max_drawdown_duration, other.max_drawdown_duration + ) + + if self.trades_per_year is None: + self.trades_per_year = other.trades_per_year + else: + self.trades_per_year = safe_mean( + self.trades_per_year, other.trades_per_year + ) + + if self.win_rate is None: + self.win_rate = other.win_rate + else: + self.win_rate = safe_mean(self.win_rate, other.win_rate) + + if self.win_loss_ratio is None: + self.win_loss_ratio = other.win_loss_ratio + else: + self.win_loss_ratio = safe_mean( + self.win_loss_ratio, other.win_loss_ratio + ) + + if self.number_of_trades is None: + self.number_of_trades = other.number_of_trades + else: + self.number_of_trades += other.number_of_trades + + def __repr__(self): + return json.dumps( + self.to_dict(), indent=4, sort_keys=True, default=str + ) diff --git a/investing_algorithm_framework/domain/models/base_model.py b/investing_algorithm_framework/domain/models/base_model.py index ea273254..cea570bc 100644 --- a/investing_algorithm_framework/domain/models/base_model.py +++ b/investing_algorithm_framework/domain/models/base_model.py @@ -23,9 +23,3 @@ def update(self, data): if value is not None: setattr(self, attr, value) - - @staticmethod - def from_dict(data): - instance = BaseModel() - instance.update(data) - return instance diff --git a/investing_algorithm_framework/domain/models/order/order.py b/investing_algorithm_framework/domain/models/order/order.py index cfef7462..43302af3 100644 --- a/investing_algorithm_framework/domain/models/order/order.py +++ b/investing_algorithm_framework/domain/models/order/order.py @@ -25,7 +25,7 @@ def __init__( order_type, order_side, amount, - status=OrderStatus.CREATED.value, + status: OrderStatus | None | str = OrderStatus.CREATED.value, target_symbol=None, trading_symbol=None, price=None, @@ -276,7 +276,8 @@ def from_dict(data: dict): updated_at = parse(updated_at) order = Order( - external_id=data.get("id", None), + id=data.get("id", None), + external_id=data.get("external_id", None), target_symbol=target_symbol, trading_symbol=trading_symbol, price=data.get("price", None), @@ -287,12 +288,12 @@ def from_dict(data: dict): filled=data.get("filled", None), remaining=data.get("remaining", None), fee=data.get("fee", None), + cost=data.get("cost", None), created_at=created_at, updated_at=updated_at, order_fee=data.get("order_fee", None), order_fee_currency=data.get("order_fee_currency", None), order_fee_rate=data.get("order_fee_rate", None), - id=data.get("id", None) ) return order diff --git a/investing_algorithm_framework/domain/models/position/position.py b/investing_algorithm_framework/domain/models/position/position.py index c9a6481c..89372ebb 100644 --- a/investing_algorithm_framework/domain/models/position/position.py +++ b/investing_algorithm_framework/domain/models/position/position.py @@ -50,6 +50,15 @@ def to_dict(self): "portfolio_id": self.portfolio_id, } + @staticmethod + def from_dict(data: dict): + return Position( + symbol=data.get("symbol"), + amount=data.get("amount", 0), + cost=data.get("cost", 0), + portfolio_id=data.get("portfolio_id"), + ) + def __repr__(self): return self.repr( symbol=self.symbol, diff --git a/investing_algorithm_framework/domain/utils/polars.py b/investing_algorithm_framework/domain/utils/polars.py index bf85f095..4cb89a91 100644 --- a/investing_algorithm_framework/domain/utils/polars.py +++ b/investing_algorithm_framework/domain/utils/polars.py @@ -15,7 +15,6 @@ def convert_polars_to_pandas( for this is that You can filter with clean, readable code in a faster way then with filtering on a column that is not the index. - Args: data:Polars Dataframe - The original polars dataframe remove_duplicates: Boolean - If set to true, all duplicate diff --git a/investing_algorithm_framework/infrastructure/data_providers/pandas.py b/investing_algorithm_framework/infrastructure/data_providers/pandas.py index e3132c79..2033557d 100644 --- a/investing_algorithm_framework/infrastructure/data_providers/pandas.py +++ b/investing_algorithm_framework/infrastructure/data_providers/pandas.py @@ -58,7 +58,7 @@ def __init__( market=market, time_frame=time_frame, window_size=window_size, - data_provider_identifier=data_provider_identifier + data_provider_identifier=data_provider_identifier, ) self._start_date_data_source = None self._end_date_data_source = None @@ -204,14 +204,12 @@ def get_data( def prepare_backtest_data( self, backtest_start_date, - backtest_end_date + backtest_end_date, ) -> None: """ Prepares backtest data for a given symbol and date range. Args: - data_source (DataSource): The data source specification that - matches a data provider. backtest_start_date (datetime): The start date for the backtest data. backtest_end_date (datetime): The end date for the @@ -225,41 +223,67 @@ def prepare_backtest_data( Returns: None """ + # There must be at least backtest_start_date - window_size * time_frame + # data available to create a sliding window. + if self.window_size is not None: + required_start_date = backtest_start_date - \ + timedelta( + minutes=TimeFrame.from_value( + self.time_frame + ).amount_of_minutes * self.window_size + ) + else: + required_start_date = backtest_start_date + + required_end_date = backtest_end_date - if backtest_start_date < self._start_date_data_source: + self._start_date_data_source = self.data["Datetime"].min() + self._end_date_data_source = self.data["Datetime"].max() + + # Check if the start date is before the available data + if required_start_date < self._start_date_data_source: raise OperationalException( - f"Backtest start date {backtest_start_date} is before the " - f"start date {self._start_date_data_source}" + f"Request data date {required_start_date} " + f"is before the range of " + f"the available data " + f"{self._start_date_data_source} " + f"- {self._end_date_data_source}." ) - if backtest_end_date > self._end_date_data_source: + if required_start_date > self._end_date_data_source: raise OperationalException( - f"Backtest end date {backtest_end_date} is after the " - f"end date {self._end_date_data_source}" + f"Request data date {required_start_date} " + f"is after the range of " + f"the available data " + f"{self._start_date_data_source} " + f"- {self._end_date_data_source}." ) - # There must be at least backtest_start_date - window_size * time_frame - # data available to create a sliding window. - required_start_date = backtest_start_date - \ - timedelta( - minutes=TimeFrame.from_value(self.time_frame) - .amount_of_minutes * self.window_size + if required_end_date < self._start_date_data_source: + raise OperationalException( + f"Request data date {required_end_date} " + f"is before the range of " + f"the available data " + f"{self._start_date_data_source} " + f"- {self._end_date_data_source}." ) - if required_start_date < self._start_date_data_source: + if required_end_date > self._end_date_data_source: raise OperationalException( - f"Not enough data available for backtest. " - f"Data earlier then {required_start_date} is required, " - "but only " - f"{self._start_date_data_source} is available." + f"Request data date {required_end_date} " + f"is after the range of " + f"the available data " + f"{self._start_date_data_source} " + f"- {self._end_date_data_source}." ) - # Create cache with sliding windows - self._precompute_sliding_windows( - window_size=self.window_size, - start_date=backtest_start_date, - end_date=backtest_end_date - ) + if self.window_size is not None: + # Create cache with sliding windows + self._precompute_sliding_windows( + window_size=self.window_size, + start_date=backtest_start_date, + end_date=backtest_end_date + ) def get_backtest_data( self, @@ -281,6 +305,7 @@ def get_backtest_data( Returns: pl.DataFrame: The backtest data for the given datasource. """ + if backtest_start_date is not None and \ backtest_end_date is not None: @@ -340,31 +365,48 @@ def _load_data(self, dataframe: pd.DataFrame) -> None: Args: dataframe (pd.DataFrame): The DataFrame containing OHLCV data. Raises: - OperationalException: If the CSV file does not contain all + OperationalException: If the DataFrame does not contain all required OHLCV columns. Returns: None """ - self.data = pl.from_pandas(dataframe) + df = dataframe.copy() - # Check if all column names are in the csv file - if not all(column in self.data.columns for column in self._columns): - # Identify missing columns - missing_columns = [column for column in self._columns if - column not in self.data.columns] + # Ensure we have a Datetime column + if "Datetime" not in df.columns: + if isinstance(df.index, pd.DatetimeIndex): + df = df.reset_index().rename( + columns={df.index.name or "index": "Datetime"}) + else: + raise OperationalException( + "DataFrame must contain a 'Datetime' " + "column or a DatetimeIndex" + ) + + # Make sure column is datetime type + df["Datetime"] = pd.to_datetime(df["Datetime"], utc=True) + + # Convert to polars + self.data = pl.from_pandas(df) + + # Check required OHLCV columns (excluding Datetime) + missing_columns = [c for c in self._columns if + c not in self.data.columns] + if missing_columns: raise OperationalException( - f"Pandas dataframe does not contain " - f"all required ohlcv columns. " + "Pandas dataframe does not contain all " + "required OHLCV columns. " f"Missing columns: {missing_columns}" ) + # Ensure proper polars datetime type (UTC, ms) self.data = self.data.with_columns( pl.col("Datetime").cast( - pl.Datetime(time_unit="ms", time_zone="UTC") - ) + pl.Datetime(time_unit="ms", time_zone="UTC")) ) + # Cache start/end for convenience first_row = self.data.head(1) last_row = self.data.tail(1) self._start_date_data_source = first_row["Datetime"][0] @@ -436,5 +478,6 @@ def copy(self, data_source: DataSource) -> "DataProvider": time_frame=data_source.time_frame, market=data_source.market, window_size=data_source.window_size, - data_provider_identifier=self.data_provider_identifier + data_provider_identifier=self.data_provider_identifier, + pandas=self.pandas ) diff --git a/investing_algorithm_framework/services/backtesting/backtest_service.py b/investing_algorithm_framework/services/backtesting/backtest_service.py index e4b5f3ab..f1a47bca 100644 --- a/investing_algorithm_framework/services/backtesting/backtest_service.py +++ b/investing_algorithm_framework/services/backtesting/backtest_service.py @@ -3,14 +3,15 @@ import sys from collections import defaultdict from datetime import datetime, timedelta, timezone -from typing import Dict, List, Optional +from typing import Dict, List, Union import numpy as np import pandas as pd +import polars as pl -from investing_algorithm_framework.domain import BacktestResult, \ +from investing_algorithm_framework.domain import BacktestRun, \ TimeUnit, Trade, OperationalException, Observable, BacktestDateRange, \ - DATETIME_FORMAT_BACKTESTING, Backtest, TradeStatus, PortfolioSnapshot, \ + Backtest, TradeStatus, PortfolioSnapshot, \ DataType from investing_algorithm_framework.services.data_providers import \ DataProviderService @@ -18,16 +19,6 @@ create_backtest_metrics logger = logging.getLogger(__name__) -BACKTEST_REPORT_FILE_NAME_PATTERN = ( - r"^report_\w+_backtest-start-date_\d{4}-\d{2}-\d{2}:\d{2}:\d{2}_" - r"backtest-end-date_\d{4}-\d{2}-\d{2}:\d{2}:\d{2}_" - r"created-at_\d{4}-\d{2}-\d{2}:\d{2}:\d{2}\.json$" -) -BACKTEST_REPORT_DIRECTORY_PATTERN = ( - r"^report_\w+_backtest-start-date_\d{4}-\d{2}-\d{2}:\d{2}:\d{2}_" - r"backtest-end-date_\d{4}-\d{2}-\d{2}:\d{2}:\d{2}_" - r"created-at_\d{4}-\d{2}-\d{2}:\d{2}:\d{2}$" -) class BacktestService(Observable): @@ -80,6 +71,43 @@ def validate_strategy_for_vector_backtest(self, strategy): "(sell_signal_vectorized)." ) + def _get_data_frame_index(self, data: Union[pl.DataFrame, pd.DataFrame]): + """ + Function to return the index for a given df. If the provided + data is of type pandas Dataframe, first will be checked if + it has a index. If this is not the case the function will + check if there is a 'DateTime' column and add this + as the index. + + For a polars DataFrame, the 'DateTime' column will be + used as the index if it exists. + + If no index is found an exception will be raised. + + Args: + data: The data frame to process. + + Raises: + OperationalException: If no valid index is found. + + Returns: + The index of the data frame. + """ + if isinstance(data, pl.DataFrame): + if "Datetime" in data.columns: + return data["Datetime"] + else: + raise OperationalException("No valid index found.") + elif isinstance(data, pd.DataFrame): + if data.index is not None: + return data.index + elif "Datetime" in data.columns: + return data["Datetime"] + else: + raise OperationalException("No valid index found.") + else: + raise ValueError("Unsupported data frame type.") + def create_vector_backtest( self, strategy, @@ -87,7 +115,7 @@ def create_vector_backtest( initial_amount, position_size: float = 1.0, risk_free_rate: float = 0.027 - ): + ) -> BacktestRun: """ Vectorized backtest using a strategy's buy/sell signals. @@ -112,6 +140,7 @@ def create_vector_backtest( # Verify signal functions buy_fn = getattr(strategy, 'buy_signal_vectorized', None) sell_fn = getattr(strategy, 'sell_signal_vectorized', None) + if not buy_fn or not sell_fn: raise OperationalException( "Strategy must define vectorized buy/sell signal functions." @@ -120,16 +149,18 @@ def create_vector_backtest( # Select main OHLCV source (most granular) ohlcv_sources = [ds for ds in data_sources if DataType.OHLCV.equals(ds.data_type)] + if not ohlcv_sources: raise OperationalException("No OHLCV data sources found.") most_granular_ds = min(ohlcv_sources, key=lambda ds: ds.time_frame) main_df = data[most_granular_ds.get_identifier()] - close = main_df['Close'] - index = main_df.index - # === Signal computation === + index = self._get_data_frame_index(main_df) + # index = main_df.index + + # Signal computation buy_signal = buy_fn(data) sell_signal = sell_fn(data) @@ -142,7 +173,7 @@ def create_vector_backtest( signal[sell_signal] = -1 signal = signal.replace(0, np.nan).ffill().shift(1).fillna(0) - # === Portfolio computation === + # Portfolio computation returns = close.pct_change().fillna(0) position = signal strategy_returns = position * returns @@ -151,7 +182,7 @@ def create_vector_backtest( total_value = holdings net_gain = total_value - initial_amount - # === Trade generation (semi-vectorized) === + # Trade generation (semi-vectorized) trades = [] position_state = 0 trade_open_price = None @@ -189,7 +220,7 @@ def create_vector_backtest( trade_open_date = None position_state = 0 - # === Snapshots === + # Snapshots snapshots = [ PortfolioSnapshot( created_at=pd.Timestamp(ts), @@ -200,14 +231,8 @@ def create_vector_backtest( for ts in index ] - backtest_start = pd.Timestamp(index[0]).to_pydatetime() if len( - index) > 0 else None - backtest_end = pd.Timestamp(index[-1]).to_pydatetime() if len( - index) > 0 else None - - backtest_result = BacktestResult( + run = BacktestRun( trading_symbol="EUR", - name="vector_backtest", initial_unallocated=initial_amount, number_of_runs=1, portfolio_snapshots=snapshots, @@ -215,20 +240,16 @@ def create_vector_backtest( orders=[], positions=[], created_at=datetime.now(timezone.utc), - backtest_date_range=backtest_date_range, - backtest_start_date=backtest_start, - backtest_end_date=backtest_end, + backtest_start_date=backtest_date_range.start_date, + backtest_end_date=backtest_date_range.end_date, + backtest_date_range_name=backtest_date_range.name, symbols=[] ) - backtest_metrics = create_backtest_metrics( - backtest_result, risk_free_rate=risk_free_rate - ) - - return Backtest( - backtest_metrics=backtest_metrics, - backtest_results=backtest_result + run, risk_free_rate=risk_free_rate ) + run.backtest_metrics = backtest_metrics + return run def generate_schedule( self, @@ -362,9 +383,10 @@ def create_backtest( if os.path.isfile(source_file): strategy_related_paths.append(source_file) - backtest_result = BacktestResult( - name=algorithm.name, - backtest_date_range=backtest_date_range, + run = BacktestRun( + backtest_start_date=backtest_date_range.start_date, + backtest_end_date=backtest_date_range.end_date, + backtest_date_range_name=backtest_date_range.name, initial_unallocated=self._get_initial_unallocated(), trading_symbol=portfolio.trading_symbol, created_at=datetime.now(tz=timezone.utc), @@ -383,80 +405,9 @@ def create_backtest( ), ) backtest_metrics = create_backtest_metrics( - backtest_result, risk_free_rate=risk_free_rate + run, risk_free_rate=risk_free_rate ) + run.backtest_metrics = backtest_metrics return Backtest( - backtest_results=backtest_result, - backtest_metrics=backtest_metrics, - strategy_related_paths=strategy_related_paths, - data_file_paths=self._data_provider_service.get_data_files(), + backtest_runs=[run], ) - - def get_backtest( - self, - algorithm, - backtest_date_range: BacktestDateRange, - directory - ) -> Optional[Backtest]: - """ - Get a backtest for the given algorithm and date range. - - Args: - algorithm: The algorithm to get the backtest for - backtest_date_range: The date range of the backtest - directory: The directory where the backtest report will be saved - - Returns: - Optional[Backtest]: The backtest containing the - results and metrics. - """ - - if not os.path.exists(directory): - return None - - for entry in os.listdir(directory): - path = os.path.join(directory, entry) - - if not os.path.isdir(path): - continue - - try: - # Load the backtest report - backtest = Backtest.open(path) - - # Check if the algorithm name and date range match - if backtest.backtest_results.name == algorithm.name \ - and backtest.backtest_results.backtest_date_range \ - == backtest_date_range: - return backtest - except Exception: - continue - - return None - - @staticmethod - def create_report_directory_name(backtest: Backtest) -> str: - """ - Function to create a directory name for a backtest report. - The directory name will be automatically generated based on the - algorithm name and creation date. - - Args: - backtest (Backtest): The backtest object containing the results - and metrics. - - Returns: - directory_name: str The directory name for the - backtest report file. - """ - created_at = backtest.backtest_results\ - .created_at.strftime(DATETIME_FORMAT_BACKTESTING) - date_range = backtest.backtest_results.backtest_date_range - backtest_start_date = date_range.start_date - backtest_end_date = date_range.end_date - name = backtest.backtest_results.name - start_date = backtest_start_date.strftime(DATETIME_FORMAT_BACKTESTING) - end_date = backtest_end_date.strftime(DATETIME_FORMAT_BACKTESTING) - directory_name = f"report_{name}_backtest-start-date_" \ - f"{start_date}_backtest-end-date_{end_date}_{created_at}" - return directory_name diff --git a/investing_algorithm_framework/services/data_providers/data_provider_service.py b/investing_algorithm_framework/services/data_providers/data_provider_service.py index d7f6ad65..781a1735 100644 --- a/investing_algorithm_framework/services/data_providers/data_provider_service.py +++ b/investing_algorithm_framework/services/data_providers/data_provider_service.py @@ -5,11 +5,9 @@ from datetime import datetime from typing import List, Tuple, Optional, Dict, Any -from tqdm import tqdm - from investing_algorithm_framework.domain import DataProvider, \ OperationalException, ImproperlyConfigured, DataSource, DataType, \ - BacktestDateRange + BacktestDateRange, tqdm logger = logging.getLogger("investing_algorithm_framework") @@ -324,6 +322,20 @@ def __init__( self.configuration_service = configuration_service self.market_credential_service = market_credential_service + def get(self, data_source: DataSource) -> Optional[DataProvider]: + """ + Get a registered data provider by its data source. + + Args: + data_source (DataSource): The data source to get the + data provider for. + + Returns: + Optional[DataProvider]: The registered data provider for + the data source, or None if not found. + """ + return self.data_provider_index.get(data_source) + def get_data( self, data_source: DataSource, @@ -580,6 +592,28 @@ def _throw_no_data_provider_exception(self, params): f"No data provider found for the given parameters: {params}" ) + def register_data_provider( + self, data_source: DataSource, data_provider: DataProvider + ) -> DataProvider: + """ + Function to directly register a data provider for a given data source. + + This method will not check if the data provider supports the + data source. It will directly register the data provider in the index. + + Args: + data_source (DataSource): The data source to register the + data provider for. + data_provider (DataProvider): The data provider to register. + + Returns: + DataProvider: The registered data provider. + """ + data_provider = data_provider.copy(data_source) + self.data_provider_index.data_providers_lookup[data_source] = \ + data_provider + return data_provider + def add_data_provider( self, data_provider: DataProvider, priority: int = 3 ): @@ -619,7 +653,8 @@ def index_data_providers(self, data_sources: List[DataSource]): def index_backtest_data_providers( self, data_sources: List[DataSource], - backtest_date_range: BacktestDateRange + backtest_date_range: BacktestDateRange, + show_progress: bool = True ): """ Index the data providers in the service. @@ -630,19 +665,39 @@ def index_backtest_data_providers( data_sources (List[DataSource]): The data sources to index. backtest_date_range (BacktestDateRange): The date range for the backtest data providers. + show_progress (bool): Whether to show progress while indexing + the data providers. Returns: None """ - for data_source in data_sources: - self.data_provider_index.register_backtest_data_source( - data_source, backtest_date_range - ) - logger.debug( - "Registered backtest " - f"data provider for data source: {data_source}" - ) + # Filter out duplicate data_sources + unique_data_sources = set(data_sources) + + if show_progress: + + for data_source in tqdm( + unique_data_sources, + desc="Registering backtest data providers for data sources", + colour="green" + ): + self.data_provider_index.register_backtest_data_source( + data_source, backtest_date_range + ) + logger.debug( + "Registered backtest " + f"data provider for data source: {data_source}" + ) + else: + for data_source in unique_data_sources: + self.data_provider_index.register_backtest_data_source( + data_source, backtest_date_range + ) + logger.debug( + "Registered backtest " + f"data provider for data source: {data_source}" + ) self.backtest_mode = True @@ -678,20 +733,34 @@ def prepare_backtest_data( "Preparing backtest data for all registered data providers" ) - for data_source, data_provider in tqdm( - self.data_provider_index.get_all(), - desc="Preparing backtest data", - disable=not show_progress, - ): - try: - data_provider.prepare_backtest_data( - backtest_start_date=backtest_date_range.start_date, - backtest_end_date=backtest_date_range.end_date - ) - except Exception as e: - logger.error( - f"Error preparing backtest data for {data_source}: {e}" - ) + if show_progress: + for data_source, data_provider in tqdm( + self.data_provider_index.get_all(), + desc="Preparing backtest data", + colour="green" + ): + try: + data_provider.prepare_backtest_data( + backtest_start_date=backtest_date_range.start_date, + backtest_end_date=backtest_date_range.end_date + ) + except Exception as e: + logger.error( + f"Error preparing backtest data for {data_source}: {e}" + ) + else: + for data_source, data_provider \ + in self.data_provider_index.get_all(): + + try: + data_provider.prepare_backtest_data( + backtest_start_date=backtest_date_range.start_date, + backtest_end_date=backtest_date_range.end_date + ) + except Exception as e: + logger.error( + f"Error preparing backtest data for {data_source}: {e}" + ) def get_data_files(self): """ @@ -709,6 +778,15 @@ def get_data_files(self): return data_files + def get_all_registered_data_providers(self) -> List[DataProvider]: + """ + Function to get all registered data providers. + + Returns: + List[DataProvider]: A list of all registered data providers. + """ + return self.data_provider_index.get_all() + def reset(self): """ Function to reset all the data providers and the data provider diff --git a/investing_algorithm_framework/services/metrics/__init__.py b/investing_algorithm_framework/services/metrics/__init__.py index 953590b0..43a6a5f4 100644 --- a/investing_algorithm_framework/services/metrics/__init__.py +++ b/investing_algorithm_framework/services/metrics/__init__.py @@ -22,8 +22,9 @@ get_average_monthly_return_winning_months, get_growth, \ get_percentage_winning_years, get_worst_year, \ get_growth_percentage -from .exposure import get_exposure, get_average_trade_duration, \ - get_trade_frequency, get_trades_per_day, get_trades_per_year +from .exposure import get_average_trade_duration, \ + get_trade_frequency, get_trades_per_day, get_trades_per_year, \ + get_cumulative_exposure, get_exposure_ratio from .win_rate import get_win_rate, get_win_loss_ratio from .calmar_ratio import get_calmar_ratio from .generate import create_backtest_metrics @@ -46,7 +47,8 @@ "get_standard_deviation_downside_returns", "get_max_drawdown_absolute", "get_total_return", - "get_exposure", + "get_cumulative_exposure", + "get_exposure_ratio", "get_average_trade_duration", "get_win_rate", "get_win_loss_ratio", @@ -82,5 +84,5 @@ "create_backtest_metrics", "get_growth", "get_growth_percentage", - "get_risk_free_rate_us" + "get_risk_free_rate_us", ] diff --git a/investing_algorithm_framework/services/metrics/exposure.py b/investing_algorithm_framework/services/metrics/exposure.py index 928016db..b4d2b65c 100644 --- a/investing_algorithm_framework/services/metrics/exposure.py +++ b/investing_algorithm_framework/services/metrics/exposure.py @@ -11,7 +11,68 @@ from investing_algorithm_framework.domain import Trade -def get_exposure( +from typing import List +from datetime import datetime, timedelta + + +def get_exposure_ratio( + trades: List["Trade"], start_date: datetime, end_date: datetime +) -> float: + """ + Calculates the exposure ratio (time in market) as the fraction of the total + backtest duration where at least one position was open. + + Unlike cumulative exposure, overlapping trades are not double-counted. + The result is always between 0 and 1. + + Args: + trades (List[Trade]): List of trades executed during the backtest. + start_date (datetime): The start date of the backtest. + end_date (datetime): The end date of the backtest. + + Returns: + A float between 0 and 1 representing the exposure ratio. + """ + if not trades: + return 0.0 + + # Collect trade intervals + intervals = [] + for trade in trades: + entry = max(trade.opened_at, start_date) + exit = min(trade.closed_at or end_date, end_date) + if exit > entry: + intervals.append((entry, exit)) + + if not intervals: + return 0.0 + + # Sort intervals by start time + intervals.sort(key=lambda x: x[0]) + + # Merge overlapping intervals + merged = [] + current_start, current_end = intervals[0] + for start, end in intervals[1:]: + if start <= current_end: # overlap + current_end = max(current_end, end) + else: + merged.append((current_start, current_end)) + current_start, current_end = start, end + merged.append((current_start, current_end)) + + # Total time with at least one open trade + total_exposed_time = sum((end - start for start, end in merged), timedelta(0)) + + backtest_duration = end_date - start_date + if backtest_duration.total_seconds() == 0: + return 0.0 + + return total_exposed_time.total_seconds() \ + / backtest_duration.total_seconds() + + +def get_cumulative_exposure( trades: List[Trade], start_date: datetime, end_date: datetime ) -> float: """ diff --git a/investing_algorithm_framework/services/metrics/generate.py b/investing_algorithm_framework/services/metrics/generate.py index 9d6fca2f..edc67d63 100644 --- a/investing_algorithm_framework/services/metrics/generate.py +++ b/investing_algorithm_framework/services/metrics/generate.py @@ -1,12 +1,13 @@ from investing_algorithm_framework.domain import BacktestMetrics, \ - BacktestResult + TradeStatus, BacktestRun from .cagr import get_cagr from .calmar_ratio import get_calmar_ratio from .drawdown import get_drawdown_series, get_max_drawdown, \ get_max_daily_drawdown, get_max_drawdown_absolute, \ get_max_drawdown_duration from .equity_curve import get_equity_curve -from .exposure import get_exposure, get_trades_per_year, get_trades_per_day, \ +from .exposure import get_exposure_ratio, get_cumulative_exposure, \ + get_trades_per_year, get_trades_per_day, \ get_average_trade_duration from .profit_factor import get_profit_factor, get_gross_loss, get_gross_profit from .returns import get_monthly_returns, get_yearly_returns, \ @@ -14,7 +15,7 @@ get_best_year, get_best_month, get_worst_month, get_average_gain, \ get_percentage_winning_months, get_percentage_winning_years, \ get_average_loss, get_average_monthly_return, \ - get_average_monthly_return_winning_months, \ + get_average_monthly_return_winning_months, get_average_return, \ get_average_monthly_return_losing_months from .returns import get_total_return, get_final_value, get_growth, \ get_growth_percentage @@ -25,7 +26,7 @@ def create_backtest_metrics( - backtest_results: BacktestResult, risk_free_rate: float + backtest_run: BacktestRun, risk_free_rate: float ) -> BacktestMetrics: """ Create a BacktestMetrics instance and optionally save it to a file. @@ -39,117 +40,171 @@ def create_backtest_metrics( BacktestMetrics: The created BacktestMetrics instance. """ - total_return = get_total_return(backtest_results.portfolio_snapshots) + total_return = get_total_return(backtest_run.portfolio_snapshots) + trades_average_gain = get_average_gain( + backtest_run.trades + ) + trades_average_loss = get_average_loss( + backtest_run.trades + ) + + number_of_negative_trades = 0.0 + number_of_positive_trades = 0.0 + number_of_trades_closed = 0 + number_of_trades_open = 0 + total_duration = 0 + total_trade_size = 0.0 + total_cost = 0.0 + trades = backtest_run.trades + + for trade in trades: + total_cost += trade.cost + total_duration += \ + ((trade.closed_at - trade.opened_at).total_seconds() / + 3600) if trade.closed_at else 0 + total_trade_size += trade.size + if trade.status == TradeStatus.CLOSED.value: + number_of_trades_closed += 1 + + if trade.status == TradeStatus.OPEN.value: + number_of_trades_open += 1 + + if trade.net_gain > 0: + number_of_positive_trades += 1 + elif trade.net_gain < 0: + number_of_negative_trades += 1 + + percentage_positive_trades = \ + (number_of_positive_trades / len(trades)) * 100.0 \ + if len(trades) > 0 else 0.0 + percentage_negative_trades = \ + (number_of_negative_trades / len(trades)) * 100.0 \ + if len(trades) > 0 else 0.0 + number_of_trades_closed = number_of_trades_closed + number_of_trades_open = number_of_trades_open + number_of_trades = len(trades) + average_trade_size = \ + total_trade_size / number_of_trades \ + if number_of_trades > 0 else 0.0 + average_return = get_average_return(trades) return BacktestMetrics( - backtest_start_date=backtest_results.backtest_start_date, - backtest_end_date=backtest_results.backtest_end_date, - equity_curve=get_equity_curve(backtest_results.portfolio_snapshots), - final_value=get_final_value(backtest_results.portfolio_snapshots), + backtest_start_date=backtest_run.backtest_start_date, + backtest_end_date=backtest_run.backtest_end_date, + equity_curve=get_equity_curve(backtest_run.portfolio_snapshots), + final_value=get_final_value(backtest_run.portfolio_snapshots), total_net_gain=total_return[0], total_net_gain_percentage=total_return[1], - cagr=get_cagr(backtest_results.portfolio_snapshots), + cagr=get_cagr(backtest_run.portfolio_snapshots), sharpe_ratio=get_sharpe_ratio( - backtest_results.portfolio_snapshots, + backtest_run.portfolio_snapshots, risk_free_rate=risk_free_rate ), rolling_sharpe_ratio=get_rolling_sharpe_ratio( - backtest_results.portfolio_snapshots, + backtest_run.portfolio_snapshots, risk_free_rate=risk_free_rate ), sortino_ratio=get_sortino_ratio( - backtest_results.portfolio_snapshots, risk_free_rate=risk_free_rate + backtest_run.portfolio_snapshots, risk_free_rate=risk_free_rate ), - profit_factor=get_profit_factor(backtest_results.trades), - calmar_ratio=get_calmar_ratio(backtest_results.portfolio_snapshots), + profit_factor=get_profit_factor(backtest_run.trades), + calmar_ratio=get_calmar_ratio(backtest_run.portfolio_snapshots), annual_volatility=get_annual_volatility( - backtest_results.portfolio_snapshots + backtest_run.portfolio_snapshots ), monthly_returns=get_monthly_returns( - backtest_results.portfolio_snapshots + backtest_run.portfolio_snapshots ), yearly_returns=get_yearly_returns( - backtest_results.portfolio_snapshots + backtest_run.portfolio_snapshots ), drawdown_series=get_drawdown_series( - backtest_results.portfolio_snapshots + backtest_run.portfolio_snapshots ), max_drawdown=get_max_drawdown( - backtest_results.portfolio_snapshots + backtest_run.portfolio_snapshots ), max_drawdown_absolute=get_max_drawdown_absolute( - backtest_results.portfolio_snapshots + backtest_run.portfolio_snapshots ), max_daily_drawdown=get_max_daily_drawdown( - backtest_results.portfolio_snapshots + backtest_run.portfolio_snapshots ), max_drawdown_duration=get_max_drawdown_duration( - backtest_results.portfolio_snapshots + backtest_run.portfolio_snapshots ), trades_per_year=get_trades_per_year( - backtest_results.trades, - backtest_results.backtest_start_date, - backtest_results.backtest_end_date + backtest_run.trades, + backtest_run.backtest_start_date, + backtest_run.backtest_end_date ), trade_per_day=get_trades_per_day( - backtest_results.trades, - backtest_results.backtest_start_date, - backtest_results.backtest_end_date - ), - exposure_factor=get_exposure( - backtest_results.trades, - backtest_results.backtest_start_date, - backtest_results.backtest_end_date - ), - trades_average_gain=get_average_gain( - backtest_results.trades - ), - trades_average_loss=get_average_loss( - backtest_results.trades - ), + backtest_run.trades, + backtest_run.backtest_start_date, + backtest_run.backtest_end_date + ), + exposure_ratio=get_exposure_ratio( + backtest_run.trades, + backtest_run.backtest_start_date, + backtest_run.backtest_end_date + ), + cumulative_exposure=get_cumulative_exposure( + backtest_run.trades, + backtest_run.backtest_start_date, + backtest_run.backtest_end_date + ), + trades_average_gain=trades_average_gain[0], + trades_average_gain_percentage=trades_average_gain[1], + trades_average_loss=trades_average_loss[0], + trades_average_loss_percentage=trades_average_loss[1], + trades_average_return=average_return[0], + trades_average_return_percentage=average_return[1], best_trade=get_best_trade( - backtest_results.trades + backtest_run.trades ), worst_trade=get_worst_trade( - backtest_results.trades + backtest_run.trades ), average_trade_duration=get_average_trade_duration( - backtest_results.trades + backtest_run.trades ), - number_of_trades=len(backtest_results.get_trades()), - win_rate=get_win_rate(backtest_results.trades), - win_loss_ratio=get_win_loss_ratio(backtest_results.trades), + average_trade_size=average_trade_size, + number_of_trades=len(backtest_run.get_trades()), + win_rate=get_win_rate(backtest_run.trades), + win_loss_ratio=get_win_loss_ratio(backtest_run.trades), percentage_winning_months=get_percentage_winning_months( - backtest_results.portfolio_snapshots + backtest_run.portfolio_snapshots ), percentage_winning_years=get_percentage_winning_years( - backtest_results.portfolio_snapshots + backtest_run.portfolio_snapshots ), + percentage_negative_trades=percentage_negative_trades, + percentage_positive_trades=percentage_positive_trades, average_monthly_return=get_average_monthly_return( - backtest_results.portfolio_snapshots + backtest_run.portfolio_snapshots ), average_monthly_return_winning_months=get_average_monthly_return_winning_months( - backtest_results.portfolio_snapshots, + backtest_run.portfolio_snapshots, ), average_monthly_return_losing_months= get_average_monthly_return_losing_months( - backtest_results.portfolio_snapshots + backtest_run.portfolio_snapshots ), best_month=get_best_month( - backtest_results.portfolio_snapshots + backtest_run.portfolio_snapshots ), best_year=get_best_year( - backtest_results.portfolio_snapshots + backtest_run.portfolio_snapshots ), worst_month=get_worst_month( - backtest_results.portfolio_snapshots + backtest_run.portfolio_snapshots ), worst_year=get_worst_year( - backtest_results.portfolio_snapshots + backtest_run.portfolio_snapshots ), - gross_loss=get_gross_loss(backtest_results.trades), - gross_profit=get_gross_profit(backtest_results.trades), - growth=get_growth(backtest_results.portfolio_snapshots), + gross_loss=get_gross_loss(backtest_run.trades), + gross_profit=get_gross_profit(backtest_run.trades), + growth=get_growth(backtest_run.portfolio_snapshots), growth_percentage=get_growth_percentage( - backtest_results.portfolio_snapshots + backtest_run.portfolio_snapshots ) ) diff --git a/investing_algorithm_framework/services/metrics/returns.py b/investing_algorithm_framework/services/metrics/returns.py index c12b56b4..e8bdbf41 100644 --- a/investing_algorithm_framework/services/metrics/returns.py +++ b/investing_algorithm_framework/services/metrics/returns.py @@ -128,6 +128,32 @@ def get_average_gain(trades: List[Trade]) -> Tuple[float, float]: percentage = (average_gain / cost) if cost > 0 else 0.0 return average_gain, percentage + +def get_average_return(trades: List[Trade]) -> Tuple[float, float]: + """ + Calculate the average return from a list of trades. + + The average return is calculated as the mean of all returns. + + Args: + trades (List[Trade]): List of trades. + + Returns: + Tuple[float, float]: The average return + percentage of the average return + """ + + returns = [t.net_gain for t in trades] + cost = sum(t.cost for t in trades) + + if not returns: + return 0.0, 0.0 + + average_return = sum(returns) / len(returns) + percentage = (average_return / cost) if cost > 0 else 0.0 + return average_return, percentage + + def get_best_trade(trades: List[Trade]) -> Trade: """ Get the trade with the highest net gain. diff --git a/investing_algorithm_framework/services/metrics/win_rate.py b/investing_algorithm_framework/services/metrics/win_rate.py index 885502b6..e1212023 100644 --- a/investing_algorithm_framework/services/metrics/win_rate.py +++ b/investing_algorithm_framework/services/metrics/win_rate.py @@ -42,7 +42,7 @@ def get_win_rate(trades: List[Trade]) -> float: The percentage of trades that are profitable. Formula: - Win Rate = (Number of Profitable Trades / Total Number of Trades) * 100 + Win Rate = Number of Profitable Trades / Total Number of Trades Example: If 60 out of 100 trades are profitable, the win rate is 60%. @@ -50,7 +50,7 @@ def get_win_rate(trades: List[Trade]) -> float: trades (List[Trade]): List of trades from the backtest report. Returns: - float: The win rate as a percentage (e.g., 75.0 for 75% win rate). + float: The win rate as a percentage (e.g., o.75 for 75% win rate). """ trades = [ trade for trade in trades if TradeStatus.CLOSED.equals(trade.status) @@ -61,7 +61,7 @@ def get_win_rate(trades: List[Trade]) -> float: if total_trades == 0: return 0.0 - return (positive_trades / total_trades) * 100.0 + return positive_trades / total_trades def get_win_loss_ratio(trades: List[Trade]) -> float: diff --git a/pyproject.toml b/pyproject.toml index f1eb19e7..ee5e9a4c 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "investing-algorithm-framework" -version = "v7.0.3" +version = "v7.4.1" description = "A framework for creating trading bots" authors = ["MDUYN"] readme = "README.md" diff --git a/tests/app/analysis/__init__.py b/tests/app/analysis/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/tests/app/analysis/test_combine_metrics.py b/tests/app/analysis/test_combine_metrics.py new file mode 100644 index 00000000..94d1bc70 --- /dev/null +++ b/tests/app/analysis/test_combine_metrics.py @@ -0,0 +1,156 @@ +from unittest import TestCase +from datetime import datetime, date +from investing_algorithm_framework.domain import Trade, BacktestMetrics +from investing_algorithm_framework.app.analysis import combine_backtest_metrics + +class TestCombineMetrics(TestCase): + + def test_combine_metrics(self): + + # Variation 1 + backtest_metrics_1 = BacktestMetrics( + backtest_start_date=datetime(2020, 1, 1), + backtest_end_date=datetime(2020, 12, 31), + equity_curve=[ + (1.0, datetime(2020, 1, 1)), + (1.5, datetime(2020, 6, 30)), + (2.0, datetime(2020, 12, 31)), + ], + growth=1000.0, + growth_percentage=100.0, + total_net_gain=1000.0, + total_net_gain_percentage=100.0, + final_value=2000.0, + cagr=0.15, + sharpe_ratio=1.2, + rolling_sharpe_ratio=[(0.5, datetime(2020, 6, 30)), + (1.2, datetime(2020, 12, 31))], + sortino_ratio=1.0, + calmar_ratio=0.8, + profit_factor=1.5, + gross_profit=1500.0, + gross_loss=500.0, + annual_volatility=0.2, + monthly_returns=[ + (0.05, datetime(2020, m, 1)) for m in range(1, 13) + ], + yearly_returns=[(1.0, date(2020, 12, 31))], + drawdown_series=[(0.1, datetime(2020, 6, 30))], + max_drawdown=0.2, + max_drawdown_absolute=400.0, + max_daily_drawdown=0.05, + max_drawdown_duration=30, + trades_per_year=50, + trade_per_day=0.2, + exposure_ratio=0.75, + trades_average_gain=200, + trades_average_gain_percentage=0.1, + trades_average_loss=100, + trades_average_loss_percentage=0.1, + best_trade=Trade(id=1, open_price=100, + opened_at=datetime(2020, 1, 1), + closed_at=datetime(2020, 2, 1), orders=[], + target_symbol="BTC", + trading_symbol="EUR", amount=1, cost=100, + available_amount=1, + remaining=0, filled_amount=1, status="closed"), + worst_trade=Trade(id=2, open_price=100, + opened_at=datetime(2020, 3, 1), + closed_at=datetime(2020, 4, 1), orders=[], + target_symbol="BTC", + trading_symbol="EUR", amount=1, cost=100, + available_amount=1, + remaining=0, filled_amount=1, status="closed"), + average_trade_duration=2.5, + number_of_trades=50, + win_rate=0.55, + win_loss_ratio=1.2, + percentage_winning_months=60.0, + percentage_winning_years=100.0, + average_monthly_return=0.04, + average_monthly_return_losing_months=-0.02, + average_monthly_return_winning_months=0.08, + best_month=(0.12, datetime(2020, 8, 1)), + best_year=(1.0, date(2020, 12, 31)), + worst_month=(-0.05, datetime(2020, 3, 1)), + worst_year=(0.2, date(2020, 12, 31)), + ) + + # Variation 2 + backtest_metrics_2 = BacktestMetrics( + backtest_start_date=datetime(2020, 1, 1), + backtest_end_date=datetime(2020, 12, 31), + equity_curve=[ + (1.0, datetime(2020, 1, 1)), + (1.2, datetime(2020, 6, 30)), + (1.4, datetime(2020, 12, 31)), + ], + growth=400.0, + growth_percentage=40.0, + total_net_gain=400.0, + total_net_gain_percentage=40.0, + final_value=1400.0, + cagr=0.08, + sharpe_ratio=0.6, + rolling_sharpe_ratio=[(0.3, datetime(2020, 6, 30)), + (0.6, datetime(2020, 12, 31))], + sortino_ratio=0.5, + calmar_ratio=0.4, + profit_factor=1.2, + gross_profit=1000.0, + gross_loss=600.0, + annual_volatility=0.15, + monthly_returns=[ + (0.02, datetime(2020, m, 1)) for m in range(1, 13) + ], + yearly_returns=[(0.4, date(2020, 12, 31))], + drawdown_series=[(0.15, datetime(2020, 7, 31))], + max_drawdown=0.25, + max_drawdown_absolute=350.0, + max_daily_drawdown=0.06, + max_drawdown_duration=40, + trades_per_year=30, + trade_per_day=0.12, + exposure_ratio=0.6, + trades_average_gain_percentage=0.07, + trades_average_gain=140.0, + trades_average_loss=-80.0, + trades_average_loss_percentage=-0.04, + best_trade=Trade(id=3, open_price=120, + opened_at=datetime(2020, 5, 1), + closed_at=datetime(2020, 6, 1), orders=[], + target_symbol="BTC", + trading_symbol="EUR", amount=1, cost=120, + available_amount=1, + remaining=0, filled_amount=1, status="closed"), + worst_trade=Trade(id=4, open_price=100, + opened_at=datetime(2020, 7, 1), + closed_at=datetime(2020, 8, 1), orders=[], + target_symbol="BTC", + trading_symbol="EUR", amount=1, cost=100, + available_amount=1, + remaining=0, filled_amount=1, status="closed"), + average_trade_duration=3.2, + number_of_trades=30, + win_rate=0.45, + win_loss_ratio=0.9, + percentage_winning_months=50.0, + percentage_winning_years=100.0, + average_monthly_return=0.025, + average_monthly_return_losing_months=-0.03, + average_monthly_return_winning_months=0.06, + best_month=(0.08, datetime(2020, 10, 1)), + best_year=(0.4, date(2020, 12, 31)), + worst_month=(-0.06, datetime(2020, 4, 1)), + worst_year=(0.1, date(2020, 12, 31)), + ) + + combined = combine_backtest_metrics( + [backtest_metrics_1, backtest_metrics_2] + ) + + self.assertEqual(700, combined.total_net_gain) + self.assertAlmostEqual(70.0, combined.total_net_gain_percentage) + self.assertAlmostEqual(70.0, combined.growth_percentage) + self.assertEqual(700.0, combined.growth) + self.assertEqual(0.5, combined.win_rate) diff --git a/tests/app/backtesting/test_backtest_report.py b/tests/app/backtesting/test_backtest_report.py index fad1fa25..4be2de61 100644 --- a/tests/app/backtesting/test_backtest_report.py +++ b/tests/app/backtesting/test_backtest_report.py @@ -4,8 +4,7 @@ from investing_algorithm_framework import create_app, RESOURCE_DIRECTORY, \ TradingStrategy, PortfolioConfiguration, TimeUnit, Algorithm, \ - BacktestDateRange, BacktestReport -from investing_algorithm_framework.services import BacktestService + BacktestDateRange class TestStrategy(TradingStrategy): @@ -83,86 +82,3 @@ def test_report_json_creation(self): # Check if the backtest report exists self.assertTrue(os.path.isdir(path)) - - def test_get_orders(self): - path = os.path.join( - self.resource_dir, - "backtest_reports_for_testing/test_algorithm_backtest_created-at_2025-04-21-21-21" - ) - backtest_report = BacktestReport.open(directory_path=path) - report = backtest_report.backtests[0].backtest_results - self.assertEqual( - len(report.get_orders()), - 331 - ) - self.assertEqual( - len(report.get_orders(order_status="OPEN")), - 0 - ) - self.assertEqual( - len(report.get_orders(order_status="CLOSED")), - 331 - ) - self.assertEqual( - len(report.get_orders(target_symbol="BTC")), - 58 - ) - self.assertEqual( - len(report.get_orders(target_symbol="SOL")), - 98 - ) - self.assertEqual( - len(report.get_orders(target_symbol="ETH")), - 59 - ) - self.assertEqual( - len(report.get_orders(target_symbol="DOT")), - 116 - ) - self.assertEqual( - len(report.get_orders(order_status="CLOSED", target_symbol="BTC")), - 58 - ) - - def test_get_trades(self): - path = os.path.join( - self.resource_dir, - "backtest_reports_for_testing/test_algorithm_backtest_created-at_2025-04-21-21-21" - ) - backtest_report = BacktestReport.open(directory_path=path) - report = backtest_report.backtests[0].backtest_results - self.assertEqual( - len(report.get_trades(trade_status="OPEN")), - 3 - ) - self.assertEqual( - len(report.get_trades(trade_status="CLOSED")), - 133 - ) - self.assertEqual( - len(report.get_trades(target_symbol="BTC")), - 25 - ) - self.assertEqual( - len(report.get_trades(target_symbol="SOL")), - 40 - ) - self.assertEqual( - len(report.get_trades(target_symbol="ETH")), - 23 - ) - self.assertEqual( - len(report.get_trades(target_symbol="DOT")), - 48 - ) - - def test_get_symbols(self): - path = os.path.join( - self.resource_dir, - "backtest_reports_for_testing/test_algorithm_backtest_created-at_2025-04-21-21-21" - ) - backtest_report = BacktestReport.open(directory_path=path) - report = backtest_report.backtests[0].backtest_results - self.assertEqual( - set(report.symbols), {'SOL', 'ETH', 'DOT', 'BTC'} - ) diff --git a/tests/app/backtesting/test_run_backtests.py b/tests/app/backtesting/test_run_backtests.py index ac91f5e8..cf8d05e0 100644 --- a/tests/app/backtesting/test_run_backtests.py +++ b/tests/app/backtesting/test_run_backtests.py @@ -76,17 +76,9 @@ def test_run_backtests(self): start_date=start_date, end_date=end_date ) - directory = os.path.join( - self.resource_dir, "backtest_reports", "test_backtests" - ) reports = app.run_backtests( algorithms=[algorithm_one, algorithm_two, algorithm_three], backtest_date_ranges=[backtest_date_range], - directory=directory, risk_free_rate=0.027 ) - backtest_service = app.container.backtest_service() - - # Check if the backtest reports exist - for report in reports: - self.assertTrue(os.path.isdir(directory)) + self.assertEqual(3, len(reports)) diff --git a/tests/app/backtesting/test_strategy_saving.py b/tests/app/backtesting/test_strategy_saving.py index f3f17c4e..b7dc36a1 100644 --- a/tests/app/backtesting/test_strategy_saving.py +++ b/tests/app/backtesting/test_strategy_saving.py @@ -80,28 +80,9 @@ def test_in_memory(self): backtest_report_root_dir = os.path.join( self.resource_dir, "backtest_reports" ) - report = app.run_backtest( + backtest = app.run_backtest( algorithm=algorithm, backtest_date_range=backtest_date_range, - directory=backtest_report_root_dir, risk_free_rate=0.027 ) - report_directory = BacktestService.create_report_directory_name(report) - report_name = "results.json" - backtest_report_dir = os.path.join( - backtest_report_root_dir, report_directory - ) - - # Check if the backtest report root directory exists - self.assertTrue(os.path.isdir(backtest_report_root_dir)) - - # Check if the backtest report directory exists - self.assertTrue(os.path.isdir(backtest_report_dir)) - - report_file_path = os.path.join( - backtest_report_dir, report_name - ) - - # check if the report json file exists - self.assertTrue(os.path.isfile(report_file_path)) diff --git a/tests/app/reporting/metrics/test_calmer_ratio.py b/tests/app/reporting/metrics/test_calmer_ratio.py index 56f4e7cf..82a3053b 100644 --- a/tests/app/reporting/metrics/test_calmer_ratio.py +++ b/tests/app/reporting/metrics/test_calmer_ratio.py @@ -1,7 +1,7 @@ import unittest from datetime import datetime from unittest.mock import patch, MagicMock -from investing_algorithm_framework.domain import BacktestResult +from investing_algorithm_framework.domain import BacktestRun from investing_algorithm_framework import get_calmar_ratio @@ -33,7 +33,7 @@ def setUp(self): self.backtest_report.snapshots = self.snapshots def _create_report(self, total_size_series, timestamps): - report = MagicMock(spec=BacktestResult) + report = MagicMock(spec=BacktestRun) report.portfolio_snapshots = [ MagicMock(created_at=ts, total_value=size) for ts, size in zip(timestamps, total_size_series) diff --git a/tests/app/reporting/metrics/test_get_exposure.py b/tests/app/reporting/metrics/test_get_exposure.py index 52b9a1de..1ad4ef47 100644 --- a/tests/app/reporting/metrics/test_get_exposure.py +++ b/tests/app/reporting/metrics/test_get_exposure.py @@ -1,7 +1,7 @@ import unittest from datetime import datetime, timedelta -from investing_algorithm_framework import get_exposure +from investing_algorithm_framework import get_exposure_ratio # Mock classes to simulate report and trades class MockTrade: @@ -25,14 +25,14 @@ def test_no_trades(self): report = MockReport(trades=[], backtest_start_date=datetime(2023,1,1), backtest_end_date=datetime(2023,1,10)) - self.assertEqual(get_exposure(report.get_trades(), report.backtest_start_date, report.backtest_end_date), 0.0) + self.assertEqual(get_exposure_ratio(report.get_trades(), report.backtest_start_date, report.backtest_end_date), 0.0) def test_no_backtest_duration(self): # start and end date are the same report = MockReport(trades=[MockTrade(datetime(2023,1,1))], backtest_start_date=datetime(2023,1,1), backtest_end_date=datetime(2023,1,1)) - self.assertEqual(get_exposure(report.get_trades(), report.backtest_start_date, report.backtest_end_date), 0.0) + self.assertEqual(get_exposure_ratio(report.get_trades(), report.backtest_start_date, report.backtest_end_date), 0.0) def test_single_trade_within_backtest(self): start = datetime(2023,1,1) @@ -43,7 +43,7 @@ def test_single_trade_within_backtest(self): report = MockReport(trades=[trade], backtest_start_date=start, backtest_end_date=end) expected = (trade_end - trade_start).total_seconds() / (end - start).total_seconds() - self.assertAlmostEqual(get_exposure(report.get_trades(), start, end), expected) + self.assertAlmostEqual(get_exposure_ratio(report.get_trades(), start, end), expected) def test_multiple_trades(self): start = datetime(2023,1,1) @@ -57,7 +57,7 @@ def test_multiple_trades(self): total_duration = timedelta(days=1) + timedelta(days=2) + timedelta(days=1) expected = total_duration.total_seconds() / (end - start).total_seconds() - self.assertAlmostEqual(get_exposure(report.get_trades(), start, end), expected) + self.assertAlmostEqual(get_exposure_ratio(report.get_trades(), start, end), expected) def test_open_trade_counts_to_backtest_end(self): start = datetime(2023,1,1) @@ -67,7 +67,7 @@ def test_open_trade_counts_to_backtest_end(self): report = MockReport(trades=[trade], backtest_start_date=start, backtest_end_date=end) expected = (end - trade_start).total_seconds() / (end - start).total_seconds() - self.assertAlmostEqual(get_exposure(report.get_trades(), start, end), expected) + self.assertAlmostEqual(get_exposure_ratio(report.get_trades(), start, end), expected) def test_trade_exit_before_entry_ignored(self): # Trade closed before it started (bad data), should ignore this trade duration @@ -77,4 +77,4 @@ def test_trade_exit_before_entry_ignored(self): trade_end = datetime(2023,1,4) # closed before created trade = MockTrade(created_at=trade_start, closed_at=trade_end) report = MockReport(trades=[trade], backtest_start_date=start, backtest_end_date=end) - self.assertEqual(get_exposure(report.get_trades(), start, end), 0.0) + self.assertEqual(get_exposure_ratio(report.get_trades(), start, end), 0.0) diff --git a/tests/app/reporting/test_backtest_report.py b/tests/app/reporting/test_backtest_report.py index 8e503bf2..e3181652 100644 --- a/tests/app/reporting/test_backtest_report.py +++ b/tests/app/reporting/test_backtest_report.py @@ -1,9 +1,9 @@ import os -from datetime import datetime +from datetime import datetime, timezone from unittest import TestCase from investing_algorithm_framework.app import Algorithm -from investing_algorithm_framework.domain import BacktestResult, \ +from investing_algorithm_framework.domain import BacktestRun, \ BacktestDateRange, PortfolioSnapshot, Backtest, BacktestMetrics from tests.resources.strategies_for_testing.strategy_one import StrategyOne @@ -49,20 +49,23 @@ def test_save_without_algorithm(self): unallocated=200, ) ] - results = BacktestResult( - name="test", - backtest_date_range=BacktestDateRange( - start_date="2023-08-07 07:00:00", - end_date="2023-12-02 00:00:00", - name="Test Backtest Date Range" - ), + backtest_date_range = BacktestDateRange( + start_date="2023-08-07 07:00:00", + end_date="2023-12-02 00:00:00", + name="Test Backtest Date Range" + ) + run = BacktestRun( + backtest_start_date=backtest_date_range.start_date, + backtest_end_date=backtest_date_range.end_date, + backtest_date_range_name=backtest_date_range.name, orders=[], trades=[], positions=[], portfolio_snapshots=snapshots, trading_symbol="EUR", number_of_runs=1000, - initial_unallocated=1000 + initial_unallocated=1000, + created_at=datetime.now(tz=timezone.utc) ) data_files = [ "tests/resources/market_data_sources_for_testing/OHLCV_BTC-EUR_BINANCE_2h_2023-08-07-07-59_2023-12-02-00-00.csv", @@ -70,28 +73,7 @@ def test_save_without_algorithm(self): ] backtest = Backtest( - backtest_results=results, - backtest_metrics=BacktestMetrics( - backtest_start_date=datetime(2023, 8, 7, 7, 59, tzinfo=None), - backtest_end_date=datetime(2023, 8, 7, 7, 59, tzinfo=None), - equity_curve=[], - total_net_gain=0.2, - cagr=0.1, - sharpe_ratio=1.5, - rolling_sharpe_ratio=[], - sortino_ratio=1.2, - profit_factor=1.5, - calmar_ratio=0.8, - annual_volatility=0.2, - monthly_returns=[], - yearly_returns=[], - drawdown_series=[], - max_drawdown=0.15, - max_drawdown_absolute=0.2, - max_daily_drawdown=0.05 - ), - data_file_paths=data_files, - risk_free_rate=0.0 + backtest_runs=[run], ) output_path = os.path.join(self.resource_dir, "backtest_report") backtest.save(output_path) @@ -136,28 +118,23 @@ def test_save_with_strategies_directory(self): unallocated=200, ) ] - results = BacktestResult( - name="test", - backtest_date_range=BacktestDateRange( - start_date="2023-08-07 07:00:00", - end_date="2023-12-02 00:00:00", - name="Test Backtest Date Range" - ), + backtest_date_range = BacktestDateRange( + start_date="2023-08-07 07:00:00", + end_date="2023-12-02 00:00:00", + name="Test Backtest Date Range" + ) + results = BacktestRun( + backtest_start_date=backtest_date_range.start_date, + backtest_end_date=backtest_date_range.end_date, + backtest_date_range_name=backtest_date_range.name, + created_at=datetime.now(tz=timezone.utc), orders=[], trades=[], positions=[], portfolio_snapshots=snapshots, trading_symbol="EUR", number_of_runs=1000, - initial_unallocated=1000 - ) - data_files = [ - "tests/resources/market_data_sources_for_testing/OHLCV_BTC-EUR_BINANCE_2h_2023-08-07-07-59_2023-12-02-00-00.csv", - "tests/resources/market_data_sources_for_testing/OHLCV_BTC-EUR_BINANCE_15m_2023-12-14-22-00_2023-12-25-00-00.csv", - ] - - backtest = Backtest( - backtest_results=results, + initial_unallocated=1000, backtest_metrics=BacktestMetrics( backtest_start_date=datetime(2023, 8, 7, 7, 59, tzinfo=None), backtest_end_date=datetime(2023, 8, 7, 7, 59, tzinfo=None), @@ -176,8 +153,15 @@ def test_save_with_strategies_directory(self): max_drawdown=0.15, max_drawdown_absolute=0.2, max_daily_drawdown=0.05 - ), - data_file_paths=data_files, + ) + ) + data_files = [ + "tests/resources/market_data_sources_for_testing/OHLCV_BTC-EUR_BINANCE_2h_2023-08-07-07-59_2023-12-02-00-00.csv", + "tests/resources/market_data_sources_for_testing/OHLCV_BTC-EUR_BINANCE_15m_2023-12-14-22-00_2023-12-25-00-00.csv", + ] + + backtest = Backtest( + backtest_runs=[results], risk_free_rate=0.0 ) output_path = os.path.join(self.resource_dir, "backtest_report") diff --git a/tests/app/reporting/test_pretty_print_backtest.py b/tests/app/reporting/test_pretty_print_backtest.py index 14fcab77..c03e8d68 100644 --- a/tests/app/reporting/test_pretty_print_backtest.py +++ b/tests/app/reporting/test_pretty_print_backtest.py @@ -1,34 +1,34 @@ -import os -from unittest import TestCase - -from investing_algorithm_framework.app import pretty_print_backtest, \ - BacktestReport -from investing_algorithm_framework.domain import Backtest - - -class Test(TestCase): - - def setUp(self): - self.resource_dir = os.path.abspath( - os.path.join( - os.path.join( - os.path.join( - os.path.join( - os.path.realpath(__file__), - os.pardir - ), - os.pardir - ), - os.pardir - ), - "resources" - ) - ) - - def test_pretty_print(self): - path = os.path.join( - self.resource_dir, - "backtest_reports_for_testing/test_algorithm_backtest_created-at_2025-04-21-21-21" - ) - report = Backtest.open(path) - pretty_print_backtest(report) +# import os +# from unittest import TestCase +# +# from investing_algorithm_framework.app import pretty_print_backtest, \ +# BacktestReport +# from investing_algorithm_framework.domain import Backtest +# +# +# class Test(TestCase): +# +# def setUp(self): +# self.resource_dir = os.path.abspath( +# os.path.join( +# os.path.join( +# os.path.join( +# os.path.join( +# os.path.realpath(__file__), +# os.pardir +# ), +# os.pardir +# ), +# os.pardir +# ), +# "resources" +# ) +# ) +# +# def test_pretty_print(self): +# path = os.path.join( +# self.resource_dir, +# "backtest_reports_for_testing/test_algorithm_backtest_created-at_2025-04-21-21-21" +# ) +# report = Backtest.open(path) +# pretty_print_backtest(report) diff --git a/tests/app/reporting/test_pretty_print_backtest_orders.py b/tests/app/reporting/test_pretty_print_backtest_orders.py index b4bbfd94..4e1a5b62 100644 --- a/tests/app/reporting/test_pretty_print_backtest_orders.py +++ b/tests/app/reporting/test_pretty_print_backtest_orders.py @@ -1,33 +1,33 @@ -import os -from unittest import TestCase - -from investing_algorithm_framework.app import pretty_print_orders -from investing_algorithm_framework.domain import Backtest - - -class Test(TestCase): - - def setUp(self): - self.resource_dir = os.path.abspath( - os.path.join( - os.path.join( - os.path.join( - os.path.join( - os.path.realpath(__file__), - os.pardir - ), - os.pardir - ), - os.pardir - ), - "resources" - ) - ) - - def test_pretty_print(self): - path = os.path.join( - self.resource_dir, - "backtest_reports_for_testing/test_algorithm_backtest_created-at_2025-04-21-21-21" - ) - backtest = Backtest.open(path) - pretty_print_orders(backtest) +# import os +# from unittest import TestCase +# +# from investing_algorithm_framework.app import pretty_print_orders +# from investing_algorithm_framework.domain import Backtest +# +# +# class Test(TestCase): +# +# def setUp(self): +# self.resource_dir = os.path.abspath( +# os.path.join( +# os.path.join( +# os.path.join( +# os.path.join( +# os.path.realpath(__file__), +# os.pardir +# ), +# os.pardir +# ), +# os.pardir +# ), +# "resources" +# ) +# ) +# +# def test_pretty_print(self): +# path = os.path.join( +# self.resource_dir, +# "backtest_reports_for_testing/test_algorithm_backtest_created-at_2025-04-21-21-21" +# ) +# backtest = Backtest.open(path) +# pretty_print_orders(backtest) diff --git a/tests/app/reporting/test_pretty_print_backtest_positions.py b/tests/app/reporting/test_pretty_print_backtest_positions.py index 06554baf..70f23a49 100644 --- a/tests/app/reporting/test_pretty_print_backtest_positions.py +++ b/tests/app/reporting/test_pretty_print_backtest_positions.py @@ -1,34 +1,34 @@ -import os -from unittest import TestCase - -from investing_algorithm_framework.app import pretty_print_positions, \ - BacktestReport -from investing_algorithm_framework.domain import Backtest - - -class Test(TestCase): - - def setUp(self): - self.resource_dir = os.path.abspath( - os.path.join( - os.path.join( - os.path.join( - os.path.join( - os.path.realpath(__file__), - os.pardir - ), - os.pardir - ), - os.pardir - ), - "resources" - ) - ) - - def test_pretty_print(self): - path = os.path.join( - self.resource_dir, - "backtest_reports_for_testing/test_algorithm_backtest_created-at_2025-04-21-21-21" - ) - report = Backtest.open(path) - pretty_print_positions(report) +# import os +# from unittest import TestCase +# +# from investing_algorithm_framework.app import pretty_print_positions, \ +# BacktestReport +# from investing_algorithm_framework.domain import Backtest +# +# +# class Test(TestCase): +# +# def setUp(self): +# self.resource_dir = os.path.abspath( +# os.path.join( +# os.path.join( +# os.path.join( +# os.path.join( +# os.path.realpath(__file__), +# os.pardir +# ), +# os.pardir +# ), +# os.pardir +# ), +# "resources" +# ) +# ) +# +# def test_pretty_print(self): +# path = os.path.join( +# self.resource_dir, +# "backtest_reports_for_testing/test_algorithm_backtest_created-at_2025-04-21-21-21" +# ) +# report = Backtest.open(path) +# pretty_print_positions(report) diff --git a/tests/app/reporting/test_pretty_print_backtest_trades.py b/tests/app/reporting/test_pretty_print_backtest_trades.py index 522c0ff4..001cd894 100644 --- a/tests/app/reporting/test_pretty_print_backtest_trades.py +++ b/tests/app/reporting/test_pretty_print_backtest_trades.py @@ -1,34 +1,33 @@ -import os -from unittest import TestCase - -from investing_algorithm_framework.app import pretty_print_trades, \ - BacktestReport -from investing_algorithm_framework.domain import Backtest - - -class Test(TestCase): - - def setUp(self): - self.resource_dir = os.path.abspath( - os.path.join( - os.path.join( - os.path.join( - os.path.join( - os.path.realpath(__file__), - os.pardir - ), - os.pardir - ), - os.pardir - ), - "resources" - ) - ) - - def test_pretty_print(self): - path = os.path.join( - self.resource_dir, - "backtest_reports_for_testing/test_algorithm_backtest_created-at_2025-04-21-21-21" - ) - report = Backtest.open(path) - pretty_print_trades(report) +# import os +# from unittest import TestCase +# +# from investing_algorithm_framework.app import pretty_print_trades +# from investing_algorithm_framework.domain import Backtest +# +# +# class Test(TestCase): +# +# def setUp(self): +# self.resource_dir = os.path.abspath( +# os.path.join( +# os.path.join( +# os.path.join( +# os.path.join( +# os.path.realpath(__file__), +# os.pardir +# ), +# os.pardir +# ), +# os.pardir +# ), +# "resources" +# ) +# ) +# +# def test_pretty_print(self): +# path = os.path.join( +# self.resource_dir, +# "backtest_reports_for_testing/test_algorithm_backtest_created-at_2025-04-21-21-21" +# ) +# report = Backtest.open(path) +# pretty_print_trades(report) diff --git a/tests/app/test_backtesting.py b/tests/app/test_backtesting.py index e7596b67..708ba9b5 100644 --- a/tests/app/test_backtesting.py +++ b/tests/app/test_backtesting.py @@ -45,18 +45,20 @@ def test_backtest_with_initial_amount(self): algorithm = Algorithm() algorithm.add_strategy(SimpleTradingStrategy) app.add_algorithm(algorithm) - report = app.run_backtest( + backtest = app.run_backtest( backtest_date_range=date_range, initial_amount=1000, risk_free_rate=0.027 ) - self.assertEqual(report.backtest_results.initial_unallocated, 1000) - self.assertEqual(report.backtest_results.growth, 0) - self.assertEqual(report.backtest_results.growth_percentage, 0) - self.assertEqual(report.backtest_metrics.total_net_gain, 0) - self.assertEqual(report.backtest_metrics.total_net_gain_percentage, 0) - self.assertAlmostEqual(report.backtest_results.number_of_runs, 373, places=1) - self.assertEqual(report.backtest_results.trading_symbol, "USDT") + run = backtest.get_backtest_run(date_range) + metrics = backtest.get_backtest_metrics(date_range) + self.assertEqual(run.initial_unallocated, 1000) + self.assertEqual(metrics.growth, 0) + self.assertEqual(metrics.growth_percentage, 0) + self.assertEqual(metrics.total_net_gain, 0) + self.assertEqual(metrics.total_net_gain_percentage, 0) + self.assertAlmostEqual(run.number_of_runs, 373, places=1) + self.assertEqual(run.trading_symbol, "USDT") database_uri = app.config[SQLALCHEMY_DATABASE_URI] self.assertIsNotNone(database_uri) self.assertTrue(database_uri.endswith("backtest-database.sqlite3")) @@ -77,17 +79,19 @@ def test_backtest_with_initial_balance(self): algorithm = Algorithm() algorithm.add_strategy(SimpleTradingStrategy) app.add_algorithm(algorithm) - report = app.run_backtest( + backtest = app.run_backtest( backtest_date_range=date_range, risk_free_rate=0.027 ) - self.assertEqual(report.backtest_results.initial_unallocated, 500) - self.assertEqual(report.backtest_results.growth, 0) - self.assertEqual(report.backtest_results.growth_percentage, 0) - self.assertEqual(report.backtest_metrics.total_net_gain, 0) - self.assertEqual(report.backtest_metrics.total_net_gain_percentage, 0) - self.assertAlmostEqual(report.backtest_results.number_of_runs, 373, places=1) - self.assertEqual(report.backtest_results.trading_symbol, "USDT") + run = backtest.get_backtest_run(date_range) + metrics = backtest.get_backtest_metrics(date_range) + self.assertEqual(run.initial_unallocated, 500) + self.assertEqual(metrics.growth, 0) + self.assertEqual(metrics.growth_percentage, 0) + self.assertEqual(metrics.total_net_gain, 0) + self.assertEqual(metrics.total_net_gain_percentage, 0) + self.assertAlmostEqual(run.number_of_runs, 373, places=1) + self.assertEqual(run.trading_symbol, "USDT") database_uri = app.config[SQLALCHEMY_DATABASE_URI] self.assertIsNotNone(database_uri) self.assertTrue(database_uri.endswith("backtest-database.sqlite3")) diff --git a/tests/domain/models/backtesting/__init__.py b/tests/domain/models/backtesting/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/tests/domain/models/backtesting/test_backtest.py b/tests/domain/models/backtesting/test_backtest.py new file mode 100644 index 00000000..3af0081b --- /dev/null +++ b/tests/domain/models/backtesting/test_backtest.py @@ -0,0 +1,304 @@ +import os +from datetime import datetime, date +import tempfile +import unittest +from pathlib import Path +import polars as pl + +from investing_algorithm_framework.domain import Backtest, Order, Position, \ + PortfolioSnapshot, BacktestMetrics, BacktestPermutationTest, \ + Trade, BacktestRun, BacktestSummaryMetrics + + +class TestBacktestSaveOpen(unittest.TestCase): + + def setUp(self): + # Create a temporary directory for each test + self.temp_dir = tempfile.TemporaryDirectory() + self.dir_path = Path(self.temp_dir.name) + + # Create dummy strategy and data files + self.strategy_file = self.dir_path / "strategy.py" + self.strategy_file.write_text("print('strategy')") + + self.data_file = self.dir_path / "data.csv" + self.data_file.write_text("date,open,high,low,close,volume\n") + + self.resource_dir = os.path.abspath( + os.path.join( + os.path.join( + os.path.join( + os.path.join( + os.path.join( + os.path.realpath(__file__), + os.pardir + ), + os.pardir + ), + os.pardir + ), + os.pardir + ), + "resources" + ) + ) + self.ohlcv_csv_path = os.path.join( + self.resource_dir, + "backtest_data/OHLCV_BTC-EUR_BINANCE_2h_2020-12-15-06-00_2021-01-01-00-30.csv" + ) + + def tearDown(self): + self.temp_dir.cleanup() + + def test_save_and_open(self): + # Mock save and open methods + backtest_metrics = BacktestMetrics( + backtest_start_date=datetime(2020, 1, 1), + backtest_end_date=datetime(2020, 12, 31), + equity_curve=[ + (0.0, datetime(2020, 1, 1)), + (1.0, datetime(2020, 12, 31)), + (0.5, datetime(2020, 6, 30)), + (0.2, datetime(2020, 3, 31)) + ], + growth=0.0, + growth_percentage=0.0, + total_net_gain=0.0, + total_net_gain_percentage=0.0, + final_value=0.0, + cagr=0.0, + sharpe_ratio=0.0, + rolling_sharpe_ratio=[ + (0.0, datetime(2020, 1, 1)), + (1.0, datetime(2020, 12, 31)), + (0.5, datetime(2020, 6, 30)), + (0.2, datetime(2020, 3, 31)) + ], + sortino_ratio=0.0, + calmar_ratio=0.0, + profit_factor=0.0, + gross_profit=0.0, + gross_loss=0.0, + annual_volatility=0.0, + monthly_returns=[ + (0.0, datetime(2020, 1, 1)), (0.0, datetime(2020, 2, 1)), + (0.0, datetime(2020, 3, 1)), + (0.0, datetime(2020, 4, 1)), (0.0, datetime(2020, 5, 1)), + (0.0, datetime(2020, 6, 1)), + (0.0, datetime(2020, 7, 1)), (0.0, datetime(2020, 8, 1)), + (0.0, datetime(2020, 9, 1)), + (0.0, datetime(2020, 10, 1)), (0.0, datetime(2020, 11, 1)), + (0.0, datetime(2020, 12, 1)) + ], + yearly_returns=[ + (0.0, date(2020, 1, 1)), (0.0, date(2020, 12, 31)) + ], + drawdown_series=[ + (0.0, datetime(2020, 1, 1)), (0.0, datetime(2020, 2, 1)), + (0.0, datetime(2020, 3, 1)), + (0.0, datetime(2020, 4, 1)), (0.0, datetime(2020, 5, 1)), + (0.0, datetime(2020, 6, 1)), + (0.0, datetime(2020, 7, 1)), (0.0, datetime(2020, 8, 1)), + (0.0, datetime(2020, 9, 1)), + (0.0, datetime(2020, 10, 1)), (0.0, datetime(2020, 11, 1)), + (0.0, datetime(2020, 12, 1)) + ], + max_drawdown=0.0, + max_drawdown_absolute=0.0, + max_daily_drawdown=0.0, + max_drawdown_duration=0, + trades_per_year=0.0, + trade_per_day=0.0, + exposure_ratio=0.0, + trades_average_gain=0.0, + trades_average_gain_percentage=0.0, + trades_average_loss=0.0, + trades_average_loss_percentage=0.0, + best_trade=Trade( + id=10, + open_price=0.0, + opened_at=datetime(2020, 1, 1), + closed_at=datetime(2020, 12, 31), + orders=[], + target_symbol="BTC", + trading_symbol="EUR", + amount=10.0, + cost=1.0, + available_amount=1.0, + remaining=9.0, + filled_amount=1, + status="closed" + ), + worst_trade=Trade( + id=10, + open_price=0.0, + opened_at=datetime(2020, 1, 1), + closed_at=datetime(2020, 12, 31), + orders=[], + target_symbol="BTC", + trading_symbol="EUR", + amount=10.0, + cost=1.0, + available_amount=1.0, + remaining=9.0, + filled_amount=1, + status="closed" + ), + average_trade_duration=0.0, + number_of_trades=0, + win_rate=0.0, + win_loss_ratio=0.0, + percentage_winning_months=0.0, + percentage_winning_years=0.0, + average_monthly_return=0.0, + average_monthly_return_losing_months=0.0, + average_monthly_return_winning_months=0.0, + best_month=(0.0, datetime(2020, 1, 1)), + best_year=(0.0, date(2020, 1, 1)), + worst_month=(0.0, datetime(2020, 1, 1)), + worst_year=(0.0, date(2020, 1, 1)) + ) + + backtest_run = BacktestRun( + backtest_start_date=datetime(2020, 1, 1), + backtest_end_date=datetime(2020, 12, 31), + trading_symbol="EUR", + initial_unallocated=1000.0, + number_of_runs=50, + portfolio_snapshots=[ + PortfolioSnapshot( + created_at=datetime(2020, 1, 1), + total_value=1000.0, + unallocated=1000.0, + pending_value=100.0, + cash_flow=0.0, + total_cost=0.0, + ), + PortfolioSnapshot( + created_at=datetime(2020, 12, 31), + total_value=1100.0, + unallocated=100.0, + pending_value=100.0, + cash_flow=0.0, + total_cost=0.0, + ) + ], + trades=[ + Trade( + id=10, + open_price=0.0, + opened_at=datetime(2020, 1, 1), + closed_at=datetime(2020, 12, 31), + orders=[], + target_symbol="BTC", + trading_symbol="EUR", + amount=10.0, + cost=1.0, + available_amount=1.0, + remaining=9.0, + filled_amount=1, + status="closed" + ) + ], + orders=[ + Order( + id=1, + order_type="LIMIT", + price=100.0, + amount=0.1, + target_symbol="BTC", + trading_symbol="EUR", + created_at=datetime(2020, 1, 1), + updated_at=datetime(2020, 1, 1), + status="CLOSED", + remaining=10.0, + filled=10, + cost=1000.0, + order_side="BUY" + ) + ], + positions=[ + Position( + symbol="BTC/EUR", + amount=0.1, + ) + ], + created_at=datetime(2020, 1, 1), + symbols=["BTC/EUR"], + number_of_days=0, + number_of_trades=0, + number_of_trades_closed=0, + number_of_trades_open=0, + number_of_orders=0, + number_of_positions=0, + backtest_metrics=backtest_metrics + ) + + # ohlcv_csv_path = os + ohlcv_df = pl.read_csv(self.ohlcv_csv_path).to_pandas() + + permutation_test_metrics = BacktestPermutationTest( + real_metrics=backtest_metrics, + permutated_metrics=[backtest_metrics, backtest_metrics], + p_values={ + "cagr": 0.05, + "sharpe_ratio": 0.05, + "sortino_ratio": 0.05, + "calmar_ratio": 0.05, + "profit_factor": 0.05, + "annual_volatility": 0.05, + "max_drawdown": 0.05, + "win_rate": 0.05, + "win_loss_ratio": 0.05, + "average_monthly_return": 0.05 + }, + ohlcv_original_datasets={ + "BTC/EUR": ohlcv_df + }, + ohlcv_permutated_datasets={ + "BTC/EUR": [ohlcv_df] + } + ) + + backtest_metrics = BacktestSummaryMetrics( + cagr=0.0, + sharpe_ratio=0.0, + sortino_ratio=0.0, + calmar_ratio=0.0, + profit_factor=0.0, + annual_volatility=0.0, + max_drawdown=0.0, + max_drawdown_duration=0, + trades_per_year=0.0, + number_of_trades=0, + win_rate=0.0, + win_loss_ratio=0.0, + ) + + + # Create a Backtest instance + backtest = Backtest( + backtest_runs=[backtest_run], + backtest_permutation_tests=[permutation_test_metrics], + backtest_summary=backtest_metrics + ) + + # Save the backtest + backtest.save(self.dir_path) + self.assertTrue((self.dir_path / "runs").exists()) + + # Check that there is atleast one results file + results_dir = (self.dir_path / "runs") + self.assertEqual(1, (len(os.listdir(results_dir)))) + + # Check that there is a permutation tests directory + self.assertTrue((self.dir_path / "permutation_tests").exists()) + + # Check if there are 2 permutated_metrics folders + permutated_metrics_dir = (self.dir_path / "permutation_tests") + + self.assertEqual(1, (len(os.listdir(permutated_metrics_dir)))) + + def test_get_backtest_run(self): + pass + diff --git a/tests/domain/models/test_backtest_date_range.py b/tests/domain/models/backtesting/test_backtest_date_range.py similarity index 100% rename from tests/domain/models/test_backtest_date_range.py rename to tests/domain/models/backtesting/test_backtest_date_range.py diff --git a/tests/domain/models/backtesting/test_backtest_metrics.py b/tests/domain/models/backtesting/test_backtest_metrics.py new file mode 100644 index 00000000..f5a47393 --- /dev/null +++ b/tests/domain/models/backtesting/test_backtest_metrics.py @@ -0,0 +1,231 @@ +from unittest import TestCase +from datetime import datetime, date +import tempfile +from pathlib import Path + +from investing_algorithm_framework.domain import BacktestMetrics, Trade + + +class TestBacktestMetrics(TestCase): + + def setUp(self): + # Create a temporary directory for each test + self.temp_dir = tempfile.TemporaryDirectory() + self.dir_path = Path(self.temp_dir.name) + + def test_save(self): + backtest_metrics = BacktestMetrics( + backtest_start_date=datetime(2020, 1, 1), + backtest_end_date=datetime(2020, 12, 31), + equity_curve = [ + (0.0, datetime(2020, 1, 1)), + (1.0, datetime(2020, 12, 31)), + (0.5, datetime(2020, 6, 30)), + (0.2, datetime(2020, 3, 31)) + ], + growth = 0.0, + growth_percentage = 0.0, + total_net_gain = 0.0, + total_net_gain_percentage = 0.0, + final_value = 0.0, + cagr = 0.0, + sharpe_ratio = 0.0, + rolling_sharpe_ratio = [ + (0.0, datetime(2020, 1, 1)), + (1.0, datetime(2020, 12, 31)), + (0.5, datetime(2020, 6, 30)), + (0.2, datetime(2020, 3, 31)) + ], + sortino_ratio = 0.0, + calmar_ratio = 0.0, + profit_factor = 0.0, + gross_profit = 0.0, + gross_loss = 0.0, + annual_volatility = 0.0, + monthly_returns = [ + (0.0, datetime(2020, 1, 1)), (0.0, datetime(2020, 2, 1)), (0.0, datetime(2020, 3, 1)), + (0.0, datetime(2020, 4, 1)), (0.0, datetime(2020, 5, 1)), (0.0, datetime(2020, 6, 1)), + (0.0, datetime(2020, 7, 1)), (0.0, datetime(2020, 8, 1)), (0.0, datetime(2020, 9, 1)), + (0.0, datetime(2020, 10, 1)), (0.0, datetime(2020, 11, 1)), (0.0, datetime(2020, 12, 1)) + ], + yearly_returns = [ + (0.0, date(2020, 1, 1)), (0.0, date(2020, 12, 31)) + ], + drawdown_series = [ + (0.0, datetime(2020, 1, 1)), (0.0, datetime(2020, 2, 1)), (0.0, datetime(2020, 3, 1)), + (0.0, datetime(2020, 4, 1)), (0.0, datetime(2020, 5, 1)), (0.0, datetime(2020, 6, 1)), + (0.0, datetime(2020, 7, 1)), (0.0, datetime(2020, 8, 1)), (0.0, datetime(2020, 9, 1)), + (0.0, datetime(2020, 10, 1)), (0.0, datetime(2020, 11, 1)), (0.0, datetime(2020, 12, 1)) + ], + max_drawdown = 0.0, + max_drawdown_absolute = 0.0, + max_daily_drawdown = 0.0, + max_drawdown_duration = 0, + trades_per_year = 0.0, + trade_per_day = 0.0, + exposure_ratio = 0.0, + trades_average_gain = 0.0, + trades_average_gain_percentage=0.0, + trades_average_loss = 0.0, + trades_average_loss_percentage=0.0, + best_trade = Trade( + id=10, + open_price=0.0, + opened_at=datetime(2020, 1, 1), + closed_at=datetime(2020, 12, 31), + orders=[], + target_symbol="BTC", + trading_symbol="EUR", + amount=10.0, + cost=1.0, + available_amount=1.0, + remaining=9.0, + filled_amount=1, + status="closed" + ), + worst_trade = Trade( + id=10, + open_price=0.0, + opened_at=datetime(2020, 1, 1), + closed_at=datetime(2020, 12, 31), + orders=[], + target_symbol="BTC", + trading_symbol="EUR", + amount=10.0, + cost=1.0, + available_amount=1.0, + remaining=9.0, + filled_amount=1, + status="closed" + ), + average_trade_duration = 0.0, + number_of_trades = 0, + win_rate = 0.0, + win_loss_ratio = 0.0, + percentage_winning_months = 0.0, + percentage_winning_years = 0.0, + average_monthly_return = 0.0, + average_monthly_return_losing_months = 0.0, + average_monthly_return_winning_months = 0.0, + best_month = (0.0, datetime(2020, 1, 1)), + best_year = (0.0, date(2020, 1, 1)), + worst_month = (0.0, datetime(2020, 1, 1)), + worst_year = (0.0, date(2020, 1, 1)) + ) + + file_path = self.dir_path / "backtest_metrics.json" + backtest_metrics.save(file_path) + + def test_open(self): + backtest_metrics = BacktestMetrics( + backtest_start_date=datetime(2020, 1, 1), + backtest_end_date=datetime(2020, 12, 31), + equity_curve=[ + (0.0, datetime(2020, 1, 1)), + (1.0, datetime(2020, 12, 31)), + (0.5, datetime(2020, 6, 30)), + (0.2, datetime(2020, 3, 31)) + ], + growth=0.0, + growth_percentage=0.0, + total_net_gain=0.0, + total_net_gain_percentage=0.0, + final_value=0.0, + cagr=0.0, + sharpe_ratio=0.0, + rolling_sharpe_ratio=[ + (0.0, datetime(2020, 1, 1)), + (1.0, datetime(2020, 12, 31)), + (0.5, datetime(2020, 6, 30)), + (0.2, datetime(2020, 3, 31)) + ], + sortino_ratio=0.0, + calmar_ratio=0.0, + profit_factor=0.0, + gross_profit=0.0, + gross_loss=0.0, + annual_volatility=0.0, + monthly_returns=[ + (0.0, datetime(2020, 1, 1)), (0.0, datetime(2020, 2, 1)), + (0.0, datetime(2020, 3, 1)), + (0.0, datetime(2020, 4, 1)), (0.0, datetime(2020, 5, 1)), + (0.0, datetime(2020, 6, 1)), + (0.0, datetime(2020, 7, 1)), (0.0, datetime(2020, 8, 1)), + (0.0, datetime(2020, 9, 1)), + (0.0, datetime(2020, 10, 1)), (0.0, datetime(2020, 11, 1)), + (0.0, datetime(2020, 12, 1)) + ], + yearly_returns=[ + (0.0, date(2020, 1, 1)), (0.0, date(2020, 12, 31)) + ], + drawdown_series=[ + (0.0, datetime(2020, 1, 1)), (0.0, datetime(2020, 2, 1)), + (0.0, datetime(2020, 3, 1)), + (0.0, datetime(2020, 4, 1)), (0.0, datetime(2020, 5, 1)), + (0.0, datetime(2020, 6, 1)), + (0.0, datetime(2020, 7, 1)), (0.0, datetime(2020, 8, 1)), + (0.0, datetime(2020, 9, 1)), + (0.0, datetime(2020, 10, 1)), (0.0, datetime(2020, 11, 1)), + (0.0, datetime(2020, 12, 1)) + ], + max_drawdown=0.0, + max_drawdown_absolute=0.0, + max_daily_drawdown=0.0, + max_drawdown_duration=0, + trades_per_year=0.0, + trade_per_day=0.0, + exposure_ratio=0.0, + trades_average_gain=0.0, + trades_average_gain_percentage=0.0, + trades_average_loss=0.0, + trades_average_loss_percentage=0.0, + best_trade=Trade( + id=10, + open_price=0.0, + opened_at=datetime(2020, 1, 1), + closed_at=datetime(2020, 12, 31), + orders=[], + target_symbol="BTC", + trading_symbol="EUR", + amount=10.0, + cost=1.0, + available_amount=1.0, + remaining=9.0, + filled_amount=1, + status="closed" + ), + worst_trade=Trade( + id=10, + open_price=0.0, + opened_at=datetime(2020, 1, 1), + closed_at=datetime(2020, 12, 31), + orders=[], + target_symbol="BTC", + trading_symbol="EUR", + amount=10.0, + cost=1.0, + available_amount=1.0, + remaining=9.0, + filled_amount=1, + status="closed" + ), + average_trade_duration=0.0, + number_of_trades=0, + win_rate=0.0, + win_loss_ratio=0.0, + percentage_winning_months=0.0, + percentage_winning_years=0.0, + average_monthly_return=0.0, + average_monthly_return_losing_months=0.0, + average_monthly_return_winning_months=0.0, + best_month=(0.0, datetime(2020, 1, 1)), + best_year=(0.0, date(2020, 1, 1)), + worst_month=(0.0, datetime(2020, 1, 1)), + worst_year=(0.0, date(2020, 1, 1)) + ) + + file_path = self.dir_path / "backtest_metrics.json" + backtest_metrics.save(file_path) + + loaded_metrics = BacktestMetrics.open(file_path) + self.assertEqual(backtest_metrics.to_dict(), loaded_metrics.to_dict()) diff --git a/tests/domain/models/backtesting/test_backtest_permutation_test.py b/tests/domain/models/backtesting/test_backtest_permutation_test.py new file mode 100644 index 00000000..e69de29b diff --git a/tests/domain/models/backtesting/test_backtest_run.py b/tests/domain/models/backtesting/test_backtest_run.py new file mode 100644 index 00000000..f973db52 --- /dev/null +++ b/tests/domain/models/backtesting/test_backtest_run.py @@ -0,0 +1,382 @@ +from unittest import TestCase +from datetime import datetime, date +import tempfile +from pathlib import Path + +from investing_algorithm_framework.domain import BacktestMetrics, Trade, \ + BacktestRun, PortfolioSnapshot, Order, Position + + +class TestBacktestMetrics(TestCase): + + def setUp(self): + # Create a temporary directory for each test + self.temp_dir = tempfile.TemporaryDirectory() + self.dir_path = Path(self.temp_dir.name) + + def test_save(self): + backtest_metrics = BacktestMetrics( + backtest_start_date=datetime(2020, 1, 1), + backtest_end_date=datetime(2020, 12, 31), + equity_curve = [ + (0.0, datetime(2020, 1, 1)), + (1.0, datetime(2020, 12, 31)), + (0.5, datetime(2020, 6, 30)), + (0.2, datetime(2020, 3, 31)) + ], + growth = 0.0, + growth_percentage = 0.0, + total_net_gain = 0.0, + total_net_gain_percentage = 0.0, + final_value = 0.0, + cagr = 0.0, + sharpe_ratio = 0.0, + rolling_sharpe_ratio = [ + (0.0, datetime(2020, 1, 1)), + (1.0, datetime(2020, 12, 31)), + (0.5, datetime(2020, 6, 30)), + (0.2, datetime(2020, 3, 31)) + ], + sortino_ratio = 0.0, + calmar_ratio = 0.0, + profit_factor = 0.0, + gross_profit = 0.0, + gross_loss = 0.0, + annual_volatility = 0.0, + monthly_returns = [ + (0.0, datetime(2020, 1, 1)), (0.0, datetime(2020, 2, 1)), (0.0, datetime(2020, 3, 1)), + (0.0, datetime(2020, 4, 1)), (0.0, datetime(2020, 5, 1)), (0.0, datetime(2020, 6, 1)), + (0.0, datetime(2020, 7, 1)), (0.0, datetime(2020, 8, 1)), (0.0, datetime(2020, 9, 1)), + (0.0, datetime(2020, 10, 1)), (0.0, datetime(2020, 11, 1)), (0.0, datetime(2020, 12, 1)) + ], + yearly_returns = [ + (0.0, date(2020, 1, 1)), (0.0, date(2020, 12, 31)) + ], + drawdown_series = [ + (0.0, datetime(2020, 1, 1)), (0.0, datetime(2020, 2, 1)), (0.0, datetime(2020, 3, 1)), + (0.0, datetime(2020, 4, 1)), (0.0, datetime(2020, 5, 1)), (0.0, datetime(2020, 6, 1)), + (0.0, datetime(2020, 7, 1)), (0.0, datetime(2020, 8, 1)), (0.0, datetime(2020, 9, 1)), + (0.0, datetime(2020, 10, 1)), (0.0, datetime(2020, 11, 1)), (0.0, datetime(2020, 12, 1)) + ], + max_drawdown = 0.0, + max_drawdown_absolute = 0.0, + max_daily_drawdown = 0.0, + max_drawdown_duration = 0, + trades_per_year = 0.0, + trade_per_day = 0.0, + exposure_ratio = 0.0, + trades_average_gain = 0.0, + trades_average_gain_percentage=0.0, + trades_average_loss = 0.0, + trades_average_loss_percentage=0.0, + best_trade = Trade( + id=10, + open_price=0.0, + opened_at=datetime(2020, 1, 1), + closed_at=datetime(2020, 12, 31), + orders=[], + target_symbol="BTC", + trading_symbol="EUR", + amount=10.0, + cost=1.0, + available_amount=1.0, + remaining=9.0, + filled_amount=1, + status="closed" + ), + worst_trade = Trade( + id=10, + open_price=0.0, + opened_at=datetime(2020, 1, 1), + closed_at=datetime(2020, 12, 31), + orders=[], + target_symbol="BTC", + trading_symbol="EUR", + amount=10.0, + cost=1.0, + available_amount=1.0, + remaining=9.0, + filled_amount=1, + status="closed" + ), + average_trade_duration = 0.0, + number_of_trades = 0, + win_rate = 0.0, + win_loss_ratio = 0.0, + percentage_winning_months = 0.0, + percentage_winning_years = 0.0, + average_monthly_return = 0.0, + average_monthly_return_losing_months = 0.0, + average_monthly_return_winning_months = 0.0, + best_month = (0.0, datetime(2020, 1, 1)), + best_year = (0.0, date(2020, 1, 1)), + worst_month = (0.0, datetime(2020, 1, 1)), + worst_year = (0.0, date(2020, 1, 1)) + ) + + backtest_run = BacktestRun( + backtest_start_date=datetime(2020, 1, 1), + backtest_end_date=datetime(2020, 12, 31), + trading_symbol="EUR", + initial_unallocated=1000.0, + number_of_runs=50, + portfolio_snapshots=[ + PortfolioSnapshot( + created_at=datetime(2020, 1, 1), + total_value=1000.0, + unallocated=1000.0, + pending_value=100.0, + cash_flow=0.0, + total_cost=0.0, + ), + PortfolioSnapshot( + created_at=datetime(2020, 12, 31), + total_value=1100.0, + unallocated=100.0, + pending_value=100.0, + cash_flow=0.0, + total_cost=0.0, + ) + ], + trades=[ + Trade( + id=10, + open_price=0.0, + opened_at=datetime(2020, 1, 1), + closed_at=datetime(2020, 12, 31), + orders=[], + target_symbol="BTC", + trading_symbol="EUR", + amount=10.0, + cost=1.0, + available_amount=1.0, + remaining=9.0, + filled_amount=1, + status="closed" + ) + ], + orders=[ + Order( + id=1, + order_type="LIMIT", + price=100.0, + amount=0.1, + target_symbol="BTC", + trading_symbol="EUR", + created_at=datetime(2020, 1, 1), + updated_at=datetime(2020, 1, 1), + status="CLOSED", + remaining=10.0, + filled=10, + cost=1000.0, + order_side="BUY" + ) + ], + positions=[ + Position( + symbol="BTC/EUR", + amount=0.1, + ) + ], + created_at=datetime(2020, 1, 1), + symbols=["BTC/EUR"], + number_of_days=0, + number_of_trades=0, + number_of_trades_closed=0, + number_of_trades_open=0, + number_of_orders=0, + number_of_positions=0, + backtest_metrics=backtest_metrics + ) + file_path = self.dir_path + backtest_run.save(file_path) + + def test_open(self): + backtest_metrics = BacktestMetrics( + backtest_start_date=datetime(2020, 1, 1), + backtest_end_date=datetime(2020, 12, 31), + equity_curve=[ + (0.0, datetime(2020, 1, 1)), + (1.0, datetime(2020, 12, 31)), + (0.5, datetime(2020, 6, 30)), + (0.2, datetime(2020, 3, 31)) + ], + growth=0.0, + growth_percentage=0.0, + total_net_gain=0.0, + total_net_gain_percentage=0.0, + final_value=0.0, + cagr=0.0, + sharpe_ratio=0.0, + rolling_sharpe_ratio=[ + (0.0, datetime(2020, 1, 1)), + (1.0, datetime(2020, 12, 31)), + (0.5, datetime(2020, 6, 30)), + (0.2, datetime(2020, 3, 31)) + ], + sortino_ratio=0.0, + calmar_ratio=0.0, + profit_factor=0.0, + gross_profit=0.0, + gross_loss=0.0, + annual_volatility=0.0, + monthly_returns=[ + (0.0, datetime(2020, 1, 1)), (0.0, datetime(2020, 2, 1)), + (0.0, datetime(2020, 3, 1)), + (0.0, datetime(2020, 4, 1)), (0.0, datetime(2020, 5, 1)), + (0.0, datetime(2020, 6, 1)), + (0.0, datetime(2020, 7, 1)), (0.0, datetime(2020, 8, 1)), + (0.0, datetime(2020, 9, 1)), + (0.0, datetime(2020, 10, 1)), (0.0, datetime(2020, 11, 1)), + (0.0, datetime(2020, 12, 1)) + ], + yearly_returns=[ + (0.0, date(2020, 1, 1)), (0.0, date(2020, 12, 31)) + ], + drawdown_series=[ + (0.0, datetime(2020, 1, 1)), (0.0, datetime(2020, 2, 1)), + (0.0, datetime(2020, 3, 1)), + (0.0, datetime(2020, 4, 1)), (0.0, datetime(2020, 5, 1)), + (0.0, datetime(2020, 6, 1)), + (0.0, datetime(2020, 7, 1)), (0.0, datetime(2020, 8, 1)), + (0.0, datetime(2020, 9, 1)), + (0.0, datetime(2020, 10, 1)), (0.0, datetime(2020, 11, 1)), + (0.0, datetime(2020, 12, 1)) + ], + max_drawdown=0.0, + max_drawdown_absolute=0.0, + max_daily_drawdown=0.0, + max_drawdown_duration=0, + trades_per_year=0.0, + trade_per_day=0.0, + exposure_ratio=0.0, + trades_average_gain=0.0, + trades_average_gain_percentage=0.0, + trades_average_loss=0.0, + trades_average_loss_percentage=0.0, + best_trade=Trade( + id=10, + open_price=0.0, + opened_at=datetime(2020, 1, 1), + closed_at=datetime(2020, 12, 31), + orders=[], + target_symbol="BTC", + trading_symbol="EUR", + amount=10.0, + cost=1.0, + available_amount=1.0, + remaining=9.0, + filled_amount=1, + status="closed" + ), + worst_trade=Trade( + id=10, + open_price=0.0, + opened_at=datetime(2020, 1, 1), + closed_at=datetime(2020, 12, 31), + orders=[], + target_symbol="BTC", + trading_symbol="EUR", + amount=10.0, + cost=1.0, + available_amount=1.0, + remaining=9.0, + filled_amount=1, + status="closed" + ), + average_trade_duration=0.0, + number_of_trades=0, + win_rate=0.0, + win_loss_ratio=0.0, + percentage_winning_months=0.0, + percentage_winning_years=0.0, + average_monthly_return=0.0, + average_monthly_return_losing_months=0.0, + average_monthly_return_winning_months=0.0, + best_month=(0.0, datetime(2020, 1, 1)), + best_year=(0.0, date(2020, 1, 1)), + worst_month=(0.0, datetime(2020, 1, 1)), + worst_year=(0.0, date(2020, 1, 1)) + ) + + backtest_run = BacktestRun( + backtest_start_date=datetime(2020, 1, 1), + backtest_end_date=datetime(2020, 12, 31), + trading_symbol="EUR", + initial_unallocated=1000.0, + number_of_runs=50, + portfolio_snapshots=[ + PortfolioSnapshot( + created_at=datetime(2020, 1, 1), + total_value=1000.0, + unallocated=1000.0, + pending_value=100.0, + cash_flow=0.0, + total_cost=0.0, + ), + PortfolioSnapshot( + created_at=datetime(2020, 12, 31), + total_value=1100.0, + unallocated=100.0, + pending_value=100.0, + cash_flow=0.0, + total_cost=0.0, + ) + ], + trades=[ + Trade( + id=10, + open_price=0.0, + opened_at=datetime(2020, 1, 1), + closed_at=datetime(2020, 12, 31), + orders=[], + target_symbol="BTC", + trading_symbol="EUR", + amount=10.0, + cost=1.0, + available_amount=1.0, + remaining=9.0, + filled_amount=1, + status="closed" + ) + ], + orders=[ + Order( + id=1, + order_type="LIMIT", + price=100.0, + amount=0.1, + target_symbol="BTC", + trading_symbol="EUR", + created_at=datetime(2020, 1, 1), + updated_at=datetime(2020, 1, 1), + status="CLOSED", + remaining=10.0, + filled=10, + cost=1000.0, + order_side="BUY" + ) + ], + positions=[ + Position( + symbol="BTC/EUR", + amount=0.1, + ) + ], + created_at=datetime(2020, 1, 1), + symbols=["BTC/EUR"], + number_of_days=0, + number_of_trades=0, + number_of_trades_closed=0, + number_of_trades_open=0, + number_of_orders=0, + number_of_positions=0, + backtest_metrics=backtest_metrics + ) + file_path = self.dir_path + backtest_run.save(file_path) + opened_backtest_run = BacktestRun.open(file_path) + + print(backtest_run.to_dict()) + print(opened_backtest_run.to_dict()) + self.assertEqual(backtest_run.to_dict(), opened_backtest_run.to_dict()) diff --git a/tests/domain/models/backtesting/test_backtest_summary_metrics.py b/tests/domain/models/backtesting/test_backtest_summary_metrics.py new file mode 100644 index 00000000..8ee29f54 --- /dev/null +++ b/tests/domain/models/backtesting/test_backtest_summary_metrics.py @@ -0,0 +1,181 @@ +from unittest import TestCase +from datetime import datetime, date +import tempfile +from pathlib import Path + +from investing_algorithm_framework.domain import BacktestSummaryMetrics, \ + Trade, BacktestMetrics + + +class TestBacktestMetrics(TestCase): + + def setUp(self): + # Create a temporary directory for each test + self.temp_dir = tempfile.TemporaryDirectory() + self.dir_path = Path(self.temp_dir.name) + + def test_save(self): + backtest_metrics = BacktestSummaryMetrics( + cagr = 0.0, + sharpe_ratio = 0.0, + sortino_ratio = 0.0, + calmar_ratio = 0.0, + profit_factor = 0.0, + annual_volatility = 0.0, + max_drawdown = 0.0, + max_drawdown_duration = 0, + trades_per_year = 0.0, + number_of_trades = 0, + win_rate = 0.0, + win_loss_ratio = 0.0, + ) + + file_path = self.dir_path / "summary_metrics.json" + backtest_metrics.save(file_path) + + def test_open(self): + backtest_metrics = BacktestSummaryMetrics( + cagr=0.0, + sharpe_ratio=0.0, + sortino_ratio=0.0, + calmar_ratio=0.0, + profit_factor=0.0, + annual_volatility=0.0, + max_drawdown=0.0, + max_drawdown_duration=0, + trades_per_year=0.0, + number_of_trades=0, + win_rate=0.0, + win_loss_ratio=0.0, + ) + + file_path = self.dir_path / "summary_metrics.json" + backtest_metrics.save(file_path) + + loaded_metrics = BacktestSummaryMetrics.open(file_path) + self.assertEqual(backtest_metrics.to_dict(), loaded_metrics.to_dict()) + + def test_add(self): + metrics = BacktestMetrics( + backtest_start_date=datetime(2020, 1, 1), + backtest_end_date=datetime(2020, 12, 31), + equity_curve=[ + (0.0, datetime(2020, 1, 1)), + (1.0, datetime(2020, 12, 31)), + (0.5, datetime(2020, 6, 30)), + (0.2, datetime(2020, 3, 31)) + ], + growth=0.0, + growth_percentage=0.0, + total_net_gain=100, + total_net_gain_percentage=0.0, + final_value=0.0, + cagr=0.0, + sharpe_ratio=0.0, + rolling_sharpe_ratio=[ + (0.0, datetime(2020, 1, 1)), + (1.0, datetime(2020, 12, 31)), + (0.5, datetime(2020, 6, 30)), + (0.2, datetime(2020, 3, 31)) + ], + sortino_ratio=0.0, + calmar_ratio=0.0, + profit_factor=0.0, + gross_profit=0.0, + gross_loss=0.0, + annual_volatility=0.0, + monthly_returns=[ + (0.0, datetime(2020, 1, 1)), (0.0, datetime(2020, 2, 1)), + (0.0, datetime(2020, 3, 1)), + (0.0, datetime(2020, 4, 1)), (0.0, datetime(2020, 5, 1)), + (0.0, datetime(2020, 6, 1)), + (0.0, datetime(2020, 7, 1)), (0.0, datetime(2020, 8, 1)), + (0.0, datetime(2020, 9, 1)), + (0.0, datetime(2020, 10, 1)), (0.0, datetime(2020, 11, 1)), + (0.0, datetime(2020, 12, 1)) + ], + yearly_returns=[ + (0.0, date(2020, 1, 1)), (0.0, date(2020, 12, 31)) + ], + drawdown_series=[ + (0.0, datetime(2020, 1, 1)), (0.0, datetime(2020, 2, 1)), + (0.0, datetime(2020, 3, 1)), + (0.0, datetime(2020, 4, 1)), (0.0, datetime(2020, 5, 1)), + (0.0, datetime(2020, 6, 1)), + (0.0, datetime(2020, 7, 1)), (0.0, datetime(2020, 8, 1)), + (0.0, datetime(2020, 9, 1)), + (0.0, datetime(2020, 10, 1)), (0.0, datetime(2020, 11, 1)), + (0.0, datetime(2020, 12, 1)) + ], + max_drawdown=0.0, + max_drawdown_absolute=0.0, + max_daily_drawdown=0.0, + max_drawdown_duration=0, + trades_per_year=0.0, + trade_per_day=0.0, + exposure_ratio=0.0, + trades_average_gain=0.0, + trades_average_gain_percentage=0.0, + trades_average_loss=0.0, + trades_average_loss_percentage=0.0, + best_trade=Trade( + id=10, + open_price=0.0, + opened_at=datetime(2020, 1, 1), + closed_at=datetime(2020, 12, 31), + orders=[], + target_symbol="BTC", + trading_symbol="EUR", + amount=10.0, + cost=1.0, + available_amount=1.0, + remaining=9.0, + filled_amount=1, + status="closed" + ), + worst_trade=Trade( + id=10, + open_price=0.0, + opened_at=datetime(2020, 1, 1), + closed_at=datetime(2020, 12, 31), + orders=[], + target_symbol="BTC", + trading_symbol="EUR", + amount=10.0, + cost=1.0, + available_amount=1.0, + remaining=9.0, + filled_amount=1, + status="closed" + ), + average_trade_duration=0.0, + number_of_trades=0, + win_rate=0.0, + win_loss_ratio=0.0, + percentage_winning_months=0.0, + percentage_winning_years=0.0, + average_monthly_return=0.0, + average_monthly_return_losing_months=0.0, + average_monthly_return_winning_months=0.0, + best_month=(0.0, datetime(2020, 1, 1)), + best_year=(0.0, date(2020, 1, 1)), + worst_month=(0.0, datetime(2020, 1, 1)), + worst_year=(0.0, date(2020, 1, 1)) + ) + summary = BacktestSummaryMetrics( + total_net_gain=0.0, + cagr=0.0, + sharpe_ratio=0.0, + sortino_ratio=0.0, + calmar_ratio=0.0, + profit_factor=0.0, + annual_volatility=0.0, + max_drawdown=0.0, + max_drawdown_duration=0, + trades_per_year=0.0, + number_of_trades=0, + win_rate=0.0, + win_loss_ratio=0.0, + ) + summary.add(metrics) + self.assertEqual(summary.total_net_gain, 50) \ No newline at end of file diff --git a/tests/resources/backtest_report/results.json b/tests/resources/backtest_report/results.json index a1adf3f1..05db68c0 100644 --- a/tests/resources/backtest_report/results.json +++ b/tests/resources/backtest_report/results.json @@ -34,5 +34,5 @@ "total_value": 1200 } ], - "created_at": "2025-08-22 08:08:54" + "created_at": "2025-08-26 11:43:46" } \ No newline at end of file diff --git a/tests/resources/backtest_reports_for_testing/test_algorithm_backtest/results.json b/tests/resources/backtest_reports_for_testing/test_algorithm_backtest/results.json index 85736622..22c0b24d 100644 --- a/tests/resources/backtest_reports_for_testing/test_algorithm_backtest/results.json +++ b/tests/resources/backtest_reports_for_testing/test_algorithm_backtest/results.json @@ -34,5 +34,5 @@ "total_value": 1000.0 } ], - "created_at": "2025-08-22 08:08:44" + "created_at": "2025-08-26 11:43:36" } \ No newline at end of file diff --git a/tests/scenarios/event_backtests/test_run_backtest_with_pandas_datasources.py b/tests/scenarios/event_backtests/test_run_backtest_with_pandas_datasources.py index 889c4ce5..9bcbfbc7 100644 --- a/tests/scenarios/event_backtests/test_run_backtest_with_pandas_datasources.py +++ b/tests/scenarios/event_backtests/test_run_backtest_with_pandas_datasources.py @@ -51,28 +51,30 @@ def test_run(self): ) app.add_data_provider(data_provider, priority=1) algorithm.add_strategy(strategy) - backtest_report = app.run_backtest( + backtest = app.run_backtest( backtest_date_range=date_range, algorithm=algorithm, risk_free_rate=0.027 ) + metrics = backtest.get_backtest_metrics(date_range) + run = backtest.get_backtest_run(date_range) self.assertAlmostEqual( - backtest_report.backtest_results.growth, 5.9, delta=0.5 + metrics.growth, 5.9, delta=0.5 ) self.assertAlmostEqual( - backtest_report.backtest_results.growth_percentage, 1.49, delta=0.1 + metrics.growth_percentage, 0.0149, delta=0.1 ) self.assertEqual( - backtest_report.backtest_results.initial_unallocated, 400 + run.initial_unallocated, 400 ) self.assertEqual( - backtest_report.backtest_results.trading_symbol, "EUR" + run.trading_symbol, "EUR" ) self.assertAlmostEqual( - backtest_report.backtest_metrics.total_net_gain, + metrics.total_net_gain, 5.96, delta=0.5 ) self.assertAlmostEqual( - backtest_report.backtest_metrics.total_net_gain_percentage, + metrics.total_net_gain_percentage, 0.0149, delta=0.1 ) @@ -80,7 +82,7 @@ def test_run(self): elapsed_time = end_time - start_time print(f"Test completed in {elapsed_time:.2f} seconds") - snapshots = backtest_report.backtest_results.get_portfolio_snapshots() + snapshots = run.get_portfolio_snapshots() # Check that the first two snapshots created at are the same # as the start date of the backtest self.assertEqual( diff --git a/tests/scenarios/permutation_tests/__init__.py b/tests/scenarios/permutation_tests/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/tests/scenarios/permutation_tests/test_permutation_test.py b/tests/scenarios/permutation_tests/test_permutation_test.py new file mode 100644 index 00000000..867bf2bf --- /dev/null +++ b/tests/scenarios/permutation_tests/test_permutation_test.py @@ -0,0 +1,210 @@ +import os +import time +from datetime import datetime, timedelta, timezone +from typing import Dict, Any +from unittest import TestCase + +import pandas as pd +from pyindicators import ema, rsi, crossover, crossunder + +from investing_algorithm_framework import TradingStrategy, DataSource, \ + TimeUnit, DataType, create_app, BacktestDateRange, \ + RESOURCE_DIRECTORY + + +class RSIEMACrossoverStrategy(TradingStrategy): + time_unit = TimeUnit.HOUR + interval = 2 + + def __init__( + self, + time_unit: TimeUnit, + interval: int, + market: str, + rsi_time_frame: str, + rsi_period: int, + rsi_overbought_threshold, + rsi_oversold_threshold, + ema_time_frame, + ema_short_period, + ema_long_period, + ema_cross_lookback_window: int = 10 + ): + self.rsi_time_frame = rsi_time_frame + self.rsi_period = rsi_period + self.rsi_result_column = f"rsi_{self.rsi_period}" + self.rsi_overbought_threshold = rsi_overbought_threshold + self.rsi_oversold_threshold = rsi_oversold_threshold + self.ema_time_frame = ema_time_frame + self.ema_short_result_column = f"ema_{ema_short_period}" + self.ema_long_result_column = f"ema_{ema_long_period}" + self.ema_crossunder_result_column = "ema_crossunder" + self.ema_crossover_result_column = "ema_crossover" + self.ema_short_period = ema_short_period + self.ema_long_period = ema_long_period + self.ema_cross_lookback_window = ema_cross_lookback_window + data_sources = [] + + data_sources.append( + DataSource( + identifier=f"rsi_data", + data_type=DataType.OHLCV, + time_frame=self.rsi_time_frame, + market=market, + symbol="BTC/EUR", + pandas=True + ) + ) + data_sources.append( + DataSource( + identifier=f"ema_data", + data_type=DataType.OHLCV, + time_frame=self.ema_time_frame, + market=market, + symbol="BTC/EUR", + pandas=True + ) + ) + + super().__init__(data_sources=data_sources, time_unit=time_unit, interval=interval) + + def prepare_indicators( + self, + rsi_data, + ema_data + ): + ema_data = ema( + ema_data, + period=self.ema_short_period, + source_column="Close", + result_column=self.ema_short_result_column + ) + ema_data = ema( + ema_data, + period=self.ema_long_period, + source_column="Close", + result_column=self.ema_long_result_column + ) + # Detect crossover (short EMA crosses above long EMA) + ema_data = crossover( + ema_data, + first_column=self.ema_short_result_column, + second_column=self.ema_long_result_column, + result_column=self.ema_crossover_result_column + ) + # Detect crossunder (short EMA crosses below long EMA) + ema_data = crossunder( + ema_data, + first_column=self.ema_short_result_column, + second_column=self.ema_long_result_column, + result_column=self.ema_crossunder_result_column + ) + rsi_data = rsi( + rsi_data, + period=self.rsi_period, + source_column="Close", + result_column=self.rsi_result_column + ) + + return ema_data, rsi_data + + def buy_signal_vectorized(self, data: Dict[str, Any]) -> pd.Series: + ema_data_identifier = "ema_data" + rsi_data_identifier = "rsi_data" + ema_data, rsi_data = self.prepare_indicators( + data[ema_data_identifier].copy(), + data[rsi_data_identifier].copy() + ) + + # crossover confirmed + ema_crossover_confirmed = ( + ema_data[self.ema_crossover_result_column] + .rolling(window=self.ema_cross_lookback_window) + .sum() > 0 + ) + + # use only RSI column + rsi_oversold = rsi_data[self.rsi_result_column] \ + < self.rsi_oversold_threshold + + buy_signal = rsi_oversold & ema_crossover_confirmed + return buy_signal.fillna(False).astype(bool) + + def sell_signal_vectorized(self, data: Dict[str, Any]) -> pd.Series: + """ + Generate sell signals based on the moving average crossover. + + Args: + data (pd.DataFrame): DataFrame containing OHLCV data. + + Returns: + pd.Series: Series of sell signals (1 for sell, 0 for no action). + """ + ema_data_identifier = "ema_data" + rsi_data_identifier = "rsi_data" + ema_data, rsi_data = self.prepare_indicators( + data[ema_data_identifier].copy(), + data[rsi_data_identifier].copy() + ) + + # Confirmed by crossover between short-term EMA and long-term EMA + # within a given lookback window + ema_crossunder_confirmed = ema_data[self.ema_crossunder_result_column] \ + .rolling( + window=self.ema_cross_lookback_window).sum() > 0 + + # use only RSI column + rsi_overbought = rsi_data[self.rsi_result_column] \ + >= self.rsi_overbought_threshold + + # Combine both conditions + sell_signal = rsi_overbought & ema_crossunder_confirmed + sell_signal = sell_signal.fillna(False).astype(bool) + return sell_signal + +class Test(TestCase): + + def test_run(self): + """ + """ + start_time = time.time() + # RESOURCE_DIRECTORY should always point to the parent directory/resources + # Resource directory should point to /tests/resources + # Resource directory is two levels up from the current file + resource_directory = os.path.join( + os.path.dirname(os.path.dirname(os.path.dirname(__file__))), + 'resources' + ) + config = {RESOURCE_DIRECTORY: resource_directory} + app = create_app(name="GoldenCrossStrategy", config=config) + app.add_market( + market="BITVAVO", trading_symbol="EUR", initial_balance=400 + ) + end_date = datetime(2023, 12, 31, tzinfo=timezone.utc) + start_date = end_date - timedelta(days=700) + date_range = BacktestDateRange( + start_date=start_date, end_date=end_date + ) + strategy = RSIEMACrossoverStrategy( + time_unit=TimeUnit.HOUR, + interval=2, + market="BITVAVO", + rsi_time_frame="2h", + rsi_period=14, + rsi_overbought_threshold=70, + rsi_oversold_threshold=30, + ema_time_frame="2h", + ema_short_period=50, + ema_long_period=200, + ema_cross_lookback_window=10 + ) + + backtests = app.run_permutation_test( + initial_amount=1000, + backtest_date_range=date_range, + strategy=strategy, + number_of_permutations=50 + ) + end_time = time.time() + elapsed_time = end_time - start_time + print(f"Test completed in {elapsed_time:.2f} seconds") diff --git a/tests/scenarios/vectorized_backtests/test_multiple_vectorized_backtests.py b/tests/scenarios/vectorized_backtests/test_multiple_vectorized_backtests.py index fd3b2a31..f11fc043 100644 --- a/tests/scenarios/vectorized_backtests/test_multiple_vectorized_backtests.py +++ b/tests/scenarios/vectorized_backtests/test_multiple_vectorized_backtests.py @@ -218,7 +218,8 @@ def test_run(self): initial_amount=1000, backtest_date_range=date_range, strategies=strategies, - snapshot_interval=SnapshotInterval.DAILY + snapshot_interval=SnapshotInterval.DAILY, + risk_free_rate=0.027 ) end_time = time.time() elapsed_time = end_time - start_time @@ -284,7 +285,8 @@ def test_run_without_data_sources_initialization(self): backtest_date_range=date_range, strategies=strategies, snapshot_interval=SnapshotInterval.DAILY, - skip_data_sources_initialization=True + skip_data_sources_initialization=True, + risk_free_rate=0.027 ) end_time = time.time() elapsed_time = end_time - start_time