diff --git a/README.md b/README.md index cef4a9cd..75e916c9 100644 --- a/README.md +++ b/README.md @@ -13,8 +13,18 @@ Investing Algorithm Framework Logo -The investing algorithm framework is a Python framework designed to help you build, backtest, and deploy quantitative trading strategies. It comes with a event-based backtesting engine, ensuring an accurate and realistic evaluation of your strategies. The framework supports live trading with multiple exchanges and has various deployment options including Azure Functions and AWS Lambda. -The framework is designed to be extensible, allowing you to add custom strategies, data providers, and order executors. It also supports multiple data sources, including OHLCV, ticker, and custom data, with integration for both Polars and Pandas. +The Investing Algorithm Framework is a Python-based framework built to streamline the entire lifecycle of quantitative trading strategies from signal generation and backtesting to live deployment. +It offers a complete quantitative workflow, featuring two dedicated backtesting engines: + +* A vectorized backtest engine for fast signal research and prototyping + +* An event-based backtest engine for realistic and accurate strategy evaluation + +The framework supports live trading across multiple exchanges and offers flexible deployment options, including Azure Functions and AWS Lambda. +Designed for extensibility, it allows you to integrate custom strategies, data providers, and order executors, enabling support for any exchange or broker. +It natively supports multiple data formats, including OHLCV, ticker, and custom datasets with seamless compatibility for both Pandas and Polars DataFrames. + + ## Sponsors @@ -30,11 +40,14 @@ The framework is designed to be extensible, allowing you to add custom strategie ## 🌟 Features - [x] Python 3.10+: Cross-platform support for Windows, macOS, and Linux. -- [x] Backtesting: Simulate strategies with detailed performance reports. +- [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] 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. - [x] Market Data Sources: Fetch OHLCV, ticker, and custom data with support for Polars and Pandas. -- [x] Azure Functions Support: Deploy stateless trading bots to Azure. +- [x] Azure Functions Support: Deploy trading bots to Azure. +- [x] AWS Lambda Support: Deploy trading bots to AWS Lambda. - [x] Web API: Interact with your bot via REST API. - [x] PyIndicators Integration: Perform technical analysis directly on your dataframes. - [x] Extensibility: Add custom strategies, data providers, order executors so you can connect your trading bot to your favorite exchange or broker. @@ -86,31 +99,15 @@ the 20, 50 and 100 period exponential moving averages (EMA) and the import logging.config from dotenv import load_dotenv -from pyindicators import ema, rsi +from pyindicators import ema, rsi, crossunder, crossover, is_above from investing_algorithm_framework import create_app, TimeUnit, Context, BacktestDateRange, \ - CCXTOHLCVMarketDataSource, CCXTTickerMarketDataSource, DEFAULT_LOGGING_CONFIG, \ - TradingStrategy, SnapshotInterval, convert_polars_to_pandas, BacktestReport + DEFAULT_LOGGING_CONFIG, TradingStrategy, SnapshotInterval, BacktestReport, DataSource load_dotenv() logging.config.dictConfig(DEFAULT_LOGGING_CONFIG) logger = logging.getLogger(__name__) -# OHLCV data for candles -bitvavo_btc_eur_ohlcv_2h = CCXTOHLCVMarketDataSource( - identifier="BTC-ohlcv", - market="BITVAVO", - symbol="BTC/EUR", - time_frame="2h", - window_size=200 -) -# Ticker data for orders, trades and positions -bitvavo_btc_eur_ticker = CCXTTickerMarketDataSource( - identifier="BTC-ticker", - market="BITVAVO", - symbol="BTC/EUR", -) - app = create_app() # Registered bitvavo market, credentials are read from .env file by default app.add_market(market="BITVAVO", trading_symbol="EUR", initial_balance=100) @@ -118,20 +115,23 @@ app.add_market(market="BITVAVO", trading_symbol="EUR", initial_balance=100) class MyStrategy(TradingStrategy): interval = 2 time_unit = TimeUnit.HOUR - data_sources = [bitvavo_btc_eur_ohlcv_2h, bitvavo_btc_eur_ticker] + data_sources = [ + DataSource(data_type="OHLCV", market="bitvavo", symbol="BTC/EUR", window_size=200, time_frame="2h", identifier="BTC-ohlcv", pandas=True), + ] + symbols = ["BTC/EUR"] - def run_strategy(self, context: Context, market_data): + def run_strategy(self, context: Context, data): if context.has_open_orders(target_symbol="BTC"): logger.info("There are open orders, skipping strategy iteration.") return - print(market_data) - - data = convert_polars_to_pandas(market_data["BTC-ohlcv"]) + data = data["BTC-ohlcv"] data = ema(data, source_column="Close", period=20, result_column="ema_20") data = ema(data, source_column="Close", period=50, result_column="ema_50") data = ema(data, source_column="Close", period=100, result_column="ema_100") + data = crossunder(data, first_column="ema_50", second_column="ema_100", result_column="crossunder_50_20") + data = crossover(data, first_column="ema_50", second_column="ema_100", result_column="crossover_50_20") data = rsi(data, source_column="Close", period=14, result_column="rsi_14") if context.has_position("BTC") and self.sell_signal(data): @@ -146,20 +146,10 @@ class MyStrategy(TradingStrategy): ) return - def buy_signal(self, data): - if len(data) < 100: - return False - last_row = data.iloc[-1] - if last_row["ema_20"] > last_row["ema_50"] and last_row["ema_50"] > last_row["ema_100"]: - return True + def buy_signal(self, data) -> bool: return False - def sell_signal(self, data): - - if data["ema_20"].iloc[-1] < data["ema_50"].iloc[-1] and \ - data["ema_20"].iloc[-2] >= data["ema_50"].iloc[-2]: - return True - + def sell_signal(self, data) -> bool: return False date_range = BacktestDateRange( @@ -170,7 +160,7 @@ app.add_strategy(MyStrategy) if __name__ == "__main__": # Run the backtest with a daily snapshot interval for end-of-day granular reporting backtest = app.run_backtest( - backtest_date_range=date_range, initial_amount=100, snapshot_interval=SnapshotInterval.STRATEGY_ITERATION + backtest_date_range=date_range, initial_amount=100, snapshot_interval=SnapshotInterval.DAILY ) backtest_report = BacktestReport(backtests=[backtest]) backtest_report.show() diff --git a/examples/bitvavo_trading_bot.py b/examples/bitvavo_trading_bot.py index 72d6b08f..3ae9b529 100644 --- a/examples/bitvavo_trading_bot.py +++ b/examples/bitvavo_trading_bot.py @@ -2,8 +2,7 @@ import logging.config from investing_algorithm_framework import TimeUnit, TradingStrategy, \ - CCXTOHLCVMarketDataSource, CCXTTickerMarketDataSource, \ - create_app, DEFAULT_LOGGING_CONFIG, Context + create_app, DEFAULT_LOGGING_CONFIG, Context, DataSource """ Bitvavo trading bot example with market data sources of bitvavo. @@ -19,32 +18,25 @@ # Load the environment variables from the .env file load_dotenv() -# Define your market data sources for coinbase -bitvavo_btc_eur_ohlcv_2h = CCXTOHLCVMarketDataSource( - identifier="BTC/EUR-ohlcv", - market="bitvavo", - symbol="BTC/EUR", - time_frame="2h", - window_size=200 -) -bitvavo_btc_eur_ticker = CCXTTickerMarketDataSource( - identifier="BTC/EUR-ticker", - market="bitvavo", - symbol="BTC/EUR", -) - +# Define your bitvavo trading strategy and register the data sources class BitvavoTradingStrategy(TradingStrategy): time_unit = TimeUnit.SECOND interval = 10 - market_data_sources = [bitvavo_btc_eur_ohlcv_2h, bitvavo_btc_eur_ticker] + data_sources = [ + DataSource(data_type="OHLCV", market="bitvavo", symbol="BTC/EUR", window_size=200, time_frame="2h", identifier="BTC/EUR-ohlcv"), + DataSource(data_type="Ticker", market="bitvavo", symbol="BTC/EUR", identifier="BTC/EUR-ticker") + ] - def run_strategy(self, context: Context, market_data): - print(market_data["BTC/EUR-ohlcv"]) - print(market_data["BTC/EUR-ticker"]) + def run_strategy(self, context: Context, data): + print(data["BTC/EUR-ohlcv"]) + print(data["BTC/EUR-ticker"]) # Create an app and add the market data sources and market credentials to it app = create_app() app.add_strategy(BitvavoTradingStrategy) + +# Market credentials for bitvavo for both the portfolio connection and data sources will +# be read from .env file, when not registering a market credential object in the app. app.add_market(market="bitvavo", trading_symbol="EUR", initial_balance=400) if __name__ == "__main__": diff --git a/examples/coinbase_trading_bot.py b/examples/coinbase_trading_bot.py index f08eea41..3cd879d4 100644 --- a/examples/coinbase_trading_bot.py +++ b/examples/coinbase_trading_bot.py @@ -1,16 +1,11 @@ from dotenv import load_dotenv import logging.config from investing_algorithm_framework import TimeUnit, \ - CCXTOHLCVMarketDataSource, CCXTTickerMarketDataSource, TradingStrategy, \ - create_app, DEFAULT_LOGGING_CONFIG, Context + DataSource, TradingStrategy, create_app, DEFAULT_LOGGING_CONFIG, Context """ -Coinbase market data sources example. Coinbase requires you to have an API key +Coinbase trading bot example. Coinbase requires you to have an API key and secret key to access their market data. You can create them here: https://www.coinbase.com/settings/api - -You need to add a market credential to the app, and then add market -data sources to the app. You can then use the market data -sources in your trading strategy. """ logging.config.dictConfig(DEFAULT_LOGGING_CONFIG) @@ -18,33 +13,25 @@ # Load the environment variables from the .env file load_dotenv() -# Define your market data sources for coinbase -coinbase_btc_eur_ohlcv_2h = CCXTOHLCVMarketDataSource( - identifier="BTC/EUR-ohlcv", - market="coinbase", - symbol="BTC/EUR", - time_frame="2h", - window_size=200 -) -coinbase_btc_eur_ticker = CCXTTickerMarketDataSource( - identifier="BTC/EUR-ticker", - market="coinbase", - symbol="BTC/EUR", -) - - +# Define your coinbase trading strategy and register the data sources class CoinbaseTradingStrategy(TradingStrategy): time_unit = TimeUnit.SECOND interval = 10 - market_data_sources = [coinbase_btc_eur_ohlcv_2h, coinbase_btc_eur_ticker] + data_sources = [ + DataSource(data_type="OHLCV", market="coinbase", symbol="BTC/EUR", window_size=200, time_frame="2h", identifier="BTC/EUR-ohlcv"), + DataSource(data_type="Ticker", market="coinbase", symbol="BTC/EUR", identifier="BTC/EUR-ticker") + ] - def apply_strategy(self, context: Context, market_data): - print(market_data["BTC/EUR-ohlcv"]) - print(market_data["BTC/EUR-ticker"]) + def apply_strategy(self, context: Context, data): + print(data["BTC/EUR-ohlcv"]) + print(data["BTC/EUR-ticker"]) # Create an app and configure it with coinbase app = create_app() app.add_strategy(CoinbaseTradingStrategy) + +# Market credentials for coinbase for both the portfolio connection and data sources will +# be read from .env file, when not registering a market credential object in the app. app.add_market(market="coinbase", trading_symbol="EUR", initial_balance=400) if __name__ == "__main__": diff --git a/tests/app/metrics/__init__.py b/examples/tutorial/__init__.py similarity index 100% rename from tests/app/metrics/__init__.py rename to examples/tutorial/__init__.py diff --git a/examples/tutorial/data/OHLCV_BTC-EUR_BITVAVO_1d_2021-01-01-00-00_2023-12-31-00-00.csv b/examples/tutorial/data/OHLCV_BTC-EUR_BITVAVO_1d_2021-01-01-00-00_2023-12-31-00-00.csv new file mode 100644 index 00000000..71a5613e --- /dev/null +++ b/examples/tutorial/data/OHLCV_BTC-EUR_BITVAVO_1d_2021-01-01-00-00_2023-12-31-00-00.csv @@ -0,0 +1,1096 @@ +Datetime,Open,High,Low,Close,Volume +2021-01-01T00:00:00.000+0000,23697.0,24300.0,23522.0,24047.0,643.5642523 +2021-01-02T00:00:00.000+0000,24063.0,27500.0,22638.0,26049.0,2728.37392843 +2021-01-03T00:00:00.000+0000,26047.0,28839.0,25895.0,26907.0,1974.84981736 +2021-01-04T00:00:00.000+0000,26902.0,27344.0,22500.0,26136.0,2814.60454321 +2021-01-05T00:00:00.000+0000,26143.0,27995.0,24423.0,27663.0,1968.38078589 +2021-01-06T00:00:00.000+0000,27613.0,29925.0,27102.0,29832.0,2038.14625766 +2021-01-07T00:00:00.000+0000,29841.0,34300.0,28300.0,32072.0,3362.07966913 +2021-01-08T00:00:00.000+0000,32089.0,34200.0,29936.0,33161.0,2167.13642331 +2021-01-09T00:00:00.000+0000,33200.0,33768.0,31750.0,32639.0,1039.20197079 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"importlib.reload(ema_crossover_v1)\n", + "EMACrossoverRSIStrategy = ema_crossover_v1.EMACrossoverRSIStrategy" + ] + }, + { + "cell_type": "markdown", + "id": "3febbe25", + "metadata": {}, + "source": [ + "## Constants" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "78e2c05e", + "metadata": {}, + "outputs": [], + "source": [ + "from datetime import datetime, timezone\n", + "\n", + "RISK_FREE_RATE = 0.027 # Example risk-free rate, adjust as needed\n", + "TEST_SET_START_DATE = datetime(2021, 1, 1, tzinfo=timezone.utc)\n", + "TEST_SET_END_DATE = datetime(2023, 12, 31, tzinfo=timezone.utc)\n", + "EVALUATION_START_DATE = datetime(2023, 1, 1, tzinfo=timezone.utc)\n", + "EVALUATION_END_DATE = datetime(2025, 6, 30, tzinfo=timezone.utc)\n", + "MARKET = \"BITVAVO\"\n", + "TEST_SYMBOLS = [\"BTC/EUR\", \"ETH/EUR\", \"LTC/EUR\", \"XRP/EUR\", \"ADA/EUR\"]\n", + "EVALUATION_SYMBOLS = [\n", + " \"SOL/EUR\", \"DOT/EUR\", \"LINK/EUR\", \"MATIC/EUR\", \"AVAX/EUR\"\n", + "]\n", + "storage_path = \"./data\"" + ] + }, + { + "cell_type": "markdown", + "id": "029a00fa", + "metadata": {}, + "source": [ + "## Best performing params" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "3ba0fcf5", + "metadata": {}, + "outputs": [], + "source": [ + "variant_one = {\n", + " 'ema_short_period': 75,\n", + " 'ema_long_period': 100,\n", + " 'rsi_period': 14,\n", + " 'rsi_overbought_threshold': 70,\n", + " 'rsi_oversold_threshold': 30,\n", + " 'alignment_window_size': 12,\n", + " 'ema_time_frame': '1d',\n", + " 'rsi_time_frame': '4h'\n", + "}\n", + "variant_two = {\n", + " 'ema_short_period': 75,\n", + " 'ema_long_period': 100,\n", + " 'rsi_period': 14,\n", + " 'rsi_overbought_threshold': 70,\n", + " 'rsi_oversold_threshold': 30,\n", + " 'alignment_window_size': 24,\n", + " 'ema_time_frame': '1d',\n", + " 'rsi_time_frame': '4h'\n", + "}\n", + "variant_three = {\n", + " 'ema_short_period': 50,\n", + " 'ema_long_period': 100,\n", + " 'rsi_period': 14,\n", + " 'rsi_overbought_threshold': 70,\n", + " 'rsi_oversold_threshold': 30,\n", + " 'alignment_window_size': 24,\n", + " 'ema_time_frame': '1d',\n", + " 'rsi_time_frame': '4h'\n", + "}\n", + "variant_four = {\n", + " 'ema_short_period': 50,\n", + " 'ema_long_period': 100,\n", + " 'rsi_period': 14,\n", + " 'rsi_overbought_threshold': 70,\n", + " 'rsi_oversold_threshold': 30,\n", + " 'alignment_window_size': 12,\n", + " 'ema_time_frame': '4h',\n", + " 'rsi_time_frame': '1h'\n", + "}\n", + "variant_five = {\n", + " 'ema_short_period': 75,\n", + " 'ema_long_period': 100,\n", + " 'rsi_period': 14,\n", + " 'rsi_overbought_threshold': 70,\n", + " 'rsi_oversold_threshold': 30,\n", + " 'alignment_window_size': 24,\n", + " 'ema_time_frame': '1d',\n", + " 'rsi_time_frame': '1h'\n", + "}\n", + "\n", + "variants = [\n", + " variant_one,\n", + " variant_two,\n", + " variant_three,\n", + " variant_four,\n", + " variant_five\n", + "]" + ] + }, + { + "cell_type": "markdown", + "id": "851afe69", + "metadata": {}, + "source": [ + "## Data Preparation" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "ccef8135", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Backtest Date Range (UpTurn): 2021-07-20 00:00:00+00:00 to 2023-07-20 00:00:00+00:00\n", + "Backtest Date Range (DownTurn): 2021-03-11 00:00:00+00:00 to 2023-03-11 00:00:00+00:00\n", + "Backtest Date Range (SideWays): 2021-12-31 00:00:00+00:00 to 2023-12-31 00:00:00+00:00\n", + "Evaluation Date Range (UpTurn): 2023-01-07 00:00:00+00:00 to 2025-01-06 00:00:00+00:00\n", + "Evaluation Date Range (DownTurn): 2023-04-11 00:00:00+00:00 to 2025-04-10 00:00:00+00:00\n", + "Evaluation Date Range (SideWays): 2023-01-01 00:00:00+00:00 to 2024-12-31 00:00:00+00:00\n" + ] + } + ], + "source": [ + "from investing_algorithm_framework import select_backtest_date_ranges, \\\n", + " download, SnapshotInterval\n", + "\n", + "test_data = download(\n", + " symbol=\"BTC/EUR\",\n", + " start_date=TEST_SET_START_DATE,\n", + " end_date=TEST_SET_END_DATE,\n", + " market=MARKET,\n", + " time_frame=\"1d\",\n", + " save=True,\n", + " storage_path=storage_path\n", + ")\n", + "evaluation_data = download(\n", + " symbol=\"BTC/EUR\",\n", + " start_date=EVALUATION_START_DATE,\n", + " end_date=EVALUATION_END_DATE,\n", + " market=MARKET,\n", + " time_frame=\"1d\",\n", + " save=True,\n", + " storage_path=storage_path\n", + ")\n", + "test_backtest_date_ranges = select_backtest_date_ranges(\n", + " df=test_data, window=730\n", + ")\n", + "evaluation_backtest_date_ranges = select_backtest_date_ranges(\n", + " df=evaluation_data, window=730\n", + ")\n", + "\n", + "for date_range in test_backtest_date_ranges:\n", + " print(\n", + " f\"Backtest Date Range ({date_range.name}): \" +\n", + " f\"{date_range.start_date} to {date_range.end_date}\"\n", + " )\n", + "\n", + "for date_range in evaluation_backtest_date_ranges:\n", + " print(\n", + " f\"Evaluation Date Range ({date_range.name}): \" +\n", + " f\"{date_range.start_date} to {date_range.end_date}\"\n", + " )" + ] + }, + { + "cell_type": "markdown", + "id": "2bc8cc8b", + "metadata": {}, + "source": [ + "## Run event-based backtests" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "afcff758", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "26cc2a1a0e00466c8951e73f84158b1a", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Running backtests for 5 variants: 0%| | 0/5 [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 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{}\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'" + ] + } + ], + "source": [ + "from tqdm import tqdm\n", + "from investing_algorithm_framework import create_app, DataSource\n", + "\n", + "app = create_app()\n", + "backtests = []\n", + "print(f\"Running backtests for {len(param_variants)} parameter combinations...\")\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", + " 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", + " metadata={\n", + " \"params\": param_variant,\n", + " },\n", + " risk_free_rate=risk_free_rate\n", + " )\n", + " backtests.append(backtest)\n" + ] + }, + { + "cell_type": "markdown", + "id": "7adf33b4", + "metadata": {}, + "source": [ + "## Rank the vector backtests" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "403e20fb", + "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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LYp3posC/NSyaEg0mv7+3ZnftFcm/v1g01ofG+sC/hW01v7rXv79MCS89Mkm/v2ENJT4cXcC/hW01v7rXv788XfFKtr/Av+x7b9OubsC/fQlRS5EOwr/ypbHUhTnCv+ygtqMT5cG/Z2dZLt/aw795T5l3izrEv+Sx3FjhDsW/Y6L2O1LKxb9aw/eX53/GvxgW49ppncW/juI1U0p7x79gXfkdXjzJv1I0N4JbCsq/z1R4q4Zzyb+zInVqQizJv3h1K1b2Tsu/HRZE1f6szr/1oKQ7BBnQv/L1UF35Hc6/Ce5rTW0JzL9P2pjj+5bMvyXFUIp9RMy/0QTQbgupzL+e++fwtibMv091hH3j4cu/vqElgjgby78NCD1WGT7Kv1vDwkAZhcm/e+llpjP8yb+0AvRzgQ/Lv6ZpclPf68q/fdSPzvkbzL+UQWV0f03Lv9J0j/Oqms2/vwYFkYLVzr8u04xgMa7Nv5x/yJDtZMu/lIb449blzb/CEDBKNXnMv9kyjTuAL8y/cm97aOFmy7+lw9uacGTLv1vdXvL2vsq/Xyci6o6myr/TTRMBz/fJvzWnFT3jtsm/TCSRMmJ5yb8udyNO9wPIvy9CAdfKAcm/yQ77J75Myr8n3mzWhuXKv5EVufliW8q/Sz4t5D+zyr/WjCva36LJv+Raz3GuyMi/jOCWgjZZy7/ujgfVaTzLvxhP4RfJasu/J/gIiGQfzL801lJvLNbLv9dxpRSR2su/vrmMEZ8oyr9GTtMzOUTLv+3Tz5uPz8q/6YkMpPfnyr90OCTPPTjKv544y6dQpcm/ZS/jKfwiyb9JaKQ85XjJv9QLEUmkjMi/xr0H3Tzkx7+py9ExrNvGv0Avcai3sMa/gME097TFxr9ELrzrFB3Hv+H0OqbBesW/MrrrSXRlwr9Ty+0uI/fBv9a1VyR/ysK/gcrfSpPQwb8xj/SL+gbBvw9nE1Bhfb2/plLZ2nJRvb9CJgwzVwPCvy/DYUaEdcC/4n+Iw1exvL+vxhMrsP67v5NUQ1S4eLy/UTJ04ShQur+BwibezdC7v60dt2NGT76/sVzPPFf6vb/BuzO1Wse+v8hqFMcSSsC/QAoyq/q2vb8JfLTQzGK+v4FMghRL/L2/ydXYGkDnwL8rhEltc8rAv9yjfLIODcC/4SxPz6+5vr+y80i/qG/Av0lLf6aCjr+/hi0gicloub8YsMCQwcG0v/HgwGM9m7a/G0Z8omi9tr+Yy9ExrNu2vymPit1dEbe/h9mbhhvTtb8lZv2YKdq0vxkQ2sVnIrW/XZFCCMkStb/HJeJRUMG2v+wrORh4Fra/qym2RNsPtb/nrIgAgie0vyUcb/hf7bG/F/OsXF27sr9jXz/HhMu0v0W3zBOMqrO/0vufUHn2tL/lzygtK/+wvydSEdVgiLO/w/Jeqzfhs7/u98td7qe2v3+bOGqtu7W/lnjNlNLetb/2oijwAIm5v2LWLp8NPri/zfC/2iO/t7+egFl9cWC3v1eJgchblra/3xjNuYNdt79bNZMXEQu5v7dTw+7j37m/SCszB5Bsvr+LeeNLCoK+v32Q7kW7jr6/cNPaEVeIvL8Jdd2k0HS8v5nOuxDGm7i/hw9zuupotL+sf9kXnce0v2Uo6C3hnLO/al0KpQ2fsr+N7fH4gBqxv6GLbkqVkrG/fds6Vy/1sb+N7fH4gBqxvxpSRiwvg7C/DdRBHdRBrb9IrFZM02iwv0ksvCBs67G/tlyjmZDlsb9pB+fRS+eyv+S2s7k0y7G/g21XzRmdsr8peOmRSfqwvxT91xUQX7C/mqgxBQMEqr/4a9FWXVqov/CKnZB746a/tdw9xfdisL/mjDxhjwWzv0Nrn6Kum7S/UhTHEkpQtb+gv6atUAa0v7ooAYg4fLW/8+wgP2drtr8C9mHkqIC3v3bH5OTJrba/C4ro09hPt79CGGauBqS2v1giXBDrTLe/6UJEEikjtr9mn6KumxS6v8zRvkk3O7y/msLxhv/Vvr+BBd5Sm8+8vyIbGzZSabu/drvutzzTwL+U15IHa7u/v5hVLWgpB7m/E9wCXUG+u78TBkVeGIm9v7PFXm4Na7y/NCh2rJwqwb8nanhkx5XCv+cMojUoiMS/wuEDn5u8w7+9R83BVgXEvw1pHM8RlcO/rOqda8pkxb95W2vU+XzGv+iHDNlOtsW/QEfYNx6+xb+2nnD67FXGv6LwTVnfTMW/lrewFhWPyL99Dz5jHG7HvxDOxoaNVMq/VauhjzDV0L+UY2FrNfTRv88mzGXBT9O/yTSEUiF70L9xill0vVjRvzTfZ3Gn1tC/rVDIiBq9zr9bpGiIP27Nv80m+AiIZM+/PN7eV8tXzb9h5DUe86zMv1Nw+821/82/FlgivQqAzL/eCXJ4kGrMvxWi5bSiZ8y/w7ftQIsGzr+D8jPp0DXQv2aDMtXbvc+/phAwSjV5zL98UFYH1krMv5cXlfTs9Mu/FnFzYOIbyL9B3N6MIibIvwdzEjH2PcS/e2ncAXzhxL+4HKGsDqzFvxFCNi6Z/MW/lezSjUGRx79WHr10LvnFv96NvMZjnsW/2U3vMLBfxr/1X6bSAYXFv49id1fEZcW/sO7j35klxr/7tcmlwzzFv59cx2mvfcW/N0494tU5xb/tbLtqzujEv4KP2I6D68W//IqdkHvjxr9aCpxZl6zHv8WBgLtYZsm/VZqnfSnAyb8e94gikIbJv3UmSV3Nese/8kaKhvjjxr9tvbkrFwrJv2RpANKaeci/HkIB18oByb9jvm7ouZ3Ivwy/1fM2V8m/2Pq1PAhoyL/fAyw5GHjGv2vSjwNR6sa/5PiAGpE7xr/E3NMWW23GvysrKzTo78W/vDhygGMSyb8o9tNl7fLJv3LXVd30Q8q/49l/iaS3yr/s3cX9c3jLv65vyRkHQcq/K8AxiexXyL88KVcMBtPMvwhlN1XX48u/b1hwbjBay798JhQG/3/Kv1drNfQRpsq/7NIa3+w7y7/BfTpHiaXIv70DUAk3EMq/0DEN1quWyb9k2b9WOmvJv3dskYnHpsm/V0buI60vyb/COHKAYxLJv1s1kxcRC8m/O3QEGA9Jyb8HwIqw2erIvzJrw3LNM8i/r6ClHGSCyL/nnuJ7McjIv0buuf6S48q/i2onEIJ/yr9PjesMSu/Kv10gvT/XKsu/7djKzAEky793gTIKM4zKv5OT6auEscm/HRcKGVGjx78iXNLfdjbHv0fX41uw0ce/afhWOYr5yr/dGU0fWPbJvz+Tm/pe18q/rm/JGQdByr/roijwAInJvz/TaJASFsq/aj7UvFIgyr9QVsnKdLvGv8mhAbIZg8e/X2+wv69hyL+7Xe6nloPHv2wtrgeF9sa/bf2GwcpIyL9tCDLgUYXIv2kO4s1mbci/TIHAiO4ZyL9VC1EWOkDHv19fCnC20Me/OdlN1fX4xr+wBG90dpnDv7443C4ACMO/8UHErFSKw79F8p54zZTCv/HhqneuKcO/Fvinjc8Pw78STstgkcfCv0mce6UL3cK/b2IF1n/zwr9TS1MDvHnDvyCc1Mz4b8O/DanpZMXTwr/a/xocF7LCvyQmZVpElsK/argoqUGrwr/DkkV2kYDDvxL+V3vk98K/5ANhkOZyw7/yTG/L28bDv3nWCs/upcS/snre5ipzxL8mvCBs65HEv2Nv5RZ+XMW/s2UID/GSxr9kLxiByh3Gv8cCm0yUfMq/xkdjE7oPyr9FqDx7yrzLv+f++7DXKMm/RZOb+l7Xyr8I9XfQN/LKv1xlhQb9vcq/1ZscbTagyr/nYxAX8N3Jv5IjKiflv8i/diz5SuJix7862Rh+J/7Jv0xWlHOmwMm/jaOP+31Cyr+8qDEFAwTKv8FCaOJHu8m/456tJGPNy79EiPDb15rKv/pGVS8q6cm/ewvDl36yyb/mXWAp2/XJv1JhP5It/cm/MepzisMiyr8y9R6pSl/Kv8/g5DNcM8q/xlwElCX1yr+KH69bRwTLvxaT9CFMasu/JNcHLM9py78gfZ7kPfHKv12lHUXiAc2/GGSCmDRQzL91fbc+ldDMv3OiM2bIQcu//2Dx4Acjy79u/VFq/E3Lv9DmlCFxG8q/tRpbA+gcyr8RJOpZTwzKv7iu4fIX7Mm/LTC8tr1OzL8Nr/pMb8vLv8hCM4t5wMy/R/N/2DY9zr/c9VBd+R3Ov8R41Wd6W86/ijRQ3LLpy78pht+JfwbMv+RZ5V09Osy/HHhuXP2hzb9orxOnxqrNvxhJ/NLlh86/Py/SokzAz78jCHqAj7XPv97WhCPblM+/ifAHe2Hvzr8IyPxdwSPQv2T1W9PA1s+/Q4tnWE1/0b+xjZEE/fLRv9NDdeV3eNG/Vsby/bCi0b8E7vjqyC3Rv92Cjb6II9G/TA9I+IO90L/tDYxJmRbRv4kSgIjDV9G/xfpmqoIk0b9FzVeoaB7Rv1C5JCXCBdG/BKCov4O+0b94ef5nITTRv8Y8V/qdw9C/0NO1YNiG0L+5pq1QBpTQv0G13rDyRNC/pmNPAyYo0L+FBCmW+DvNvySx1kf5ZM2/eUEwHbFSzr9KF0dDxxrNv4IQiXEiDM2/KhbrrREazr/f/3sWrMHLv8ONqz+0O8y/+1vBWMfTzb+MH3oEeQnOv9vqpT5y4c2/kRTP5fHMzb/MLN1Na0fMv0YY/P9prsy/5JS3wn4ky79hGg1SwkLLv2IluHBJf8u/EsSbzdqwzL+spiCzqm/Lv+7zGzuC8cu/qSc7ROaFzL9HaSSiuRHMv+DFXm4Na8y/ZjqOSINfyb+/qpt+SCvJvzcLqj0n08e/1gzGBUcgyL+feU36pnfIv3CEUUAbR8m/+5KCoAf4yL8r+D3fMhrJvz17acLGxMi/qL1gBCp3yL9Y54mrqWLIv32yDg2Qzci/jOZ7xxk8yL8rSLHE3+nIv+l/FkITP8q/PsD8MR5dy79jduASmeLKvx5P4RfJasu/Fdumx4u9zL923oUw3sTMv22KzNZhNMy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/boi7W7EH8z84lVmZi8XyPw+Ys0M07/I/yhSX2QTy8j/nABjyBMzyP+WaDe7cGPM/UwFWEloe8z+uWiyOGS/zP2ZZae62NfM/P8LNnIcS8z/LXzgNpBTzP8tfOA2kFPM/g151bUEb8z+86fcApCfzP7JWefl/J/M/djTFyV8T8z/VC0J7UiDzP3E4eF75GvM/e+SBzKcm8z8gpDa3ciHzP6woFsEEGPM/6X3P8rgF8z+S1LV5QQjzP19FgFFF9PI/MGYHLJHz8j+tWxvDmPHyP6TiFld+v/I/ghTDbiG78j/lm/wiXNvyPxR8ZH2PnvI/nZsouHik8j+3JVugTdXxP/j3y9K1/PE/c7vJnKjj8T+Lqg4VwwLyP5ZutLR8V/I/VptUTZVt8j/0EE763AXzP5m2iEmeMvM/l1Jcr3QE8z91hAjHFwDzPyUjzCEl4PI/A3DhCVFs8j9nRJpbKTTyP2N6Y73XUvI/49Oj7gh/8j8B2a9tk2TyP7rX7M0wa/I/q0kQkCU18j8sCGyQ/1HyP0eO4qTXePI/mW60tHxX8j9bAHAcPl7yPzzJTdCeYfI/BaL31mWD8j9jYOkhzoTyP/v17Wi3d/I/5Ti/vbFv8j9HjuKk13jyP7PCFPw/Z/I/Dhzrd/938j/otXa+ZanyP2SRELpj2fI/Up4Yra+y8j/KsGo/28PyP+/j2fbguPI/6hmjWI/X8j/0xazGPePyP6L/VFKi0vI/ysn1pWXP8j8w6U8r3bnyP0L2wdOarvI/JQsw8BmX8j8oomGM157yP0gn8qqTBfI/kFnc4otT8j8gjnjvZV3yP7NAuzFzY/I/TSFhrPt48j/ehiRRa9fyPwTsqdWF4/I/QkFjBzrR8j+ByDIGA9byP5PuLxVL1vI/T4WNRiWn8j9L1OEOXtHyP3Ag3Czu0fI/R1Y72SrV8j/7cbY07O7yPxbfoeI5CvM/xBdbOR838z/weRxeH/7yP7qFy2Z6+fI/QSfpazAD8z8GN0sJJQbzP+9gkfeU8vI/NP04yE778j/Bsy6f9QjzPwi18T5YAvM/73kcXh/+8j+e5dq2mATzP/4I6NCp9vI/djW0/t7V8j+xJVJh6tLyP5LuLxVL1vI/HlqEuFLB8j+nYL2MsbvyP/CtEJUymvI/73v6xx2D8j/2kNKZDofyP0D2wdOarvI//tfAOBSi8j+Fed49yqvyP48l6Kt4t/I/gK+nn3jK8j/oGLQjEBXzP6vE6Sbb6fI/JlXi7jn38j95NMXJXxPzP4ncG6N0F/M/oMxPUA758j/rZESMLvryPzb9OMhO+/I/REB00roO8z+8hctmevnyP6WVl7ngF/M/aFpYIzb48j9de0mz8xLzP7eiCWKeDPM/nDQvf9Eu8z97sXzKE03zP3WCKl0Ze/M/aXEFIMJ+8z9cFFB6TJ3zPxPhdg3VjPM/rKiRIdOW8z+J2j05dpLzP3M2mvT6lfM/arymU2Gh8z+2bDfBjOvzPzf5fPRR8fM/Q/EWyx7i8z8uZv7sLfHzP4imSQJj9vM/UX/zCCoY9D+5HPTD1P7zP2TXBuWGL/Q/874jVMOR9D+oC8ZHGgD1P3fHMVO9DvU/OCfX7Wn+9D+5y7hSOk31P1J6SACuS/U/NY+2HC009T86cnghCSH1P5vgJm+5NfU/1Gq6zZx/9T+YK79j9VX2P6eHhdTrdPY/6aZ1pPFD9j/+ShnpbED2P+FFDWriWvY/MtpOEWlU9j83o5Z6O3P2P/3+iIBOW/Y/bhWOpxN09j+DoKaFBGX2Px2ctdAVC/Y/h2rdI1ZG9j+8RpLp7wH2P8fym1eeDfY/cWINRbEb9j8FYeDv3Ab2PyEZbdHJRPY/I0uDnt5b9j/8svgXMHb2P7NlpQ+vl/Y/UhCCKImO9j9cvIuWN5r2PyLmZ881a/Y/BOFbUKuF9j8Q2fUmeHb2P4gFwlStVfY//ZltsaVq9j/0H3oQDHb2P48amiaeWfY/HOoaZM9y9j8SPhH2IGf2P3b4T6zvYPY/Q4Vyifuf9T/rqUJDb4v1P5UyP5cMpfU/AoHriX5h9T87QVGJc8z0PxmLmdIhEfU/UfyhynpP9T8XPho1hGn1P8ymFC7jKvU/1Ad9aPIT9T+zhbnos/T0P6i/Nd/7GvU/hdlFxZPN9D/Alt4lC/H0PwoWSPug5vQ/ZDsqQE1b9T+KhjUpXpn1P7wVa1FarfU/NEI3f4+M9T/e4745t7H1P4FX47tjx/U/luTZA1M99T+rO/6qMJL1Pzo+hOr1hPU/EClCY5Nl9T8MkhDH1V31P4q5OivycvU//OqoIkAc9T9vGjmwj0D1P/HyDkxzK/U/2zTxa+5g9T8MeYVgS1L1P7bo9k1eYPU/kuedY22C9T9VrF7NwmL1Pxwh3DlgVvU/FQwEaG9S9T/EkTxc8ib1P5lJ9dL7LfU/K8ohSPQc9T/+NUpW3z71P5uv/9Yj4fQ/fJJXJo6y9D9EIGD5tbH0P1dGXQj+sfQ/dDHv637J9D8Z8LShygH1PwpGgF63ePU/O4klHpWn9T/eyjPTLKb1PwyRIZJWm/U/iFUOkchE9T91FoYb9jj1P5C2dsvXLfU/+7ejIKxC9T/lEhGnsYP1P50RTgdPivU/NEBZFZEH9j+HObaLwPH1P3oPBuje6fU/20ueaHrn9T8XblKYmvv1PxJyBS00A/Y/5fen1ijz9T8SjH/IPdH1PyDoRTk08PU/l/qXy18B9j8qrslC7Mn1P7Focq4s3/U/t2S/GZPX9T9TkfX8OdL1Pw3b05B2+/U/ZZ5npffG9T9pNZlBtc71P7XNjX3Vz/U/X1aK0XLp9T+EifmIeN71P27lVUT94fU/thgvsXTy9T/Lirwo29f1P0UCKoqv2fU/69pp2wTg9T/VHTsw/9f1P1H7spX7jPU/MF91erOf9T/DEbi8wKX1P40dZ8UbofU/XQvpndPG9T+thp/ez7T1P/W5eEtHxfU/4WFlb+qt9T8LkhDH1V31P6y6kxXjUPU/7tmD5egf9T+kdJSrXPj0P72V7/CLLvU/Ky89F50N9T/7AzSJyif1P55EUwnjY/U/wl43Wl5N9T9ZwTafs2b1PxPyicxlhPU/PjrRVVx99T+QARj/dlD1P6MnFQ6/UPU/nPqgCsMD9T9dWVdw8DD1P8qmFC7jKvU/KH6R39U39T+ljR8S5wP1P9SENGmmTfU/ZLq/qv8Z9T9djFxyhAr1P2AKA6i3BvU/e5Fo8Q7w9D/ZT1o8d/H0P11aRqVv8/Q/UC+nzA4p9T//gdq+/SP1P/W8RerEDPU/JJy+D3kN9T9xmN/lwjz1P8XDUikHPvU/g6VRjoAx9T8a78VsSz/1P6tWZ3u5IvU/bugi43op9T8EMpfBRTf1Pyuwp6zqTvU/E8Bz/1Bt9T8RWmn7KLr1PzRAWRWRB/Y/9YOmqjWk9j+6rJOutLL2PyIXj2fLv/Y/5I+/aAK79j/jdjQCeK/2PzeJHN8xpfY/htHNHZq59j8qX2w7UJ32P3ZFz0mNCPY/3GM6moUw9j9qTiSoP9r1P7Obd7DAuPU/T+E4+vG+9T/5aiSDDpv1PxdvQc0ZvvU/7nCsQkMl9j/eyFVpLiH2P3tALYB0PvY/9x2l5XDz9T9qZsDZSiP2P8Dc1FAuR/Y/R4DQv+LV9T9smcXb3vz1P0TONVOcPfY/TC+ejasm9j8uK4FDoAP2Px6ctdAVC/Y/mUU5//4j9j9kanNu5Cr2PyR+iKByNfY/RRrGu7oi9j8a6wmZTjX2PyEZbdHJRPY/8jn0qxVE9j8RPhH2IGf2P+db1HBSIfY/nN1Z0Dvu9T/ndF/X3Cz2P/qy+BcwdvY/dVx8RhmP9j/VLz0kD5L3PwGRDxSQlvc/lqhtJUaN9z9RDMZUjIT3P6UerjFGevc/FNCXiWKi9z9sebEC2p/3P/9GXRVwNvc/zek9uog59z/RmunxTw/3P5RGH/Ua5PY/DaUB8GTa9j+hVWbIc1v3P4zKTeqCavc/ZUw9/91S9z+k7YaZsCX3P+9qEgVIlvc/Xh3rkeOA9z+Y23In2mb3P5Z3Ro2wOPc/Lds0B4UU9z8t2zQHhRT3Py3bNAeFFPc/O1RCsgJJ9j/H84qMHdD1PwjhZI8OiPU/jTfhYCVv9T8xkYtHyLb1P+JiVKRpcPU/Z4XcPm279T9bjjGdH431PxmJu2gjjPU/sQU1SYJz9T/y16V76pr1P5Bp9y06hvU/azaIdjSR9T+FpGJZAW/1P+z3sBWM9fQ/bs6oR3Fb9T9UR0P+GXL1P0c2HsHCdfU/OybouOo79T+0UNZ8IZb1P4L0pVa5W/U/GCSgmXqb9T85wN20woj1P2PVHzwlqPU/lBjF+wLX9T/Ym+FlMtT1P1gPnDJtzvU/eJJO5yqw9T+iqH+jDJL1P1cQi2fskPU/Oj6E6vWE9T8J4WSPDoj1P9ic0JqxlvU/3GYHOQN49T+yaWHjq6H1P/gfg09vePU/9tPy5lCT9T8Ats71EMD0PzpzZ1aI4/Q/UUoQnZe59D+OhU8zQtn0P2DY7Nqi7/Q/hQxLxyen9D8320aFSxn1P7mzHCEvBPU/z1fAZaoA9T8N349kcwX1P0U4/CrB+vQ/RTj8KsH69D/+NjmLXgH1P5p8+tSPB/U/k2ciA58D9T+7McNWYgD1Pw92wQAxDfU/Or4IiicG9T80wrsewQ31P7aakbqk+PQ/eC08V+XB9D/u9Oy1cbD0PzhbyyR9mvQ/paiI4m+U9D/anrdDEx70P2vtzev29fM//YWWkvot9D+zIKdYbgb0P8BlwMzYnvM/rldf75vn8z8hoWkY9dnzP78XUvq7NPQ/KhpuhA8M9D9bXRNE7Tr0P//QN8aZUPQ/swYtvWQ49D9pusjpYhz0P+R8137WQPQ/4eWl4hg59D8HSytnM0X0P517FN9zR/Q/u5mrxIg49D8DzYQxAEn0P0E7yck+QvQ/2gLk3TxM9D9R/KoJ3lH0P4ue2pnM5PQ//zKG9sT59D9VjyDSnk/1P2Ps1XcUMfU/ArA993gz9T9GGs/6HSX1P2/9+rRrLfU//zGXwUU39T+ijDDdZ0H1P8WMmpLZXPU/OQi7iEdm9T/JVeL7q3v1P/XPP1K3i/U/SLARYlxq9T/2AzSJyif1P71eN1peTfU/W++Z1y529T+eJxUOv1D1P5ffNzo6c/U/BUWRKTi29T+5eZfrg9v1P7WvYE0y+vU/VaXemasT9j93Wqcbfgz2Pw6kG/pIGvY/ajD3d5wE9j+dvyygmBj2P75cWfBfyPU/E6FXmi7V9T/1gsC0GeT1P7b83+rPofU/KBL23BX49T9/uw9WjfX1P3+jcySCrPU/Ld4K5WVe9T/2trTrLID1P3sNMb1DZ/U/OO5A7T2Y9T/nWBARONz1P4994Mqrx/U/eMCxH6a/9T8I9U0sgMn1PyEwIw25zfU/byxE4wL99T8KQO9fH+z1P6GJYz7q+fU/RMtx84H49T8LQO9fH+z1P0/DC8pO6fU/X4TtCe749T/yHaXlcPP1P7cUfBzb6vU/hbdcwfPt9T+89z0ht9f1P13tu20w8fU/rWhyrizf9T++Q86J1bz1PwLH6vMEuvU/TXhqlq/G9T8zIxsabfT1P6/MnkhWDfY/hIVG9N7W9T+OMVBijeL1P9/FkQkU3PU/Aq1wWPvr9T/KOnkrI+v1P0cwjcIq6fU/xAsnvigZ9j/vbPmtqR32P/M2MEz7/vU/I0muc0PZ9T9u+i0W7uX1PzofaIXT7PU/gNSavBcB9j/+yL8eoDz2P3fzreLWlvY/nnG+zXuu9j9As8yCE632P5OrOsTD1PY/sJXdcsUp9z/eQkDLZBP3P3RzKUOlFfc/mIsvKiJ69z8ZMQDEcYv3P2Ji+8bqFvg/XrI+xKID+D/5xPoLQDD4P2v2aAOO2fc/5rh3mAH+9z9sQQo3Lfz3P+NUS/7Xz/c/D5yjUk8G+D8/rTJFGB74PyKoJsaNOPg/ojN9xNN7+D+6PDzY92j4P69dLWi1g/g/aaj6MHFv+D8DcBVFb3n4P5ciWId8f/g/ozN9xNN7+D+vXS1otYP4P9qM6Yohcfg/RopaDPl7+T+jMLAlVjT5P0Bc99N9bPk/Abycbipc+T/LlEZ18X35P8uURnXxffk/YK6C8KX5+D/B6Ss8wjT5P5e5gOTWhPk/tb6MY2Fq+T8ymiZfX5r5PytPfOxcdfo/f3rvL6F2+j8JmrNqinz6P5TSAgz+jfo/drN88Wna+j9sCGK4OpH6PwhNNM3s1Po/dxmH9ZGN+j8BOUswe5P6P0IMq5diffo/ho7YzBK4+j9zUD+Mv276P5GGcqPfqPo/UzKopqp9+j/B5IAzRmj6P9NyXXFRnvo/Z3EwHH2J+j81+4VaC4H6P2ekNR4RY/o/jiQkc7T/+T9dxhXjTUD6Pxb3aBAAXvo/cYNEjlNI+j99SNlijF/6P2pU8iBZdvo/HSXMSHtt+j97472T4276P1VkvnO/lPo/RbxnmqqQ+j+Mo7CeA7z6Py3lvlObuvo/J57QtJWf+j9Jhp44/HH6P8n5WAU3bPo/2W+ZETdZ+j8BhduYmXj6P43vQAciofo/vhs5ynNJ+j9DJTb+7Ij6P9FZ0grHkvo/TQRFbi9u+j/HlSxrDT76P+M2DFBu9fk/fheyyvYK+j/huGUaO/n5PyKK5xckXvo/Z0AJhOc0+j/Vv9wO70X6P6yqmoeMJvo/R4tAAhU8+j+YBvdCESr6P+doIh2DDPo/rsQUI5b0+T91IAcpqdz5P7+F9mI1BPo/rZL+VYHd+T894CXJ5fL5Px7DfRhQxPk/j8D32IrR+T+L9sA6OfD5P5ueFxRO9Pk/utU5YO3w+T8kpGGzLSz6P6iuTRwmLvo/iHcr0IYx+j88ehvFvT/6P2bCYk60OPo/X5T/FTkp+j/qzE63rDr6P7mIusJPSfo/FRWWQKMz+j/hU0pLkgj6P3i3OMVm5Pk/zyqAnczA+j9zm9eA+477P91RY6Iwgfs/vmMEIDIi/D9+XZ+2tl78P3FLi0Tgn/w/1tLE+BrA/D8Zbn2UVQb9PzvxL0kT6Pw/zornJJbi/D9VEK0kRJn9P3yNztpp7v0/yTqSqRfx/j96C2zROej+P0irf9fUo/8/3t1GuRMr/z/5SFT9YsH/P2r6PVV/6f8/v4rMZ2zb/z87aTMC6FL/P2pJm1wbFv8/Mr4YybgJ/z9gaozs2DD/P9xesU5hbP8//eJSOJ4Q/z9IeWkKwIz/PwGRMdHnnv8/Ldl4Wt6X/z9IR1M9q3X/P6C+VukNXP8/V6QI4yBX/z+C0tXQDYL/P5rblOQxb/8/40FzUz1Z/z/totuNTEL/P771eDWtWP8/DPKZC/eH/z/FCHOdn9f/P/1HZcjj/v8/CWnHuKoWAEDW2KJbL0AAQG9g+5+UiQBA9gAqcMvQAEDRs0AdvA0BQMudeRZMRwFAC0uRSaQ+AUBi9ogsGsEAQGMCV8Wf5QBAqcRGyujgAEDMitWmz93+P7+EQhRsMABA2fIc9zgOAEAmlBItYewAQO4UXjKEBAFAxTIhrbW+AECUBxgf49gAQKTJ6JMBqwBAuVQBcvKbAECVU6iHAb4AQBzoCL+y4ABALanq/lHwAEDdU3zy5PQAQLNkgp8RyABAhrcfR3LeAEAASBgP0esAQFHoJ0/dCQFACvQhfX/3AEAeS0YkXUwBQA6XIbLCIwFAUfT152IuAUB/024NFy8BQMuqNuRQLgFAy6o25FAuAUATrPmDsycBQG3sRJnoLAFAwjwR3DxeAUBqba8uNm4BQL1y2j3rfAFA/kU6pdJmAUBb3uO7q3UBQJDGZhrLVQFA2O1x7rxBAUCNLVcUD8kBQJaN0Bmf7wFAPbGxnpMYAkASj7JJLBICQIvHTBDnFQJAtxxRZ+L1AUB7+a0CQx8CQKrYJij3HwJAcox3L64RAkBymTT9svgBQIOAXnHh+gFAOfQ3zkYeAkAFPss8PFUCQLEr41+CXwJA4BcZUztHAkAAdJSe6nMCQCbNS4p/WwJA4mK6htppAkCON0dDlmgCQM3L0w9kVAJAWYSnUAnnAUCvIuJleoIBQKMoaiWvDAJASlAHfqA/AUBKaZLkKksBQO4D7s/lFQFAjxL3guk6AUDGK6F5nm8BQJwVcL28jQFAExz0tmJ6AUAq8q3I8o0BQK4j0Zr5RAFAxh/T4BhLAUBOGy1RceMAQJF63/APcwBAuPcApzXIAEDs07Vsz4MAQFGyXu0u6wBAJSpVlJ8xAUCGi0YUS18BQEppkuQqSwFAXIPBWu0mAUApAFrLdjcBQFycTMF3MgFAQlWpR7kJAUApJ5E0hewAQFaUMb2LFQFA/wWBFJ2oAEBovftqUV0AQOnrnlft3/8/c8JSDyM1AEC3OLKrTUsAQGxE+ZICTP8/VofK5/xD/z9U1EBGN+n/PzLKmagrGwBA5LP+NtgdAEAFKBa0kpMAQMGiG+BkEQFAIgbryQ7EAEDTo7/vnOEAQEhes4Ak6QBAvOaQRJfZAEDN22a7SYUAQHUMBQ5DlQBATU4yUwW9AEDobatop9AAQNVJjMNdVQBA7VJL14FCAECABY4Zj0gAQAkMx+3tQgBAKWkxbhwyAEAlq8hoUHUAQBrZdsYSdwBAVxS2XL2WAEDYrbhdh4MAQD3BREp5SQBAO4Jxr19LAED+Xs5KwHQAQL5+sRXUowBAGJm09nm2AEDrEZrSab8AQLJSIwj0FgFA0qLQuh0fAUCgOePGsP0AQBXbS/Gt+QBAKP57YXiyAUDQLSt/8v8BQPjfL6GqswFA5YYtkM7ZAUDEEDipFd8BQPaG4mqH5wFAGWLzIOnSAUD3rRnUlZwBQHwDp3AtwQFAN3PNOPncAUAgqtD0bbABQE+VF7On1QFADZ5NgS9+AUBlba8uNm4BQCWmHWDUqAFAo8F5K2uZAUCB5XlAiusBQF9JPCVC/gFAMXaRmBMiAkAK+ICtbgoCQGPgbcH/BQJAD9tCskr3AUC84tRwms8BQHS7yZyo4wFAp1irxyihAUAlWo33tcMBQLaOKQSQzQFA/o/so/LGAUCKLVcUD8kBQPxDXDvU4QFAKgpK+v3WAUC8owHWgNEBQCeZYJLPwQFAQK7tPnnTAUDYT8Ae6OoBQJKN0Bmf7wFAO+S2oCfyAUCGiHl1zRcCQHlRDATnKAJArSAE/Hv9AUBUOQYdasQBQM/Wu7LNuAFA6VFTY599AUCZr2W5lNoBQJvuOFSu2AFApISE+k8gAUCjUm4tOwkBQKXRA5jtxwBAwGUmr0mYAEBXrqtYleMAQMBx9EfPvABARuAMS/HsAEAyezyhj+4AQH94TKxY4ABAPCg1RL28AEDOwewfQLcAQEI9DRauwABAObdL3I6nAECsDCSebb4AQP2TqHfv0ABAtWuubn4iAUD9hA1A7GQBQEgdAnwMZgFAzFrz5phBAUDb6q2OovwAQGO/0JXs3wBAYCbBjzBTAUB25N5vtR0BQDKT2NKaNwFApvVtYn41AUCGmAPiT0YBQLuZEaf5MQFAUb09UTVNAUBJgh1LtVYBQC3Vb83OegFAJ8xllGObAUDRYR+2BZwBQErZjBfanQFAymXSSp+jAUDSra8eJIEBQMgNdEn7mQFA6Zz0lj6gAUBhrlf06u4BQN6IArtpXAJAPaBBPPUpAkBKsWZ5TCYCQKYX+sIQHgJAtI06zxALAkDKS1ivldUBQIg5Ja2U7QFAkcHEULKLAUArlpwytXwBQE0lHYD4ggFAqqQ7MEeGAUC948OlGZIBQP22Iw0BfAFABP4RrAaXAUAqPGDHEu4BQCuHAfuxEAJAwtB12XweAkAAP7pxuxcCQG/+T8xb6QFAv2xJP1PwAUDjbLP0xAsCQNKSRk6b8AFASYseRb0zAkBd8O7uHjICQL9enTzPRgJAqa8alE3oAUBPo8O1K38BQFH7IbfPiAFAfoI8299/AUCq79xj5qgBQFp1FVhpfQFAp37z+7eTAUD3FQJCvNQAQEUsnbMP0gBAQHASGEKaAEBiCnLJiwIBQOnFCWpL2gBAUVZNV/HZAEBjY7//rs4AQLT2EXK2BQFAS1oA7IrhAEBKGj4c8iABQIUXmUwCBQFA8A3nPdC3AEBRcbYnemoAQEQhvk8JcABARm1OuCdVAEAhLSIzHXkAQDCwHw0iTQBAUO3LrMH0/z85KhOuu0EAQJy9Gvt7hgBA+XsMRuSHAEAyIQl1UGIAQI66ocCoMwBAUtNaUBsp/z/Dz+Xb1nP/P21xbZb+mP8/x0uupwvr/z+ywnMzGX//PwXBJbpOIABAvr5z5WxkAEA3EJkSsnMAQCwlvAnqaQBATW8ld474/z+UdT0n96gAQIhXWxybxQBA5MqrM2SkAEDqxvieypwAQNLXsyawfQBAq2Vx1JCKAEBAV4ext44AQLrbseCQdwBAnjrS+y/AAEBpXwxrFccAQBxJcfnByQBAqz46a4LVAEDsBN0EZdgAQAtVireO4ABAKnMhnaPRAEAXQVb11awAQOqT85w2wwBAxmxSfrbyAEDHnmhLywkBQOIYEccdDAFAw+Huen4PAUAaWAPyYTMBQNbtce68QQFA+gdWPzgrAUDeQgyQRgYBQAOPBq7WBgFAfR//dTUUAUCs/neb6RQBQMPh7np+DwFAXKkJj3wZAUDs3aWbViMBQAKCSeDRHwFAiopgHi+fAEDfz039fG4AQLp2lhHohgBAg0NyfymEAEDFVaWBKmwAQHhlUkRmYQBA074owCVyAEBF7rhNdZYAQN2DvZReiQBAjRXEIWeCAEDWVVpc43kAQHYZwttHfABABOoxTvhXAEDEPBoboGAAQETJX05lZgBAr8t72Lg9AEBrbqeiGDMAQF5E9/42KwBA8LdmpiozAECJWTmGmUoAQLI8ZUDnUgBAVskUKR50AEBkGQ0Bj24AQOSZhJvOTwBAEPtWi09UAEAYaI1e5GEAQJkOTS2zNQBAB9cwO273/z88atV9VAIAQDyy9suI8P8/jiNwJOsrAED8rwB99yMAQGZ+KNA3XwBAW5NLx29VAEBDpAZPVTYAQJ/TLrv+X/8/CFikDx87/z/mc5JftXL+P94PXYYoQv8/ccOO/bQK/z/cFub4opP9P3pCLafKy/0/BbBftNA7/T8igmYxx0f9P2VS+fkw6v0/5l7DzCdx/T8Q9l4eV5T9P6u7m8hWGf4/DELmRxJ3/j/rc5JftXL+P0bOVxD0Rf4/bUt5xhmb/j8hm+hY7lD+P9Ubf4NYW/4/IpY9UHKE/z99vA7Knbv/P5DxWVfWFABAMhrdpeMHAED0xCN0LxoAQKtqE56pVABALUPpOY0/AEBD2s+wA1UAQDuGJET5UgBA9J7bP6AnAECX7LeNvUoAQK7oudPcUABAbi7l0n9yAEC5ugt2Gk8AQFvW0fYiWwBAbeNDn+BPAECNP7/qj3wAQKtEy2kaYgBAYd/bL446AECj8Q4yjyIAQPqaKKsGIABAOSL4qc8kAEAiMsT8NUMAQCzrijjpNQBA3q6nkgZGAED92ftFIB4AQP9+HV8R4P8/DCr0HZEYAEDhLnCs59f/PycwM0xK0f8/AWaS+IbU/z/7zmBcycz/P5wSTXtfUP8/srUBi1uK/z+TmFnaxVv/P4/onNd9SP8/xz8rNM24/z/RHUtvkNv/P8LQ0nyKFQBAJ8rkzXINAEAYOxlb6BQAQDsi+KnPJABAVJTS2kgd/z8wlGgl1wH/P7nMt8ZKE/8/d662K8QG/z/udHhV0TL/P594V3+HA/8/nfnBFNVE/z82qFHCSEP/P2WhRIMGEv8/YjwptF0h/z/M8rTVkhP/P8EsMczaOf8/N9pnj11a/z/21PFaYVn/P3PjkFjzYv8/k024piY5/z/mKr0XTtD/P9HRugZy9v8/1N1EJUgKAEBXAbz0yhcAQEh/rU9FBgBARWdVmOnN/z/9ZoEtBpf/P2oAz1MXdv8/7tik7/pg/z+V/XSpbkz/P6gjcri2TP8/OyFWLmN1/z8rRvpSupf/PxNWxqUgtv8/Wpf+WwldAEBxUz7Sj6IAQLEZ4WtypQBAZWhhyceYAECS4r4f06gAQMkIJuSMxABAwI8heHKSAEAuKW+eg3EAQNZ/VSUMdABAVz6xJeaQAEB7MV4NU8UAQOTBofr4xABAUQ5wg2z8AEC5hSgKiPAAQAVd8ODB7wBAOPni1sLqAEABxr5EBOgAQCmDosrC/QBAw33C4FThAEAvpTdquOgAQOLNb5N+6QBAZLITyOf4AEDYLTS+VQIBQLx0uKfpAQFAO7Zcpw/lAECMZBjqn6wAQDSVtjyZvABAifI/TfLUAEBkv9CV7N8AQFjHNr8f7wBAlkFJ8OMMAUB5YKc76pQBQBj+xoa/pAFAhUqVDzPcAUD7REtwU6QBQHR89gGP5QFAydtdfOaCAUCDJitFom4BQHvRkKMYqgFAF/7Ghr+kAUACgGt205oBQHbVQziysQFAFqV5UJzYAUAKrs6uTqoBQIouRkmOiwFApcF5K2uZAUDXEdy4Ta8BQAhJs9+luQFAOsE7CxZHAUAKvWnmURYBQItuCBknTAFAaKC0MMpHAUA+mC93bA8BQFVVXiJyFwFAfd88ppxTAUBwtJ3NO4kBQMUSFhMUZAFA4uQckApwAUCoM1LIGHEBQNhE4brhiAFAXHUVWGl9AUBudcoyIosBQNEJwbRhkgFATeZJ5d6EAUDGN28SJJQBQFU69VHphgFAlM6BHrdyAUDTVVEdgHcBQBanV7qaXQFAb4KHACdyAUBewaXAh2IBQMKhLKvlTgFAwp9OQefJAUA+fcam434BQEWrKd9ejgFAxSyQrh0yAUAPk24dKRwBQN5BHVvHQwFAIYZmKt1CAUD9Uvdy100BQBkMc4lDTgFA8DQVaHtqAUCYjOojgy8BQEldxEulJgFA1KLQuh0fAUAti73OrhoBQGXw9y2CNAFA04hWHxRRAUABXAGsQi0BQLWdxDuTOQFAS9p7TFlgAUCIIniwCGcBQMQ4XkejVgFAm0h1v1BnAUApMnCYi04BQAKnot/hTwFAl7/vJRcJAUDQY/0fBCEBQFgrY1lJHQFAIhHKLRUmAUA2dprXdiQBQHY8PXFZJwFAnIg3j+knAUCZCpFZtisBQI93ElKSKwFA9siCpB4tAUCPdxJSkisBQN/YTveESwFArWKkNRNDAUDvdNc3FCsBQJB3ElKSKwFAXybBjzBTAUBOS2W0h3UBQMtZBLIZfwFA2tsSV5+QAUD5H/JwQ3QBQPyqVXR7VwFAl4v77gNtAUBzftRrjWoBQMtAeUuPcwFAbnTb/aLIAUAX8Qm5ur0BQItsKq8oxwFAQMd4pQPfAUBkx+JadfoBQMTq73SG7AFA5YU+W08XAkC1dK9ohv8BQEI4Yg0y9AFAxSnDD6DqAUDNfW58quwBQBRydE4I/wFAmbszUhr/AUBk4Vz2fsgBQLMpDjXn3AFAEkBegfPnAUDCqxzabO4BQEHs0aQTDwJAJTNWjqcOAkBZAz27u6UBQM1+XbEprwFAvy5l2bi0AUDLGULigL4BQAbxVN4BsAFAKb+oxl60AUBg8sxYHbcBQJ+f5It1rgFAV4WWhYipAUC8lzM9+6wBQBfYflIwsgFAXbP5vQO5AUAGI2urFscBQLgM0DnDyQFAyLQmE9jNAUA65aXVprQBQO8maWX3wAFAe5HO03/pAUCBgU2mYL0BQHav+wMjvwFAaYY6lcB5AUDNWvPmmEEBQFZu6Yj8IgFAkpGM7Zv5AECYfy1WfkgBQKcO+cgIQQFAKhnlMQFDAUCvYqQ1E0MBQH4eEEG2UQFAZK9GKWqxAUDNgDsbKDQBQPssrz5IWwFARaBKe1gsAUDc6b5ZIzoBQGvfh8vjRQFAmaZkv4z9AEAS+Ins0QwBQBplwL9mGgFACr1p5lEWAUACXAGsQi0BQMFvFt7QNwFALbEFAz4NAUAo9XpncNUAQGoGvzTy+gBAWPlMjDQGAUAW20vxrfkAQPZ94XB/CgFAx55oS8sJAUCtSggECPoAQMVGCkonAAFAYDRtkrT8AEDDyGMU9AMBQE4Bs7VnFQFA+HAko3ojAUCamafxhxYBQKaEhPpPIAFAxwc3rw0CAUCALLxDOvsAQNajv++c4QBAF51nixO+AECwPUs2AxMBQFAn++n2BwFAki1gU3LLAECu/2bQaNcAQLPiKNVExABAHwuNkyeOAECV0j3ys3wAQLxDkQ9UrQBAHHNswurDAEDG75p9ArkAQJb3lvHDrABAKbeWAdaZAECItFvnV5kAQNgiVVpPoABAp97AZfKuAEBJBlV/gN8AQBoaH4zH9wBAkmBlVQalAEDK6+foaLEAQAJFVK+2pgBAFDk78emPAEBvn846rocAQK9ZozsLZgBACEKQT5xhAECGgkUaQ4IAQKb4OgH8fABAIsgGZHSIAEDNdkvsoJQAQFQlJr9bhQBA0Ro6VmODAEBEfc/lRoEAQEf7dRt6fQBApxHGZ4aIAED06I0+wIcAQO7TtWzPgwBArfSHbGJ1AEDQwttUv3kAQGS14GZlQABAZMKdNGonAEBI/VOFeAIAQGJQElHPYv8/lkVSffMp/z8DfVFz2V/+P0ECQwik3/4/Vr2TSati/z/KB42ngxf/P2TnQ+2Mav8/IBeo5b/F/z+6dfSVe9f/P8BYtppXxP8/asgniGrS/z/ZegAVBr3/P7RhC/kJlv8/vw0VZ7ih/z8CkiAGZ2H/P5D9dKluTP8/GrRqgBVa/z9Gyps89zv/P/kXLWXNbP8/x4cICFKW/z+H562i/oX/P3iK+PyIpP8/ROFIOYPC/z/O6HBCYX//P+XwQCEGqv8/GxmGT75K/z/ZFe6EwM7+PyuQtZA9+v4/VL6Cfiol/z/ru2b01k3/PxSfkq4kVv8/4kFzUz1Z/z9NjzARMFP/P8DYOjqJRf8/QsqbPPc7/z/pune/V4v/P6Q3W1Uojv8/VLykFCyg/z91V/P69Mr/P8LMH+jwDQBAdcJSDyM1AEDmzImdYikAQHYboEVGAQBAH35UZVQoAEDLa2yImjIAQN/d+f8AGABAHn5UZVQoAEAs2wkLygkAQDaHE3l4FQBAOrPlAAiz/z8CKGNtpab/P1aF7H3+vv8/sxOmZVAu/z+GgL2ouhL/P5mnqeyB1f4/iRnNrnaf/j/rb9/KG2v+P+fwSWBprP4/D6Q9t6Ai/j9eOl3IJaH9P+rYtm3BZf0/O1N+eT6R/T+TLq6/yqX9P5Dl6vUpCP0/5pLAQp4P/D+4zrDtcp/7P6HcntbaOPw/k30Lx2bS/D/07KhJlqn8PyP+Nzxfwfw/mKxdNGGk/D9fB2EF9cn8P4oDGCbN3fw/ccdTEBUX/T8J901T1lb9P+ilsWstjP0/+4ANR9Zp/T9UkDHEdRr9PwF+See7JP0/MKpBqg3N/D+unmYMlgj9P3xdn7a2Xvw/3ua21O8D/D8FZNiKFVn8P+wMq6TUAf0/2el6NApJ/D809tESLLL8P7uwen5sx/w/xsCwhkQB/T/1nyms+AH9P19VxpiuMf0/NA1/D7g4/T9PrICKGmv9Py4QQ2/Sff0/zG6PH46P/T/Q0cyEOPv9P8UmsksJsv0/8bt4cp1S/T989bZIkCb9P9iAo5FkTv0/Qh6kTA81/T+xnIiil4P9PxBai7iAwv0/0NWIWDUF/T/5uLQSgw39P4AovEokAP0/8qTLdRHM/D9xzPXZLeH8Px2hgpbp3/w/qjwPnQdd/T9miMuaQgv9PyXO9pnlLP0/TxY+I9wl/T9/2zythlj9P4S9D33jgv0/SxgTTneo/T/ZAQ4nso/9P5L/W1LQ0/0/Myfwa14E/j8NdetJplD+P0UAbt0IXf4/sU0rm/tW/j8jfqpdyj3+P4W4ZHRntv4/vHbjyvqZ/z8BRaFoybn/PyeSirvYfP8/5aSwuOfE/z8F2+PPB///P+yuXG2/UwBAP5v8FepWAEAX6UStRLb/P/eBnUR8FABAQLSHfHRiAEAZQkUqVW8AQE9c3lWJZgBArOfKnl2OAEB1wWPao3IAQHzwtUeeRABAlOy3jb1KAEC8nc169jsAQBgRHpK/GgBAWL1GkJhPAEAfMsT8NUMAQIxZOYaZSgBANJiD2xYEAEDJiZm4PQgAQOP2hGaLIwBA/6JDr/I8AEAw9JRxVBUAQAEIX36bLQBAhPfhFgufAEDZU3zy5PQAQHgLFtnD0gBAVP7uVU3QAEBDF8XhHs4AQMFLrBNAygBAuOpD2TDhAEDjJc6UIvMAQIjlgn/t7QBA0313uw3vAEBA2PFGBdAAQPQZtdZV3ABAYVq1xkPvAEC8s4tCAwABQG1q684bKQFAENJBuEIaAUCodAPNMPQAQBR2MCIFCQFA29EiKBjxAEDlfD1hRzoBQDiDV6V7CwFADWFYUBQFAUC5T1+o2dEAQCfPMjPh4gBAfnhMrFjgAEBmfTmbuJwAQBvYh5GTtABAfS2reLm9AEDECCbkjMQAQA570usd0wBAUuVj78LEAEBEiZ1+zKUAQEbuuE11lgBA71JL14FCAECIAduE9UAAQMtFJFQLQABAA8TpGWllAEBhgttk0WYAQFlGzCnSrQBAAXZ7R0z7AEC7mgDcePQAQFV7plYBCgFAGCbtJE0cAUBiclH4TjgBQKIfaSunLwFASB7xsIsoAUBiclH4TjgBQLj1Ij03QwFAw9NCePplAUC2tk+iHUUBQHb9adY/KQFAk7bl7KspAUC95aEPGBcBQJF3ElKSKwFAIblrLHEcAUB77PlzoToBQOSVyMfRRQFACuHTsOKDAUAHfLjhOZMBQIufL7G8oAFA0W/LuIlFAUCq/neb6RQBQAyHoISj9wBAKWZkz57qAEBZd/PBZwIBQNZ5xCZ05wBA2h2zkDbWAECnjn1oOsIAQJyW45Ft0QBAkurZI7/FAEDLdVy3IdIAQCDHFy/1xQBANl7+pWvbAEBIbF+DqJIAQPVz8UH4agBA9E6YQug6AEAtzV0IRmAAQGUymGcZegBAcl4mdfkGAEAo0v/RXioAQFivmo0UpgBATzaWIfpzAEC0PGVA51IAQJJhVIqFZwBAWu3LrMH0/z8bmvDkC4z/P7ktIAFa/P4//q9NNgo3/z+IG6LZESL/P/Q1WpVwQv8/KpGkxby8/j8n4tb382v+Pw6mEuI7pf4/d3Upavui/j8V1WRPNnf+P/e13jSiw/4/ZCDjLBzT/T8RJpeBbSb+P1+Lj/pcUP0/g/l7W/Ay+z90hgjubY36P0+i9j0Exfk/BurtKN9m+z/GZPyTFOf6P0qHhC4YMvs/t55vS/kK/D/VoZ1ghWv8Pymd2ECz2vs/hA1cuf5x/D9VFGn4QKP8P+x4RqeUQfw/tevlqTOw/D9SMafzZLb8P4qjniA9t/w/am5aPpw//D9sCFl51477P3aBXeXxwPs/OfbREiyy/D+yhsrair/8PySdzwFQ2Pw/Ca2SFVP0/T9EnTB4XvH9P0p7R3S+Ef8/BhKlpZji/j/VtXR/MKj+P8rw36r3kP4/bsv9ZUsc/j8L9lXf85H+P9nKTFEhrP4/WFiBuWV0/j/AqALXcrP+Pxdrp7Z0vP4/tLFXNSWF/j8qqi8sR8j+P0tGbUePtf4/YhwnWR/J/j94dDo1fOD+PxELLrHklf4/eEQC0mVO/j9goU3CaRT+Pz7V10MLlf0/gSbe4CV7/T/T7DVVwYv9Pxw3vL7EIv4/bbGDykFO/j8pY0rMpK/9PwFmpHZN2f0/ySaySwmy/T9J5Q1M4879P1+jKyxomf0/URNxhF7e/T+FoMhCXG3+P/Q5FmltTP4/ENkX5M9+/j9SQ6nndHD+P7vfum2glP4/ip/iTECt/T+zanLVgmz9P6ASX/klVf0/8vIwCcsz/T97E+R4M/z8P9iEVib+Vf0/iAfCewPj/T99R9ivRpj8P223HQg93fw/wq+LSe0E/T8fbY5f1kP9P0Wg/RbcOP0/B0wzGqcN/T+2tCTUosz9P4H0xxMRZP0/n/jkXRyH/T/hFub4opP9P2oElGZ3gv0/Wik4i86k/T+Mn+JMQK39Pxo9Tb1cr/0/c0uCBX2d/T+DJe+rprj9Pz6IWKZt7f0/WQ++78TW/T8b7QnApML9P6dBsWYgJ/0/JwANZ/pD/T/GeNOyvyP9P09mgSCUEv0/03BtiYwU/T83ETKkUUD9P59hs8Fef/0/F4uyUBYX/j9CoPTXeDb+P5z6uYi3Cf4/BWlxFcsg/T92Zfyghmv9P5WdDSKlKv0/3IRWJv5V/T+qDb0vDYv9PxUQ2blgYv0/UAB3HGxf/T9+XY048Fn+P4NzVD9gIP4/0Yre5TLg/T954NU3PCD+PxDeua3oSP4/r9UVZGDn/T8kncbC7NX9P/DBADLS3P0/MvmMM+P0/T+IIxFCqDP+P7Mgt5f/Cf4/4f5AiDRI/j+mCudRLEH/P48zPgsda/8/ytg6OolF/z80wO3zU4z/P17uuuFAt/8/JzBb7Lav/z97x6eas5r/P3OA1JjqoP8/gZoKd2yn/z+noaJ6Y87/P/LtXAOHy/8/ZVHDysed/z84d2XJBpT/P3rBRAL9i/8/f9WVSAqS/z+JsVbaos//P7KKUjyQp/8/irJ0kkbL/z/fL3nS3eP/PyvE5sPMEgBAHARB7jILAEApjIlPyQ8AQKnCOZsSLgBAo8wdGy1dAEDtAncL/koAQPm4Q5wl9wBALCj4d/TkAEBtpc5mECwBQLALJZ0IuwBA9cDx/BIBAUD1zqhFlgUBQIGq+g3K/ABAjwIWQcv3AEAUuIvARtcAQAAdYDccqABAb0kEgM5vAEA3YDaopdgAQAnCe2V9zgBAV6zgCdXjAEDjZ0W0ddkAQN8E+IVxzQBAdz8z+YkkAUAw7y22F/AAQKMpCWtp0gBAwRJMRWfJAECW3xnpdNQAQAOi/RCq1QBAyhvG9N3bAEBlQ9py4uUAQAf+c3aU3gBAH/c4XrH+AEAjpMzrPAEBQNacxMpqEgFA3aE3lVUSAUDJqQkd3/0AQDVeqbPBVgFAPwC/u6I3AUDXIl/uzk0BQHfa2Lk7CAFAv9xRwQgDAUBoKux1RwoBQPVcKn9n1gBAvsLqcaXWAEB8zjdJ59MAQAFoRAGWzgBA9UYd2SAzAUCqjdhseRwBQFZSSVhRRgFAHMz+Z5aIAUD4TBoM/IIBQP4Keub8jQFAATYrgHsdAUAWP5g/aCIBQHJ7FGtGKwFA8ms4eS5pAUCkK1aYvGoBQJsJR/vmkQFAoFmIWzfKAUBD9XQ6O8gBQJR7nhcxwgFAwhzy1bajAUBdB+KoQOIBQA3YkowvzQFAvxoxibxiAkAgQfSfeZACQPPiIXsVXwJA7N/8SMFvAkDWdLKTREECQG//NnJFPQJAI5eiQpAVAkD/TuPcpjcCQP7I6iL1UAJAKumNRNY8AkAX0SdPdjoCQJq7ZqfgMAJAs2otiGt4AkAyRBRzKUECQIdPaK1FFQJA4KPv1AH+AUCEeBmLAAMCQI0Tkp335AFAfQdUkivaAUBSNPuNF0cBQBz7cM5DTgFA08aIR/x3AUDFQgvRM0ABQClwcOSlPQFA2DWe9a1sAUDDGNwv0QEBQLmo4FOFFgFAYF+yXWpcAUDTNjIr6WUBQCA3QFvNXgFAiyFjOixbAUCkxxaVUxYBQBMDH4X5JwFAdl+FBe7jAECuSpJ8/+gAQNokzYEo8wBAK6hIP7EmAUADcKPFOO8AQBbBJyYWBQFA0jJUAVQeAUCjHVYYVgoBQPX2w42RGQFAiOr5XrWTAECyrKWhRYsAQBDsvgnoUwBAVla2jf5fAEBIAoezxG0AQAZbDQqwjgBApzOXDfGBAEB+hQGIaocAQLc3C7+xeQBAVS5Zw05tAECISOQMDmoAQA8oL1f9egBAL9AJcMJjAEABtFD8NH8AQJegMjDPtQBAk8iTq8jkAEC/wvdxN9AAQBvHnJ/c5gBACjjBYckfAUDv8s/ADCEBQB9rc+EbCAF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I9Gh+7KG/RIPYukj0ob/cIpj5TKWgvxMbmAs2IKO/F9qR/k3KoL+4lGo7N2Khvxp2XNunKKC/P6kV8MUnmr+Sww2vB7+dv7ywuqKBeKC/gbac5Edjm7+hcTsleRajv3XZZarJCqO/7+MjkSWzor8Q7ZTkWUymv9ETrkfheqS/bCFAUUQmpb9uuNNNrZKov7XDvYiN+qW/hYl163WKpL+t/13Oremiv3/cLrjvnaS/OxzPdJtPoL8+PrwME/yhv+6RlhgwX6C/FY6WoaScob/XS0MBlTejvxf2yzvWAKG/EXJGOlqGor8xx5zAdW2mv3i1/yqmj6e/N25Gw87Do7/LcTAQmKajv+uGt/IwZ6K/MRi5002tor/MAifc03ykv3BIWbTLVKO/L4fm2Qfcq7/JyU+k2SCpv4cU81h6z6y/vHv8nid0rr/WLyKBIZatv4cDghcvsau/R1NcrMBRq78X3+GbU1Gnv9Z6oWPMP6e/0PB+MSMvpr82naQlBsynv/byG+vEAqq/Ia4VZ1HqqL+mDMSDjNWlv/w8b3nr7KW/bloMdF0Sob9Ni82Tfgmgv8PL7F179Jy/Q2uhh541nL9y2sDlJD+avz4KS5zgBpy/bApWscF2m7/xOgy8Af6avwdvfSw085C/yNVlMz5IlL/KLE5eGpOcv91WUQ5rpJq/acvhSJqEnb/9a9jwA2WZv7NPcl/3bpu/Ml4wvd7Zmb9AuMg4zCKZvzvoXQRpWpq/dtPsS5J5mr/0eYAkKfCYv2gRKktUPJu/26jTcX+Inb8MY6GZh7CevyQEdG/7i6C/DTrgZ30+nb8qt1fTrg6jvyJ5GtTsS6K/4D2bzW+so7/Kt3gSUl6hv6v5tYif46C/DxXlsEaqob/jW8LqE3ufvzh5GtTsS6K/NR0fmxUUqL820TloLsanv5U5hSwiCqa/6dg5VkVLpb9lSy3X0lekvz34aPV31KS/4A+ju3RIpr89G432VLCjv1/BCqUpR6O/l2eIU/7dor9S1oZy4Zeiv5K6QSB48aK/JWdyKTz+o79J5C6mBiOiv9p/41ieoaK/GmSeBjX7or83bkbDzsOjv96spAE01qK/4RTam2U6or+79bURFCGiv+E3/pxCFqG/hdqR/k3KoL9jNBRQeTOhvyMtNaEF/qG/sM+97S9Cor/La5PfahChvw6VXyZW8qG//A0GAtN0or9nipYqGdqivxOf/M0OS6O/1n/NLtzBo79N1nBIH7ijv5Z47n9ojKS/V58H4++6or8WKlZpHYuhv8I+vAwT/KG/AW9c7ZCjor/yJncxNRihv1dxM6PqW5+/RRIRjj+noL/m7w3MBRugv+Q78/7saKC/ou8CtySroL8loDM3dHqgv/DtzuARMZ+/6tLA9w26nL/Y7hBfWNCbv6ONpEnYwZy/ZcvLHtiknr8IEf72z3ydv/8epir1B52/BgW5gJTgmL+DGlaN74CWv3h6gCQp8Ji/5fYbYlDFmL+i8HMcQr+WvzzywK9pzpK/FHzYzDFvlL8BpGKV1rGYvz/3JncxNZi//Y2vXrkxnL93hrqFgxyevz9O4Lo2C6e/5B5sLj0jpL/D+HMKWUSkvx1LDJgvCKa/Wuq1rHHZpb9aDdqtTrWkvzDSZbyyhaW/TEV6fOPhor9vnxL40Cqiv/GnYgxidKe/4/ytfZzrq7+EfVRHMPOpv1jUDYs1yai/VLIg870cp78UQqZZ3N6hv0HCK+TMlqG/6jrHqmipor8faJ59wL2hv+1uZwJyE6K/bCwJTYE+pL841nBIH7ijvymCYxTkArK/fDAJxAwBs78NMnNVkIKzvwz7CfBghbK/TD/dS7ZLsL9RG4Lhc0C0v1MGBhS877S/P8uRIiDAtb/bmGZxe0e2vxvAsvwgyLe/25LbKcmzuL+iOEOu22q5v3Qym2jNZLe/JmCaTmJbur82ud5ijgK4v+VbcsSZtre/h1M/rmTftr+qh98Fbkm2v7odKrD2g7e/Qi08dZ+Qt79gtJWZIg63v4BpBM78Ybi/tqdM4p+UuL9lbQRFiCS3vyUjlLgFyLa/GYZ1dOrHtb8m+tKG+1W1v2Q2m99YJ7a/EUg4dSgFtb/+zAbJhLG1v5YSOaF8ibS/psunTOKftL+m6EAGDei1v7/5vFw5dra//oPqo8P2tr+EK8fOOp+3vxo6kEEDerW/3eBAGPZiuL+sGNbRqR+3vza53mKOAri/6lSeKgfxt78tPq226q64v66GqJwIGrm/3TrOfgI8uL+qCi6ehJS3v0DFBtttLLi/i/LdrcVAt79dTGD/8Km3v45UiABFEbm/OjVZYRKIub/LNsPylQm6v5H/TniFnLm/UgNE2i/vuL+GsJUil0u4vzwAcLco7Le/lH6Am7Syt79S5qogBae3v28Td957S7e/JzE87CpTtr/+4wJSgmO0v8XDimBvqLK/vry2xtzisr/+KUtUPBuyv1G+Tz832ay/svHDQryDrr+WRH0PNpeuv2mJQsNXOLG/FBCGvRjWsb89vdcFgDKxv1tZ7scMeK6/3705FXX5rb9S7CN/PDiwv/31tREUIbK/66tQmnI0sb8pgmMU5AKyv2qGi56sp7S/qfMfLAzgs7/3jsnJwu60v30N5cIvJbS/yU4B+tlatb8/rvho9Xe0v8rFJxoRfLa/jGzGB4litL8fHK41+P+xv24lGLWSBrC/Zx5EGwBBsL+aNBRQeTOxv0U+puJQHLO/TrnXjvRvsr9mcMZ+FCWzv+fPve0vQrK/2QHTdBLbsr/GqcXJS2Oyv5Lf2se5vrG/BnHnvbd0sb8pjouMwyyyv12yA/VhqrK/KtzwevDbsb+MDJxwT/Oxv0nXp7GE57C/ZmopTueOsL91b30sNPOwv4WCeT6m4rC/5OQ5u+eSsb+Ix4rX+mqxv6YrwPqgDLK/Vs5TXKzAsb92puaRY/Cxv7EaT7lV7rC/H79XwcWTsL8abJ70S4CwvzP7YOp03K+/+ENn5XO3r7/gznSbTxCwvyZ4Bz19Ia+/lu3DyzDBr7+3U2fBocGqv+JIk7CDOay/IRzdHM90q78y2A0CwYunv2s4Q67baqm/jpLbKcmzqL8vTbRmskupv46S2ynJs6i/4drL+gWvqb9OLpvxQaKov461/yqmj6e/qVdyTQ70qL9C1A2LNcmovwLwUt2eb6i/5fYbYlDFqL+TiweQNu6ov4RDItTaYqe/qHqWTuvPp79VrIPCkIakvzH7MQOeZ6a/KtQCdlRZqb++XQ9+O4qrv49vtyjs16m/swOCFy+xq7+v4ZR/twSqv4M4TsO82qi/mAS5gJTgqL90ma/DW3mov/QKbNuDVqq/LzxDJWctqL/8QgyqGIOov6Nw+aYyd6a/x8qRIiDApb+xkkF6BVifvyQd0n55x4q/Ncx7b+mihb8uiKE/+kmCv8yAr3CirH6/tFWId9DTh7+gs6TvSluQv2GyYnEEvJO/BPiUSfyTkr8Ws4OwpwuSv+88m81vrJO/is/eLNORkL8G8bWaiF6Tv83+R6TrCZS/XxqC4XNAlL8xN/6cQhaRvyshQFFEJpW/7YczbS/rl78wJrEt7fyZvxKW5rU15pa/JKNXgPVBmb81H92TWjeav5RqoYeeNZy/wyRkmsXtnb94dTCHI2mivyR5JenNu6G/bJsdlibYor/dZ559wL2hv38BNYQHop+/fJGA7m1/ob/ozWVFJ8Omv2Qj0vUEiqm/fIAzfxhmqr9+9KJ6pPauv5CeIKAEUK2/rJdXG1P6rL9vG9IH7gSsv22K2zuyLqu//GAE4OXcqr8QaOOOWRKqvwUfx2mYV6u/cU9yX/duq784TJMnD/yqv4D0rY+FZq6/OEyTJw/8qr9CvnB+2iirv4c+AR6sUKq/sEXgzB+Gqb+Jpja43bSpvzGUeONqh6y/zixkiNxyq7/9GrzdKyWtv2lui9RnGKy/R96GYPgcsL+7AmHYi2Gtv+brUmYTram/nGElH4ksqb+2CRGgKCKjv3gTozIAC6W/cxp3zJLQpL8y85dlw4afv7fgT24esKG/UIAPrSJhoL+tJbEt7fyZv01ywrRYCpi/9QKua7Nwmb/1Aq5rs3CZvzurmexSZpO/ze+UW+UOlb92omKV1rGYv4aN8dz/0Ji/ILgKtxLClb/m9Ue21ISWv2BRIrAIbZK/4o0HB8Kwl781fz6U+dWZv1tyco7eRaC/HycU69brlL9xJIXZaD2cv16UXyZW8qG/RUZcRx4Kn7/Zycse2KSev9IW3aVDspy/eg/z4e4Mnr9U/OTmARuZv/Dgtb5aVJi/GoXFmmSMnb+rdzORAeGcv9PQlKOJ+p6/2eZS74fqmr+SoTZBUvKavwF6wqJvj5W/5sBBDo92kL+bpd6GYPiMv+pRQ++rvJC/D20+uMvLjr/OpPy7JdCQv/0ZetZwSI+/8Ep6avpmkL/fkJkiDteKv0XCcGzxrYi/pQwyVlc0kL9WvZG9fXiZv2opbJPfaqC/m26IQRVjoL8fAjLxtOyjv2yAVL67tai/xbCvjaAIsb91eEm7w8Crvxoy645HKa+/ZkdyceDprb++Tlw1NY+sv5q6kUbytaq/pRq83Sslrb8fwLY9aKWxv+OWQfGQGq6/piWQ7kmtq7/Wn4Nd7j6ovzDyG+vEAqq/coRUNUd4p79tiyjP2T2nv2pMtGayS6m/NcgjUFVhq79pUlGX3+Grv/HHGDt08au/6onbO7Iuq7+EupFG8rWqv8VSZ8Ghwaq//DNZYRKIqb8YZ8JPtsKrvwIcxF+637C/4mKsrmggrr/y5bU15ha3v8Kt0FW4lcC/tvo41zf6u7/xCNo2w/K1v0OdrzrnO7e/1CFoZIEIub9mVJ4qB/G3v20+6/PpcLu/2VH9Lx5Aur8WdOPz+1m2v8C9IFhgZLO/cRpazjZesL8NZfJt9py0v217zbdQ/7S/G3DjfHCXt7+sESN3uqm1v1ARDU34yba/kqYZuoFCtb9ULV20QuC1v2euK5ETyre/FGY7wNbOtr+FcnlieNi1vwSKqBOU3Le/7an48Wm1tb8c/gUmpWq3v/yFnYcnqrm/Dja43bSZur+bmHGGXLe1v1RqUWEkcbS/fIAhlp1jtb/AKXNnef21vxDHnMB1bba/QQy5bqtltr9YaRr4vkG3v+S3oCWPQLW/S1iMuBexsb/u/egnSfiyv2wB03QS27K/3sEr5MyWsb+friS9eTeyv9wTrkfherS/aZmd2uB2s78WbkbDzsOzvy7LuTVdorm/24LJZCCnuL8g/c68Pzu6v+GPOi/gAru/QmDNdoCtvb+S4F0WUtW8v6VEkzn4dr2/3VDGxrgQvb8LUdHbmYC8v9oLtS1kiLy/GfyXU9oLvb8YSH2GwVm9vz3wevDbUby/kiPv82D8vb8TiYOTqa+/v/wrIgqW076/8KX/TniFvL/S5zzFxQq8vw/Kd7cWA72/oMvhSJqEvb/n1t1s9e6/v5xJ3AJka76/m4mZvWuPvr8Z0BToQ5m/v9f5tYif48C/nkZQhEhywb+SGpCJp2W/vxzH6zj7CcC/FDrKPbtevr9S0B/9JAm/v6MQ8+HuDL6/zsVPLU5eur/Vqf/FA0i7v1JTXKzAUbu/BJ7iYgWOur80iXGqLq26v5g+6/PpcLu/WACj30Y+u78LZflBkC+6v0b2+iKtdbq/eSabAysdu79K9cO5R0a9vznix6fVVr2/m6y9vkhrvb+7YSzzIr++v1oOXfzmy7+/nbwtUp9hwL9PDl385su/v1R5GtTsS8K/XJQz0tEyxL9QJ6pZU2rEvzyZ8yYApsK/Uxl5sfBdwr/uzH1URzDDv+dlCJi4fMO/XcsTw8Ouwr8pSLoVzPPBv7lCUA29r8K/sKOxDVxOwr+bkXXZjA/Cv/euJL15N8K/MVx2BeGTwb+mN+hygDbCv5y79ug5MsO/zU24p/kow7/uJgu7UwnDv8qoBeyossK/8++hVSQMwr//CXIBKcHBv86hqN3Ya8C/RIoCofrowL8UF6Y83oK/v8KIW4Bszbu/vPitBhEpvb8V0UtRqci8v8MFH9HQhL+/FPoMg7M6vr/FzWwZwVW8v0YWaP/ewLy/V8OuMmWtvL8skY6WoaS8v3ebQWgc3by/CbHwXfJ/v78cx3StOIvCvw3CIM/rJsK/aPsfGiNlwb/JSNtUb0PAv+L5tYif48C/Uc058aIDub/o4Z+UmHS5v/Wvig2227i/PnUsRtyLuL85fADgblG4v3Eifo5D6Le/5L+y/CDIt78OSuBDq0i4vwHzG+vEArq/pS/6beSzub+l8gXBAiO7v2jzMRWH4ri/kvSFfEiEur9tiXy/Dx26v0jhflX1JLu/8fnvhFfIub9JocGa7QC7vxSa4ut5y7u/1BJ+shXevL+2rkiPbzy8v/pululIiLu/B0mp2kUZu7+tOaIqfny6v7m5J7VuNLq/lzmiKn58ur9Ux7m+0d+6v+4gMfsb2bu/1eyQoxJvvL/lS3Loa6y8v28pbyYyILy/43q+YSiyu79ykaTAY4S7v/VB1UCzU7u/RAiu4j4zuL+Vv6fnP1i4v0HmwErHhra/LLd00QqBt7/vV4h30NO3vwIWSwGDTri/oIsSpRdeuL/E9htiUMW4v6mgjnLPrre/m2zuGsZEuL8bfoCbtLK3v/rUOd+5iLa/OcUcBTAMt7+ZQa0tdnG3v7oNGOtNd7e/9hJ33ntLt7/dp20hQ+S2vzGkeL+Ykbe/TMOcSeqqt7+vQa0tdnG3v0aTB35Nc7a/oEiBxwg3t78Ka4SJQsO3v0EDWgTyzre/eWka+L5Bt7+XUJ6zey65v9d9dYbTQri/GLy9mnZ1uL+HPaKhCT+5v9lo+bgb8ri/2Wj5uBvyuL9Mw5xJ6qq3vzr8hWpfCbi/LzAbrYcDuL/D3Eu2SxC5v59xQvkSqbi//koXrRB4tb9LCeVLpGK1vw9kngY1+7K/+D2m4lAcs78qYJ6PqTi0vwnU8IzZVrS/kT2QuI48tL/1FS4DJ9yzv6j90v2GGLS/OMjTKducs7/41/ADZRmzv/Zvu2kztbO/5Zx8Esnps78H3UTisX2zvyiMFuZeO7K/og377PEEs79U2AYuJ/mxv4QDUzBYPLK/WWt9tagwsr/oWKLi2ZCwv/u81wWAMrG/p8DMZyqFsL9jAH8NUTmxv9cuqkdq77G/9uxs0Rxqsr+WTbin+Sizv8Zba/D/I7K/LCu15b+csr+8r20PWmm0v8Uqn7v9vLO/+mjnz6Dvs79pZ30+HW6zv/j0ib2PYbS/fWX9gtcMtL/3I9Y2TGezvz8MnHBP87G/Y2CppIqos78WX0oo6Jayv20pQD9bq7K/68Z0rTiLsr/8tky+zZ6zv1wz3eYTBLS/jR5sLj0jtL93uLZPUSC0v+WcfBLJ6bO/omeIU/7dsr/Dmajvweayv6T4fh86tLO/HWny5IFfs7+nqdDeLNOxvys33V2fxrK/c/x+lsV2sr8aJOFLLdeyvzTpd29yF7O/aBkYUPC+s7+lHndDHpOzv5dzsMvdB7O/jvh+Hzq0s7/bOZtW5Om0vyA370Yaybe/bq904/P7ub/+0wJ2VFm5v9motnMjFrm/e92J80rSu7+jTeeO0J28v5UI1vV7Fby//KI2QVLyur+Q6bFrKvy7vzGH8e7oS7u/hxp+oCxjur9psL011C28v74pejsTkLu/37UnPuNxu79SU1yswFG7v4GK0CbRvru/L3lJu8PAu788sLIg8728v+49yrRGIb2/L5bidO4Ivb/AGpueiNW+v7wE1n7wUr2/Ztf+q5g+vr+2NGtKjYq+v4roegLFzL6/Yw+fei1rvL++tSc+43G7v8LRd6UtiLq/vRgJ+sdxur+9fr7Ys3S6v6lmbuj0ILq/h+boXQRpur/n/MOnXsu6v9U1rcjTKbu/zbp7HDDWu7+4COEKXYW7v+ZIqdpFGbu/fF0PfjuKu7/WbBYuAye8vzPHub7R37q/dvCFBb3Bu7/XxqOUDwC8v5cipqGAyru/qI8vGv+Su79HohUCr6K8v+Lsm7jz3ru/XuLd0Zc2vL+myqMLm8K6vwu3hrqFg7y/fX18Wm3Vvb+gvUQqVmm9v7VGHgofSLy/MorFEfBOvL90JW+vpl29vxFkze0LcLy/hbUcKQICvL9Rrj16jsy8v7zqEOjMDb2/bO3O4BExv781URmAhYrAv1kM6FWC2r+/CmOWhKZAv7/Yw+xvZG+/v3qYlVhSvL+/lhFHSbCuv7/cyEBOsdO/v0qtBhEpnb+/zKkcxF+6v7+0W9dm4TLAvwuAWuRgIMC/JI7ihteDv7+6xWwrqtC+v7kRUl6RHr+/aVEEBLjSv7+jrpAzW0bAv4FOO/aRP76/dDRrSo2Kvr/nEV1zco6+vyxvyRFn2r6/WPt2FDe8vr/rcD64y8u+v5cOfjuKG76/23Q+L1eOvb9NuOU2KJW9v7+4+2DqdLy/bgECXOlPvL8v7vo0lvC8v5k/SnCMgry/2v0XDyBtvL8F1qpE15y8v+aaNlM7bb2/q0nyLCZLvb8dzVbv/nW9v/6R4v1iRr6/K9KqzUvavb+AsRyydj+9vyBs9e5f172/nbvEbhAIvr+KvUQqVmm9vynnJpsDK72/csaYfy6QvL8HwS53H0y9v6RCHpOThb2/Iex6eVCPvb+RSjt/Bn2/v9KIg5Opr7+/O9rSzp9Bv7800/40DXy/vzojmPlMpcC/k9gRQwhpwb+P2dEgqxnBv2OayS5lNsG/3i9qJQ2gwb8n7/ehQzvBv5qMLBAhG8G/pUxvVRn3wL+vq1CacjTBv65E293jgMG/dcGBMOzFwL+MEftjfcfBv7Igboomc8C/MSsscYIbwL/tERGOP6fAvzZ+5T38LsC/t3MnV6CGwL98goRTh1LAv/R4hkrOWsC/o7t4id0gwL/srTJlrVy9v054KHwgcb2/0NRW3RX7ur9Fo2lpcES+v35jt8NJkL2/6UX9ynv4vb9ibVRrAum+v4M5vyja7r6/0FEaLnqyvr+mVmP35aa/vznmo0xrFMK/qW5c7ZCjwr+6Lp8yiX/Cv+yqJEbudMO/Diuq0N4sw78wO2ZJaArEvzq9a4+eI8O/1L0VQ3/0w78uc4+MOrjEvwiOFAEBrsS//YcARRGZxL8Kr0G71anGvyVY/wKTUsW/OMxcFaTgxL8QXP95HhXEvxYWLgMn3MO/Lm170EqjxL8+LP43oM7Ev1eXB/XYNcW/CO61I/2bxL9fX96xBojEv11RNn7h/MS/pebLX6j2xb/3J3ELkK3Jv5I1AxXzWMq/XD2Md0dfyr+zhDP2oyjJv6klUrFK68i/r4Xz00bZyL/lTV4akxzKv/16KtgJwcm/NJ0ihWLdyr81sd50d33Kv29rGBNhtMm/idaYW1yax7/NzBiy/7PKv4gv71gDRMq/3m/CPc1Hyb/oKDHpMl7Jv8vLz18fgsi/YL+RvX14yb/jmINv17nKv133ugBQJsq/UkRgEdokyr/E2sDlJD/Kv6lo445ZEsq/SfJmIgPCyb+K/dnRIKvJv5JxN+QxOcm/vVayb2tDyb9xRSsEXkXJv6i0P00D38e/gtXYfbnpx79W9nGub/THv/lBuEJX4ca/GnWYvL2axr8zhhQT6ijHvzrtic943Ma/1BZsQCaexr8Kr0G71anGvxU/eKluz8e/SUxrFNIZx79sLJLBvr/Gv7bPz9aqRMe/1gHwcm5Nx7+hynv4XeDGvyHPJSPKc8a/U8hcnhgexr83QsNXOFHGv4P5vFw5dsa/wpbmtTXmxr8NoZmHsB7Hv9cIxAwBE8e/JSjzqzOcxr8dAHvMCVzHvx5h3Myo+sa/zzQ8Y7YVxb9Qfa7Ulv/Cv1YwCcQMAcO/KkuOONP2wr8a38Sd997Cv/UGMmhAr8K/9QYyaECvwr+V6kJi9jfCv+N/T89/sMC/q4AEmEHxwL9kzx5PMOHAv7yg6P81u8C/jMJBDo92wL+FroUeetbAvxK3w0mQHcG/5oSjrcwUwb/T08h5nHTAv/LuOHKVsr+/CXKysDuVwL9g6e76NJbAvxCMglxASsC/iHxwl5c9wL+wGV1hiRO8v+RmlvsxA76/bzhrwRhNvb+P7dn18qC+vz+QbVf+VL6/2UNy+lQnv79NOzTPPuC+vxg0VSDLqr+/5QO1P00Dv78VEmiIU/69v6fH7ObvMb6/h1UPkCQFvr8WSdHtgvu+vzqXQfGQGr6/QMfWvC1Sv788JRi1kgbAv/QS0WviV8C/bWNgyTU5wL9+g0QxKgPAv4gvy4YNP8C/wE+PXVPhv78uI+Tef4y+v4nmBVxg276/2/eMx23Zvr8S6u+oKb6+v72TV6THN76/Xqi9R72ovr8NFOhDmV+9vx3NVu/+db2/c7pwB09mvL9nOut8Xq68vzRBtAEQBL2/5GaW+zEDvr+GOz/kH1C+vwFxPrjLy76/ZQkfSFxHvr/YTMZPLU6+v7qC202bqb2/odcU1loevb/xNIF0T2q9vwPlm8rcWb6/txqms2lFvr+xkIOBwDS9v9IcMYSQFr2/hxJ+shXevL9wD6qPDtu7v0Jvtyjs17m/8fd63vLWub9Gixl5sfC9vwhbeZgzSb2/lR1vwY/Yv79DyVZ4c7O+vwp5hkrOWsC/wl03kXhsv79Q3caCVWzAv0t9JWBZfsC/IaxmxDQUwL8KLOE5RFzAvwuGbqBQNcC/jAUf0dCEv79wzCqbera/v2GQIXLLbcC/zKkcxF+6v7/4GDENBVS+v26h6a0q476/d7YZlq9MwL9qH+Rn9Mm/v1uARWiTaL+/cgDL8oMgv7+vBSrmsfS+vx/b/iIkAb2/TmwABEFHvb9uhFD0/5q9v9IizrS9rL+/ENxHdQQzv7/ThiNpEnbAv/R5kg2k8r2/r1+3TL7Nvr9RdB3wsz6/v1+FmUbgzL+/V+qu2NdGwL+S21Hc8HrAv4YbD5f4nsC/DzL19TNxwL9JyQqTQMzAv7KKrFTbucG/yhEGeV43wb+vmFSIAEXBv6ZAR905zcC/6EWm0GehwL/VFxo1TkzBv7qlPN6CH8G/5dCI4LNiwb/dD4a9GNbBv5K4LdsTn8G/+Y5Lambdwb/OEEabu4bBv5EEEw777MG/FA4RF7Tkwb9sOWguxpfBv3Og3epUS8G/A6hbOMjhwb+NxRUxlnnBv03OXnGNMMG/Bhaljulawb8eetqxj/zBvw/r7BXXCMO/dW5R2K8zw789yNMp25zDv9WKQN75qsO/1+uh3phJw7+yEw+p4RnDvxqrL1vP5MK/w4CYIWDiwr8O3gTAVC7Dv1tJGZJuBcO/GvjUa1njwr8tqa+fiYPDv8Fy8O06V8O/EoqLFThqw7/SwmkhzFjEv6SY3fw9xsO/HkS6nkAxw78AAzLxtOzDv7H5Pv3cZMO/B5SfSLNBwr/Uk5Qz0tHCv5j1qvwyscK/Sey3CFspwr9QAHT4b8nBvyAizQbJhMG/O0HxkBqewb/JgA+tImHAv+hLuoxXtsC/B7fDSZAdwb8okBZd6v3Av5XNqajL78C/lRpPuVXuwL/XeHs17erAv5RmNOw8PMG/09ncNYyJwL8DZcpaubrAv92FY4tvxcC/hmi0p4KdwL+WJzcP2MjAv3e2GZavTMC/ltR9Ql61wL91TuT7fejAvxBc/3keFcS/7igfALhbxL+o0cYdsyTEv3K2K38qT8W/kOrL1jO5xL+bnSbGqbrEv9uU3YWyA8W/q2N9x5GrxL98f8IZ+1HEv+K1gctJfsS/ZV/esQaIxL9gBhEpnV/Ev8gwqGIMYsS/AnUEM5+pxL/9bvB2r5TEv3ZmskuZTcS/KgJyExI8xL/Efg1RORHEv6Hxn3DGfsS/GjwbEipLxL9VgHfivJLEv5XRuwjStMS/tv3H6KWoxL/f6tbrFCnEv+5JuDBuZsS/aKjvwebSw78nXb9XwcXDv5OTfgkQ8sO/2/h+Hzq0w7/KODzaQdjDv2GnL+RDIsS/gRkNOw9PxL9FIZadY1XEvw7PkZmrgsS/ZvrosL01xL/zr20PWmnEv9hDpHR+UcS/dmayS5lNxL94Gs0Ysv/Dv9/90v2GGMS/dmayS5lNxL+hPkWBUH3Ev6NSAXFlHcS/GulhRbA3xL88z5yujPLDvwXXJRHh+MO/qV/pxuf3w78AhGxEZ+XDvzzPnK6M8sO/GP7dEmiIw795ey4ZUZ7Dv0DxANLGHcO/5mscVKiRw7/Ln7GW0IvDv03vgBaBvMO/FkrDRU/Ww79uG432VLDDv+fFqbq0asO/+NilzCZaw78SS4Mj8obDv/S2QansLsS/YgG9SlD7w78Ew2khzFjEvy9OV0b5icS/E6UQiv5fw79wpuaRY/DBv0jc+4/RS8G/OjE1GJHAwL/wvYzOQXPBv3165cZwbMG/Fko60RFVwb88Is0GyYTBv87kObvnksG/B5ifvz4Ewb/H7Y0QwLnAvwuE488pZMG/tAynhTBjwb921vLowqbAv0Q3SdSA1cC/1pJAzBAwwb/1CjLfy3HBv4/hWoP/H8G/eA4cLJVUwb8r9sAm9ZDBv/mp0N4s08G/85zoiKr4wb/ukMAQy87Bv0EJvThngMG/QuaYN4qkwr9ChvcUjrbCv5j2X8X08cK/awoRoCgiw792Y94okkrDvzoSmgJ9KMO/hLXXF2mtw784UZff4ZvDv2SQn9Enf8O/hQlRwoVxw7+eGs0Ysv/Dvxq9VWXcQ8S/g6EbKFQNxL8MEo/tm7jDv+EsFGJirsO/ObE4At6Jw78IGWOHLn7Dv7CaUqOit8O/1cWepdP6w7+2WpXompPDv8yAjQx/csO/kTwxPOwqw7+BKTUqejvDv2D3FI62MsO/kTwxPOwqw7/gW2DbHrTCv9+0LWSI3MK/D2M/ipLpwb81QqZZ3N7Bvw0C3onzSsK/TEXxB6ZgwL9TxPeERd++v3ELlO7AOL6/j+x6eVCPvb9dTdFkDr69v1ZpIcxY1Ly/hUBrry/Sur+1Th74Nc25vxVxIbpvWbq/kWZj0xOxur8nODiZ+vq5v1kxbxRJpbm/KzFk/2c1ur9ctj1opVG6v63T7EuSebq/XBzzRpFUur9JOwy8Af66v99Pcl/3bru/ylpGcBX3ub+L0Bgpi3a5v0bNOfGiA7m/kEb29uFluL8KImhkgQi5v6cgCeje9re/XoQo4cK4ub+7eBaTpW64vwAc3RzPdLu/4xE1YDWsur+0F8d7gdK9v+29RCpWab2/MT7VySeRvL+vQb8W8XO8vx7mxx5hGby/N3T13HZcu78KKAWVrp67vxd5PqbiULy/bLI98RmPu79mBfe9k6K7v0ctZIjccru/i1NnwaHBur9dU1yswFG7vyALbNuDVrq/VBJLiveLub/k/2+3KOy3vyipwYgEhri/ZrzIr1flt7+mg+qjw/a2v5JUnioH8be/EgB7zAlct79Buj3fMBS5v3gMuW6rZba/v/R+qK7xtL9O6EAGDei1v0rM8J7C0ba/5AjPIeKCtr/ovmmqQJa1v/ZpMCKBIba/umTRLlNNtr8Q1TnfuYi2v83fAtv2oLW/aQdlkF4Btr9lDjkq8ca1v2NaHl3YFLa/lfnHcRrmtb/FislSNyy2v2MAkfbLO7a/dG0ab0oEtr84KP7AFAy2v6fA3lClh7W/ygCnII4btb+vocXbNN60vwwZAiYu37S/KNVE9Jr4tb95jD75mx22v8lPYHZ8bLa/bXJuTZdotr9TRyJLZiW2v+Cp7dyIRba/McecwHVttr+wfqHaVwK2v+yDAM6F1rW/wDcQhr0Ytr+2K+gN3u61v+FdCKqh97W/27DBdhsLtr+75Fa5QwW2vwslKp4NCbW/JkROKF8itb+IdPkdvjm1v5KAIZadY7W/whEjd7qptb8ty6dM4p+0vyv9vNPEOLW/o+2qDhwstb+vbTCZDOS0v06XEgq6pbS/8IhUrNI6tr+sRbi54qO1v0JaHl3YFLa/0Lzp7vo0tr/txpGrlP22vx9mO8DWzra/fog+ghBbt797o1eA9UG5v2jllPZCx7i/lfHHgwNhuL9FLqYGIxK4vwfPuazoZLi/KwNaBPLOt79M6ZRtzom3v7znKtxKCLe/538AV/oTt78vAhGyEZ21v83RZbyyhbW/rKXiUBwTuL9cxScaEXy2v4HwcxxCv7a/MuFsbHoitr/5913glmS1v80RI3e6qbW/ekBZxrTPtb+HtLbYxV21v4YAnAutq7W/ztw5zdANtL//J+HCuJmxv9UDaVoaHLG/ZXAzo+pbr79JWlGF9mapvyN2UcbGuLC//8MNrwe/rb9WF92lQ7Ksv72OBwfCsKe/ohVWFmS+p78BeASqKmyjv14sNaEF/qG/GM/IAhGyob/TVNWTbCClvyJeUfyBKai/JClWaR2Lob/+Jt2Bcbynv3twD9H0VqW/XayvFhVGor+3+KpzvnOhv/fL9N8Jr6C/D1vuPpg6nb+pCPBghdKkv4zslORZTKa/Zg1A/opZq780FAmDPK+rv/OpKxqIB6m/RhVA7KHeqL8nl0wGcoqtv6Zr2PADZam/fIcdQ20Lqb/1iz75mx2mv7qxIPO9HKe/VC68MOXxpr9a2wJka96mv1dzzck5eqe/6Y4HB8Kwp7+divFldA6qv4I/OIcRgKe/KXPCtFgKqL+oB6PNXcOov8PGnMB1baa/y9sYji2+pb+Se+PhEt+jvyv+G1BnSqa/LY8SHKMgp79PkuY+qiOovw5LLdfSV6S/Il3glmQVor93Nscz3eajv36dxWSpG6a/ZLUKQIf/pr/n5bU15hanv6YqvLlZL6i/bPNHP0nCp79GDlYoTTmqv8JdJaj9aaq/Q2zuGsZEqL8BVJMVJoGovy0g/tL9hqi/ya0VZ1HqqL8UD4J80finv5sExJV1UKi/VltyxJm2p79AsisIn4ymv2NpGvi+Qae/GvBd8n/fp79/v6fnP1iov2uhusZTbqW/gVCes3suqb+kclxkHGaxv+Ki/ESaDbK/hU7k+33osL9ybf1w7pGxvzUOERe05LG/jsOKYG+osr8jZJPxU4uzv9CYVIgARbG/0qb8uyXQsL8PI4LPisWxv2u94hphorC/DSzWJGPssL8sUE6NAWqxvzvSU9M3g7C/KaWHFcHesL9sjpahpJyxv538c4HkBrO/cDPS0TKUtL+OFLlcwuqzv0KweCQ72bO/6KBxdHM8s78SH3dDHpOzv6buy02/e7O/7rNthuUrs79wM9LRMpS0v75FkKalwbG/aFLZXSg7sL9gL/Ysndavv/fgaCszRay/van0sCLYq780I7zLQqqqvxtMcuhrrKy/1rpwB09mrL9xyAIRshGtv9d0KAWVrq6/WPG4LdsTr78JovTCC1Ouv9OG0K9F/Ky/4vHZbH5jrb/S0rXiLEqtv1PnG4Yiu62/tL05FXX5rb9K9cO5R0atv7CbTH39TKy/DoQStwDZqr99v5zSXuiov6bMGLL/s6q/QEm07yaJqr/aIrG2YTqrv/DuG3Q5QKu/ocgYO3Txq78DU1GX3+Grv+z17w3MBau/TCPH4CMaqr8w9voirXWqv1RhBODl3Kq/x757k7uYqr9QaNh5eKKqvxLsUmYTram/W47QnVyBqr+nTJ488Guqvy1roYeeNay/bvIFwQIjq79KZNgC7d+rv0TatdBDz6q/F47FiHsRq7+AnIPmYnypv0QOSxNsyaq/jxj+5OYBq79GQutqdTOqvyPoUu+H6qq/Ap82ysYvrL/Kz/fp5yarv4jawOUkP6q/FIPmYnwZrb8O1p8v9iytvxLPy5VjZ62/REh9hsFZrb+DG8fyDJWsv22ssqln+62/K3Ezo+pbr79YvSPrshmvv1c9nmDCYa+/tXFU4o2rrb9n+c5FtHirvytaJTFyp6u/x/itBhEprb9XrLKpZ/utv5GMbeBykq+/TAtICY5RsL8S+IzHbdmuv21V+WViJa+/6zQqejsTsL/VaL+8Yw2wv72OrMtmfLC/1NhdKDtQr7+28dlsfmOtvx5G4Mwfhqm/4D2bzW+so7/efqzvOHKlvzDqwMFSSaW/2eLW/f2jpr/zMy0NjsirvyYnx1ev3Ki/mPNHP0nCp7/CtN7rAkCpv9oRQHUWHKq/A3Z1mLy9qr/gNCp6OxOwv0DVc9txba+/zDxHZq4Ksr8KeQ+/C9yyv0VTLcXp3LG/PowW5l47sr/tsfjfgDqzvxvVJ/Y+hrG/F/bLO9YAsb8F7CN/PDiwv9Y3/pxCFrG/2XwPNpeesb+dVIxBjO6yv4ODzaVnhLK/dEcQYusisb/H0pEQN0Wzv51UjEGM7rK/fjAU2e1wsr/IjDclAouwvy62DoHO3LC/Dt57SxetsL+m8K0Y+qOvv7LAzGcqhbC/JlLZXSg7sL8zkzZlJOivv2j0onqk9q6/zporPlr9rb8bWfnc7eetv9hpXwlYlq+/g2NgyTU5sL/BfAQhti6yv6EKJ8rqAbK/CI6LjMMssr8JQqZZ3N6xv9Q6x6poqbK/i+QupgYjsr+WCifK6gGyv0nyy8RKPrK/Sx0NspoRs7+qYjR1sXmyv0NFhZHEUbK/FIU3N+sFs79afO72806zv1jr9yq4eLK/CUKmWdzesb92MpSUM9Kxv9hiP4qS6bG/hfcquHgSsr+uPsch9Guxv9HYHFjp2LC/sxpazjZesL+uu3iJ3SCwv5nvDcwFG7C/9kMmFSJAsb/mZ5No302yv7EpS1Q8G7K/cd/ax7m+sb9Nzl5xjTCxv53RPal1o7G/gCEjU+izsL9R4zE5Wditv4hCx5h/LrC/d98xws0Vr7816vq9Ci6uvxFQk56avqm/MkL2f1ajqb/4SlGpyFyuv1+rkWrEq6+/B8fLp0zir79GhPn560OwvxxGseVIEbC/jCsX9bRjr79suTme6Tavv2ZjrK5oIK6/P5BtV/5Urr8C8cNCvIOuv32MePVTAq+/xIfjRrUmsL9W49o+RYGwv/hRzkhHy7C/RkcFTQqzsb+yWheJPoKwv60HXrzEbrC/0EcmjK0CsL/D8GEzx7yxv2Tuy02/e7O/0wn7dWZCtL8fLn7z5S+0vzei2wX3vbO/DWST8VOLs7/ehqzdT/eyv5PWhnLhl7K/RQoRoCgis7/zktRVLyGzv3A8MTzsKrO/1HqEZXDNsr/IYLS5axizv1LY+xhGibK/rvWq/DKxsr9Sfm6yObCyvzYFvcHbvbK/o4/1HUeusr/JrhmomMeyv7q17UErjbK/1S6fMol/sr9X0Sd/s8Oyv2KRasSrn7K/Bw4GAtN0sr95Ua0JpHuyv8x8BCG2LrK/k9aGcuGXsr+vTzhjP4qyv5qdnVFsObK/9iACFEVksr+PqcXJS2Oyv/yZswSjVrK/ifx+lsV2sr+qiCyZlViyvz2YPl4+ZbK/0huuNfj/sb9CUa0JpHuyv/WS32oQkbK/ilYM/dFPsr9/sJlj3iiyv8pgv85MiLK/xifWrdcpsr8nmD5ePmWyv8ogAhRFZLK/m2zcMUtCs7/SXj8TByezvz/vArckq7C/0nU7nATZsb8HfRpLeA6xvxP9n9VoxrC/U+Fag/8fsb83DhwslVSxv+fnGPPPBbK/mbXtQSuNsr+v2+VlD2yyv9Fba/D/I7K/dX55xxogsr9LAHT4b8mxv0iYPl4+ZbK/HGYewnpcsr+NlYBl+UGwv3Icz3SbT7C/MB5EGwBBsL/9IFkOWbuvv7Yy9qMoma6/XGDjoEKNrL+9NgEwlcusv7oUFJgdH6u/gO4QX1jQq78KKWQRUbCsv7Jnwk+2wqu/wEYMIaRFp7826ZRtzomnv5/mBVxg266/Yzsi5sPdqb8WYM12gK2tv26bTH39TKy/C91+3mlirL9r/4Ggo+6sv2wQ8+HuDK6/w0Ce100krr9JNuDw8Xuuv+Wt22qZBbC/THvxiUYEr7/cKFn8b0CtvyDSqs1L2q2/iAkqXT23rb+swBhNXWyuvwU21dsQDK+/o6ucf6Ubr7//q7KpZ/utv5QM/n9Euq6/O0CIrYtEr78AYM12gK2tv2VSO20dAq2/OQZLJVVErb9ZFTXXwG6pvylQnrN7Lqm/9AUcPn7Po784KUtUPBuiv85mcik8/qO/DTq8lYc5o79njFQjXv2kv6Qr/jegzqS/Nx53Qx6To7+zObGApsmjv4yaB2xk+KO/jXFGOlqGor+SDRwslVShv5Lq9yq4eKK/MIPjzylkob/W+Wv/VUyfv/czH2Vao6C/lhWxUb/ynr9uvE8/N9mcv05kylq5uqC/MusYalvIoL9RqdvzDUOhv6j5YOp03J+/VBERjj+noL95WfZJmzKiv1tyco7eRaC/aSbzqzOclr+1R7TvJomav7zFnMB1bZa/4MICmiZPnr+Dd0m7w8Cbv5Vb+VN5qpy/woTFmmSMnb8ZtXCQw6Odvxe1ZXviM56/KfnAnYBToL8mybX0FcWfv4u7I+uyGZ+/ranxHdAioL/TkTZlJOifvxa+TKzkI6G/8NK9ZLsEob/vPn2YqtSfv1m+V8HFk6C/9O4NzAUboL8koOmtKuOev3iF5tkH3Ju/j2LC2CoAnb/H5RuGIrudv3U6OBCGvZi/Mqj0sCLYm7+cCkgJjlGgvw5U+WViJZ+/bHlGKHELoL9n4w1nY9Ojv3DPyAIRsqG/RQNeRTmsob+UKWF+/vqgv3Z8DzaXnqG/SJ8oIpMKob93MCoDsFChv5ybM8Dot6G/pxjlJ9JsoL+SKzg0WLOdv0Bjze0LcJy/lCtDSTkjnb9OoN6YSXOfv52uhsxu/p6/mSRvr6Zdnb9y9NnjCSacv7lWfWLvY5i/OLfIOMwimb8Oe+PhEt+Tv1dR9luErZS/aIcoWE57mL8jjbpzmqGbv0vHsuo3TaW/MRkqOWvBqL94gWrofZWnv6nGhpazjae/r3PNyTl6p7/9vPQD3KSlv52PHTGEkKa/MRONCD4rpr96DMSDjNWlvz1tGm9KBKa/WebLX6j2pb81WJ6hkrOmv0okCV9quaa/zqCknJGOpr/gSiLC8eekvz65CrcSwqW/sGJnnc/Lpb+Kd9hVpqylvxpfcjsleaa/yPNdaQuipr/wereNjh+mv4+kmf474aW/y48oRmUApr+IQzj+nEKmvzhAWca0z6W/RJrmLMGopb9vMryncLSlvzETjQg+K6a/oCvoDd7upb/EYlyI7lumv63i1v39o6a/nA+YppPYpr/NVLRUydCmv2hiRl4sfKe/sCfollIsp7/4IB8SodamvxiT/GhsA6e/tHfNQMU8pr9wd8Ir5Mymv0Zfcjsleaa/JiEqJ4JGpr9MDLluq2Wmv553zUDFPKa/+ebsnktGpL+gK+gN3u6lv3BmUeqYrqW/lgX7/tp/pb9pqJl1x6Okv/IFESmdX6S/eJ7xuC3bo7+diYAAV/qjvzGNak0g3aO/6p4H4++6or885/ezLLajvz0bjfZUsKO/IzPS0TKUpL+/F6Opi82jv+lSF5sn/aK/pgYnU18/o7/wf+NYnqGivwcR2iTad6O/VayDwpCGpL9U1UT0mvilvxZZv+A1A6W/Z/9HpOsJpL8LVuu9LgCkv8GomXXHo6S/qigU69brpL8ZwfR6Z2ekv7p1MIcjaaK/mJWAZflBoL95NBRQeTOhv2UcxF+636C/SABp445Zor+1NrEJGwelv3e6K/a1EaS/lnjuf2iMpL/P+0ctYEelvyLn4Ylq1qS/i/s8GH/Xpb9mnG28oJyqv9UXx3uB0q2/OEWpY7pWrL9XPZ5gwmGvv9DvDcwFG7C/Pws99KzhsL8BrFCacjSxv9dtCIbPAbG/mZFqxKufsr9X38Sd996yv0x5D78L3LK/hB+NbeBysr/k29pQLvyyv10mVvKRyLK/LZvxQaIYtb98wfR6Z2e0v6Fp8uSBX7O/OgmyI4YQsr/N+yovBNWwv3l2RrHlSLG/DaAoIpMKsb8HjSwQIRuxv+ZmNOw8PLG/o1oBX3yisb8al9TMuuOxv0jxbEioLLG/ElmXzfggsb/ix5Xs29qwv/R3sEJpyrG/rsC2PWilsb+24VqD/x+xv0iX3+GbU7G/2skVqCE8sL90BirmsfSuvwDpOTJzVbC/dB0UhjSkqL+eAc8zy/2ov8tqRkxDAaW/1bn/oTFSpr+PhVQ1R3inv1Wlmf474aW/UUmexWSpq7/zt239cO6xvzxUTgSNLLC/LphMBnKKrb9v2Wg9HMCuv7MCNYQHoq+/GPWieqT2rr8KWxeJPoKwvyG4eBJSXrG/xnelLYhasr+5nZI8i8myv6hTLcXp3LG/hm3yWw0isr8xF1pXq5uxv+4KJ8rqAbK/F5VUEXWCsr8pP9I21duwv6s76OkL+bC/HSUCi9Amsb8KnqhmTamxvxmj/ESaDbK/en+3BBritL/Ej/UdR66yv3e3V9OuDrO/ZqRbwTwfs7+DVHYXyg60vzNRl9/hm7O/6q4ZqJjHsr8Vh6zdT/eyv/hZ4B/ZUrO/ZJazjReUs79Ka2eL5lCzv20FvcHbvbK/TmST8VOLs78dH3dDHpOzv7zRMpSUM7K/U9pwv6p6sr9JaJNo302yv/d5MP6uK7G/rabmkWPwsb8eNnPMG0Wyv9R5JenNu7G/hHZGseVIsb+A16exhOewv2dJevNupLG/mYgLWvIItL9Mrbbqrti3v2XhVkK4Qre/JZfmtTXmtr8kPVlPKQ23v+wTjQg+K7a/cAGyNW+LtL89VGDtBy+1v4+/dL8hBrW/zXjuf2iMtL9ZJ59Ecvq0v+NEWT1AkrS/kieqWVNqtL/jODHFYGi0v7LzFBcrcLS/NJadY1W0tL/mI7X3qBe1v1vPkZmrgrS/8/GfcMZ+tL8gpEWXej+0vzG3QansLrS/5exLknkatL/1C3AcyzO0vy8DJ9zTfLS/uWCej6k4tL84NTxjthW1v7DlbOMF5bS/9twjow4utb8tz4aEyhK1v5P4XeCWZLW/EvAftYAdtb/BkrMWjNG0v7w/+kkSvrS/mxkCJi7ftL/M+Gj1d9S0v4qgUDXQ7LS/3BeNf8nttL8ecKU/cdW0v2F82Mwxb7S/9Est19JXtL/CEjmhfIm0v52NXzg/bbS/MmtcdgXhs7+vN91dn8ayv+xzpbb8l7O/cX5jnVhAs7/wj/UdR66yv/Ig7OmChLO/8DVotzrVsr9Kn/zNDkuzv5Zp8uSBX7O/iwM9BpZcs79a/t0SaIizv6C11xdprbO/ik8iOX2qs78FAtN0Etuyv6gwCcQMAbO/RPK1mohes7/LTa2SGLmzv9mSvittQbS/L6mZdcejtL/lrI7Xcfazv98/BV/zLbS/efMJAkoAtb8z4oKWPAK1v7We245r+7S/QdDa64u0tr+fu3RIlkO2v4mVfCSyZLa/avRSVCoyt78dX0bnoLm4v89pD+Pd0be/SgXElXVQuL9Il/HKFla2vxwFp5cZ3rO/3N1aDHRdsr/LTa2SGLmzv+ejOoKZz7S/ydlPgAcrtL8h8qqFp+6zv9N/whn7UbS/uKb4et7ytr+U9aa769O4v7qRfK0more/4XDjfHCXt79KXH3Zeia3vyTXo3A9Cre/r9E5aC7Gt79mL7ww5fG2v8/AyCbjp7a/DKMDGTSgt7+/5DV6oLW3v57++hDE+re/Tn5qcfLSuL/ve9SL6pG6v8F7yXYJIru/x4KdEJznur97XhqTHPq6vz5Zu5/uJbu//rS9rF/wur+dITH7G9m7vyIDLrBtD7q/XXeW118Nub/8oHhIDc+4v8/6+pk4OLm/jmIlH4ksub/4hCjhwri5v/26SPQRhLi/YlMphKL/t7/ktfQVxR+4v9M8QyVnLbi/oMzlieFht7+blsV2kpa4v/u4yDjMIrm/MgW5gJTguL8lTsqQdCu4v4i13usCQLm/uZRFu0w1ub8aa2NKn3O5vweKfL8PHbq/tB5o7fVFur/rEMvOsSq6vw6rIAWnl7m/5xefaETwub8nYg/1xky6v7QeaO31Rbq/tiwQIRvRub8mCIKOunO6v3Q6rT9f7Lm/ewHEHuqNub/unviMx225v11DAZU3E7m/nkGM7tIhub8d+ZAItba4v/rb7Dmp/re/jVG03T0OuL8hkpLX6IG2v1DJBlL57ra/yF9nJkQJt78L6Usb7le1v2i6FczzMbW/JJQSky7jtb+1mxlV3/q4vxS+HBcZh7m/Cf7Z0SCrub/pJUecaXu5v4i13usCQLm/TrL/sxrNuL958EfIvf+4v/L6Ba8ZqLi/1ifHV6/cuL94Vv2mqQK5v6fNLtzBk7m/JHeLwn6dub/q2WFpgi25v1lbRnAV97m/Cdu10EPPur/lCfc0H2W6v9T2+iKtdbq/2gn3NB9lur/mZli+MkG7vxhmLGqugb2/ZaGrcCshvL8SdlRZGW68vztAP1urEr2/rt1zyYjyvL8vJm+vpl29v0gxTtWlVbu/Sp8goARQvb/dVKX+oIO9v8Hb8w1Dkb2/USOmoYDKu7/wTIgSLoy7v9R5SbvDwLu/ksejlA8AvL/6vmVp+bi7vytEP9I21bu/jBpdYYkTvL/qRbR4m8a7v1lESucXRbu/GEa/jXw2u78YoEz0iA+7v+h0APJXzLq/ty/kQyLUur+HnuJiBY66v9tAYJpOYru/MyUmXcYru7+wzoJDgzW7v3PJI1BVYbu/n7uGMRFGu7/bDMtXJmi7v2hvlulIiLu/PNfAbpl8u79jtic+43G7vxaezDhDrru/QdDs1Aa3u7+/09Yh0Jm7v9SfQd+nn7u/aAnhCl2Fu7+uWiUxcqe7v64AmMplzru/Hk2TJw/8ur/tB3d52QO7vy/GRBht7rq/u86CQ4M1u78oZeMXzk+7v3PJI1BVYbu/U/24kn1bu79/7xt0OUC7v9a5EYusVLu/Xr3713U3u79CkC8a/5K7vxwLVrHBdru/ilXRUiVDu7+IobaFDJG7v9n+IiQB3bu/3Z3BI2I+vL+/Fmj/3sC8vyQJ1vV7Fby/kfnDMNMIvL8fthwpAgK8v4HDox2EPb2/xM/WqkTXvL+2p17LGpe9v16snH+lG7+/MKyRasSrv79aDf5/RLq+v+Y8s9yPGcC/zxa7uKs6wL8WyKABvUrAv9UGk8lATsG/9jKfqRRCwb8teLtXSjrBv4xdQfhktMC/fKRbwTwfw78+njzwa5rDv8cByF8xa8O/bzD+riuRw79BBnKKnf7Cv/1G5A1nY8O/fS5+8+UvxL9RLPMiv17Fv6OdG7HISsW/MmFIQ4oJxb/I6xQpFOvGv0aWMe1zpca/cVEraQCNxb+9AhGyEZ3Fv+BC2YH6MMW/EuKCljwCxb8H1loeXdjEv6df3rEGiMS/dT3mBK5rw7/tjXViAU3Dv11p58+g78O/u0eZ1iikw7/jt/Zxrm/Ev4KUM9LRMsS/neNjs4ICw79l5Bh8REPDv5wvSeZpUMO/LpgoNHyFw7/IblHYrzPDv+0WT0LKK8K/NCLC8ecUwr/Ez7LYTtLCv5g98RmP28K/ZyjhwriZwb8fw+CsjtfBv1D7FAVC9cG/P5VfJlbywb+RWUGB2fHBv/N28GTGGcK/sR7YpB4ywr+oeSXpzbvBvw9XFxKzv8G/cSch5RXpwb9UmrMEo1bCv4TY+xhGicK/U+1s0Rxqwr8IlhTvFzPCv/BuXO2Qo8K/1EhkyazEwr9L5dhZ5/PCv/sny5j2ucK/v4nhYVeZwr9gx3/CGfvBv4v/sxrNGMK/8M79D42Rwr8rZhOtmezCv1br7BXXCMO/tlqV6JqTw79qVvbSD3DDvz7ENBRQecO/sWFpgi1Zw78H0tEylJTDv/wRj+2buMO/m6EmPTV9w7+xGtgtk2/Dv/fLvXakf8O/dHUaXWGJw7/X+T793GTDv7QSRLZd+cO/bQfRBkAQxL/lV2Bkk/HDvwzkDWdj08O/WwoRoCgiw7+lujYLl4HDv6x0ZZSfSMO/OjG+jM5Bw7/y9bURFCHCvzLzgI0Mf8K/iLCOTv24wr8RdLvgvnfCv6A36HKANsK/Pg1RORE0wr/OukEgePHCv2yKlioZ2sK/graiCu3Nwr9CEqUXXpjCv1IloSnQh8K/BbqMV7awwr+YP3zqtazBv3r434A6U8K/kH55xxogwr8Se496UT3Cv7pPOGM/isK/r+mChFOHwr+Sr85wWgjDv6iCDcjE08K/jbaiCu3Nwr9XcYZct9XCvwcOBgLTdMK/7t95Zrkfw7+GouYa2C3Dv3jNJwgoAcS/+935qnO+w7+CM93mEwTEv77Rxh2zJMS/QShqN/YaxL+tOwXoZ2vFvwAHu9x9MMW/U9Jw0ZP1xL9j64Cf9fnEvxc0h5r01MS/d8ZTbpU7xL8Wo5DOuP7Dv849kLiOPMS/NRuC4XNAxL/paZyYYjDEvzDIyBT6LMS/MSJWewYGxL8ivWB6vbPDv0JCOuP6z8O/uoXh6svWw78BRK+JX8HDv0j8aGwDl8O/XmgyB9+uw7+aDfDXEJXDvzLWcEgfuMO/b9vPO02Mw79IotsF973Dv2NoMgffrsO/PTYSaxumw79/4eP3PKHDv59gqaSKqMO/bhuN9lSww79Y9ZTScNHDv/t9WIh30MO/pLNicQS8w7/FheHqy9bDv2dUdhfKDsS/5VdgZJPxw7+Cc5qhGyjEvzvIyBT6LMS/6xGP7Zu4w78w38Sd997Cv0H41GtZ48K/QfjUa1njwr9REeU5u+fCv641aLc61cK/3iD3/mP0wr9jPrH3MYzCv8kUz4aEysK/N19KKOiWwr9t/TNfh7fCvwHHdK04i8K/RUAxs3ftwb/9gWMU5ALCv6D9PnRoJ8K/tQ97qDdmwr92ol2mmqzAv9d4ezXt6sC/i27IY3KywL+TJsMWaP++vygtgYY45b+/tkNn5XO3v788GDBfECzAv9xii2/F0L+/nu8NzAUbwL+Yj2ypCS3Av/eXn78+BMG/7T7SNtXbwL8d16exhOfAv11uvU6RQsG/HoTu5ArUwL89olKRuTzBv4YOJ0F2xMC/tA4yVlc0wL/6vxefaETAvw3xw0K8g76/q2aL5lCTvr84DOhVgtq/vxxZrfe6AMC/5FliwHxBwL9rr0X8HIfAv0UjmPlMpcC/zSyWAgadwL8J2GePJ5jAv4fbUdzwesC/qQ4yVlc0wL9hVnhzs17Av7JtE5uwccC/Wjyox66pwL+aOXNDpwfBv8Z+j/Hc/8C/7Ao99KzhwL96evDbUdzAv4CH2DHUtsC/arttdPywwL8cPJ2yzTnBv8thf6zvOMK/nyJ3uqlVwr8RZh7CelzCv6uJ7HY4CcK/FM5TXKzAwb8Lptt8goDCv48JZ+xHUcK/Jx+NbeBywr+KA1MwWDzCv0NSbedGLMK/DQ1RORE0wr/z0dxHdQTDvw3dROKxfcO/MPTU9M0gxL9QGQ07D0/Evyb1lNJw0cO/mDFoQK8SxL+ApPpfPIDEv5NV1ZNsIMW/bjCdTSvyxL/UrC12cVfFvxoLWvIIVMW/5lAgVB8dxr+dYf0LTErFvz4i6gQl98W/U46znwAPxr9sD/kHlHfFv4EuHZLlkMW/3UvMddK4xb9xRaKPIMTGv917YUFv8Ma/zIV1dOrHxb9rCCVuAbLFvz4c1kg14sW/YK9X5ZeJxb9TgVS+u7XIv4Hb7Dmp/se/FVJ0u+C+x79L43Wc/QTIv+heUfyBKci/pvlQ5ldnyL8Zxxog0n7Jv52n4Gu+hcq/36w/X+xZyr/FR0peowfKv/Ul8U9KTMq/5qPrCRQzy7+r/+0Whf3Kv7FfjzmB68q/ZB5zAte1yb/dyI/GNnDJvwNOaS90jMm/epck8zSoyb/SFTXXwG7Jv/6h4tmQUMm/ZzPvz44Gyb+E8PF7ntDJv98pejsTkMu/3DEOs0gGy79+BrebNlPLv01uapXEyM2/9tMJSu7rzr8cRqbQZ6HQv2u1j3N9o8+/tswfhplG0L91zpQs/jfQv2QBapGDgdC/9tF+ecca0L9MnT+Dvk/PvySHb05FXc6/ng5oEcg7z7+vq/3gpbrNv544YKw33c2/tjWXnhFKzL/lZvdcMqLMv7TUNZ5yq8y/eIkFNE2ezL9yz9aqRNfMv5L0DvGFBc2/k6gpvp63zL/QrYixzIvMv2Nq4an7hMy/g+mmVkmMzL8Zl5c9sEnNv2EJgKlc5sy/bG81iEjpzL8Cd7PVu3/Nv0Ddc8mI8sy/z/NZKMTEzL8yMq1RSGfMv+smOqIqfsy/pilvJjIgzL91kZmrghTMvwhUBmChIsy/kBBfWNAbzL8ECCEtutTLv6KK0CbRvsu/QnT13HZcy7/uy2PpPXPKv4KVpDfvRsq/a2jYeXiiyr9823Wu5n/Kv8OTL5GKVcq/JWQ5ZO1+yr+JnHjRgQzKv6uCszpex8m/+thLP8BNyr/FR0peowfKvzn5OryVh8m/XGOEmys+yr96x7m+0d/Kv3DBpQLiysq/wYWHXWXKyr8R3B9ix1DLvz98iVSs0sq/+HfqPiGvyr9pWjBGUxfLv8vXgEw8Lcu/2um8gAtsy7+gz+G/JUfMv+Bz37K0fMy/ThEUIZJczL9bMrhmKdfLvxAoBZWunsu/CshjcrKwy7/Ddh9MnY7Lv9CQ7/ehQ8u/LDjBDTh8zL+StFE2fuHMv4PSqs1L2s2/IXgHPX0hz7+Hod6YSXPPv2qXNtyvqs6/5SzX0lcUz7+snJXP3X7Ov9IuV46ddc6/2ZXMSiwpzr99JWSaxe3NvyrQAv/Ilsq/xuRoor4Hy790UBwT2D/MvyunykH8pcu/H+eH/APKy7/vrlOkUKzLv0mbNlM7bc2/cbjaIUclzr+YRIgkFwfOv3Y0zKuNKc2/nBMze9cezb82l6JSkbnMvw5X2oKoJc2/JzjBDTh8zL/FDSrUyHnMv0hkze0LcMy/nnSUe3a9zL/PZvdcMqLMv2esKTUqesu/2ZVD1u6ny7/qtSc+43HLv6QEQvXRYcu/7BaJPoIQy793a6ycf6XLv6Zyi0vz2sq/qyXmOmncyr/8L5kM5BTLv6Blo/VwAMu/wIrbO7Iuy78Lj3pRPVLLv8gvjvcCpcu/4b27tRjoyr8UZDlk7X7KvxOwHpfUzMq/XCnbnBMvyr82SnTNyTnKvxsrUEN4IMq/6ZG66iVkyr8Qy64gfDLKv2hJvwQI+cm/DQPYY07gyr+NZyOxtmHKvwW4sg4KQ8q/Xurdv667yb9Mw5xJ6qrHvw2wlSKXS8i/bOjUjyvZx7/9loVUNUfIvwHpfkMMqsi//y2Q3GAyyb/fAkTaL+/Iv/7N7rlkRMm/eQkCSgDVyb9LDwvxDnrKv0D8Dt+cisq/p9kACIKOyr8k0AL/yJbKv4BNUwWyrMq/892fHQ2yyr/xz/fp5ybLv7WEx3/CGcu/xpfDkTQJy78/nG28oJzKv+7Xi2Edncq/eo0QwLnQyr8TgInLN5XJv2EiBwOBacq/b83NesH0yr+RrfQnrprKv6PUrCk1Ksq/9ZiOhLgpyr/LuueSEeXJv7SU724tBsq/UySHvsbKyb80rJWrC4nJvwqIHUNtC8m/dhGWwTVLyb/GwbsspKrJv1+0vaxf8Mq/7w71xkyay79eDYs1yRjLv4tTZ8Ghwcq/KSnQhzK/yr8bTv24kn3LvywbKFQNNMu/1fy4kn1by7/kW5rX1pjLvztzNf/Tq8u/E436lffwy796ttHxw0LMvxDuW5aWj8u/9rLnpPpfzL+2DuqxayrMv6D12eMJJsy/JLPyudvPy7+xuzDl8RbMv7LCBH+E3Mu/AL8PHdqJzL8I08sM7ynMv8bUQLNTG8y/nFY75KjEy7/Gqr+jpvjKv+YcnfpxJcu/rZlDTXpqyr86/A7fnIrKv6LZAAiCjsq/hxRq5DxOyr/kCOEKXYXLvyVaJTFyp8u/MM3CZeCEy7/7iGaVTT3Lv49Sp+P+EMu/0AONLBAhy78SXKXstwjLv+cjcZQE68q/U/qOI1cpy79NRzQ04SfLv6d5X+WFoMq/E6oK2+S3yr9WDwvxDnrKv9cETQqz0cq/HTn4dp2ryb/1+C+ntBfKvyLlfsyA58m/zIH+cZyGyb/s+e+EV8jJv8cuRaUic8m/3af2lYBlyb9O1+GtPMzJv+wG2NrZosm/mpWvTNC2yb+wrr8aMrvJv0jX4a08zMm/M2UEV3Gfyb8u4rW+WlTIv/Xblu2Jz8i/K52kJQbMx78giqgTlNzHvwdWCLyKcsi/E3DYZ48nyL8BGYuaa2DHv5yp4sen1ca/UoPfjuKGx785GNbRqR/Hv2sRDU34yca/wohJl/HKxr+amzqUgkrHv9KUcQ/R9Ma/cU6Kbhfcx78VMduKKrTHv5v1x/qOI8e/0ZqFy8AJx7+bArBQEf7Gv8baQobILce/XrCrTFkrx7+kVKk/6GDHvwIzW0ZwFce/lI7JycLuxL/i3Y00kq/FvymPc32jv8W/JldKOtERxb/QRoOsZsTEv3e0LWSI3MK/o6B8iVSswr9MKUA/W6vCvxGSKqJOUMK/8mzyWw0iwr8d8svESj7Cv8XNSEfLUMK/FYSCbinFwr+MbZwP7vLCv2Xh7gweEcO/NQNIG3fMwr+E1dGpH1fCv8I7kp3sycG/wYd30NMXwr/1QbFuvU7Bv7fV3L4Ax8G/Y9nRIKsZwb/1QbFuvU7Bv2/tjRDAucC/EWKV1rEYwb8Epj2Md0e/vwl2qMDaD76/OQeqofdVvr88yWyiNZO9v7lyyYjynL2/RnsHtAjkvb+0PKl1o9G+v3TmuXYt9MC/r1SXVm1ewr/8xb/kdkrCv0IdGMd7gcK/3gHpntS6wb/VXDbjg0TBv9zKfzmlvcC/e6e8mciAwL9u2dEgqxnBvxrXssZlV8C/4QVLJVVEvb+fMIH9w6e+v2TfPNeuhb6/O2/fOym6vb/etBEUIZK8vz70rY+FZr6/feSQtfvpvr+ERfK1moi+v6v7l1PaC72/d5SODS1nu7+1TQjOc+26v13P9+nnJru/lBvoMbDkur9rXSWo/Wm6vxWK2zuyLru/jnrJdgkiu79ty/dyXGS8vww4a8EYTb2/p2ghzFjUvL/20bXiLEq9v0eycBk44b6/G4BQfXTYvr8CkvgnJSa9v9XrenlQj72/1iLk3n+Mvr+eOj42KyjAv0YQp/y7JcC/gM8U6EOZv79mCn7E/li/v5Wbf6Ubn7+/6phqssIkwL+YJ0IkuTjAv9IL/dFPksC/U4MkoHvbv78KR1xHHgq/v7n1FyEJ6L6/pveX3E5Jvr+352/t41y/v34KidnfyL6/UTtK+QDAvb9BBSrmsfS+v4wyAbkJCb6/Phqms2lFvr9Kt8T3hEW/v3kRXXNyjr6/WvkMg7M6vr9+ConZ38i+v4G6uKs6cMC/IRsEghcvwb+AYCtFLpfAv01gIDBNJ8G/5YIuB2gjwb9IWgx0XRLBvxmDORxJk8C/YOFlmOCPwL/f6yN/PDjAv2HoOTJzVcC/QwE/6/PpwL97p7yZyIDAvxl9JWBZfsC/YIMvtVxLv78ygySge9u/v1n81ZDZzb+/dTXKxi+cv7+8/hR8zbfAv9jRU9M3g8C/E3A9CtejwL/ZOMmPxjbAv9qSVvbSD8C/JYx49VMCv7+TEBQhkly8v/745G92WLq/d53td+b9ub9PEPciNuq3v9HvcxxCv7a/sRfh5oqPtr9a1sSv4Fm1v76LPvmbHba/KsgRZ9petr9pXmcmRAm3vyHzUlQqMre/cJykJQbMt7+w5hSyiCi4v9R0QnCea7e/Z0SXej9Ut7/VKF09tx23v0ALo0Tphbe/npyvOuc7t787uOl3b3K3v62hAxk0oLe/TDGbaM1kt78akvFTi5O3v3xc52r+p7e/a0nrWIy4t78ELDx1n5C3v3IQAjgXWre/VWDn4Ylqtr/ob/mmMne2v/sNT1SzprS/7K5tD1pptL8jfqzvOHK1v9nNhoTKErW/8MQyL/Lrtb+kYPL2atq1vxf+JmVIurW/6hfs+2v/tb8ZDM+YbUW1v0DrNWi3OrW/hIhfwbOqtb8mncVkqRu2v22uTNC2Gba/MeBWQrhCt7/lIYmjJFi3v8UJObNlBLe/7raK+8xgtr/LHDXF1/O2v5uLM+S6rba/L7UVVWhvtr/8B8QMARO3v82njmDmM7W/byKq4sentb+FBREpnV+0vzyGydurabe/hlkTSPektr83LXPeBMC0v4etA37W57O/XayvFhVGsr/4uUEgePGyv8nogoRTh7K/AJsoqwdIsr+U4aPV31Gzv5L2H6OXorK/n0dZtMtUs78zC4ZGjROzv2s0Uo149bO/4GJ9x5GrtL8OgCGWnWO1v26iJFjX77W/DJWdY1W0tL95hYuerKe0v1+AN8BfQ7S/LQSyrPpNs7+x1E8JfGi1vw11TYV/27a/XwOGWHaOtb8typEiIMC1vy6h0PAVTrS/sDcxxWBotL9aJ+HCuJmxv3/4n17dA7K/sXQlckL5sr/0XTT+JbezvyQv85lKIbS/RGETNg4qtL/AVlVPsoG0v+9KOOyzx7O/8Ztx/ed5tL9BIp/N5je2v6whfo5D6Le/JSw8dZ+Qt7+0AmUZ0z63v3fgbGx6Ira/tZnmLMGotb957hSgn621v/8vPOwqU7a/TtmNvQbttr9D9iZ3MTW4v6sKcBzLM7S/l/i8XDl2tr/i/OTmARu5v+kDuYCU4Li/hoWonAgaub/5/7gJCR66vznH2v10L7m/e7k93zAUub9AaPm4G/K4v2H0prvr07i/X+b+h8ZIub+DUQhF/6+5v1B79cqN4bi/5ljyCFRVuL/YysRKPhK5v5V+1AJ2VLm/QMKGHyjLuL/4Hwno3va3v1rNZUUnw7a/1rZ/5uvwtr+cv8gm46e2v4meJOFLLbe/3QDlXY3dt7/gaBr4vkG3v278sb7jyLW/A7pTCfPzt7/hXPJ/3xe3v+lxbk2XaLa/zKTMJlozub8H3EChaqC5v8YaqvSwIri/aWZ5/dWQub/chvwDyru6v1p+vtizdLq/O2Zu6PQgur9XHCZvr6a9v295h/jCgr6/6q6GzG7+vr+E3zzXroW+vyOvkeFPbr6/HxDz4e4Mvr+d8Lgt2xO/v2oaprNpRb6/7LwuAJSJvr9BE8cE9g+/vzAAy/KDIL+//yBkIzorv78wZoDRbyO/v5fjR2MbuLy/SXFf924bvb98apZyvcW8v+wcR65S9ru/yrla3YyGvb9EHqYq9Qe9v2npx5Xs27q/GldyTQ70uL+1yrk1XaK5vxO2U5JnMbm/8dWjcD0Kt78cCMQMARO3v0Uyx7xRJLW/rmlGTEMBtb82bTCZDOS0vxPT2mIXd7W/XUyXaFbZtL+yoi9tuF+1v6RR9luErbS/fCFWewYGtL+BdA9IgBm0v5v56LC9NbS/E+rW6xQptL+EWfZJmzKyv1VC76u8ELS/msJ/S444s7/j/kek6wm0v3G7oJwaA7S/AqBxdHM8s79PNX7h/LSxvzbE6dwRurO/aTrSv0kZsr/xSeSE8iWyv2ONi4zDLLK/YjP+JbdTsr9UC4ZGjROzv4Znnn3AvbG/w6Nm1h2Psr+/qjpwsFSyv+ucnVFsObK//n2E3PuPsb9PNX7h/LSxv6tSLcXp3LG/C/Lh7gwesb/vuO24tk+xvxby4e4MHrG/+Cf37Hp5sL8ptpzkR2Orv0uWTAZyiq2/XUZnXP95rr9CqpFqxKuvv6dw/ed5VLC/NYfjRrUmsL+pW4EawgOxv2x/41ieobK/yyotH3dDrr/pIqMOLhWwv0b6CfBghbK/AKnFyUtjsr+1+J9e3QOyvynwYTPHvLG/MS6fMol/sr+lH9a/wKS0v2aJgABX+rO/YpBUmum/s7+ZQvrAnYCzv+0+BV/zLbS/l86crozys7/2U4Esq36zv8SXPl4+ZbK/zFItxencsb8uHSPcXPGxv4yLC9F9y7K/DdQGt5s2s7+L1/ADZRmzv7aS6n/xALK/MatQmnI0sb/j0rJP2pSxvwekcev+/rG/rCANKSbUsb853WUhVc2xvzeyJDQF+rC/b16sN91dr7/0YmDJNTmwvyXIRI/4sKm/BP+i30Y+q79x42iivgerv0jW7MIdPKm/MKJMaxTSqb9yuqdwtJWpvwaK/HpVfqm/wPj6mTg4qb/e2eEkyI6ovwG09BXFH6i/rY4oRmUApr/DcaF1tbqpv8d8JWBZfrC/qo8WXer9sL+IjFQjXv20vz2CoVHjxLS/ZPiJNBsks7+Dtky+zZ6zv6WchyeqWbO/izF+anHysr8FWdUK+OKzvxqojmDmM7W/mjxveevstb/rEAI4F1q3v9hsD1pplLa/7OdABg3otb8qYf0LTEq1v9/ZmNLnXLa/6AjlS6Ritb+EU2sC6Z60v2WyQTJhbLW/kzWb31gntr9nQzj+nEK2v5ni4RLfE7a/a1+IZedYtb9s1q6FHnq2vy1G9vbhZbi/bxvAHnMCt78BN/pb+zi3vzPzPCpoUri/Mpmvw1t5uL/SgtR5ARe4vzJ8FgoxMbe/GRENTfjJtr/GS2sU0hm3vyzPz9aqRLe/ZTWQyne3tr+VYNzMqPq2v9mvoDd4u7e/SjMF+lDmt7/agFS+u7W4v4iS8VOLk7e/yLOgrgN+tr+vJXPw7Tq3vwLrFCkU67a/mlkIMxY1t7+g4yplv0W4v0DNTxtl47e/QM1PG2Xjt7/dJX4Fz6q2v++SB35Nc7a/e5tFqWO6tr8EX3I7JXm2vxn0c5PNgbW/Bbn/oTFStr9qq3+BSam6vy+6ZfJt9ry/KuRdjd2Xu79gfDMIjaO7v9Octg6Bzry/rb1PPzfZvL+A9K2PhWa+v+HKyx7YpL6/6AgJHppnv7+UnFT/iwfAv/mYtpf1C76/CqyyqWf7vb8iep0ihWK9v8XL93JcZLy/lIbbxCZsvL8zsL011C28v7Zg7rUj/bu/RusxJ3Bdu7+WlIP4S/e7v9Yy9qMomb6/qowsECEbwb/s6liMuBfBv+OSS+Hxn8C/7Jefvz4Ewb8hTMWhOCbAv+54SbvDwLu/ue4bdDlAu78LI8fgIxq6v9b+TniFnLm/6jM4Im84u7+mc+rHley7v4XEGMToLr2/EfB68NtRvL+Y5bwJgKm8v73t5ArUEL6/h3gzkQHhvL+XDn47ihu+v5cxojxn97y/UyVvr6Zdvb+euPtg6nS8v/50SUQ4/ry/UzGXJ4aHvb8xyA0mk4G8vzQzSV31EsK/eEZQhEhywb8wjpahpJzBvzngj5B7/8G/Jxl5sfBdwr+ttC1kiNzCv9STlDPS0cK/FhYuAyfcw7/K4YKWPALFv+a0we2mzcS/Z6Mvbbhfxb9ut+tczf/Evwc0h5r01MS/Z4CC950CxL+mEMT6F5jEv+jCaSHMWMS/oxhYck0OxL8EPBsSKkvEv2AGESmdX8S/kqW6Pd8wxL+YZf2C1wzEv7+e8bgt28O/qt9uUdivw784nMdJB6nDv3maUqOit8O/AxIjd7qpxb+smuYswajFv+B3zUDFPMa/+YhJl/HKxr983+ywNMHGv3iTB35Nc8a/u586Cw4Nxr9ZyFyeGB7Gv8b/2y0K+8W/3HiNHmjtxb+KtKvD5O3Fv7Htn/k6vMW/kLq/f9QCxr89QsNXOFHGv8xffVAG6cW/zAzEg4zVxb+COXoXQZrGvy3W+bxcOca/zLI2HYD8xb+WwZMZZ8jFv/6lWdzekcW/qZWSTnRExb+y54s9S6fFv7NOim4X3Me/lAYuJ/nRyL91xaV5bY3Jvx4kcZQE68q/Z22YzqYVyb/1BkRRu7HHv5C6SPQRhMi/lJZkFZL3yb8jZ3n91ZDJv6KU5FlMlsq/aC3t/Bn0zb8zZoo4XGvQv5DqrtjXRtC/Maub0bDz0L9YKaGgW0rRv0L4CifK6tG/0T6GUaL00r8ZvAwT/BHSv4RQI+dx0tG/oRjE6C4d0r9o/ShKpkfTv7S0Ik+nbNO/Fwh7uiDh1L8os7i9I+vSv43SKC2o69C/JalR0duZ0L9inf6ybNjQvwArTAIxQ9C/F3An4BTE0b+bfe+k6HbRv/zG4CMamtC/WO5tfxGS0L8uE9Fr4lfQvzZe9sAm9dC/suMmJHhozr/bB5+MFubOv5CwRqoRr86/OIXvkv/7zr/qbJSNXzjPv9Qj7/Ng/M2/80FToA9lzr8nnOsb/a3Nv0mCr/kW6s+/gXvmdGWUz7/X604lzM/Pv8J5cc4Ao8+/1fUhiPUv0L/5xKE4JrDPv2EmGWOHLs6/HeN8cJeXzb/en+B9pwDNv0/Py5VjZ82/O8p3txYDzb/eTCexLe3Mv3CuMmWtXM2/XzuVMD9/zb/wPP/BwgDOv1YTHVEVP86/r+u6m63ezb/lAEJ+Rp/Mv1c9FeyE4My/ydpJWmLAzL8is+ek+l/MvwuGG+eDu8y/z42kSdjBzL8WmRf59arMv9P8rX2c68u/S6D2p2ngy79QpgpkWfXLvwszYhoKqMy/3VV7BgYUzL+uAfdGCODMvyohum9ZWs6/01bEWOZFzr9y2XNS/S/Ov2KqJ9lAKs+/vMwfhplG0L9Rj4w6uFTQv7H560MQ68+/mJvK3Flez78k98HU6bjPv04iDtca/M+/rADA3aKwz79Ayne3FgPNv5BKCFfoKsy/UpeiUpG5zL/Sf/wVszbNv2xWJbrm5My/mvyiaLt7zL8ycmoMUIvMv1NLvR+qa8y/GAdhTxckzL+AkZmrghTMv2proYeeNcy/T8kuZTbRyr+nauy+3PTLv7g3juUZKsm/PgNP7xBfyL9FasSrnxLIvz+wlSKXS8i/tZ/Df0uOyL9k6Ml6SmnIvy79OjMhSsi/d7w/Oxpkxb9q6LeRz2bDv09GzuOkg8S/BXOEd1lIxb95HaE7uQLFv/RfiGXnWMW/bV1e9sAmxb9CVb9pqkDGv7FTVdgmv8W/m4AWgbzzxb+QGmGi0PDFv+5SoA9lfsW//FAgVB8dxr8LY1yI7lvGv/CQ3Q4nQca/2mrl6kJixr9sJn4Fz6rGvyRuxCIr1ca/iM/EwcnUx78gwj3NR5nGv+IIxAwBE8e/pxchCejexr837wmLvj3Gvy2WPAJVFca/mtPPTTYHxr9JD+7ysgfGv6aTEpMu48W/z72et7x1xr/1775TgH7Gv/WcBYcGa8a/7+LW/f2jxr8l202bqZ3Gv+mCNdsBtsa/YoALbNuDxr+FdO4I3cnFv6Dmy1+o9sW/NBCu0FW4xb/BxTIv8uvFv1CJX8GzqsW/y36h2lcCxr/ZKWhSmI3Gv00hKieCRsa/kyXJPA1qxr8BajAigSHGv6v/2y0K+8W/a7VroYeexb+X9HOTzYHFvxTrdYoUisW/QN3Ya9Buxb+cTUEcN6rFv1r1KFyPwsW/h46+tOF+xb+XVBW2yW/Fv5FHLWBHlcW/h46+tOF+xb+AegLFzN7Fv/8xB9+uc8W/NXcjjeRrxb943COjDi7FvwWZfJs9J8W/Gqu4zwxmxb8P63WKFIrFvz1ou3scMMa/rvdHttSExr+CZYb3FI7Gv8i83tkZxca/KNO5I3Qnx78Zx5GrlP3Gv4GrV24Mx8a/VRmWr0zQxr9A3WHgDfDHv0fxpkRgEcq/cuxde/Qcyb9c002tkhjJvyjTQpixqMm/BuYzlUIoyr9/kFBZouLJv4VQk56avsm/WLf9RUgCyr8MpnbaOgTKv2nK+Ve68cm/GwVYH5RByr+2NQ4q1MjJvzBxIbpvWcq/W6lVEiN3yr/z7ofqGk/Jv20WVhZkvse/NXesASLtx786wxqpRrzKv7Y8WU8pDce/1w7YyPAnx7/SMkUcrjXIv34GLif50ci/QpEFImQjyr+RxPCwq0zJv09f8JqBism/OqBtMyxfyb9cJgd6DCzJv8XE+8WMvMi/rbpTCfPzx7+GLqYGIxLIv2mhOCawf8i/H87uuWREyb8m6L5lafnIv87DO+jpC8m/xXFC+RKpyL+5BLmAlODIv9/cS7ZLEMm/oiqmj5dPyb9UWBwB78TJvz6ZmZmZmcm/vp1DxAUtyb8xSGCIZefIv4Ua6hYOcsi/fmC7jQWryL+bM3FwMvXFv6tMgT6U+cW/2MLylQnaxr+tir49VrzGv9xhkZVqO8e/faYDkL9ixr8IQfhktDDHv6sWYStFLse/+TukhmfMxr+Fl5t+9ybHv7QbtQmSkse/m331SX/Nx78QQ0YFusfHv6eJok09oce/bfm+Xz+Tx7+LAUudbJzHv7rZHxq+d8e/T+7JyB5Ox79Qa+DDAcfHvzZEq3zMGMi/VTq4EM/Wx7/NegrSdx7Fv6k68h1++MS/Y6C3z6EBxb/wf+DMoXjEv0UvZ7a+kcS/18/HFz45xL91b6O3QhfEv+BWQbKeksS/Vcx5cKglxL/4Zy54vDjEv/BtUAfSwsO/MNrBF7dTxL+UTxysehHDv6oqO7nSSsO/V9UO+t5Lw7+mUm1JSynDv2DIeu21EsO/+DbR3IKVwr+pBrx5CHzCv+vrG359M8O/NBIbEIM+w78adqusNC3DvxlYKyRbzcO/ocpIRhyFxL/haKQxc47FvzfZVIGyWsW/mfuE5TbQxb/kd8nqtaLFv1Ze0gwpcMS/0vh6mvmnwr9qR69LYBXBv3xr/pNTbsC/ImyYyPBZwr8Lnt+1u07CvyD9a0y+J8K/BBrWx2X1wb+/b1DpNQjCv9cJzJIxUMO/7BYwv5jCwr8cTJizQ4DDv0A0YPy5RcO/IJwUcKLsw79PbiAC9a/Dv9a9lixEksO/cuL0Mh0RxL/7X9h3qZrDv12Jy+1miMO/Wbt4VRWMwr9ouaxVv17Dv5hQ71sF18K/sm06s6jrwr/tZNATXMXDv32G3EZS38S/nKwuIEBExb/9WAhB+6vFv+gUqT+N1cS/tnDt2Kl2xL84OdGgHWLEv62NNnTQM8S/ZYxM2bO/xL+Lcmbom9LEv+2hl2/zscS/oUyOJ4K0xL8GFg3+PNXEv14HFW5CvcS//aRu56i4xL+6el4wEuLEv2Brc+hD7MS/tNk36Zn+xL9kIeKfZZrEv2wFnt4hpMS/JcbcWUnVxL9M2v3mQwbFv+XxZwlIYsW/NGw32iMhxb+eAx0RfH3Fv7BMqVHbLcW/E73U8r4lxb9H1xooH0DFv1mmy44dF8W/NuGCTRDzxL81L1NQ9OzEv675bDggSMW/zKAbfLekxb987cbpDCHFv+Gh8GHVZ8a/3nLlr/sQxb/scBPiHDjFvxNBwlF9VMW/+sOci4GCxb8giecA4nLFv8scU9l0ssW/RaCnZb/0xb8Yp316wOvFv1wCkNFDL8a/nApYq14Zxr+IURFhENzFv+DcJaGKy8W/fB7sgRffxb8xDSjiFNbFvx+knRrWTcW/M3J6GLluxb/FUcduHJjFvzwgM30J28W/9MD/uU08xb81vPhuRBPFv3SObgVtaMO/dc/2CjI4w7+OOGIk45bDv7vysMiD38O//c3WbBTUw7+s8yPGU4DDv1Jk1jSGQcO/26E1xlp7w79otQ4Y/VzDv21LWpQhlcO/e9mDhMaCwr9b++L91JPCv7xXXZZgIMO/7djcpE88w7+S5yX5bc/Cvynn60RDWcO/yN4HO/gow78AEAAlMHLDv3O7hJ62AMS/vjHy2l/pw79QXsoGzczDv05jrb6gB8S/546NGSnQw7/A0VgPrU/Evy87tN9EtcS/52XaJNCPxr/N3/yYAn7Gv2Upx/BwuMa/XiByAXbaxr9c/yq6IUjHv4kiLXZ/xce/JaaPL4ttx7+ytJMgD0nHv0gfTp32EMe/uJOVICxPx79G1KczhgbHv+2xUkfLrca/xuB54kjUxr/bjuNKJBvHvxSeet5ihMS/KH/blG53w7/Phim391fDv11gF4kFysO/o8HMrDwAxL/e4VZLcIzEv+tca9OTI8S/FDB22WUexL/Ht6WiCj/Ev91qWgnLnsO/4BKmZ0KHw7/nRSd82CLEv+w2tcYOVMS/PqaEP+0/xL8ollWntFfEv+hyPuaKYsS/Fn19k3fTxL/3xoTIAQLFv67Q7np8fcS/7YS0YFExxL9LsC/ju3jEv3GZSrnzbsS/NP5JjlGMxL9Px2nN5WnFv7r/lIFjZ8S/vBnOeWtoxL8jxqtAgxHFv4iYzyj8D8W/3l0uUgl3xr8KARfBHevHv4I20cwNVMe/T+qF4BNTx7+jMma6UjTHv2P3e7wnJce/dnYiQryoxr/6KjaHtwLHv5DcFzMmn8W/6Y0BFZtKxr+1Hd8AnMTGv611dawxmMa/XFsFMyqbxr8/+ijAsyzHv7B1RkNI+ca/5Hc8smrxxr+vfiEg26rHv68JRaDduse/K3Ns0rXzxr8VvovIPBDHvw+bdu81jMa/JMgj7gRpxr+MlaV3sUzGv9m9BVHzDMa/KEBACn1Exr9UJ4bVkivGv8IHriRM28a/ycPYHRukxr+EmkStNmrGvzX4Zr1wRca/bTa0M+fhxr+ttRSjSunGv/8e3zJLqca/hnYdoXGbxr9675UOg8fGv5nMRT+bDMe/j2t8ygiZx79s13zXgXfHvwnYESdr2ce/+96N86Vrx7+/EkjxAnHHv2BDUk8P6Ma/KRFkBZmnx79fxDkOW47Hv4tW8sE34ca/FlsYHVjEx7/tjh329h3Iv1EIhg/ZE8q/WYyIzzRbyr+rE4kEjQ3Lv1YpP9zSD8u/e1bcv8g2zL+UNaJRv5/Lv4bw/B+OmMu/NQYnnBNwy78XEuk+4yfLv2hQobgJa8u//ggdG5Agy7/XcKKFKzjLv5ShNldga8u/BEUj6r+Dy7/P03tisQPMv1JrODTuJsy/xQ4LN18jzL/HOczV9NnLv60DVV+Ie8u/KaKG35a2y79zUSFgsvvLv54DyswO6Mu/p8+1XASUy7835ztWtQvMv+n3+attr8u/SCQpr0/ly79xZUEnc9fLv27D7I7Uvsu/Ra1l+0bhyr/St2fGVznLv40Ztxy+xsu/NOSBn6PHy7/RrrtmtcLLv2JAYxJctMu/c+XLeB2yy78MBQG8Ir/LvwwQ/MpxvMu/Jmarc+9ty79fLyOCajbLvwR8lUqCV8u/X2HEDDkmy7+NGzj8GzbLv+03MSWhP8u/2GJGU9xLy7+CqudClIzLv0zq0FbGzsu/fNDKZh7Qy7/O3wDiqqTLvzDA65Mn2su/MNMOTxvjy79l42D8Lu/Lvxvz9pI088u/LAPem5g/zL80gVfrVW3Mv94+yYRVCcy/SjTa09TXy7+EZib21pvLv8YIKedC28u/Itd7YZD2y7+bPz4BDNHLvwc0G5F7s8u/rF+FV/5Wy78qXEUNXTLLv9qOzszLY8u/OH5GfbChy781ZOHhAY3LvwRQ5LoIscu/Jd88KuViy7/XKyf1C5XLvyfE+PZtE8u/OiOe4W9Ay792hr52uXLLv1R0yPJd9Mq/6wBTmiJty79sT36KIvTKvwUJojrjH8u/EbM3blO4yr8GAQEV/mTKv0zW6BEYI8q/+SrOWwr+yb8bAjrywVbKv9l+U41jMcq/LDHWWqBTyr9Gr26kAW3Kv5lJcmNdncq/YsTV9b4Nyr83fNJsgDfKv1pf5bdqDcq/mcU/6RnRyb8zJx8nEEjJv+nlZ2cqd8m/WLJQRxWAyb/GRaYzVyHJv1VOUbk2eMi/iuVm6MBKyL+STfnxZ/7Hv0XjOcZifsi/aiA5/CG7yL8zRqw3d77Ivz7D5IulV8i/OIH1534Lxr8EuvBAUn3EvwaAINZmYMS/9830ocO5w7/pS1sYMUfEv6NplY86SMS/vGVz6MPVxL8mgoD071PEv10y4ZrsYcS/MUjdGnQ2xL+DFDOADw/Dv+83/TAYZMS/qsGiJ8Mxxr+c1HI5k3fFv2UX68x618W/rAq4WTP0xb+TbaAro9zEv0fX1bmwasS/1AV+El0XxL9kGXqadJfEv8zzr5MEpsO/uoaB+zAjxb9sJLe+pwXEv8zzpc891cS/QfaQvaV0xL+4jQSYK4TEv2NPUQhuP8S/Gm9MLyp7xL+PvHsVEh7Ev2lQ2l/tZcS/xYgEFrZfxL+pgnkZJmzEv0DNbFz828S/5cWHL4Ioxb+jfSThGi3Fv2BpgllYgcW/i6hC3c5+xb8o0bQxWaPFv8NsjDSGVsa/CpeGpOHtxr92Yjy5PXTHv+Lkueol6Me/SPf0VR65x7/znGF2FuHGv3b7kndnS8e/aznF5ufyxL9n7P0PCB/FvxGAaAXqn8W/s82J50KUxb9226SJ2wvFv1A1dCjhYMW/peOG0+0Oxb/6kRlkKi7Fv1p/9I8hFcW/GE3/zT7ZxL+6WpHTdLzEvzRwpG//RsS/5HrOmsFJxb9lJJLf5h3Fvz4mh7N4j8W/hBYxbRq7xb97iXipOsbFv0ArbZzEasW/kXI6VwXRxb9yeroFW/PFv5B1F4+E4cO/ceLtW9ZCw7/6Hy2JwkPEvzg1xtBcYMS/GafwjA+uxb/9UdDw7JTEv9Wk2ds7NcW/VX4wDF47xb/7QbXgpI7Fv2JghGIzUcW/mW9juZKWxb9Reoh4sZ7Fv5ctWD4adcW/E2VKYniKxb8PVmbG5sXFv9HmmSmdgMW/QhV2xjZoxb+5NAYkkUTFvx0Rje1hC8W/Z6TXUQ7qxL/JrzSmtUvFv0mM/LBrPcW/1yzo1Qlyxb9S4upVXPXEv97fMAYuTcW/GYd1CxcXxb+H/MxujADFv5EBUqAFE8W/8zCM76/wxL/PuguCg9fEvw3kys2Z/cS/GhI9IvQxxb/BH7C7kSDFv16szJPyBcW/1osTycr/xL+xKy2IcsvEv5sHMJ4VSMS/i78ig4U5xL/VwifNvgzEv/4Aib4HQcO/C6ju3uGww7+PolgZ7yvEv/DHtCb1vcO/lmnRKcG5w79ckHzFWCHDv+mJqN3AwMO/4ljiWCJMw7+lgVWdT6jDv9+g565GEcO/VYadowjEw7+5HO4ca6LDv9FPvGlBlcO/W3v3aWZRxL8+R/tUe0bEv9SCAB8sGMS/txrjTVP4w7/2MA+IcgHCv6/lC2KkEMK/vU56g1FTwr9Fis073jHCv7KOwklwbsK/bJqX70nVwr/xPKMTU1LCv8B+lH8r5sK/++8i0leSwr9vgS8i1EnCv8SiyA76RcO/7lQ4cEXxw78+DCdVFSTEv3oNV52M/8O/89VEHZLpw78UBF6s+nrDvyYCj1LcRcS/QBzVY3QixL/HmhynrNTDv0DRkcwRHMS/a+OEBBcFxL8kQKNt3/TDv8fHjz1F+8S/Z6hOszoMxb+ihj0iBp/Fv08H0g6HPcW/eF3kX5iDxb/tYEbdfrfFv2P0Pd4GlcW/KhzZiZo8xb/aXgUvXkjFv/0xR1iha8W/lgrTrw/lxL/pLppVG0/Fv4aSEUFAyMS/N5NTjzgIxb/KjipLg3LFv5p8etsAcsW/eVVZvQVzxb9oHSoWDf3Dv6Qibxb+0MK/bdalCOTtwr9fgYsufu/CvwjmSsvIA8O/rzE5lbJaw7+MwDsXJH3DvwlyLa1m3sO/6PvTom+qw79BL4n31TLDv9gV1rKEc8K/vS4hFzDPwb/PL/DHSSHBvxCGiCcg1cC/LQfeTCPLwL+ImTfVdtjAv7+FcJZJ2L+/ldr5CcgHwL+v4IDuh/LAvxzatSdUD8G/eCMbmL2qwL9T2Xz012vAv0eGC09BrcC/ZTyxrmK4wL/VTO59aV/Av57kLIwjKcK/GzugJ3Zww79g9CyXh+bDv4v6KOljEcO/Ze0haRqcwr8T97r2C1XDv0ZAstD8OcO/f7jOFvlSw79tLUChkFTDv54pnFXaHMO/S7QZgDwrw78oO/KEVD3Dv1KT+c/ZlMK/jngBlRiSwb/PCUYJ4bHBv8pNFMJNpcG/3mrPfQUXwb/wrjllconBv61feghDIcG/qk09R83CwL+evzzNOKnAv1P/0IyYj8C/9HLajUt+wL/4PxBUyPnAv79/99W5c8C/4AwvLNRVvr/dauLzlqi/v7xqBWDuScC/hAbOs+4ywL+R56HCUHa+v/9HiDoDTL6/glK9h1Klvr99FEop02i+vxBbEpMww76/vSlttF20vr/+v/iPjxvAv7K8MJKMcMC/O7ocU1YjwL8jwdChNjTAv0CxsidU37+/5Ox4hcWLv7/hG39QYim9v/nzaQl3DL2/W4XITzSdvb/BsxLmkeW+v7SNnfciNr6/pK1ZfB27wL9TPdf89Ha+v3tWd24vQrm/J/lK8czKtr8wx6dYJiS3v3Y8jlF6U7a/w/kMrvrhs78coke934i0vwvXTDED2LG//Mcpqhgwtr/HKX6Zh7K1v9/iLlPaEre/rJgp8VHTtr+cio6S10K2v6Gb2EY8Kra/ThpsFSs/tr8Hbk3XQkW3v1uINU4aAbi/CJK10MOTuL82sb3u6Ii4vwTai9K09ri/T2gF9qJbuL/VvI6Fb864v92tdydhvLi/bKdjkPTCub/8m03csKi5v485holV/Lm/gAtY6nGxur8k4kThVkK5v4K6yjQ4xre/Wd0KxzN7uL+XOB3bnwO5v49ZIctv9re/fdrXOPXQtr/teWSKwdq2v/20g/2bxLe/5IIX9kDIt78H1Tu1WzS4v7qYA+DecLi/etP47//CuL+kVcgv8iC5vxXRjYp3iLi/M1Bat5JUuL82mJMqBeK4v6/zzX6t97i/E4YFJw/uuL/WomgQpJe5v12At23ZW7m/NesrH9LSt79KbApzCrG4v13kw/FDpLe/h/3usCPLtb+mAqpQ77W2vxf1mLwTV7m/NNoJimXguL8Vf+REiIi4vwn9xC6mvbi/yJY+Vt8iub8rQBdx5ka5v8fUaExWsrq/o01IxC+Yu79kQmqRrsO7vzdRkGfa37u/unLkLtHYu7+B413L1+S6v/1i/iHKNbq/xVCjEKAcu79+aWaLIJy7vwpFpGOjAr2/Wkb8mzVovL8xktGxjKS9vzF6K+wjG72/KBCaxFGQvb9grTqPQ96+v8QHAXcekru/x7wKJmy3vb+iehnYI/3Avw4RTxuAMsG/3Qz/D0kwwb8Zu+W+Z3DCv2pJmCJhQsK/s2tXBZ8Uw78KwQMVIpvCv+/qcRBLRcK/zNKjVv80wr+nEkxxnf7Bv/fjrqu9vsG/DZ1gEh87wb/uQt8JUWHBv75IyU8a/sG/6x3N7x+3wb9Et2v4ZpvCv0RAUgz+PcK/TdCNnNhnwr9X8NOkRXrCv3CHyp8QrMK/cIfKnxCswr/1Y1v5p9jBv/L11ZF+PsK/GNkGhd+Bwb+OJqjmm/DBvz04MYZeqcK/d4i1IoNqw7+S6ImMtBvEv5wtQlMHaMO/wgrNYodXw7+j+DMAfYfDvy7x00sDmcO/LvHTSwOZw7+Sqj3s4a3Bv1PrUSfTIcK/xMsyWOHfwb/7RxDw5T7Bv4kHI5M4ssC/AjqH9mEbwb+o6d9mMqbBvw/y4DfjDcG/iv0QDEmYwb9CyxXgDznBv5IwY5fi1cG/Y2COv5r6wb/FDKv76xHAvw8T3gRfhcC/CDXVZ7H6wb+hn8JSHynDvxbIfClzzcO/FLJi6mV6w7+7gf1h9KzDv3Bk7g6JgsO/5qcxiJVAw7/5+uJRKXjDvxWfD2cUPcO/c3FHHTfSw7/qR5EDNLfEv/wBO8HRbMS/F57RmUrpxL8r3nWxo8jEv9/JMDaUXMS/M35/lD1rxL+o17ye6snEv/+libg9xcS/tXXKzmh6xL8JiyEzOzzEv3eWkYfpicS/uCslYhrEw794Hkq0zH/Dv6sdl5VsWMO/Ha5/+/FAw79Fzv71TT7Ev3M9O3DFxsS/bL6rmGVTxL8hm0EM6p/EvypLR0SiNsS/2PaOdym6w7/duGufnyPEv5y6TffyFcS/EaPLPWfPw789jHJejQjEv69bFB6/0cO/s77UJrB1w79t9VwkiYPDvx0nYu01uMO/KeV+yrNow78Mbaiw6PTDv6LiKmMbo8O/cZ3KH4Hdw79Z2YRmXmXEv8KLAPiWlsO/FppMejaQw79zKiyDM9PDv2YhKYBun8S/58vnj1nbxr+tWE5ZVYXGv5izwdpKy8a/63TZXGkgx7+apGE1fBHHv6ZA5l7ATse/4jzDPg8YyL8jHbxx3p7Iv6bTTn2Ebsi/b5IwCh9KyL9EizjaVULIvymPIsUhEsi/jHlC/cQhyL+Fu0EQ1OHHvx98u/E7Zse/lVpc4rSax78O/NFwB8vHv9jD3qyKdce/9JfIP6OZx79d8tyomTDHv59XMjJu+ca/aGSpWd0cx79Eiw6H5hTHvywXBEgoU8e/l8EJ3DtKx79WidaEToDHvytWUz9PVse/vnzgncUhx7/eZAAzvifHv1+zS+u3ise/UIW9X6GRx78T5zuQRIfHv9pNeGLffse/ezicbbiLx79aSbBKBunHvwttck3y7Me/44GPlJTNx79ockFB3L3Hv0lCa4KdzMe/wV4BbwnRx78j2+HmOeLHv9KRtuJipse/fzWm0HKAx7/xUTUWmnPHv8fl2MCRdse/agUquQmmx7/Bg4AZ+svHv5P8QAnG88e/2jtzvFMJyL9UxSjofWXHv5WLNp10Nse/osj6rXmCx78sCWTycVvHvxopANIlRce/h2n/j7r2xr/MXOicaIHGv16JwWf3/cW/r+PHaN8nxb9fNu/VbArFv1PTXR7kaMS/QPtIWMPTxL/LSQ4qY4jEv3XFL0zVHMW/x4Hu934Dxb8v/qiy5lbFv2qxj4eDScW/WtrJNMnMxL8S0YC+CO3EvxKb2FQnx8S/ulz8tN1/xL+0G1vrmm7Ev0hw9nmuzMK/BDkzE5pgw78PAuI4ATjDv55do76558O/y5wtUFlqw79M/pl9VVrDv8UH2UdK5cK/UFbRWvyNw78ILkJEd4XDv3h7eNae+cO/zAGcZfXxwr/SQZX0+VrDv3QdhOqR0MO/QBHRZpm2w79W0gL63hDEv0kEkhY+xMS/+FjndTCExL+XDFTK6czEv+/S8PnP48S/S8XmyZtIxb/oBIt/E7rFvwgUaZ5Yg8W/S5+qPa8nxr94pSYV3ojFv5gIqciJu8e/wiWtcydEyb+RWDaxs9TIvwCEzunq98i/uqm6q0c8yL8VOKEwCFLHv+vCFtuMmse//wLOSRPrx79Ti45AgdPHv5VjGAz71Me/Jp0bDROxx7+YKhXxG2bHv6YQq6Au2Me/CEQpGsgryL9gm8LVvhfIv7AkKwEewce/c87k/QcryL/354IHgwDIv2SkOlYFm8e/sXkJjw6fxr8J8FiF8iDHv1sNodN+D8e/I4sh72hKx79R8QhGSV/Gv/tJj2BGica/CafXgxNyxr8APfXtKz7Hv9hvRhZzbMe/Vjz/741RyL8H8PCqUqvHv/LFoCYx3Me/lwlv8W/Nx7/pceAXyZjIv7M4rgWNcsq/aaYyw553y784HFIh0xzLv3hxZOOdQ8u/YBy5axv4yr/EnH0BLN7Kv0tYyVMFpsq/o6VImiyWyr8hhDS/gabKv28+iy7FQsq/Ho9qdMa2yr9sA/vfr9nKv/dVjBzZhsu/w4geypJDzL9rgp6ZxnTMv3bC2XrgMMy/9B1HtcRlzL9Ju0CPLvfMv4sAd+tBK82/CUSNsNb3zL8nK4PaLV/Mv3C1oXUvBMy/Qk2eA1a0y78yr4E/CNfLv/J7rEAh28u/IhoybtuWy79bZJob1A3Mv88UiqNqIMy/FKu1IYz2zL9xMvCybTTNv4feIUibH82/XeKI4bwSzb+UcmGBq8PMv2FnTMoJaMy/mIo81N+xzL/gQgvfuBnNv4zhj5nRvcy/SejND4WNzL/ycn2cI8vLv1C/6Gp2Psy/R52L3FZSzL8fbsYXjsHLv7EF8LcKmMu/yJLnFoHOy7+HA/dnHMPLv3chM90ywsu/N3CDMcBDzL+CLlYbyFrMv3sw86wXYcy/oF3lvSVlzL+7v9t2qMrLv5D8Gi1h58u/7btfI0njy79DzbSs/tHLv88IQNXG6Mu/j2SmQ/wTzL+xUTe/yzfMvz0wnHJ7Hsy/n3Fmyhc/zL9szr2ZIwvMv9MKqqNQOsy/9vZ+PF1RzL+bqY1iQGDMv1kQWn7Umsy/pZxbxGphzL8ZJZpOsXXMv7NJaIywfsy/s0lojLB+zL/2/22CNmjMv1TeNsCkTcy/qW2XxJc7zL/7zQo2HG/Mvzt7sxtRkcy/nmfAuNBpzL/RFx85HyPMv6MJdRvO/8u/FqONF2A6zL/0y+wtNjfMv4vm9Jtm88u/hH4nPlDby79TLRtmpPvLvx9AvSX5JMy/Q+/hyA+ey7/kUPyX9o7Lv1uzLJivvcu/f+rChTW4y79y/JnO+nDLv/vqnDN/ksu/yozuKIuMy782dps9Z7TLv57RrQ65L8y/x9ZiYwIHzL85EZgy+VXMv807dne4asy/ySzcCqi6y79L2s/ntXjNv0IB6nPxBs2/VG/wRvACzb9qVpx+TGHNv4CeyS8Dkc2/AkFjmfoyzr+LnTXvkYLNvyMRGunBRc2/P8XseWMxzb+WJsxgrH3NvwxTroVRgM2/2YJDDaqmzb8qqrCYFVvNvyFripgWMc2/mVNhO8D8zL/TXhl6e7HMv8ikmy0xCs2/xt5anRFozb9lw18nitjMv+fM6FmiAc2/cpwB37s5zb9Y5JBvSBLNv+jVTOjzGM2/EdiN00g2zb/w3Emlb/bMv3o3k0HIJM2/xBmi/QqMzL+gRW5NoJjMv2gYoEf428y/WmaXgTvNzL/v6+gwua/Mv0k9VMyI6cy/7y3tOnQPzb8Sg1DzZVjNv4OFIf3XsM2/BDonsyA0zb/jYBwm3EnNv+eWKCYuMM2/DULQNV0Hzb+Bo8pwTizNv8EcmgNRjsy/zDPVR8eFzL+F9Ma7mqbMvwsu54XgY82/sILEB2NFzb80mxsffQ7Ov+zN8XUZ782/QKsRhD6ezb9fLi6qMGTOvwtHJPbR3s2/VkShjDynzb9+f2s1NxjOv//GlhJ5Fs6/LjzyK1gXzr9XFbbFFLDNv6lDqTyFsM2/ESy3Kq8wzb/fjR7UjT3Nv4FQD6wxSM2/IWOECHb4zL++iBl/PvrMv3R3mylON82/wgm7TUfVzL8aFm8O6BvNv1xUarQKl82/bn9r374qzb9eWjTjEyzNv/G3VG36tcy/4dmq5V4Azb/cCBf1KdnMvwmP4OFgPM2/1AzFIqQqzb/se5D0lO/MvwYapm+dvcy/SpkMCBRbzL/fiwDsEarMv2+BbaJB7sy/6iUGmWIrzb/WCDD3aA/Nv9gVqDp5P82/orupaV1rzb9OMF3Q0cbNvzaMC69Xhs2/ivFSP62hzb/tqWM+wnHOvy9doTSndc6/htfaXXqgzr+gcRPZdZ3Ov7zAmiB/dM6/0vzoju54z78UtkrQ37vPvzoODULaYM+/xpk2lBGVz79ru5IU2cvOv0A05irtss6/SDY2dshOz7/rSP4IllXPv6GpDFQod8+/JB6zvf6ez78qysdSn33Pv6QTTfS5E8+/YTZaxx3Wz79UNoSZMMPPv386okCs2M+/S0F+DG30z78g2BPikijQv6kF5jJ4SdC/dWGWkiZA0L/GRRDoOQrQv2H6oD9SA9C/XwcfDakT0L8i+3NmihXQvwTm+MDIh9C/fdkYvihu0L+tDk8HL67QvwdXaQauW9C/dLtj8H5P0L913k0NQCrQvztE+ftaRtC/AYTuMC9H0L8YIfHFM1PQv2acEhfMQNC/uxNugnFY0L8TQwJvWmjQv4ba4pOAiNC/oP5Kc6R10L+abeg8227Qv5YghftxZ9C/5r2jayVJ0L9fOsG8bEvQv1F9sTEEKNC/2gEzlAQj0L9jMDn2pzzQv+dmdiv6P9C/lxjC56cV0L9Zh7aDnBTQv1OFTpReNNC/qUPsbX4i0L/u1XSnBQ3Qv5Qg0bZzJNC/HovuKmoy0L+IzZk5STTQv2XCFgdzI9C/REWaGjQs0L9gAcTz0yzQv0DXPv+gS9C/dnqhYOAp0L9im4c7G07QvxIOPseMQ9C/pdZXIeRB0L8hhiQrGzfQv5q1RPOCHNC/BdosHTwM0L/KlPyZNgfQv06hPLAUFtC//1buL60a0L9M+ZThtRbQvybi0MWvLdC//CYW7Mgg0L+CoSIW5kDQvxOo1Fy9K9C/i1ZpkGU30L80ZkxgMDfQv5V8/eA2PdC/Wc5HCGc30L8RRNp3vFXQv/KF2BKWONC/b10Z3KRP0L+a7FGghyLQvy+yA35GHNC/g9NpnpHiz7+SYQTyTQ7Pv5r/xYk1dc6/3tFsLUbCzr8Zbw3lDozOvwdC2o9rps6/WV3MTahZzr/ZsJL+5KbOv7O7cHm6Ac6/+uDxgerxzL+qbqiRbRfNv9nbSa9NTc2/EYihxfStzb89gcslrajNv1PYpDBEjs2/mwcDJk5dzb9phDkhkTTNv2rjeszdfc2/Ckfdnr8Uzb/MyjKv/VPNv8K/yHbbzc2/RnPV5Zmkzb8bXSKIwz/Nv4cY8W62EM2/YzydVUFmzb+LckWkDS7NvxDkq30NKs2/B5XP4lSkzb9CJ1l6+dbNv+NHI9vQsM2/UfAVeaMuzr9wl2V5FWXOv1/XqQeLW86/92ucnlBJzr862JqYsW7Ov7VuLSsPKM6/G+XK6083zr/Ky/oRhfbMv8P1OAp7ecy/31HeyOmezL/wQSFbG2PMv+IrinYF3Mu/QWe0MdWJy78d84DCnxrLv8uIWTIjncm/L7jzTgE0yr8zMcbAO5DJvwmSZpnbuMm/rJubsyQOyr+/aNHBONDKv3IUs57fUcu/SQ4KSQQ4y7+qSeLrbOLKv8MgNvRe3Mq/Ady9yQkzy78ZIvL9mz7Lv4hSRHN7TMu/t2Mws9Rtyr92Ni4YCFvKv++xg73KPsq/iI03BNrZyb8vrl4yGsbKvz0DIzHwc8q/zkwgkA+xy7/mt03ZbJHLv07GIo5YSMu/k6P9Hjn5yb8QRWQDpOTIv4+x3cORMMq/kjop9FAByr9XRWxdmA7Kv6FeITwAtsm/iGTdpf5byr/vLL3yxGfKv/aOPlVptcq/0LfRwhcuy7+zKV/woAfLv78yU+c32Mq/EAGfN75Yyb8CVvg8w/jJvwDX24pkcMq/4GCMmCQFyr9RPvrwlJfJv6ayNGmfasm/R9BFtrU4yb+Bh1t38AXKv2y2TnyvGsm/sA+8XLjfyb+0VxpiqhvKv4aQtYQOpMq/cDFwAs0oyr+FyG2BhTbKv0ly2/twWsq/mE+nj94Zyr/y8rg+xK/Jv9FKKggn8cq//HK98Xihyr+D1yc1t3/Kv3fvN2Kwl8q/abC24G3vyr+oEXdN08DKv7zKdbgXVcu/YkIcMwpiy78rb9UbOi/LvzDeKz6TF8u/i0KQloJTy7/z3BNvF8TMv9azJS0CHMy/rj+18OuNy7/HZzzQbavMv7bykM9EUM2/vc+BFx7NzL9ytgk7n1rNv/oC7E+7Xc2/qxYl0Axzzb81B6SluELNvyDqaNMbG82/N8ztSizgzL8Au57sDgTNv76MPkr14sy/anOWFPN+zL+y4XF3e5HMvxhjMS/AuMy/UIgEh1gEzb+ytmlrSS/Nv158e98X78y/ucnQetUTzb9smiq6szrNv/LkuwCrKs2/YNzsDkodzb/Afn0xc0HNv3u4JQY49sy/7W/Df74Pzb9iZV3bHwTNvx0QqwSOq8y/AKngFqy8zL+tUUUzi3rMv8K2DKQkcMy/Aq31QDE7zL8U4JHYuXbMv+WtO1REwsy/kyTtOo7RzL/OnJarbpDMv5R9up6Q2cy/WeC8W1WrzL+zFxuzvofMv4V3NA1Lh8y/1E25T1WezL/tgXmAtKjMv/wwMFeprcy/chzu8Ou4zL8q8WtH39jMv/gTBEw5xMy/aS1GYSXkzL+Uvb8B0xbNvxDWU7dPH82/HmbhaqfTzb/AOP4IvNbNv/q0hjDwoc2/JcB5s8Cbzb9hoSUt2dvNv4zxsyFjs82/sEkQBXKrzb+6seK+fEHNv7uBXUK2wc2/ENwvbs4Szr//uZBPjmrPvwpVqHXUnM+/8tBWeWRWz7/0fRsk3SrPv2sqZHApGs+/ZPYA2f/5zr8FkSbLaXvPv4Daw63CN8+/KKeN9eQ8z79B1Nl3JcjOv7OC3UspQM6/meLo5YmMzr/5B69vdyfOv35L+TJfB8+/Ty5tiSDSz7/neXvT1ljPv3JuFMGjiM+/TS01zL2Nz7/6bZC8ijLOv69AZjat8M6/7dHY7xRszr9EAfGxD/nOv/DW4tVklM2/54GPdYoyzb8Em+E7WKjNv2FyQ5kUxc2/Fg5nnZgEzr9OMrku9sTNvw3K+ozP2M2/J3Qtq4yUzb8MyF0dH5DNv9rrJ9DMKc2/0ZVNcFlXzb/sWcw9qKHNv0xQX0wPk82/YDYkjUK4zb9g27YcFJDNv3z9ZQRSc86/O3DcbgsUzr8B27MhzVzNv4cwnDqNu82/YnfpLlN5zb/GVp6l6wnNv6A8OriIL82/re8tC45lzb863Z0p5YLNvxf9uKNYFc2/lU87XHoYzb+SRDtF9AvNv6L4LlpJhc2/i8tCci9Pzb9iACAIh4nNvxbNJkWMgc2/7B4+Zayzzb9TD1WdNaTNvxfThfuVa82/1BpqIdE5zb+4AIa7zFLNvzvkoYq4Js2/dXHHs71Uzb8HJgEIs/fMvyBiTIFTtcy/xxH7+DHbzL8t3BBNEaDNvwpktoBC1sy/Md1M+arJzL9peKlh4+XLv946CJzkmMu/ap6GZcSbyr+8tqqNymjLvxkK4xdIPcu/8Nwe5Sb3yr/0UNMhCKTKv3Yk+m2BKcu/EMdzY1Nhy78U6Q6/91LLv6c8JyblU8u/BgJ+ub11y7/szTFZ/c7Lvx6J6Gr1acu/SBy10BxPy7+9RbCQ0H/Lvw6t6+Zmqcu/VnyKds8NzL99rWjxtnTLv0zogI3geMu//eEYq5kHy7+DE9Bx9lXLv0ZPm9s/psq/4XRJz4Zwyb+83iX61jTJvxqt+PN9iMm/3ELVBROfyb+2dz/pGk/Kv248UnURPsq/N3UufhmPyr9oB0xsaFHKv9Cc0raW/sq/fwU8Qh3wyr+358Ixiv/Kv13cdxixJ8u/im4iMIoVy7/DTWd8eE3Lvx1+o9GaEcu/weeEZ68Cy7+QZrQfmcjLvzQhACk278u/YsUpwJUGzL+gaMY+pFbMv/7N1QYdysy/efsdUNbezL/T+eWvCLTNv9P55a8ItM2/PmnLUtm9zr/DqDoxUMHOv0wLer1XC8+/wg6nxqLqzr/mda3iEazOvwFUIGB4/82/VuWYae4czr8H9v15t7TOv+W58hbGec6/a8sVh7Iszr8d5Iu7pjfOvxVbo/6HP86/vtty6seRzr+v0cE212LOv6QoL6aUfM6/JedZhxVvzr9wLHTd+ZvOv9bXUIki9M6/13dHWdvGzr8XDNqcD/nOvxQFNcVR9M6/bQqKkrAwz797DWDMNQnPvzGtFXYz586/Ojj7D/Przr8kWfDyFazOv1+fqq/nwM6/ZSEaQd3Kzr90eJKqIwbPv3sAv5YvLs+/phq5C/sEz7+mGrkL+wTPv8Tpub/3i86/koOmPPeBzr/4gnECCUXOv8BZDUhkes6/4RNbs/CKzr/hE1uz8IrOvzQYUf4nhs6/rRNyP4hvzr+9NhznBHPOv+z434bURM6/wSDb+ZgOzr9Ro565XzTOvxOWSEmQNs6/ECsTTwqDzb9PhRwo0YTNv5f3QmRcL86/f19YQKsCzr9WMMbjNtrNv8BU9YfhX86/HLiqxcZxzr/CTbBsJ7POv6LUHZS2pc6/7dAusOjLzr9uDGtlCUTOvy7mC/JYWs6/CsTLMTVizr8hnnIeoWzQvzc1xAamQNC/cwx4MPIY0L8l66jVzjrQv0FvbOg0n9C/4AlkHg520L9/2Zd+Wr7Qv5RaQI2a2tC/sk0ZTZvl0L+nqBlu9uLQvyC2K2aoC9G/YOWrzvud0b+b70wRupPRv2cfiiBDeNG/7Om53I5r0b8/gmA2LY3Rv6i+lCx8p9G/N9nx+s2f0b8/cRhrB4LRv+62cLH789G/dpla8xKy0b9X50HM35rRvzxFFc4plNG/eSwPWYeG0b9yknCD1z3Rv5y+owFdb9G/RYqFlDVF0b+NtH+FDmvRv1J4jG3vgtG/dtxqEnyI0b95J8XFn3rRv/xlNDO1idG/7gRhyfxa0b+5M3JEBqDRv2YdU2xH5NK/ZP3Fdol90b9Bxe0zivnRvxMFupg9ldK/jDj2yjGL0r+49oiCEaTSv8U0Ka/on9K/7YTgwBBQ0r86NzqRS0HSv2XLg/Ite9K/eN2S9XG50r9AH7YaLJrSv4Y+kcpr5NK/2yUU7HXV0r9/WdRDBrvSv88XkaZutNK/0J0IPMDW0r8nTKRUQcbSv1V74tx0s9K/Cj5rw47P0r8oqEPM+PbSv88ttsomI9O/9I9+7yg+07/7lTsgDj3Tv8XGTnVe6tK/sYQmb+Qp079cJOYBXzzTv0Cwipt5S9O/AQpCPlFo078oR1NiwlTTv8Hs975nS9O/E2/YvVYz07/JZSHsjCLTv/O1faJAUNO/CndE/fYx079nLYtcQD/Tv/E2jiKhXdO/yM/wBEAc07/Bx2+glzjTv1pPFgmA/NK/8UHr4NcK07/ngF6bbObSv44MdDKWBtO/1Aclkgkj07/QerjBfO7SvyG9OUwP7NK/67HqX5O00r/HAkmD9wDTv6pWr+C+69K/Tx4K5dAM079El+l5WUzTvw0U+j0eNtO/G4Cv+TQp07+IZGdhgejSv/vcuX7R0tK/JHk93rXm0r8QAtLlVv3Sv7qg8M/hOdO/Ob8QYk4+079iYIYchRbTv7VC50bGn9O//wTR/CCi07+kFqJMcUXTv4K3nm1AY9O/oC3xgqKO0784zg1W46XTvwe0R5DhlNO/37K7DreM07/12roAAHTTv9q4vvNQf9O/l6VfLIZc07/KMg/U4E/TvwrO1+RErNO/CBju4JjQ079JXSjWpgbUvwAfGijDBdS/q5GJw9f5079zAaFnRBLUv6VVrRf84dO/A/96av+907/gNzSwzL/Tv3wL2zajoNO/2C9MNh/I07+FmgGvULbTv6AILSjftNO/7wwhRFnK079ZVqmYCMbTv7yD9CjNsNO/n6mWc0O9079p4RvH/bLTv/h8md7ks9O/ZlC0sW7B0785XMcKjLXTv7XfsW1Kp9O/NJfKwz+L07/oEji+VqTTvzBI4z32ktO/w6dHhmGs07+N2EXBpJ7Tvw2ELQXqhNO/wgg39BuR079A1UZEX5rTvwz/0yl3mdO/13p2R0Kj07/SUsaeRp/Tv6NxE+GUr9O/j52EVtWy07/qj9+UXJvTv3F9myfCj9O/CF5wYzWV07/qQ0F22JTTvyUaqpNJnNO/L5DecMGX07+fXFFFhLHTvzBo5lwks9O/XnTXY4Sx079AKQiBfbXTv5+iEuc9stO/XiYJ7da307+AX8qXlZ7Tv6UbWC8iuNO/QGJjGTnP078vXfnuotLTv/Sp4rUdu9O/14sEy9XG07/2m0OlaczTv4yAJ43AvtO/Qe3xs/7p07/OvxZy7/LTvz9iU5oHJNS/gl6TstoP1L+kCVWL/STUv/1/x7oXNdS/vmawShvh079uGpSRAAbUvyCizsy3I9S/i6cmTXgf1L927X2hyvfTv5psohRa39O/10IQVk6x07+MYg+7/sTTvwp0DSXqutO/3TaW7fqy07+CPc/AGq7TvwdQtSz5HNO/Sh6YjD4m079v//+NmzrTv3Rb+nhTQNO/9iyfvUlm07+YIRv1PETTv2f6EpE+jNO/cS+7dISN07/B7R2gPpbTvyJp2dRXkdO/yTnVVsFJ07/5CjRADS3Tv4SumGa4X9O/l4/n7GxG0784pfUgFE/TvxNGonpBX9O/Zpy9FHBq07+Y8AXRCGTTv/I8XUxjPdO/2H+tMoXy0r8AJH3VYwXTvwVQ55tSIdO/fa5Kgoc/078unFiQrQ7Tv7ZtEQlfFdO/gWirSCdz079yybKgcFDTv4S7seSDFNO/2L/A5ANX07/hrFc2YWDTv5Fz0xcHeNO/pWr++rF/079Bhs3ogX3TvwR/N0BBodO/p/OWe/Zt078hXEOPWUPTv9iwhgs6Y9O/7nXMSZ8s07/a+rW5XC3Tv5/yxO4JRdO/Hitz5Yks07+XjSbSEhzTvxgwvNVUG9O/LrnU9bnd0r8cGNAi+t/Sv9ZqcWhq09K/KWv98kPl0r/IzInRBtrSv3dt8HZmGtO/DC42jjTk0r8Ohg4+XrLSv5HDyVOeetK/s7TBxmxd0r/1UXoxWpLSv9G15ei7z9K/EoAJpHr50r+IjnaNONDSv06To5Yi3tK/m5Df/5YH078f0bBC63zTv6UGbjO1W9O/YzuE2sN+078T7bB9dlrTvzufi1+ObdO/jxJI5hpu078LHUI+y0rTv2Hq56N1PtO/53Bq5cAN078KJmYhwRXTv4tyVQobJtO/mjx+eXdb07+bYfP9qoPTv86RQAECwtO/aFDXXg+x07/akAFxu5nTv+5zgBQhgNO/NrQkVcWB078ZzzmcN57Tv+FaNV1V6dO/F/bfkwbU0787Vp5kWO/Tv7DdbdXO2NO/wpEwfSTb0785O97n4b3TvzaQqS6qttO/kyyWkSHD07/CEDPPn77Tv2Ej2VbIktO/Kaon+lOT078HLBdSsYfTv+7uuN/PZ9O/0Ew1oPp9078HF3Tpz5rTvwx77NNwoNO/yTKf08rL07+oYrbIJrrTvwov6z2r5dO/eDGmj27p07+yF/vFC5LTv3hRWXndldO/B3aUWL0P078bQLsEZSTTv3RwSi/+CtO/qHagLlMR078kslXEvFvTvweKrfM58dK/6qK9uOAB07+ewVouUwzTv91Vomc6CNO/pE+41qMg079UbXkRJSzTv6Wp716gMtO/5XfepRtU079hh7uqGFvTv63xl3ZHQNO/Tp/S6N5V07/jY4BE0UjTv9ezKTGbRtO/StvJSytV07+KYOjzOkLTv1W/po/FKNO/gGwOY2wR07/2UD5bGSPTv/WqmkqTNtO/+NDJ1NdG078Kjcf7NEDTv3V17iErVtO/zZJw+OVm079TrpWqKlvTvxhElatEU9O/lWQKyixL078NkStX8D/Tv4ZkEfUWStO/nW1ROKRD07/8cqoS5mjTvwnZB5xKVdO/DbCeQvJW078UXbuN3VfTv/WLpEodXtO/fys8SP1j07/4zWh94lfTvzVi5/czS9O/AhO6QXdR07/GsaebBnnTv1FoO+DqmdO/ruVyF9Gm07/b/J853rPTv/MlifmRuNO/4bA7rsCp07+J2yILDIrTv4CEVlMNudO/YxOq0gqs079VGO3Yc87Tv7p2obKs7tO/jtyzSg/c079a8fI5M8LTv/tdWbnys9O/iTrJHg7C07/N17zoBLvTvzACMwghuNO/lKdOc5nT07+NGeJSD9PTv9wsXla2FNS/AZGZgCf507+g57LO7B/Uv7OvSn35KNS/Q9DSFGk+1L/1E3m0llzUv4uNBufASNS/kYyk/+1I1L+Rl9UvFBfUv8UUINIcPdS/su52UZls1L+aMvtQSJPUv0arBegT09S/VrqElHfa1L8HkmiKFerUv68tBslUANW/oHHT2bEB1b9AECkjT//Uv2uJhgpCMdW/czQG256v1b9URKkOBYbVv4wNL5SgpdW/4dgUnBSW1b+4iLMv4r7Vv2dh0fVlldW/iOR0nnip1b9SVtH4l8LVvwjjkMPRytW/zqJA/xz71b8ESQggOtrVv7kQZINcO9a/wfrWcdI31r8x+xGlfZHWv0wXDGMRuda/OaJ5qAas1r+W2N67FurWv/bIdf2Tfda/6uo9sjxR1r/5GW02X1rWv8hpIRfjkda/pNdHmDye1r/5RO/xNFbWv/phCNuzata/4lhn1d9m1r+5fiXhdF3WvypGZXzuZda/JqHQLzmF1r+NJp6Hn2LWvyVQ2RbcZNa/JbkP5XxW1r910eQhmoTWv4qECvYnbNa/WuRTz5011r+25puZKjTWv0AXEqiHKda/ZdFeErtm1r8544w56iXWv/3Fc5nxNNa/23kmGG8J1r/LCid8/hPWv/b8H8UFB9a/B3Nj466k1r9X8gIB+V3Wv4eWJM2cXta/LQgDP3Ra1r8oXyYwuT/Wv5s6DFAdY9a/ufS0iLRJ1r/ow4pFjGjWv4p4wZoZb9a/imYQVpRv1r/Yp8o47nbWv+9lxK87ZNa/2d3dBn511r8swdFTh3jWv2btXrKgR9a/x527cNWE1r9QOoP3eqDWv4ImKLX/BNe/bGGbtVRe179ce+52RmvXv9iLfhZ4kde/HA4wjnVX17+f0qrc23jXv4Wh90AR1de/IqJD52ng179ttH2EkaLXv8Dx5ig1o9e//TpDiPu31784YD1et83Xv7xTOPJPNNi/MG+sWJUa2L+2n01DGznYv4pgAKxtFti/6wU/rnoN2L/7wPbaIEjYvwZf3wYaPdi/dcZovioo2L/rF/Dy/wzYv4/lahVwzNe/6I76VTPK178N/Y09/6vXvxHjAIf5GNe/goCdDJoC17+NhGI1eBXYv/MaMj2nv9e/wSBnbmfo17/Juw1QuSrYv4gGi1TTGNi/2h+Sb2wa2L/grxqVlhbYvwLomq7S+de/D5g0H1Hu17/bFHSzRNTXv4Wh90AR1de/NfQWwpfQ178l/Lg+BN7Xv8nCoNgW5Ne/4JJLlOnQ17+XBXxgxMTXv/NQRQs3vte/KfhnAE7X178exqVwdN/Xv9Y41jxP09e/0rr+W6rW178Nzkft4OzXv1RbFyEG+de/7wHub8QG2L+zpuDLePLXv9WoTRcl19e/X0UVnsry17+7fi0EuOzXvyQgG8gO3de/KIxBZC7a17/BMhiz7OfXv2vRTIU+6Ne/te6k3o3w178414G2/hDYv8bxIB5JKdi/jeJiwNyf2L/6W528corYvyNaucloaNi/XUmg0ZR/2L93c8DkAWrYv1wTjQMFgdi/IySm+9hp2L/23cXbzY3Yv7zKfEqXd9i/BY5fTEyC2L9wrSTxR2/Yv8St5z7+t9i/5qjBAU3j2L/OqZYASLHYv9oRbF6xp9i/WE3xD0uG2L/Grec+/rfYv+WkNs6CVti/xd9v2cMp2L9ufqSrFSrYvy6Me1lCYNi/Z2mxHOl32L9OY/OShozYv3dPXlv3ati/UdastwND2L8Y8uNr/3HYvy1oGdA3Ydi/7ZlSB2+W2L8mkMyX+GbYv9JvMvQBrNi/K0/VAlWo2L90ErgECrPYvztHM4bomti/05OUfQyr2L/6kbCKAonYvx/VTmBmsti/+QxGIQDT2L8nm+pTIK3Yv0CB0YdCJtm/Stf1oCYd2b/bJ6jWADTZvwI4dSh8Edm//nz38Olc2b+H46up/3nZvxDoDpn6Bdm/rkLQlu0O2b93ifxcUfbYv21FiYjy/ti/Vqvxmq8Q2b/11jJTcNTYvwR1G39pydi/9t3F282N2L/6NzszaIvYv7XOzYhNfti/deM3v9dt2L/0FyroE5PYv+1RjvRZmNi/RA3PeaKV2L9QdaTXC4zYv/WVAcm4j9i/CGIhUcHv178pOZmKBRzYv8Z2i4dL39e/S19oX7z/17/K4rEja9zXv0w/kQl8jdi/mb3xQsNM2L9q+TlCE3TYvwzrFu6NMti/ifumjb9Y2L8meUc2hgDXvyavWgQW/9a/0O5FYuCa1b9pBEuiUdLUv0HizAtR9dS/oFiLyCun1L8B9zZC2+TUv9jGkpofldW/RNSm+pWC1b9F7erHeDvVvwiALN+nJ9W/21kjFd291L88ERNcb7TUv6gpRXgN6NS/Aia3hw0q1b/Emymej9DUvyNlyimnxtS/lBQY9Myv1L/9KL/coFbUv3ZZJtIS79O/9+4g20bL078tcuFGU+XTv0sBlW2CE9S/6AHhE9se1L8dYT/23DnUv4Fg80+ELtS//EwhZqtV1L8l/OXXLnzUv5xqPA2xptS/55lFq4Wu1L/WfYWe57zUvzqhm4GZsNS/bvXbp3OF1L+1lFwgHpHUv2zjKmPuhdS/mqBP20Cl1L+wTJgNCZPUv73RPGwfz9S/xd+ccu7H1L9SD/VzUQzUv0k3qDsSEtS/fYvoYezm079hVqqSV7bTv8B9EbS/sNO/SlDsCPXK07/YmQu2cSjUv9LlIAc9LdS/MnmuxMQk1L9P65LqRg3Uv6RMXhj1DNS/1Rs01cwr1L/1C/Db8xDUv+ZbVmt1HNS/VMPfIoYH1L/wwyvJ3hLUv4F15t6w4NO/6OvekJ8Y1L+qbG9jSQXUvzwMeTSW09O/r/z3iHMB1L/Z+hOWad/Tv7/pN1DfrdO/DDYQ72D7078x4UktGpXTv1vGIW0tutO/BZBLUedy07+uWXU1oSvTv7Yxwm3gJdO/iG0KbTBN078LVudEoW3Tv6CQl/c/ftO/ZREoyulq079aqVJsgHTTv+ybPgwKh9O/Ae4R5zd307/2hTyJzoDTv08dG4UMf9O/cA3XizNk079mI9kOb2rTv8Q4j+tRZdO/wAJ8HcJm07/GpLWHcWLTv2Fv7l86b9O/vXLz95dq07+X8q7LRonTv1c9LNBgd9O/SrH06OyB07+YKMKZ1ofTv3EGRAPWqtO/Lwn99Nqa07/vd9yC/4fTv9Q7CysNntO/5kUa8yWQ07+tVjPr+XjTvwl+mgxic9O/eWP7pBdb079Kyji2zzrTv4FfqmZhVNO/skfE8Bss07971rTJlBHTv2ay3lViBtK/p1WwDMMY0r/NBHV+Rj/Sv3fHC9qiPtK/dPZRKsH90b+mOOELFtPRv3HrM26Zt9G/n6/rbkmQ0b/ZsIO7+qbRvy/KitaTqNG/7LP/+rXf0b8SoGrDJr7Rv9B+wSshr9G/1zk/Y7Nj0b+sHlRVEEDRv2iVD1W1wNG/yhPkeCSM0r9b08SfsczRv3mUAGGmbNG/fcoTLzZr0b+xHlRVEEDRvyPn5ewY4tC/nZLieIjE0L8WdPLSh6XQv/1/5Y2qudC/dueoOs8q0b+SWY1gURPRv4NEYNwQ29C/yiCHq6ie0L94IMRd8lXQv2l3vXXRGtC/i/jGZQXfz79kp8iJ0rzPvxq4K7LSFtC/jAo+tXZYz78edvMjpHrNv3bXvlFSes2/s5pnXvP+zL/tcskEra/LvweSy1vyU8u/Ueg+2GSHyr8L3E7ad6TJv9vsocdfE8q/Ih+zusdHyb/IO4V4qr7Iv52bLwEF5ci/8Hsb+Xq7yb/m/QkjwjjJv3DauUr8vsi/xYeayXXDyL9anWUU03THv0MyTmzCy8e/P826WACIx78p0FsfVZDJv6iGvbjpJs6/JzXvMhfUyb/2oABhvBrLvwMtOEgwEMu/qusJe678yb+wdP8Xez/KvwPAjs3Zssm/nkIDk43Byb/Epzcqoq/Hv4hXSEJ+4ce/OwBS59RNx78QPR3FW9XIv6Bhkf+qWci/z1yltw0Lyb9leoZp/9XIvzuVrinssMi/NNow8ln8yL84DTxrVs7Jv17VRKq8rcm/EVtvpD97yr82IDaZ/qfKv7kcgyFlGsm/0A1OHJtTyb/VLV9n70vJvyzegTAQA8m/L0qozC8Ayb/n4DoiFfPIv0PUTeFdQce/xqu1AYNUxL/t1851dBfDv+jQO+0WXsO/pYSdQ6mWw78uaODzQNbCv1pw3i8lCMa/3WcqAnR1xr+rY8RVQ7jHvxMokcRtR8a/DdEjwmZ2xb/avRQmRObFv59X6cXQi8W/yTzBBeSwxb/gBdk4WeTFv8w4cMctqsW/k1SneynZxb81EbpCN3PGv1G/weBvs8S/2d2xhnDSxL+EYlmivD/EvwmPb1l40cO/uuTQJKZ/w7+mDZPgddnDv/tgOP1oZsS/z4G3uHkIx7+DAE8qnxzIv8RLavXVg8a/fwZf1MV1xr8k8aj34nrGv6EhEO1UE8a/R9+lkpkNyL+39o7FFGfHv0Qru+NkEsi/ci1iJCV9yL/trCC1Cc3Hv9nft0Pekse/LWx4g/RKx78ChF75OXPHv4qx944sZci/+VUnnSoIyL/Dx0h19qfHv0q0sIAxVci/FW6WaxLzx79nyo1804vGv38uEpyGe8a/p7GYEn8Pxr+p1fqbiQ7Gv2pSADtpbsW/6jsm/Pxoxr9WgJYTJi/Hv85S/X0zPca/Ahe1fuMVxr8p2Co17DvGvwUvsGKj9MS/mow/wBWkw7+6xL/ZUYfDv5SCau0QOMS//axNTjRrxL+Nx+y1foPEv5nKLgAmNsS/JRDDedgGxL8/RQFJbTfEv/G7glP+McS/X+34PH8exL8pvRqgr0jEv2AGd/91XcS/i2Wb7GPyw79MqYVoICfEv4D9xY76+8O/e2aq4HJGxL9s90H6q5bEv979wtHEysS/4pTef0yAxL/HAiMEiiXFv/0KTtmY9cS/x3xvsWSVxL+hLrMf2SXEv00yewXtacS/fliEz7fTxL/SnID8uI3Ev9sXUIjKXcW/dw1+cvsixb92XNUNbtrEv82LGKFWaMW/IZ6MM5Kwxb9SFi/jdoTFvxT8GNTOLsW/iI7RkltYxb+2CsWA9jLFv6NefE4uRcW/49UPCgTFxL9r3sM3tVfEv8KkInklm8S/76bJueUFxb/ddM00+IfEv7HqszWiOsW/cJrETX5sxb8QZf0lR3nFvwwAahKFNcW/4tLNv1wSxb+o5C+hU9XFv9SEhRj5rsW/5AKX7rExxr/0yGzXf7LGv5zh7VasIsa/UzdPItrQxb+53I0k58fFv0RbPcG8w8S/l7V1Zg0Kxb/0hal6grnEv53VhrFhAsW/M4PwiH3JxL/it70qIB/Dv/dV4EstmsO/cKdngAJ/w7+B4PaNTbbDv3jr2lRhdsO/wZpNpiAvxb8rr/SO9NXEvyxEUdELOca/nj5rA9pMxb8IOAJXcQDDvwSwj5jbHcS/gG09adD/w79dNkAuy3zFv9f6gIcdGMW/bwVoC2cJxL9r3sM3tVfEvyeSJY5HkMS/hpIi0RFfxb+0QJ5ZcqvEv+8WQZS7CcW/APlin/9vxL82AY50DkDEv2pVzproFMS/EHKgWMuLw78FmlMgjJHDv2Y4/5k7z8O/rWA7up6Xw78rGphM3XLDv8AMhOxmhcO/pWSM+FSew7+eVeMIY8vCv75nQi0kXcS/Hf7XPz+Bw7+9Ym4QN/bCvxQTkdlXrcK/FoZK/tRjwr9qtAqzhpHBvxplKr9xF8K/UuXi1eoEw78UKc1RpznDv5f4ZVw1ocO/ZB5y4zU8w797L04pwG3Dv1qHVjWuhsO/blS/ptnAw7/grNljDF/Dv0lOxydjT8O/k1XjCGPLwr9lkSsIs/LCv4Ej54N1TcK/0QJQnbTDwb+rOkdeTuTBv1rcvXpHl8G/MxtIxD5xwb/xiSdSY17Bvx6H+nU2YsC/N5q46Litv7+kiv1HglW/vwZLKR5EeMC/BNhv+cbBwL+yR157+gLBvyLsjYn4pcC/0yHeCdJbwL/JSZHRkmHAv3+VHcq7o8C/7VYc2WaMwL8q0gDT8hLAv+iwVzvtA8C/l9iBqgtHwL/XkaU+WsW9v8U4Mn/lM7q/sxXf6emIur+m70kKRyu7vwfAfR682rq/JJNqJDZ6ur+Hx65tNg25v04Vbrz3rbi/t3hsQD4MuL+dfk9ROse5v7DMl/idKrm/CjZ5jeBDur8iiIZdIrq6v/73FWOopbi/Tfcb3RMIt79KlcoT+Xa2v7ijYVKmxLe/fd81Z87ftr/cyfYxSSK3v3td01JfVra/uxJWTkVotr8WN7UaGja3vxhiqiyC7ra/jzukH+21tb/RZiKK9zC1v/bjJGyhX7W/TQS/D5gatb/pIaDBieW0v9NR9QW3+LS/WS+0IQDTtL+CnQ0UuC60vyIENrf1V7W/L7NMST3ss78dIILZaz20vwcjI6DARba/MxrmGW3wtr/muEeF6Y6zv/f7q2U5MrO/20jQqhOLs78vd5Bfxbiyvz5E+dDw8rK/etysyym/sr9w55CSPX+yv7z6hwOwJ7S/oPsiDZdvs79rsjqY+Ga0v0NPxWxUy7S/wW7EBmQ+tb86qg/D6Za0v/1279tyDrW/1neK5VlWtL9KUge3+320v+hhwlcy1rS/V9Rpy2oHtb9CBL8PmBq1vyE0FFTFLbW/uHmozXf+tL86WqkzaIu0v6nMUKegvLS/8Y/5s0FBtL8Yr2/1rvG0v7LkHvI1/ba/7Ir4/Sk8tr+E4nexdZK2v5lOEji9m7e/ysa056Fvt7/f74sR7H+2v0vsNxYASLe/APeShHFFt7/J376/cKK2v007G8dK87W/24uTBxGEtb/NhQ9zwh62v8MAaxSs4rW/ZfaY/tyntb9ACR9CXXW1v/02zUXKHbW/3Q32G4ANtr9wrTni4GG2v3gH6S6P5ba/bGO2Y1sRuL919MFnvG25v814bEA+DLi/Q7U62/rEuL8HjMItXgq8v5nNkX4yyLq/466Marfyu7+evuiOQPW5v2vL6j1yXbq/ZGXUS3m5uL81qK/TJpq4v5HNSi01Wra/WeLuWNPPtr9Hn4p4gyy3v8DtQ03Zari/snBBay88uL+0/0ayIti2vy4Cd0uFBbe/zQXLRnE9tr8oQzTrFD62vybh4iH6rLW/h0GfW5lYtb/o5t1dpk+1v0XGumEN0rW/rvCdwjAFtr+UnxPRJe+2v6lCCg8g0bi/BQ0B4EOJvb82Ar6cgnO7v+CcoTAebbu/F6DLTxU4vb+u7GY8Tc69v/jNYSjS+L6/t8FxKuUVvr9eTMFq9Y7Av2NallIQvb+/PlVy23DwwL/Oj116R7C/v8t/Mawefb2/JqSQePNKvr8edlkc5N++v+BCOTVtV7+/BrTUccxlvr9ZDg0XHay+v7X84zMWRsC/1zx6tOZCwb+Z+rDdfefAv0XbmRi+jMK/A5I9ufd3wr8Es134WsTCv7Z4Np5edsK/qpsVSTIVwb/xaRYHD2bBv+LUaJtXvr+/zrkIrGhlwL99LstKiQ3Cv7GRtGBVtcK/+nlC1TeZw7/LNmoKwOnCvwRj92jZuMK/2jVbFrGVwr8qU7NvAJ7Cv7g9iaj1lsG/rJSCwNRbwb/PvtzIVczBv4kxDZUwwMG/6U1W+nB0wb9bpnC3oxLBv1AoX+Hqj8C/HhVQRcj/wL9oemyxLAbBv4VNWbempcC/3AwlcLkvwb+wc2KBcQ/Bv5UdBHN5ksC/ieIFVHBuv7+xORTayem9vwharn3ApL2/RXaD+NhMvL/4dfqfNoq8v6t3MLMEGru/nXGsHra0u7/UGAkJ4VO8v+YCQXu507y/haKEQRoovb9kT/SSoVG7v7XDue73Kry/vcQ8zS6Lvb8G/2MnK9m9v2raewK0SL2/VmwiEPzsvb8yzw7j/cW9vyb0f2AXGb6/Z7TmIhHrvb9HG5ge8da+v6Cdg4sCI7+/p0lY06IEvr/XUYOosdS9v/a/3JppML2/WtlXoCo+vr/rkigdkSW/vyUA5wViOb+/2W/Vh5V6v7+0e1RYkIK+v9H1FPCS/r6/uK9uxZuov7/nNTeGO+++v26XFyJkpb2/6JlHu8bSvb8WnO77hj2+vxEIoa1+Lr2/+sk9g0aQu7/d9lB9zPC7v07rWgV0q7y/zcXX1hXTvL8Yu3xopNW8v4rm4qf+aL6/myJAFclGvb+sLkg+ZhG8v6e6Czuy+rq/IkFdVPQDur/e6unXgdC6v7xTWj/SDrq/CdH9pM7nt7/tSBf8EPm3vxsrrfF8a7i/uS3FXy+xur/WALJlqVC6v3j230/aFbq/vfMmXtUlur8OPHTJjOa5vxfBGCijIrq/WREIEMfwub/tx5ZChiW7vwspTQK6bry/Q/SXi8cAvL8DXybbNee7vym3tz/Gwru/ntUz+57Vur/INuq60h68v+S5cDHLsru/67yye3Jlu7+pkTQRaOq7v4aC6p0jbb2/XViQlaL8vL/3o6ijozK8v047wZT1try/GjbYCY6ZvL9ngWe/7Ay8v7o0zNK0dru/RL/iFNWSu7/Gf9IvcSe7v+f/FlzCCLu/cYotnuIku7/eYWgl3Zm7v6qT21EoVby/5eCI76RwvL+emDuE7a+8v6aCc/bFL72/J99S3Nbgvb8Epk/kY528v4yuAxIVMLy/Ce4T93ibvL8Ufpwco5e8v9w700U6PLy/LpjKVvvUur/O0noJmuW6v9VMO6GcYbu/WRgPg0y2ur/KfJDlyXS7v5kd+A2007q/4SDDsP1Iur9o5Xf0d/C6vyQTJvjkmLq/AHYSy+Zxur8YqA5Q1O+6vwggKKcWAbu/+0SZJDBUu78bh3omSZe5v9/uxisQy7m/aVnMItzuub98V646vka5vzpZ5E2M1re/LOPo3mdtuL+NQmmLzSa7v5uYU6+dl7q/XKq1kJRau78vT+LhXMy7vwn3UH3M8Lu/3K7r5mRIvr+2agQo3kS9v9l4Eg7pz76/sE64BWhfvr/RXoVX4zy+v8/wzOh9i7y/4SDDsP1Iur8bmyTMUm+4v506xw5hGbu/czupaUXPvr826bPEs0C8v+4eBEWN9ru/6liiRueBvL/RwpWMbiC9vywgEHxmGb2/8Qt+AQ0pvL9ygWe/7Ay8v0ljdFy2vLy/qmzDk06Xu78VMhPhr4a7v27UD5kVy7u/5gR3jodju79/I9sesI68vwiD/E5o8ry/4D+YbhhPvb/dWSUlHuK9v4J4ibVGDb+/qfsPLD+hvr+p2/7g6qi+v1HZB0Z42MC/Mk/Ktqzkvb/p3Ual/b28v1EUkatrEb6/dHNBrjGavL9fanvPO4K9v8bClYxuIL2/6f1X8FG2vL/fATVE4LC7vwqiiruFiru/B7wXcosdvL/sMzHJzS68v1YynDlSSbu/kWY///8xvL9cQUUpRBy8v6jRVqcQ27u/I+gw5nzgur9+tSKwSt26v9bgoBpVWLq/HlTjl3TRub/Ufk9ROse5v9bgoBpVWLq/Zir6vOU7u7/QVN0dCW+7v6x+rs3nHLy/qNFWpxDbu7+vcIi8LKq8vwIulQnP4b6/dVo31mJnvb8Kooq7hYq7v86Pt6yc7Li/WMScee8ptb9j7lX+HfC3v3VKxLY8xra/OjYyPOPVtb/cElZORWi2vxQ1DtpZy7a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+ "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" + } + ], + "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", + "\n", + "weights = defaults_ranking_weights.copy()\n", + "weights[\"win_rate\"] = 2.0 # Give more weight to strategies with higher win rates\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)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "91ce244d", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import plotly.graph_objects as go\n", + "\n", + "def line_chart(\n", + " data: pd.DataFrame,\n", + " column: str,\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", + " )\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", + "\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", + " )\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", + " )\n", + " return scatter_crossover, scatter_crossunder" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "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", + "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", + "2023-01-12T00:00:00+00:00", + "2023-01-13T00:00:00+00:00", + "2023-01-14T00:00:00+00:00", + "2023-01-15T00:00:00+00:00", + "2023-01-16T00:00:00+00:00", + "2023-01-17T00:00:00+00:00", + "2023-01-18T00:00:00+00:00", + "2023-01-19T00:00:00+00:00", + "2023-01-20T00:00:00+00:00", + 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+ "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from investing_algorithm_framework import DataSource, download\n", + "from pyindicators import ema, crossover, crossunder\n", + "\n", + "param_variant = {\n", + " 'ema_short_period': 75,\n", + " 'ema_long_period': 100,\n", + " 'rsi_period': 14,\n", + " 'rsi_overbought_threshold': 70,\n", + " 'rsi_oversold_threshold': 30,\n", + " 'alignment_window_size':48,\n", + " 'ema_time_frame': '1d',\n", + " 'rsi_time_frame': '4h'\n", + "}\n", + "strategy = EMACrossoverRSIStrategy(\n", + " time_unit=\"hour\",\n", + " interval=2,\n", + " symbols=[\"BTC/EUR\"],\n", + " data_sources=[\n", + " DataSource(\n", + " 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", + "fig.show()" + ] + } + ], + "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": 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+2023-12-30T16:00:00.000+0000,0.57091,0.572,0.56694,0.56771,1419154.82669 +2023-12-30T20:00:00.000+0000,0.56775,0.57061,0.5634,0.5643,1290558.253981 +2023-12-31T00:00:00.000+0000,0.56429,0.56715,0.56203,0.5635,389015.123445 diff --git a/tests/infrastructure/market_data_sources/__init__.py b/examples/tutorial/strategies/__init__.py similarity index 100% rename from tests/infrastructure/market_data_sources/__init__.py rename to examples/tutorial/strategies/__init__.py diff --git a/tests/infrastructure/order_validators/__init__.py b/examples/tutorial/strategies/ema_crossover_v1/__init__.py similarity index 100% rename from tests/infrastructure/order_validators/__init__.py rename to examples/tutorial/strategies/ema_crossover_v1/__init__.py diff --git a/examples/tutorial/strategies/ema_crossover_v1/strategy.py b/examples/tutorial/strategies/ema_crossover_v1/strategy.py new file mode 100644 index 00000000..037d5529 --- /dev/null +++ b/examples/tutorial/strategies/ema_crossover_v1/strategy.py @@ -0,0 +1,346 @@ +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 6f0f0ef2..0f0b5132 100644 --- a/investing_algorithm_framework/__init__.py +++ b/investing_algorithm_framework/__init__.py @@ -1,29 +1,48 @@ -from investing_algorithm_framework.app import App, Algorithm, \ +from .app import App, Algorithm, \ TradingStrategy, StatelessAction, Task, AppHook, Context, \ add_html_report, BacktestReport, \ pretty_print_trades, pretty_print_positions, \ - pretty_print_orders, pretty_print_backtest, select_backtest_date_ranges -from investing_algorithm_framework.domain import ApiException, \ - TradingDataType, TradingTimeFrame, OrderType, OperationalException, \ - OrderStatus, OrderSide, TimeUnit, TimeInterval, Order, Portfolio, \ - Position, TimeFrame, BACKTESTING_INDEX_DATETIME, MarketCredential, \ + 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_yearly_returns_bar_chart, get_entry_and_exit_signals, \ + get_ohlcv_data_completeness_chart +from .domain import ApiException, \ + OrderType, OperationalException, OrderStatus, OrderSide, \ + TimeUnit, TimeInterval, Order, Portfolio, Backtest, \ + Position, TimeFrame, INDEX_DATETIME, MarketCredential, \ PortfolioConfiguration, RESOURCE_DIRECTORY, AWS_LAMBDA_LOGGING_CONFIG, \ - Trade, OHLCVMarketDataSource, OrderBookMarketDataSource, SYMBOLS, \ - TickerMarketDataSource, MarketService, \ - RESERVED_BALANCES, APP_MODE, AppMode, DATETIME_FORMAT, \ + Trade, SYMBOLS, RESERVED_BALANCES, APP_MODE, AppMode, DATETIME_FORMAT, \ BacktestDateRange, convert_polars_to_pandas, \ - DEFAULT_LOGGING_CONFIG, \ - BacktestResult, TradeStatus, MarketDataType, TradeRiskType, \ + DEFAULT_LOGGING_CONFIG, DataType, DataProvider, \ + BacktestResult, TradeStatus, TradeRiskType, \ APPLICATION_DIRECTORY, DataSource, OrderExecutor, PortfolioProvider, \ SnapshotInterval, AWS_S3_STATE_BUCKET_NAME -from investing_algorithm_framework.infrastructure import \ - CCXTOrderBookMarketDataSource, CCXTOHLCVMarketDataSource, \ - CCXTTickerMarketDataSource, CSVOHLCVMarketDataSource, \ - CSVTickerMarketDataSource, AzureBlobStorageStateHandler, \ - PandasOHLCVBacktestMarketDataSource, PandasOHLCVMarketDataSource, \ +from .infrastructure import AzureBlobStorageStateHandler, \ + CSVOHLCVDataProvider, CCXTOHLCVDataProvider, PandasOHLCVDataProvider, \ AWSS3StorageStateHandler from .create_app import create_app from .download_data import download +from .services.metrics import get_annual_volatility, get_sortino_ratio, \ + get_drawdown_series, get_max_drawdown, get_equity_curve, \ + get_price_efficiency_ratio, get_sharpe_ratio, \ + 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_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, \ + get_worst_month, get_best_trade, get_worst_trade, \ + get_average_yearly_return, get_average_gain, get_average_loss, \ + get_average_monthly_return, get_percentage_winning_months, \ + get_max_drawdown_duration, get_max_daily_drawdown, get_trades_per_day, \ + 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 + __all__ = [ "Algorithm", @@ -32,8 +51,6 @@ "AppHook", "create_app", "ApiException", - "TradingDataType", - "TradingTimeFrame", "OrderType", "OrderStatus", "OrderSide", @@ -47,25 +64,17 @@ "StatelessAction", "Task", "pretty_print_backtest", - "BACKTESTING_INDEX_DATETIME", + "INDEX_DATETIME", "Trade", "TimeFrame", - "CCXTOrderBookMarketDataSource", - "CCXTTickerMarketDataSource", - "CCXTOHLCVMarketDataSource", - "OHLCVMarketDataSource", - "OrderBookMarketDataSource", - "TickerMarketDataSource", - "CSVOHLCVMarketDataSource", - "CSVTickerMarketDataSource", "MarketCredential", - "MarketService", "OperationalException", "SYMBOLS", "RESERVED_BALANCES", "APP_MODE", "AppMode", "DATETIME_FORMAT", + "Backtest", "BacktestResult", "BacktestDateRange", "convert_polars_to_pandas", @@ -73,7 +82,6 @@ "DEFAULT_LOGGING_CONFIG", "BacktestReport", "TradeStatus", - "MarketDataType", "TradeRiskType", "Context", "APPLICATION_DIRECTORY", @@ -84,12 +92,75 @@ "DataSource", "OrderExecutor", "PortfolioProvider", - "PandasOHLCVBacktestMarketDataSource", - "PandasOHLCVMarketDataSource", "SnapshotInterval", "add_html_report", "AWSS3StorageStateHandler", "AWS_S3_STATE_BUCKET_NAME", "AWS_LAMBDA_LOGGING_CONFIG", - 'select_backtest_date_ranges' + 'select_backtest_date_ranges', + 'DataType', + 'CSVOHLCVDataProvider', + "CCXTOHLCVDataProvider", + "DataProvider", + "get_annual_volatility", + "get_sortino_ratio", + "get_drawdown_series", + "get_max_drawdown", + "get_equity_curve", + "get_price_efficiency_ratio", + "get_sharpe_ratio", + "get_profit_factor", + "get_cumulative_profit_factor_series", + "get_rolling_profit_factor_series", + "get_sharpe_ratio", + "get_cagr", + "get_standard_deviation_returns", + "get_standard_deviation_downside_returns", + "get_max_drawdown_absolute", + "get_total_return", + "get_exposure", + "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", + "get_worst_month", + "get_best_trade", + "get_worst_trade", + "get_average_yearly_return", + "get_average_gain", + "get_average_loss", + "get_average_monthly_return", + "get_percentage_winning_months", + "get_average_trade_duration", + "get_trade_frequency", + "get_win_rate", + "get_win_loss_ratio", + "get_calmar_ratio", + "get_max_drawdown_absolute", + "get_max_drawdown_duration", + "get_max_daily_drawdown", + "get_trades_per_day", + "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", + "PandasOHLCVDataProvider", + "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", + "rank_results", + "defaults_ranking_weights", + "get_entry_and_exit_signals", + "get_growth", + "get_growth_percentage" ] diff --git a/investing_algorithm_framework/app/__init__.py b/investing_algorithm_framework/app/__init__.py index 4a83e0cd..2da553e3 100644 --- a/investing_algorithm_framework/app/__init__.py +++ b/investing_algorithm_framework/app/__init__.py @@ -7,8 +7,14 @@ from .context import Context from .reporting import add_html_report, \ BacktestReport, pretty_print_backtest, pretty_print_trades, \ - pretty_print_positions, pretty_print_orders -from .analysis import select_backtest_date_ranges + pretty_print_positions, pretty_print_orders, \ + 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, get_entry_and_exit_signals +from .analysis import select_backtest_date_ranges, rank_results, \ + defaults_ranking_weights __all__ = [ @@ -26,5 +32,13 @@ "pretty_print_trades", "pretty_print_positions", "pretty_print_orders", - "select_backtest_date_ranges" + "select_backtest_date_ranges", + "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", + "rank_results", + "defaults_ranking_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 0ee472d2..63311b68 100644 --- a/investing_algorithm_framework/app/algorithm/algorithm.py +++ b/investing_algorithm_framework/app/algorithm/algorithm.py @@ -6,7 +6,7 @@ from investing_algorithm_framework.app.app_hook import AppHook from investing_algorithm_framework.app.strategy import TradingStrategy from investing_algorithm_framework.domain import OperationalException, \ - MarketDataSource + DataSource logger = logging.getLogger("investing_algorithm_framework") @@ -32,7 +32,7 @@ def __init__( strategy=None, strategies=None, tasks: List = None, - data_sources: List[MarketDataSource] = None, + data_sources: List[DataSource] = None, on_strategy_run_hooks=None ): self._name = name @@ -210,9 +210,6 @@ def add_strategy(self, strategy, throw_exception=True) -> None: "with the same id in the algorithm" ) - if strategy.market_data_sources is not None: - self.add_data_sources(strategy.market_data_sources) - self._strategies.append(strategy) def add_task(self, task): @@ -221,41 +218,6 @@ def add_task(self, task): self._tasks.append(task) - def add_data_source(self, data_source) -> None: - """ - Function to add a data source to the app. The data source should - be an instance of DataSource. - - Args: - data_source: Instance of DataSource - - Returns: - None - """ - if inspect.isclass(data_source): - if not issubclass(data_source, MarketDataSource): - raise OperationalException( - "Data source should be an instance of MarketDataSource" - ) - - data_source = data_source() - - self.data_sources.append(data_source) - - def add_data_sources(self, data_sources) -> None: - """ - Function to add a list of data sources to the app. The data sources - should be instances of DataSource. - - Args: - data_sources: List of DataSource - - Returns: - None - """ - for data_source in data_sources: - self.add_data_source(data_source) - def add_on_strategy_run_hook(self, app_hook): """ Function to add a hook that will be called when a strategy is run. diff --git a/investing_algorithm_framework/app/algorithm/algorithm_factory.py b/investing_algorithm_framework/app/algorithm/algorithm_factory.py index 3054d93e..99d6f2b2 100644 --- a/investing_algorithm_framework/app/algorithm/algorithm_factory.py +++ b/investing_algorithm_framework/app/algorithm/algorithm_factory.py @@ -56,7 +56,6 @@ def create_algorithm( strategies=None, tasks=None, on_strategy_run_hooks=None, - data_sources=None ) -> Algorithm: """ Create an instance of the specified algorithm type. @@ -69,7 +68,6 @@ def create_algorithm( tasks (list): List of Task instances. on_strategy_run_hooks (list): List of hooks to be called when a strategy is run. - data_sources (list): List of MarketDataSource instances. Returns: Algorithm: Instance of Algorithm. @@ -78,21 +76,30 @@ def create_algorithm( strategies = strategies or [] tasks = tasks or [] on_strategy_run_hooks = on_strategy_run_hooks or [] - data_sources = data_sources or [] + data_sources = [] - if algorithm is not None: + if algorithm is not None and isinstance(algorithm, Algorithm): + if name is None: + name = algorithm.name - for task in tasks: - algorithm.add_task(task) + strategies.extend(algorithm.strategies) + tasks.extend(algorithm.tasks) + on_strategy_run_hooks.extend(algorithm.on_strategy_run_hooks) - for app_hook in on_strategy_run_hooks: - algorithm.add_on_strategy_run_hook(app_hook) + if hasattr(algorithm, 'data_sources'): + data_sources.extend(algorithm.data_sources) - return algorithm + if strategy is not None: + strategies.append(strategy) + data_sources.extend(strategy.data_sources) + + for strategy_entry in strategies: + if strategy_entry.data_sources is not None \ + and len(strategy_entry.data_sources): + data_sources.extend(strategy_entry.data_sources) algorithm = Algorithm( name=name, - strategy=strategy, strategies=strategies, tasks=tasks, on_strategy_run_hooks=on_strategy_run_hooks, diff --git a/investing_algorithm_framework/app/analysis/__init__.py b/investing_algorithm_framework/app/analysis/__init__.py index 47968841..1e96b1bc 100644 --- a/investing_algorithm_framework/app/analysis/__init__.py +++ b/investing_algorithm_framework/app/analysis/__init__.py @@ -1,5 +1,8 @@ from .backtest_data_ranges import select_backtest_date_ranges +from .ranking import rank_results, defaults_ranking_weights __all__ = [ - "select_backtest_date_ranges" + "select_backtest_date_ranges", + "rank_results", + "defaults_ranking_weights" ] diff --git a/investing_algorithm_framework/app/analysis/backtest_data_ranges.py b/investing_algorithm_framework/app/analysis/backtest_data_ranges.py index 200d1455..57c79e42 100644 --- a/investing_algorithm_framework/app/analysis/backtest_data_ranges.py +++ b/investing_algorithm_framework/app/analysis/backtest_data_ranges.py @@ -1,7 +1,9 @@ import pandas as pd +from typing import List, Union + +from datetime import timezone from investing_algorithm_framework.domain import BacktestDateRange, \ OperationalException -from typing import List, Union def select_backtest_date_ranges( @@ -11,6 +13,18 @@ def select_backtest_date_ranges( Identifies the best upturn, worst downturn, and sideways periods for the given window duration. This allows you to quickly select interesting periods for backtesting. + + Args: + df (pd.DataFrame): DataFrame with a DateTime index + and 'Close' column. + window (Union[str, int]): Duration of the window + to analyze. Can be a string like '365D' or an + integer representing days. + + Returns: + List[BacktestDateRange]: List of BacktestDateRange + objects representing the best upturn, worst + downturn, and most sideways periods. """ df = df.copy() df = df.sort_index() @@ -22,6 +36,15 @@ def select_backtest_date_ranges( else: raise OperationalException("window must be a string or integer") + # Check if the window is larger than the DataFrame + if len(df) == 0: + raise OperationalException("DataFrame is empty") + + if df.index[-1] - df.index[0] < window: + raise OperationalException( + "Window duration is larger than the data duration" + ) + if len(df) < 2 or df.index[-1] - df.index[0] < window: raise OperationalException( "DataFrame must contain at least two rows and span " @@ -55,9 +78,11 @@ def select_backtest_date_ranges( ret = (end_price / start_price) - 1 # relative return volatility = window_df['Close'].std() - # Ensure datetime for BacktestDateRange + # Ensure datetime for BacktestDateRange and with timezone utc start_time = pd.Timestamp(start_time).to_pydatetime() + start_time = start_time.replace(tzinfo=timezone.utc) end_time = pd.Timestamp(window_df.index[-1]).to_pydatetime() + end_time = end_time.replace(tzinfo=timezone.utc) if ret > best_upturn["return"]: best_upturn.update( diff --git a/investing_algorithm_framework/app/analysis/ranking.py b/investing_algorithm_framework/app/analysis/ranking.py new file mode 100644 index 00000000..35733104 --- /dev/null +++ b/investing_algorithm_framework/app/analysis/ranking.py @@ -0,0 +1,58 @@ +from investing_algorithm_framework.domain import Backtest + +defaults_ranking_weights = { + "total_return": 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: + score = 0 + for key, weight in weights.items(): + + # Metrics are attributeds 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 + return score + + +def rank_results( + backtests: list[Backtest], weights=defaults_ranking_weights +) -> list[Backtest]: + """ + Rank backtests based on their metrics and the provided weights. + + 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. + + Args: + backtests (list[Backtest]): List of Backtest objects to rank. + weights (dict): Weights for each metric to compute the score. + + Returns: + list[Backtest]: List of Backtest objects sorted by + their computed score. + """ + return sorted( + backtests, + key=lambda bt: compute_score(bt.backtest_metrics, weights), + reverse=True + ) diff --git a/investing_algorithm_framework/app/app.py b/investing_algorithm_framework/app/app.py index 287cea0b..aff45977 100644 --- a/investing_algorithm_framework/app/app.py +++ b/investing_algorithm_framework/app/app.py @@ -2,14 +2,12 @@ import logging import os import threading -from time import sleep -from typing import List, Optional, Any, Dict +from datetime import datetime, timezone +from typing import List, Optional, Any, Dict, Tuple from flask import Flask -from investing_algorithm_framework.app.algorithm import Algorithm, \ - AlgorithmFactory -from investing_algorithm_framework.app.stateless import ActionHandler +from investing_algorithm_framework.app.algorithm import Algorithm from investing_algorithm_framework.app.strategy import TradingStrategy from investing_algorithm_framework.app.task import Task from investing_algorithm_framework.app.web import create_flask_app @@ -17,16 +15,20 @@ DATABASE_DIRECTORY_PATH, RESOURCE_DIRECTORY, ENVIRONMENT, Environment, \ SQLALCHEMY_DATABASE_URI, OperationalException, StateHandler, \ BACKTESTING_START_DATE, BACKTESTING_END_DATE, APP_MODE, MarketCredential, \ - AppMode, BacktestDateRange, DATABASE_DIRECTORY_NAME, \ + AppMode, BacktestDateRange, DATABASE_DIRECTORY_NAME, DataSource, \ BACKTESTING_INITIAL_AMOUNT, SNAPSHOT_INTERVAL, Backtest, \ - MarketDataSource, PortfolioConfiguration, SnapshotInterval, \ - PortfolioProvider, OrderExecutor, ImproperlyConfigured + PortfolioConfiguration, SnapshotInterval, \ + PortfolioProvider, OrderExecutor, ImproperlyConfigured, \ + DataProvider, INDEX_DATETIME, tqdm, \ + LAST_SNAPSHOT_DATETIME from investing_algorithm_framework.infrastructure import setup_sqlalchemy, \ - create_all_tables, CCXTOrderExecutor, CCXTPortfolioProvider + create_all_tables, CCXTOrderExecutor, CCXTPortfolioProvider, \ + BacktestOrderExecutor, CCXTOHLCVDataProvider, clear_db from investing_algorithm_framework.services import OrderBacktestService, \ - BacktestMarketDataSourceService, BacktestPortfolioService, \ - BacktestService + BacktestPortfolioService, BacktestTradeOrderEvaluator, \ + DefaultTradeOrderEvaluator from .app_hook import AppHook +from .eventloop import EventLoopService logger = logging.getLogger("investing_algorithm_framework") COLOR_RESET = '\033[0m' @@ -42,8 +44,6 @@ class App: Attributes: container: The dependency container for the app. This is used to store all the services and repositories for the app. - algorithm: The algorithm to run. This is used to run the - trading bot. _flask_app: The flask app instance. This is used to run the web app. _state_handler: The state handler for the app. This is used @@ -54,9 +54,6 @@ class App: started or not. _tasks (List[Task]): List of task that need to be run by the application. - _algorithm (Algorithm): The algorithm instance. An algorithm is a - bundle of tasks and strategies. The algorithm is only - initialized when the application in started. """ def __init__(self, state_handler=None, name=None): @@ -65,12 +62,12 @@ def __init__(self, state_handler=None, name=None): self._started = False self._tasks = [] self._strategies = [] - self._market_data_sources = [] + self._data_providers: List[Tuple[DataProvider, int]] = [] self._on_initialize_hooks = [] self._on_strategy_run_hooks = [] self._on_after_initialize_hooks = [] + self._trade_order_evaluator = None self._state_handler = state_handler - self._strategy_orchestrator_service = None self._run_history = None self._name = name @@ -78,6 +75,56 @@ def __init__(self, state_handler=None, name=None): def context(self): return self.container.context() + @property + def resource_directory_path(self): + """ + Returns the resource directory path from the configuration. + This directory is used to store resources such as market data, + database files, and other resources required by the app. + """ + config = self.config + resource_directory_path = config.get(RESOURCE_DIRECTORY, None) + + # Check if the resource directory is set + if resource_directory_path is None: + logger.info( + "Resource directory not set, setting" + + " to current working directory" + ) + resource_directory_path = os.path.join(os.getcwd(), "resources") + configuration_service = self.container.configuration_service() + configuration_service.add_value( + RESOURCE_DIRECTORY, resource_directory_path + ) + + return resource_directory_path + + @property + def database_directory_path(self): + """ + Returns the database directory path from the configuration. + This directory is used to store database files required by the app. + """ + config = self.config + database_directory_path = config.get(DATABASE_DIRECTORY_PATH, None) + + # Check if the database directory is set + if database_directory_path is None: + logger.info( + "Database directory not set, setting" + + " to current working directory" + ) + resource_directory_path = self.resource_directory_path + database_directory_path = os.path.join( + resource_directory_path, "databases" + ) + configuration_service = self.container.configuration_service() + configuration_service.add_value( + DATABASE_DIRECTORY_PATH, database_directory_path + ) + + return database_directory_path + @property def name(self): return self._name @@ -130,9 +177,22 @@ def add_algorithm(self, algorithm: Algorithm) -> None: None """ self.add_strategies(algorithm.strategies) - self.add_data_sources(algorithm.data_sources) self.add_tasks(algorithm.tasks) + def add_trade_order_evaluator(self, trade_order_evaluator): + """ + Function to add a trade order evaluator to the app. This is used + to evaluate trades and orders based on OHLCV data. + + Args: + trade_order_evaluator: The trade order evaluator to add to the app. + This should be an instance of TradeOrderEvaluator. + + Returns: + None + """ + self._trade_order_evaluator = trade_order_evaluator + def set_config(self, key: str, value: Any) -> None: """ Function to add a key-value pair to the app's configuration. @@ -147,55 +207,252 @@ def set_config(self, key: str, value: Any) -> None: configuration_service = self.container.configuration_service() configuration_service.add_value(key, value) - def set_config_with_dict(self, dictionary) -> None: + def set_config_with_dict(self, config: dict) -> None: """ - Function to add a dictionary to the app's configuration. - This method is useful for adding multiple configuration values + Function to set the configuration for the app with a dictionary. + This is useful for setting multiple configuration values at once. Args: - dictionary (Dict): A dictionary containing key-value pairs - to add to the configuration + config (dict): A dictionary containing the configuration Returns: None """ configuration_service = self.container.configuration_service() - configuration_service.add_dict(dictionary) + configuration_service.initialize_from_dict(config) - def initialize_services(self) -> None: + def initialize_config(self): """ - Method to initialize the services for the app. This method should - be called before running the application. This method initializes - all services so that they are ready to be used. + Function to initialize the configuration for the app. This method + should be called before running the algorithm. Returns: None """ - self._initialize_default_order_executors() - self._initialize_default_portfolio_providers() + data = { + ENVIRONMENT: self.config.get(ENVIRONMENT, Environment.PROD.value), + DATABASE_DIRECTORY_NAME: "databases", + LAST_SNAPSHOT_DATETIME: None + } + configuration_service = self.container.configuration_service() + configuration_service.initialize_from_dict(data) + config = configuration_service.get_config() - # Initialize all market credentials - market_credential_service = self.container.market_credential_service() - market_credential_service.initialize() + if INDEX_DATETIME not in config or config[INDEX_DATETIME] is None: + configuration_service.add_value( + INDEX_DATETIME, datetime.now(timezone.utc) + ) + + if Environment.TEST.equals(config[ENVIRONMENT]): + configuration_service.add_value( + DATABASE_NAME, "test-database.sqlite3" + ) + elif Environment.PROD.equals(config[ENVIRONMENT]): + configuration_service.add_value( + DATABASE_NAME, "prod-database.sqlite3" + ) + else: + configuration_service.add_value( + DATABASE_NAME, "dev-database.sqlite3" + ) + + resource_dir = config[RESOURCE_DIRECTORY] + database_dir_name = config.get(DATABASE_DIRECTORY_NAME) + configuration_service.add_value( + DATABASE_DIRECTORY_PATH, + os.path.join(resource_dir, database_dir_name) + ) + config = configuration_service.get_config() + + if SQLALCHEMY_DATABASE_URI not in config \ + or config[SQLALCHEMY_DATABASE_URI] is None: + path = "sqlite:///" + os.path.join( + configuration_service.config[DATABASE_DIRECTORY_PATH], + configuration_service.config[DATABASE_NAME] + ) + configuration_service.add_value(SQLALCHEMY_DATABASE_URI, path) + + def initialize_backtest_config( + self, + backtest_date_range: BacktestDateRange, + initial_amount=None, + snapshot_interval: SnapshotInterval = None + ): + """ + Function to initialize the configuration for the app in backtest mode. + This method should be called before running the algorithm in backtest + mode. It sets the environment to BACKTEST and initializes the + configuration accordingly. + + Args: + backtest_date_range (BacktestDateRange): The date range for the + backtest. This should be an instance of BacktestDateRange. + initial_amount (float): The initial amount to start the backtest + with. This will be the amount of trading currency that the + backtest portfolio will start with. + 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. + + Returns: + None + """ + logger.info("Initializing backtest configuration") + data = { + ENVIRONMENT: Environment.BACKTEST.value, + BACKTESTING_START_DATE: backtest_date_range.start_date, + BACKTESTING_END_DATE: backtest_date_range.end_date, + DATABASE_NAME: "backtest-database.sqlite3", + DATABASE_DIRECTORY_NAME: "backtest_databases", + DATABASE_DIRECTORY_PATH: os.path.join( + self.resource_directory_path, + "backtest_databases" + ), + BACKTESTING_INITIAL_AMOUNT: initial_amount, + INDEX_DATETIME: backtest_date_range.start_date, + LAST_SNAPSHOT_DATETIME: None + } + configuration_service = self.container.configuration_service() + configuration_service.initialize_from_dict(data) + + if snapshot_interval is not None: + configuration_service.add_value( + SNAPSHOT_INTERVAL, + SnapshotInterval.from_value(snapshot_interval).value + ) + + def initialize_storage(self, remove_database_if_exists: bool = False): + """ + Function to initialize the storage for the app. The given + resource directory will be created if it does not exist. + The database directory will also be created if it does not + exist. + """ + resource_directory_path = self.resource_directory_path + + if not os.path.exists(resource_directory_path): + os.makedirs(resource_directory_path) + logger.info( + f"Resource directory created at {resource_directory_path}" + ) + + database_directory_path = self.database_directory_path + + if not os.path.exists(database_directory_path): + os.makedirs(database_directory_path) + logger.info( + f"Database directory created at {database_directory_path}" + ) + + database_path = os.path.join( + database_directory_path, self.config[DATABASE_NAME] + ) + + if remove_database_if_exists: + + if os.path.exists(database_path): + logger.info( + f"Removing existing database at {database_path}" + ) + os.remove(database_path) - def initialize_services_backtest(self) -> None: + # Create the sqlalchemy database uri + path = f"sqlite:///{database_path}" + self.set_config(SQLALCHEMY_DATABASE_URI, path) + + # Setup sql if needed + setup_sqlalchemy(self) + create_all_tables() + + def initialize_data_sources( + self, + data_sources: List[DataSource], + ): + """ + Function to initialize the data sources for the app. This method + should be called before running the algorithm. This method + initializes all data sources so that they are ready to be used. + + Args: + data_sources (List[DataSource]): The data sources to initialize. + This should be a list of DataSource instances. + + Returns: + None + """ + logger.info("Initializing data sources") + data_provider_service = self.container.data_provider_service() + data_provider_service.reset() + + for data_provider_tuple in self._data_providers: + data_provider_service.add_data_provider( + data_provider_tuple[0], priority=data_provider_tuple[1] + ) + + # Add the default data providers + data_provider_service.add_data_provider(CCXTOHLCVDataProvider()) + + # Initialize all data sources + data_provider_service.index_data_providers(data_sources) + + def initialize_data_sources_backtest( + self, + data_sources: List[DataSource], + backtest_date_range: BacktestDateRange + ): + """ + Function to initialize the data sources for the app in backtest mode. + This method should be called before running the algorithm in backtest + mode. It initializes all data sources so that they are + ready to be used. + + Args: + 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. + + Returns: + None """ - Method to initialize the services for the app in backtest mode. - This method should be called before running the application. - This method initializes all services so that they are ready to - be used. + logger.info("Initializing data sources for backtest") + data_provider_service = self.container.data_provider_service() + data_provider_service.reset() + + for data_provider_tuple in self._data_providers: + data_provider_service.add_data_provider( + data_provider_tuple[0], priority=data_provider_tuple[1] + ) + + # Add the default data providers + data_provider_service.add_data_provider(CCXTOHLCVDataProvider()) - The method overrides the portfolio service, market data source - service and order service with the backtest equivalents. + # Initialize all data sources + data_provider_service.index_backtest_data_providers( + data_sources, backtest_date_range + ) + + 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 + ) - App hooks are not added when running in backtest mode. + def initialize_backtest_services(self): + """ + Function to initialize the backtest services for the app. This method + should be called before running the algorithm in backtest mode. + It initializes the backtest services so that they are ready to be used. Returns: None """ configuration_service = self.container.configuration_service() - self._initialize_default_order_executors() - self._initialize_default_portfolio_providers() + self.initialize_order_executors() + self.initialize_portfolio_providers() portfolio_conf_service = self.container \ .portfolio_configuration_service() portfolio_snap_service = self.container \ @@ -217,25 +474,11 @@ def initialize_services_backtest(self) -> None: ) ) - # Override the market data source service with the backtest market - # data source service - self.container.market_data_source_service.override( - BacktestMarketDataSourceService( - market_service=self.container.market_service(), - market_credential_service=self.container - .market_credential_service(), - configuration_service=self.container - .configuration_service(), - ) - ) - portfolio_conf_service = self.container. \ portfolio_configuration_service() portfolio_snap_service = self.container. \ portfolio_snapshot_service() configuration_service = self.container.configuration_service() - market_data_source_service = self.container. \ - market_data_source_service() # Override the order service with the backtest order service self.container.order_service.override( OrderBacktestService( @@ -246,107 +489,10 @@ def initialize_services_backtest(self) -> None: portfolio_configuration_service=portfolio_conf_service, portfolio_snapshot_service=portfolio_snap_service, configuration_service=configuration_service, - market_data_source_service=market_data_source_service ) ) - def initialize_config(self): - """ - Function to initialize the configuration for the app. This method - should be called before running the algorithm. - """ - logger.info("Initializing configuration") - configuration_service = self.container.configuration_service() - config = configuration_service.get_config() - - # Check if the resource directory is set - if RESOURCE_DIRECTORY not in config \ - or config[RESOURCE_DIRECTORY] is None: - logger.info( - "Resource directory not set, setting" + - " to current working directory" - ) - path = os.path.join(os.getcwd(), "resources") - configuration_service.add_value(RESOURCE_DIRECTORY, path) - - config = configuration_service.get_config() - logger.info(f"Resource directory set to {config[RESOURCE_DIRECTORY]}") - - if DATABASE_NAME not in config or config[DATABASE_NAME] is None: - configuration_service.add_value( - DATABASE_NAME, "prod-database.sqlite3" - ) - - # Set the database directory name - if Environment.BACKTEST.equals(config[ENVIRONMENT]): - configuration_service.add_value( - DATABASE_DIRECTORY_NAME, "backtest_databases" - ) - configuration_service.add_value( - DATABASE_NAME, "backtest-database.sqlite3" - ) - else: - configuration_service.add_value( - DATABASE_DIRECTORY_NAME, "databases" - ) - - if Environment.TEST.equals(config[ENVIRONMENT]): - configuration_service.add_value( - DATABASE_NAME, "test-database.sqlite3" - ) - elif Environment.PROD.equals(config[ENVIRONMENT]): - configuration_service.add_value( - DATABASE_NAME, "prod-database.sqlite3" - ) - else: - configuration_service.add_value( - DATABASE_NAME, "dev-database.sqlite3" - ) - - config = configuration_service.get_config() - resource_dir = config[RESOURCE_DIRECTORY] - database_dir_name = config.get(DATABASE_DIRECTORY_NAME) - configuration_service.add_value( - DATABASE_DIRECTORY_PATH, - os.path.join(resource_dir, database_dir_name) - ) - config = configuration_service.get_config() - - if SQLALCHEMY_DATABASE_URI not in config \ - or config[SQLALCHEMY_DATABASE_URI] is None: - path = "sqlite:///" + os.path.join( - configuration_service.config[DATABASE_DIRECTORY_PATH], - configuration_service.config[DATABASE_NAME] - ) - configuration_service.add_value(SQLALCHEMY_DATABASE_URI, path) - - config = configuration_service.get_config() - - if APP_MODE not in config: - configuration_service.add_value(APP_MODE, AppMode.DEFAULT.value) - - def initialize_data_sources(self, algorithm): - """ - Function to initialize the data sources for the app. This method - should be called before running the algorithm. This method - initializes all data sources so that they are ready to be used. - - Returns: - None - """ - logger.info("Initializing data sources") - market_data_source_service = self.container \ - .market_data_source_service() - market_data_source_service.clear_market_data_sources() - - # Add all market data sources of the strategies to the market - # data source service - market_data_source_service.market_data_sources = algorithm.data_sources - - # Initialize the market data source service - market_data_source_service.initialize_market_data_sources() - - def initialize(self): + def initialize_services(self): """ Method to initialize the app. This method should be called before running the algorithm. It initializes the services and the algorithm @@ -358,44 +504,26 @@ def initialize(self): None """ logger.info("Initializing app") + self.initialize_order_executors() + self.initialize_portfolio_providers() - # Ensure that all resource directories exist - self._create_resources_if_not_exists() - - # Set up the database - setup_sqlalchemy(self) - create_all_tables() - - # Check if environment is in backtest mode - config = self.container.configuration_service().get_config() - - # Initialize services in backtest - if Environment.BACKTEST.equals(config[ENVIRONMENT]): - self.initialize_services_backtest() - else: - self.initialize_services() - + # Initialize all market credentials + market_credential_service = self.container.market_credential_service() + market_credential_service.initialize() portfolio_configuration_service = self.container \ .portfolio_configuration_service() - # Re-init the market service because the portfolio configuration - # service is a singleton - portfolio_configuration_service.market_service \ - = self.container.market_service() - if portfolio_configuration_service.count() == 0: raise OperationalException("No portfolios configured") configuration_service = self.container.configuration_service() + config = configuration_service.get_config() - if config[APP_MODE] == AppMode.WEB.value: + if AppMode.WEB.equals(config[APP_MODE]): configuration_service.add_value(APP_MODE, AppMode.WEB.value) self._initialize_web() - if not Environment.BACKTEST.equals(config[ENVIRONMENT]): - self._initialize_portfolios() - - def run(self, payload: dict = None, number_of_iterations: int = None): + def run(self, number_of_iterations: int = None): """ Entry point to run the application. This method should be called to start the trading bot. This method can be called in three modes: @@ -420,27 +548,17 @@ def run(self, payload: dict = None, number_of_iterations: int = None): initializes the algorithm with the services and the configuration. Args: - payload (dict): The payload to handle for the algorithm number_of_iterations (int): The number of iterations to run the - algorithm for + algorithm for Returns: None """ - strategy_orchestrator_service = None + self.initialize_config() + self.initialize_storage() + event_loop_service = None try: - configuration_service = self.container.configuration_service() - config = configuration_service.get_config() - - # Run method should never be called with environment set to - # backtest, if it is, then set the environment to prod - if config[ENVIRONMENT] == Environment.BACKTEST.value: - configuration_service.add_value( - ENVIRONMENT, Environment.PROD.value - ) - - self.initialize_config() # Load the state if a state handler is provided if self._state_handler is not None: @@ -449,44 +567,18 @@ def run(self, payload: dict = None, number_of_iterations: int = None): config = self.container.configuration_service().get_config() self._state_handler.load(config[RESOURCE_DIRECTORY]) - self.initialize() logger.info("App initialization complete") # Run all on_initialize hooks for hook in self._on_initialize_hooks: hook.on_run(self.context) - configuration_service = self.container.configuration_service() - config = configuration_service.get_config() - - algorithm_factory: AlgorithmFactory = \ - self.container.algorithm_factory() - algorithm = algorithm_factory.create_algorithm( - name=self._name, - strategies=self._strategies, - tasks=self._tasks, - data_sources=self._market_data_sources, - on_strategy_run_hooks=self._on_strategy_run_hooks, - ) - self.initialize_data_sources(algorithm) - - strategy_orchestrator_service = \ - self.container.strategy_orchestrator_service() - strategy_orchestrator_service.initialize(algorithm) - - # Run in payload mode if payload is provided - if payload is not None: - logger.info("Running with payload") - context = self.container.context() - action_handler = ActionHandler.of(payload) - response = action_handler.handle( - payload=payload, - context=context, - strategy_orchestrator_service=strategy_orchestrator_service - ) - return response + algorithm = self.get_algorithm() + self.initialize_data_sources(algorithm.data_sources) + self.initialize_services() + self.initialize_portfolios() - if AppMode.WEB.equals(config[APP_MODE]): + if AppMode.WEB.equals(self.config[APP_MODE]): logger.info("Running web") flask_thread = threading.Thread( name='Web App', @@ -496,31 +588,39 @@ def run(self, payload: dict = None, number_of_iterations: int = None): flask_thread.daemon = True flask_thread.start() - number_of_iterations_since_last_orders_check = 1 - strategy_orchestrator_service.start( - context=self.context, number_of_iterations=number_of_iterations + trade_order_evaluator = DefaultTradeOrderEvaluator( + trade_service=self.container.trade_service(), + order_service=self.container.order_service() + ) + 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(), + ) + event_loop_service.initialize( + algorithm, trade_order_evaluator=trade_order_evaluator ) try: - while strategy_orchestrator_service.running: - if number_of_iterations_since_last_orders_check == 30: - logger.info("Checking pending orders") - number_of_iterations_since_last_orders_check = 1 - - strategy_orchestrator_service.run_pending_jobs() - number_of_iterations_since_last_orders_check += 1 - sleep(1) + event_loop_service.start( + number_of_iterations=number_of_iterations + ) except KeyboardInterrupt: exit(0) except Exception as e: logger.error(e) raise e finally: - self._run_history = strategy_orchestrator_service.history - try: - strategy_orchestrator_service.stop() + if event_loop_service is not None: + self._run_history = event_loop_service.history + try: # Upload state if state handler is provided if self._state_handler is not None: logger.info("Detected state handler, saving state") @@ -626,51 +726,6 @@ def _initialize_web(self): configuration_service = self.container.configuration_service() self._flask_app = create_flask_app(configuration_service) - def _create_resources_if_not_exists(self): - """ - Function to create the resources required by the app if they - do not exist. This function will check if the resource directory - exists and check if the database directory exists. If they do - not exist, it will create them. Also it will make sure that - the resource directory is read and write accessible by the - application. - - Returns: - None - """ - configuration_service = self.container.configuration_service() - config = configuration_service.get_config() - resource_dir = config[RESOURCE_DIRECTORY] - database_dir = config[DATABASE_DIRECTORY_PATH] - - if resource_dir is None: - raise OperationalException( - "Resource directory is not specified in the config, please " - "specify the resource directory in the config with the key " - "RESOURCE_DIRECTORY" - ) - - if not os.path.isdir(resource_dir): - try: - os.makedirs(resource_dir) - - # Make sure the resource directory is readable and writable - os.chmod(resource_dir, 0o755) - except OSError as e: - logger.error(e) - raise OperationalException( - "Could not create resource directory" - ) - - if not os.path.isdir(database_dir): - try: - os.makedirs(database_dir) - except OSError as e: - logger.error(e) - raise OperationalException( - "Could not create database directory" - ) - def get_portfolio_configurations(self): portfolio_configuration_service = self.container \ .portfolio_configuration_service() @@ -714,16 +769,14 @@ def run_backtest( backtest_date_range: BacktestDateRange, name: str = None, initial_amount=None, - output_directory=None, algorithm=None, strategy=None, strategies: List = None, - save=True, - snapshot_interval: SnapshotInterval = SnapshotInterval.TRADE_CLOSE, - strategy_directory_path: Optional[str] = None, - backtest_directory_name: Optional[str] = None, + snapshot_interval: SnapshotInterval = SnapshotInterval.DAILY, risk_free_rate: Optional[float] = None, - metadata: Optional[Dict[str, str]] = None + metadata: Optional[Dict[str, str]] = None, + save=True, + directory: str = None ) -> Backtest: """ Run a backtest for an algorithm. @@ -743,55 +796,36 @@ def run_backtest( 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. - output_directory (str) (Optional): The directory to write - the backtest report to 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. - strategy_directory_path (Optional[str]): The directory path - where the strategy is located. This is used to save the - strategy if save_strategy is True. If not provided, - the framework tries to determine the path via the - algorithm or strategy object. - backtest_directory_name (Optional[str]): If not - provided, the framework will generate a name based on the - algorithm name and the backtest date range and the current - date and time. + 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 """ - - # Add backtest configuration to the config - self.set_config_with_dict({ - ENVIRONMENT: Environment.BACKTEST.value, - BACKTESTING_START_DATE: backtest_date_range.start_date, - BACKTESTING_END_DATE: backtest_date_range.end_date, - DATABASE_NAME: "backtest-database.sqlite3", - DATABASE_DIRECTORY_NAME: "backtest_databases", - BACKTESTING_INITIAL_AMOUNT: initial_amount, - SNAPSHOT_INTERVAL: SnapshotInterval.from_value( - snapshot_interval - ).value, - }) - - self.initialize_config() - configuration_service = self.container.configuration_service() - config = configuration_service.get_config() - path = os.path.join( - config[DATABASE_DIRECTORY_PATH], config[DATABASE_NAME] + 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() - # Remove the previous backtest db if it exists - if os.path.exists(path): - os.remove(path) - - self.initialize() - - algorithm_factory = self.container.algorithm_factory() - algorithm = algorithm_factory.create_algorithm( + algorithm = self.container.algorithm_factory().create_algorithm( name=name if name else self._name, strategies=( self._strategies if strategies is None else strategies @@ -799,149 +833,192 @@ def run_backtest( algorithm=algorithm, strategy=strategy, tasks=self._tasks, - data_sources=self._market_data_sources, on_strategy_run_hooks=self._on_strategy_run_hooks, ) - self.initialize_data_sources(algorithm) - strategy_orchestrator_service = \ - self.container.strategy_orchestrator_service() - strategy_orchestrator_service.initialize(algorithm) + self.initialize_data_sources_backtest( + algorithm.data_sources, backtest_date_range + ) backtest_service = self.container.backtest_service() - # Setup snapshot service as observer - backtest_service.clear_observers() - portfolio_snapshot_service = \ - self.container.portfolio_snapshot_service() - backtest_service.add_observer(portfolio_snapshot_service) - context = self.container.context() - order_service = self.container.order_service() - order_service.clear_observers() - order_service.add_observer(portfolio_snapshot_service) - portfolio_service = self.container.portfolio_service() - portfolio_service.clear_observers() - portfolio_service.add_observer(portfolio_snapshot_service) - backtest = backtest_service.run_backtest( + # 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, - context=context, - strategy_orchestrator_service=strategy_orchestrator_service, - initial_amount=initial_amount, + 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, - strategy_directory_path=strategy_directory_path ) - backtest.metadata = metadata if metadata is not None else {} - if output_directory is None: - output_directory = os.path.join( - config[RESOURCE_DIRECTORY], "backtest_reports" - ) + backtest.metadata = metadata if metadata is not None else {} + self.cleanup_backtest_resources() - if backtest_directory_name is None: - backtest_directory_name = BacktestService\ + if save and directory: + directory_name = backtest_service \ .create_report_directory_name(backtest) + backtest.save(os.path.join(directory, directory_name)) - output_directory = os.path.join( - output_directory, backtest_directory_name - ) + return backtest - if save: - backtest.save(directory_path=output_directory) + def run_vector_backtest( + self, + backtest_date_range: BacktestDateRange, + initial_amount, + strategy, + snapshot_interval: SnapshotInterval = SnapshotInterval.DAILY, + metadata: Optional[Dict[str, str]] = None, + risk_free_rate: Optional[float] = None, + ) -> Backtest: + """ + Run a vectorized backtest for an algorithm. The provided algorithm + or set of strategies need to have their 'buy_signal_vectorized' and + 'sell_signal_vectorized' methods implemented to support vectorized + 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. + strategy (TradingStrategy) (Optional): The strategy object + that needs to be backtested. + 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 + """ + # Initialize configuration for vectorized backtesting + self.initialize_backtest_config( + backtest_date_range=backtest_date_range, + snapshot_interval=snapshot_interval, + initial_amount=initial_amount + ) + self.initialize_data_sources_backtest( + strategy.data_sources, backtest_date_range + ) + backtest_service = self.container.backtest_service() + backtest_service.validate_strategy_for_vector_backtest(strategy) + backtest = backtest_service.create_vector_backtest( + strategy=strategy, + backtest_date_range=backtest_date_range, + initial_amount=initial_amount, + risk_free_rate=risk_free_rate + ) + backtest.metadata = metadata if metadata is not None else {} return backtest def run_backtests( self, - algorithms=None, - strategies: List[TradingStrategy] = None, + backtest_date_ranges, initial_amount=None, - backtest_date_ranges: List[BacktestDateRange] = None, - snapshot_interval: SnapshotInterval = SnapshotInterval.TRADE_CLOSE, + strategy: Optional[TradingStrategy] = None, + algorithm: Optional[Algorithm] = None, + algorithms: Optional[List[Algorithm]] = None, + snapshot_interval: SnapshotInterval = SnapshotInterval.DAILY, risk_free_rate: Optional[float] = None, save=True, - output_directory=None, - checkpoint=False, + directory: Optional[str] = None, + use_checkpoints: Optional[bool] = True, ) -> List[Backtest]: """ - Run a set of backtests for the provided algorithms or strategies - with the given date ranges. + Function to run multiple backtests for a list of algorithms over + a list of date ranges. This function will run each algorithm + for each date range and return a list of backtest reports. Args: - algorithms (List[Algorithm]) (Optional): The algorithms to run - backtests for. This param is optional. Either algorithms or - strategies should be provided. If both are provided, then the - algorithms will be used. - strategies (List[TradingStrategy]) (Optional): The strategies to - run backtests for. This param is optional. Either algorithms - or strategies should be provided. If both are provided, then - the algorithms will be used. - backtest_date_ranges: List[BacktestDateRange] - The date ranges - to run the backtests for - initial_amount: The initial amount to start the backtest with. - output_directory: str - The directory to write the backtest - report to. - checkpoint: bool - Whether to checkpoint the backtest, - If True, then it will be checked if for a given algorithm name - and date range, a backtest report already exists. If it does, - then the backtest will not be run again. This is useful - when running backtests for a large number of algorithms - and date ranges where some of the backtests may fail - and you want to re-run only the failed backtests. - save (bool): Whether to save the backtest report - to the output directory. If True, then the backtest report - will be saved to the output directory. - 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. + algorithms: List of Algorithm instances to run backtests for. + backtest_date_ranges (List[BacktestDateRange]): List of date ranges + initial_amount (float): The initial amount to start the + backtest with. This will be the amount of trading currency + that the portfolio will start with. + 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. + risk_free_rate (Optional[float]): The risk-free rate to use for + calculating 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 + Returns: + List[Backtest]: List of Backtest instances containing the results """ - logger.info("Initializing backtests") - reports = [] - - if algorithms is None and strategies is None: - raise OperationalException( - "No algorithms or strategies provided for backtest" - ) - - # Create or validate all algorithms with the algorithm factory - algorithm_factory = self.container.algorithm_factory() + backtests = [] + backtest_service = self.container.backtest_service() + final_algorithms = [] if algorithms is not None: - to_be_validated_algorithms = algorithms - algorithms = [] - - for algorithm in to_be_validated_algorithms: - algorithm = algorithm_factory.create_algorithm( - algorithm=algorithm - ) - algorithms.append(algorithm) + final_algorithms = algorithms + elif strategy is not None: + algorithm_factory = self.container.algorithm_factory() + algorithm = algorithm_factory.create_algorithm( + strategy=strategy + ) + final_algorithms = [algorithm] + elif algorithm is not None: + final_algorithms = [algorithm] else: - algorithms = [] - - if strategies is not None: - for strategy in strategies: - algorithms.append( - algorithm_factory.create_algorithm(strategy=strategy) - ) - - for date_range in backtest_date_ranges: - print( - f"{COLOR_YELLOW}Running backtests for date " - f"range:{COLOR_RESET} {COLOR_GREEN}{date_range.name} " - f"{date_range.start_date} - " - f"{date_range.end_date} for a " - f"total of {len(algorithms)} algorithms.{COLOR_RESET}" + raise OperationalException( + "No algorithms or strategy provided for backtesting" ) - for algorithm in algorithms: + for date_range in backtest_date_ranges: + for algorithm in final_algorithms: - if checkpoint: - backtest_service = self.container.backtest_service() - report = backtest_service.get_report( - algorithm_name=algorithm.name, + if use_checkpoints and directory is not None: + report = backtest_service.get_backtest( + algorithm=algorithm, backtest_date_range=date_range, - directory=output_directory + directory=directory ) if report is not None: @@ -953,91 +1030,49 @@ def run_backtests( f"{date_range.start_date} - " f"{date_range.end_date}" ) - reports.append(report) + backtests.append(report) continue - report = self.run_backtest( + backtest = self.run_backtest( backtest_date_range=date_range, initial_amount=initial_amount, - output_directory=output_directory, algorithm=algorithm, - save=save, snapshot_interval=snapshot_interval, risk_free_rate=risk_free_rate ) - reports.append(report) - - return reports - - def add_data_source(self, data_source) -> None: - """ - Function to add a data source to the app. The data source should - be an instance of DataSource. - - Args: - data_source: Instance of DataSource - - Returns: - None - """ - if inspect.isclass(data_source): - if not issubclass(data_source, MarketDataSource): - raise OperationalException( - "Data source should be an instance of MarketDataSource" - ) - data_source = data_source() + if save and directory is not None: + directory_name = backtest_service\ + .create_report_directory_name(backtest) + backtest.save(os.path.join(directory, directory_name)) - # Check if data source is already registered - # for market_data_source in self._market_data_sources: - # if market_data_source.get_identifier() == \ - # data_source.get_identifier(): - # return + backtests.append(backtest) - self._market_data_sources.append(data_source) + return backtests - def add_data_sources(self, data_sources) -> None: + def add_data_provider(self, data_provider, priority=3) -> None: """ - Function to add a list of data sources to the app. The data sources - should be instances of DataSource. + Function to add a data provider to the app. The data provider should + be an instance of DataProvider or a DataProviderClass. Args: - data_sources: List of DataSource + data_provider: Instance or class of DataProvider + priority: Optional priority for the data provider. If not + provided, the data provider will be added with the default + priority (3). Returns: None """ - for data_source in data_sources: - self.add_data_source(data_source) - - def add_market_data_source(self, market_data_source): - """ - Function to add a market data source to the app. The market data - source should be an instance of MarketDataSource. - - This is a seperate function from the market data source service. This - is because the market data source service can be re-initialized. - Therefore, we need a persistent list of market data sources in the app. - - Args: - market_data_source: Instance of MarketDataSource - - Returns: - None - """ - - # Check if the market data source is an instance of MarketDataSource - if not isinstance(market_data_source, MarketDataSource): - return + if inspect.isclass(data_provider): + if not issubclass(data_provider, DataProvider): + raise OperationalException( + "Data provider should be an instance of DataProvider" + ) - # Check if there is already a market data source with the same - # identifier - for existing_market_data_source in self._market_data_sources: - if existing_market_data_source.get_identifier() == \ - market_data_source.get_identifier(): - return + data_provider = data_provider() - self._market_data_sources.append(market_data_source) + self._data_providers.append((data_provider, priority)) def add_market_credential( self, market_credential: MarketCredential @@ -1113,7 +1148,7 @@ def strategy( function=None, time_unit=TimeUnit.MINUTE, interval=10, - market_data_sources=None + data_sources=None ): """ Decorator for registering a strategy. This decorator can be used @@ -1125,7 +1160,7 @@ def strategy( a TradingStrategy time_unit (TimeUnit): instance of TimeUnit Enum interval (int): interval of the schedule ( interval - TimeUnit ) - market_data_sources (List): List of data sources that the + data_sources (List): List of data sources that the trading strategy function uses. Returns: @@ -1138,7 +1173,7 @@ def strategy( decorated=function, time_unit=time_unit, interval=interval, - market_data_sources=market_data_sources + data_sources=data_sources ) self.add_strategy(strategy_object) return strategy_object @@ -1150,7 +1185,7 @@ def wrapper(f): decorated=f, time_unit=time_unit, interval=interval, - market_data_sources=market_data_sources, + data_sources=data_sources, worker_id=f.__name__ ) ) @@ -1226,10 +1261,6 @@ def add_strategy(self, strategy, throw_exception=True) -> None: "with the same id in the algorithm" ) - if strategy.market_data_sources is not None: - logger.info("Adding market data sources from strategy") - self.add_data_sources(strategy.market_data_sources) - self._strategies.append(strategy) def add_state_handler(self, state_handler): @@ -1365,7 +1396,37 @@ def get_portfolio_providers(self): portfolio_provider_lookup = self.container.portfolio_provider_lookup() return portfolio_provider_lookup.get_all() - def _initialize_portfolios(self): + def initialize_order_executors(self): + """ + Function to initialize the order executors. This function will + first check if the app is running in backtest mode or not. If it is + running in backtest mode, all order executors will be removed and + a single BacktestOrderExecutor will be added to the order executors. + + If it is not running in backtest mode, it will add the default + CCXTOrderExecutor with a priority 3. + """ + logger.info("Adding order executors") + order_executor_lookup = self.container.order_executor_lookup() + environment = self.config[ENVIRONMENT] + + if Environment.BACKTEST.equals(environment): + # If the app is running in backtest mode, + # remove all order executors + # and add a single BacktestOrderExecutor + order_executor_lookup.reset() + order_executor_lookup.add_order_executor( + BacktestOrderExecutor(priority=1) + ) + else: + order_executor_lookup.add_order_executor( + CCXTOrderExecutor(priority=3) + ) + + for order_executor in order_executor_lookup.get_all(): + order_executor.config = self.config + + def initialize_portfolios(self): """ Function to initialize the portfolios. This function will first check if the app is running in backtest mode or not. If it is @@ -1375,8 +1436,6 @@ def _initialize_portfolios(self): """ logger.info("Initializing portfolios") - config = self.config - portfolio_configuration_service = self.container \ .portfolio_configuration_service() portfolio_service = self.container.portfolio_service() @@ -1385,178 +1444,187 @@ def _initialize_portfolios(self): if portfolio_configuration_service.count() == 0: raise OperationalException("No portfolios configured") - if Environment.BACKTEST.equals(config[ENVIRONMENT]): - logger.info("Setting up backtest portfolios") - initial_backtest_amount = config.get( - BACKTESTING_INITIAL_AMOUNT, None - ) + # Check if there are already existing portfolios + portfolios = portfolio_service.get_all() + portfolio_configurations = portfolio_configuration_service\ + .get_all() + portfolio_provider_lookup = \ + self.container.portfolio_provider_lookup() - for portfolio_configuration \ - in portfolio_configuration_service.get_all(): + if len(portfolios) > 0: - if not portfolio_service.exists( - {"identifier": portfolio_configuration.identifier} - ): - portfolio = ( - portfolio_service.create_portfolio_from_configuration( - portfolio_configuration, - initial_amount=initial_backtest_amount, - ) + # Check if there are matching portfolio configurations + for portfolio in portfolios: + logger.info( + f"Checking if there is an matching portfolio " + "configuration " + f"for portfolio {portfolio.identifier}" + ) + portfolio_configuration = \ + portfolio_configuration_service.get( + portfolio.market ) - else: - # Check if there are already existing portfolios - portfolios = portfolio_service.get_all() - portfolio_configurations = portfolio_configuration_service\ - .get_all() - - if len(portfolios) > 0: - - # Check if there are matching portfolio configurations - for portfolio in portfolios: - logger.info( - f"Checking if there is an matching portfolio " - "configuration " - f"for portfolio {portfolio.identifier}" + + if portfolio_configuration is None: + raise ImproperlyConfigured( + f"No matching portfolio configuration found for " + f"existing portfolio {portfolio.market}, " + f"please make sure that you have configured your " + f"app with the right portfolio configurations " + f"for the existing portfolios." + f"If you want to create a new portfolio, please " + f"remove the existing database (WARNING!!: this " + f"will remove all existing history of your " + f"trading bot.)" ) - portfolio_configuration = \ - portfolio_configuration_service.get( - portfolio.market - ) - if portfolio_configuration is None: - raise ImproperlyConfigured( - f"No matching portfolio configuration found for " - f"existing portfolio {portfolio.market}, " - f"please make sure that you have configured your " - f"app with the right portfolio configurations " - f"for the existing portfolios." - f"If you want to create a new portfolio, please " - f"remove the existing database (WARNING!!: this " - f"will remove all existing history of your " - f"trading bot.)" - ) + # Check if the portfolio configuration is still inline + # with the initial balance - # Check if the portfolio configuration is still inline - # with the initial balance + if portfolio_configuration.initial_balance != \ + portfolio.initial_balance: + logger.warning( + "The initial balance of the portfolio " + "configuration is different from the existing " + "portfolio. Checking if the existing portfolio " + "can be updated..." + ) - if portfolio_configuration.initial_balance != \ - portfolio.initial_balance: - logger.warning( - "The initial balance of the portfolio " - "configuration is different from the existing " - "portfolio. Checking if the existing portfolio " - "can be updated..." + # Register a portfolio provider for the portfolio + portfolio_provider_lookup \ + .register_portfolio_provider_for_market( + portfolio_configuration.market ) + initial_balance = portfolio_configuration\ + .initial_balance - portfolio_provider_lookup = \ - self.container.portfolio_provider_lookup() - # Register a portfolio provider for the portfolio - portfolio_provider_lookup \ - .register_portfolio_provider_for_market( - portfolio_configuration.market - ) - initial_balance = portfolio_configuration\ - .initial_balance - - if initial_balance != portfolio.initial_balance: - raise ImproperlyConfigured( - "The initial balance of the portfolio " - "configuration is different then that of " - "the existing portfolio. Please make sure " - "that the initial balance of the portfolio " - "configuration is the same as that of the " - "existing portfolio. " - f"Existing portfolio initial balance: " - f"{portfolio.initial_balance}, " - f"Portfolio configuration initial balance: " - f"{portfolio_configuration.initial_balance}" - "If this is intentional, please remove " - "the database and re-run the app. " - "WARNING!!: this will remove all existing " - "history of your trading bot." - ) - - portfolio_provider_lookup = \ - self.container.portfolio_provider_lookup() - order_executor_lookup = self.container.order_executor_lookup() - market_credential_service = \ - self.container.market_credential_service() - # Register portfolio providers and order executors - for portfolio_configuration in portfolio_configurations: - - # Register a portfolio provider for the portfolio - portfolio_provider_lookup\ - .register_portfolio_provider_for_market( - portfolio_configuration.market - ) + if initial_balance != portfolio.initial_balance: + raise ImproperlyConfigured( + "The initial balance of the portfolio " + "configuration is different then that of " + "the existing portfolio. Please make sure " + "that the initial balance of the portfolio " + "configuration is the same as that of the " + "existing portfolio. " + f"Existing portfolio initial balance: " + f"{portfolio.initial_balance}, " + f"Portfolio configuration initial balance: " + f"{portfolio_configuration.initial_balance}" + "If this is intentional, please remove " + "the database and re-run the app. " + "WARNING!!: this will remove all existing " + "history of your trading bot." + ) - # Register an order executor for the portfolio - order_executor_lookup.register_order_executor_for_market( + order_executor_lookup = self.container.order_executor_lookup() + market_credential_service = \ + self.container.market_credential_service() + # Register portfolio providers and order executors + for portfolio_configuration in portfolio_configurations: + + # Register a portfolio provider for the portfolio + portfolio_provider_lookup\ + .register_portfolio_provider_for_market( portfolio_configuration.market ) - market_credential = \ - market_credential_service.get( - portfolio_configuration.market - ) + # Register an order executor for the portfolio + order_executor_lookup.register_order_executor_for_market( + portfolio_configuration.market + ) - if market_credential is None: - raise ImproperlyConfigured( - f"No market credential found for existing " - f"portfolio {portfolio_configuration.market} " - "with market " - "Cannot initialize portfolio configuration." - ) + market_credential = \ + market_credential_service.get( + portfolio_configuration.market + ) - if not portfolio_service.exists( - {"identifier": portfolio_configuration.identifier} - ): - portfolio_service.create_portfolio_from_configuration( - portfolio_configuration - ) + if market_credential is None: + raise ImproperlyConfigured( + f"No market credential found for existing " + f"portfolio {portfolio_configuration.market} " + "with market " + "Cannot initialize portfolio configuration." + ) - logger.info("Portfolio configurations complete") - logger.info("Syncing portfolios") + if not portfolio_service.exists( + {"identifier": portfolio_configuration.identifier} + ): + portfolio_service.create_portfolio_from_configuration( + portfolio_configuration + ) - portfolio_service = self.container.portfolio_service() - portfolio_sync_service = self.container.portfolio_sync_service() + logger.info("Portfolio configurations complete") + logger.info("Syncing portfolios") + portfolio_service = self.container.portfolio_service() + portfolio_sync_service = self.container.portfolio_sync_service() - for portfolio in portfolio_service.get_all(): - logger.info(f"Syncing portfolio {portfolio.identifier}") - portfolio_sync_service.sync_unallocated(portfolio) - portfolio_sync_service.sync_orders(portfolio) + for portfolio in portfolio_service.get_all(): + logger.info(f"Syncing portfolio {portfolio.identifier}") + portfolio_sync_service.sync_unallocated(portfolio) + portfolio_sync_service.sync_orders(portfolio) - def _initialize_default_portfolio_providers(self): + def initialize_backtest_portfolios(self): """ - Function to initialize the default portfolio providers. - This function will create a default portfolio provider for - each market that is configured in the app. The default portfolio - provider will be used to create portfolios for the app. + Function to initialize the backtest portfolios. This function will + create a default portfolio provider for each market that is configured + in the app. The default portfolio provider will be used to create + portfolios for the app. Returns: None """ - logger.info("Adding default portfolio providers") - portfolio_provider_lookup = self.container.portfolio_provider_lookup() - portfolio_provider_lookup.add_portfolio_provider( - CCXTPortfolioProvider(priority=2) + logger.info("Initializing backtest portfolios") + config = self.config + portfolio_configuration_service = self.container \ + .portfolio_configuration_service() + portfolio_service = self.container.portfolio_service() + + # Throw an error if no portfolios are configured + if portfolio_configuration_service.count() == 0: + raise OperationalException("No portfolios configured") + + logger.info("Setting up backtest portfolios") + initial_backtest_amount = config.get( + BACKTESTING_INITIAL_AMOUNT, None ) - def _initialize_default_order_executors(self): + for portfolio_configuration \ + in portfolio_configuration_service.get_all(): + if not portfolio_service.exists( + {"identifier": portfolio_configuration.identifier} + ): + portfolio_service.create_portfolio_from_configuration( + portfolio_configuration, + initial_amount=initial_backtest_amount, + ) + + def initialize_portfolio_providers(self): """ - Function to initialize the default order executors. - This function will create a default order executor for - each market that is configured in the app. The default order - executor will be used to create orders for the app. + Function to initialize the default portfolio providers. + This function will create a default portfolio provider for + each market that is configured in the app. The default portfolio + provider will be used to create portfolios for the app. Returns: None """ - logger.info("Adding default order executors") - order_executor_lookup = self.container.order_executor_lookup() - order_executor_lookup.add_order_executor( - CCXTOrderExecutor(priority=2) - ) + logger.info("Adding portfolio providers") + portfolio_provider_lookup = self.container\ + .portfolio_provider_lookup() + environment = self.config[ENVIRONMENT] + + if Environment.BACKTEST.equals(environment): + # If the app is running in backtest mode, + # remove all order executors + # and add a single BacktestOrderExecutor + portfolio_provider_lookup.reset() + else: + portfolio_provider_lookup.add_portfolio_provider( + CCXTPortfolioProvider(priority=3) + ) + + for portfolio_provider in portfolio_provider_lookup.get_all(): + portfolio_provider.config = self.config def get_run_history(self): """ @@ -1599,6 +1667,17 @@ def get_algorithm(self): name=self._name, strategies=self._strategies, tasks=self._tasks, - data_sources=self._market_data_sources, on_strategy_run_hooks=self._on_strategy_run_hooks, ) + + def cleanup_backtest_resources(self): + """ + Clean up the backtest database and remove SQLAlchemy models/tables. + """ + logger.info("Cleaning up backtest resources") + config = self.config + environment = config[ENVIRONMENT] + + if Environment.BACKTEST.equals(environment): + db_uri = config.get(SQLALCHEMY_DATABASE_URI) + clear_db(db_uri) diff --git a/investing_algorithm_framework/app/context.py b/investing_algorithm_framework/app/context.py index 43ca5855..6bea5a85 100644 --- a/investing_algorithm_framework/app/context.py +++ b/investing_algorithm_framework/app/context.py @@ -2,13 +2,12 @@ from typing import List from investing_algorithm_framework.services import ConfigurationService, \ - MarketCredentialService, MarketDataSourceService, \ - OrderService, PortfolioConfigurationService, PortfolioService, \ - PositionService, TradeService + MarketCredentialService, OrderService, PortfolioConfigurationService, \ + PortfolioService, PositionService, TradeService, DataProviderService from investing_algorithm_framework.domain import OrderStatus, OrderType, \ OrderSide, OperationalException, Portfolio, RoundingService, \ - BACKTESTING_FLAG, BACKTESTING_INDEX_DATETIME, TradeRiskType, Order, \ - Position, Trade, TradeStatus, MarketService, MarketCredential + BACKTESTING_FLAG, INDEX_DATETIME, TradeRiskType, Order, \ + Position, Trade, TradeStatus, MarketCredential logger = logging.getLogger("investing_algorithm_framework") @@ -28,9 +27,8 @@ def __init__( position_service: PositionService, order_service: OrderService, market_credential_service: MarketCredentialService, - market_data_source_service: MarketDataSourceService, - market_service: MarketService, trade_service: TradeService, + data_provider_service: DataProviderService ): self.configuration_service: ConfigurationService = \ configuration_service @@ -41,9 +39,7 @@ def __init__( self.order_service: OrderService = order_service self.market_credential_service: MarketCredentialService = \ market_credential_service - self.market_data_source_service: MarketDataSourceService = \ - market_data_source_service - self.market_service: MarketService = market_service + self.data_provider_service: DataProviderService = data_provider_service self.trade_service: TradeService = trade_service @property @@ -110,7 +106,7 @@ def create_order( if BACKTESTING_FLAG in self.configuration_service.config \ and self.configuration_service.config[BACKTESTING_FLAG]: order_data["created_at"] = \ - self.configuration_service.config[BACKTESTING_INDEX_DATETIME] + self.configuration_service.config[INDEX_DATETIME] return self.order_service.create( order_data, execute=execute, validate=validate, sync=sync @@ -255,7 +251,7 @@ def create_limit_order( if BACKTESTING_FLAG in self.configuration_service.config \ and self.configuration_service.config[BACKTESTING_FLAG]: order_data["created_at"] = \ - self.configuration_service.config[BACKTESTING_INDEX_DATETIME] + self.configuration_service.config[INDEX_DATETIME] return self.order_service.create( order_data, execute=execute, validate=validate, sync=sync @@ -333,7 +329,7 @@ def create_limit_sell_order( if BACKTESTING_FLAG in self.configuration_service.config \ and self.configuration_service.config[BACKTESTING_FLAG]: order_data["created_at"] = \ - self.configuration_service.config[BACKTESTING_INDEX_DATETIME] + self.configuration_service.config[INDEX_DATETIME] return self.order_service.create(order_data) @@ -404,7 +400,7 @@ def create_limit_buy_order( if BACKTESTING_FLAG in self.configuration_service.config \ and self.configuration_service.config[BACKTESTING_FLAG]: order_data["created_at"] = \ - self.configuration_service.config[BACKTESTING_INDEX_DATETIME] + self.configuration_service.config[INDEX_DATETIME] return self.order_service.create( order_data, execute=True, validate=True, sync=True ) @@ -761,41 +757,6 @@ def position_exists( query_params["symbol"] = symbol return self.position_service.exists(query_params) - def get_position_percentage_of_portfolio( - self, symbol, market=None, identifier=None - ) -> float: - """ - Returns the percentage of the current total value of the portfolio - that is allocated to a position. This is calculated by dividing - the current value of the position by the total current value - of the portfolio. - """ - - query_params = {} - - if market is not None: - query_params["market"] = market - - if identifier is not None: - query_params["identifier"] = identifier - - portfolios = self.portfolio_service.get_all(query_params) - - if not portfolios: - raise OperationalException("No portfolio found.") - - portfolio = portfolios[0] - position = self.position_service.find( - {"portfolio": portfolio.id, "symbol": symbol} - ) - full_symbol = f"{position.symbol.upper()}/" \ - f"{portfolio.trading_symbol.upper()}" - ticker = self.market_data_source_service.get_ticker( - symbol=full_symbol, market=market - ) - total = self.get_unallocated() + self.get_allocated() - return (position.amount * ticker["bid"] / total) * 100 - def get_position_percentage_of_portfolio_by_net_size( self, symbol, market=None, identifier=None ) -> float: @@ -896,8 +857,10 @@ def close_position( symbol = f"{target_symbol.upper()}/{portfolio.trading_symbol.upper()}" if price is None: - ticker = self.market_data_source_service.get_ticker( - symbol=symbol, market=portfolio.market + ticker = self.data_provider_service.get_ticker_data( + symbol=symbol, + market=portfolio.market, + date=self.config[INDEX_DATETIME] ) price = ticker["bid"] @@ -962,8 +925,9 @@ def get_allocated(self, market=None, identifier=None) -> float: symbol = f"{position.symbol.upper()}/" \ f"{portfolio.trading_symbol.upper()}" - ticker = self.market_data_source_service.get_ticker( - symbol=symbol, market=market, + current_date = self.config[INDEX_DATETIME] + ticker = self.data_provider_service.get_ticker_data( + symbol=symbol, market=portfolio.market, date=current_date ) allocated = allocated + \ (position.get_amount() * ticker["bid"]) @@ -1362,7 +1326,7 @@ def get_open_trades(self, target_symbol=None, market=None) -> List[Trade]: def add_stop_loss( self, - trade, + trade: Trade, percentage: float, trade_risk_type=TradeRiskType.FIXED, sell_percentage: float = 100, @@ -1384,13 +1348,16 @@ def add_stop_loss( * BTC price drops to $39,900 → SL level reached, trade closes. Args: - trade: Trade object representing the trade - percentage: float representing the percentage of the open price - that the stop loss should be set at - trade_risk_type: The type of the stop loss, fixed - or trailing - sell_percentage: float representing the percentage of the trade - that should be sold if the stop loss is triggered + trade (Trade): Trade object representing the trade + percentage (float): float representing the percentage + of the open price that the stop loss should + be set at. This must be a positive + number, e.g. 5 for 5%, or 10 for 10%. + trade_risk_type (TradeRiskType): The type of the stop + loss, fixed or trailing + sell_percentage (float): float representing the + percentage of the trade that should be sold if the + stop loss is triggered Returns: None @@ -1405,7 +1372,7 @@ def add_stop_loss( def add_take_profit( self, - trade, + trade: Trade, percentage: float, trade_risk_type=TradeRiskType.FIXED, sell_percentage: float = 100, @@ -1429,13 +1396,16 @@ def add_take_profit( * BTC drops to $42,750 → Trade closes, securing profit. Args: - trade: Trade object representing the trade - percentage: float representing the percentage of the open price - that the stop loss should be set at - trade_risk_type: The type of the stop loss, fixed - or trailing - sell_percentage: float representing the percentage of the trade - that should be sold if the stop loss is triggered + trade (Trade): Trade object representing the trade + percentage (float): float representing the percentage + of the open price that the stop loss should + be set at. This must be a positive + number, e.g. 5 for 5%, or 10 for 10%. + trade_risk_type (TradeRiskType): The type of the stop + loss, fixed or trailing + sell_percentage (float): float representing the + percentage of the trade that should be sold if the + stop loss is triggered Returns: None @@ -1462,7 +1432,6 @@ def close_trade(self, trade, precision=None) -> None: Returns: None """ - trade = self.trade_service.get(trade.id) if TradeStatus.CLOSED.equals(trade.status): @@ -1490,8 +1459,10 @@ def close_trade(self, trade, precision=None) -> None: ) amount = position.get_amount() - ticker = self.market_data_source_service.get_ticker( - symbol=trade.symbol, market=portfolio.market + ticker = self.data_provider_service.get_ticker_data( + symbol=trade.symbol, + market=portfolio.market, + date=self.config[INDEX_DATETIME] ) logger.info(f"Closing trade {trade.id} {trade.symbol}") self.order_service.create( diff --git a/investing_algorithm_framework/app/eventloop.py b/investing_algorithm_framework/app/eventloop.py new file mode 100644 index 00000000..2d42cf5c --- /dev/null +++ b/investing_algorithm_framework/app/eventloop.py @@ -0,0 +1,590 @@ +from datetime import datetime, timedelta, timezone +from time import sleep +from typing import List, Set, Dict + +import polars as pl + +from investing_algorithm_framework.domain import Environment, ENVIRONMENT, \ + OrderStatus, DataSource, DataType, tqdm, \ + TradeStatus, SNAPSHOT_INTERVAL, SnapshotInterval, OperationalException, \ + LAST_SNAPSHOT_DATETIME, INDEX_DATETIME +from investing_algorithm_framework.services import TradeOrderEvaluator + +from .algorithm import Algorithm +from .strategy import TradingStrategy + + +class EventLoopService: + """ + A service that manages the event loop for the trading bot. + This service is responsible for running the trading strategy and handling + events in its lifecycle, such as pending orders changes, stop loss changes, + take profit changes, and price data updates. + + The event loop runs strategies in a so called interation, which consists + out of various tasks. An iteration consists out of the following tasks: + + - Collect all strategies and tasks that need to be + run (overdue on schedule) + - Collect all market data for the strategies + - Check pending orders, stop losses, and take profits + - Run all tasks + - Run all strategies + - Run all on_strategy_run hooks + - Snapshot the portfolios based on the defined snapshot interval + + The goal of this service is to provide a way to run the trading in the + most efficient way possible in both live trading and backtesting. This + is achieved by running strategies and tasks in a loop, where each + iteration checks which strategies and tasks are due to run based on their + defined intervals and time units (seconds, minutes, hours). The next run + times for each strategy are initialized to the current time in UTC. + The service also collects all data configurations from the strategies and + tasks, and runs them in a single iteration to avoid multiple calls to the + data provider service, which can be expensive in terms of performance. + """ + + def __init__( + self, + context, + order_service, + trade_service, + portfolio_service, + configuration_service, + data_provider_service, + portfolio_snapshot_service + ): + """ + Initializes the event loop service with the provided algorithm. + + Args: + order_service: The service responsible for managing orders. + portfolio_service: The service responsible for managing portfolios. + configuration_service: The service responsible for configuration. + """ + self.tasks = [] + self.context = context + self._algorithm = None + self.strategies = [] + self._strategies_lookup = {} + self._snapshots = [] + self._tasks_lookup = {} + self._order_service = order_service + self._trade_service = trade_service + self._portfolio_service = portfolio_service + self._configuration_service = configuration_service + self._data_provider_service = data_provider_service + self._trade_order_evaluator = None + self._portfolio_snapshot_service = portfolio_snapshot_service + self.data_sources = set() + self.next_run_times = {} + self.history = {} + + @staticmethod + def _get_data_sources_for_iteration( + strategy_data_sources + ) -> Set[DataSource]: + """ + Return a list of data sources that need to be fetched for the + current iteration based on the strategies. + + Args: + strategy_data_sources: List of data sources defined + in the strategies. + Returns: + Set[DataSource]: A set of data sources that need to + be fetched. + """ + data_sources = set(strategy_data_sources) + return data_sources + + def _get_pending_orders_and_trades_data_for_iteration( + self, pending_order, open_trades, date + ) -> Dict: + """ + Returns a set of data sources that need to be fetched for the + current iteration based on the pending orders and open trades. + + Args: + pending_order: List of pending orders. + open_trades: List of open trades. + date: The current date for which the data is being fetched. + + Returns: + Set[DataSource]: A set of data sources that need to be fetched. + """ + symbol_set = set() + data_sources = set() + data = {} + + for order in pending_order: + if order.symbol not in symbol_set: + data_sources.add( + DataSource( + symbol=order.symbol, + data_type=DataType.TICKER + ) + ) + symbol_set.add(order.symbol) + + for trade in open_trades: + + if trade.symbol not in symbol_set: + data_sources.add( + DataSource(symbol=trade.symbol, data_type=DataType.TICKER)) + symbol_set.add(trade.symbol) + + for symbol in symbol_set: + data[symbol] = self._data_provider_service\ + .get_ohlcv_data( + symbol=symbol, date=date + ) + return data + + def _get_strategies( + self, strategy_ids: List[str] + ) -> List[TradingStrategy]: + """ + Returns a list of strategies based on the provided strategy IDs. + + Args: + strategy_ids: A list of strategy IDs to retrieve. + + Returns: + List[TradingStrategy]: A list of strategies matching the + provided IDs. + """ + + if not strategy_ids: + return self.strategies + + return [ + self._strategies_lookup[strategy_id] + for strategy_id in strategy_ids + ] + + def _get_due_strategies(self, current_datetime=None): + """ + Checks which strategies are due to run based on their defined intervals + + Args: + current_datetime: Optional; the datetime to check against. + If None, uses the current datetime in UTC. + + Returns: + List[TradingStrategy]: A list of strategies that are due to run. + """ + due = [] + + if current_datetime is None: + current_datetime = datetime.now(timezone.utc) + + for strategy in self.strategies: + time_unit = strategy.time_unit + interval = strategy.interval + interval = timedelta( + minutes=time_unit.amount_of_minutes * interval + ) + + if current_datetime >= \ + self.next_run_times[strategy.strategy_id]["next_run"]: + due.append(strategy) + self.next_run_times[strategy.strategy_id]["next_run"] = \ + current_datetime + interval + + return due + + def _snapshot( + self, + current_datetime, + open_orders, + created_orders + ): + """ + Takes a snapshot of the current state of the portfolios and trades. + This method is called based on the defined snapshot interval in the + configuration service. It creates a snapshot of the portfolio and + appends it to the snapshots list. + + The function accepts the current datetime, open orders, + open trades, and created orders as parameters. The reason why + the orders and trades are passed is for efficiency, as we + do not want to fetch them again from the database if they are + already available in memory. + + Args: + current_datetime: The current datetime in UTC. + open_orders: List of open orders. + created_orders: List of created orders. + """ + snapshot_interval = self._configuration_service\ + .config[SNAPSHOT_INTERVAL] + portfolio = self._portfolio_service.get_all()[0] + if SnapshotInterval.STRATEGY_ITERATION.equals(snapshot_interval): + snapshot = self._portfolio_snapshot_service.create_snapshot( + created_at=current_datetime, + portfolio=portfolio, + open_orders=open_orders, + created_orders=created_orders, + save=False, + ) + self._snapshots.append(snapshot) + self._configuration_service.add_value( + LAST_SNAPSHOT_DATETIME, current_datetime + ) + elif SnapshotInterval.DAILY.equals(snapshot_interval): + last_snapshot_datetime = self._configuration_service.config[ + LAST_SNAPSHOT_DATETIME + ] + + # Check if the time difference is greater than 24 hours + if last_snapshot_datetime is None or \ + (current_datetime - last_snapshot_datetime)\ + .total_seconds() >= 86400: + snapshot = self._portfolio_snapshot_service.create_snapshot( + created_at=current_datetime, + portfolio=portfolio, + open_orders=open_orders, + created_orders=created_orders, + save=False, + ) + self._snapshots.append(snapshot) + self._configuration_service.add_value( + LAST_SNAPSHOT_DATETIME, current_datetime + ) + + def initialize( + self, + algorithm: Algorithm, + trade_order_evaluator: TradeOrderEvaluator + ): + """ + Initializes the event loop service by calculating the schedule for + running strategies and tasks based on their defined intervals and time + units (seconds, minutes, hours). + + The next run times for each strategy are initialized to the current + time in UTC. + + Args: + algorithm (Algorithm): The trading algorithm to be run by + the event loop. This should contain the strategies and + tasks to be executed. + trade_order_evaluator (TradeOrderEvaluator): The evaluator + responsible for checking and updating pending orders, + stop losses, and take profits. + + Returns: + None + """ + self._algorithm = algorithm + self.strategies = algorithm.strategies + + if len(self.strategies) == 0: + raise OperationalException( + "No strategies are defined in the algorithm. " + "Please add at least one strategy to the algorithm." + ) + + self._trade_order_evaluator = trade_order_evaluator + start_date = self._configuration_service.config[INDEX_DATETIME] + + self.next_run_times = { + strategy.strategy_id: { + "next_run": start_date, + "data_sources": strategy.data_sources + } + for strategy in self.strategies + } + + # Collect all data sources and initialize history + for strategy in self.strategies: + + if strategy.data_sources is not None: + self.data_sources = self.data_sources.union( + set(strategy.data_sources) + ) + + self.history[strategy.strategy_id] = {"runs": []} + self._strategies_lookup[strategy.strategy_profile.strategy_id] \ + = strategy + + if self._trade_order_evaluator is None: + raise OperationalException( + "No trade order evaluator is set for the event loop service." + ) + + def cleanup(self): + self._portfolio_snapshot_service.save_all(self._snapshots) + + def start( + self, + number_of_iterations=None, + schedule: pl.DataFrame = None, + show_progress: bool = False + ): + """ + Runs the event loop for the trading algorithm. You can run the + event loop with different specifications: + + - If `number_of_iterations` is provided, the event loop will run + for that many iterations. + - If `schedule` is provided, the event loop will run according to + the schedule, iterating through each row and using the "date" + column to determine the current date for that iteration. + + Args: + number_of_iterations: Optional; the number of iterations to run. + If None, runs indefinitely. + schedule: Dict Optional; a schedule to run the event loop with. + show_progress: Optional; whether to show progress bar for the + event loop. Defaults to False. + Returns: + None + """ + + if schedule is not None: + sorted_times = sorted(schedule.keys()) + + if show_progress: + for current_time in tqdm( + sorted_times, + total=len(sorted_times), + colour="GREEN", + desc="Running backtest" + ): + self._configuration_service.add_value( + INDEX_DATETIME, current_time + ) + strategy_ids = schedule[current_time]["strategy_ids"] + # task_ids = schedule[current_time]["task_ids"] + strategies = self._get_strategies(strategy_ids) + self._run_iteration(strategies=strategies, tasks=[]) + + else: + for current_time in sorted_times: + self._configuration_service.add_value( + INDEX_DATETIME, current_time + ) + strategy_ids = schedule[current_time]["strategy_ids"] + # task_ids = schedule[current_time]["task_ids"] + strategies = self._get_strategies(strategy_ids) + self._run_iteration(strategies=strategies, tasks=[]) + else: + if number_of_iterations is None: + try: + config = self._configuration_service.config + current_time = config[INDEX_DATETIME] + strategies = self._get_due_strategies(current_time) + self._run_iteration(strategies) + current_time = datetime.now(timezone.utc) + self._configuration_service.add_value( + INDEX_DATETIME, current_time + ) + sleep(1) + except KeyboardInterrupt: + exit(0) + else: + + if show_progress: + for _ in tqdm( + range(number_of_iterations), + colour="GREEN" + ): + try: + config = self._configuration_service.config + current_time = config[INDEX_DATETIME] + strategies = self._get_due_strategies(current_time) + self._run_iteration(strategies) + current_time = datetime.now(timezone.utc) + self._configuration_service.add_value( + INDEX_DATETIME, current_time + ) + sleep(1) + except KeyboardInterrupt: + exit(0) + + for _ in range(number_of_iterations): + try: + config = self._configuration_service.config + current_time = config[INDEX_DATETIME] + strategies = self._get_due_strategies(current_time) + self._run_iteration(strategies) + current_time = datetime.now(timezone.utc) + self._configuration_service.add_value( + INDEX_DATETIME, current_time + ) + sleep(1) + except KeyboardInterrupt: + exit(0) + + self.cleanup() + + def _run_iteration( + self, + strategies: List[TradingStrategy] = None, + tasks: List = None + ): + """ + Runs a single iteration of the event loop. This method collects all + due strategies, fetches their data configurations, and runs the + strategies with the collected data. It also checks for pending orders, + stop loss orders, and take profit orders, and updates their status if + needed. Finally, it runs all tasks and strategies, and takes a snapshot + of the portfolios if needed. + + Args: + strategies: Optional; a list of strategies to + run in this iteration. If None, uses the strategies + defined in the event loop service. + tasks: Optional; a list of tasks to run in this iteration. + If None, uses the tasks defined in the event loop service. + + Returns: + None + """ + config = self._configuration_service.get_config() + environment = config[ENVIRONMENT] + current_datetime = config[INDEX_DATETIME] + + # Step 1: Collect all data for the strategies and for the + # pending orders + open_orders = self._order_service.get_all( + { + "status": OrderStatus.OPEN, + } + ) + open_trades = self._trade_service.get_all( + { + "status": TradeStatus.OPEN, + } + ) + data_sources = [] + + for strategy in strategies: + + if strategy.data_sources is None: + continue + + data_sources.extend(strategy.data_sources) + + data_sources = self._get_data_sources_for_iteration( + strategy_data_sources=data_sources, + ) + data_object = {} + orders_trades_update_ohlcv_data = \ + self._get_pending_orders_and_trades_data_for_iteration( + pending_order=open_orders, + open_trades=open_trades, + date=current_datetime, + ) + + if Environment.BACKTEST.equals(environment): + + for data_source in data_sources: + # For backtesting, we use the start date and end date + # from the data source to fetch the data + data_object[data_source.get_identifier()] = \ + self._data_provider_service.get_backtest_data( + data_source=data_source, + backtest_index_date=current_datetime, + start_date=data_source.start_date, + end_date=data_source.end_date, + ) + else: + for data_source in data_sources: + data_object[data_source.get_identifier()] = \ + self._data_provider_service.get_data( + data_source=data_source, + date=current_datetime, + start_date=data_source.start_date, + end_date=data_source.end_date, + ) + + # Step 3: Check pending orders, stop losses, take profits + self._trade_order_evaluator.evaluate( + open_trades=open_trades, + open_orders=open_orders, + ohlcv_data=orders_trades_update_ohlcv_data + ) + + # Step 4: Run all tasks + for task in self.tasks: + task.run(data_object) + + # Step 5: Run all strategies + if not strategies: + return + + for strategy in strategies: + + if strategy.data_sources is not None: + data = { + data_source.get_identifier(): data_object[ + data_source.get_identifier()] + for data_source in strategy.data_sources + } + else: + data = {} + + # Select data for the strategy + strategy.run_strategy(context=self.context, data=data) + + # # Step 6: Run all on_strategy_run hooks + # for strategy in due_strategies: + # strategy.run_on_strategy_run_hooks(context=self.context) + + # Step 7: Snapshot the portfolios if needed and update history + created_orders = self._order_service.get_all( + { + "status": OrderStatus.CREATED, + } + ) + open_orders = self._order_service.get_all( + { + "status": OrderStatus.OPEN, + } + ) + self._snapshot( + current_datetime=current_datetime, + open_orders=open_orders, + created_orders=created_orders + ) + self._update_history( + current_datetime=current_datetime, + strategies=strategies, + hooks=[] + ) + + def _update_history(self, current_datetime, strategies, hooks): + """ + Updates the history of the event loop with the current datetime. + This method is called at the end of each iteration to keep track of + the iterations. + + Args: + current_datetime: The current datetime in UTC. + + Returns: + None + """ + + for strategy in strategies: + runs = self.history.get(strategy.strategy_id, {}).get("runs", []) + runs.append(current_datetime) + self.history[strategy.strategy_id] = { + "runs": runs, + } + + @property + def total_number_of_runs(self): + """ + Returns the total number of runs for all strategies in the event loop. + + Returns: + int: The total number of runs. + """ + return sum( + len(self.history[strategy_id]["runs"]) + for strategy_id in self.history + ) diff --git a/investing_algorithm_framework/app/reporting/__init__.py b/investing_algorithm_framework/app/reporting/__init__.py index 329cdef3..feb5e92d 100644 --- a/investing_algorithm_framework/app/reporting/__init__.py +++ b/investing_algorithm_framework/app/reporting/__init__.py @@ -2,6 +2,12 @@ from .backtest_report import BacktestReport from .ascii import pretty_print_backtest, pretty_print_positions, \ pretty_print_trades, pretty_print_orders +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, \ + get_entry_and_exit_signals __all__ = [ "add_html_report", @@ -9,5 +15,11 @@ "pretty_print_backtest", "pretty_print_positions", "pretty_print_trades", - "pretty_print_orders" + "pretty_print_orders", + "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", + "get_entry_and_exit_signals" ] diff --git a/investing_algorithm_framework/app/reporting/ascii.py b/investing_algorithm_framework/app/reporting/ascii.py index fb94c949..43460d46 100644 --- a/investing_algorithm_framework/app/reporting/ascii.py +++ b/investing_algorithm_framework/app/reporting/ascii.py @@ -799,6 +799,7 @@ def pretty_print_backtest( None """ backtest_results = backtest.backtest_results + backtest_metrics = backtest.backtest_metrics ascii_art = f""" :%%%#+- .=*#%%% {COLOR_GREEN}Backtest report{COLOR_RESET} *%%%%%%%+------=*%%%%%%%- {COLOR_GREEN}---------------------------{COLOR_RESET} @@ -808,8 +809,8 @@ def pretty_print_backtest( .:-+*%%%%- {COLOR_PURPLE}-+..#{COLOR_RESET}%%%+.{COLOR_PURPLE}+- +{COLOR_RESET}%%%#*=-: {COLOR_YELLOW}Number of runs:{COLOR_RESET}{COLOR_GREEN} {backtest_results.number_of_runs}{COLOR_RESET} .:-=*%%%%. {COLOR_PURPLE}+={COLOR_RESET} .%%# {COLOR_PURPLE}-+.-{COLOR_RESET}%%%%=-:.. {COLOR_YELLOW}Number of orders:{COLOR_RESET}{COLOR_GREEN} {backtest_results.number_of_orders}{COLOR_RESET} .:=+#%%%%%*###%%%%#*+#%%%%%%*+-: {COLOR_YELLOW}Initial balance:{COLOR_RESET}{COLOR_GREEN} {backtest_results.initial_unallocated}{COLOR_RESET} - +%%%%%%%%%%%%%%%%%%%= {COLOR_YELLOW}Final balance:{COLOR_RESET}{COLOR_GREEN} {float(backtest_results.total_value):.{price_precision}f}{COLOR_RESET} - :++ .=#%%%%%%%%%%%%%*- {COLOR_YELLOW}Total net gain:{COLOR_RESET}{COLOR_GREEN} {float(backtest_results.total_net_gain):.{price_precision}f} {float(backtest_results.total_net_gain_percentage):.{percentage_precision}f}%{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_return):.{price_precision}f} {float(backtest_metrics.total_return_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}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} diff --git a/investing_algorithm_framework/app/reporting/backtest_report.py b/investing_algorithm_framework/app/reporting/backtest_report.py index 91cde57a..4ea42fe6 100644 --- a/investing_algorithm_framework/app/reporting/backtest_report.py +++ b/investing_algorithm_framework/app/reporting/backtest_report.py @@ -11,11 +11,10 @@ from IPython.display import display, HTML from jinja2 import Environment, FileSystemLoader -from investing_algorithm_framework.domain import OperationalException, \ - BacktestResult +from investing_algorithm_framework.domain import OperationalException from investing_algorithm_framework.domain import TimeFrame, Backtest from .charts import get_equity_curve_with_drawdown_chart, \ - get_rolling_sharp_ratio_chart, get_monthly_returns_heatmap_chart, \ + get_rolling_sharpe_ratio_chart, get_monthly_returns_heatmap_chart, \ get_yearly_returns_bar_chart, get_ohlcv_data_completeness_chart from .tables import create_html_time_metrics_table, \ create_html_trade_metrics_table, create_html_key_metrics_table, \ @@ -166,7 +165,7 @@ def _create_html_report(self): full_html=False, include_plotlyjs='cdn', config={'responsive': True}, default_width="90%" ) - rolling_sharpe_ratio_fig = get_rolling_sharp_ratio_chart( + rolling_sharpe_ratio_fig = get_rolling_sharpe_ratio_chart( metrics.rolling_sharpe_ratio ) rolling_sharpe_ratio_plot_html = rolling_sharpe_ratio_fig.to_html( diff --git a/investing_algorithm_framework/app/reporting/charts/__init__.py b/investing_algorithm_framework/app/reporting/charts/__init__.py index b819b100..68bd7f7c 100644 --- a/investing_algorithm_framework/app/reporting/charts/__init__.py +++ b/investing_algorithm_framework/app/reporting/charts/__init__.py @@ -1,13 +1,15 @@ from .equity_curve_drawdown import get_equity_curve_with_drawdown_chart -from .rolling_sharp_ratio import get_rolling_sharp_ratio_chart +from .rolling_sharp_ratio import get_rolling_sharpe_ratio_chart from .monthly_returns_heatmap import get_monthly_returns_heatmap_chart 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 __all__ = [ "get_equity_curve_with_drawdown_chart", - "get_rolling_sharp_ratio_chart", + "get_rolling_sharpe_ratio_chart", "get_monthly_returns_heatmap_chart", "get_yearly_returns_bar_chart", - "get_ohlcv_data_completeness_chart" + "get_ohlcv_data_completeness_chart", + "get_entry_and_exit_signals", ] diff --git a/investing_algorithm_framework/app/reporting/charts/entry_exist_signals.py b/investing_algorithm_framework/app/reporting/charts/entry_exist_signals.py new file mode 100644 index 00000000..9facb6f6 --- /dev/null +++ b/investing_algorithm_framework/app/reporting/charts/entry_exist_signals.py @@ -0,0 +1,66 @@ +import pandas as pd +import plotly.graph_objects as go + + +def get_entry_and_exit_signals( + entry_signals: pd.Series, + exit_signals: pd.Series, + price_data: pd.DataFrame +): + """ + Plots the price chart with entry and exit signals. + + Args: + entry_signals (pd.Series): Series containing buy + signals with datetime index. Entry signals should + be boolean values. + exit_signals (pd.Series): Series containing exit signals + with datetime index. Exit signals should be boolean values. + price_data (pd.DataFrame): DataFrame containing price + data with datetime index and 'Close' + + Returns: + go.Figure: Plotly figure with price chart and signals. + """ + # Create the base candlestick or line chart + fig = go.Figure() + + fig.add_trace(go.Scatter( + x=price_data.index, + y=price_data["Close"], + mode="lines", + name="Close Price", + line=dict(color="blue") + )) + + # Entry points + entry_points = price_data[entry_signals] + fig.add_trace(go.Scatter( + x=entry_points.index, + y=entry_points["Close"], + mode="markers", + name="Entry", + marker=dict(symbol="triangle-up", color="green", size=10) + )) + + # Exit points + exit_points = price_data[exit_signals] + fig.add_trace(go.Scatter( + x=exit_points.index, + y=exit_points["Close"], + mode="markers", + name="Exit", + marker=dict(symbol="triangle-down", color="red", size=10) + )) + + # Layout settings + fig.update_layout( + title="Entry and Exit Signals", + xaxis_title="Date", + yaxis_title="Price", + legend=dict(x=0, y=1), + height=600, + template="plotly_white" + ) + + return fig diff --git a/investing_algorithm_framework/app/reporting/charts/rolling_sharp_ratio.py b/investing_algorithm_framework/app/reporting/charts/rolling_sharp_ratio.py index 82e6af9d..df3936bb 100644 --- a/investing_algorithm_framework/app/reporting/charts/rolling_sharp_ratio.py +++ b/investing_algorithm_framework/app/reporting/charts/rolling_sharp_ratio.py @@ -2,7 +2,7 @@ import plotly.graph_objects as go -def get_rolling_sharp_ratio_chart(rolling_sharpe_ratio_series): +def get_rolling_sharpe_ratio_chart(rolling_sharpe_ratio_series): """ Generates a Plotly figure showing the rolling Sharpe ratio series. diff --git a/investing_algorithm_framework/app/reporting/generate.py b/investing_algorithm_framework/app/reporting/generate.py index a4f6c924..5bc70a74 100644 --- a/investing_algorithm_framework/app/reporting/generate.py +++ b/investing_algorithm_framework/app/reporting/generate.py @@ -7,7 +7,7 @@ create_html_trade_metrics_table, create_html_key_metrics_table, \ create_html_trades_table from .charts import get_equity_curve_with_drawdown_chart, \ - get_rolling_sharp_ratio_chart, get_monthly_returns_heatmap_chart, \ + get_rolling_sharpe_ratio_chart, get_monthly_returns_heatmap_chart, \ get_yearly_returns_bar_chart, get_ohlcv_data_completeness_chart from investing_algorithm_framework.domain import TimeFrame @@ -93,7 +93,7 @@ def add_html_report(report) -> "BacktestReport": full_html=False, include_plotlyjs='cdn', config={'responsive': True}, default_width="90%" ) - rolling_sharpe_ratio_fig = get_rolling_sharp_ratio_chart( + rolling_sharpe_ratio_fig = get_rolling_sharpe_ratio_chart( metrics["Rolling Sharpe Ratio"] ) rolling_sharpe_ratio_plot_html = rolling_sharpe_ratio_fig.to_html( diff --git a/investing_algorithm_framework/app/strategy.py b/investing_algorithm_framework/app/strategy.py index 98007f33..ea77f3c2 100644 --- a/investing_algorithm_framework/app/strategy.py +++ b/investing_algorithm_framework/app/strategy.py @@ -1,11 +1,11 @@ +from datetime import datetime from typing import List, Dict, Any + import pandas as pd -from datetime import datetime, timezone from investing_algorithm_framework.domain import OperationalException, Position from investing_algorithm_framework.domain import \ - TimeUnit, StrategyProfile, Trade, ENVIRONMENT, Environment, \ - BACKTESTING_INDEX_DATETIME + TimeUnit, StrategyProfile, Trade, DataSource from .context import Context @@ -23,16 +23,17 @@ class TradingStrategy: worker_id (optional): str - the id of the worker strategy_id (optional): str - the id of the strategy decorated (optional): function - the decorated function - market_data_sources (optional): list - the list of market data - sources to use for the strategy. This will be passed to the - run_strategy function. + data_sources (List[DataSource] optional): the list of data + sources to use for the strategy. The data sources will be used + to indentify data providers that will be called to gather data + and pass to the strategy before its run. """ time_unit: str = None interval: int = None worker_id: str = None strategy_id: str = None decorated = None - market_data_sources = None + data_sources: List[DataSource] = None traces = None context: Context = None @@ -41,22 +42,28 @@ def __init__( strategy_id=None, time_unit=None, interval=None, - market_data_sources=None, + data_sources=None, worker_id=None, decorated=None ): if time_unit is not None: self.time_unit = TimeUnit.from_value(time_unit) + else: + # Check if time_unit is None + if self.time_unit is None: + raise OperationalException( + f"Time unit attribute not set for " + f"strategy instance {self.strategy_id}" + ) + + self.time_unit = TimeUnit.from_value(self.time_unit) if interval is not None: self.interval = interval - if time_unit is not None: - self.time_unit = TimeUnit.from_value(time_unit) - - if market_data_sources is not None: - self.market_data_sources = market_data_sources + if data_sources is not None: + self.data_sources = data_sources if decorated is not None: self.decorated = decorated @@ -73,13 +80,6 @@ def __init__( else: self.strategy_id = self.worker_id - # Check if time_unit is None - if self.time_unit is None: - raise OperationalException( - f"Time unit attribute not set for " - f"strategy instance {self.strategy_id}" - ) - # Check if interval is None if self.interval is None: raise OperationalException( @@ -90,7 +90,40 @@ def __init__( self._context = None self._last_run = None - def run_strategy(self, context: Context, market_data: Dict[str, Any]): + def buy_signal_vectorized(self, data: Dict[str, Any]) -> pd.Series: + """ + Function that needs to be implemented by the user. + This function should return a pandas Series containing the buy signals. + + Args: + data (Dict[str, Any]): All the data that matched the + data sources of the strategy. + + Returns: + Series: A pandas Series containing the buy signals. + """ + raise NotImplementedError( + "is_buy_signal_vectorized method not implemented" + ) + + def sell_signal_vectorized(self, data: Dict[str, Any]) -> pd.Series: + """ + Function that needs to be implemented by the user. + This function should return a pandas Series containing + the sell signals. + + Args: + data (Dict[str, Any]): All the data that matched the + data sources of the strategy. + + Returns: + Series: A pandas Series containing the sell signals. + """ + raise NotImplementedError( + "is_sell_signal_vectorized method not implemented" + ) + + def run_strategy(self, context: Context, data: Dict[str, Any]): """ Main function for running your strategy. This function will be called by the framework when the trigger of your strategy is met. @@ -108,7 +141,7 @@ def run_strategy(self, context: Context, market_data: Dict[str, Any]): of the Context class, this class has various methods to do operations with your portfolio, orders, trades, positions and other components. - market_data (Dict[str, Any]): The data for the strategy. + data (Dict[str, Any]): The data for the strategy. This is a dictionary containing all the data retrieved from the specified data sources. @@ -116,27 +149,11 @@ def run_strategy(self, context: Context, market_data: Dict[str, Any]): None """ self.context = context - config = self.context.get_config() - - if config[ENVIRONMENT] == Environment.BACKTEST.value: - self._update_trades_and_orders_for_backtest(market_data) - else: - self._update_trades_and_orders(market_data) - - self._check_stop_losses() - self._check_take_profits() - - # Run user defined strategy - self.apply_strategy(context=context, market_data=market_data) - - if config[ENVIRONMENT] == Environment.BACKTEST.value: - self._last_run = config[BACKTESTING_INDEX_DATETIME] - else: - self._last_run = datetime.now(tz=timezone.utc) + self.apply_strategy(context=context, data=data) - def apply_strategy(self, context, market_data): + def apply_strategy(self, context, data): if self.decorated: - self.decorated(context=context, market_data=market_data) + self.decorated(context=context, data=data) else: raise NotImplementedError("Apply strategy is not implemented") @@ -146,7 +163,7 @@ def strategy_profile(self): strategy_id=self.worker_id, interval=self.interval, time_unit=self.time_unit, - market_data_sources=self.market_data_sources + data_sources=self.data_sources ) def _update_trades_and_orders(self, market_data): diff --git a/investing_algorithm_framework/app/task.py b/investing_algorithm_framework/app/task.py index 7b0d922d..25266aaa 100644 --- a/investing_algorithm_framework/app/task.py +++ b/investing_algorithm_framework/app/task.py @@ -31,9 +31,11 @@ def __init__( else: self.worker_id = self.__class__.__name__ - def run(self, algorithm): + def run(self, context): if self.decorated: - self.decorated(algorithm=algorithm) + self.decorated(context=context) else: - raise NotImplementedError("Apply strategy is not implemented") + raise NotImplementedError( + "run method must be implemented in the subclass" + ) diff --git a/investing_algorithm_framework/cli/initialize_app.py b/investing_algorithm_framework/cli/initialize_app.py index 127ae954..a0716ca3 100644 --- a/investing_algorithm_framework/cli/initialize_app.py +++ b/investing_algorithm_framework/cli/initialize_app.py @@ -121,7 +121,6 @@ def command(path=None, app_type="default", replace=False): else: # check if directory exists if not os.path.exists(path) or not os.path.isdir(path): - print(f"Directory {path} does not exist.") return if AppType.DEFAULT.equals(app_type): diff --git a/investing_algorithm_framework/create_app.py b/investing_algorithm_framework/create_app.py index 7dc9af2b..4a6fde5a 100644 --- a/investing_algorithm_framework/create_app.py +++ b/investing_algorithm_framework/create_app.py @@ -5,7 +5,7 @@ from .app import App from .dependency_container import setup_dependency_container -from .domain import AppMode, APPLICATION_DIRECTORY +from .domain import AppMode, APPLICATION_DIRECTORY, APP_MODE logger = logging.getLogger("investing_algorithm_framework") @@ -37,20 +37,18 @@ def create_app( ["investing_algorithm_framework"], ["investing_algorithm_framework"] ) - # After the container is setup, initialize the services - app.initialize_services() app.name = name if config is not None: app.set_config_with_dict(config) if web: - app.set_config("APP_MODE", AppMode.WEB.value) + app.set_config(APP_MODE, AppMode.WEB.value) # Add the application directory to the config caller_frame = inspect.stack()[1] caller_path = os.path.abspath(caller_frame.filename) app.set_config(APPLICATION_DIRECTORY, caller_path) - logger.info("Investing algoritm framework app created") + logger.info("Investing algorithm framework app created") return app diff --git a/investing_algorithm_framework/dependency_container.py b/investing_algorithm_framework/dependency_container.py index a08c48ad..23b190b2 100644 --- a/investing_algorithm_framework/dependency_container.py +++ b/investing_algorithm_framework/dependency_container.py @@ -1,19 +1,19 @@ from dependency_injector import containers, providers -from investing_algorithm_framework.app.context import Context from investing_algorithm_framework.app.algorithm import AlgorithmFactory +from investing_algorithm_framework.app.context import Context from investing_algorithm_framework.infrastructure import SQLOrderRepository, \ SQLPositionRepository, SQLPortfolioRepository, \ SQLPortfolioSnapshotRepository, SQLTradeRepository, \ - SQLPositionSnapshotRepository, PerformanceService, CCXTMarketService, \ + SQLPositionSnapshotRepository, PerformanceService, \ SQLTradeStopLossRepository, SQLTradeTakeProfitRepository, \ SQLOrderMetadataRepository from investing_algorithm_framework.services import OrderService, \ - PositionService, PortfolioService, StrategyOrchestratorService, \ - PortfolioConfigurationService, MarketDataSourceService, BacktestService, \ - ConfigurationService, PortfolioSnapshotService, PositionSnapshotService, \ - MarketCredentialService, TradeService, PortfolioSyncService, \ - OrderExecutorLookup, PortfolioProviderLookup + PositionService, PortfolioService, PortfolioConfigurationService, \ + BacktestService, ConfigurationService, PortfolioSnapshotService, \ + PositionSnapshotService, MarketCredentialService, TradeService, \ + PortfolioSyncService, OrderExecutorLookup, PortfolioProviderLookup, \ + DataProviderService def setup_dependency_container(app, modules=None, packages=None): @@ -55,15 +55,10 @@ class DependencyContainer(containers.DeclarativeContainer): trade_take_profit_repository = providers\ .Factory(SQLTradeTakeProfitRepository) trade_stop_loss_repository = providers.Factory(SQLTradeStopLossRepository) - market_service = providers.Factory( - CCXTMarketService, - market_credential_service=market_credential_service, - ) - market_data_source_service = providers.ThreadSafeSingleton( - MarketDataSourceService, - market_service=market_service, - market_credential_service=market_credential_service, - configuration_service=configuration_service + data_provider_service = providers.ThreadSafeSingleton( + DataProviderService, + configuration_service=configuration_service, + market_credential_service=market_credential_service ) position_snapshot_service = providers.Factory( PositionSnapshotService, @@ -76,8 +71,7 @@ class DependencyContainer(containers.DeclarativeContainer): portfolio_repository=portfolio_repository, position_snapshot_service=position_snapshot_service, position_repository=position_repository, - datasource_service=market_data_source_service, - configuration_service=configuration_service + data_provider_service=data_provider_service, ) portfolio_configuration_service = providers.ThreadSafeSingleton( PortfolioConfigurationService, @@ -93,7 +87,6 @@ class DependencyContainer(containers.DeclarativeContainer): trade_repository=trade_repository, portfolio_repository=portfolio_repository, position_repository=position_repository, - market_data_source_service=market_data_source_service, order_metadata_repository=order_metadata_repository, ) position_service = providers.Factory( @@ -134,14 +127,8 @@ class DependencyContainer(containers.DeclarativeContainer): portfolio_repository=portfolio_repository, portfolio_configuration_service=portfolio_configuration_service, market_credential_service=market_credential_service, - market_service=market_service, portfolio_provider_lookup=portfolio_provider_lookup, ) - strategy_orchestrator_service = providers.Factory( - StrategyOrchestratorService, - market_data_source_service=market_data_source_service, - configuration_service=configuration_service, - ) performance_service = providers.Factory( PerformanceService, trade_repository=trade_repository, @@ -157,10 +144,9 @@ class DependencyContainer(containers.DeclarativeContainer): portfolio_service=portfolio_service, performance_service=performance_service, position_repository=position_repository, - market_data_source_service=market_data_source_service, portfolio_configuration_service=portfolio_configuration_service, - strategy_orchestrator_service=strategy_orchestrator_service, portfolio_snapshot_service=portfolio_snapshot_service, + data_provider_service=data_provider_service, ) context = providers.Factory( Context, @@ -170,9 +156,8 @@ class DependencyContainer(containers.DeclarativeContainer): position_service=position_service, order_service=order_service, market_credential_service=market_credential_service, - market_data_source_service=market_data_source_service, - market_service=market_service, trade_service=trade_service, + data_provider_service=data_provider_service, ) algorithm_factory = providers.Factory( AlgorithmFactory, diff --git a/investing_algorithm_framework/domain/__init__.py b/investing_algorithm_framework/domain/__init__.py index 0c3367ed..754dae3a 100644 --- a/investing_algorithm_framework/domain/__init__.py +++ b/investing_algorithm_framework/domain/__init__.py @@ -4,36 +4,37 @@ DATABASE_DIRECTORY_PATH, DATABASE_NAME, DEFAULT_PER_PAGE_VALUE, \ DEFAULT_PAGE_VALUE, SQLALCHEMY_DATABASE_URI, RESOURCE_DIRECTORY, \ DATETIME_FORMAT, DATETIME_FORMAT_BACKTESTING, BACKTESTING_FLAG, \ - BACKTESTING_INDEX_DATETIME, BACKTESTING_START_DATE, CCXT_DATETIME_FORMAT, \ + BACKTESTING_START_DATE, CCXT_DATETIME_FORMAT, \ BACKTEST_DATA_DIRECTORY_NAME, TICKER_DATA_TYPE, OHLCV_DATA_TYPE, \ CURRENT_UTC_DATETIME, BACKTESTING_END_DATE, SYMBOLS, \ CCXT_DATETIME_FORMAT_WITH_TIMEZONE, RESERVED_BALANCES, \ APP_MODE, DATABASE_DIRECTORY_NAME, BACKTESTING_INITIAL_AMOUNT, \ - APPLICATION_DIRECTORY, SNAPSHOT_INTERVAL, AWS_S3_STATE_BUCKET_NAME + APPLICATION_DIRECTORY, SNAPSHOT_INTERVAL, AWS_S3_STATE_BUCKET_NAME, \ + LAST_SNAPSHOT_DATETIME, DATA_DIRECTORY, INDEX_DATETIME, \ + DATETIME_FORMAT_FILE_NAME from .data_provider import DataProvider from .data_structures import PeekableQueue from .decimal_parsing import parse_decimal_to_string, parse_string_to_decimal from .exceptions import OperationalException, ApiException, \ PermissionDeniedApiException, ImproperlyConfigured, NetworkError from .models import OrderStatus, OrderSide, OrderType, TimeInterval, \ - TimeUnit, TimeFrame, TradingTimeFrame, TradingDataType, \ - PortfolioConfiguration, Portfolio, Position, Order, TradeStatus, \ - PortfolioSnapshot, StrategyProfile, \ - Trade, MarketCredential, PositionSnapshot, AppMode, \ - MarketDataType, TradeRiskType, TradeTakeProfit, TradeStopLoss, \ - DataSource, Event, SnapshotInterval + TimeUnit, TimeFrame, PortfolioConfiguration, Portfolio, Position, \ + 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 TickerMarketDataSource, OrderBookMarketDataSource, \ - OHLCVMarketDataSource, BacktestMarketDataSource, MarketDataSource, \ - MarketService, MarketCredentialService, AbstractPortfolioSyncService, \ +from .services import MarketCredentialService, AbstractPortfolioSyncService, \ RoundingService, StateHandler, Observable, Observer from .stateless_actions import StatelessActions from .strategy import Strategy from .utils import random_string, append_dict_as_row_to_csv, \ add_column_headers_to_csv, get_total_amount_of_rows, \ - convert_polars_to_pandas, random_number, \ - csv_to_list, StoppableThread, load_csv_into_dict, \ + 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 @@ -56,8 +57,6 @@ "DEFAULT_PER_PAGE_VALUE", "DEFAULT_PAGE_VALUE", "SQLALCHEMY_DATABASE_URI", - "TradingDataType", - "TradingTimeFrame", "random_string", "append_dict_as_row_to_csv", "add_column_headers_to_csv", @@ -81,7 +80,6 @@ "BacktestResult", "DATETIME_FORMAT_BACKTESTING", "BACKTESTING_FLAG", - "BACKTESTING_INDEX_DATETIME", "PortfolioSnapshot", "BACKTESTING_START_DATE", "StrategyProfile", @@ -91,14 +89,8 @@ "Trade", "TICKER_DATA_TYPE", "OHLCV_DATA_TYPE", - "TickerMarketDataSource", - "OrderBookMarketDataSource", - "OHLCVMarketDataSource", - "BacktestMarketDataSource", - "MarketDataSource", "CURRENT_UTC_DATETIME", "MarketCredential", - "MarketService", "PeekableQueue", "BACKTESTING_END_DATE", "PositionSnapshot", @@ -117,7 +109,6 @@ "DEFAULT_LOGGING_CONFIG", "DATABASE_DIRECTORY_NAME", "BACKTESTING_INITIAL_AMOUNT", - "MarketDataType", "TradeRiskType", "TradeTakeProfit", "TradeStopLoss", @@ -139,8 +130,16 @@ "SnapshotInterval", "AWS_S3_STATE_BUCKET_NAME", "AWS_LAMBDA_LOGGING_CONFIG", + "DataType", + "DataSource", "Backtest", "BacktestMetrics", "BacktestResult", - "BacktestPosition" + "BacktestPosition", + "LAST_SNAPSHOT_DATETIME", + "DATA_DIRECTORY", + "INDEX_DATETIME", + "DATETIME_FORMAT_FILE_NAME", + "is_jupyter_notebook", + "tqdm", ] diff --git a/investing_algorithm_framework/domain/backtesting/__init__.py b/investing_algorithm_framework/domain/backtesting/__init__.py index 3e20fc07..14f0c263 100644 --- a/investing_algorithm_framework/domain/backtesting/__init__.py +++ b/investing_algorithm_framework/domain/backtesting/__init__.py @@ -9,5 +9,5 @@ "BacktestResult", "BacktestPosition", "BacktestDateRange", - "BacktestMetrics" + "BacktestMetrics", ] diff --git a/investing_algorithm_framework/domain/backtesting/backtest_date_range.py b/investing_algorithm_framework/domain/backtesting/backtest_date_range.py index e61d5fd3..f3817aed 100644 --- a/investing_algorithm_framework/domain/backtesting/backtest_date_range.py +++ b/investing_algorithm_framework/domain/backtesting/backtest_date_range.py @@ -1,10 +1,23 @@ -from datetime import datetime +from datetime import datetime, timezone from dateutil.parser import parse +from logging import getLogger + +from investing_algorithm_framework.domain.exceptions import \ + OperationalException + +logger = getLogger("investing_algorithm_framework") class BacktestDateRange: """ - Represents a date range for a backtest + Represents a date range for a backtest. This class + will check that the start and end dates are valid for a backtest. + + Attributes: + _start_date (datetime): The start date of the backtest. + _end_date (datetime): The end date of the backtest. If not provided, + it defaults to the current UTC time. + _name (str): An optional name for the backtest date range. """ def __init__(self, start_date, end_date=None, name=None): @@ -14,13 +27,34 @@ def __init__(self, start_date, end_date=None, name=None): if end_date is not None and isinstance(end_date, str): end_date = parse(end_date) + if end_date is None: + self._end_date = datetime.now(tz=timezone.utc) + + # Check if start_date end end_date are utc datetime objects + time_zone_info = start_date.tzinfo + + if time_zone_info is None or time_zone_info is not timezone.utc: + logger.warning( + "Start date must be a UTC datetime object. " + f"Received: {start_date}" + ) + # Convert to UTC if not already + start_date = start_date.astimezone(timezone.utc) + + time_zone_info = end_date.tzinfo + + if time_zone_info is None or time_zone_info is not timezone.utc: + logger.warning( + "End date must be a UTC datetime object. " + f"Received: {end_date}" + ) + # Convert to UTC if not already + end_date = end_date.astimezone(timezone.utc) + self._start_date = start_date self._end_date = end_date self._name = name - if end_date is None: - self._end_date = datetime.now() - if end_date < start_date: raise ValueError( "End date cannot be before start date for a backtest " @@ -28,6 +62,21 @@ def __init__(self, start_date, end_date=None, name=None): f"(start_date: {start_date}, end_date: {end_date})" ) + # Check if the start date is rounded to the nearest hour + if start_date.minute != 0 or start_date.second != 0 \ + or start_date.microsecond != 0: + raise OperationalException( + "Start date must be rounded to the nearest hour. " + f"Received: {start_date}" + ) + # Check if the end date is rounded to the nearest hour + if end_date.minute != 0 or end_date.second != 0 \ + or end_date.microsecond != 0: + raise OperationalException( + "End date must be rounded to the nearest hour. " + f"Received: {end_date}" + ) + @property def start_date(self): return self._start_date diff --git a/investing_algorithm_framework/domain/backtesting/backtest_metrics.py b/investing_algorithm_framework/domain/backtesting/backtest_metrics.py index 188a0942..f8fdafc0 100644 --- a/investing_algorithm_framework/domain/backtesting/backtest_metrics.py +++ b/investing_algorithm_framework/domain/backtesting/backtest_metrics.py @@ -24,8 +24,14 @@ class BacktestMetrics: backtest_end_date (datetime): The end date of the backtest. equity_curve (List[Tuple[datetime, float]]): A list of tuples representing the equity curve, where each tuple - contains a date and the corresponding portfolio value. + contains a date and the corresponding portfolio value. + growth (float): The growth of the portfolio over the backtest period. + growth_percentage (float): The percentage growth of the portfolio + over the backtest period. + final_value (float): The final value of the portfolio at the end + of the backtest. total_return (float): The total return of the backtest. + total_return_percentage (float): The total return percentage 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 +68,8 @@ class BacktestMetrics: trades_average_loss (float): The average loss from losing trades. best_trade (float): A string representation of the best trade, including net gain and percentage. - best_trade_date (datetime): The date of the best trade. worst_trade (float): A string representation of the worst trade, including net loss and percentage. - worst_trade_date (datetime): The date of the worst trade. average_trade_duration (float): The average duration of trades in hours. number_of_trades (int): The total number of trades executed @@ -96,7 +100,11 @@ class BacktestMetrics: backtest_start_date: datetime backtest_end_date: datetime equity_curve: List[Tuple[float, datetime]] = field(default_factory=list) + growth: float = 0.0 + growth_percentage: float = 0.0 total_return: float = 0.0 + total_return_percentage: float = 0.0 + final_value: float = 0.0 cagr: float = 0.0 sharpe_ratio: float = 0.0 rolling_sharpe_ratio: List[Tuple[float, datetime]] = \ @@ -104,6 +112,8 @@ class BacktestMetrics: sortino_ratio: float = 0.0 calmar_ratio: float = 0.0 profit_factor: float = 0.0 + gross_profit: float = None + gross_loss: float = None annual_volatility: float = 0.0 monthly_returns: List[Tuple[float, datetime]] = field(default_factory=list) yearly_returns: List[Tuple[float, date]] = field(default_factory=list) @@ -131,7 +141,7 @@ class BacktestMetrics: best_month: Tuple[float, datetime] = None best_year: Tuple[float, date] = None worst_month: Tuple[float, datetime] = None - worst_year: Tuple[float, datetime] = None + worst_year: Tuple[float, date] = None def to_dict(self) -> dict: """ @@ -146,6 +156,8 @@ def to_dict(self) -> dict: "equity_curve": [(value, date.isoformat()) for value, date in self.equity_curve], "total_return": self.total_return, + "total_return_percentage": self.total_return_percentage, + "final_value": self.final_value, "cagr": self.cagr, "sharpe_ratio": self.sharpe_ratio, "rolling_sharpe_ratio": [ @@ -155,6 +167,8 @@ def to_dict(self) -> dict: "sortino_ratio": self.sortino_ratio, "calmar_ratio": self.calmar_ratio, "profit_factor": self.profit_factor, + "gross_profit": self.gross_profit, + "gross_loss": self.gross_loss, "annual_volatility": self.annual_volatility, "monthly_returns": [(value, date.isoformat()) for value, date in self.monthly_returns], @@ -211,7 +225,7 @@ def save(self, directory_path: str) -> None: @staticmethod def _parse_tuple_list_datetime( - data: List[List] + data: List[List] ) -> List[Tuple[float, datetime]]: """ Parse a list of [value, datetime_string] diff --git a/investing_algorithm_framework/domain/backtesting/backtest_results.py b/investing_algorithm_framework/domain/backtesting/backtest_results.py index 35ae1a87..5ec00cbb 100644 --- a/investing_algorithm_framework/domain/backtesting/backtest_results.py +++ b/investing_algorithm_framework/domain/backtesting/backtest_results.py @@ -5,7 +5,8 @@ from logging import getLogger from typing import List, Optional -from investing_algorithm_framework.domain.constants import DATETIME_FORMAT +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 @@ -58,11 +59,8 @@ class BacktestResult: trades of the backtest. percentage_negative_trades (float): The percentage of negative trades of the backtest. - total_net_gain_percentage (float): The total net gain percentage - of the backtest. growth (float): The growth of the backtest. growth_percentage (float): The growth percentage of the backtest. - total_net_gain (float): The total net gain 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 @@ -91,10 +89,8 @@ class BacktestResult: number_of_positions: int = 0 percentage_positive_trades: float = 0.0 percentage_negative_trades: float = 0.0 - total_net_gain_percentage: float = 0.0 growth: float = 0.0 growth_percentage: float = 0.0 - total_net_gain: float = 0.0 total_cost: float = 0.0 total_value: float = 0.0 average_trade_duration: float = 0.0 @@ -139,7 +135,6 @@ def __post_init__(self): if self.trades is not None: for trade in self.trades: - self.total_net_gain += trade.net_gain self.total_cost += trade.cost total_duration += \ ((trade.closed_at - trade.opened_at).total_seconds() / @@ -156,9 +151,6 @@ def __post_init__(self): elif trade.net_gain < 0: number_of_negative_trades += 1 - self.total_net_gain_percentage = \ - (self.total_net_gain / self.initial_unallocated) * 100.0 \ - if self.initial_unallocated > 0 else 0.0 self.percentage_positive_trades = \ (number_of_positive_trades / len(self.trades)) * 100.0 \ if len(self.trades) > 0 else 0.0 @@ -183,7 +175,7 @@ def __post_init__(self): if order.target_symbol not in self.symbols: self.symbols.append(order.target_symbol) - def to_dict(self): + def to_dict(self, datetime_format=DEFAULT_DATETIME_FORMAT): """ Convert the backtest report to a dictionary. So it can be saved to a file. @@ -196,9 +188,9 @@ def to_dict(self): "name": self.name, "backtest_date_range_identifier": self.backtest_date_range.name, "backtest_start_date": self.backtest_date_range.start_date - .strftime(DATETIME_FORMAT), + .strftime(datetime_format), "backtest_end_date": self.backtest_date_range.end_date - .strftime(DATETIME_FORMAT), + .strftime(datetime_format), "number_of_runs": self.number_of_runs, "symbols": self.symbols, "number_of_days": self.number_of_days, @@ -213,38 +205,37 @@ def to_dict(self): "growth": self.growth, "initial_unallocated": self.initial_unallocated, "trading_symbol": self.trading_symbol, - "total_net_gain_percentage": self.total_net_gain_percentage, - "total_net_gain": self.total_net_gain, "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) + trade.to_dict(datetime_format=datetime_format) for trade in self.trades ], "orders": [ - order.to_dict(datetime_format=DATETIME_FORMAT) + order.to_dict(datetime_format=datetime_format) for order in self.orders ], "portfolio_snapshots": [ - snapshot.to_dict(datetime_format=DATETIME_FORMAT) + snapshot.to_dict(datetime_format=datetime_format) for snapshot in self.portfolio_snapshots ], - "created_at": self.created_at.strftime(DATETIME_FORMAT), + "created_at": self.created_at.strftime(datetime_format), } @staticmethod - def from_dict(data): + 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), + data["backtest_start_date"], datetime_format + ), end_date=datetime.strptime( - data["backtest_end_date"], DATETIME_FORMAT) + data["backtest_end_date"], datetime_format + ) ) portfolio_snapshots_data = data.get("portfolio_snapshots", None) @@ -295,19 +286,17 @@ def from_dict(data): growth=float(data["growth"]), initial_unallocated=float(data["initial_unallocated"]), trading_symbol=data["trading_symbol"], - total_net_gain_percentage=float(data["total_net_gain_percentage"]), - total_net_gain=float(data["total_net_gain"]), 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 + data["created_at"], datetime_format ), backtest_start_date=datetime.strptime( - data["backtest_start_date"], DATETIME_FORMAT + data["backtest_start_date"], datetime_format ), backtest_end_date=datetime.strptime( - data["backtest_end_date"], DATETIME_FORMAT + data["backtest_end_date"], datetime_format ), number_of_days=data["number_of_days"], portfolio_snapshots=portfolio_snapshots, diff --git a/investing_algorithm_framework/domain/constants.py b/investing_algorithm_framework/domain/constants.py index 7808e0f4..e42cf7c9 100644 --- a/investing_algorithm_framework/domain/constants.py +++ b/investing_algorithm_framework/domain/constants.py @@ -16,6 +16,7 @@ APPLICATION_DIRECTORY = "APP_DIR" RESOURCE_DIRECTORY = "RESOURCE_DIRECTORY" BACKTEST_DATA_DIRECTORY_NAME = "BACKTEST_DATA_DIRECTORY_NAME" +DATA_DIRECTORY = "DATA_DIRECTORY" LOG_LEVEL = 'LOG_LEVEL' BASE_DIR = 'BASE_DIR' SQLALCHEMY_DATABASE_URI = 'SQLALCHEMY_DATABASE_URI' @@ -62,12 +63,13 @@ ITEMIZED = 'itemized' PAGE = 'page' PER_PAGE = 'per_page' -DATETIME_FORMAT = "%Y-%m-%d %H:%M:%S" DATETIME_FORMAT_BACKTESTING = "%Y-%m-%d-%H-%M" CCXT_DATETIME_FORMAT_WITH_TIMEZONE = "%Y-%m-%dT%H:%M:%S.%fZ" CCXT_DATETIME_FORMAT = "%Y-%m-%d %H:%M:%S.%f" +DEFAULT_DATETIME_FORMAT = "%Y-%m-%d %H:%M:%S" BACKTESTING_FLAG = "BACKTESTING" -BACKTESTING_INDEX_DATETIME = "BACKTESTING_INDEX_DATETIME" +INDEX_DATETIME = "INDEX_DATETIME" +LAST_SNAPSHOT_DATETIME = "LAST_SNAPSHOT_DATETIME" BACKTESTING_START_DATE = "BACKTESTING_START_DATE" BACKTESTING_END_DATE = "BACKTESTING_END_DATE" BACKTESTING_INITIAL_AMOUNT = "BACKTESTING_INITIAL_AMOUNT" @@ -75,6 +77,7 @@ OHLCV_DATA_TYPE = "OHLCV" CURRENT_UTC_DATETIME = "CURRENT_UTC_DATETIME" SNAPSHOT_INTERVAL = "SNAPSHOT_INTERVAL" - +DATETIME_FORMAT = "DATETIME_FORMAT" +DATETIME_FORMAT_FILE_NAME = "DATETIME_FORMAT_FILE_NAME" # Deployment AWS_S3_STATE_BUCKET_NAME = "AWS_S3_STATE_BUCKET_NAME" diff --git a/investing_algorithm_framework/domain/data_provider.py b/investing_algorithm_framework/domain/data_provider.py index fbe01c92..954ded98 100644 --- a/investing_algorithm_framework/domain/data_provider.py +++ b/investing_algorithm_framework/domain/data_provider.py @@ -1,9 +1,12 @@ -from typing import List +from typing import List, Any from abc import ABC, abstractmethod from datetime import datetime -from investing_algorithm_framework.domain.models.trading_data_types import \ - TradingDataType +from investing_algorithm_framework.domain.exceptions import \ + ImproperlyConfigured from investing_algorithm_framework.domain.models.time_frame import TimeFrame +from investing_algorithm_framework.domain.models.data.data_type import DataType +from investing_algorithm_framework.domain.models.data.data_source import \ + DataSource class DataProvider(ABC): @@ -13,20 +16,16 @@ class DataProvider(ABC): algorithms. Attributes: - data_type (str): The type of data to be + data_type (DataType): The type of data to be fetched (e.g., OHLCV, TICKER, CUSTOM_DATA). - symbols (Optional[List[str]]): A list supported symbols that the + symbol (Optional[List[str]]): A list supported symbols that the data provider can provide data for. The framework will use this list when searching for a data provider for a specific symbol. Example: ["AAPL/USD", "GOOGL/USD", "MSFT/USD"] - markets (Optional[List[str]]): A list supported markets that the - data provider can provide data for. The framework will use this - list when searching for a data provider for a specific market. - Example: ["BINANCE", "COINBASE", "KRAKEN"] priority (int): The priority of the data provider. The lower the number, the higher the priority. The framework will use this priority when searching for a data provider for a specific symbol. - Example: 0 is the highest priority, 1 is the second highest + Example: 0 is the highest priority, 1 is the second-highest priority, etc. This is useful when multiple data providers support the same symbol or market. The framework will use the data provider with the highest priority. @@ -40,53 +39,102 @@ class DataProvider(ABC): for the data. This is useful for data providers that support saving data to a file """ + data_type: DataType = None + data_provider_identifier: str = None def __init__( self, - data_type: str, + data_provider_identifier: str = None, + data_type: str = None, symbol: str = None, market: str = None, - markets: list = None, priority: int = 0, time_frame=None, window_size=None, storage_path=None, + storage_directory=None, + config=None, ): """ - Initializes the DataProvider with data type, symbols, and markets. + Initializes the DataProvider. The data provider should be defined + with a data_type and a data_provider_identifier. The data_type + should be a valid DataType, and the data_provider_identifier + should be a unique identifier for the data provider. + + Args: + data_provider_identifier (str): The unique identifier for the + data provider. This is used to identify the data provider + in the framework. It should be a unique string that identifies + the data provider. Example: "binance", + "coinbase", "custom_feed_data" + data_type (str): The type of data to be fetched + (e.g., "OHLCV", "TICKER", "CUSTOM_DATA") + symbol (str): The symbol to fetch data for. This is optional and + can be set later. Example: "AAPL/USD", "BTC/USD" + market (str): The market to fetch data for. + This is optional and can be set later. + Example: "BINANCE", "COINBASE" + priority (int): The priority of the data provider. The lower the + number, the higher the priority. This is useful when multiple + data providers support the same symbol or market. The framework + will use the data provider with the highest priority. + Example: 0 is the highest priority, 1 is the second-highest + priority, etc. + time_frame (str): The time frame for the data. This is optional and + can be set later. This is useful for data providers + that support multiple time frames. + Example: "1m", "5m", "1h", "1d" + window_size (int): The window size for the data. This is optional + and can be set later. This is useful for data providers that + support multiple window sizes. Example: 100, 200, 500 + storage_path (str): The path to the storage location for the data. + This is optional and can be set later. This is useful for data + providers that support saving data to a file. + Example: "/path/to/data" """ self._data_type = None self._time_frame = None if data_type is not None: - self._data_type = TradingDataType.from_value(data_type) + self.data_type = DataType.from_value(data_type) if time_frame is not None: self.time_frame = TimeFrame.from_value(time_frame) + if data_provider_identifier is not None: + self.data_provider_identifier = data_provider_identifier + self.symbol = symbol + + if self.symbol is not None: + self.symbol = self.symbol.upper() + self.market = market - self.markets = markets + + if self.market is not None: + self.market = self.market.upper() + self.priority = priority + self._config = config self.window_size = window_size self.storage_path = storage_path + self.storage_directory = storage_directory self._market_credentials = None - @property - def data_type(self): - return self._data_type - - @data_type.setter - def data_type(self, value): - self._data_type = TradingDataType.from_value(value) - - @property - def time_frame(self): - return self._time_frame + # Check if the data provider is properly configured + if self.data_type is None: + raise ImproperlyConfigured( + "DataProvider must be initialized " + "with a data_type. Either pass it as a parameter in " + "the constructor or set it as a class attribute." + ) - @time_frame.setter - def time_frame(self, value): - self._time_frame = TimeFrame.from_value(value) + if self.data_provider_identifier is None: + raise ImproperlyConfigured( + "DataProvider must be initialized with a " + "data_provider_identifier. Either pass it as a parameter " + "in the constructor or set it as a class attribute." + ) @property def market_credentials(self): @@ -124,67 +172,108 @@ def config(self, value): @abstractmethod def has_data( self, - data_type: str = None, - symbol: str = None, - market: str = None, - time_frame: str = None, + data_source: DataSource, start_date: datetime = None, end_date: datetime = None, - window_size=None, ) -> bool: """ Checks if the data provider has data for the given parameters. + + Args: + data_source (DataSource): The data source specification that + matches a data provider. + start_date (datetime): The start date for the data. + end_date (datetime): The end date for the data. + + Returns: + bool: True if the data provider has data for the given parameters, """ raise NotImplementedError("Subclasses should implement this method.") @abstractmethod def get_data( self, - data_type: str = None, date: datetime = None, - symbol: str = None, - market: str = None, - time_frame: str = None, start_date: datetime = None, end_date: datetime = None, - storage_path=None, - window_size=None, - pandas=False, - save: bool = True, - ): + save: bool = False, + ) -> Any: """ Fetches data for a given symbol and date range. + + Args: + start_date (datetime): The start date for the data. + end_date (datetime): The end date for the data. + date (datetime): The specific date for which to fetch data. + save (bool): Whether to save the data to the storage path. + + Returns: + Any: The data for the given symbol and date range. + This can be a DataFrame, a list, or any other data structure + depending on the implementation. """ raise NotImplementedError("Subclasses should implement this method.") @abstractmethod - def pre_pare_backtest_data( + def prepare_backtest_data( self, backtest_start_date, backtest_end_date, - symbol: str = None, - market: str = None, - time_frame: str = None, - window_size=None, ) -> None: """ Prepares backtest data for a given symbol and date range. + + Args: + backtest_start_date (datetime): The start date for the + backtest data. + backtest_end_date (datetime): The end date for the + backtest data. + + Returns: + None """ raise NotImplementedError("Subclasses should implement this method.") @abstractmethod def get_backtest_data( self, - date: datetime = None, - symbol: str = None, - market: str = None, - time_frame: str = None, + backtest_index_date: datetime, backtest_start_date: datetime = None, backtest_end_date: datetime = None, - window_size=None, - pandas=False, - ) -> None: + ) -> Any: + """ + Fetches backtest data for a given datasource + + Args: + backtest_index_date (datetime): The date for which to fetch + backtest data. + backtest_start_date (datetime): The start date for the + backtest data. + backtest_end_date (datetime): The end date for the + backtest data. + + Returns: + Any: The data for the given symbol and date range. + This can be a DataFrame, a list, or any other data structure + depending on the implementation. """ - Fetches backtest data for a given symbol and date range. + raise NotImplementedError("Subclasses should implement this method.") + + @abstractmethod + def copy(self, data_source: DataSource) -> "DataProvider": + """ + Returns a copy of the data provider instance based on a + given data source. The data source is previously matched + with the 'has_data' method. Then a new instance of the data + provider must be registered in the framework so that each + data source has its own instance of the data provider. + + Args: + data_source (DataSource): The data source specification that + matches a data provider. + + Returns: + DataProvider: A new instance of the data provider with the same + configuration. """ raise NotImplementedError("Subclasses should implement this method.") diff --git a/investing_algorithm_framework/domain/models/__init__.py b/investing_algorithm_framework/domain/models/__init__.py index deea72f0..6aedd6d6 100644 --- a/investing_algorithm_framework/domain/models/__init__.py +++ b/investing_algorithm_framework/domain/models/__init__.py @@ -9,12 +9,9 @@ from .time_unit import TimeUnit from .trade import Trade, TradeStatus, TradeStopLoss, TradeTakeProfit, \ TradeRiskType -from .trading_data_types import TradingDataType -from .trading_time_frame import TradingTimeFrame -from .market_data_type import MarketDataType -from .data_source import DataSource from .snapshot_interval import SnapshotInterval from .event import Event +from .data import DataSource, DataType __all__ = [ "OrderStatus", @@ -24,8 +21,6 @@ "TimeFrame", "TimeInterval", "TimeUnit", - "TradingTimeFrame", - "TradingDataType", "PortfolioConfiguration", "Position", "Portfolio", @@ -35,8 +30,10 @@ "Trade", "MarketCredential", "TradeStatus", + "DataType", + "AppMode", + "DataSource", "AppMode", - "MarketDataType", "TradeStopLoss", "TradeTakeProfit", "TradeRiskType", diff --git a/investing_algorithm_framework/domain/models/data/__init__.py b/investing_algorithm_framework/domain/models/data/__init__.py new file mode 100644 index 00000000..d52a1bec --- /dev/null +++ b/investing_algorithm_framework/domain/models/data/__init__.py @@ -0,0 +1,7 @@ +from .data_source import DataSource +from .data_type import DataType + +__all__ = [ + "DataSource", + "DataType", +] diff --git a/investing_algorithm_framework/domain/models/data/data_source.py b/investing_algorithm_framework/domain/models/data/data_source.py new file mode 100644 index 00000000..97fb1833 --- /dev/null +++ b/investing_algorithm_framework/domain/models/data/data_source.py @@ -0,0 +1,169 @@ +from dataclasses import dataclass +from typing import Union +from datetime import datetime, timezone +from dateutil import parser +from .data_type import DataType +from investing_algorithm_framework.domain.models.time_frame import TimeFrame + + +@dataclass(frozen=True) +class DataSource: + """ + Base class for data sources. + """ + identifier: str = None + data_provider_identifier: str = None + data_type: Union[DataType, str] = None + symbol: str = None + window_size: int = None + time_frame: Union[TimeFrame, str] = None + market: str = None + storage_path: str = None + pandas: bool = False + date: Union[datetime, None] = None + start_date: Union[datetime, None] = None + end_date: Union[datetime, None] = None + save: bool = False + + def __post_init__(self): + # Convert data_type and time_frame to their respective enums if needed + if isinstance(self.data_type, str): + object.__setattr__(self, 'data_type', + DataType.from_string(self.data_type)) + + if isinstance(self.time_frame, str): + object.__setattr__(self, 'time_frame', + TimeFrame.from_string(self.time_frame)) + + start_date = self.start_date + end_date = self.end_date + + # Parse the start_date if it is a string and + # make sure its set to timezone utc + if start_date is None: + + if isinstance(self.start_date, str): + start_date = parser.parse(start_date) + + if start_date is not None: + object.__setattr__( + self, + 'start_date', + start_date.replace(tzinfo=timezone.utc) + ) + + # Parse the end_date if it is a string and + # make sure its set to timezone utc + if end_date is None: + + if isinstance(self.end_date, str): + end_date = parser.parse(end_date) + + if end_date is not None: + object.__setattr__( + self, + 'end_date', + end_date.replace(tzinfo=timezone.utc) + ) + + if self.market is not None: + object.__setattr__(self, 'market', self.market.upper()) + + if self.symbol is not None: + object.__setattr__(self, 'symbol', self.symbol.upper()) + + def get_identifier(self): + """ + Returns the identifier or creates a unique identifier for the + data source based on its attributes. + """ + + if self.identifier is not None: + return self.identifier + + if DataType.OHLCV.equals(self.data_type): + return (f"{self.data_type.value}_{self.market}_" + f"{self.symbol}_{self.time_frame.value}") + + elif DataType.CUSTOM.equals(self.data_type): + identifier = "CUSTOM" + + if self.symbol is not None: + identifier += f"_{self.symbol}" + + if self.time_frame is not None: + identifier += f"_{self.time_frame.value}" + + if self.market is not None: + identifier += f"_{self.market}" + + if self.window_size is not None: + identifier += f"_{self.window_size}" + + return identifier + + def to_dict(self): + """ + Converts the DataSource instance to a dictionary. + """ + non_null_attributes = { + key: value for key, value in self.__dict__.items() + if value is not None + } + # Convert DataType and TimeFrame to their string representations + if self.data_type is not None: + non_null_attributes['data_type'] = self.data_type.value + if self.time_frame is not None: + non_null_attributes['time_frame'] = self.time_frame.value + + return non_null_attributes + + def __repr__(self): + return ( + f"DataSource(identifier={self.identifier}, " + f"data_provider_identifier={self.data_provider_identifier}, " + f"data_type={self.data_type}, symbol={self.symbol}, " + f"window_size={self.window_size}, time_frame={self.time_frame}, " + f"market={self.market}, storage_path={self.storage_path}, " + f"pandas={self.pandas}, date={self.date}, " + f"start_date={self.start_date}, end_date={self.end_date}, " + f"save={self.save})" + ) + + def __eq__(self, other): + """ + Compares two DataSource instances for equality. + + OHLCV data sources are considered equal if they have: + - The same data_type (OHLCV), symbol, time_frame, and market. + - If no market and timeframe is specified, then + they are considered equal for the same symbol + and data_type. + """ + if DataType.OHLCV.equals(self.data_type): + + if other.time_frame is None and other.window_size is None: + return (self.data_type == other.data_type and + self.symbol == other.symbol) + elif self.time_frame is None and self.window_size is None: + return (self.data_type == other.data_type and + self.symbol == other.symbol) + + return (self.time_frame == other.time_frame and + self.market == other.market and + self.symbol == other.symbol and + self.data_type == other.data_type) + + elif DataType.CUSTOM.equals(self.data_type): + return (self.data_type == other.data_type and + self.symbol == other.symbol and + self.window_size == other.window_size and + self.time_frame == other.time_frame and + self.market == other.market) + + elif DataType.TICKER.equals(self.data_type): + return (self.data_type == other.data_type and + self.symbol == other.symbol and + self.market == other.market) + + return False diff --git a/investing_algorithm_framework/domain/models/market_data_type.py b/investing_algorithm_framework/domain/models/data/data_type.py similarity index 67% rename from investing_algorithm_framework/domain/models/market_data_type.py rename to investing_algorithm_framework/domain/models/data/data_type.py index a5edae19..6e998bc8 100644 --- a/investing_algorithm_framework/domain/models/market_data_type.py +++ b/investing_algorithm_framework/domain/models/data/data_type.py @@ -1,7 +1,7 @@ from enum import Enum -class MarketDataType(Enum): +class DataType(Enum): OHLCV = "OHLCV" TICKER = "TICKER" ORDER_BOOK = "ORDER_BOOK" @@ -12,24 +12,24 @@ def from_string(value: str): if isinstance(value, str): - for entry in MarketDataType: + for entry in DataType: if value.upper() == entry.value: return entry raise ValueError( - f"Could not convert {value} to MarketDataType" + f"Could not convert {value} to DataType" ) @staticmethod def from_value(value): if isinstance(value, str): - return MarketDataType.from_string(value) + return DataType.from_string(value) - if isinstance(value, MarketDataType): + if isinstance(value, DataType): - for entry in MarketDataType: + for entry in DataType: if value == entry: return entry @@ -43,4 +43,4 @@ def equals(self, other): if isinstance(other, Enum): return self.value == other.value else: - return MarketDataType.from_string(other) == self + return DataType.from_string(other) == self diff --git a/investing_algorithm_framework/domain/models/data_source.py b/investing_algorithm_framework/domain/models/data_source.py deleted file mode 100644 index b5fd1d71..00000000 --- a/investing_algorithm_framework/domain/models/data_source.py +++ /dev/null @@ -1,21 +0,0 @@ -class DataSource: - """ - Base class for data sources. - """ - - def __init__( - self, - data_type: str, - symbol: str, - market: str, - time_frame: str, - window_size: int, - key: str, name: str - ): - self.name = name - self.key = key - self.data_type = data_type - self.symbol = symbol - self.market = market - self.time_frame = time_frame - self.window_size = window_size diff --git a/investing_algorithm_framework/domain/models/order/order.py b/investing_algorithm_framework/domain/models/order/order.py index fe995d92..cfef7462 100644 --- a/investing_algorithm_framework/domain/models/order/order.py +++ b/investing_algorithm_framework/domain/models/order/order.py @@ -191,6 +191,11 @@ def get_symbol(self): return (self.get_target_symbol().upper() + "/" + self.get_trading_symbol().upper()) + @property + def symbol(self): + return (self.get_target_symbol().upper() + "/" + + self.get_trading_symbol().upper()) + def get_available_amount(self): if self._available_amount is None: diff --git a/investing_algorithm_framework/domain/models/order/order_status.py b/investing_algorithm_framework/domain/models/order/order_status.py index 6fc382cf..e6bddee4 100644 --- a/investing_algorithm_framework/domain/models/order/order_status.py +++ b/investing_algorithm_framework/domain/models/order/order_status.py @@ -31,7 +31,7 @@ def from_value(value): elif isinstance(value, str): return OrderStatus.from_string(value) - raise ValueError("Could not convert value to OrderStatus") + raise ValueError(f"Could not convert value: {value} to OrderStatus") def equals(self, other): return OrderStatus.from_value(other) == self diff --git a/investing_algorithm_framework/domain/models/order/order_type.py b/investing_algorithm_framework/domain/models/order/order_type.py index 62b87df7..bfe5ab79 100644 --- a/investing_algorithm_framework/domain/models/order/order_type.py +++ b/investing_algorithm_framework/domain/models/order/order_type.py @@ -13,7 +13,7 @@ def from_string(value: str): if value.upper() == order_type.value: return order_type - raise ValueError("Could not convert value to OrderType") + raise ValueError(f"Could not convert value: {value} to OrderType") @staticmethod def from_value(value): diff --git a/investing_algorithm_framework/domain/models/portfolio/portfolio.py b/investing_algorithm_framework/domain/models/portfolio/portfolio.py index eab7c871..d903384f 100644 --- a/investing_algorithm_framework/domain/models/portfolio/portfolio.py +++ b/investing_algorithm_framework/domain/models/portfolio/portfolio.py @@ -40,16 +40,17 @@ def __init__( trading_symbol, net_size, unallocated, + initial_balance, market, realized=0, total_revenue=0, total_cost=0, total_net_gain=0, + total_trade_volume=0, created_at=None, updated_at=None, initialized=False, - initial_balance=None ): self.identifier = identifier self.updated_at = None diff --git a/investing_algorithm_framework/domain/models/portfolio/portfolio_configuration.py b/investing_algorithm_framework/domain/models/portfolio/portfolio_configuration.py index 74302982..9ddc51cf 100644 --- a/investing_algorithm_framework/domain/models/portfolio/portfolio_configuration.py +++ b/investing_algorithm_framework/domain/models/portfolio/portfolio_configuration.py @@ -33,6 +33,10 @@ def __init__( initial_balance=None, ): self._market = market + + if self._market is not None: + self._market = self._market.upper() + self._track_from = None self._trading_symbol = trading_symbol.upper() self._identifier = identifier diff --git a/investing_algorithm_framework/domain/models/snapshot_interval.py b/investing_algorithm_framework/domain/models/snapshot_interval.py index 3bfcd15d..a67d6863 100644 --- a/investing_algorithm_framework/domain/models/snapshot_interval.py +++ b/investing_algorithm_framework/domain/models/snapshot_interval.py @@ -2,7 +2,6 @@ class SnapshotInterval(Enum): - TRADE_CLOSE = "TRADE_CLOSE" STRATEGY_ITERATION = "STRATEGY_ITERATION" DAILY = "DAILY" diff --git a/investing_algorithm_framework/domain/models/strategy_profile.py b/investing_algorithm_framework/domain/models/strategy_profile.py index 72fb7a8d..7cd4fb37 100644 --- a/investing_algorithm_framework/domain/models/strategy_profile.py +++ b/investing_algorithm_framework/domain/models/strategy_profile.py @@ -1,141 +1,25 @@ -from .base_model import BaseModel -from .time_unit import TimeUnit - - -class StrategyProfile(BaseModel): - - def __init__( - self, - strategy_id=None, - interval=None, - time_unit=None, - trading_time_frame=None, - trading_time_frame_start_date=None, - symbols=None, - market=None, - backtest_start_date_data=None, - backtest_data_index_date=None, - trading_data_type=None, - trading_data_types=None, - market_data_sources=None, - ): - self._strategy_id = strategy_id - self._interval = interval - self._time_unit = time_unit - self._number_of_runs = 0 - self._trading_time_frame = trading_time_frame - self._trading_time_frame_start_date = trading_time_frame_start_date - self._backtest_start_date_data = backtest_start_date_data - self._backtest_data_index_date = backtest_data_index_date - self._symbols = symbols - self._market = market - self._trading_data_type = trading_data_type - self._trading_data_types = trading_data_types - self._market_data_sources = market_data_sources - - @property - def strategy_id(self): - return self._strategy_id - - @strategy_id.setter - def strategy_id(self, strategy_id): - self._strategy_id = strategy_id - - @property - def interval(self): - return self._interval - - @interval.setter - def interval(self, value): - self._interval = value - - @property - def time_unit(self): - return self._time_unit - - @time_unit.setter - def time_unit(self, value): - self._time_unit = value - - @property - def symbols(self): - return self._symbols - - @property - def trading_time_frame(self): - return self._trading_time_frame - - @property - def trading_time_frame_start_date(self): - return self._trading_time_frame_start_date - - @property - def number_of_runs(self): - return self._number_of_runs - - @property - def market(self): - return self._market +from dataclasses import dataclass - @symbols.setter - def symbols(self, value): - self._symbols = value - - @market.setter - def market(self, value): - self._market = value - - @number_of_runs.setter - def number_of_runs(self, value): - self._number_of_runs = value - - @trading_time_frame.setter - def trading_time_frame(self, value): - self._trading_time_frame = value - - @property - def backtest_start_date_data(self): - return self._backtest_start_date_data - - @backtest_start_date_data.setter - def backtest_start_date_data(self, value): - self._backtest_start_date_data = value - - @property - def backtest_data_index_date(self): - return self._backtest_data_index_date - - @backtest_data_index_date.setter - def backtest_data_index_date(self, value): - self._backtest_data_index_date = value - - @property - def trading_data_type(self): - return self._trading_data_type - - @trading_data_type.setter - def trading_data_type(self, value): - self._trading_data_type = value - - @property - def trading_data_types(self): - - if self.trading_data_type is not None: - return [self.trading_data_type] - - return self._trading_data_types - - @trading_data_types.setter - def trading_data_types(self, value): - self._trading_data_types = value +from .time_unit import TimeUnit - @property - def market_data_sources(self): - return self._market_data_sources - @market_data_sources.setter - def market_data_sources(self, value): - self._market_data_sources = value +@dataclass(frozen=True) +class StrategyProfile: + """ + StrategyProfile class that represents the profile of a trading strategy. + """ + strategy_id: str = None + interval: int = None + time_unit: TimeUnit = None + trading_time_frame: str = None + trading_time_frame_start_date: str = None + backtest_start_date_data: str = None + backtest_data_index_date: str = None + symbols: list = None + market: str = None + trading_data_type: str = None + trading_data_types: list = None + data_sources: list = None def get_runs_per_day(self): @@ -147,19 +31,3 @@ def get_runs_per_day(self): return 1440 / self.interval else: return 24 / self.interval - - def __repr__(self): - return self.repr( - strategy_id=self._strategy_id, - number_of_runs=self._number_of_runs, - trading_time_frame=self._trading_time_frame, - trading_time_frame_start_date=self._trading_time_frame_start_date, - symbols=self._symbols, - time_unit=self.time_unit, - interval=self.interval, - market=self._market, - backtest_start_date_data=self._backtest_start_date_data, - backtest_data_index_date=self._backtest_data_index_date, - trading_data_type=self._trading_data_type, - trading_data_types=self._trading_data_types, - ) diff --git a/investing_algorithm_framework/domain/models/time_frame.py b/investing_algorithm_framework/domain/models/time_frame.py index fce76746..c17d454f 100644 --- a/investing_algorithm_framework/domain/models/time_frame.py +++ b/investing_algorithm_framework/domain/models/time_frame.py @@ -124,6 +124,13 @@ def amount_of_minutes(self): if self.equals(TimeFrame.ONE_MONTH): return 40320 + if self.equals(TimeFrame.ONE_YEAR): + return 525600 + + raise ValueError( + f"Could not determine amount of minutes for {self.value}" + ) + # Add comparison methods for ordering def __lt__(self, other): if isinstance(other, TimeFrame): diff --git a/investing_algorithm_framework/domain/models/time_unit.py b/investing_algorithm_framework/domain/models/time_unit.py index 50f47307..cf6aacba 100644 --- a/investing_algorithm_framework/domain/models/time_unit.py +++ b/investing_algorithm_framework/domain/models/time_unit.py @@ -115,3 +115,19 @@ def plural_name(self): if TimeUnit.DAY.equals(self.value): return "days" + + @property + def amount_of_minutes(self): + if TimeUnit.SECOND.equals(self): + return 1 / 60 + + if TimeUnit.MINUTE.equals(self): + return 1 + + if TimeUnit.HOUR.equals(self): + return 60 + + if TimeUnit.DAY.equals(self): + return 60 * 24 + + raise ValueError(f"Unsupported time unit: {self}") diff --git a/investing_algorithm_framework/domain/models/trade/trade_stop_loss.py b/investing_algorithm_framework/domain/models/trade/trade_stop_loss.py index 87fdc5a0..fa020eb8 100644 --- a/investing_algorithm_framework/domain/models/trade/trade_stop_loss.py +++ b/investing_algorithm_framework/domain/models/trade/trade_stop_loss.py @@ -128,7 +128,7 @@ def has_triggered(self, current_price: float) -> bool: return False if TradeRiskType.FIXED.equals(self.trade_risk_type): - # Check if the current price is less than the high water mark + # Check if the current price is less than the high watermark return current_price <= self.stop_loss_price else: # Check if the current price is less than the stop loss price diff --git a/investing_algorithm_framework/domain/models/trading_data_types.py b/investing_algorithm_framework/domain/models/trading_data_types.py deleted file mode 100644 index 5e02e5e2..00000000 --- a/investing_algorithm_framework/domain/models/trading_data_types.py +++ /dev/null @@ -1,48 +0,0 @@ -from enum import Enum - - -class TradingDataType(Enum): - TICKER = 'TICKER' - ORDER_BOOK = 'ORDER_BOOK' - OHLCV = "OHLCV" - CUSTOM = "CUSTOM" - - @staticmethod - def from_value(value): - - if isinstance(value, TradingDataType): - for trading_data_type in TradingDataType: - - if value == trading_data_type: - return trading_data_type - - elif isinstance(value, str): - return TradingDataType.from_string(value) - - raise ValueError( - "Could not convert value to trading data type" - ) - - @staticmethod - def from_string(value: str): - - if isinstance(value, str): - for order_type in TradingDataType: - - if value.upper() == order_type.value: - return order_type - - raise ValueError( - "Could not convert value to trading data type" - ) - - def equals(self, other): - - if other is None: - return False - - if isinstance(other, Enum): - return self.value == other.value - - else: - return TradingDataType.from_string(other) == self diff --git a/investing_algorithm_framework/domain/models/trading_time_frame.py b/investing_algorithm_framework/domain/models/trading_time_frame.py deleted file mode 100644 index 97925ef0..00000000 --- a/investing_algorithm_framework/domain/models/trading_time_frame.py +++ /dev/null @@ -1,223 +0,0 @@ -from datetime import timedelta, datetime -from enum import Enum - -from investing_algorithm_framework.domain.exceptions import \ - OperationalException - - -class TradingTimeFrame(Enum): - ONE_MINUTE = "ONE_MINUTE" - FIFTEEN_MINUTE = "FIFTEEN_MINUTE" - ONE_HOUR = "ONE_HOUR" - TWO_HOUR = "TWO_HOUR" - ONE_DAY = 'ONE_DAY' - ONE_MONTH = "ONE_MONTH" - ONE_YEAR = "ONE_YEAR" - - def create_time_frame_from_limit(self, limit: int = 50): - - if TradingTimeFrame.ONE_MINUTE.equals(self): - hold = 1 - start_date = datetime.now() - timedelta(minutes=limit) - elif TradingTimeFrame.FIFTEEN_MINUTE.equals(self): - hold = 15 - start_date = datetime.now() - timedelta(minutes=(limit * 15)) - elif TradingTimeFrame.ONE_HOUR.equals(self): - hold = 60 - start_date = datetime.now() - timedelta(hours=limit) - elif TradingTimeFrame.TWO_HOUR.equals(self): - hold = 60 * 2 - start_date = datetime.now() - timedelta(hours=limit) - elif TradingTimeFrame.ONE_DAY.equals(self): - hold = 60 * 24 - start_date = datetime.now() - timedelta(days=limit) - elif TradingTimeFrame.ONE_MONTH.equals(self): - hold = 60 * 24 * 30 - start_date = datetime.now() - timedelta(weeks=(4 * limit)) - else: - hold = 60 * 24 * 365 - start_date = datetime.now() - timedelta(days=(limit * 365)) - - iteration = 1 - dates = [] - while iteration < limit or \ - start_date + timedelta(minutes=hold) < datetime.now(): - dates.append(start_date + timedelta(minutes=hold)) - start_date += timedelta(minutes=hold) - iteration += 1 - - dates.append(datetime.now()) - return dates - - def create_time_frame_from_start_date(self, start_date: datetime): - - if start_date > datetime.now(): - raise OperationalException("Start date cannot be in the future") - - if TradingTimeFrame.ONE_MINUTE.equals(self): - hold = 1 - elif TradingTimeFrame.FIFTEEN_MINUTE.equals(self): - hold = 15 - elif TradingTimeFrame.ONE_HOUR.equals(self): - hold = 60 - elif TradingTimeFrame.TWO_HOUR.equals(self): - hold = 60 * 2 - elif TradingTimeFrame.ONE_DAY.equals(self): - hold = 60 * 24 - elif TradingTimeFrame.ONE_MONTH.equals(self): - hold = 60 * 24 * 30 - else: - hold = 60 * 24 * 365 - - iteration = 1 - dates = [] - - while start_date < datetime.now(): - dates.append(start_date + timedelta(minutes=hold)) - start_date += timedelta(minutes=hold) - iteration += 1 - - dates.append(datetime.now()) - return dates - - def to_ccxt_string(self): - - if TradingTimeFrame.ONE_MINUTE.equals(self): - return "1m" - - if TradingTimeFrame.FIFTEEN_MINUTE.equals(self): - return "15m" - - if TradingTimeFrame.ONE_HOUR.equals(self): - return "1h" - - if TradingTimeFrame.TWO_HOUR.equals(self): - return "2h" - - if TradingTimeFrame.ONE_DAY.equals(self): - return "1d" - - if TradingTimeFrame.ONE_MONTH.equals(self): - return "1m" - - if TradingTimeFrame.ONE_YEAR.equals(self): - return "1y" - - raise OperationalException("Data time unit value is not supported") - - @staticmethod - def from_value(value): - - if isinstance(value, TradingTimeFrame): - for data_time_unit in TradingTimeFrame: - - if value == data_time_unit: - return data_time_unit - - elif isinstance(value, str): - return TradingTimeFrame.from_string(value) - - raise ValueError( - "Could not convert value to data time unit" - ) - - @staticmethod - def from_string(value: str): - - if isinstance(value, str): - for data_time_unit in TradingTimeFrame: - - if value.upper() == data_time_unit.value: - return data_time_unit - - raise ValueError( - "Could not convert value to data time unit" - ) - - def equals(self, other): - - if other is None: - return False - - if isinstance(other, Enum): - return self.value == other.value - - else: - return TradingTimeFrame.from_string(other) == self - - def create_start_date(self, limit=50): - - if TradingTimeFrame.ONE_MINUTE.equals(self): - return datetime.now() - timedelta(minutes=limit) - - if TradingTimeFrame.FIFTEEN_MINUTE.equals(self): - return datetime.now() - timedelta(minutes=(limit * 15)) - - if TradingTimeFrame.ONE_HOUR.equals(self): - return datetime.now() - timedelta(hours=limit) - - if TradingTimeFrame.TWO_HOUR.equals(self): - return datetime.now() - timedelta(hours=limit * 2) - - if TradingTimeFrame.ONE_DAY.equals(self): - return datetime.now() - timedelta(days=limit) - - if TradingTimeFrame.ONE_MONTH.equals(self): - return datetime.now() - timedelta(weeks=(4 * limit)) - - if TradingTimeFrame.ONE_YEAR.equals(self): - return datetime.now() - timedelta(days=(limit * 365)) - - raise OperationalException("Data time unit value is not supported") - - @property - def minutes(self): - - if TradingTimeFrame.ONE_MINUTE.equals(self): - return 1 - - if TradingTimeFrame.FIFTEEN_MINUTE.equals(self): - return 15 - - if TradingTimeFrame.ONE_HOUR.equals(self): - return 60 - - if TradingTimeFrame.TWO_HOUR.equals(self): - return 120 - - if TradingTimeFrame.ONE_DAY.equals(self): - return 60 * 24 - - if TradingTimeFrame.ONE_MONTH.equals(self): - return 60 * 24 * 30 - - if TradingTimeFrame.ONE_YEAR.equals(self): - return 60 * 24 * 365 - - raise OperationalException("Data time frame value is not supported") - - @property - def milliseconds(self): - - if TradingTimeFrame.ONE_MINUTE.equals(self): - return 60 * 1000 - - if TradingTimeFrame.FIFTEEN_MINUTE.equals(self): - return 15 * 60 * 1000 - - if TradingTimeFrame.ONE_HOUR.equals(self): - return 60 * 60 * 1000 - - if TradingTimeFrame.TWO_HOUR.equals(self): - return 2 * 60 * 60 * 1000 - - if TradingTimeFrame.ONE_DAY.equals(self): - return 60 * 60 * 24 * 1000 - - if TradingTimeFrame.ONE_MONTH.equals(self): - return 60 * 60 * 24 * 30 * 1000 - - if TradingTimeFrame.ONE_YEAR.equals(self): - return 60 * 60 * 24 * 365 * 1000 - - raise OperationalException("Data time frame value is not supported") diff --git a/investing_algorithm_framework/domain/order_executor.py b/investing_algorithm_framework/domain/order_executor.py index 1cd0a192..83796dfa 100644 --- a/investing_algorithm_framework/domain/order_executor.py +++ b/investing_algorithm_framework/domain/order_executor.py @@ -13,10 +13,12 @@ class OrderExecutor(ABC): other order executors. The lower the number, the higher the priority. The framework will use this priority when searching for an order executor for a specific market. + _config (dict): Reference to the application configuration. """ def __init__(self, priority=1): self._priority = priority + self._config = None @property def priority(self): @@ -25,6 +27,23 @@ def priority(self): """ return self._priority + @property + def config(self): + """ + Returns the configuration of the order executor. + This can be used to store any configuration that is needed + for the order executor. + """ + return self._config + + @config.setter + def config(self, config): + """ + Setter for the app config. This will be used to set a reference + to the config of the Application when the app is started. + """ + self._config = config + @abstractmethod def execute_order(self, portfolio, order, market_credential) -> Order: """ diff --git a/investing_algorithm_framework/domain/portfolio_provider.py b/investing_algorithm_framework/domain/portfolio_provider.py index dc05ff58..909b1435 100644 --- a/investing_algorithm_framework/domain/portfolio_provider.py +++ b/investing_algorithm_framework/domain/portfolio_provider.py @@ -10,14 +10,16 @@ class PortfolioProvider(ABC): is responsible for managing and providing access to trading portfolios. Attributes: - priority (int): The priority of the portfolio provider compared to + _priority (int): The priority of the portfolio provider compared to other portfolio providers. The lower the number, the higher the priority. The framework will use this priority when searching for a portfolio provider for a specific symbol or market. + _config (dict): Reference to the application configuration. """ def __init__(self, priority=1): self._priority = priority + self._config = None @property def priority(self): @@ -33,6 +35,23 @@ def priority(self, value: int): """ self._priority = value + @property + def config(self): + """ + Returns the configuration of the order executor. + This can be used to store any configuration that is needed + for the order executor. + """ + return self._config + + @config.setter + def config(self, config): + """ + Setter for the app config. This will be used to set a reference + to the config of the Application when the app is started. + """ + self._config = config + @abstractmethod def get_order( self, portfolio, order, market_credential diff --git a/investing_algorithm_framework/domain/services/__init__.py b/investing_algorithm_framework/domain/services/__init__.py index f7003b66..b6749714 100644 --- a/investing_algorithm_framework/domain/services/__init__.py +++ b/investing_algorithm_framework/domain/services/__init__.py @@ -1,7 +1,4 @@ from .market_credential_service import MarketCredentialService -from .market_data_sources import MarketDataSource, TickerMarketDataSource, \ - OHLCVMarketDataSource, OrderBookMarketDataSource, BacktestMarketDataSource -from .market_service import MarketService from .portfolios import AbstractPortfolioSyncService from .rounding_service import RoundingService from .state_handler import StateHandler @@ -9,12 +6,6 @@ from .observable import Observable __all__ = [ - "MarketDataSource", - "TickerMarketDataSource", - "OHLCVMarketDataSource", - "OrderBookMarketDataSource", - "BacktestMarketDataSource", - "MarketService", "MarketCredentialService", "AbstractPortfolioSyncService", "RoundingService", diff --git a/investing_algorithm_framework/domain/services/market_data_sources.py b/investing_algorithm_framework/domain/services/market_data_sources.py deleted file mode 100644 index 76d541bc..00000000 --- a/investing_algorithm_framework/domain/services/market_data_sources.py +++ /dev/null @@ -1,549 +0,0 @@ -import csv -import logging -import os -from abc import abstractmethod, ABC -from datetime import datetime, timedelta - -import polars - -from investing_algorithm_framework.domain import TimeFrame, \ - OperationalException - -logger = logging.getLogger(__name__) - - -class BacktestMarketDataSource(ABC): - column_names = [] - - def __init__( - self, - identifier, - market, - symbol, - backtest_data_start_date=None, - backtest_data_index_date=None, - ): - self._identifier = identifier - self._market = market - self._symbol = symbol - self._backtest_data_start_date = backtest_data_start_date - self._backtest_data_index_date = backtest_data_index_date - self._file_path = None - - @property - def config(self): - return self._config - - @config.setter - def config(self, value): - self._config = value - - def _data_source_exists(self, file_path): - """ - Function to check if the data source exists. - This function will check if the file exists and if the column names - are correct. - - This function will return True if the file exists and the column names - are correct. If the file does not exist or the column names are not - correct, this function will return False. - - This function prevents the backtest datasource to download the data - every time the backtest is run. - - Args: - file_path: str - the file path of the data storage file - - Returns: - bool - True if the file exists and the column names are correct, - """ - - try: - if os.path.isfile(file_path): - df = polars.read_csv(file_path) - - if df.columns != self.column_names: - raise OperationalException( - f"Wrong column names on {file_path}, required " - f"column names are {self.column_names}" - ) - else: - return False - - return True - except Exception: - return False - - def write_data_to_file_path(self, data_file, data): - """ - Function to write data to a csv file. - This function will write the column names and all the data to the - file. - """ - with open(data_file, "w") as file: - column_headers = self.column_names - writer = csv.writer(file) - writer.writerow(column_headers) - rows = data - writer.writerows(rows) - - @abstractmethod - def prepare_data( - self, - config, - backtest_start_date, - backtest_end_date, - ): - """ - Function to prepare the data for the backtest. - This function needs to be implemented by the child class. - - Args: - config: dict - the configuration of the application - backtest_start_date: datetime - the start date of the backtest - backtest_end_date: datetime - the end date of the backtest - - Returns: - None - """ - pass - - @abstractmethod - def get_data(self, date, config): - """ - Function to get the data for the backtest. This function needs to be - implemented by the child class. - - Args: - date: datetime - the date for which the data is required - config: dict - the configuration of the application - """ - pass - - @property - def identifier(self): - return self._identifier - - def get_identifier(self): - return self.identifier - - @property - def market(self): - return self._market - - def get_market(self): - return self.market - - @property - def symbol(self): - return self._symbol - - def get_symbol(self): - return self.symbol - - @abstractmethod - def empty(self): - pass - - @property - def market_credential_service(self): - return self._market_credential_service - - @market_credential_service.setter - def market_credential_service(self, value): - self._market_credential_service = value - - @property - def backtest_data_start_date(self): - return self._backtest_data_start_date - - @backtest_data_start_date.setter - def backtest_data_start_date(self, value): - self._backtest_data_start_date = value - - @property - def backtest_data_index_date(self): - return self._backtest_data_index_date - - @backtest_data_index_date.setter - def backtest_data_index_date(self, value): - self._backtest_data_index_date = value - - -class MarketDataSource(ABC): - - def __init__( - self, - market, - symbol, - identifier=None, - storage_path=None - ): - self._identifier = identifier - self._market = market - self._symbol = symbol - self._market_credential_service = None - self._config = None - self._storage_path = storage_path - - if self._identifier is None: - self._identifier = f"{self.market}_{self.symbol}" - - @property - def config(self): - return self._config - - @config.setter - def config(self, value): - self._config = value - - def initialize(self, config): - pass - - @property - def identifier(self): - return self._identifier - - @identifier.setter - def identifier(self, value): - self._identifier = value - - def get_identifier(self): - return self.identifier - - @property - def market(self): - return self._market - - def get_market(self): - return self.market - - @property - def symbol(self): - return self._symbol - - def get_symbol(self): - return self.symbol - - @property - def storage_path(self): - return self._storage_path - - def get_storage_path(self): - return self.storage_path - - @abstractmethod - def get_data( - self, - start_date: datetime = None, - end_date: datetime = None, - config=None, - ): - """ - Get data from the market data source. - - Args: - config (dict): the configuration of the application - start_date (optional) (datetime): the start date of the data - end_date (optional) (datetime): the end date of the data - - Returns: - DataFrame: the data from the market data source - """ - pass - - @abstractmethod - def to_backtest_market_data_source(self) -> BacktestMarketDataSource: - pass - - @property - def market_credential_service(self): - return self._market_credential_service - - @market_credential_service.setter - def market_credential_service(self, value): - self._market_credential_service = value - - @staticmethod - def get_file_name_symbol(file_path): - """ - Static function that extracts the symbol from a give data filepath, - given that the data file path is in the format - {DATA_TYPE}_{TARGET_SYMBOL}_{TRADING_SYMBOL}_{MARKET}_ - {time_frame}_{START_DATETIME}_{END_DATETIME}.csv - - Parameters: - file_path: str - the given file path of - the data storage file - - Returns: - string representing the symbol - """ - parts = file_path.split("_") - - if len(parts) < 6: - return None - - return "".join([parts[1], '/', parts[2]]) - - @staticmethod - def get_file_name_time_frame(file_path): - """ - Static function that extracts the time_frame from a give data filepath, - given that the data file path is in the format - {DATA_TYPE}_{TARGET_SYMBOL}_{TRADING_SYMBOL}_{MARKET}_ - {time_frame}_{START_DATETIME}_{END_DATETIME}.csv - - Parameters: - file_path: str - the given file path of the data storage file - - Returns: - string representing the time_frame - """ - parts = file_path.split("_") - - if len(parts) < 6: - return None - - return TimeFrame.from_string(parts[4]) - - @staticmethod - def get_file_name_market(file_path): - """ - Static function that extracts the time_frame from a give data filepath, - given that the data file path is in the format - {DATA_TYPE}_{TARGET_SYMBOL}_{TRADING_SYMBOL}_{MARKET} - _{time_frame}_{START_DATETIME}_{END_DATETIME}.csv - - Parameters: - file_path: str - the given file path of the data storage file - - Returns: - string representing the market - """ - parts = file_path.split("_") - - if len(parts) < 6: - return None - - return TimeFrame.from_string(parts[3]) - - @staticmethod - def get_file_name_start_datetime(file_path): - """ - Static function that extracts the time_frame from a give data filepath, - given that the data file path is in the format - {DATA_TYPE}_{TARGET_SYMBOL}_{TRADING_SYMBOL}_{MARKET}_ - {time_frame}_{START_DATETIME}_{END_DATETIME}.csv - - Parameters: - file_path: str - the given file path of the data storage file - - Returns: - string representing the start datetime - """ - parts = file_path.split("_") - - if len(parts) < 6: - return None - - return TimeFrame.from_string(parts[5]) - - @staticmethod - def get_file_name_end_datetime(file_path): - """ - Static function that extracts the time_frame - from a give data filepath, given that the data file - path is in the format - {DATA_TYPE}_{TARGET_SYMBOL}_{TRADING_SYMBOL}_{MARKET}_ - {time_frame}_{START_DATETIME}_{END_DATETIME}.csv - - Parameters: - file_path: str - the given file path of the data storage file - - Returns: - string representing the end datetime - """ - parts = file_path.split("_") - - if len(parts) < 6: - return None - - return TimeFrame.from_string(parts[6]) - - @staticmethod - def create_storage_file_path( - storage_path, - data_type, - symbol, - market, - time_frame, - start_datetime, - end_datetime, - ): - """ - Static function that creates a storage file path given the parameters - - Parameters: - storage_path: str - the storage path of the data storage file - data_type: str - the type of data - symbol: str - the asset symbol - market: str - the market - time_frame: str - the time_frame - start_datetime: datetime - the start datetime - end_datetime: datetime - the end datetime - - Returns: - string representing the storage file path - """ - - target_symbol, trading_symbol = symbol.split('/') - path = os.path.join( - storage_path, - f"{data_type}_{target_symbol}_{trading_symbol}_{market}_" + - f"{time_frame}_{start_datetime}_{end_datetime}.csv" - ) - return path - - -class OHLCVMarketDataSource(MarketDataSource, ABC): - """ - Abstract class for ohlcv market data sources. - """ - def __init__( - self, - market, - symbol, - time_frame, - identifier=None, - window_size=None, - storage_path=None, - ): - super().__init__( - identifier=identifier, - market=market, - symbol=symbol, - storage_path=storage_path - ) - - if identifier is None: - self._identifier = \ - f"{self.market}_{self.symbol}_{time_frame}_ohlcv" - - self._window_size = window_size - self._time_frame = TimeFrame.from_value(time_frame).value - - @property - def time_frame(self): - return self._time_frame - - def get_time_frame(self): - return self.time_frame - - def create_start_date(self, end_date, time_frame, window_size): - minutes = TimeFrame.from_value(time_frame).amount_of_minutes - return end_date - timedelta(minutes=window_size * minutes) - - def create_end_date(self, start_date, time_frame, window_size): - minutes = TimeFrame.from_value(time_frame).amount_of_minutes - return start_date + timedelta(minutes=window_size * minutes) - - @property - def window_size(self): - return self._window_size - - @window_size.setter - def window_size(self, value): - - if not isinstance(value, int): - raise OperationalException( - "Window size must be an integer" - ) - - self._window_size = value - - def get_date_ranges( - self, - start_date: datetime, - end_date: datetime, - window_size: int, - time_frame - ): - """ - Function to get the date ranges of the market data source based - on the window size and the time_frame. The date ranges - will be calculated based on the start date and the end date. - - Args: - start_date: datetime - The start date - end_date: datetime - The end date - window_size: int - The window size - time_frame: str - The time frame - - Returns: - list - A list of tuples with the date ranges - """ - - if start_date > end_date: - raise OperationalException( - "Start date must be before end date" - ) - - time_frame = TimeFrame.from_value(time_frame) - new_end_date = start_date + timedelta( - minutes=window_size * time_frame.amount_of_minutes - ) - ranges = [(start_date, new_end_date)] - start_date = new_end_date - - if new_end_date > end_date: - return [(start_date, end_date)] - - while start_date < end_date: - new_end_date = start_date + timedelta( - minutes=self.window_size * time_frame.amount_of_minutes - ) - - if new_end_date > end_date: - new_end_date = end_date - - ranges.append((start_date, new_end_date)) - start_date = new_end_date - - return ranges - - -class TickerMarketDataSource(MarketDataSource, ABC): - """ - Abstract class for ticker market data sources. - """ - - def __init__( - self, - identifier, - market=None, - symbol=None, - ): - super().__init__( - identifier=identifier, - market=market, - symbol=symbol, - ) - - -class OrderBookMarketDataSource(MarketDataSource, ABC): - """ - Abstract class for order book market data sources. - """ - - def __init__( - self, - identifier, - market, - symbol, - ): - super().__init__( - identifier=identifier, - market=market, - symbol=symbol, - ) diff --git a/investing_algorithm_framework/domain/services/market_service.py b/investing_algorithm_framework/domain/services/market_service.py deleted file mode 100644 index 579cdaf0..00000000 --- a/investing_algorithm_framework/domain/services/market_service.py +++ /dev/null @@ -1,153 +0,0 @@ -import logging -from abc import ABC, abstractmethod -from datetime import datetime -from typing import Dict - -from polars import DataFrame - -logger = logging.getLogger("investing_algorithm_framework") - - -class MarketService(ABC): - - def __init__(self, market_credential_service): - self._market_credential_service = market_credential_service - self._config = None - - @property - def config(self): - return self._config - - @config.setter - def config(self, value): - self._config = value - - @abstractmethod - def pair_exists( - self, - market, - target_symbol: str, - trading_symbol: str, - ): - raise NotImplementedError() - - @abstractmethod - def get_ticker(self, symbol, market): - raise NotImplementedError() - - @abstractmethod - def get_tickers(self, symbols, market): - raise NotImplementedError() - - @abstractmethod - def get_order_book(self, symbol, market): - raise NotImplementedError() - - @abstractmethod - def get_order_books(self, symbols, market): - raise NotImplementedError() - - @abstractmethod - def get_order(self, order, market): - raise NotImplementedError() - - @abstractmethod - def get_orders(self, symbol, market, since: datetime = None): - raise NotImplementedError() - - @abstractmethod - def get_balance(self, market) -> Dict[str, float]: - raise NotImplementedError() - - @abstractmethod - def create_limit_buy_order( - self, - target_symbol: str, - trading_symbol: str, - amount: float, - price: float, - market - ): - raise NotImplementedError() - - @abstractmethod - def create_limit_sell_order( - self, - target_symbol: str, - trading_symbol: str, - amount: float, - price: float, - market - ): - raise NotImplementedError() - - @abstractmethod - def create_market_sell_order( - self, - target_symbol: str, - trading_symbol: str, - amount: float, - market - ): - raise NotImplementedError() - - @abstractmethod - def cancel_order(self, order, market): - raise NotImplementedError() - - @abstractmethod - def get_open_orders( - self, market, target_symbol: str = None, trading_symbol: str = None - ): - raise NotImplementedError() - - @abstractmethod - def get_closed_orders( - self, market, target_symbol: str = None, trading_symbol: str = None - ): - raise NotImplementedError() - - @abstractmethod - def get_ohlcv( - self, symbol, time_frame, from_timestamp, market, to_timestamp=None - ) -> DataFrame: - raise NotImplementedError() - - @abstractmethod - def get_ohlcvs( - self, symbols, time_frame, from_timestamp, market, to_timestamp=None - ) -> Dict[str, DataFrame]: - raise NotImplementedError() - - @property - def market_credentials(self): - - if self._market_credential_service is None: - return [] - - return self._market_credential_service.get_all() - - def get_market_credentials(self): - return self._market_credential_service.get_all() - - def get_market_credential(self, market): - - if self.market_credentials is None: - return None - - if market is None: - return None - - for market_data_credentials in self.market_credentials: - - if market_data_credentials.market.upper() == market.upper(): - return market_data_credentials - - return None - - @abstractmethod - def get_symbols(self, market): - """ - Get all available symbols for a market - """ - raise NotImplementedError() diff --git a/investing_algorithm_framework/domain/strategy.py b/investing_algorithm_framework/domain/strategy.py index 1d31416c..a1c23870 100644 --- a/investing_algorithm_framework/domain/strategy.py +++ b/investing_algorithm_framework/domain/strategy.py @@ -1,4 +1,4 @@ -from .models import TradingTimeFrame, TradingDataType, TimeUnit +from .models import TimeUnit class Strategy: @@ -11,9 +11,6 @@ def __init__( worker_id=None, symbols=None, limit=None, - trading_data_type=None, - trading_data_types=None, - trading_time_frame=None, ): self._market = market self._time_unit = TimeUnit.from_value(time_unit).value @@ -22,19 +19,6 @@ def __init__( self._limit = limit self._worker_id = worker_id - if trading_data_type is not None: - self._trading_data_type = TradingDataType \ - .from_value(trading_data_type) - - if trading_data_types is not None: - trading_data_types = [TradingDataType.from_value(trading_data_type) - for trading_data_type in trading_data_types] - self._trading_data_types = trading_data_types - - if trading_time_frame is not None: - self._trading_time_frame = TradingTimeFrame \ - .from_value(trading_time_frame) - @property def market(self): return self._market @@ -55,18 +39,6 @@ def symbols(self): def limit(self): return self._limit - @property - def trading_data_type(self): - return self._trading_data_type - - @property - def trading_data_types(self): - return self._trading_data_types - - @property - def trading_time_frame(self): - return self._trading_time_frame - @property def worker_id(self): return self._worker_id diff --git a/investing_algorithm_framework/domain/utils/__init__.py b/investing_algorithm_framework/domain/utils/__init__.py index 5ef6ca34..c68080a2 100644 --- a/investing_algorithm_framework/domain/utils/__init__.py +++ b/investing_algorithm_framework/domain/utils/__init__.py @@ -5,6 +5,8 @@ from .synchronized import synchronized from .polars import convert_polars_to_pandas from .dates import is_timezone_aware, sync_timezones, get_timezone +from .jupyter_notebook_detection import is_jupyter_notebook +from .custom_tqdm import tqdm __all__ = [ 'synchronized', @@ -19,5 +21,7 @@ 'convert_polars_to_pandas', 'is_timezone_aware', 'sync_timezones', - 'get_timezone' + 'get_timezone', + 'is_jupyter_notebook', + 'tqdm' ] diff --git a/investing_algorithm_framework/domain/utils/custom_tqdm.py b/investing_algorithm_framework/domain/utils/custom_tqdm.py new file mode 100644 index 00000000..69073d5c --- /dev/null +++ b/investing_algorithm_framework/domain/utils/custom_tqdm.py @@ -0,0 +1,22 @@ +from tqdm.notebook import tqdm as tqdm_notebook +from tqdm import tqdm as tqdm_terminal + +from .jupyter_notebook_detection import is_jupyter_notebook + + +def tqdm(*args, **kwargs): + """ + Returns a tqdm progress bar that adapts to the + environment (Jupyter Notebook or terminal). + + Args: + *args: Positional arguments for tqdm. + **kwargs: Keyword arguments for tqdm. + + Returns: + tqdm object: A tqdm progress bar. + """ + if is_jupyter_notebook(): + return tqdm_notebook(*args, **kwargs) + else: + return tqdm_terminal(*args, **kwargs) diff --git a/investing_algorithm_framework/domain/utils/jupyter_notebook_detection.py b/investing_algorithm_framework/domain/utils/jupyter_notebook_detection.py new file mode 100644 index 00000000..8d18d7de --- /dev/null +++ b/investing_algorithm_framework/domain/utils/jupyter_notebook_detection.py @@ -0,0 +1,19 @@ +def is_jupyter_notebook(): + """ + Check if the code is running in a Jupyter Notebook environment. + + Returns: + bool: True if running in a Jupyter Notebook, False otherwise. + """ + try: + # Check for the presence of the 'IPython' module + from IPython import get_ipython + return 'IPKernelApp' in get_ipython().config + except ImportError: + return False + except AttributeError: + # If get_ipython() does not have 'config', it is not a Jupyter Notebook + return False + except Exception: + # Catch any other exceptions and return False + return False diff --git a/investing_algorithm_framework/download_data.py b/investing_algorithm_framework/download_data.py index 51420fce..c5940b87 100644 --- a/investing_algorithm_framework/download_data.py +++ b/investing_algorithm_framework/download_data.py @@ -1,11 +1,14 @@ from dateutil import parser +from datetime import timezone import pandas import polars from typing import Union from investing_algorithm_framework.services import DataProviderService, \ ConfigurationService, MarketCredentialService from investing_algorithm_framework.infrastructure import \ - get_default_data_providers, get_default_ohlcv_data_providers + get_default_data_providers +from investing_algorithm_framework.domain import DataSource, \ + OperationalException def download( @@ -50,20 +53,37 @@ def download( data_provider_service = DataProviderService( default_data_providers=get_default_data_providers(), configuration_service=configuration_service, - market_credentials_service=market_credential_service, - default_ohlcv_data_providers=get_default_ohlcv_data_providers() + market_credential_service=market_credential_service, ) if start_date is not None and isinstance(start_date, str): start_date = parser.parse(start_date) + start_date = start_date.replace(tzinfo=timezone.utc) if end_date is not None and isinstance(end_date, str): end_date = parser.parse(end_date) + end_date = end_date.replace(tzinfo=timezone.utc) if date is not None and isinstance(date, str): date = parser.parse(date) + date = date.replace(tzinfo=timezone.utc) - return data_provider_service.get_data( + # Check if all the datetime parameters are in UTC + if date is not None \ + and (date.tzinfo is None or date.tzinfo != timezone.utc): + raise OperationalException("Date must be a UTC datetime object") + + if start_date is not None \ + and ( + start_date.tzinfo is None or start_date.tzinfo != timezone.utc + ): + raise OperationalException("Start date must be a UTC datetime object") + + if end_date is not None \ + and (end_date.tzinfo is None or end_date.tzinfo != timezone.utc): + raise OperationalException("End date must be a UTC datetime object") + + data_source = DataSource( symbol=symbol, market=market, data_type=data_type, @@ -76,3 +96,12 @@ def download( save=save, storage_path=storage_path ) + data_provider_service.index_data_providers( + data_sources=[data_source] + ) + return data_provider_service.get_data( + data_source=data_source, + date=date, + start_date=start_date, + end_date=end_date, + ) diff --git a/investing_algorithm_framework/infrastructure/__init__.py b/investing_algorithm_framework/infrastructure/__init__.py index 9b082afc..7c3f5b8a 100644 --- a/investing_algorithm_framework/infrastructure/__init__.py +++ b/investing_algorithm_framework/infrastructure/__init__.py @@ -1,25 +1,23 @@ from .database import setup_sqlalchemy, Session, \ - create_all_tables + create_all_tables, clear_db from .models import SQLPortfolio, SQLOrder, SQLPosition, \ SQLPortfolioSnapshot, SQLPositionSnapshot, SQLTrade, \ - CCXTOHLCVBacktestMarketDataSource, CCXTOrderBookMarketDataSource, \ - CCXTTickerMarketDataSource, CCXTOHLCVMarketDataSource, \ - CSVOHLCVMarketDataSource, CSVTickerMarketDataSource, SQLTradeTakeProfit, \ - SQLTradeStopLoss, PandasOHLCVBacktestMarketDataSource, \ - PandasOHLCVMarketDataSource + SQLTradeTakeProfit, SQLTradeStopLoss from .repositories import SQLOrderRepository, SQLPositionRepository, \ SQLPortfolioRepository, SQLTradeRepository, \ SQLPortfolioSnapshotRepository, SQLPositionSnapshotRepository, \ SQLTradeTakeProfitRepository, SQLTradeStopLossRepository, \ SQLOrderMetadataRepository -from .services import PerformanceService, CCXTMarketService, \ +from .services import PerformanceService, \ AzureBlobStorageStateHandler, AWSS3StorageStateHandler -from .data_providers import CCXTDataProvider, get_default_data_providers, \ - get_default_ohlcv_data_providers -from .order_executors import CCXTOrderExecutor +from .data_providers import CSVOHLCVDataProvider, get_default_data_providers, \ + get_default_ohlcv_data_providers, CCXTOHLCVDataProvider, \ + PandasOHLCVDataProvider +from .order_executors import CCXTOrderExecutor, BacktestOrderExecutor from .portfolio_providers import CCXTPortfolioProvider __all__ = [ + "clear_db", "create_all_tables", "SQLPositionRepository", "SQLPortfolioRepository", @@ -35,15 +33,6 @@ "PerformanceService", "SQLPortfolioSnapshot", "SQLPositionSnapshot", - "CCXTOHLCVMarketDataSource", - "CCXTOrderBookMarketDataSource", - "CCXTTickerMarketDataSource", - "CCXTOHLCVMarketDataSource", - "CCXTMarketService", - "CSVOHLCVMarketDataSource", - "CSVTickerMarketDataSource", - "CCXTOHLCVBacktestMarketDataSource", - "CCXTOrderBookMarketDataSource", "AzureBlobStorageStateHandler", "SQLTradeRepository", "SQLTradeTakeProfit", @@ -51,12 +40,13 @@ "SQLTradeTakeProfitRepository", "SQLTradeStopLossRepository", "SQLOrderMetadataRepository", - "CCXTDataProvider", + "CSVOHLCVDataProvider", "CCXTOrderExecutor", "CCXTPortfolioProvider", "get_default_data_providers", "get_default_ohlcv_data_providers", - "PandasOHLCVBacktestMarketDataSource", - "PandasOHLCVMarketDataSource", - "AWSS3StorageStateHandler" + "AWSS3StorageStateHandler", + "CCXTOHLCVDataProvider", + "BacktestOrderExecutor", + "PandasOHLCVDataProvider", ] diff --git a/investing_algorithm_framework/infrastructure/data_providers/__init__.py b/investing_algorithm_framework/infrastructure/data_providers/__init__.py index f9965801..73de3446 100644 --- a/investing_algorithm_framework/infrastructure/data_providers/__init__.py +++ b/investing_algorithm_framework/infrastructure/data_providers/__init__.py @@ -1,4 +1,6 @@ -from .ccxt import CCXTDataProvider, CCXTOHLCVDataProvider +from .ccxt import CCXTOHLCVDataProvider +from .csv import CSVOHLCVDataProvider +from .pandas import PandasOHLCVDataProvider def get_default_data_providers(): @@ -9,7 +11,7 @@ def get_default_data_providers(): list: List of default data providers. """ return [ - CCXTDataProvider(), + CCXTOHLCVDataProvider(), ] @@ -26,8 +28,9 @@ def get_default_ohlcv_data_providers(): __all__ = [ - 'CCXTDataProvider', + 'CSVOHLCVDataProvider', 'CCXTOHLCVDataProvider', 'get_default_data_providers', - 'get_default_ohlcv_data_providers' + 'get_default_ohlcv_data_providers', + 'PandasOHLCVDataProvider', ] diff --git a/investing_algorithm_framework/infrastructure/data_providers/ccxt.py b/investing_algorithm_framework/infrastructure/data_providers/ccxt.py index 96baccaa..493bc33c 100644 --- a/investing_algorithm_framework/infrastructure/data_providers/ccxt.py +++ b/investing_algorithm_framework/infrastructure/data_providers/ccxt.py @@ -10,119 +10,145 @@ from dateutil import parser from investing_algorithm_framework.domain import OperationalException, \ - DATETIME_FORMAT, DataProvider, TradingDataType, convert_polars_to_pandas, \ - NetworkError, TimeFrame, MarketCredential + DATETIME_FORMAT, DataProvider, convert_polars_to_pandas, \ + NetworkError, TimeFrame, MarketCredential, DataType, DataSource, \ + RESOURCE_DIRECTORY, CCXT_DATETIME_FORMAT, DATA_DIRECTORY, \ + DATETIME_FORMAT_FILE_NAME logger = logging.getLogger("investing_algorithm_framework") -class CCXTDataProvider(DataProvider): +class CCXTOHLCVDataProvider(DataProvider): """ + Implementation of Data Provider for OHLCV data. OHLCV data + will be downloaded with the CCXT library. + + If in backtest mode, and the data is already + available in the storage path, it will be loaded from there. If the + data is not available in the storage path, it will be fetched from the + CCXT library and saved to the storage path in csv format. + + If the get_data method is called with a start and end date, the + data provider will look if the data is already available in the + storage directory. If this is the case, it will read the data + from the csv file and return it. + + The CSV file should contain the following + columns: Datetime, Open, High, Low, Close, Volume. + The Datetime column should be in UTC timezone and in milliseconds. + The data will be loaded into a Polars DataFrame and will be kept in memory. + + Attributes: + data_type (DataType): The type of data provided by this provider, + which is OHLCV. + data_provider_identifier (str): Identifier for the CSV OHLCV data + provider. + _start_date_data_source (datetime): The start date of the data + source, determined from the first row of the data. + _end_date_data_source (datetime): The end date of the data + source, determined from the last row of the data. + data (polars.DataFrame): The OHLCV data loaded from the CSV file when + in backtest mode. """ - backtest_data_directory = None - backtest_data_end_date = None - total_minutes_time_frame = None - column_names = ["Datetime", "Open", "High", "Low", "Close", "Volume"] + data_type = DataType.OHLCV + data_provider_identifier = "ccxt_ohlcv_data_provider" + storage_directory = None def __init__( self, - data_type: str = None, - market=None, - symbol=None, - time_frame=None, + symbol: str = None, + time_frame: str = None, + market: str = None, window_size=None, - priority=1 + data_provider_identifier: str = None, + storage_directory=None, + pandas: bool = False, + config=None ): + """ + Initialize the CCXT OHLCV Data Provider. + + Args: + symbol (str): The symbol for which the data is provided. + time_frame (str): The time frame for the data. + market (str, optional): The market for the data. Defaults to None. + window_size (int, optional): The window size for the data. + Defaults to None. + data_provider_identifier (str, optional): The identifier for the + data provider. + pandas (bool, optional): If True, the data will be returned + as a pandas DataFrame instead of a Polars DataFrame. + storage_directory: (str, optional): the storage directory where + the OHLCV data need to be stored. + """ + if data_provider_identifier is None: + data_provider_identifier = self.data_provider_identifier + super().__init__( - data_type=data_type, symbol=symbol, + market=market, time_frame=time_frame, window_size=window_size, - priority=priority + storage_directory=storage_directory, + data_provider_identifier=data_provider_identifier, + config=config ) - - self.market = market - self.data = None self._start_date_data_source = None self._end_date_data_source = None - self.backtest_end_index = self.window_size - self.backtest_start_index = 0 + self._columns = ["Datetime", "Open", "High", "Low", "Close", "Volume"] + self.pandas = pandas self.window_cache = {} + self.data = None - def initialize_exchange(self, market, market_credential): + def has_data( + self, + data_source: DataSource, + start_date: datetime = None, + end_date: datetime = None + ) -> bool: """ - Initializes the exchange for the given market. + Implementation of the has_data method to check if + the data provider has data for the given data source. + + If start_date and/or end_date are provided, first the + storage_directory_will be checked for existence of the data. + + If nothing is found or start_date and/or end_date are not provided + the ccxt library will be directly queried. Args: - market (str): The market to initialize the exchange for. - market_credential (MarketCredential): MarketCredential - the market + data_source (DataSource): The data source to check. + start_date (datetime, optional): The start date for the data. + Defaults to None. + end_date (datetime, optional): The end date for the data. + Defaults to None. Returns: - Instance of the exchange class. + bool: True if the data provider has data for the given data source, + False otherwise. """ + market = data_source.market + symbol = data_source.symbol + data_type = data_source.data_type + start_date = start_date or data_source.start_date + end_date = end_date or data_source.end_date - market = market.lower() - if not hasattr(ccxt, market): - raise OperationalException( - f"No exchange found for market id {market}" - ) - - exchange_class = getattr(ccxt, market) + if not DataType.OHLCV.equals(data_type): + return False - if exchange_class is None: - raise OperationalException( - f"No exchange found for market id {market}" + if start_date is not None and end_date is not None: + # Check if the data is available in the storage path + data = self._get_data_from_storage( + symbol=symbol, + market=market, + time_frame=data_source.time_frame, + storage_path=self.storage_path, + start_date=start_date, + end_date=end_date ) - if market_credential is not None: - exchange = exchange_class({ - 'apiKey': market_credential.api_key, - 'secret': market_credential.secret_key, - }) - else: - exchange = exchange_class({}) - - return exchange - - def pre_pare_backtest_data( - self, - backtest_start_date, - backtest_end_date, - symbol: str = None, - market: str = None, - time_frame: str = None, - window_size=None - ) -> None: - pass - - def get_backtest_data( - self, - date: datetime = None, - symbol: str = None, - market: str = None, - time_frame: str = None, - backtest_start_date: datetime = None, - backtest_end_date: datetime = None, - window_size=None, - pandas=False - ) -> None: - pass - - def has_data( - self, - data_type: str = None, - symbol: str = None, - market: str = None, - time_frame: str = None, - start_date: datetime = None, - end_date: datetime = None, - window_size=None, - ) -> bool: - - if TradingDataType.CUSTOM.equals(data_type): - raise OperationalException( - "Custom data type is not supported for CCXTOHLCVDataProvider" - ) + if data is not None: + return True if market is None: market = "binance" @@ -137,289 +163,95 @@ def has_data( return symbol in symbols except ccxt.NetworkError: - raise NetworkError( - "Network error occurred, make sure you have " - "an active internet connection" - ) + pass - except Exception: + except Exception as e: + logger.error(e) return False - def get_data( + def prepare_backtest_data( self, - data_type: str = None, - date: datetime = None, - symbol: str = None, - market: str = None, - time_frame: str = None, - start_date: datetime = None, - end_date: datetime = None, - storage_path=None, - window_size=None, - pandas=False, - ): - - if market is None: - market = self.market - - if market is None: - raise OperationalException( - "Market is not set. Please set the market " - "before calling get_data." - ) - - if symbol is None: - symbol = self.symbol - - if symbol is None: - raise OperationalException( - "Symbol is not set. Please set the symbol " - "before calling get_data." - ) - - if data_type is None: - data_type = self.data_type - - if TradingDataType.OHLCV.equals(data_type): - - if time_frame is None: - time_frame = self.time_frame - - if time_frame is None: - raise OperationalException( - "Time frame is not set. Please set the time frame " - "before requesting ohlcv data." - ) - - if end_date is None and window_size is None: - raise OperationalException( - "A window size is required or a start and end date " - "to retrieve ohlcv data." - ) - - if end_date is None: - end_date = datetime.now(tz=timezone.utc) - - if start_date is None: - - if date is not None: - start_date = date - else: - start_date = self.create_start_date( - end_date=end_date, - time_frame=time_frame, - window_size=window_size - ) - - data = self.get_ohlcv( - symbol=symbol, - time_frame=time_frame, - from_timestamp=start_date, - market=market, - to_timestamp=end_date - ) - - if pandas: - data = convert_polars_to_pandas(data) - - return data - - raise OperationalException( - f"Data type {data_type} is not supported for CCXTDataProvider" - ) - - def get_ohlcv( - self, symbol, time_frame, from_timestamp, market, to_timestamp=None - ) -> pl.DataFrame: + backtest_start_date, + backtest_end_date, + ) -> None: """ - Function to retrieve ohlcv data for a symbol, time frame and market + Prepares backtest data for a given symbol and date range. Args: - symbol (str): The symbol to retrieve ohlcv data for - time_frame: The time frame to retrieve ohlcv data for - from_timestamp: The start date to retrieve ohlcv data from - market: The market to retrieve ohlcv data from - to_timestamp: The end date to retrieve ohlcv data to + backtest_start_date (datetime): The start date for the + backtest data. + backtest_end_date (datetime): The end date for the + backtest data. + + Raises: + OperationalException: If the backtest start date is before the + start date of the data source or if the backtest end date is + after the end date of the data source. Returns: - DataFrame: The ohlcv data for the symbol, time frame and market - in polars DataFrame format + None """ - - market_credential = self.get_credential(market) - exchange = self.initialize_exchange(market, market_credential) - - if from_timestamp > to_timestamp: - raise OperationalException( - "OHLCV data start date must be before end date" - ) - - if self.config is not None and "DATETIME_FORMAT" in self.config: - datetime_format = self.config["DATETIME_FORMAT"] + # 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: - datetime_format = DATETIME_FORMAT - - if not exchange.has['fetchOHLCV']: - raise OperationalException( - f"Market service {market} does not support " - f"functionality get_ohclvs" - ) - - from_time_stamp = exchange.parse8601( - from_timestamp.strftime(datetime_format) + required_start_date = backtest_start_date + + storage_directory_path = self.get_storage_directory() + + # Check if the data source is already available in the storage path + data = self._get_data_from_storage( + symbol=self.symbol, + market=self.market, + time_frame=self.time_frame, + storage_path=storage_directory_path, + start_date=required_start_date, + end_date=backtest_end_date ) - if to_timestamp is None: - to_timestamp = exchange.milliseconds() - else: - to_timestamp = exchange.parse8601( - to_timestamp.strftime(datetime_format) - ) - data = [] - - while from_time_stamp < to_timestamp: - ohlcv = exchange.fetch_ohlcv(symbol, time_frame, from_time_stamp) - - if len(ohlcv) > 0: - from_time_stamp = \ - ohlcv[-1][0] + exchange.parse_timeframe(time_frame) * 1000 - else: - from_time_stamp = to_timestamp - - for candle in ohlcv: - datetime_stamp = parser.parse(exchange.iso8601(candle[0])) - - to_timestamp_datetime = parser.parse( - exchange.iso8601(to_timestamp), - ) - - if datetime_stamp <= to_timestamp_datetime: - datetime_stamp = datetime_stamp \ - .strftime(datetime_format) - - data.append( - [datetime_stamp] + - [float(value) for value in candle[1:]] - ) - - sleep(exchange.rateLimit / 1000) - - # Predefined column names - col_names = ["Datetime", "Open", "High", "Low", "Close", "Volume"] - - # Combine the Series into a DataFrame with given column names - df = pl.DataFrame(data, schema=col_names, orient="row") - return df + if data is None: - def create_start_date(self, end_date, time_frame, window_size): - minutes = TimeFrame.from_value(time_frame).amount_of_minutes - return end_date - timedelta(minutes=window_size * minutes) - - -class CCXTOHLCVDataProvider(DataProvider): - """ - CCXT OHLCV Data Provider is a data provider that uses the - CCXT library to retrieve OHLCV data from various cryptocurrency - markets. It supports multiple markets and symbols, - """ - backtest_data_directory = None - backtest_data_end_date = None - total_minutes_time_frame = None - column_names = ["Datetime", "Open", "High", "Low", "Close", "Volume"] - - def __init__( - self, - market=None, - symbol=None, - time_frame=None, - window_size=None, - priority=1 - ): - super().__init__( - data_type=TradingDataType.OHLCV.value, - symbol=symbol, - time_frame=time_frame, - window_size=window_size, - priority=priority - ) - - self.market = market - self.data = None - self._start_date_data_source = None - self._end_date_data_source = None - self.backtest_end_index = self.window_size - self.backtest_start_index = 0 - self.window_cache = {} + # Disable pandas if it is set to True, because logic + # depends on polars DataFrame + has_pandas_flag = self.pandas + self.pandas = False - def pre_pare_backtest_data( - self, - backtest_start_date, - backtest_end_date, - symbol: str = None, - market: str = None, - time_frame: str = None, - window_size=None - ) -> None: - pass + # If the data is not available in the storage path, + # retrieve it from the CCXT data provider + data = self.get_data( + start_date=required_start_date, + end_date=backtest_end_date, + save=True, + ) - def get_backtest_data( - self, - date: datetime = None, - symbol: str = None, - market: str = None, - time_frame: str = None, - backtest_start_date: datetime = None, - backtest_end_date: datetime = None, - window_size=None, - pandas=False - ) -> None: - pass + self.pandas = has_pandas_flag - def has_data( - self, - data_type: str = None, - symbol: str = None, - market: str = None, - time_frame: str = None, - start_date: datetime = None, - end_date: datetime = None, - window_size=None, - ) -> bool: + self.data = data + self._start_date_data_source = self.data["Datetime"].min() + self._end_date_data_source = self.data["Datetime"].max() - if market is None: - market = "binance" - - # Check if ccxt has an exchange for the given market - try: - market = market.lower() - exchange_class = getattr(ccxt, market) - exchange = exchange_class() - symbols = exchange.load_markets() - symbols = list(symbols.keys()) - return symbol in symbols - - except ccxt.NetworkError: - raise NetworkError( - "Network error occurred, make sure you have " - "an active internet connection" + if self.window_size is not None: + # Create cache with sliding windows + self._precompute_sliding_windows( + data=data, + window_size=self.window_size, + time_frame=self.time_frame, + start_date=backtest_start_date, + end_date=backtest_end_date ) - except Exception: - return False - def get_data( self, - data_type: str = None, date: datetime = None, - symbol: str = None, - market: str = None, - time_frame: str = None, start_date: datetime = None, end_date: datetime = None, - storage_path=None, - window_size=None, - pandas=False, - save: bool = True + save: bool = False, ) -> Union[pl.DataFrame, pd.DataFrame]: """ Function to retrieve data from the CCXT data provider. @@ -429,127 +261,198 @@ def get_data( converts the polars DataFrame to a pandas DataFrame. Args: - data_type (str): The type of data to retrieve. - date (datetime): The date to retrieve data for. - symbol (str): The symbol to retrieve data for. - market (str): The market to retrieve data from. - time_frame (str): The time frame to retrieve data for. - start_date (datetime): The start date to retrieve data from. - end_date (datetime): The end date to retrieve data to. - storage_path (str): The path to store the data. - window_size (int): The size of the data window. - pandas (bool): Whether to return the data as a pandas DataFrame. - save (bool): Whether to save the data to the storage path. + date (datetime, optional): The date for which to retrieve the data. + start_date (datetime): The start date for the data. + end_date (datetime): The end date for the data. + save (bool): If True, the data will be saved to the storage path + if it is not already available. Defaults to False. Returns: - Union[pl.DataFrame, pd.DataFrame]: The retrieved data in - Polars DataFrame format, or converted to pandas DataFrame + DataFrame: The data for the given symbol and market. """ - if market is None: - market = self.market - if market is None: + if self.market is None: raise OperationalException( "Market is not set. Please set the market " "before calling get_data." ) - if symbol is None: - symbol = self.symbol - - if symbol is None: + if self.symbol is None: raise OperationalException( "Symbol is not set. Please set the symbol " "before calling get_data." ) - if data_type is None: - data_type = self.data_type - - if TradingDataType.OHLCV.equals(data_type): - - if time_frame is None: - time_frame = self.time_frame - - if time_frame is None: - raise OperationalException( - "Time frame is not set. Please set the time frame " - "before requesting ohlcv data." - ) + if self.time_frame is None: + raise OperationalException( + "Time frame is not set. Please set the time frame " + "before requesting ohlcv data." + ) - if end_date is None and window_size is None: + if date is not None and self.window_size is not None \ + and self.time_frame is not None: + start_date = self.create_start_date( + end_date=date, + time_frame=self.time_frame, + window_size=self.window_size + ) + end_date = date + else: + if (end_date is None and start_date is None + and self.window_size is None): raise OperationalException( - "A window size is required or a start and end date " + "A start date or end date or window size is required " "to retrieve ohlcv data." ) - if end_date is None: + if (start_date is not None and end_date is None + and self.window_size is None): end_date = datetime.now(tz=timezone.utc) - if start_date is None: - - if date is not None: - start_date = date - else: - start_date = self.create_start_date( - end_date=end_date, - time_frame=time_frame, - window_size=window_size - ) + if (end_date is not None and start_date is None + and self.window_size is None): + raise OperationalException( + "A window size is required when using an end date " + "to retrieve ohlcv data." + ) - # Check if the data already exists in the storage - if storage_path is not None: - # Here you would implement the logic to check if the data - # exists in the storage path and return it if it does. - # This is a placeholder for that logic. - data = self.retrieve_data_from_storage( - storage_path=storage_path, - symbol=symbol, - market=market, - time_frame=time_frame, + if start_date is not None and end_date is None: + end_date = self.create_end_date( start_date=start_date, - end_date=end_date + time_frame=self.time_frame, + window_size=self.window_size ) - if data is None: - data = self.get_ohlcv( - symbol=symbol, - time_frame=time_frame, - from_timestamp=start_date, - market=market, - to_timestamp=end_date - ) - else: - data = self.get_ohlcv( - symbol=symbol, - time_frame=time_frame, - from_timestamp=start_date, - market=market, - to_timestamp=end_date + if end_date is not None and start_date is None \ + and self.window_size is not None: + start_date = self.create_start_date( + end_date=end_date, + time_frame=self.time_frame, + window_size=self.window_size ) + if start_date is None and end_date is None: + end_date = datetime.now(tz=timezone.utc) + start_date = self.create_start_date( + end_date=end_date, + time_frame=self.time_frame, + window_size=self.window_size + ) + data = self._get_data_from_storage( + symbol=self.symbol, + market=self.market, + time_frame=self.time_frame, + storage_path=self.get_storage_directory(), + start_date=start_date, + end_date=end_date + ) + + if data is None: + data = self.get_ohlcv( + symbol=self.symbol, + time_frame=self.time_frame, + from_timestamp=start_date, + market=self.market, + to_timestamp=end_date + ) + if save: - # Here you would implement the logic to save the data - # to the specified storage path. - # This is a placeholder for that logic. + storage_directory = self.get_storage_directory() + + if storage_directory is None: + raise OperationalException( + "Storage directory is not set for " + "the CCXTOHLCVDataProvider. Make sure to set the " + "storage directory in the configuration or " + "in the constructor." + ) + self.save_data_to_storage( - symbol=symbol, - market=market, + symbol=self.symbol, + market=self.market, + time_frame=self.time_frame, start_date=start_date, end_date=end_date, - time_frame=time_frame, data=data, - storage_path=storage_path + storage_directory_path=storage_directory ) - if pandas: - data = convert_polars_to_pandas(data) + if self.pandas: + data = convert_polars_to_pandas(data) - return data + return data - raise OperationalException( - f"Data type {data_type} is not supported for CCXTDataProvider" - ) + def get_backtest_data( + self, + backtest_index_date: datetime, + backtest_start_date: datetime = None, + backtest_end_date: datetime = None + ) -> None: + """ + Fetches backtest data for a given datasource + + Args: + backtest_index_date (datetime): The date for which to fetch + backtest data. + backtest_start_date (datetime): The start date for the + backtest data. + backtest_end_date (datetime): The end date for the + 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: + + if backtest_start_date < self._start_date_data_source: + raise OperationalException( + f"Request data date {backtest_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: + raise OperationalException( + f"Request data date {backtest_end_date} " + f"is after the range of " + f"the available data " + f"{self._start_date_data_source} " + f"- {self._end_date_data_source}." + ) + + data = self.data.filter( + (pl.col("Datetime") >= backtest_start_date) & + (pl.col("Datetime") <= backtest_end_date) + ) + else: + try: + data = self.window_cache[backtest_index_date] + except KeyError: + + try: + # Return the key in the cache that is closest to the + # backtest_index_date but not after it. + closest_key = min( + [k for k in self.window_cache.keys() + if k >= backtest_index_date] + ) + data = self.window_cache[closest_key] + except ValueError: + raise OperationalException( + "No OHLCV data available for the " + f"date: {backtest_index_date} " + f"within the prepared backtest data " + f"for symbol {self.symbol}. " + ) + + if self.pandas: + data = convert_polars_to_pandas(data) + + return data def get_ohlcv( self, symbol, time_frame, from_timestamp, market, to_timestamp=None @@ -566,21 +469,22 @@ def get_ohlcv( Returns: DataFrame: The ohlcv data for the symbol, time frame and market - in polars DataFrame format + in polars DataFrame format """ symbol = symbol.upper() market_credential = self.get_credential(market) exchange = self.initialize_exchange(market, market_credential) + time_frame = time_frame.value if from_timestamp > to_timestamp: raise OperationalException( "OHLCV data start date must be before end date" ) - if self.config is not None and "DATETIME_FORMAT" in self.config: - datetime_format = self.config["DATETIME_FORMAT"] + if self.config is not None and DATETIME_FORMAT in self.config: + datetime_format = self.config[DATETIME_FORMAT] else: - datetime_format = DATETIME_FORMAT + datetime_format = CCXT_DATETIME_FORMAT if not exchange.has['fetchOHLCV']: raise OperationalException( @@ -588,7 +492,7 @@ def get_ohlcv( f"functionality get_ohclvs" ) - from_time_stamp = exchange.parse8601( + from_timestamp = exchange.parse8601( from_timestamp.strftime(datetime_format) ) @@ -600,67 +504,62 @@ def get_ohlcv( ) data = [] - while from_time_stamp < to_timestamp: - ohlcv = exchange.fetch_ohlcv(symbol, time_frame, from_time_stamp) + try: + while from_timestamp < to_timestamp: + ohlcv = exchange.fetch_ohlcv( + symbol, time_frame, from_timestamp + ) - if len(ohlcv) > 0: - from_time_stamp = \ - ohlcv[-1][0] + exchange.parse_timeframe(time_frame) * 1000 - else: - from_time_stamp = to_timestamp + if len(ohlcv) > 0: + from_timestamp = \ + ohlcv[-1][0] + \ + exchange.parse_timeframe(time_frame) * 1000 + else: + from_timestamp = to_timestamp - for candle in ohlcv: - datetime_stamp = parser.parse(exchange.iso8601(candle[0])) + for candle in ohlcv: + datetime_stamp = parser.parse(exchange.iso8601(candle[0])) - to_timestamp_datetime = parser.parse( - exchange.iso8601(to_timestamp), - ) + to_timestamp_datetime = parser.parse( + exchange.iso8601(to_timestamp), + ) - if datetime_stamp <= to_timestamp_datetime: - datetime_stamp = datetime_stamp \ - .strftime(datetime_format) + if datetime_stamp <= to_timestamp_datetime: + datetime_stamp = datetime_stamp \ + .strftime(datetime_format) - data.append( - [datetime_stamp] + - [float(value) for value in candle[1:]] - ) + data.append( + [datetime_stamp] + + [float(value) for value in candle[1:]] + ) - sleep(exchange.rateLimit / 1000) + sleep(exchange.rateLimit / 1000) + except ccxt.NetworkError as e: + logger.error( + f"Network error occurred while fetching OHLCV data for " + f"{symbol} on {market} with time frame {time_frame}: {e}" + ) + raise NetworkError( + "Network error occurred, make sure you have an active " + "internet connection" + ) # Predefined column names col_names = ["Datetime", "Open", "High", "Low", "Close", "Volume"] # Combine the Series into a DataFrame with given column names - df = pl.DataFrame(data, schema=col_names, orient="row") + df = pl.DataFrame(data, schema=col_names, orient="row").with_columns( + pl.col("Datetime").str.to_datetime(time_unit="ms", time_zone="UTC") + ) return df def create_start_date(self, end_date, time_frame, window_size): minutes = TimeFrame.from_value(time_frame).amount_of_minutes return end_date - timedelta(minutes=window_size * minutes) - def supports(self, market, symbol): - """ - Function to check if the data provider supports - the given market and symbol. - - Args: - market (str): The market to check - symbol (str): The symbol to check - - Returns: - bool: True if the data provider supports the market and symbol, - False otherwise - """ - try: - exchange_class = getattr(ccxt, market.lower()) - exchange = exchange_class() - symbols = exchange.load_markets() - return symbol.upper() in symbols - except Exception as e: - logger.error( - f"Error checking support for {market} and {symbol}: {e}" - ) - return False + def create_end_date(self, start_date, time_frame, window_size): + minutes = TimeFrame.from_value(time_frame).amount_of_minutes + return start_date + timedelta(minutes=window_size * minutes) @staticmethod def initialize_exchange(market, market_credential): @@ -673,7 +572,7 @@ def initialize_exchange(market, market_credential): for the exchange Returns: - + Exchange: CCXT exchange client """ market = market.lower() @@ -742,99 +641,48 @@ def check_credentials( f" named as {market.upper()}_SECRET_KEY" ) - def retrieve_data_from_storage( - self, - storage_path: str, - symbol: str = None, - market: str = None, - time_frame: str = None, - start_date: datetime = None, - end_date: datetime = None - ) -> pl.DataFrame | None: - """ - Function to retrieve data from the storage path. - - Args: - storage_path (str): The path to the storage. - symbol (str): The symbol to retrieve data for. - market (str): The market to retrieve data from. - time_frame (str): The time frame to retrieve data for. - start_date (datetime): The start date to retrieve data from. - end_date (datetime): The end date to retrieve data to. - - Returns: - pl.DataFrame: The retrieved data in Polars DataFrame format. - """ - - if not os.path.isdir(storage_path): - return None - - file_name = self._create_filename( - symbol=symbol, - market=market, - time_frame=time_frame, - start_date=start_date, - end_date=end_date - ) - - file_path = os.path.join(storage_path, file_name) - - if os.path.exists(file_path): - try: - data = pl.read_csv(file_path).with_columns( - pl.col("Datetime").str.strptime( - pl.Datetime("us", "UTC"), - # microsecond precision, with UTC tz - fmt="%+" - ) - ) - return data - except Exception as e: - logger.error( - f"Error reading data from {file_path}: {e}" - ) - return None - - return None - def save_data_to_storage( self, - symbol, - market, + symbol: str, + market: str, + time_frame: TimeFrame, start_date: datetime, end_date: datetime, - time_frame: str, data: pl.DataFrame, - storage_path: str, + storage_directory_path: str, ): """ Function to save data to the storage path. Args: + symbol (str): The symbol for which the data is saved. + market (str): The market for which the data is saved. + time_frame (TimeFrame): The time frame for which the data is saved. data (pl.DataFrame): The data to save. - storage_path (str): The path to the storage. + storage_directory_path (str): The path to the storage directory. + start_date (datetime): The start date for the data. + end_date (datetime): The end date for the data. Returns: None """ - if storage_path is None: + if storage_directory_path is None: raise OperationalException( "Storage path is not set. Please set the storage path " "before saving data." ) - if not os.path.isdir(storage_path): - os.makedirs(storage_path) + if not os.path.isdir(storage_directory_path): + os.makedirs(storage_directory_path) - symbol = symbol.upper().replace('/', '_') filename = self._create_filename( symbol=symbol, market=market, - time_frame=time_frame, + time_frame=time_frame.value, start_date=start_date, end_date=end_date ) - storage_path = os.path.join(storage_path, filename) + storage_path = os.path.join(storage_directory_path, filename) if os.path.exists(storage_path): os.remove(storage_path) @@ -845,15 +693,8 @@ def save_data_to_storage( data.write_csv(storage_path) - def __repr__(self): - return ( - f"CCXTOHLCVDataProvider(market={self.market}, " - f"symbol={self.symbol}, time_frame={self.time_frame}, " - f"window_size={self.window_size})" - ) - - @staticmethod def _create_filename( + self, symbol: str, market: str, time_frame: str, @@ -874,11 +715,279 @@ def _create_filename( Returns: str: The generated filename. """ - symbol = symbol.upper().replace('/', '_') - start_date_str = start_date.strftime('%Y%m%d%H') - end_date_str = end_date.strftime('%Y%m%d%H') + datetime_format = self.config[DATETIME_FORMAT_FILE_NAME] + symbol = symbol.upper().replace('/', '-') + start_date_str = start_date.strftime(datetime_format) + end_date_str = end_date.strftime(datetime_format) filename = ( - f"{symbol}_{market}_{time_frame}_{start_date_str}_" + f"OHLCV_{symbol}_{market.upper()}_{time_frame}_{start_date_str}_" f"{end_date_str}.csv" ) return filename + + def _get_data_from_storage( + self, + storage_path, + symbol: str, + market: str, + time_frame: TimeFrame, + start_date: datetime, + end_date: datetime, + ) -> Union[pl.DataFrame, None]: + """ + Helper function to retrieve the data from the storage path if + it exists. If the data does not exist, it returns None. + + Args: + storage_path (str): The path to the storage. + symbol (str): The symbol for which to retrieve the data. + market (str): The market for which to retrieve the data. + time_frame (TimeFrame): The time frame for which to retrieve the + start_date (datetime): The start date for the data. + end_date (datetime): The end date for the data. + + Returns: + Union[pl.DataFrame, None]: The data from the storage path as a + Polars DataFrame, or None if the data does not exist. + """ + + if storage_path is None: + return None + + # Loop through all files in the data storage path + if not os.path.isdir(storage_path): + logger.error( + f"Storage path {storage_path} does not exist or is not a " + "directory." + ) + return None + + for file_name in os.listdir(storage_path): + if file_name.startswith("OHLCV_") and file_name.endswith(".csv"): + + try: + data_source_spec = self.\ + _get_data_source_specification_from_file_name( + file_name + ) + + if data_source_spec is None: + continue + + if data_source_spec.symbol.upper() == symbol.upper() and \ + data_source_spec.market.upper() == market.upper() and \ + data_source_spec.time_frame.equals(time_frame): + # Check if the data source specification matches + # the start and end date if its specified + if data_source_spec.start_date is not None and \ + data_source_spec.end_date is not None and \ + (data_source_spec.start_date <= start_date + and data_source_spec.end_date >= end_date): + # If the data source specification matches, + # read the file + file_path = os.path.join(storage_path, file_name) + data = pl.read_csv( + file_path, + schema_overrides={"Datetime": pl.Datetime}, + low_memory=True + ).with_columns( + pl.col("Datetime").cast( + pl.Datetime( + time_unit="ms", time_zone="UTC" + ) + ) + ) + data = data.filter( + (pl.col("Datetime") >= start_date) & + (pl.col("Datetime") <= end_date) + ) + return data + except Exception as e: + logger.warning(e) + continue + + def _get_data_source_specification_from_file_name( + self, file_name: str + ) -> Union[DataSource, None]: + """ + Extracts the data source specification from the OHLCV data filename. + Given that the file name is in the format: + + "OHLCV_____.csv", + this function extracts all attributes and returns a DataSource object. + This object can then later be used to compare it to the datasource + object that is passed to the get_data method. + + Args: + file_name (str): The file name from which to extract the DataSource + + Returns: + DataSource: The extracted data source specification. + """ + + try: + parts = file_name.split('_') + + if len(parts) < 3: + return None + + data_type = parts[0].upper() + symbol = parts[1].upper().replace('-', '/') + market = parts[2].upper() + time_frame_str = parts[3] + start_date_str = parts[4] + end_date_str = parts[5].replace('.csv', '') + return DataSource( + data_type=DataType.from_string(data_type), + symbol=symbol, + market=market, + time_frame=TimeFrame.from_string(time_frame_str), + start_date=parser.parse( + start_date_str + ).replace(tzinfo=timezone.utc), + end_date=parser.parse( + end_date_str + ).replace(tzinfo=timezone.utc) + ) + except ValueError: + logger.info( + f"Could not extract data source attributes from " + f"file name: {file_name}. " + f"Expected format 'OHLCV____" + f"_.csv." + ) + return None + + def _precompute_sliding_windows( + self, + data, + window_size: int, + time_frame: TimeFrame, + start_date: datetime, + end_date: datetime + ) -> None: + """ + Precompute all sliding windows for fast retrieval in backtest mode. + + A sliding window is calculated as a subset of the data. It will + take for each timestamp in the data a window of size `window_size` + and stores it in a cache with the last timestamp of the window. + + So if the window size is 200, the first window will be + the first 200 rows of the data, the second window will be + the rows 1 to 200, the third window will be the rows + 2 to 201, and so on until the last window which will be + the last 200 rows of the data. + + Args: + data (pl.DataFrame): The data to precompute the sliding + windows for. + window_size (int): The size of the sliding window to precompute. + start_date (datetime, optional): The start date for the sliding + windows. + end_date (datetime, optional): The end date for the sliding + windows. + + Returns: + None + """ + self.window_cache = {} + timestamps = data["Datetime"].to_list() + # Only select the entries after the start date + timestamps = [ + ts for ts in timestamps if start_date <= ts <= end_date + ] + + # Create sliding windows of size for each timestamp + # in the data with the given the time frame and window size + for timestamp in timestamps: + # Use timestamp as key + self.window_cache[timestamp] = data.filter( + (data["Datetime"] <= timestamp) & + (data["Datetime"] >= timestamp - timedelta( + minutes=time_frame.amount_of_minutes * window_size + )) + ) + + # Make sure the end datetime of the backtest is included in the + # sliding windows cache + if end_date not in self.window_cache: + self.window_cache[end_date] = data[-window_size:] + + def get_storage_directory(self) -> Union[str, None]: + """ + Get the storage directory for the OHLCV data provider. + + Returns: + Union[str, None]: The storage directory path if set, + otherwise None. + """ + + if self.storage_directory is not None: + return self.storage_directory + + if self.config is not None: + resource_directory = self.config.get(RESOURCE_DIRECTORY) + data_directory_name = self.config.get(DATA_DIRECTORY) + return os.path.join(resource_directory, data_directory_name) + + return None + + def copy(self, data_source) -> "CCXTOHLCVDataProvider": + """ + Returns a copy of the CCXTOHLCVDataProvider instance based on a + given data source. The data source is previously matched + with the 'has_data' method. Then a new instance of the data + provider must be registered in the framework so that each + data source has its own instance of the data provider. + + Args: + data_source (DataSource): The data source specification that + matches a data provider. + + Returns: + DataProvider: A new instance of the data provider with the same + configuration. + """ + # Check that the data source has the required attributes set + # for usage with CCXT data providers + + if data_source.market is None or data_source.market == "": + raise OperationalException( + "DataSource has not `market` attribute specified, " + "please specify the market attribute in the " + "data source specification before using the " + "ccxt OHLCV data provider" + ) + + if data_source.time_frame is None or data_source.time_frame == "": + raise OperationalException( + "DataSource has not `time_frame` attribute specified, " + "please specify the time_frame attribute in the " + "data source specification before using the " + "ccxt OHLCV data provider" + ) + + if data_source.symbol is None or data_source.symbol == "": + raise OperationalException( + "DataSource has not `symbol` attribute specified, " + "please specify the symbol attribute in the " + "data source specification before using the " + "ccxt OHLCV data provider" + ) + + storage_path = data_source.storage_path + + if storage_path is None: + storage_path = self.get_storage_directory() + + return CCXTOHLCVDataProvider( + symbol=data_source.symbol, + time_frame=data_source.time_frame, + market=data_source.market, + window_size=data_source.window_size, + data_provider_identifier=data_source.data_provider_identifier, + storage_directory=storage_path, + config=self.config, + pandas=data_source.pandas, + ) diff --git a/investing_algorithm_framework/infrastructure/data_providers/csv.py b/investing_algorithm_framework/infrastructure/data_providers/csv.py index 698a1d60..1682d9e9 100644 --- a/investing_algorithm_framework/infrastructure/data_providers/csv.py +++ b/investing_algorithm_framework/infrastructure/data_providers/csv.py @@ -1,147 +1,232 @@ -import polars -from datetime import datetime +from datetime import datetime, timezone, timedelta + +import polars as pl + from investing_algorithm_framework.domain import DataProvider, \ - TradingDataType, OperationalException + OperationalException, DataSource, DataType, TimeFrame, \ + convert_polars_to_pandas class CSVOHLCVDataProvider(DataProvider): """ - Implementation of Data Provider for OHLCV data. + Implementation of Data Provider for OHLCV data. OHLCV data + will be loaded from a CSV file. The CSV file should contain + the following columns: Datetime, Open, High, Low, Close, Volume. + The Datetime column should be in UTC timezone and in milliseconds. + The data will be loaded into a Polars DataFrame and will be kept in memory. + + Attributes: + data_type (DataType): The type of data provided by this provider, + which is OHLCV. + data_provider_identifier (str): Identifier for the CSV OHLCV data + provider. + _start_date_data_source (datetime): The start date of the data + source, determined from the first row of the data. + _end_date_data_source (datetime): The end date of the data + source, determined from the last row of the data. + data (polars.DataFrame): The OHLCV data loaded from the CSV file. """ + data_type = DataType.OHLCV + data_provider_identifier = "csv_ohlcv_data_provider" + def __init__( self, - file_path: str, + storage_path: str, symbol: str, time_frame: str, - market: str = None, - priority: int = 0, + market: str, window_size=None, - storage_path=None, + data_provider_identifier: str = None, + pandas: bool = False, ): """ Initialize the CSV Data Provider. Args: - file_path (str): Path to the CSV file. + storage_path (str): Path to the CSV file. + symbol (str): The symbol for which the data is provided. + time_frame (str): The time frame for the data. + market (str, optional): The market for the data. Defaults to None. + window_size (int, optional): The window size for the data. + Defaults to None. """ - + if data_provider_identifier is None: + data_provider_identifier = self.data_provider_identifier super().__init__( - data_type=TradingDataType.OHLCV.value, symbol=symbol, market=market, - markets=[], - priority=priority, time_frame=time_frame, window_size=window_size, storage_path=storage_path, + data_provider_identifier=data_provider_identifier, + data_type=DataType.OHLCV.value ) - self.file_path = file_path self._start_date_data_source = None self._end_date_data_source = None - self.data = None + self._columns = ["Datetime", "Open", "High", "Low", "Close", "Volume"] + self.window_cache = {} + self._load_data(self.storage_path) + self.pandas = pandas def has_data( self, - data_type: str = None, - symbol: str = None, - market: str = None, - time_frame: str = None, + data_source: DataSource, start_date: datetime = None, - end_date: datetime = None, - window_size=None + end_date: datetime = None ) -> bool: + """ + Implementation of the has_data method to check if + the data provider has data for the given data source. + + Args: + data_source (DataSource): The data source to check. + start_date (datetime, optional): The start date for the data. + Defaults to None. + end_date (datetime, optional): The end date for the data. + Defaults to None. + + Returns: + bool: True if the data provider has data for the given data source, + False otherwise. + """ + + if start_date is None and end_date is None: + return False + + if DataType.OHLCV.equals(data_source.data_type) and \ + data_source.symbol == self.symbol and \ + data_source.time_frame.equals(self.time_frame) and \ + data_source.market == self.market: + + if end_date > self._end_date_data_source: + return False + + if data_source.window_size is not None: + minutes = TimeFrame.from_value( + data_source.time_frame + ).amount_of_minutes * data_source.window_size + required_start_date = end_date - timedelta( + minutes=minutes + ) + + if required_start_date < self._start_date_data_source: + return False + else: + required_start_date = start_date + if required_start_date < self._start_date_data_source: + return False - if symbol == self.symbol and market == self.market and \ - data_type == self.data_type and time_frame == self.time_frame: return True return False def get_data( self, - data_type: str = None, date: datetime = None, - symbol: str = None, - market: str = None, - time_frame: str = None, start_date: datetime = None, end_date: datetime = None, - storage_path=None, - window_size=None, - pandas=False + save: bool = False, ): + """ + Fetches OHLCV data for a given symbol and date range. + If no date range is provided, it returns the entire dataset. - if self.data is None: - self._load_data(self.file_path) + Args: + date (datetime, optional): A specific date to fetch data for. + Defaults to None. + start_date (datetime, optional): The start date for the data. + Defaults to None. + end_date (datetime, optional): The end date for the data. + Defaults to None. + save (bool, optional): Whether to save the data to a file. + + Returns: + polars.DataFrame: A DataFrame containing the OHLCV data for the + specified symbol and date range. + """ + windows_size = self.window_size if start_date is None and end_date is None: - return self.data - - if end_date is not None and start_date is not None: - - if end_date < start_date: - raise OperationalException( - f"End date {end_date} is before the start date " - f"{start_date}" - ) - - if start_date > self._end_date_data_source: - return polars.DataFrame() - + end_date = datetime.now(tz=timezone.utc) + time_frame = TimeFrame.from_value(self.time_frame) + start_date = end_date - timedelta( + minutes=time_frame.amount_of_minutes() * windows_size + ) + elif start_date is None and end_date is not None: + start_date = end_date - timedelta( + minutes=TimeFrame.from_value( + self.time_frame + ).amount_of_minutes * windows_size + ) df = self.data df = df.filter( - (df['Datetime'] >= start_date) - & (df['Datetime'] <= end_date) + (df['Datetime'] >= start_date) & (df['Datetime'] <= end_date) ) return df if start_date is not None: + end_date = start_date + timedelta( + minutes=TimeFrame.from_value(self.time_frame) + .amount_of_minutes * windows_size + ) if start_date < self._start_date_data_source: - return polars.DataFrame() + return pl.DataFrame() if start_date > self._end_date_data_source: - return polars.DataFrame() + return pl.DataFrame() df = self.data df = df.filter( - (df['Datetime'] >= start_date) + (df['Datetime'] >= start_date) & (df['Datetime'] <= end_date) ) - df = df.head(self.window_size) return df if end_date is not None: + start_date = end_date - timedelta( + minutes=TimeFrame.from_value( + self.time_frame + ).amount_of_minutes * windows_size + ) if end_date < self._start_date_data_source: - return polars.DataFrame() + return pl.DataFrame() if end_date > self._end_date_data_source: - return polars.DataFrame() + return pl.DataFrame() df = self.data df = df.filter( - (df['Datetime'] <= end_date) + (df['Datetime'] >= start_date) & (df['Datetime'] <= end_date) ) - df = df.tail(self.window_size) return df return self.data - def pre_pare_backtest_data( + def prepare_backtest_data( self, backtest_start_date, - backtest_end_date, - symbol: str = None, - market: str = None, - time_frame: str = None, - window_size=None + backtest_end_date ) -> None: + """ + Prepares backtest data for a given symbol and date range. - if symbol is not None: - return - - if self.data is None: - self._load_data(self.file_path) + 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 + backtest data. + + Raises: + OperationalException: If the backtest start date is before the + start date of the data source or if the backtest end date is + after the end date of the data source. + + Returns: + None + """ if backtest_start_date < self._start_date_data_source: raise OperationalException( @@ -155,80 +240,119 @@ def pre_pare_backtest_data( f"end date {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_start_date < self._start_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." + ) + + # 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, - date: datetime = None, - symbol: str = None, - market: str = None, - time_frame: str = None, + backtest_index_date: datetime, backtest_start_date: datetime = None, - backtest_end_date: datetime = None, - window_size=None, - pandas=False + backtest_end_date: datetime = None ) -> None: + """ + Fetches backtest data for a given datasource - if self.data is None: - self._load_data(self.file_path) - - if backtest_start_date is None and backtest_end_date is None: - return self.data - - if backtest_start_date is not None and backtest_end_date is not None: + Args: + backtest_index_date (datetime): The date for which to fetch + backtest data. + backtest_start_date (datetime): The start date for the + backtest data. + backtest_end_date (datetime): The end date for the + 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: - if backtest_end_date < backtest_start_date: + if backtest_start_date < self._start_date_data_source: raise OperationalException( - f"Backtest end date {backtest_end_date} is before the " - f"start date {backtest_start_date}" + f"Request data date {backtest_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_start_date > self._end_date_data_source: - return polars.DataFrame() - - df = self.data - df = df.filter( - (df['Datetime'] >= backtest_start_date) - & (df['Datetime'] <= backtest_end_date) - ) - return df - - if backtest_start_date is not None: - - if backtest_start_date < self._start_date_data_source: - return polars.DataFrame() - - if backtest_start_date > self._end_date_data_source: - return polars.DataFrame() + if backtest_end_date > self._end_date_data_source: + raise OperationalException( + f"Request data date {backtest_end_date} " + f"is after the range of " + f"the available data " + f"{self._start_date_data_source} " + f"- {self._end_date_data_source}." + ) - df = self.data - df = df.filter( - (df['Datetime'] >= backtest_start_date) + data = self.data.filter( + (pl.col("Datetime") >= backtest_start_date) & + (pl.col("Datetime") <= backtest_end_date) ) - df = df.head(self.window_size) - return df + else: + try: + data = self.window_cache[backtest_index_date] + except KeyError: + + try: + # Return the key in the cache that is closest to the + # backtest_index_date but not after it. + closest_key = min( + [k for k in self.window_cache.keys() + if k >= backtest_index_date] + ) + data = self.window_cache[closest_key] + except ValueError: + raise OperationalException( + "No data available for the " + f"date: {backtest_index_date} " + "within the prepared backtest data." + ) + + if self.pandas: + data = convert_polars_to_pandas(data) + + return data - if backtest_end_date is not None: + def _load_data(self, storage_path): + """ + Load OHLCV data from a CSV file into a Polars DataFrame. + The CSV file should contain the following columns: - if backtest_end_date < self._start_date_data_source: - return polars.DataFrame() + Datetime, Open, High, Low, Close, Volume. - if backtest_end_date > self._end_date_data_source: - return polars.DataFrame() + The Datetime column should be in UTC timezone and in milliseconds. - df = self.data - df = df.filter( - (df['Datetime'] <= backtest_end_date) - ) - df = df.tail(self.window_size) - return df - - return self.data + Args: + storage_path (str): The path to the CSV file containing OHLCV data. - def _load_data(self, storage_path): - self._columns = [ - "Datetime", "Open", "High", "Low", "Close", "Volume" - ] + Raises: + OperationalException: If the CSV file does not contain all + required OHLCV columns. - df = polars.read_csv(storage_path) + Returns: + None + """ + df = pl.read_csv(storage_path) # Check if all column names are in the csv file if not all(column in df.columns for column in self._columns): @@ -241,13 +365,13 @@ def _load_data(self, storage_path): f"Missing columns: {missing_columns}" ) - self.data = polars.read_csv( + self.data = pl.read_csv( storage_path, - schema_overrides={"Datetime": polars.Datetime}, + schema_overrides={"Datetime": pl.Datetime}, low_memory=True ).with_columns( - polars.col("Datetime").cast( - polars.Datetime(time_unit="ms", time_zone="UTC") + pl.col("Datetime").cast( + pl.Datetime(time_unit="ms", time_zone="UTC") ) ) @@ -255,3 +379,78 @@ def _load_data(self, storage_path): last_row = self.data.tail(1) self._start_date_data_source = first_row["Datetime"][0] self._end_date_data_source = last_row["Datetime"][0] + + def _precompute_sliding_windows( + self, + window_size: int, + start_date: datetime, + end_date: datetime + ) -> None: + """ + Precompute all sliding windows for fast retrieval in backtest mode. + + A sliding window is calculated as a subset of the data. It will + take for each timestamp in the data a window of size `window_size` + and stores it in a cache with the last timestamp of the window. + + So if the window size is 200, the first window will be + the first 200 rows of the data, the second window will be + the rows 1 to 200, the third window will be the rows + 2 to 201, and so on until the last window which will be + the last 200 rows of the data. + + Args: + window_size (int): The size of the sliding window to precompute. + start_date (datetime, optional): The start date for the sliding + windows. + end_date (datetime, optional): The end date for the sliding + windows. + + Returns: + None + """ + self.window_cache = {} + timestamps = self.data["Datetime"].to_list() + + # Only select the entries after the start date + timestamps = [ + ts for ts in timestamps + if start_date <= ts <= end_date + ] + + # Create sliding windows of size for each timestamp + # in the data with the given the time frame and window size + for timestamp in timestamps: + # Use timestamp as key + self.window_cache[timestamp] = self.data.filter( + (self.data["Datetime"] <= timestamp) & + (self.data["Datetime"] >= timestamp - timedelta( + minutes=self.time_frame.amount_of_minutes * window_size + )) + ) + + def copy(self, data_source: DataSource) -> "DataProvider": + """ + Create a copy of the data provider with the given data source. + + Args: + data_source (DataSource): The data source to copy. + + Returns: + DataProvider: A new instance of the data provider with the + specified data source. + """ + + storage_path = data_source.storage_path + + if storage_path is None: + storage_path = self.storage_path + + return CSVOHLCVDataProvider( + storage_path=storage_path, + symbol=data_source.symbol, + time_frame=data_source.time_frame, + market=data_source.market, + window_size=data_source.window_size, + data_provider_identifier=self.data_provider_identifier + ) diff --git a/investing_algorithm_framework/infrastructure/data_providers/pandas.py b/investing_algorithm_framework/infrastructure/data_providers/pandas.py new file mode 100644 index 00000000..e3132c79 --- /dev/null +++ b/investing_algorithm_framework/infrastructure/data_providers/pandas.py @@ -0,0 +1,440 @@ +from datetime import datetime, timezone, timedelta + +import pandas as pd +import polars as pl + +from investing_algorithm_framework.domain import DataProvider, \ + OperationalException, DataSource, DataType, TimeFrame, \ + convert_polars_to_pandas + + +class PandasOHLCVDataProvider(DataProvider): + """ + Implementation of Data Provider for OHLCV data. OHLCV data + will be loaded from a CSV file. The CSV file should contain + the following columns: Datetime, Open, High, Low, Close, Volume. + The Datetime column should be in UTC timezone and in milliseconds. + The data will be loaded into a Polars DataFrame and will be kept in memory. + + Attributes: + data_type (DataType): The type of data provided by this provider, + which is OHLCV. + data_provider_identifier (str): Identifier for the CSV OHLCV data + provider. + _start_date_data_source (datetime): The start date of the data + source, determined from the first row of the data. + _end_date_data_source (datetime): The end date of the data + source, determined from the last row of the data. + data (polars.DataFrame): The OHLCV data loaded from the CSV file. + """ + data_type = DataType.OHLCV + data_provider_identifier = "pandas_ohlcv_data_provider" + + def __init__( + self, + dataframe: pd.DataFrame, + symbol: str, + time_frame: str, + market: str, + window_size=None, + data_provider_identifier: str = None, + pandas: bool = False + ): + """ + Initialize the Pandas Data Provider. + + Args: + dataframe (pd.DataFrame): The DataFrame containing OHLCV data. + symbol (str): The symbol for which the data is provided. + time_frame (str): The time frame for the data. + market (str, optional): The market for the data. Defaults to None. + window_size (int, optional): The window size for the data. + Defaults to None. + """ + if data_provider_identifier is None: + data_provider_identifier = self.data_provider_identifier + super().__init__( + symbol=symbol, + market=market, + time_frame=time_frame, + window_size=window_size, + data_provider_identifier=data_provider_identifier + ) + self._start_date_data_source = None + self._end_date_data_source = None + self._columns = ["Datetime", "Open", "High", "Low", "Close", "Volume"] + self.window_cache = {} + self._load_data(dataframe) + self.pandas = pandas + + def has_data( + self, + data_source: DataSource, + start_date: datetime = None, + end_date: datetime = None + ) -> bool: + """ + Implementation of the has_data method to check if + the data provider has data for the given data source. + + Args: + data_source (DataSource): The data source to check. + start_date (datetime, optional): The start date for the data. + Defaults to None. + end_date (datetime, optional): The end date for the data. + Defaults to None. + + Returns: + bool: True if the data provider has data for the given data source, + False otherwise. + """ + + if start_date is None and end_date is None: + return False + + if DataType.OHLCV.equals(data_source.data_type) and \ + data_source.symbol == self.symbol and \ + data_source.time_frame.equals(self.time_frame) and \ + data_source.market == self.market: + + if end_date > self._end_date_data_source: + return False + + if data_source.window_size is not None: + required_start_date = end_date - timedelta( + minutes=TimeFrame.from_value( + data_source.time_frame + ).amount_of_minutes * data_source.window_size + ) + + if required_start_date < self._start_date_data_source: + return False + else: + required_start_date = start_date + if required_start_date < self._start_date_data_source: + return False + + return True + + return False + + def get_data( + self, + date: datetime = None, + start_date: datetime = None, + end_date: datetime = None, + save: bool = False, + ): + """ + Fetches OHLCV data for a given symbol and date range. + If no date range is provided, it returns the entire dataset. + + Args: + date (datetime, optional): A specific date to fetch data for. + Defaults to None. + start_date (datetime, optional): The start date for the data. + Defaults to None. + end_date (datetime, optional): The end date for the data. + Defaults to None. + save (bool, optional): Whether to save the data to a file. + + Returns: + polars.DataFrame: A DataFrame containing the OHLCV data for the + specified symbol and date range. + """ + windows_size = self.window_size + + if start_date is None and end_date is None: + end_date = datetime.now(tz=timezone.utc) + time_frame = TimeFrame.from_value(self.time_frame) + start_date = end_date - timedelta( + minutes=time_frame.amount_of_minutes() * windows_size + ) + elif start_date is None and end_date is not None: + start_date = end_date - timedelta( + minutes=TimeFrame.from_value( + self.time_frame + ).amount_of_minutes * windows_size + ) + df = self.data + df = df.filter( + (df['Datetime'] >= start_date) & (df['Datetime'] <= end_date) + ) + return df + + if start_date is not None: + end_date = start_date + timedelta( + minutes=TimeFrame.from_value(self.time_frame) + .amount_of_minutes * windows_size + ) + + if start_date < self._start_date_data_source: + return pl.DataFrame() + + if start_date > self._end_date_data_source: + return pl.DataFrame() + + df = self.data + df = df.filter( + (df['Datetime'] >= start_date) & (df['Datetime'] <= end_date) + ) + return df + + if end_date is not None: + start_date = end_date - timedelta( + minutes=TimeFrame.from_value( + self.time_frame + ).amount_of_minutes * windows_size + ) + + if end_date < self._start_date_data_source: + return pl.DataFrame() + + if end_date > self._end_date_data_source: + return pl.DataFrame() + + df = self.data + df = df.filter( + (df['Datetime'] >= start_date) & (df['Datetime'] <= end_date) + ) + return df + + return self.data + + def prepare_backtest_data( + self, + backtest_start_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 + backtest data. + + Raises: + OperationalException: If the backtest start date is before the + start date of the data source or if the backtest end date is + after the end date of the data source. + + Returns: + None + """ + + if backtest_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}" + ) + + if backtest_end_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}" + ) + + # 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_start_date < self._start_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." + ) + + # 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, + backtest_index_date: datetime = None, + backtest_start_date: datetime = None, + backtest_end_date: datetime = None, + ) -> None: + """ + Fetches backtest data for a given datasource + + Args: + backtest_index_date (datetime): The date for which to fetch + backtest data. + backtest_start_date (datetime): The start date for the + backtest data. + backtest_end_date (datetime): The end date for the + 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: + + if backtest_start_date < self._start_date_data_source: + raise OperationalException( + f"Request data date {backtest_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: + raise OperationalException( + f"Request data date {backtest_end_date} " + f"is after the range of " + f"the available data " + f"{self._start_date_data_source} " + f"- {self._end_date_data_source}." + ) + + data = self.data.filter( + (pl.col("Datetime") >= backtest_start_date) & + (pl.col("Datetime") <= backtest_end_date) + ) + else: + try: + data = self.window_cache[backtest_index_date] + except KeyError: + + try: + # Return the key in the cache that is closest to the + # backtest_index_date but not after it. + closest_key = min( + [k for k in self.window_cache.keys() + if k >= backtest_index_date] + ) + data = self.window_cache[closest_key] + except ValueError: + raise OperationalException( + "No data available for the " + f"date: {backtest_index_date} " + "within the prepared backtest data." + ) + + if self.pandas: + data = convert_polars_to_pandas(data) + + return data + + def _load_data(self, dataframe: pd.DataFrame) -> None: + """ + Load the pandas DataFrame containing OHLCV data into the provider. + It will convert the DataFrame to a Polars DataFrame and + ensure that the Datetime column is in UTC timezone and in milliseconds. + + Args: + dataframe (pd.DataFrame): The DataFrame containing OHLCV data. + Raises: + OperationalException: If the CSV file does not contain all + required OHLCV columns. + + Returns: + None + """ + self.data = pl.from_pandas(dataframe) + + # 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] + raise OperationalException( + f"Pandas dataframe does not contain " + f"all required ohlcv columns. " + f"Missing columns: {missing_columns}" + ) + + self.data = self.data.with_columns( + pl.col("Datetime").cast( + pl.Datetime(time_unit="ms", time_zone="UTC") + ) + ) + + first_row = self.data.head(1) + last_row = self.data.tail(1) + self._start_date_data_source = first_row["Datetime"][0] + self._end_date_data_source = last_row["Datetime"][0] + + def _precompute_sliding_windows( + self, + window_size: int, + start_date: datetime, + end_date: datetime + ) -> None: + """ + Precompute all sliding windows for fast retrieval in backtest mode. + + A sliding window is calculated as a subset of the data. It will + take for each timestamp in the data a window of size `window_size` + and stores it in a cache with the last timestamp of the window. + + So if the window size is 200, the first window will be + the first 200 rows of the data, the second window will be + the rows 1 to 200, the third window will be the rows + 2 to 201, and so on until the last window which will be + the last 200 rows of the data. + + Args: + window_size (int): The size of the sliding window to precompute. + start_date (datetime, optional): The start date for the sliding + windows. + end_date (datetime, optional): The end date for the sliding + windows. + + Returns: + None + """ + self.window_cache = {} + timestamps = self.data["Datetime"].to_list() + + # Only select the entries after the start date + timestamps = [ + ts for ts in timestamps + if start_date <= ts <= end_date + ] + + # Create sliding windows of size for each timestamp + # in the data with the given the time frame and window size + for timestamp in timestamps: + # Use timestamp as key + self.window_cache[timestamp] = self.data.filter( + (self.data["Datetime"] <= timestamp) & + (self.data["Datetime"] >= timestamp - timedelta( + minutes=self.time_frame.amount_of_minutes * window_size + )) + ) + + def copy(self, data_source: DataSource) -> "DataProvider": + """ + Create a copy of the data provider with the given data source. + + Args: + data_source (DataSource): The data source to copy. + + Returns: + DataProvider: A new instance of the data provider with the + specified data source. + """ + return PandasOHLCVDataProvider( + dataframe=self.data.to_pandas().copy(), + symbol=data_source.symbol, + time_frame=data_source.time_frame, + market=data_source.market, + window_size=data_source.window_size, + data_provider_identifier=self.data_provider_identifier + ) diff --git a/investing_algorithm_framework/infrastructure/database/__init__.py b/investing_algorithm_framework/infrastructure/database/__init__.py index afd0161f..8ed10df8 100644 --- a/investing_algorithm_framework/infrastructure/database/__init__.py +++ b/investing_algorithm_framework/infrastructure/database/__init__.py @@ -1,6 +1,10 @@ from .sql_alchemy import Session, setup_sqlalchemy, SQLBaseModel, \ - create_all_tables + create_all_tables, clear_db __all__ = [ - "Session", "setup_sqlalchemy", "SQLBaseModel", "create_all_tables" + "Session", + "setup_sqlalchemy", + "SQLBaseModel", + "create_all_tables", + "clear_db" ] diff --git a/investing_algorithm_framework/infrastructure/database/sql_alchemy.py b/investing_algorithm_framework/infrastructure/database/sql_alchemy.py index a92f0241..fd5a2bd3 100644 --- a/investing_algorithm_framework/infrastructure/database/sql_alchemy.py +++ b/investing_algorithm_framework/infrastructure/database/sql_alchemy.py @@ -1,6 +1,7 @@ import logging from sqlalchemy import create_engine, StaticPool +from sqlalchemy import inspect from sqlalchemy.orm import DeclarativeBase, sessionmaker from investing_algorithm_framework.domain import SQLALCHEMY_DATABASE_URI, \ @@ -38,6 +39,7 @@ def setup_sqlalchemy(app, throw_exception_if_not_set=True): return app + class SQLBaseModel(DeclarativeBase): pass @@ -50,6 +52,33 @@ def create_all_tables(): from sqlalchemy.orm import mapper from datetime import timezone +def clear_db(db_uri): + """ + Clear the database by dropping all tables. + This is useful for testing purposes. + + Args: + db_uri (str): The database URI to connect to. + + Returns: + None + """ + # Drop all tables before deleting file + try: + engine = create_engine(db_uri) + inspector = inspect(engine) + if inspector.get_table_names(): + logger.info("Dropping all tables in backtest database") + SQLBaseModel.metadata.drop_all(bind=engine) + except Exception as e: + logger.error(f"Error dropping tables: {e}") + + # # Clear mappers (if using classical mappings) + # try: + # clear_mappers() + # except Exception: + # pass # ignore if not needed + @event.listens_for(mapper, "load") def attach_utc_timezone_on_load(target, context): @@ -79,3 +108,13 @@ def attach_utc_timezone_on_load(target, context): dt = getattr(target, "updated_at") if dt and dt.tzinfo is None: target.updated_at = dt.replace(tzinfo=timezone.utc) + + if hasattr(target, "closed_at"): + dt = getattr(target, "closed_at") + if dt and dt.tzinfo is None: + target.closed_at = dt.replace(tzinfo=timezone.utc) + + if hasattr(target, "opened_at"): + dt = getattr(target, "opened_at") + if dt and dt.tzinfo is None: + target.opened_at = dt.replace(tzinfo=timezone.utc) diff --git a/investing_algorithm_framework/infrastructure/models/__init__.py b/investing_algorithm_framework/infrastructure/models/__init__.py index 593d322f..61d7af0e 100644 --- a/investing_algorithm_framework/infrastructure/models/__init__.py +++ b/investing_algorithm_framework/infrastructure/models/__init__.py @@ -1,8 +1,3 @@ -from .market_data_sources import CCXTOrderBookMarketDataSource, \ - CCXTTickerMarketDataSource, CCXTOHLCVMarketDataSource, \ - CCXTOHLCVBacktestMarketDataSource, CSVOHLCVMarketDataSource, \ - CSVTickerMarketDataSource, PandasOHLCVBacktestMarketDataSource, \ - PandasOHLCVMarketDataSource from .order import SQLOrder, SQLOrderMetadata from .portfolio import SQLPortfolio, SQLPortfolioSnapshot from .position import SQLPosition, SQLPositionSnapshot @@ -14,16 +9,8 @@ "SQLPortfolio", "SQLPositionSnapshot", "SQLPortfolioSnapshot", - "CCXTOHLCVBacktestMarketDataSource", - "CCXTOrderBookMarketDataSource", - "CCXTTickerMarketDataSource", - "CCXTOHLCVMarketDataSource", - "CSVTickerMarketDataSource", - "CSVOHLCVMarketDataSource", "SQLTrade", "SQLTradeStopLoss", "SQLTradeTakeProfit", "SQLOrderMetadata", - "PandasOHLCVBacktestMarketDataSource", - "PandasOHLCVMarketDataSource" ] diff --git a/investing_algorithm_framework/infrastructure/models/market_data_sources/__init__.py b/investing_algorithm_framework/infrastructure/models/market_data_sources/__init__.py deleted file mode 100644 index 0c9ddc5d..00000000 --- a/investing_algorithm_framework/infrastructure/models/market_data_sources/__init__.py +++ /dev/null @@ -1,16 +0,0 @@ -from .ccxt import CCXTOrderBookMarketDataSource, CCXTTickerMarketDataSource, \ - CCXTOHLCVMarketDataSource, CCXTOHLCVBacktestMarketDataSource -from .csv import CSVOHLCVMarketDataSource, CSVTickerMarketDataSource -from .pandas import PandasOHLCVBacktestMarketDataSource, \ - PandasOHLCVMarketDataSource - -__all__ = [ - 'CCXTOrderBookMarketDataSource', - 'CCXTTickerMarketDataSource', - 'CCXTOHLCVMarketDataSource', - "CCXTOHLCVBacktestMarketDataSource", - "CSVOHLCVMarketDataSource", - "CSVTickerMarketDataSource", - "PandasOHLCVBacktestMarketDataSource", - "PandasOHLCVMarketDataSource" -] diff --git a/investing_algorithm_framework/infrastructure/models/market_data_sources/ccxt.py b/investing_algorithm_framework/infrastructure/models/market_data_sources/ccxt.py deleted file mode 100644 index 6cfcd484..00000000 --- a/investing_algorithm_framework/infrastructure/models/market_data_sources/ccxt.py +++ /dev/null @@ -1,746 +0,0 @@ -import logging -import os -from datetime import timedelta, datetime, timezone - -import polars as pl -from dateutil import parser - -from investing_algorithm_framework.domain import RESOURCE_DIRECTORY, \ - BACKTEST_DATA_DIRECTORY_NAME, DATETIME_FORMAT_BACKTESTING, \ - OperationalException, DATETIME_FORMAT, OHLCVMarketDataSource, \ - BacktestMarketDataSource, OrderBookMarketDataSource, \ - TickerMarketDataSource, TimeFrame, sync_timezones -from investing_algorithm_framework.infrastructure.services import \ - CCXTMarketService - -logger = logging.getLogger("investing_algorithm_framework") - - -class CCXTOHLCVBacktestMarketDataSource( - OHLCVMarketDataSource, BacktestMarketDataSource -): - """ - CCXTOHLCVBacktestMarketDataSource implementation using ccxt to download - all data sources. - - This class will determine the start and end date of the data range by - taking the backtest start date (e.g. 01-01-2024) and the backtest - end date (e.g. 31-12-2024) in combination with the difference between - start and end date. The reason for this is that the data source needs - to have data on the first run (e.g. an algorithm starting on - 01-01-2024 that requires 2h data for the last 17 days will - need to have pulled data from 15-12-2023) - - To achieve this, a backtest_data_start_date attribute is used. This - attribute is indexed on this calculated date. - """ - backtest_data_directory = None - backtest_data_end_date = None - total_minutes_time_frame = None - column_names = ["Datetime", "Open", "High", "Low", "Close", "Volume"] - - def __init__( - self, - identifier, - market, - symbol, - time_frame, - window_size=None, - ): - super().__init__( - identifier=identifier, - market=market, - symbol=symbol, - time_frame=time_frame, - window_size=window_size, - ) - self.data = None - self._start_date_data_source = None - self._end_date_data_source = None - self.backtest_end_index = self.window_size - self.backtest_start_index = 0 - self.window_cache = {} - self.file_path = None - - def prepare_data( - self, - config, - backtest_start_date, - backtest_end_date, - ): - """ - Prepare data implementation of ccxt based ohlcv backtest market - data source - - This implementation will check if the data source already exists before - pulling all the data. This optimization will prevent downloading - of unnecessary resources. - - When downloading the data it will use the ccxt library. - - Args: - config (dict): the configuration of the data source - backtest_start_date (datetime): the start date of the backtest - backtest_end_date (datetime): the end date of the backtest - - Returns: - None - """ - - if config is None: - config = self.config - - # Calculating the backtest data start date - backtest_data_start_date = \ - backtest_start_date - timedelta( - minutes=( - (self.window_size + 1) * - TimeFrame.from_value(self.time_frame).amount_of_minutes - ) - ) - - self.backtest_data_start_date = backtest_data_start_date\ - .replace(microsecond=0) - self.backtest_data_end_date = backtest_end_date.replace(microsecond=0) - - # Creating the backtest data directory and file - self.backtest_data_directory = os.path.join( - config[RESOURCE_DIRECTORY], config[BACKTEST_DATA_DIRECTORY_NAME] - ) - - if not os.path.isdir(self.backtest_data_directory): - os.mkdir(self.backtest_data_directory) - - self.file_path = self._create_file_path() - - if not self._data_source_exists(self.file_path): - if not os.path.isfile(self.file_path): - try: - with open(self.file_path, 'w') as _: - pass - except Exception as e: - logger.error(e) - raise OperationalException( - f"Could not create backtest data file {self.file_path}" - ) - - # Get the OHLCV data from the ccxt market service - market_service = CCXTMarketService( - market_credential_service=self.market_credential_service, - ) - market_service.config = config - ohlcv = market_service.get_ohlcv( - symbol=self.symbol, - time_frame=self.time_frame, - from_timestamp=backtest_data_start_date, - to_timestamp=backtest_end_date, - market=self.market - ) - - if len(ohlcv) == 0: - raise OperationalException( - f"No data found for {self.symbol} " + - f"for date range: {backtest_data_start_date} " + - f"to {backtest_end_date}. Please make sure that " + - "the market has data for this date range." - ) - self.write_data_to_file_path(self.file_path, ohlcv) - - self.load_data() - self._precompute_sliding_windows() # Precompute sliding windows! - - def _precompute_sliding_windows(self): - """ - Precompute all sliding windows for fast retrieval. - - A sliding window is calculated as a subset of the data. It will - take for each timestamp in the data a window of size `window_size` - and stores it in a cache with the last timestamp of the window. - """ - self.window_cache = {} - timestamps = self.data["Datetime"].to_list() - - for i in range(len(timestamps) - self.window_size + 1): - # Use last timestamp as key - end_time = timestamps[i + self.window_size - 1] - - # Convert end_time datetime object to UTC - if isinstance(end_time, str): - end_time = parser.parse(end_time) - elif isinstance(end_time, datetime): - end_time = end_time - - # end_time = end_time.replace(tzinfo=timezone.utc) - self.window_cache[end_time] = self.data.slice(i, self.window_size) - - def load_data(self): - self.file_path = self._create_file_path() - self.data = pl.read_csv( - self.file_path, - schema_overrides={"Datetime": pl.Datetime}, - low_memory=True - ).with_columns( - pl.col("Datetime").dt.convert_time_zone("UTC") - ) - first_row = self.data.head(1) - last_row = self.data.tail(1) - - self._start_date_data_source = first_row["Datetime"][0] - self._end_date_data_source = last_row["Datetime"][0] - - def _create_file_path(self): - """ - Function to create a filename in the following format: - OHLCV_{symbol}_{market}_{time_frame}_{start_date}_{end_date}.csv - """ - symbol_string = self.symbol.replace("/", "-") - time_frame_string = self.time_frame.replace("_", "") - backtest_data_start_date = \ - self.backtest_data_start_date.strftime(DATETIME_FORMAT_BACKTESTING) - backtest_data_end_date = \ - self.backtest_data_end_date.strftime(DATETIME_FORMAT_BACKTESTING) - return os.path.join( - self.backtest_data_directory, - os.path.join( - f"OHLCV_" - f"{symbol_string}_" - f"{self.market}_" - f"{time_frame_string}_" - f"{backtest_data_start_date}_" - f"{backtest_data_end_date}.csv" - ) - ) - - def get_data( - self, - date, - config=None, - ): - """ - Get data implementation of ccxt based ohlcv backtest market data - source. This implementation will use polars to load and filter the - data. - """ - - data = self.window_cache.get(date) - if data is not None: - return data - - # Find closest previous timestamp - sorted_timestamps = sorted(self.window_cache.keys()) - - closest_date = None - for ts in reversed(sorted_timestamps): - date = sync_timezones(ts, date) - - if ts <= date: - closest_date = ts - break - - return self.window_cache.get(closest_date) if closest_date else None - - def to_backtest_market_data_source(self) -> BacktestMarketDataSource: - # Ignore this method for now - pass - - def empty(self): - return False - - @property - def file_name(self): - return self._create_file_path().split("/")[-1] - - def write_data_to_file_path(self, data_file, data: pl.DataFrame): - data.write_csv(data_file) - - -class CCXTTickerBacktestMarketDataSource( - TickerMarketDataSource, BacktestMarketDataSource -): - """ - CCXTTickerBacktestMarketDataSource implementation using ccxt to download - all data sources. - - This class will determine the start and end date of the data range by - taking the start date of the backtest minus 1 day and the end date of the - backtest. The reason for this is that the data source needs - to have data on the first run (e.g. an algorithm starting on - 01-01-2024 that requires ticker data will need to have pulled data from - 01-01-2024 - amount of minutes of the provided time_frame) - - To achieve this, a backtest_data_start_date attribute is used. This - attribute is indexed on this calculated date. - """ - backtest_data_directory = None - backtest_data_start_date = None - backtest_data_end_date = None - time_frame = None - column_names = ["Datetime", "Open", "High", "Low", "Close", "Volume"] - - def __init__( - self, - identifier, - market, - symbol=None, - time_frame=None, - ): - super().__init__( - identifier=identifier, - market=market, - symbol=symbol, - ) - - if time_frame is not None: - self.time_frame = TimeFrame.from_value(time_frame).value - - if self.time_frame is None: - raise OperationalException( - "time_frame should be set for " - "CCXTTickerBacktestMarketDataSource" - ) - - def prepare_data( - self, - config, - backtest_start_date, - backtest_end_date, - ): - """ - Prepare data implementation of ccxt based ticker backtest market - data source - - This implementation will check if the data source already exists before - pulling all the data. This optimization will prevent downloading - of unnecessary resources. - - When downloading the data it will use the ccxt library. - """ - - if config is None: - config = self.config - - total_minutes = TimeFrame.from_string(self.time_frame)\ - .amount_of_minutes - self.backtest_data_start_date = \ - backtest_start_date - timedelta(minutes=total_minutes) - self.backtest_data_end_date = backtest_end_date - - # Creating the backtest data directory and file - self.backtest_data_directory = os.path.join( - config[RESOURCE_DIRECTORY], config[BACKTEST_DATA_DIRECTORY_NAME] - ) - - if not os.path.isdir(self.backtest_data_directory): - os.mkdir(self.backtest_data_directory) - - file_path = self._create_file_path() - - if not os.path.isfile(file_path): - try: - with open(file_path, 'w') as _: - pass - except Exception as e: - logger.error(e) - raise OperationalException( - f"Could not create backtest data file {file_path}" - ) - - # Check if the data source already exists, if not download the data - if not self._data_source_exists(file_path): - if not os.path.isfile(file_path): - try: - with open(file_path, 'w') as _: - pass - except Exception as e: - logger.error(e) - raise OperationalException( - f"Could not create backtest data file {file_path}" - ) - - # Get the OHLCV data from the ccxt market service - market_service = CCXTMarketService( - market_credential_service=self.market_credential_service - ) - market_service.config = config - ohlcv = market_service.get_ohlcv( - symbol=self.symbol, - time_frame=self.time_frame, - from_timestamp=self.backtest_data_start_date, - to_timestamp=backtest_end_date, - market=self.market - ) - self.write_data_to_file_path(file_path, ohlcv) - - def _create_file_path(self): - - if self.symbol is None or self.market is None: - return None - - symbol_string = self.symbol.replace("/", "-") - market_string = self.market.replace("/", "-") - backtest_data_start_date = \ - self.backtest_data_start_date.strftime(DATETIME_FORMAT_BACKTESTING) - backtest_data_end_date = \ - self.backtest_data_end_date.strftime(DATETIME_FORMAT_BACKTESTING) - return os.path.join( - self.backtest_data_directory, - os.path.join( - f"TICKER_" - f"{symbol_string}_" - f"{market_string}_" - f"{backtest_data_start_date}_" - f"{backtest_data_end_date}.csv" - ) - ) - - def to_backtest_market_data_source(self) -> BacktestMarketDataSource: - # Ignore this method for now - pass - - def empty(self): - return False - - def get_data( - self, - date, - config, - ): - """ - Get data implementation of ccxt based ticker backtest market data - source - """ - file_path = self._create_file_path() - - # Filter the data based on the backtest index date and the end date - df = pl.read_csv(file_path) - filtered_df = df.filter( - (df['Datetime'] >= date.strftime(DATETIME_FORMAT)) - ) - - # If nothing is found, get all dates before the index date - if len(filtered_df) == 0: - filtered_df = df.filter( - (df['Datetime'] <= date.strftime( - DATETIME_FORMAT)) - ) - first_row = filtered_df.tail(1)[0] - else: - first_row = filtered_df.head(1)[0] - - first_row_datetime = parser.parse(first_row["Datetime"][0]) - - return { - "symbol": self.symbol, - "bid": float(first_row["Close"][0]), - "ask": float(first_row["Close"][0]), - "datetime": first_row_datetime, - } - - def write_data_to_file_path(self, data_file, data: pl.DataFrame): - data.write_csv(data_file) - - -class CCXTOHLCVMarketDataSource(OHLCVMarketDataSource): - """ - CCXTOHLCVMarketDataSource implementation of OHLCVMarketDataSource using - ccxt to download all ohlcv data sources. - """ - - def get_data( - self, - start_date: datetime = None, - end_date: datetime = None, - config=None, - ): - """ - Implementation of get_data for CCXTOHLCVMarketDataSource. - This implementation uses the CCXTMarketService to get the OHLCV data. - - Args: - start_date: datetime (optional) - the start date of the data. The - first candle stick should close to this date. - end_date: datetime (optional) - the end date of the data. The last - candle stick should close to this date. - storage_path: string (optional) - the storage path specifies the - directory where the data is written to or read from. - If set the data provider will write all its downloaded data - to this location. Also, it will check if the - data already exists at the storage location. If this is the - case it will return this. - - Returns - polars.DataFrame with the OHLCV data - """ - market_service = CCXTMarketService( - market_credential_service=self.market_credential_service, - ) - - # Add config if present - if self.config is not None: - market_service.config = self.config - - # Calculate the start and end dates - if start_date is None or end_date is None: - - if start_date is None: - - if end_date is None: - end_date = datetime.now(tz=timezone.utc) - - if self.window_size is None: - raise OperationalException( - "Window_size should be defined before the " + - "get_data method can be called. Make sure to set " + - "the window_size attribute on your " + - "CCXTOHLCVMarketDataSource or provide a start_date " + - "and end_date to the get_data method." - ) - - start_date = self.create_start_date( - end_date=end_date, - time_frame=self.time_frame, - window_size=self.window_size - ) - else: - end_date = self.create_end_date( - start_date=start_date, - time_frame=self.time_frame, - window_size=self.window_size - ) - - storage_path = self.get_storage_path() - - logger.info( - f"Getting OHLCV data for {self.symbol} " + - f"from {start_date} to {end_date}" - ) - data = None - - if storage_path is not None: - # Check if data is already in storage - data = self._get_data_from_storage( - storage_path=storage_path, - symbol=self.symbol, - time_frame=self.time_frame, - from_timestamp=start_date, - to_timestamp=end_date, - market=self.market, - ) - - if data is None: - # Get the OHLCV data from the ccxt market service - data = market_service.get_ohlcv( - symbol=self.symbol, - time_frame=self.time_frame, - from_timestamp=start_date, - to_timestamp=end_date, - market=self.market - ) - - # if storage path is set, write the data to the storage path - if storage_path is not None: - self.write_data_to_storage( - data=data, - storage_path=storage_path, - symbol=self.symbol, - time_frame=self.time_frame, - from_timestamp=start_date, - to_timestamp=end_date, - market=self.market, - data_type="OHLCV" - ) - - return data - - def to_backtest_market_data_source(self) -> BacktestMarketDataSource: - - if self.window_size is None: - raise OperationalException( - "Window_size should be defined before the " + - "CCXTOHLCVMarketDataSource can be converted to " + - "a backtest market data source. Make sure to set " + - "the window_size attribute on your CCXTOHLCVMarketDataSource" - ) - - return CCXTOHLCVBacktestMarketDataSource( - identifier=self.identifier, - market=self.market, - symbol=self.symbol, - time_frame=self.time_frame, - window_size=self.window_size - ) - - def _get_data_from_storage( - self, - storage_path, - symbol, - time_frame, - from_timestamp, - to_timestamp, - market - ): - """ - Function to get data from the storage path: - - Parameters: - storage_path: string - the storage path where the - data should be in. - - Return: - Polars dataframe. - """ - - if not os.path.isdir(storage_path): - return None - - if not os.path.isdir(storage_path): - return None - - for filename in os.listdir(storage_path): - path = os.path.join(storage_path, filename) - - if os.path.isfile(path) or path.split('.')[-1] != ".csv": - continue - - file_name_symbol = self.get_file_name_symbol(path) - file_name_market = self.get_file_name_market(path) - file_name_time_frame = self.get_file_name_time_frame(path) - file_name_start_date = self.get_file_name_start_date(path) - file_name_end_date = self.get_file_name_end_date(path) - - if file_name_symbol == symbol \ - and file_name_market == market \ - and file_name_time_frame == time_frame \ - and file_name_start_date >= from_timestamp \ - and file_name_end_date <= to_timestamp: - return pl.read_csv(path) - - return None - - def write_data_to_storage( - self, - data: pl.DataFrame, - storage_path, - symbol, - time_frame, - from_timestamp, - to_timestamp, - market, - data_type="OHLCV" - ): - """ - Function to write data to the storage path: - - Parameters: - data: polars.DataFrame - the data that should be written to the - storage path. - storage_path: string - the storage path where the data should - be written to. - symbol: string - the symbol of the data. - time_frame: string - the time_frame of the data. - from_timestamp: datetime - the start date of the data. - to_timestamp: datetime - the end date of the data. - market: string - the market of the data. - - Return: - None - """ - - if not os.path.isdir(storage_path): - os.mkdir(storage_path) - - self.file_path = self.create_storage_file_path( - storage_path=storage_path, - symbol=symbol, - time_frame=time_frame, - start_datetime=from_timestamp, - end_datetime=to_timestamp, - market=market, - data_type=data_type - ) - - if os.path.isfile(self.file_path): - return - - else: - try: - with open(self.file_path, 'w') as _: - pass - except Exception as e: - logger.error(e) - raise OperationalException( - f"Could not create data file {self.file_path}" - ) - - data.write_csv(self.file_path) - - -class CCXTOrderBookMarketDataSource(OrderBookMarketDataSource): - - def get_data( - self, - start_date: datetime = None, - end_date: datetime = None, - config=None, - ): - market_service = CCXTMarketService( - market_credential_service=self.market_credential_service - ) - market_service.config = self.config - return market_service.get_order_book( - symbol=self.symbol, market=self.market - ) - - def to_backtest_market_data_source(self) -> BacktestMarketDataSource: - pass - - -class CCXTTickerMarketDataSource(TickerMarketDataSource): - - def __init__( - self, - market, - identifier=None, - symbol=None, - backtest_time_frame=None, - ): - super().__init__( - identifier=identifier, - market=market, - symbol=symbol, - ) - self._backtest_time_frame = backtest_time_frame - - def get_data( - self, - start_date: datetime = None, - end_date: datetime = None, - config=None, - ): - market_service = CCXTMarketService( - market_credential_service=self.market_credential_service - ) - market_service.config = self.config - market = self.market - - market_service.market = market - symbol = self.symbol - return market_service.get_ticker(symbol=symbol, market=market) - - def to_backtest_market_data_source(self) -> BacktestMarketDataSource: - - if self._backtest_time_frame is None: - raise OperationalException( - "Backtest time frame should be defined before the " + - "CCXTTickerMarketDataSource can be converted to " + - "a backtest market data source. Make sure to set " + - "the backtest_time_frame attribute on your " + - "CCXTTickerMarketDataSource" - ) - - return CCXTTickerBacktestMarketDataSource( - identifier=self.identifier, - market=self.market, - symbol=self.symbol, - time_frame=self._backtest_time_frame, - ) diff --git a/investing_algorithm_framework/infrastructure/models/market_data_sources/csv.py b/investing_algorithm_framework/infrastructure/models/market_data_sources/csv.py deleted file mode 100644 index c2ef1991..00000000 --- a/investing_algorithm_framework/infrastructure/models/market_data_sources/csv.py +++ /dev/null @@ -1,271 +0,0 @@ -import logging -from datetime import datetime - -import polars -from dateutil.parser import parse - -from investing_algorithm_framework.domain import OHLCVMarketDataSource, \ - BacktestMarketDataSource, OperationalException, TickerMarketDataSource, \ - DATETIME_FORMAT - -logger = logging.getLogger(__name__) - - -class CSVOHLCVMarketDataSource(OHLCVMarketDataSource): - """ - Implementation of a OHLCV data source that reads OHLCV data - from a csv file. Market data source that reads OHLCV data from a csv file. - """ - - def empty(self, end_date): - data = self.get_data(end_date=end_date, config={}) - return len(data) == 0 - - def __init__( - self, - csv_file_path, - time_frame, - market, - symbol, - identifier=None, - window_size=None, - ): - super().__init__( - identifier=identifier, - market=market, - symbol=symbol, - time_frame=time_frame, - window_size=window_size, - ) - self._csv_file_path = csv_file_path - self._columns = [ - "Datetime", "Open", "High", "Low", "Close", "Volume" - ] - - df = polars.read_csv(self._csv_file_path) - - # Check if all column names are in the csv file - if not all(column in df.columns for column in self._columns): - # Identify missing columns - missing_columns = [column for column in self._columns if - column not in df.columns] - raise OperationalException( - f"Csv file {self._csv_file_path} does not contain " - f"all required ohlcv columns. " - f"Missing columns: {missing_columns}" - ) - - self.data = self._load_data(self.csv_file_path) - first_row = self.data.head(1) - last_row = self.data.tail(1) - self._start_date_data_source = first_row["Datetime"][0] - self._end_date_data_source = last_row["Datetime"][0] - - @property - def csv_file_path(self): - return self._csv_file_path - - def _load_data(self, file_path): - return polars.read_csv( - file_path, - schema_overrides={"Datetime": polars.Datetime}, - low_memory=True - ).with_columns( - polars.col("Datetime").cast( - polars.Datetime(time_unit="ms", time_zone="UTC") - ) - ) - - def get_data( - self, - start_date: datetime = None, - end_date: datetime = None, - config=None, - ): - """ - Get the data from the csv file. The data can be filtered by - the start_date and end_date in the kwargs. backtest_index_date - can also be provided to filter the data, where this will be used - as start_date. - - Args: - **kwargs: Keyword arguments that can contain the following: - start_date (datetime): The start date to filter the data. - end_date (datetime): The end date to filter the data. - backtest_index_date (datetime): The backtest index date to - filter the data. This will be used as start_date. - - Returns: - df (polars.DataFrame): The data from the csv file. - """ - - if start_date is None and end_date is None: - return self.data - - if end_date is not None and start_date is not None: - - if end_date < start_date: - raise OperationalException( - f"End date {end_date} is before the start date " - f"{start_date}" - ) - - if start_date > self._end_date_data_source: - return polars.DataFrame() - - df = self.data - df = df.filter( - (df['Datetime'] >= start_date) - & (df['Datetime'] <= end_date) - ) - return df - - if start_date is not None: - - if start_date < self._start_date_data_source: - return polars.DataFrame() - - if start_date > self._end_date_data_source: - return polars.DataFrame() - - df = self.data - df = df.filter( - (df['Datetime'] >= start_date) - ) - df = df.head(self.window_size) - return df - - if end_date is not None: - - if end_date < self._start_date_data_source: - return polars.DataFrame() - - if end_date > self._end_date_data_source: - return polars.DataFrame() - - df = self.data - df = df.filter( - (df['Datetime'] <= end_date) - ) - df = df.tail(self.window_size) - return df - - return polars.read_csv( - self.csv_file_path, columns=self._columns, separator="," - ) - - def dataframe_to_list_of_lists(self, dataframe, columns): - # Extract selected columns from DataFrame and convert - # to a list of lists - data_list_of_lists = dataframe[columns].values.tolist() - return data_list_of_lists - - def to_backtest_market_data_source(self) -> BacktestMarketDataSource: - pass - - -class CSVTickerMarketDataSource(TickerMarketDataSource): - - def __init__( - self, - identifier, - market, - symbol, - csv_file_path, - ): - super().__init__( - identifier=identifier, - market=market, - symbol=symbol, - ) - self._csv_file_path = csv_file_path - self._columns = [ - "Datetime", "Open", "High", "Low", "Close", "Volume" - ] - df = polars.read_csv(self._csv_file_path) - - if not all(column in df.columns for column in self._columns): - # Identify missing columns - missing_columns = [column for column in self._columns if - column not in df.columns] - raise OperationalException( - f"Csv file {self._csv_file_path} does not contain " - f"all required ohlcv columns. " - f"Missing columns: {missing_columns}" - ) - - first_row = df.head(1) - last_row = df.tail(1) - self._start_date_data_source = parse(first_row["Datetime"][0]) - self._end_date_data_source = parse(last_row["Datetime"][0]) - - @property - def csv_file_path(self): - return self._csv_file_path - - def get_data( - self, - start_date: datetime = None, - end_date: datetime = None, - config=None, - ): - - if end_date is None: - raise OperationalException("Date is required to get ticker data") - - date = end_date - - if not isinstance(date, datetime): - - if isinstance(date, str): - date = parse(date) - else: - raise OperationalException( - "Date value should be either a string or datetime object" - ) - - if date < self._start_date_data_source: - raise OperationalException( - f"Date {date} is before the start date " - f"of the data source {self._start_date_data_source}" - ) - - if date > self._end_date_data_source: - raise OperationalException( - f"Date {date} is after the end date " - f"of the data source {self._end_date_data_source}" - ) - - # Filter the data based on the backtest index date and the end date - df = polars.read_csv(self._csv_file_path) - df = df.filter( - (df['Datetime'] >= date.strftime(DATETIME_FORMAT)) - ) - - # Check if the dataframe is empty - if df.shape[0] == 0: - raise OperationalException( - f"No ticker data found for {self.symbol} " - f"at {date.strftime(DATETIME_FORMAT)}" - ) - - first_row = df.head(1)[0] - - # Calculate the bid and ask price based on the high and low price - return { - "symbol": self.symbol, - "bid": float((first_row["Low"][0]) - + float(first_row["High"][0])) / 2, - "ask": float((first_row["Low"][0]) - + float(first_row["High"][0])) / 2, - "datetime": first_row["Datetime"][0], - } - - def dataframe_to_list_of_lists(self, dataframe, columns): - # Extract selected columns from DataFrame and convert - # to a list of lists - data_list_of_lists = dataframe[columns].values.tolist() - return data_list_of_lists - - def to_backtest_market_data_source(self) -> BacktestMarketDataSource: - pass diff --git a/investing_algorithm_framework/infrastructure/models/market_data_sources/pandas.py b/investing_algorithm_framework/infrastructure/models/market_data_sources/pandas.py deleted file mode 100644 index 51b5941a..00000000 --- a/investing_algorithm_framework/infrastructure/models/market_data_sources/pandas.py +++ /dev/null @@ -1,317 +0,0 @@ -from datetime import datetime, timedelta, timezone - -from dateutil import parser -import pandas as pd -import polars as pl - -from investing_algorithm_framework.domain import OHLCVMarketDataSource, \ - BacktestMarketDataSource, OperationalException, TimeFrame, sync_timezones - - -class PandasOHLCVBacktestMarketDataSource( - OHLCVMarketDataSource, BacktestMarketDataSource -): - """ - PandasOHLCVBacktestMarketDataSource implementation - of a OHLCVMarketDataSource. This implementation uses a pandas - dataframe to provide data to the strategy. - """ - backtest_data_directory = None - backtest_data_end_date = None - total_minutes_time_frame = None - column_names = ["Open", "High", "Low", "Close", "Volume", "Datetime"] - - def __init__( - self, - identifier, - market, - symbol, - time_frame, - dataframe=None, - window_size=None, - ): - super().__init__( - identifier=identifier, - market=market, - symbol=symbol, - time_frame=time_frame, - window_size=window_size, - ) - self.dataframe = dataframe - self._start_date_data_source = None - self._end_date_data_source = None - self.backtest_end_index = self.window_size - self.backtest_start_index = 0 - self.window_cache = {} - - def prepare_data( - self, - config, - backtest_start_date, - backtest_end_date, - ): - """ - Prepare data implementation of ccxt based ohlcv backtest market - data source - - This implementation will check if the data source already exists before - pulling all the data. This optimization will prevent downloading - of unnecessary resources. - - When downloading the data it will use the ccxt library. - - Args: - config (dict): the configuration of the data source - backtest_start_date (datetime): the start date of the backtest - backtest_end_date (datetime): the end date of the backtest - time_frame (string): the time frame of the data - window_size (int): the total amount of candle sticks that need to - be returned - - Returns: - None - """ - - if config is None: - config = self.config - - # Calculating the backtest data start date - backtest_data_start_date = \ - backtest_start_date - timedelta( - minutes=( - (self.window_size + 1) * - TimeFrame.from_value(self.time_frame).amount_of_minutes - ) - ) - - self.backtest_data_start_date = backtest_data_start_date \ - .replace(microsecond=0) - self.backtest_data_end_date = backtest_end_date.replace(microsecond=0) - # - # if not isinstance(self.dataframe, pl,=): - # raise OperationalException( - # "Provided dataframe is not a pandas dataframe" - # ) - - if not set(self.column_names).issubset(self.dataframe.columns): - raise OperationalException( - "Provided dataframe does not have all required columns. " - "Your pandas dataframe should have the following columns: " - "Open, High, Low, Close, Volume" - ) - - # # Make sure that the index is a datetime index - # if not isinstance(self.dataframe.index, DatetimeIndex): - # raise OperationalException( - # "Provided dataframe does not have a datetime index. " - # "Your pandas dataframe should have a datetime index." - # ) - - print(type(self.dataframe)) - print(f"Columns are {self.dataframe.columns}") - - # Get first and last row are within the backtest date range - first_timestamp = self.dataframe["Datetime"][0] - last_timestamp = self.dataframe["Datetime"][-1] - - if backtest_end_date > last_timestamp: - raise OperationalException( - f"Backtest end date {backtest_end_date} is " - f"after the end date of the data source " - f"{last_timestamp}" - ) - - if backtest_data_start_date < first_timestamp: - raise OperationalException( - f"Backtest start date {backtest_data_start_date} is " - f"before the start date of the data source " - f"{first_timestamp}" - ) - # Precompute sliding windows - self._precompute_sliding_windows() - - def _precompute_sliding_windows(self): - """ - Precompute all sliding windows for fast retrieval. - - A sliding window is calculated as a subset of the data. It will - take for each timestamp in the data a window of size `window_size` - and stores it in a cache with the last timestamp of the window. - """ - self.window_cache = {} - timestamps = self.dataframe["Datetime"].to_list() - - for i in range(len(timestamps) - self.window_size + 1): - # Use last timestamp as key - end_time = timestamps[i + self.window_size - 1] - - # Convert end_time datetime object to UTC - if isinstance(end_time, str): - end_time = parser.parse(end_time) - elif isinstance(end_time, datetime): - end_time = end_time - - # Store a polars DataFrame slice in the cache - self.window_cache[end_time] = \ - self.dataframe.slice(i, self.window_size) - - def get_data( - self, - date, - config=None, - ): - """ - Get data implementation of ccxt based ohlcv backtest market data - source. This implementation will use polars to load and filter the - data. - """ - - data = self.window_cache.get(date) - - if data is not None: - return data - - # Find closest previous timestamp - sorted_timestamps = sorted(self.window_cache.keys()) - - closest_date = None - for ts in reversed(sorted_timestamps): - date = sync_timezones(ts, date) - - if ts <= date: - closest_date = ts - break - - data = self.window_cache.get(closest_date) if closest_date else None - return data - - def to_backtest_market_data_source(self) -> BacktestMarketDataSource: - # Ignore this method for now - pass - - def empty(self): - return False - - -class PandasOHLCVMarketDataSource(OHLCVMarketDataSource): - """ - PandasOHLCVMarketDataSource implementation of a OHLCVMarketDataSource - using a pandas dataframe to provide data to the strategy. - - """ - - """ - PandasOHLCVBacktestMarketDataSource implementation - of a OHLCVMarketDataSource. This implementation uses a pandas - dataframe to provide data to the strategy. - """ - backtest_data_directory = None - backtest_data_end_date = None - total_minutes_time_frame = None - column_names = ["Datetime", "Open", "High", "Low", "Close", "Volume"] - - def __init__( - self, - identifier, - market, - symbol, - time_frame, - dataframe: pd.DataFrame = None, - window_size=None, - ): - super().__init__( - identifier=identifier, - market=market, - symbol=symbol, - time_frame=time_frame, - window_size=window_size, - ) - self.dataframe = pl.from_pandas(dataframe) - self._start_date_data_source = None - self._end_date_data_source = None - self.backtest_end_index = self.window_size - self.backtest_start_index = 0 - - def get_data( - self, - start_date: datetime = None, - end_date: datetime = None, - config=None, - ): - """ - Implementation of get_data for CCXTOHLCVMarketDataSource. - This implementation uses the CCXTMarketService to get the OHLCV data. - - Args: - start_date: datetime (optional) - the start date of the data. The - first candle stick should close to this date. - end_date: datetime (optional) - the end date of the data. The last - candle stick should close to this date. - storage_path: string (optional) - the storage path specifies the - directory where the data is written to or read from. - If set the data provider will write all its downloaded data - to this location. Also, it will check if the - data already exists at the storage location. If this is the - case it will return this. - - Returns - polars.DataFrame with the OHLCV data - """ - - # Calculate the start and end dates - if start_date is None or end_date is None: - - if start_date is None: - - if end_date is None: - end_date = datetime.now(tz=timezone.utc) - - if self.window_size is None: - raise OperationalException( - "Window_size should be defined before the " + - "get_data method can be called. Make sure to set " + - "the window_size attribute on your " + - "CCXTOHLCVMarketDataSource or provide a start_date " + - "and end_date to the get_data method." - ) - - start_date = self.create_start_date( - end_date=end_date, - time_frame=self.time_frame, - window_size=self.window_size - ) - else: - end_date = self.create_end_date( - start_date=start_date, - time_frame=self.time_frame, - window_size=self.window_size - ) - # Return the dataframe sliced by the start and end date - start_date = sync_timezones( - self.dataframe["Datetime"].dt.tz, start_date - ) - end_date = sync_timezones( - self.dataframe["Datetime"].dt.tz, end_date - ) - data = self.dataframe[ - (self.dataframe["Datetime"] >= start_date) & - (self.dataframe["Datetime"] <= end_date) - ] - - if data is not None: - data = pl.from_pandas(data) - - return data - - def to_backtest_market_data_source(self) -> BacktestMarketDataSource: - return PandasOHLCVBacktestMarketDataSource( - identifier=self.identifier, - market=self.market, - symbol=self.symbol, - time_frame=self.time_frame, - dataframe=self.dataframe, - window_size=self.window_size - ) - - def empty(self): - return False diff --git a/investing_algorithm_framework/infrastructure/order_executors/__init__.py b/investing_algorithm_framework/infrastructure/order_executors/__init__.py index 71f9a481..05126a90 100644 --- a/investing_algorithm_framework/infrastructure/order_executors/__init__.py +++ b/investing_algorithm_framework/infrastructure/order_executors/__init__.py @@ -1,4 +1,5 @@ from .ccxt_order_executor import CCXTOrderExecutor +from .backtest_oder_executor import BacktestOrderExecutor def get_default_order_executors(): @@ -15,5 +16,6 @@ def get_default_order_executors(): __all__ = [ 'CCXTOrderExecutor', + 'BacktestOrderExecutor', 'get_default_order_executors', ] diff --git a/investing_algorithm_framework/infrastructure/order_executors/backtest_oder_executor.py b/investing_algorithm_framework/infrastructure/order_executors/backtest_oder_executor.py new file mode 100644 index 00000000..bb0d37df --- /dev/null +++ b/investing_algorithm_framework/infrastructure/order_executors/backtest_oder_executor.py @@ -0,0 +1,28 @@ +from investing_algorithm_framework.domain import OrderExecutor, OrderStatus, \ + INDEX_DATETIME, Order + + +class BacktestOrderExecutor(OrderExecutor): + """ + Backtest implementation of order executor. This executor is used to + simulate order execution in a backtesting environment. + + !Important: This executor does not actually execute orders on any market. + It should be used only for backtesting purposes. + """ + + def execute_order(self, portfolio, order, market_credential) -> Order: + order.status = OrderStatus.OPEN.value + order.remaining = order.get_amount() + order.filled = 0 + order.updated_at = self.config[INDEX_DATETIME] + return order + + def cancel_order(self, portfolio, order, market_credential) -> Order: + order.status = OrderStatus.CANCELED.value + order.remaining = 0 + order.updated_at = self.config[INDEX_DATETIME] + return order + + def supports_market(self, market): + return True diff --git a/investing_algorithm_framework/infrastructure/repositories/trade_repository.py b/investing_algorithm_framework/infrastructure/repositories/trade_repository.py index f7ce184d..da9a1aeb 100644 --- a/investing_algorithm_framework/infrastructure/repositories/trade_repository.py +++ b/investing_algorithm_framework/infrastructure/repositories/trade_repository.py @@ -1,7 +1,7 @@ import logging from sqlalchemy.exc import SQLAlchemyError -from investing_algorithm_framework.domain import OrderStatus, ApiException +from investing_algorithm_framework.domain import TradeStatus, ApiException from investing_algorithm_framework.infrastructure.models import SQLPosition, \ SQLPortfolio, SQLTrade, SQLOrder from investing_algorithm_framework.infrastructure.database import Session @@ -43,7 +43,7 @@ def _apply_query_params(self, db, query, query_params): .filter(SQLPosition.portfolio_id == portfolio.id) if status_query_param: - status = OrderStatus.from_value(status_query_param) + status = TradeStatus.from_value(status_query_param) # Explicitly filter on SQLTrade.status query = query.filter(SQLTrade.status == status.value) diff --git a/investing_algorithm_framework/infrastructure/services/__init__.py b/investing_algorithm_framework/infrastructure/services/__init__.py index ffe22d68..292ab18f 100644 --- a/investing_algorithm_framework/infrastructure/services/__init__.py +++ b/investing_algorithm_framework/infrastructure/services/__init__.py @@ -1,11 +1,9 @@ -from .market_service import CCXTMarketService from .performance_service import PerformanceService from .azure import AzureBlobStorageStateHandler from .aws import AWSS3StorageStateHandler __all__ = [ "PerformanceService", - "CCXTMarketService", "AzureBlobStorageStateHandler", "AWSS3StorageStateHandler" ] diff --git a/investing_algorithm_framework/infrastructure/services/market_service/__init__.py b/investing_algorithm_framework/infrastructure/services/market_service/__init__.py deleted file mode 100644 index 493268d7..00000000 --- a/investing_algorithm_framework/infrastructure/services/market_service/__init__.py +++ /dev/null @@ -1,5 +0,0 @@ -from .ccxt_market_service import CCXTMarketService - -__all__ = [ - "CCXTMarketService", -] diff --git a/investing_algorithm_framework/infrastructure/services/market_service/ccxt_market_service.py b/investing_algorithm_framework/infrastructure/services/market_service/ccxt_market_service.py deleted file mode 100644 index 5ce324f9..00000000 --- a/investing_algorithm_framework/infrastructure/services/market_service/ccxt_market_service.py +++ /dev/null @@ -1,471 +0,0 @@ -import logging -from datetime import datetime -from time import sleep -from typing import Dict - -import ccxt -import polars as pl -from dateutil import parser - -from investing_algorithm_framework.domain import OperationalException, Order, \ - MarketService, DATETIME_FORMAT - -logger = logging.getLogger(__name__) - - -class CCXTMarketService(MarketService): - """ - Market service implementation using the CCXT library - """ - msec = 1000 - minute = 60 * msec - - def __init__(self, market_credential_service): - super(CCXTMarketService, self).__init__( - market_credential_service=market_credential_service, - ) - - @property - def config(self): - return self._config - - @config.setter - def config(self, config): - self._config = config - - def initialize_exchange(self, market, market_credential): - market = market.lower() - if not hasattr(ccxt, market): - raise OperationalException( - f"No market service found for market id {market}" - ) - - exchange_class = getattr(ccxt, market) - - if exchange_class is None: - raise OperationalException( - f"No market service found for market id {market}" - ) - - if market_credential is not None: - exchange = exchange_class({ - 'apiKey': market_credential.api_key, - 'secret': market_credential.secret_key, - }) - else: - exchange = exchange_class({}) - - return exchange - - def pair_exists(self, target_symbol: str, trading_symbol: str, market): - market_credential = self.get_market_credential(market) - exchange = self.initialize_exchange(market, market_credential) - - if not exchange.has['fetchTicker']: - raise OperationalException( - f"Market service {market} does not support " - f"functionality pair_exists" - ) - - symbol = f"{target_symbol.upper()}/{trading_symbol.upper()}" - try: - data = exchange.fetchTicker(symbol) - return "symbol" in data - except OperationalException: - return False - - def get_ticker(self, symbol, market): - market_credential = self.get_market_credential(market) - exchange = self.initialize_exchange(market, market_credential) - - if not exchange.has['fetchTicker']: - raise OperationalException( - f"Market service {market} does not support " - f"functionality get_ticker" - ) - - try: - return exchange.fetchTicker(symbol) - except Exception as e: - logger.exception(e) - raise OperationalException( - f"Could not retrieve ticker for symbol {symbol}" - ) - - def get_tickers(self, symbols, market): - market_credential = self.get_market_credential(market) - exchange = self.initialize_exchange(market, market_credential) - - if not exchange.has['fetchTickers']: - raise OperationalException( - f"Market service {market} does not support " - f"functionality get_tickers" - ) - - try: - return exchange.fetchTickers(symbols) - except Exception as e: - logger.exception(e) - raise OperationalException( - "Could not retrieve selection of tickers" - ) - - def get_order_book(self, symbol, market): - market_credential = self.get_market_credential(market) - exchange = self.initialize_exchange(market, market_credential) - - if not exchange.has['fetchOrderBook']: - raise OperationalException( - f"Market service {market} does not support " - f"functionality get_order_book" - ) - - try: - return exchange.fetchOrderBook(symbol) - except Exception as e: - logger.exception(e) - raise OperationalException("Could not retrieve order book") - - def get_order_books(self, symbols, market): - data = {} - - for symbol in symbols: - try: - entry = self.get_order_book(symbol, market) - del entry['symbol'] - data[symbol] = entry - except Exception as e: - logger.exception(e) - - return data - - def get_order(self, order, market): - market_credential = self.get_market_credential(market) - exchange = self.initialize_exchange(market, market_credential) - symbol = f"{order.target_symbol.upper()}/" \ - f"{order.trading_symbol.upper()}" - - if not exchange.has['fetchOrder']: - raise OperationalException( - f"Market service {market} does not support " - f"functionality get_order" - ) - - try: - order = exchange.fetchOrder(order.external_id, symbol) - return Order.from_ccxt_order(order) - except Exception as e: - logger.exception(e) - raise OperationalException("Could not retrieve order") - - def get_orders(self, symbol, market, since: datetime = None): - market_credential = self.get_market_credential(market) - exchange = self.initialize_exchange(market, market_credential) - - if self.config is not None and "DATETIME_FORMAT" in self.config: - datetime_format = self.config["DATETIME_FORMAT"] - else: - datetime_format = DATETIME_FORMAT - - if not exchange.has['fetchOrders']: - raise OperationalException( - f"Market service {market} does not support " - f"functionality get_orders" - ) - - if since is not None: - since = exchange.parse8601(datetime_format) - - try: - ccxt_orders = exchange.fetchOrders(symbol, since=since) - return [Order.from_ccxt_order(order) for order in ccxt_orders] - except Exception as e: - logger.exception(e) - raise OperationalException("Could not retrieve orders") - else: - try: - ccxt_orders = exchange.fetchOrders(symbol) - return [Order.from_ccxt_order(order) for order in ccxt_orders] - except Exception as e: - logger.exception(e) - raise OperationalException("Could not retrieve orders") - - def get_balance(self, market) -> Dict[str, float]: - market_credential = self.get_market_credential(market) - - if market_credential is None: - raise OperationalException( - f"You don't have a market credential for market {market}" - ) - - exchange = self.initialize_exchange(market, market_credential) - - if not exchange.has['fetchBalance']: - raise OperationalException( - f"Market service {market} does not support " - f"functionality get_balance" - ) - - try: - return exchange.fetchBalance()["free"] - except Exception as e: - logger.exception(e) - raise OperationalException( - f"Please make sure you have " - f"registered a valid market credential " - f"object to the app: {str(e)}" - ) - - def create_limit_buy_order( - self, - target_symbol: str, - trading_symbol: str, - amount: float, - price: float, - market - ): - market_credential = self.get_market_credential(market) - exchange = self.initialize_exchange(market, market_credential) - - if not exchange.has['createLimitBuyOrder']: - raise OperationalException( - f"Market service {market} does not support " - f"functionality create_limit_buy_order" - ) - - symbol = f"{target_symbol.upper()}/{trading_symbol.upper()}" - - try: - order = exchange.createLimitBuyOrder( - symbol, amount, price - ) - return Order.from_ccxt_order(order) - except Exception as e: - logger.exception(e) - raise OperationalException("Could not create limit buy order") - - def create_limit_sell_order( - self, - target_symbol: str, - trading_symbol: str, - amount: float, - price: float, - market - ): - market_credential = self.get_market_credential(market) - exchange = self.initialize_exchange(market, market_credential) - - if not exchange.has['createLimitSellOrder']: - raise OperationalException( - f"Market service {market} does not support " - f"functionality create_limit_sell_order" - ) - - symbol = f"{target_symbol.upper()}/{trading_symbol.upper()}" - - try: - order = exchange.createLimitSellOrder( - symbol, amount, price - ) - return Order.from_ccxt_order(order) - except Exception as e: - logger.exception(e) - raise OperationalException("Could not create limit sell order") - - def create_market_sell_order( - self, - target_symbol: str, - trading_symbol: str, - amount: float, - market - ): - market_credential = self.get_market_credential(market) - exchange = self.initialize_exchange(market, market_credential) - - if not exchange.has['createMarketSellOrder']: - raise OperationalException( - f"Market service {market} does not support " - f"functionality create_market_sell_order" - ) - - symbol = f"{target_symbol.upper()}/{trading_symbol.upper()}" - - try: - order = exchange.createMarketSellOrder(symbol, amount) - return Order.from_ccxt_order(order) - except Exception as e: - logger.exception(e) - raise OperationalException("Could not create market sell order") - - def cancel_order(self, order, market): - market_credential = self.get_market_credential(market) - exchange = self.initialize_exchange(market, market_credential) - - if not exchange.has['cancelOrder']: - raise OperationalException( - f"Market service {market} does not support " - f"functionality cancel_order" - ) - - exchange.cancelOrder( - order.get_order_reference(), - f"{order.get_target_symbol()}/{order.get_trading_symbol()}") - - def get_open_orders( - self, market, target_symbol: str = None, trading_symbol: str = None - ): - market_credential = self.get_market_credential(market) - exchange = self.initialize_exchange(market, market_credential) - - if not exchange.has['fetchOpenOrders']: - raise OperationalException( - f"Market service {market} does not support " - f"functionality get_open_orders" - ) - - try: - if target_symbol is None or trading_symbol is None: - return exchange.fetchOpenOrders() - - symbol = f"{target_symbol.upper()}/{trading_symbol.upper()}" - ccxt_orders = exchange.fetchOpenOrders(symbol) - return [Order.from_ccxt_order(order) for order in ccxt_orders] - except Exception as e: - logger.exception(e) - raise OperationalException("Could not retrieve open orders") - - def get_closed_orders( - self, market, target_symbol: str = None, trading_symbol: str = None - ): - market_credential = self.get_market_credential(market) - exchange = self.initialize_exchange(market, market_credential) - - if not exchange.has['fetchClosedOrders']: - raise OperationalException( - f"Market service {market} does not support " - f"functionality get_closed_orders" - ) - - try: - if target_symbol is None or trading_symbol is None: - return exchange.fetchClosedOrders() - - symbol = f"{target_symbol.upper()}/{trading_symbol.upper()}" - ccxt_orders = exchange.fetchClosedOrders(symbol) - return [Order.from_ccxt_order(order) for order in ccxt_orders] - except Exception as e: - logger.exception(e) - raise OperationalException("Could not retrieve closed orders") - - def get_ohlcv( - self, symbol, time_frame, from_timestamp, market, to_timestamp=None - ) -> pl.DataFrame: - """ - Function to retrieve ohlcv data for a symbol, time frame and market - - Args: - symbol (str): The symbol to retrieve ohlcv data for - time_frame: The time frame to retrieve ohlcv data for - from_timestamp: The start date to retrieve ohlcv data from - market: The market to retrieve ohlcv data from - to_timestamp: The end date to retrieve ohlcv data to - - Returns: - DataFrame: The ohlcv data for the symbol, time frame and market - in polars DataFrame format - """ - - if self.config is not None and "DATETIME_FORMAT" in self.config: - datetime_format = self.config["DATETIME_FORMAT"] - else: - datetime_format = DATETIME_FORMAT - - market_credential = self.get_market_credential(market) - exchange = self.initialize_exchange(market, market_credential) - - if not exchange.has['fetchOHLCV']: - raise OperationalException( - f"Market service {market} does not support " - f"functionality get_ohclvs" - ) - - from_time_stamp = exchange.parse8601( - from_timestamp.strftime(datetime_format) - ) - - if to_timestamp is None: - to_timestamp = exchange.milliseconds() - else: - to_timestamp = exchange.parse8601( - to_timestamp.strftime(datetime_format) - ) - data = [] - - while from_time_stamp < to_timestamp: - ohlcv = exchange.fetch_ohlcv(symbol, time_frame, from_time_stamp) - - if len(ohlcv) > 0: - from_time_stamp = \ - ohlcv[-1][0] + exchange.parse_timeframe(time_frame) * 1000 - else: - from_time_stamp = to_timestamp - - for candle in ohlcv: - datetime_stamp = parser.parse(exchange.iso8601(candle[0])) - - to_timestamp_datetime = parser.parse( - exchange.iso8601(to_timestamp), - ) - - if datetime_stamp <= to_timestamp_datetime: - datetime_stamp = datetime_stamp\ - .strftime(datetime_format) - - data.append( - [datetime_stamp] + - [float(value) for value in candle[1:]] - ) - - sleep(exchange.rateLimit / 1000) - - # Predefined column names - col_names = ["Datetime", "Open", "High", "Low", "Close", "Volume"] - - # Combine the Series into a DataFrame with given column names - df = pl.DataFrame(data, schema=col_names, orient="row") - return df - - def get_ohlcvs( - self, - symbols, - time_frame, - from_timestamp, - market, - to_timestamp=None - ) -> Dict[str, pl.DataFrame]: - ohlcvs = {} - - for symbol in symbols: - - try: - ohlcvs[symbol] = self.get_ohlcv( - symbol=symbol, - time_frame=time_frame, - from_timestamp=from_timestamp, - to_timestamp=to_timestamp, - market=market - ) - except Exception as e: - logger.exception(e) - logger.error(f"Could not retrieve ohlcv data for {symbol}") - - return ohlcvs - - def get_symbols(self, market): - """ - Get all available symbols for a given market - """ - market_credential = self.get_market_credential(market) - exchange = self.initialize_exchange(market, market_credential) - market_information = exchange.load_markets() - return list(market_information.keys()) diff --git a/tests/infrastructure/repositories/positions/__init__.py b/investing_algorithm_framework/infrastructure/unit_of_work/in_memory.py similarity index 100% rename from tests/infrastructure/repositories/positions/__init__.py rename to investing_algorithm_framework/infrastructure/unit_of_work/in_memory.py diff --git a/tests/infrastructure/services/__init__.py b/investing_algorithm_framework/infrastructure/unit_of_work/sqlalchemy.py similarity index 100% rename from tests/infrastructure/services/__init__.py rename to investing_algorithm_framework/infrastructure/unit_of_work/sqlalchemy.py diff --git a/investing_algorithm_framework/services/__init__.py b/investing_algorithm_framework/services/__init__.py index c0f3fe84..d2b95043 100644 --- a/investing_algorithm_framework/services/__init__.py +++ b/investing_algorithm_framework/services/__init__.py @@ -1,8 +1,9 @@ from .backtesting import BacktestService +from .trade_order_evaluator import BacktestTradeOrderEvaluator, \ + TradeOrderEvaluator, DefaultTradeOrderEvaluator from .configuration_service import ConfigurationService from .market_credential_service import MarketCredentialService -from .market_data_source_service import MarketDataSourceService, \ - BacktestMarketDataSourceService, DataProviderService +from .data_providers import DataProviderService from .order_service import OrderService, OrderBacktestService, \ OrderExecutorLookup from .portfolios import PortfolioService, BacktestPortfolioService, \ @@ -10,17 +11,14 @@ PortfolioSnapshotService, PortfolioProviderLookup from .positions import PositionService, PositionSnapshotService from .repository_service import RepositoryService -from .strategy_orchestrator_service import StrategyOrchestratorService from .trade_service import TradeService __all__ = [ - "StrategyOrchestratorService", "OrderService", "RepositoryService", "PortfolioService", "PositionService", "PortfolioConfigurationService", - "MarketDataSourceService", "BacktestService", "OrderBacktestService", "ConfigurationService", @@ -28,11 +26,12 @@ "PortfolioSnapshotService", "PositionSnapshotService", "MarketCredentialService", - "BacktestMarketDataSourceService", "BacktestPortfolioService", "TradeService", "DataProviderService", "OrderExecutorLookup", - "PortfolioServiceV2", + "BacktestTradeOrderEvaluator", "PortfolioProviderLookup", + "TradeOrderEvaluator", + "DefaultTradeOrderEvaluator", ] diff --git a/investing_algorithm_framework/services/backtesting/backtest_service.py b/investing_algorithm_framework/services/backtesting/backtest_service.py index f226c771..4ee539b5 100644 --- a/investing_algorithm_framework/services/backtesting/backtest_service.py +++ b/investing_algorithm_framework/services/backtesting/backtest_service.py @@ -1,17 +1,19 @@ import logging import os import sys +from collections import defaultdict from datetime import datetime, timedelta, timezone +from typing import Dict, List, Optional -import polars as pl -from tqdm import tqdm +import numpy as np +import pandas as pd from investing_algorithm_framework.domain import BacktestResult, \ - BACKTESTING_INDEX_DATETIME, TimeUnit, TradingDataType, \ - OperationalException, MarketDataSource, Observable, Event, \ - BacktestDateRange, DATETIME_FORMAT_BACKTESTING, Backtest -from investing_algorithm_framework.services.market_data_source_service import \ - MarketDataSourceService + TimeUnit, Trade, OperationalException, Observable, BacktestDateRange, \ + DATETIME_FORMAT_BACKTESTING, Backtest, TradeStatus, PortfolioSnapshot, \ + DataType +from investing_algorithm_framework.services.data_providers import \ + DataProviderService from investing_algorithm_framework.services.metrics import \ create_backtest_metrics @@ -35,7 +37,7 @@ class BacktestService(Observable): def __init__( self, - market_data_source_service: MarketDataSourceService, + data_provider_service: DataProviderService, order_service, portfolio_service, portfolio_snapshot_service, @@ -44,224 +46,232 @@ def __init__( performance_service, configuration_service, portfolio_configuration_service, - strategy_orchestrator_service ): super().__init__() self._order_service = order_service self._trade_service = trade_service self._portfolio_service = portfolio_service - self._data_index = { - TradingDataType.OHLCV: {}, - TradingDataType.TICKER: {} - } self._performance_service = performance_service self._portfolio_snapshot_service = portfolio_snapshot_service self._position_repository = position_repository - self._market_data_source_service: MarketDataSourceService \ - = market_data_source_service self._configuration_service = configuration_service self._portfolio_configuration_service = portfolio_configuration_service - self._strategy_orchestrator_service = strategy_orchestrator_service + self._data_provider_service = data_provider_service - def run_backtest( - self, - algorithm, - context, - strategy_orchestrator_service, - backtest_date_range: BacktestDateRange, - risk_free_rate, - initial_amount=None, - strategy_directory_path=None - ) -> Backtest: + def validate_strategy_for_vector_backtest(self, strategy): """ - Run a backtest for the given algorithm. This function will run - a backtest for the given algorithm and return a backtest report. - - A schedule is generated for the given algorithm and the strategies - are run for each date in the schedule. - - Also, all backtest data is downloaded (if not already downloaded) and - the backtest is run for each date in the schedule. + Validate if the strategy is suitable for backtesting. Args: - algorithm: The algorithm to run the backtest for - backtest_date_range: The backtest date range - initial_amount: The initial amount of the backtest portfolio - strategy_orchestrator_service: The strategy orchestrator service - context (Context): The context of the object of the application - risk_free_rate (float): The risk-free rate to use in the metrics - calculations - strategy_directory_path (optional, str): The path to the - strategy directory. If not provided, the strategies will be - loaded from the algorithm object. + strategy: The strategy to validate. - Returns: - Backtest: The backtest + Raises: + OperationalException: If the strategy does not have the required + buy/sell signal functions. """ - logging.info( - f"Running backtest for algorithm with name {algorithm.name}" - ) - - # Create backtest portfolio - portfolio_configurations = \ - self._portfolio_configuration_service.get_all() - - for portfolio_configuration in portfolio_configurations: - - if self._portfolio_service.exists( - {"identifier": portfolio_configuration.identifier} - ): - # Delete existing portfolio - portfolio = self._portfolio_service.find( - {"identifier": portfolio_configuration.identifier} - ) - self._portfolio_service.delete(portfolio.id) - - # Check if the portfolio configuration has an initial balance - self._portfolio_service.create_portfolio_from_configuration( - portfolio_configuration, - initial_amount=initial_amount, - created_at=backtest_date_range.start_date, + if not hasattr(strategy, 'buy_signal_vectorized'): + raise OperationalException( + "Strategy must define a vectorized buy signal function " + "(buy_signal_vectorized)." + ) + if not hasattr(strategy, 'sell_signal_vectorized'): + raise OperationalException( + "Strategy must define a vectorized sell signal function " + "(sell_signal_vectorized)." ) - strategy_profiles = [] - portfolios = self._portfolio_service.get_all() - initial_unallocated = 0 - - for portfolio in portfolios: - initial_unallocated += portfolio.unallocated + def create_vector_backtest( + self, + strategy, + backtest_date_range: BacktestDateRange, + initial_amount, + position_size: float = 1.0, + risk_free_rate: float = 0.027 + ): + """ + Vectorized backtest using a strategy's buy/sell signals. - for strategy in algorithm.strategies: - strategy_profiles.append(strategy.strategy_profile) + Args: + strategy: The strategy to use for the backtest. + backtest_date_range: The date range for the backtest. + initial_amount: The initial capital. + position_size: Amount per trade. + risk_free_rate: Annualized risk-free rate. - schedule = self.generate_schedule( - strategies=algorithm.strategies, + Returns: + Backtest: backtest result with trades and performance. + """ + # Load all data sources + data_sources = strategy.data_sources + data = self._data_provider_service.get_vectorized_backtest_data( + data_sources=data_sources, start_date=backtest_date_range.start_date, end_date=backtest_date_range.end_date ) - logger.info(f"Prepared backtests for {len(schedule)} strategies") - - for row in tqdm( - schedule.to_dicts(), - total=len(schedule), - desc=f"Running backtest for algorithm with name {algorithm.name}", - colour="GREEN" - ): - strategy_profile = self.get_strategy_from_strategy_profiles( - strategy_profiles, row['id'] - ) - index_date = row["run_time"] - self._configuration_service.add_value( - BACKTESTING_INDEX_DATETIME, index_date - ) - config = self._configuration_service.get_config() - strategy = algorithm.get_strategy(strategy_profile.strategy_id) - strategy_orchestrator_service.run_backtest_strategy( - context=context, strategy=strategy, config=config + # 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." ) - self.notify_observers(Event.STRATEGY_RUN, { - "created_at": index_date, - }) - - report = self.create_backtest( - algorithm, - number_of_runs=len(schedule), - backtest_date_range=backtest_date_range, - initial_unallocated=initial_unallocated, - risk_free_rate=risk_free_rate, - strategy_directory_path=strategy_directory_path - ) - - # Cleanup backtest portfolio - portfolio_configurations = \ - self._portfolio_configuration_service.get_all() - for portfolio_configuration in portfolio_configurations: - portfolio = self._portfolio_service.find( - {"identifier": portfolio_configuration.identifier} + # 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 === + buy_signal = buy_fn(data) + sell_signal = sell_fn(data) + + # Reindex to match main_df (avoid alignment issues) + buy_signal = buy_signal.reindex(index, fill_value=False) + sell_signal = sell_signal.reindex(index, fill_value=False) + + signal = pd.Series(0, index=index) + signal[buy_signal] = 1 + signal[sell_signal] = -1 + signal = signal.replace(0, np.nan).ffill().shift(1).fillna(0) + + # === Portfolio computation === + returns = close.pct_change().fillna(0) + position = signal + strategy_returns = position * returns + + holdings = (strategy_returns + 1).cumprod() * initial_amount + total_value = holdings + net_gain = total_value - initial_amount + + # === Trade generation (semi-vectorized) === + trades = [] + position_state = 0 + trade_open_price = None + trade_open_date = None + + for i in range(len(index)): + current_signal = signal.iloc[i] + current_price = close.iloc[i] + current_date = index[i] + + if position_state == 0 and current_signal != 0: + position_state = current_signal + trade_open_price = current_price + trade_open_date = current_date + elif position_state != 0 and current_signal == -position_state: + net_gain_val = (current_price - trade_open_price) \ + * position_state * position_size + trades.append(Trade( + id=len(trades) + 1, + orders=[], + target_symbol="BTC", + trading_symbol="EUR", + available_amount=0, + remaining=0, + filled_amount=position_size, + opened_at=trade_open_date, + closed_at=current_date, + open_price=trade_open_price, + amount=position_size, + net_gain=net_gain_val, + status=TradeStatus.CLOSED, + cost=position_size * trade_open_price + )) + trade_open_price = None + trade_open_date = None + position_state = 0 + + # === Snapshots === + snapshots = [ + PortfolioSnapshot( + created_at=pd.Timestamp(ts), + unallocated=0.0, + total_value=total_value.loc[ts], + total_net_gain=net_gain.loc[ts] ) - self._portfolio_service.delete(portfolio.id) + for ts in index + ] - return report + 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 - def run_backtest_for_profile( - self, context, algorithm, strategy, index_date - ): - self._configuration_service.add_value( - BACKTESTING_INDEX_DATETIME, index_date + backtest_result = BacktestResult( + trading_symbol="EUR", + name="vector_backtest", + initial_unallocated=initial_amount, + number_of_runs=1, + portfolio_snapshots=snapshots, + trades=trades, + orders=[], + positions=[], + created_at=datetime.now(timezone.utc), + backtest_date_range=backtest_date_range, + backtest_start_date=backtest_start, + backtest_end_date=backtest_end, + symbols=[] ) - algorithm.config[BACKTESTING_INDEX_DATETIME] = index_date - market_data = {} - - if strategy.strategy_profile.market_data_sources is not None: - - for data_id in strategy.strategy_profile.market_data_sources: - - if isinstance(data_id, MarketDataSource): - market_data[data_id.get_identifier()] = \ - self._market_data_source_service.get_data( - data_id.get_identifier() - ) - else: - market_data[data_id] = \ - self._market_data_source_service.get_data(data_id) - strategy.run_strategy(context=context, market_data=market_data) + backtest_metrics = create_backtest_metrics( + backtest_result, risk_free_rate=risk_free_rate + ) - def run_backtest_v2(self, strategy, context): - config = self._configuration_service.get_config() - self._strategy_orchestrator_service.run_backtest_strategy( - context=context, strategy=strategy, config=config + return Backtest( + backtest_metrics=backtest_metrics, + backtest_results=backtest_result ) def generate_schedule( - self, strategies, start_date, end_date - ) -> pl.DataFrame: + self, + strategies, + tasks, + start_date, + end_date + ) -> Dict[datetime, Dict[str, List[str]]]: """ - Generate a schedule using Polars. - - Args: - strategies: The strategies to generate the schedule for - start_date: The start datetime - end_date: The end datetime - - Returns: - pl.DataFrame: The schedule + Generates a dict-based schedule: datetime => {strategy_ids, task_ids} """ - rows = [] + schedule = defaultdict( + lambda: {"strategy_ids": set(), "task_ids": set(tasks)} + ) for strategy in strategies: strategy_id = strategy.strategy_profile.strategy_id - time_unit = strategy.strategy_profile.time_unit interval = strategy.strategy_profile.interval - current_time = start_date - - delta = None - if TimeUnit.SECOND.equals(time_unit): - delta = timedelta(seconds=interval) - elif TimeUnit.MINUTE.equals(time_unit): - delta = timedelta(minutes=interval) - elif TimeUnit.HOUR.equals(time_unit): - delta = timedelta(hours=interval) - elif TimeUnit.DAY.equals(time_unit): - delta = timedelta(days=interval) + time_unit = strategy.strategy_profile.time_unit + + if time_unit == TimeUnit.SECOND: + step = timedelta(seconds=interval) + elif time_unit == TimeUnit.MINUTE: + step = timedelta(minutes=interval) + elif time_unit == TimeUnit.HOUR: + step = timedelta(hours=interval) + elif time_unit == TimeUnit.DAY: + step = timedelta(days=interval) else: raise ValueError(f"Unsupported time unit: {time_unit}") - while current_time <= end_date: - rows.append((strategy_id, current_time)) - current_time += delta - - if not rows: - raise OperationalException( - "Could not generate schedule for backtest. " - "Do you have a strategy registered?" - ) - - df = pl.DataFrame(rows, schema=["id", "run_time"], orient="row") - - return df.sort("run_time") + t = start_date + while t <= end_date: + schedule[t]["strategy_ids"].add(strategy_id) + t += step + + return { + ts: { + "strategy_ids": sorted(data["strategy_ids"]), + "task_ids": sorted(data["task_ids"]) + } + for ts, data in schedule.items() + } def get_strategy_from_strategy_profiles(self, strategy_profiles, id): @@ -272,13 +282,33 @@ def get_strategy_from_strategy_profiles(self, strategy_profiles, id): raise ValueError(f"Strategy profile with id {id} not found.") + def _get_initial_unallocated( + self + ) -> float: + """ + Get the initial unallocated amount for the backtest. + + Args: + algorithm: The algorithm to create the backtest report for + backtest_date_range: The backtest date range of the backtest + + Returns: + float: The initial unallocated amount. + """ + portfolios = self._portfolio_service.get_all() + initial_unallocated = 0.0 + + for portfolio in portfolios: + initial_unallocated += portfolio.initial_balance + + return initial_unallocated + def create_backtest( self, algorithm, number_of_runs, backtest_date_range: BacktestDateRange, risk_free_rate, - initial_unallocated=0, strategy_directory_path=None ) -> Backtest: """ @@ -293,7 +323,6 @@ def create_backtest( algorithm: The algorithm to create the backtest report for number_of_runs: The number of runs backtest_date_range: The backtest date range of the backtest - initial_unallocated: The initial unallocated amount risk_free_rate: The risk-free rate to use in the calculations strategy_directory_path (optional, str): The path to the strategy directory @@ -302,50 +331,6 @@ def create_backtest( Backtest: The backtest containing the results and metrics. """ - for portfolio in self._portfolio_service.get_all(): - ids = [strategy.strategy_id for strategy in algorithm.strategies] - - # Check if strategy_id is None - if None in ids: - # Remove None from ids - ids = [x for x in ids if x is not None] - - positions = self._position_repository.get_all({ - "portfolio": portfolio.id - }) - tickers = {} - - for position in positions: - - if position.symbol != portfolio.trading_symbol: - ticker_symbol = \ - f"{position.symbol}/{portfolio.trading_symbol}" - - if not self._market_data_source_service\ - .has_ticker_market_data_source( - symbol=ticker_symbol, market=portfolio.market - ): - raise OperationalException( - f"Ticker market data source for " - f"symbol {ticker_symbol} and market " - f"{portfolio.market} not found, please make " - f"sure you register a ticker market data " - f"source for this symbol and market in " - f"backtest mode. Otherwise, the backtest " - f"report cannot be generated." - ) - symbol = f"{position.symbol}/{portfolio.trading_symbol}" - tickers[ticker_symbol] = \ - self._market_data_source_service.get_ticker( - symbol=symbol, market=portfolio.market - ) - - # Create the last snapshot of the portfolio - self._portfolio_snapshot_service.create_snapshot( - portfolio=portfolio, - created_at=backtest_date_range.end_date - ) - # Get the first portfolio portfolio = self._portfolio_service.get_all()[0] @@ -380,7 +365,7 @@ def create_backtest( backtest_result = BacktestResult( name=algorithm.name, backtest_date_range=backtest_date_range, - initial_unallocated=initial_unallocated, + initial_unallocated=self._get_initial_unallocated(), trading_symbol=portfolio.trading_symbol, created_at=datetime.now(tz=timezone.utc), portfolio_snapshots=self._portfolio_snapshot_service.get_all( @@ -404,9 +389,51 @@ def create_backtest( backtest_results=backtest_result, backtest_metrics=backtest_metrics, strategy_related_paths=strategy_related_paths, - data_file_paths=self._market_data_source_service.get_data_files(), + data_file_paths=self._data_provider_service.get_data_files(), ) + 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: """ diff --git a/investing_algorithm_framework/services/configuration_service.py b/investing_algorithm_framework/services/configuration_service.py index 9af0c9a2..1dabe056 100644 --- a/investing_algorithm_framework/services/configuration_service.py +++ b/investing_algorithm_framework/services/configuration_service.py @@ -1,6 +1,11 @@ import os +import inspect from investing_algorithm_framework.domain import Environment, \ - RESOURCE_DIRECTORY + SNAPSHOT_INTERVAL, DATA_DIRECTORY, INDEX_DATETIME, AppMode, \ + SnapshotInterval, DATETIME_FORMAT_FILE_NAME + +caller_file = inspect.stack()[-1].filename +caller_dir = os.path.dirname(os.path.abspath(caller_file)) DEFAULT_CONFIGURATION = { "ENVIRONMENT": Environment.PROD.value, @@ -9,14 +14,20 @@ "PROJECT_ROOT": os.path.abspath( os.path.join(os.path.abspath(os.path.dirname(__file__)), os.pardir) ), - "RESOURCE_DIRECTORY": os.getenv(RESOURCE_DIRECTORY), + "RESOURCE_DIRECTORY": os.getenv("RESOURCE_DIRECTORY") + or os.path.join(caller_dir, "resources"), + "APP_MODE": AppMode.DEFAULT.value, "CHECK_PENDING_ORDERS": True, "SQLITE_INITIALIZED": False, "BACKTEST_DATA_DIRECTORY_NAME": "backtest_data", "SYMBOLS": None, "DATETIME_FORMAT": "%Y-%m-%d %H:%M:%S", "DATABASE_DIRECTORY_PATH": None, - "DATABASE_DIRECTORY_NAME": "databases" + "DATABASE_DIRECTORY_NAME": "databases", + DATA_DIRECTORY: "data", + INDEX_DATETIME: None, + SNAPSHOT_INTERVAL: SnapshotInterval.DAILY.value, + DATETIME_FORMAT_FILE_NAME: "%Y-%m-%d-%H-%M" } DEFAULT_FLASK_CONFIGURATION = { diff --git a/investing_algorithm_framework/services/data_providers/__init__.py b/investing_algorithm_framework/services/data_providers/__init__.py new file mode 100644 index 00000000..96133fd4 --- /dev/null +++ b/investing_algorithm_framework/services/data_providers/__init__.py @@ -0,0 +1,5 @@ +from .data_provider_service import DataProviderService + +__all__ = [ + "DataProviderService" +] diff --git a/investing_algorithm_framework/services/data_providers/data_provider_service.py b/investing_algorithm_framework/services/data_providers/data_provider_service.py new file mode 100644 index 00000000..68c75713 --- /dev/null +++ b/investing_algorithm_framework/services/data_providers/data_provider_service.py @@ -0,0 +1,718 @@ +import logging +import pandas as pd +import polars as pl +from collections import defaultdict +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 + +logger = logging.getLogger("investing_algorithm_framework") + + +class DataProviderIndex: + """ + Efficient lookup for data providers in O(1) time. + + Attributes: + data_providers (List[DataProvider]): List of data providers + data_providers_lookup (dict): Dictionary to store the lookup + for order executors based on market. + """ + def __init__(self, data_providers=[]): + self.data_providers = data_providers + self.data_providers_lookup = defaultdict() + self.ohlcv_data_providers = defaultdict() + self.ohlcv_data_providers_no_market = defaultdict() + self.ticker_data_providers = defaultdict() + + def add(self, data_provider: DataProvider): + """ + Add a data provider to the lookup. + + Args: + data_provider (DataProvider): The data provider to be added. + + Returns: + None + """ + self.data_providers.append(data_provider) + + def register(self, data_source: DataSource) -> DataProvider: + """ + Register an ohlcv data provider for a given market and symbol. + + This method will also check if the data provider supports + the market. If no data provider is found for the market and symbol, + it will raise an ImproperlyConfigured exception. + + If multiple data providers are found for the market and symbol, + it will sort them by priority and pick the best one. + + Args: + data_source (DataSource): The data source to register the + ohlcv data provider for. + + Returns: + None + """ + matches = [] + + for data_provider in self.data_providers: + + if data_provider.has_data(data_source): + matches.append(data_provider) + + if len(matches) == 0: + params = data_source.to_dict() + raise ImproperlyConfigured( + f"No data provider found for given parameters: {params}." + f" Please make sure that you have registered a data provider " + f"provider for the market and symbol you are trying to use" + ) + # Sort by priority and pick the best one + best_provider = sorted(matches, key=lambda x: x.priority)[0] + best_provider = best_provider.copy(data_source) + # Copy the data provider and set the attributes + self.data_providers_lookup[data_source] = best_provider + + symbol = data_source.symbol + market = data_source.market + + if DataType.OHLCV.equals(data_source.data_type): + if symbol not in self.ohlcv_data_providers: + self.ohlcv_data_providers[(symbol, market)] = best_provider + self.ohlcv_data_providers_no_market[symbol] = best_provider + else: + try: + # If the symbol already exists, we can update the provider + # has a more granular timeframe + existing_provider = self.ohlcv_data_providers[ + (symbol, market) + ] + + if existing_provider.time_frame > best_provider.time_frame: + self.ohlcv_data_providers[(symbol, market)] =\ + best_provider + + existing_provider = self.ohlcv_data_providers_no_market[ + symbol + ] + + if existing_provider.time_frame > best_provider.time_frame: + self.ohlcv_data_providers_no_market[symbol] =\ + best_provider + + except Exception: + # If the existing provider does not have a time_frame + # attribute, we can safely ignore this + pass + + elif DataType.TICKER.equals(data_source.data_type): + if symbol not in self.ticker_data_providers: + self.ticker_data_providers[symbol] = best_provider + + return best_provider + + def register_backtest_data_source( + self, + data_source: DataSource, + backtest_date_range: BacktestDateRange + ) -> DataProvider: + """ + Register a backtest data source for a given market and symbol. + + This method will also check if the data provider supports + the market. If no data provider is found for the market and symbol, + it will raise an ImproperlyConfigured exception. + + Args: + data_source (DataSource): The data source to register the + backtest data provider for. + backtest_date_range (BacktestDateRange): The date range for the + backtest data provider. + + Returns: + DataProvider: The registered data provider. + """ + matches = [] + + for data_provider in self.data_providers: + + if data_provider.has_data( + data_source, + start_date=backtest_date_range.start_date, + end_date=backtest_date_range.end_date + ): + matches.append(data_provider) + + if len(matches) == 0: + params = data_source.to_dict() + raise ImproperlyConfigured( + f"No data provider found for given parameters: {params}." + f" Please make sure that you have registered a data provider " + f"provider for the defined datasource. If you are using a " + "custom data provider, make sure it has a " + "data_provider_identifier set" + + ) + + # Sort by priority and pick the best one (lowest priority first) + best_provider = sorted(matches, key=lambda x: x.priority)[0] + best_provider = best_provider.copy(data_source) + self.data_providers_lookup[data_source] = best_provider + + symbol = data_source.symbol + market = data_source.market + + if DataType.OHLCV.equals(data_source.data_type): + if symbol not in self.ohlcv_data_providers: + self.ohlcv_data_providers[(symbol, market)] = best_provider + self.ohlcv_data_providers_no_market[symbol] = best_provider + else: + try: + # If the symbol already exists, we can update the provider + # has a more granular timeframe + existing_provider = self.ohlcv_data_providers[ + (symbol.upper(), market.upper()) + ] + if existing_provider.time_frame > best_provider.time_frame: + self.ohlcv_data_providers[ + (symbol.upper(), market.upper()) + ] =\ + best_provider + + existing_provider = self.ohlcv_data_providers_no_market[ + symbol + ] + + if existing_provider.time_frame > best_provider.time_frame: + self.ohlcv_data_providers_no_market[symbol] = \ + best_provider + + except Exception: + # If the existing provider does not have a time_frame + # attribute, we can safely ignore this + pass + + elif DataType.TICKER.equals(data_source.data_type): + if symbol not in self.ticker_data_providers: + self.ticker_data_providers[symbol] = best_provider + + return best_provider + + def get(self, data_source: DataSource) -> Optional[DataProvider]: + """ + Get the data provider for a given data source. + + Args: + data_source (DataSource): The data source to get the + data provider for. + + Returns: + DataProvider: The data provider for the market and symbol, + """ + return self.data_providers_lookup.get(data_source, None) + + def find(self, data_source: DataSource) -> Optional[DataProvider]: + """ + Find a data provider for a given data source. + + Args: + data_source (DataSource): The data source to find the + data provider for. + + Returns: + DataProvider: The data provider for the market and symbol, + or None if no provider is found. + """ + return self.data_providers_lookup.get(data_source, None) + + def get_all(self) -> List[Tuple[DataSource, DataProvider]]: + """ + Get all registered data providers with corresponding DataSource. + + Returns: + List[Tuple[DataSource, DataProvider]]: A list of all + data providers with corresponding data sources. + """ + return [ + (data_source, data_provider) + for data_source, data_provider + in self.data_providers_lookup.items() + ] + + def reset(self): + """ + Function to reset the order executor lookup table + + Returns: + None + """ + self.data_providers_lookup = defaultdict() + self.data_providers = [] + + def __len__(self): + """ + Returns the number of data providers in the index. + + Returns: + int: The number of data providers. + """ + return len(self.data_providers_lookup) + + def get_ohlcv_data_provider( + self, symbol: str, market: Optional[str] = None + ) -> Optional[DataProvider]: + """ + Get the OHLCV data provider for a given symbol and market. + + Args: + symbol (str): The symbol to get the data provider for. + market (Optional[str]): The market to get the data provider for. + + Returns: + DataProvider: The OHLCV data provider for the symbol and market, + or None if no provider is found. + """ + if market is None: + # If no market is specified + return self.ohlcv_data_providers_no_market.get(symbol, None) + + return self.ohlcv_data_providers.get((symbol, market), None) + + def get_ticker_data_provider( + self, symbol: str, market: str + ) -> Optional[DataProvider]: + """ + Get the ticker data provider for a given symbol and market. + + Args: + symbol (str): The symbol to get the data provider for. + market (str): The market to get the data provider for. + + Returns: + DataProvider: The ticker data provider for the symbol and market, + or None if no provider is found. + """ + return self.ticker_data_providers.get(symbol, None) + + +class DataProviderService: + data_provider_index: DataProviderIndex = None + backtest_mode = False + + def __init__( + self, + configuration_service, + market_credential_service, + default_data_providers: List[DataProvider] = [], + ): + """ + Initialize the DataProviderService with a list of data providers. + + Args: + default_data_providers (List[DataProvider]): A list of default + data providers to use. + """ + self.default_data_providers = default_data_providers + self.data_provider_index = DataProviderIndex(default_data_providers) + self.configuration_service = configuration_service + self.market_credential_service = market_credential_service + + def get_data( + self, + data_source: DataSource, + date: datetime = None, + start_date: datetime = None, + end_date: datetime = None, + ): + """ + Function to get data from the data provider. + + Args: + data_source (DataSource): The data source specification that + matches a data provider. + date (datetime): The date to get data for. + start_date (datetime): The start date for the data. + end_date (datetime): The end date for the data. + + Returns: + DataFrame: The data for the given symbol and market. + """ + data_provider = self.data_provider_index.get(data_source=data_source) + + if data_provider is None: + dict_data = data_source.to_dict() + self._throw_no_data_provider_exception(dict_data) + + if self.configuration_service is not None: + data_provider.config = self.configuration_service.get_config() + + return data_provider.get_data( + date=date, + start_date=start_date, + end_date=end_date, + save=data_source.save, + ) + + def get_ticker_data(self, symbol, market, date): + """ + Function to get a ticker for a given data source. + The data source should have its market and symbol defined. + All other attributes are ignored of the data source + """ + data_provider = self.data_provider_index.get_ticker_data_provider( + symbol=symbol, market=market + ) + + if data_provider is None: + ohlcv_data_provider = self.data_provider_index.\ + get_ohlcv_data_provider( + symbol=symbol, market=market + ) + + if ohlcv_data_provider is None: + raise OperationalException( + "No ticker data provider found " + f"for symbol: {symbol} and market: {market} " + f"on date: {date}" + ) + else: + if self.backtest_mode: + data = ohlcv_data_provider.get_backtest_data( + backtest_index_date=date, + ) + + if isinstance(data, pd.DataFrame): + # Convert to Polars DataFrame for consistency + data.index.name = "Datetime" + data = data.reset_index() + data = pl.from_pandas(data) + entry = data[-1] + return { + "symbol": symbol, + "market": market, + "datetime": entry["Datetime"][0], + "open": entry["Open"][0], + "high": entry["High"][0], + "low": entry["Low"][0], + "close": entry["Close"][0], + "volume": entry["Close"][0], + "ask": entry["Close"][0], + "bid": entry["Close"][0], + } + else: + data = ohlcv_data_provider.get_data( + date=date, + ) + + if isinstance(data, pd.DataFrame): + # Convert to Polars DataFrame for consistency + data.index.name = "Datetime" + data = data.reset_index() + data = pl.from_pandas(data) + + entry = data[-1] + return { + "symbol": symbol, + "market": market, + "datetime": entry["Datetime"][0], + "open": entry["Open"][0], + "high": entry["High"][0], + "low": entry["Low"][0], + "close": entry["Close"][0], + "volume": entry["Close"][0], + "ask": entry["Close"][0], + "bid": entry["Close"][0], + } + else: + + if self.backtest_mode: + return data_provider.get_backtest_data( + backtest_index_date=date, + ) + + else: + return data_provider.get_data(date=date) + + def get_ohlcv_data( + self, + symbol: str, + market: str = None, + time_frame: str = None, + date: Optional[datetime] = None, + start_date: Optional[datetime] = None, + end_date: Optional[datetime] = None, + window_size: Optional[int] = None + ): + """ + Function to get OHLCV data from the data provider. + + Args: + symbol (str): The symbol to get OHLCV data for. + market (str): The market to get OHLCV data for. + time_frame (str): The time frame to get OHLCV data for. + date (datetime): The date to get OHLCV data for. + start_date (datetime): The start date for the OHLCV data. + end_date (datetime): The end date for the OHLCV data. + window_size (int): The window size for the OHLCV data. + + Returns: + DataFrame: The OHLCV data for the given symbol and market. + """ + data_provider = self.data_provider_index.get_ohlcv_data_provider( + symbol=symbol, + market=market, + ) + + if data_provider is None: + if market is not None: + raise OperationalException( + "No OHLCV data provider found " + f"for symbol: {symbol} and market: {market}" + ) + else: + raise OperationalException( + f"No OHLCV data provider found for symbol: {symbol}" + ) + + if self.backtest_mode: + data = data_provider.get_backtest_data( + backtest_index_date=date, + backtest_start_date=start_date, + backtest_end_date=end_date, + ) + else: + data = data_provider.get_data( + date=date, + start_date=start_date, + end_date=end_date, + ) + + if isinstance(data, pd.DataFrame): + # Convert to Polars DataFrame for consistency + data.index.name = "Datetime" + data = data.reset_index() + data = pl.from_pandas(data) + + return data + + def get_backtest_data( + self, + data_source: DataSource, + backtest_index_date: datetime = None, + start_date: datetime = None, + end_date: datetime = None, + ): + """ + Function to get backtest data from the data provider. + + Args: + data_source (DataSource): The data source specification that + matches a data provider. + backtest_index_date (datetime): The current date of the backtest. + start_date (datetime): The start date for the data. + end_date (datetime): The end date for the data. + + Returns: + DataFrame: The backtest data for the given symbol and market. + """ + data_provider = self.data_provider_index.get(data_source=data_source) + + if data_provider is None: + self._throw_no_data_provider_exception(data_source.to_dict()) + + return data_provider.get_backtest_data( + backtest_index_date=backtest_index_date, + backtest_start_date=start_date, + backtest_end_date=end_date, + ) + + def get_vectorized_backtest_data( + self, + data_sources: List[DataSource], + start_date: datetime = None, + end_date: datetime = None, + ) -> Dict[str, Any]: + """ + Function to get vectorized backtest data from the data provider. + + Args: + data_sources (List[DataSource]): The data sources to get + backtest data for. + start_date (datetime): The start date for the backtest data. + end_date (datetime): The end date for the backtest data. + + Returns: + Dict[str, Any]: The vectorized backtest data for the + given data sources. + """ + vectorized_data = {} + for data_source in data_sources: + backtest_data = self.get_backtest_data( + data_source=data_source, + start_date=start_date, + end_date=end_date, + ) + vectorized_data[data_source.get_identifier()] = backtest_data + return vectorized_data + + def _throw_no_data_provider_exception(self, params): + """ + Raise an exception if no data provider is found for the given params + """ + non_null_params = {k: v for k, v in params.items() if v is not None} + if len(non_null_params) == 0: + raise OperationalException( + "No data provider found for the given parameters" + ) + + params = ", ".join( + [f"{k}: {v}" for k, v in non_null_params.items()] + ) + + raise OperationalException( + f"No data provider found for the given parameters: {params}" + ) + + def add_data_provider( + self, data_provider: DataProvider, priority: int = 3 + ): + """ + Add a data provider to the service. + + Args: + data_provider (DataProvider): The data provider to add. + priority (int): The priority of the data provider. + + Returns: + None + """ + data_provider.priority = priority + data_provider.config = self.configuration_service.get_config() + self.data_provider_index.add(data_provider) + + def index_data_providers(self, data_sources: List[DataSource]): + """ + Index the data providers in the service. + This will create a fast lookup index for the data providers + based on the given parameters. + + Args: + data_sources (List[DataSource]): The data sources to index. + + Returns: + None + """ + + for data_source in data_sources: + self.data_provider_index.register(data_source) + logger.debug( + "Registered data provider for data source: {data_source}" + ) + + def index_backtest_data_providers( + self, + data_sources: List[DataSource], + backtest_date_range: BacktestDateRange + ): + """ + Index the data providers in the service. + This will create a fast lookup index for the data providers + based on the given parameters. + + Args: + data_sources (List[DataSource]): The data sources to index. + backtest_date_range (BacktestDateRange): The date range for the + backtest 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}" + ) + + self.backtest_mode = True + + def prepare_backtest_data( + self, + backtest_date_range: BacktestDateRange, + show_progress: bool = True + ): + """ + Prepare the backtest data for all registered data providers. + + Args: + backtest_date_range (BacktestDateRange): The date range for the + backtest data. + show_progress (bool): Whether to show progress while preparing + the backtest data. + + Raises: + OperationalException: If no data providers are registered. + + Returns: + None + """ + + if len(self.data_provider_index.data_providers_lookup) == 0: + raise OperationalException( + "No data providers registered. " + "Please register at least one data provider before preparing " + "backtest data." + ) + + logger.info( + "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}" + ) + + def get_data_files(self): + """ + Function to get the data files for the market data sources. + + Returns: + List[str]: A list of file paths for the data files. + """ + data_files = [] + + for market_data_source in self.data_provider_index.data_providers: + if hasattr(market_data_source, 'file_path') and \ + market_data_source.file_path is not None: + data_files.append(market_data_source.file_path) + + return data_files + + def reset(self): + """ + Function to reset all the data providers and the data provider + lookup index. + """ + self.data_provider_index.reset() + self.backtest_mode = False diff --git a/investing_algorithm_framework/services/market_data_source_service/__init__.py b/investing_algorithm_framework/services/market_data_source_service/__init__.py deleted file mode 100644 index d93c469b..00000000 --- a/investing_algorithm_framework/services/market_data_source_service/__init__.py +++ /dev/null @@ -1,10 +0,0 @@ -from .backtest_market_data_source_service import \ - BacktestMarketDataSourceService -from .market_data_source_service import MarketDataSourceService -from .data_provider_service import DataProviderService - -__all__ = [ - "MarketDataSourceService", - "BacktestMarketDataSourceService", - "DataProviderService" -] diff --git a/investing_algorithm_framework/services/market_data_source_service/backtest_market_data_source_service.py b/investing_algorithm_framework/services/market_data_source_service/backtest_market_data_source_service.py deleted file mode 100644 index 2e7f2b11..00000000 --- a/investing_algorithm_framework/services/market_data_source_service/backtest_market_data_source_service.py +++ /dev/null @@ -1,269 +0,0 @@ -from typing import List - -from tqdm import tqdm - -from investing_algorithm_framework.domain import MarketService, \ - BacktestMarketDataSource, BACKTESTING_END_DATE, BACKTESTING_START_DATE, \ - BACKTESTING_INDEX_DATETIME, OperationalException, OHLCVMarketDataSource, \ - TickerMarketDataSource, OrderBookMarketDataSource, MarketDataType, \ - TimeFrame -from investing_algorithm_framework.services.configuration_service import \ - ConfigurationService -from investing_algorithm_framework.services.market_credential_service \ - import MarketCredentialService -from .market_data_source_service import MarketDataSourceService - - -class BacktestMarketDataSourceService(MarketDataSourceService): - """ - BacktestMarketDataSourceService is a subclass of MarketDataSourceService. - It is used to create market data sources for backtesting. - - In the constructor, it takes a list of BacktestMarketDataSource objects. - These objects are used to prepare the data for backtesting. - - The prepare_data method of BacktestMarketDataSource is called in the - constructor. - - The main difference between MarketDataSourceService and - the BacktestMarketDataSourceService is that it will - prepare the data for backtesting in the constructor. - """ - def __init__( - self, - market_service: MarketService, - market_credential_service: MarketCredentialService, - configuration_service: ConfigurationService, - market_data_sources: List[BacktestMarketDataSource] = None - ): - super().__init__( - market_service=market_service, - market_data_sources=None, - market_credential_service=market_credential_service, - configuration_service=configuration_service - ) - self.market_data_sources = [] - - # Add all market data sources to the list - if market_data_sources is not None: - for market_data_source in market_data_sources: - self.add(market_data_source) - - def initialize_market_data_sources(self): - config = self._configuration_service.get_config() - backtest_start_date = config[BACKTESTING_START_DATE] - backtest_end_date = config[BACKTESTING_END_DATE] - backtest_market_data_sources = [ - market_data_source.to_backtest_market_data_source() for - market_data_source in self._market_data_sources - ] - - # Filter out the None values - backtest_market_data_sources = [ - market_data_source for market_data_source in - backtest_market_data_sources if market_data_source is not None - ] - - for backtest_market_data_source in tqdm( - backtest_market_data_sources, - total=len(self._market_data_sources), - desc="Preparing backtest market data", - colour="GREEN" - ): - backtest_market_data_source.market_credential_service = \ - self._market_credential_service - backtest_market_data_source.prepare_data( - config=config, - backtest_start_date=backtest_start_date, - backtest_end_date=backtest_end_date - ) - - self.clear_market_data_sources() - self.market_data_sources = backtest_market_data_sources - - def get_data(self, identifier): - """ - This method is used to get the data for backtesting. It loops - over all the backtest market data sources and returns the data - for the given identifier (If there is a match). - - If there is no match, it raises an OperationalException. - - Args: - identifier: The identifier of the market data source - - Returns: - The data for the given identifier - """ - config = self._configuration_service.get_config() - backtest_index_date = config[BACKTESTING_INDEX_DATETIME] - - for market_data_source in self._market_data_sources: - - if market_data_source.get_identifier() == identifier: - config = self._configuration_service.get_config() - backtest_index_date = config[BACKTESTING_INDEX_DATETIME] - data = market_data_source.get_data( - date=backtest_index_date, config=config - ) - - result = { - "data": data, - "type": None, - "symbol": None, - "time_frame": None - } - - # Add metadata to the data - if isinstance(market_data_source, OHLCVMarketDataSource): - result["type"] = MarketDataType.OHLCV - time_frame = TimeFrame.from_value( - market_data_source.time_frame - ) - result["time_frame"] = time_frame.value - result["symbol"] = market_data_source.symbol - return result - - if isinstance(market_data_source, TickerMarketDataSource): - result["type"] = MarketDataType.TICKER - result["time_frame"] = TimeFrame.CURRENT - result["symbol"] = market_data_source.symbol - return result - - if isinstance(market_data_source, OrderBookMarketDataSource): - result["type"] = MarketDataType.ORDER_BOOK - result["time_frame"] = TimeFrame.CURRENT - result["symbol"] = market_data_source.symbol - return result - - result["type"] = MarketDataType.CUSTOM - result["time_frame"] = TimeFrame.CURRENT - result["symbol"] = market_data_source.symbol - return result - - raise OperationalException( - f"Backtest market data source not found for {identifier}" - ) - - def get_ticker(self, symbol, market=None): - ticker_market_data_source = self.get_ticker_market_data_source( - symbol=symbol, market=market - ) - ohlcv_market_data_source = self.get_ohlcv_market_data_source( - symbol=symbol, market=market - ) - if ohlcv_market_data_source is not None and \ - ticker_market_data_source is None: - data = ohlcv_market_data_source.get_data( - date=self._configuration_service.get_config()[ - BACKTESTING_INDEX_DATETIME - ], - config=self._configuration_service.get_config() - ) - - # Get last row of the OHLCV data polars dataframe - close = data.tail(1)["Close"][0] - timestamp = data.tail(1)["Datetime"][0] - open = data.tail(1)["Open"][0] - high = data.tail(1)["High"][0] - low = data.tail(1)["Low"][0] - volume = data.tail(1)["Volume"][0] - - spread = close * 0.001 - bid = close - spread - ask = close + spread - - ticker_data = { - "symbol": symbol, - "market": market, - "timestamp": timestamp, - # or the appropriate time column - "open": open, - "high": high, - "low": low, - "close": close, - "last": close, - "volume": volume, - "bid": bid, - "ask": ask, - } - return ticker_data - - if ticker_market_data_source is None: - identifiers = self.get_market_data_source_identifiers() - raise OperationalException( - "Backtest ticker data source " - f"not found for {symbol} and market {market}, the available " - f"data sources are: {identifiers}" - ) - - config = self._configuration_service.get_config() - backtest_index_date = config[BACKTESTING_INDEX_DATETIME] - return ticker_market_data_source.get_data( - date=backtest_index_date, config=config - ) - - def get_order_book(self, symbol, market): - market_data_source = self.get_order_book_market_data_source( - symbol=symbol, market=market - ) - market_data_source.market_credential_service = \ - self._market_credential_service - config = self._configuration_service.get_config() - backtest_index_date = config[BACKTESTING_INDEX_DATETIME] - return market_data_source.get_data( - date=backtest_index_date, config=config - ) - - def get_ohlcv( - self, - symbol, - from_timestamp, - time_frame=None, - market=None, - to_timestamp=None - ): - market_data_source = self.get_ohlcv_market_data_source( - symbol=symbol, market=market, time_frame=time_frame - ) - market_data_source.market_credential_service = \ - self._market_credential_service - config = self._configuration_service.get_config() - backtest_index_date = config[BACKTESTING_INDEX_DATETIME] - return market_data_source.get_data( - date=backtest_index_date, config=config - ) - - def is_ohlcv_data_source_present(self, symbol, time_frame, market): - market_data_source = self.get_ohlcv_market_data_source( - symbol=symbol, market=market, time_frame=time_frame - ) - return market_data_source is not None - - def add(self, market_data_source): - - if market_data_source is None: - return - - # Check if there is already a market data source with the same - # identifier - for existing_market_data_source in self._market_data_sources: - if existing_market_data_source.get_identifier() == \ - market_data_source.get_identifier(): - return - - self._market_data_sources.append(market_data_source) - - def has_ticker_market_data_source(self, symbol, market=None): - ticker_market_data_source = self.get_ticker_market_data_source( - symbol=symbol, market=market - ) - ohlcv_market_data_source = self.get_ohlcv_market_data_source( - symbol=symbol, market=market - ) - - if ohlcv_market_data_source is not None or \ - ticker_market_data_source is not None: - return True - - return False diff --git a/investing_algorithm_framework/services/market_data_source_service/data_provider_service.py b/investing_algorithm_framework/services/market_data_source_service/data_provider_service.py deleted file mode 100644 index 6a6f24a0..00000000 --- a/investing_algorithm_framework/services/market_data_source_service/data_provider_service.py +++ /dev/null @@ -1,350 +0,0 @@ -import logging -from collections import defaultdict -from datetime import datetime -from typing import List, Optional - -from investing_algorithm_framework.domain import DataProvider, \ - OperationalException, ImproperlyConfigured, TradingDataType - -logger = logging.getLogger("investing_algorithm_framework") - - -class DataProviderIndex: - """ - Class to index data providers. Given a list of data providers, each data - provider will be indexed given that it has support for the given query - params - """ - - def __init__(self, data_providers: List[DataProvider] = []): - self.data_providers: List[DataProvider] = data_providers - - def register_data_provider(self, data_provider: DataProvider) -> None: - """ - Register a new data provider. - - Args: - data_provider (DataProvider): The data provider to register. - """ - self.data_providers.append(data_provider) - - -class OHLCVDataProviderIndex: - """ - Efficient lookup for ohlcv data providers in O(1) time. - - Attributes: - data_providers (List[DataProvider]): List of data providers - order_executor_lookup (dict): Dictionary to store the lookup - for order executors based on market. - """ - def __init__(self, data_providers=[]): - self.data_providers = data_providers - self.data_providers_lookup = defaultdict() - - def add(self, data_provider: DataProvider): - """ - Add a data provider to the lookup. - - Args: - data_provider (DataProvider): The data provider to be added. - - Returns: - None - """ - self.data_providers.append(data_provider) - - def register(self, symbol, market) -> DataProvider: - """ - Register an ohlcv data provider for a given market and symbol. - - This method will also check if the data provider supports - the market. If no data provider is found for the market and symbol, - it will raise an ImproperlyConfigured exception. - - If multiple data providers are found for the market and symbol, - it will sort them by priority and pick the best one. - - Args: - market (str): The market to register the data provider for. - symbol (str): The symbol to register the data provider for. - - Returns: - None - """ - matches = [] - - for data_provider in self.data_providers: - - if data_provider.supports(market, symbol): - matches.append(data_provider) - - if len(matches) == 0: - raise ImproperlyConfigured( - f"No data provider found for market " - f"{market} and symbol {symbol}." - f" Please make sure that you have registered a data provider " - f"provider for the market and symbol you are trying to use" - ) - - # Sort by priority and pick the best one - best_provider = sorted(matches, key=lambda x: x.priority)[0] - self.data_providers_lookup[(market, symbol)] = best_provider - return best_provider - - def get(self, symbol, market: str): - """ - Get the ohlcv data provider for a given market and symbol. - If no data provider is found for the market and symbol, - it will return None. - - Args: - market (str): The market to get the order executor for. - symbol (str): The symbol to get the order executor for. - - Returns: - DataProvider: The data provider for the market and symbol, - """ - return self.data_providers_lookup.get((market, symbol), None) - - def get_all(self) -> List[DataProvider]: - """ - Get all order executors. - This method will return all order executors that are currently - registered in the order_executors list. - - Returns: - List[OrderExecutor]: A list of all order executors. - """ - return self.data_providers - - def reset(self): - """ - Function to reset the order executor lookup table - - Returns: - None - """ - self.data_providers_lookup = defaultdict() - self.data_providers = [] - - -class DataProviderService: - data_providers: List[DataProvider] = [] - default_data_providers: List[DataProvider] = [ - # Add default data providers here - ] - data_provider_index: DataProviderIndex = None - ohlcv_data_provider_index: OHLCVDataProviderIndex = None - - def __init__( - self, - configuration_service, - market_credentials_service, - default_data_providers: List[DataProvider] = [], - default_ohlcv_data_providers: List[DataProvider] = [] - ): - """ - Initialize the DataProviderService with a list of data providers. - - Args: - default_data_providers (List[DataProvider]): A list of default - data providers to use. - """ - self.default_data_providers = default_data_providers - self.data_provider_index = DataProviderIndex(default_data_providers) - self.configuration_service = configuration_service - self.market_credentials_service = market_credentials_service - self.ohlcv_data_provider_index = OHLCVDataProviderIndex( - data_providers=default_ohlcv_data_providers - ) - - def get_data( - self, - symbol: str, - data_type=None, - date: datetime = None, - market: str = None, - time_frame: str = None, - start_date: datetime = None, - end_date: datetime = None, - storage_path=None, - window_size=None, - pandas=False, - save: bool = False, - ): - """ - Function to get data from the data provider. - - Args: - data_type (str): The type of data to get (e.g., "ohlcv", "ticker"). - date (datetime): The date to get data for. - symbol (str): The symbol to get data for. - market (str): The market to get data from. - time_frame (str): The time frame to get data for. - start_date (datetime): The start date for the data. - end_date (datetime): The end date for the data. - storage_path (str): The path to store the data. - window_size (int): The size of the data window. - pandas (bool): Whether to return the data as a pandas DataFrame. - - Returns: - DataFrame: The data for the given symbol and market. - """ - - data_provider = self.find_data_provider( - symbol=symbol, market=market, data_type=data_type - ) - - if data_provider is None: - self._throw_no_data_provider_exception( - { - "symbol": symbol, - "market": market, - "data_type": data_type, - "time_frame": time_frame, - } - ) - - if self.configuration_service is not None: - data_provider.config = self.configuration_service.get_config() - - return data_provider.get_data( - data_type=data_type, - date=date, - symbol=symbol, - market=market, - time_frame=time_frame, - start_date=start_date, - end_date=end_date, - storage_path=storage_path, - window_size=window_size, - pandas=pandas, - save=save - ) - - def get_backtest_data( - self, - symbol: str, - data_type: str, - market: str = None, - backtest_index_date: datetime = None, - time_frame: str = None, - start_date: datetime = None, - end_date: datetime = None, - storage_path=None, - window_size=None, - pandas=False, - save: bool = False, - ): - - """ - Function to get backtest data from the data provider. - - Args: - symbol (str): The symbol to get data for. - market (str): The market to get data from. - time_frame (str): The time frame to get data for. - start_date (datetime): The start date for the data. - end_date (datetime): The end date for the data. - storage_path (str): The path to store the data. - window_size (int): The size of the data window. - pandas (bool): Whether to return the data as a pandas DataFrame. - - Returns: - DataFrame: The backtest data for the given symbol and market. - """ - data_provider = self.data_provider_index.find_data_provider( - symbol=symbol, - market=market, - time_frame=time_frame, - ) - - if data_provider is None: - self._throw_no_data_provider_exception( - { - "symbol": symbol, - "market": market, - "data_type": data_type, - "time_frame": time_frame, - } - ) - - return data_provider.get_backtest_data( - symbol=symbol, - market=market, - time_frame=time_frame, - backtest_index_date=backtest_index_date, - start_date=start_date, - end_date=end_date, - storage_path=storage_path, - window_size=window_size, - pandas=pandas, - ) - - def _throw_no_data_provider_exception(self, params): - """ - Raise an exception if no data provider is found for the given params - """ - non_null_params = {k: v for k, v in params.items() if v is not None} - if len(non_null_params) == 0: - raise OperationalException( - "No data provider found for the given parameters" - ) - - params = ", ".join( - [f"{k}: {v}" for k, v in non_null_params.items()] - ) - - raise OperationalException( - f"No data provider found for the given parameters: {params}" - ) - - def add_data_provider( - self, data_provider: DataProvider, priority: int = 0 - ): - """ - Add a data provider to the service. - - Args: - data_provider (DataProvider): The data provider to add. - priority (int): The priority of the data provider. - """ - self.data_providers.append(data_provider) - self.data_providers.sort(key=lambda x: x.priority, reverse=True) - - def find_data_provider( - self, - symbol: Optional[str] = None, - market: Optional[str] = None, - data_type: Optional[str] = None, - time_frame: Optional[str] = None, - ): - """ - Function to find a data provider based on the given parameters. - - Args: - symbol (str): The symbol to find the data provider for. - market (str): The market to find the data provider for. - data_type (str): The type of data to find the data provider for. - time_frame (str): The time frame to find the data provider for. - - Returns: - DataProvider: The data provider that matches the given parameters. - """ - data_provider = None - - if TradingDataType.OHLCV.equals(data_type): - # Check if there is already a registered data provider - data_provider = self.ohlcv_data_provider_index.get( - symbol=symbol, market=market - ) - - if data_provider is None: - # Try to register a new data provider if it is not - # already registered - data_provider = self.ohlcv_data_provider_index.register( - symbol=symbol, market=market - ) - - return data_provider diff --git a/investing_algorithm_framework/services/market_data_source_service/market_data_source_service.py b/investing_algorithm_framework/services/market_data_source_service/market_data_source_service.py deleted file mode 100644 index e0bd13a3..00000000 --- a/investing_algorithm_framework/services/market_data_source_service/market_data_source_service.py +++ /dev/null @@ -1,393 +0,0 @@ -from typing import List -from datetime import datetime, timezone - -from investing_algorithm_framework.domain import MarketService, \ - MarketDataSource, OHLCVMarketDataSource, TickerMarketDataSource, \ - OrderBookMarketDataSource, TimeFrame, OperationalException, \ - MarketDataType -from investing_algorithm_framework.services.configuration_service import \ - ConfigurationService -from investing_algorithm_framework.services.market_credential_service \ - import MarketCredentialService - - -class MarketDataSourceService: - """ - This class is responsible for managing the market data sources. - - It is used by the algorithm to get market data from different sources. - The MarketDataSourceService will first check if there is a market data - source that matches the symbol, market and time frame provided by the user. - If there is, it will use that market data source to get the data. If there - is not, it will use the MarketService to get the data. - - Attributes: - - market_service: MarketService - The market service that is used to get the data from the market - - market_credential_service: MarketCredentialService - The market credential service that is used to get the credentials - for the market - - configuration_service: ConfigurationService - The configuration service that is used to get the configuration - for the algorithm - - _market_data_sources: List[MarketDataSource] - The list of market data sources that are used by the algorithm - """ - _market_data_sources: List[MarketDataSource] = [] - - def __init__( - self, - market_service: MarketService, - market_credential_service: MarketCredentialService, - configuration_service: ConfigurationService, - market_data_sources: List[MarketDataSource] = None - ): - - if market_data_sources is not None: - self._market_data_sources: List[MarketDataSource] \ - = market_data_sources - - self._market_service: MarketService = market_service - self._market_credential_service: MarketCredentialService = \ - market_credential_service - self._configuration_service = configuration_service - - def initialize_market_data_sources(self): - - for market_data_source in self._market_data_sources: - market_data_source.market_credential_service = \ - self._market_credential_service - - def get_ticker(self, symbol, market=None): - ticker_market_data_source = self.get_ticker_market_data_source( - symbol=symbol, market=market - ) - config = self._configuration_service.get_config() - date = config.get("DATE_TIME", None) - - if ticker_market_data_source is not None: - - if date is not None: - return ticker_market_data_source.get_data( - end_date=date, config=config - ) - - return ticker_market_data_source.get_data( - end_date=datetime.now(tz=timezone.utc), config=config - ) - - return self._market_service.get_ticker(symbol, market) - - def get_order_book(self, symbol, market=None): - order_book_market_data_source = self.get_order_book_market_data_source( - symbol=symbol, market=market - ) - config = self._configuration_service.get_config() - - if order_book_market_data_source is not None: - return order_book_market_data_source.get_data( - end_date=datetime.now(tz=timezone.utc), config=config - ) - - return self._market_service.get_order_book(symbol, market) - - def get_ohlcv( - self, - symbol, - from_timestamp, - time_frame, - market=None, - to_timestamp=None - ): - ohlcv_market_data_source = self.get_ohlcv_market_data_source( - symbol=symbol, market=market, time_frame=time_frame - ) - config = self._configuration_service.get_config() - - if ohlcv_market_data_source is not None: - return ohlcv_market_data_source.get_data( - end_date=datetime.now(tz=timezone.utc), config=config - ) - - return self._market_service.get_ohlcv( - symbol=symbol, - time_frame=time_frame, - from_timestamp=from_timestamp, - market=market, - to_timestamp=to_timestamp - ) - - def get_data_for_strategy(self, strategy): - """ - Function to get the data for the strategy. It loops over all - the market data sources in the strategy and returns the - data for each - - Args: - strategy: The strategy for which the data is required - - Returns: - The data for the strategy in dictionary format with - the keys being the identifier of the market data sources - """ - identifiers = [] - if strategy.market_data_sources is not None: - for market_data_source in strategy.market_data_sources: - - if isinstance(market_data_source, MarketDataSource): - identifiers.append(market_data_source.get_identifier()) - elif isinstance(market_data_source, str): - identifiers.append(market_data_source) - else: - raise OperationalException( - "Market data source must be a string " + - "or MarketDataSource" - ) - - market_data = {"metadata": { - MarketDataType.OHLCV: {}, - MarketDataType.TICKER: {}, - MarketDataType.ORDER_BOOK: {}, - MarketDataType.CUSTOM: {} - }} - - for identifier in identifiers: - result_data = self.get_data(identifier) - - if "symbol" in result_data and result_data["symbol"] is not None \ - and "type" in result_data \ - and result_data["type"] is not None: - type = result_data["type"] - symbol = result_data["symbol"] - time_frame = result_data["time_frame"] - - if symbol not in market_data["metadata"][type]: - market_data["metadata"][type][symbol] = {} - - if time_frame is None: - market_data["metadata"][type][symbol] = identifier - - if time_frame is not None and \ - time_frame not in \ - market_data["metadata"][type][symbol]: - market_data["metadata"][type][symbol][time_frame] = identifier - - market_data[identifier] = result_data["data"] - return market_data - - def get_data(self, identifier): - for market_data_source in self._market_data_sources: - - if market_data_source.get_identifier() == identifier: - config = self._configuration_service.get_config() - date = config.get("DATE_TIME", None) - - if date is not None: - data = market_data_source.get_data( - end_date=date, config=config - ) - elif "DATE_TIME" in config: - data = market_data_source.get_data( - end_date=config["DATE_TIME"], config=config, - ) - else: - data = market_data_source.get_data( - end_date=datetime.now(tz=timezone.utc), config=config, - ) - - result = { - "data": data, - "type": None, - "symbol": None, - "time_frame": None - } - - # Add metadata to the data - if isinstance(market_data_source, OHLCVMarketDataSource): - result["type"] = MarketDataType.OHLCV - time_frame = market_data_source.time_frame - - if time_frame is not None: - time_frame = TimeFrame.from_value(time_frame) - result["time_frame"] = time_frame.value - else: - result["time_frame"] = TimeFrame.CURRENT.value - - result["symbol"] = market_data_source.symbol - return result - - if isinstance(market_data_source, TickerMarketDataSource): - result["type"] = MarketDataType.TICKER - result["time_frame"] = TimeFrame.CURRENT - result["symbol"] = market_data_source.symbol - return result - - if isinstance(market_data_source, OrderBookMarketDataSource): - result["type"] = MarketDataType.ORDER_BOOK - result["time_frame"] = TimeFrame.CURRENT - result["symbol"] = market_data_source.symbol - return result - - result["type"] = MarketDataType.CUSTOM - result["time_frame"] = TimeFrame.CURRENT - result["symbol"] = market_data_source.symbol - return result - - raise OperationalException( - f"Market data source not found for {identifier}" - ) - - def get_ticker_market_data_source(self, symbol, market=None): - - if self.market_data_sources is not None: - for market_data_source in self._market_data_sources: - if isinstance(market_data_source, TickerMarketDataSource): - if market is not None: - if market_data_source.market.upper() == market.upper()\ - and market_data_source.symbol.upper() \ - == symbol.upper(): - return market_data_source - else: - if market_data_source.symbol.upper() \ - == symbol.upper(): - return market_data_source - - return None - - def get_ohlcv_market_data_source( - self, symbol, time_frame=None, market=None - ): - """ - Function to get the OHLCV market data source for a symbol, - time frame and market. - - Parameters: - symbol: str - The symbol of the asset - time_frame: TimeFrame - The time frame of the data - market: str - The market of the asset - - Returns: - OHLCVMarketDataSource - The OHLCV market data source for the - symbol, time frame and market - """ - if time_frame is not None: - time_frame = TimeFrame.from_value(time_frame) - - if self.market_data_sources is not None: - - for market_data_source in self._market_data_sources: - - if isinstance(market_data_source, OHLCVMarketDataSource): - if market is not None and time_frame is not None: - if market_data_source.market.upper() == market.upper()\ - and market_data_source.symbol.upper() \ - == symbol.upper() and \ - time_frame.equals( - market_data_source.time_frame - ): - return market_data_source - elif market is not None: - - if market_data_source.market.upper() == market.upper()\ - and market_data_source.symbol.upper() \ - == symbol.upper(): - return market_data_source - elif time_frame is not None: - if market_data_source.symbol.upper() \ - == symbol.upper() and \ - time_frame.equals( - market_data_source.time_frame - ): - return market_data_source - else: - if market_data_source.symbol.upper() \ - == symbol.upper(): - return market_data_source - - return None - - def get_order_book_market_data_source(self, symbol, market=None): - - if self.market_data_sources is not None: - for market_data_source in self._market_data_sources: - if isinstance(market_data_source, OrderBookMarketDataSource): - - if market is not None: - if market_data_source.market.upper() == market.upper()\ - and market_data_source.symbol.upper() \ - == symbol.upper(): - return market_data_source - else: - if market_data_source.symbol.upper() \ - == symbol.upper(): - return market_data_source - - return None - - @property - def market_data_sources(self): - return self._market_data_sources - - @market_data_sources.setter - def market_data_sources(self, market_data_sources): - - for market_data_source in market_data_sources: - self.add(market_data_source) - - def clear_market_data_sources(self): - """ - Function to clear the market data sources - """ - self._market_data_sources = [] - - def add(self, market_data_source): - - # Check if the market data source is an instance of MarketDataSource - if not isinstance(market_data_source, MarketDataSource): - return - - # Check if there is already a market data source with the same - # identifier - for existing_market_data_source in self._market_data_sources: - if existing_market_data_source.get_identifier() == \ - market_data_source.get_identifier(): - return - - market_data_source.market_credential_service = \ - self._market_credential_service - self._market_data_sources.append(market_data_source) - - def get_market_data_sources(self): - return self._market_data_sources - - def has_ticker_market_data_source(self, symbol, market=None): - return self.get_ticker_market_data_source(symbol, market) is not None - - def get_market_data_source_identifiers(self): - """ - Function to get all list of all market data source identifiers. - - Returns: - List[str]: A list of identifiers for all market data sources. - """ - - return [ - market_data_source.get_identifier() for market_data_source - in self._market_data_sources - ] - - def get_data_files(self): - """ - Function to get the data files for the market data sources. - - Returns: - List[str]: A list of file paths for the data files. - """ - data_files = [] - - for market_data_source in self._market_data_sources: - if hasattr(market_data_source, 'file_path') and \ - market_data_source.file_path is not None: - data_files.append(market_data_source.file_path) - - return data_files diff --git a/investing_algorithm_framework/services/metrics/__init__.py b/investing_algorithm_framework/services/metrics/__init__.py index 86f73993..2f0d21ce 100644 --- a/investing_algorithm_framework/services/metrics/__init__.py +++ b/investing_algorithm_framework/services/metrics/__init__.py @@ -19,8 +19,9 @@ get_worst_trade, get_total_return, get_average_yearly_return, \ get_average_gain, get_average_loss, get_average_monthly_return, \ get_percentage_winning_months, get_average_monthly_return_losing_months, \ - get_average_monthly_return_winning_months, \ - get_percentage_winning_years, get_worst_year + 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 .win_rate import get_win_rate, get_win_loss_ratio @@ -78,4 +79,6 @@ "get_percentage_winning_years", "get_rolling_sharpe_ratio", "create_backtest_metrics", + "get_growth", + "get_growth_percentage", ] diff --git a/investing_algorithm_framework/services/metrics/generate.py b/investing_algorithm_framework/services/metrics/generate.py index a6d543b6..57fe7d5f 100644 --- a/investing_algorithm_framework/services/metrics/generate.py +++ b/investing_algorithm_framework/services/metrics/generate.py @@ -8,7 +8,7 @@ from .equity_curve import get_equity_curve from .exposure import get_exposure, get_trades_per_year, get_trades_per_day, \ get_average_trade_duration -from .profit_factor import get_profit_factor +from .profit_factor import get_profit_factor, get_gross_loss, get_gross_profit from .returns import get_monthly_returns, get_yearly_returns, \ get_worst_trade, get_best_trade, get_worst_year, \ get_best_year, get_best_month, get_worst_month, get_average_gain, \ @@ -16,7 +16,8 @@ get_average_loss, get_average_monthly_return, \ get_average_monthly_return_winning_months, \ get_average_monthly_return_losing_months -from .returns import get_total_return +from .returns import get_total_return, get_final_value, get_growth, \ + get_growth_percentage from .sharpe_ratio import get_sharpe_ratio, get_rolling_sharpe_ratio from .sortino_ratio import get_sortino_ratio from .volatility import get_annual_volatility @@ -38,11 +39,15 @@ def create_backtest_metrics( BacktestMetrics: The created BacktestMetrics instance. """ + total_return = get_total_return(backtest_results.portfolio_snapshots) + 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), - total_return=get_total_return(backtest_results.portfolio_snapshots), + final_value=get_final_value(backtest_results.portfolio_snapshots), + total_return=total_return[0], + total_return_percentage=total_return[1], cagr=get_cagr(backtest_results.portfolio_snapshots), sharpe_ratio=get_sharpe_ratio( backtest_results.portfolio_snapshots, @@ -139,4 +144,10 @@ def create_backtest_metrics( worst_year=get_worst_year( backtest_results.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), + growth_percentage=get_growth_percentage( + backtest_results.portfolio_snapshots + ) ) diff --git a/investing_algorithm_framework/services/metrics/profit_factor.py b/investing_algorithm_framework/services/metrics/profit_factor.py index ee3fed98..07b017e2 100644 --- a/investing_algorithm_framework/services/metrics/profit_factor.py +++ b/investing_algorithm_framework/services/metrics/profit_factor.py @@ -127,3 +127,39 @@ def get_profit_factor(trades: List[Trade]) -> float: return float('inf') if gross_profit > 0 else 0.0 return gross_profit / gross_loss + + +def get_gross_profit(trades: List[Trade]) -> float: + """ + Function to calculate the total gross profit from a list of trades. + + Args: + trades (List[Trade]): List of closed trades from the backtest report. + + Returns: + float: The total gross profit from the trades. + """ + + gross_profit = 0.0 + for trade in trades: + if trade.net_gain > 0: + gross_profit += trade.net_gain + return gross_profit + + +def get_gross_loss(trades: List[Trade]) -> float: + """ + Function to calculate the total gross loss from a list of trades. + + Args: + trades (List[Trade]): List of closed trades from the backtest report. + + Returns: + float: The total gross loss from the trades. + """ + + gross_loss = 0.0 + for trade in trades: + if trade.net_gain < 0: + gross_loss += abs(trade.net_gain) + return gross_loss diff --git a/investing_algorithm_framework/services/metrics/returns.py b/investing_algorithm_framework/services/metrics/returns.py index 75f26c6e..c12b56b4 100644 --- a/investing_algorithm_framework/services/metrics/returns.py +++ b/investing_algorithm_framework/services/metrics/returns.py @@ -349,7 +349,9 @@ def get_average_yearly_return(snapshots: List[PortfolioSnapshot]) -> float: return sum(r for r, _ in yearly_returns) / len(yearly_returns) -def get_total_return(snapshots: List[PortfolioSnapshot]) -> float: +def get_total_return( + snapshots: List[PortfolioSnapshot] +) -> Tuple[float, float]: """ Calculate the total return from portfolio snapshots. @@ -360,7 +362,8 @@ def get_total_return(snapshots: List[PortfolioSnapshot]) -> float: snapshots (List[PortfolioSnapshot]): List of portfolio snapshots. Returns: - float: The total return as a percentage. + Tuple[Float, Float]: First number is the absolute return and the + second number is the percetage total return """ if not snapshots or len(snapshots) < 2: @@ -372,7 +375,9 @@ def get_total_return(snapshots: List[PortfolioSnapshot]) -> float: if initial_value == 0: return 0.0 - return ((final_value - initial_value) / initial_value) + absolute_return = final_value - initial_value + percentage = (absolute_return / initial_value) + return absolute_return, percentage def get_percentage_winning_years(snapshots: List[PortfolioSnapshot]) -> float: @@ -415,7 +420,74 @@ def get_total_net_gain(snapshots: List[PortfolioSnapshot]) -> float: if not snapshots: return 0.0 + return snapshots[-1].total_net_gain + + +def get_final_value(snapshots: List[PortfolioSnapshot]) -> float: + """ + Calculate the final portfolio value from portfolio snapshots. + + Args: + snapshots (List[PortfolioSnapshot]): List of portfolio snapshots. + + Returns: + float: The final portfolio value. + """ + + if not snapshots: + return 0.0 + + return snapshots[-1].total_value + + +def get_growth(snapshots: List[PortfolioSnapshot]) -> float: + """ + Calculate the growth of the portfolio from the first to the last snapshot. + + The growth is calculated as the percentage change in portfolio value + from the first snapshot to the last snapshot. + + Args: + snapshots (List[PortfolioSnapshot]): List of portfolio snapshots. + + Returns: + float: The growth as a percentage. + """ + + if not snapshots or len(snapshots) < 2: + return 0.0 + + initial_value = snapshots[0].total_value + final_value = snapshots[-1].total_value + + if initial_value == 0: + return 0.0 + + return (final_value - initial_value) + + +def get_growth_percentage(snapshots: List[PortfolioSnapshot]) -> float: + """ + Calculate the growth percentage of the portfolio from the first + to the last snapshot. + + The growth percentage is calculated as the percentage change in + portfolio value from the first snapshot to the last snapshot. + + Args: + snapshots (List[PortfolioSnapshot]): List of portfolio snapshots. + + Returns: + float: The growth percentage. + """ + + if not snapshots or len(snapshots) < 2: + return 0.0 + initial_value = snapshots[0].total_value final_value = snapshots[-1].total_value - return final_value - initial_value + if initial_value == 0: + return 0.0 + + return (final_value - initial_value) / initial_value diff --git a/investing_algorithm_framework/services/order_service/order_backtest_service.py b/investing_algorithm_framework/services/order_service/order_backtest_service.py index ddeb76dc..0dd73090 100644 --- a/investing_algorithm_framework/services/order_service/order_backtest_service.py +++ b/investing_algorithm_framework/services/order_service/order_backtest_service.py @@ -2,10 +2,8 @@ import polars as pl -from investing_algorithm_framework.domain import BACKTESTING_INDEX_DATETIME, \ - OrderStatus, OrderSide, Order, MarketDataType -from investing_algorithm_framework.services.market_data_source_service \ - import BacktestMarketDataSourceService +from investing_algorithm_framework.domain import INDEX_DATETIME, \ + OrderStatus, OrderSide, Order, DataType from .order_service import OrderService logger = logging.getLogger("investing_algorithm_framework") @@ -22,7 +20,6 @@ def __init__( portfolio_configuration_service, portfolio_snapshot_service, configuration_service, - market_data_source_service: BacktestMarketDataSourceService, ): super().__init__( configuration_service=configuration_service, @@ -34,7 +31,6 @@ def __init__( trade_service=trade_service, ) self.configuration_service = configuration_service - self.market_data_source_service = market_data_source_service def create(self, data, execute=True, validate=True, sync=True) -> Order: """ @@ -51,10 +47,9 @@ def create(self, data, execute=True, validate=True, sync=True) -> Order: Order: Created order object """ config = self.configuration_service.get_config() - # Make sure the created_at is set to the current backtest time - data["created_at"] = config[BACKTESTING_INDEX_DATETIME] - data["updated_at"] = config[BACKTESTING_INDEX_DATETIME] + data["created_at"] = config[INDEX_DATETIME] + data["updated_at"] = config[INDEX_DATETIME] # Call super to have standard behavior return super(OrderBacktestService, self)\ .create(data, execute, validate, sync) @@ -64,7 +59,7 @@ def execute_order(self, order, portfolio): order.remaining = order.get_amount() order.filled = 0 order.updated_at = self.configuration_service.config[ - BACKTESTING_INDEX_DATETIME + INDEX_DATETIME ] return order @@ -85,7 +80,7 @@ def check_pending_orders(self, market_data): meta_data = market_data["metadata"] for order in pending_orders: - ohlcv_meta_data = meta_data[MarketDataType.OHLCV] + ohlcv_meta_data = meta_data[DataType.OHLCV] if order.get_symbol() not in ohlcv_meta_data: continue @@ -106,7 +101,7 @@ def check_pending_orders(self, market_data): "filled": order.get_amount(), "remaining": 0, "updated_at": self.configuration_service - .config[BACKTESTING_INDEX_DATETIME] + .config[INDEX_DATETIME] } ) @@ -123,7 +118,7 @@ def cancel_order(self, order): "status": OrderStatus.CANCELED.value, "remaining": 0, "updated_at": self.configuration_service - .config[BACKTESTING_INDEX_DATETIME] + .config[INDEX_DATETIME] } ) @@ -177,7 +172,7 @@ def create_snapshot(self, portfolio_id, created_at=None): if created_at is None: created_at = self.configuration_service \ - .config[BACKTESTING_INDEX_DATETIME] + .config[INDEX_DATETIME] super(OrderBacktestService, self)\ .create_snapshot(portfolio_id, created_at=created_at) diff --git a/investing_algorithm_framework/services/order_service/order_service.py b/investing_algorithm_framework/services/order_service/order_service.py index cde37d50..56843224 100644 --- a/investing_algorithm_framework/services/order_service/order_service.py +++ b/investing_algorithm_framework/services/order_service/order_service.py @@ -1,12 +1,8 @@ import logging -from datetime import datetime -from typing import List - -from dateutil.tz import tzutc from investing_algorithm_framework.domain import OrderType, OrderSide, \ - OperationalException, OrderStatus, Order, OrderExecutor, random_number, \ - Observable, Event + OperationalException, OrderStatus, Order, random_number, \ + Observable, INDEX_DATETIME from investing_algorithm_framework.services.repository_service \ import RepositoryService @@ -62,36 +58,9 @@ def __init__( self.portfolio_snapshot_service = portfolio_snapshot_service self.market_credential_service = market_credential_service self.trade_service = trade_service - self._order_executors = None self._order_executor_lookup = order_executor_lookup self._portfolio_provider_lookup = portfolio_provider_lookup - @property - def order_executors(self) -> List[OrderExecutor]: - """ - Returns the order executors for the order service. - """ - return self._order_executors - - @order_executors.setter - def order_executors(self, value) -> None: - """ - Sets the order executors for the order service. - """ - self._order_executors = value - - def get_order_executor(self, market) -> OrderExecutor: - """ - Returns the order executor for the given market. - - Args: - market (str): The market for which to get the order executor. - - Returns: - OrderExecutor: The order executor for the given market. - """ - return self._order_executor_lookup.get_order_executor(market) - def create(self, data, execute=True, validate=True, sync=True) -> Order: """ Function to create an order. The function will create the order and @@ -189,6 +158,7 @@ def create(self, data, execute=True, validate=True, sync=True) -> Order: self.validate_order(data, portfolio) del data["portfolio_id"] + data["target_symbol"] = data["target_symbol"].upper() symbol = data["target_symbol"] data["id"] = self._create_order_id() @@ -225,11 +195,6 @@ def create(self, data, execute=True, validate=True, sync=True) -> Order: else: self._sync_portfolio_with_created_sell_order(order) - self.notify_observers( - Event.ORDER_CREATED, - {"portfolio_id": portfolio.id, "created_at": order.created_at} - ) - # self.create_snapshot(portfolio.id, created_at=created_at) order = self.get(order_id) return order @@ -310,7 +275,8 @@ def execute_order(self, order, portfolio) -> Order: f"and price {order.get_price()}" ) - order_executor = self.get_order_executor(portfolio.market) + order_executor = self._order_executor_lookup\ + .get_order_executor(portfolio.market) market_credential = self.market_credential_service.get( portfolio.market ) @@ -322,7 +288,8 @@ def execute_order(self, order, portfolio) -> Order: order.set_status(external_order.get_status()) order.set_filled(external_order.get_filled()) order.set_remaining(external_order.get_remaining()) - order.updated_at = datetime.now(tz=tzutc()) + config = self.configuration_service.config + order.updated_at = config[INDEX_DATETIME] return order def validate_order(self, order_data, portfolio): @@ -544,7 +511,8 @@ def cancel_order(self, order): market_credential = self.market_credential_service.get( portfolio.market ) - order_executor = self.get_order_executor(portfolio.market) + order_executor = self._order_executor_lookup\ + .get_order_executor(portfolio.market) order = order_executor\ .cancel_order(portfolio, order, market_credential) self.update(order.id, order.to_dict()) diff --git a/investing_algorithm_framework/services/portfolios/portfolio_provider_lookup.py b/investing_algorithm_framework/services/portfolios/portfolio_provider_lookup.py index b0e8efeb..b449509d 100644 --- a/investing_algorithm_framework/services/portfolios/portfolio_provider_lookup.py +++ b/investing_algorithm_framework/services/portfolios/portfolio_provider_lookup.py @@ -54,9 +54,7 @@ def register_portfolio_provider_for_market(self, market) -> None: None """ matches = [] - for portfolio_provider in self.portfolio_providers: - if portfolio_provider.supports_market(market): matches.append(portfolio_provider) diff --git a/investing_algorithm_framework/services/portfolios/portfolio_service.py b/investing_algorithm_framework/services/portfolios/portfolio_service.py index 129778f4..59717933 100644 --- a/investing_algorithm_framework/services/portfolios/portfolio_service.py +++ b/investing_algorithm_framework/services/portfolios/portfolio_service.py @@ -3,7 +3,7 @@ from investing_algorithm_framework.domain import OperationalException, \ MarketCredentialService, Portfolio, \ - Environment, ENVIRONMENT, Observable, Event + Environment, ENVIRONMENT, Observable from investing_algorithm_framework.services.configuration_service import \ ConfigurationService from investing_algorithm_framework.services.repository_service \ @@ -79,7 +79,7 @@ def create(self, data): {"identifier": identifier} ) return portfolio - + data["initial_balance"] = unallocated portfolio = super(PortfolioService, self).create(data) self.position_service.create( { @@ -89,13 +89,6 @@ def create(self, data): "cost": unallocated } ) - self.notify_observers( - Event.PORTFOLIO_CREATED, - { - "portfolio_id": portfolio.id, - "created_at": portfolio.created_at - } - ) return portfolio def create_portfolio_from_configuration( diff --git a/investing_algorithm_framework/services/portfolios/portfolio_snapshot_service.py b/investing_algorithm_framework/services/portfolios/portfolio_snapshot_service.py index d6b89fec..690f430d 100644 --- a/investing_algorithm_framework/services/portfolios/portfolio_snapshot_service.py +++ b/investing_algorithm_framework/services/portfolios/portfolio_snapshot_service.py @@ -1,22 +1,13 @@ -from datetime import datetime, timezone - -from investing_algorithm_framework.domain import Observer, Event, \ - SNAPSHOT_INTERVAL, SnapshotInterval, OrderStatus, \ - PortfolioSnapshot, Environment, ENVIRONMENT, BACKTESTING_INDEX_DATETIME +from investing_algorithm_framework.domain import OrderStatus, \ + PortfolioSnapshot from investing_algorithm_framework.services.repository_service import \ RepositoryService -class PortfolioSnapshotService(RepositoryService, Observer): +class PortfolioSnapshotService(RepositoryService): """ Service to manage portfolio snapshots. This service will create snapshots of the portfolio at specific intervals or based on certain events. - - This service implements the Observer interface to listen for events. - This can be used to register this service to an observable object - and let it create snapshots based on the events that occur in the system. - For example, it can create a snapshot of the portfolio - at the end of each strategy iteration or when a trade is closed. """ def __init__( @@ -26,55 +17,24 @@ def __init__( order_repository, position_repository, position_snapshot_service, - datasource_service, - configuration_service + data_provider_service, ): self.order_repository = order_repository self.position_snapshot_service = position_snapshot_service self.portfolio_repository = portfolio_repository self.position_repository = position_repository - self.configuration_service = configuration_service - self.datasource_service = datasource_service + self.data_provider_service = data_provider_service super(PortfolioSnapshotService, self).__init__(repository) - def notify(self, event_type: Event, payload): - """ - Update the portfolio snapshot based on the event type and payload. - - Args: - event_type: The type of event that occurred. - payload: The data associated with the event. - """ - config = self.configuration_service.get_config() - snapshot_interval = config[SNAPSHOT_INTERVAL] - - if Event.STRATEGY_RUN.equals(event_type) and \ - SnapshotInterval.STRATEGY_ITERATION.equals(snapshot_interval): - created_at = payload.get("created_at") - for portfolio in self.portfolio_repository.get_all(): - self.create_snapshot(portfolio, created_at=created_at) - - elif Event.TRADE_CLOSED.equals(event_type) and \ - SnapshotInterval.TRADE_CLOSE.equals(snapshot_interval): - portfolio_id = payload.get("portfolio_id") - created_at = payload.get("created_at") - portfolio = self.portfolio_repository.get(portfolio_id) - self.create_snapshot(portfolio=portfolio, created_at=created_at) - - elif Event.PORTFOLIO_CREATED.equals(event_type): - portfolio_id = payload.get("portfolio_id") - created_at = payload.get("created_at") - portfolio = self.portfolio_repository.get(portfolio_id) - self.create_snapshot(portfolio=portfolio, created_at=created_at) - - # elif Event.ORDER_CREATED.equals(event_type): - # portfolio_id = payload.get("portfolio_id") - # portfolio = self.portfolio_repository.get(portfolio_id) - # created_at = payload.get("created_at") - # self.create_snapshot(portfolio=portfolio, created_at=created_at) - def create_snapshot( - self, portfolio, created_at=None, cash_flow=0 + self, + portfolio, + created_at, + cash_flow=0, + created_orders=None, + open_orders=None, + positions=None, + save=True ) -> PortfolioSnapshot: """ Function to create a snapshot of the portfolio. During @@ -93,45 +53,52 @@ def create_snapshot( and time will be used. cash_flow (float, optional): The cash flow to include in the snapshot. + created_orders (list, optional): A list of created orders + to consider when calculating the pending value. + open_orders (list, optional): A list of open orders + to consider when calculating the pending value. + positions (list, optional): A list of positions to consider + when calculating the total value of the portfolio. + save (bool, optional): Whether to save the snapshot to + the database. Returns: - + PortfolioSnapshot: The created snapshot of the portfolio. """ pending_value = 0 - pending_orders = self.order_repository.get_all( - { - "status": OrderStatus.OPEN.value, - "portfolio_id": portfolio.id - } - ) - created_orders = self.order_repository.get_all( - { - "status": OrderStatus.CREATED.value, - "portfolio_id": portfolio.id - } - ) - pending_symbols = set() - if created_orders is not None: - for order in created_orders: - pending_value += order.get_price() * order.get_amount() - pending_symbols.add(order.get_symbol()) + allocated = 0 - if pending_orders is not None: - for order in pending_orders: - pending_value += order.get_price() * order.get_remaining() - pending_symbols.add(order.get_symbol()) + if open_orders is None: + open_orders = self.order_repository.get_all( + { + "status": OrderStatus.OPEN.value, + "portfolio_id": portfolio.id + } + ) - if created_at is None: - config = self.configuration_service.get_config() + if created_orders is None: + created_orders = self.order_repository.get_all( + { + "status": OrderStatus.CREATED.value, + "portfolio_id": portfolio.id + } + ) + + if positions is None: + positions = self.position_repository.get_all( + {"portfolio": portfolio.id} + ) - if Environment.BACKTEST.equals(config[ENVIRONMENT]): - created_at = config[BACKTESTING_INDEX_DATETIME] - else: - created_at = datetime.now(tz=timezone.utc) + for order in created_orders: + pending_value += order.get_price() * order.get_amount() + pending_symbols.add(order.get_symbol()) + + for order in open_orders: + pending_value += order.get_price() * order.get_remaining() + pending_symbols.add(order.get_symbol()) total_value = portfolio.get_unallocated() + pending_value - allocated = 0 for position in \ self.position_repository.get_all({"portfolio": portfolio.id}): @@ -139,7 +106,11 @@ def create_snapshot( f"{position.get_symbol()}/{portfolio.get_trading_symbol()}" if position.get_symbol() != portfolio.get_trading_symbol(): - ticker = self.datasource_service.get_ticker(symbol) + ticker = self.data_provider_service.get_ticker_data( + symbol=symbol, + market=portfolio.market, + date=created_at + ) # Calculate the position worth position_worth = position.get_amount() * ticker["bid"] allocated += position_worth @@ -158,16 +129,7 @@ def create_snapshot( "created_at": created_at, "total_value": total_value, } - snapshot = self.create(data) - positions = self.position_repository.get_all( - {"portfolio": portfolio.id} - ) - - for position in positions: - self.position_snapshot_service.create_snapshot( - snapshot.id, position - ) - + snapshot = self.create(data, save=save) return snapshot def get_latest_snapshot(self, portfolio_id): diff --git a/investing_algorithm_framework/services/portfolios/portfolio_sync_service.py b/investing_algorithm_framework/services/portfolios/portfolio_sync_service.py index 238fb799..3bd90ad9 100644 --- a/investing_algorithm_framework/services/portfolios/portfolio_sync_service.py +++ b/investing_algorithm_framework/services/portfolios/portfolio_sync_service.py @@ -20,7 +20,6 @@ class PortfolioSyncService(AbstractPortfolioSyncService): position_repository: PositionRepository object portfolio_repository: PortfolioRepository object market_credential_service: MarketCredentialService object - market_service: MarketService object portfolio_configuration_service: PortfolioConfigurationService object portfolio_provider_lookup: PortfolioProviderLookup object """ @@ -34,7 +33,6 @@ def __init__( portfolio_repository, portfolio_configuration_service, market_credential_service, - market_service, portfolio_provider_lookup ): self.trade_service = trade_service @@ -43,7 +41,6 @@ def __init__( self.position_repository = position_repository self.portfolio_repository = portfolio_repository self.market_credential_service = market_credential_service - self.market_service = market_service self.portfolio_configuration_service = portfolio_configuration_service self.portfolio_provider_lookup = portfolio_provider_lookup diff --git a/investing_algorithm_framework/services/repository_service.py b/investing_algorithm_framework/services/repository_service.py index 42887e7c..b827d388 100644 --- a/investing_algorithm_framework/services/repository_service.py +++ b/investing_algorithm_framework/services/repository_service.py @@ -3,8 +3,8 @@ class RepositoryService: def __init__(self, repository): self.repository = repository - def create(self, data): - return self.repository.create(data) + def create(self, data, save=True): + return self.repository.create(data, save=save) def get(self, object_id): return self.repository.get(object_id) @@ -35,3 +35,6 @@ def exists(self, query_params): def save(self, object): return self.repository.save(object) + + def save_all(self, objects): + return self.repository.save_objects(objects) diff --git a/investing_algorithm_framework/services/strategy_orchestrator_service.py b/investing_algorithm_framework/services/strategy_orchestrator_service.py deleted file mode 100644 index 0e524269..00000000 --- a/investing_algorithm_framework/services/strategy_orchestrator_service.py +++ /dev/null @@ -1,293 +0,0 @@ -import logging -from datetime import datetime, timezone - -import schedule - -from investing_algorithm_framework.domain import StoppableThread, TimeUnit, \ - OperationalException -from investing_algorithm_framework.services.market_data_source_service \ - import MarketDataSourceService - -logger = logging.getLogger("investing_algorithm_framework") - - -class StrategyOrchestratorService: - """ - Service that orchestrates the execution of strategies and tasks - - Attributes: - - history: dict - A dictionary that keeps track of the last time a strategy or task was - run - - _strategies: list - A list of strategies - - _tasks: list - A list of tasks - - threads: list - A list of threads that are currently running - - iterations: int - The number of iterations that have been run - - max_iterations: int - The maximum number of iterations that can be run - - market_data_source_service: MarketDataSourceService - The service that provides market data - """ - - def __init__( - self, - market_data_source_service: MarketDataSourceService, - configuration_service, - ): - self._app_hooks = [] - self.history = {} - self._strategies = [] - self._tasks = [] - self.threads = [] - self.iterations = 0 - self.max_iterations = -1 - self.clear() - self.market_data_source_service: MarketDataSourceService \ - = market_data_source_service - self.configuration_service = configuration_service - - def initialize(self, algorithm) -> None: - """ - Initialize the strategy orchestrator service with an algorithm. - With the provided algorithm, the service will set the - strategies, tasks, and on_strategy_run_hooks. - - Args: - algorithm (Algorithm): The algorithm to initialize the service with - - Returns: - None - """ - self._app_hooks = algorithm.on_strategy_run_hooks or [] - self._add_strategies(algorithm.strategies) - self._add_tasks(algorithm.tasks) - - def cleanup_threads(self): - - for stoppable in self.threads: - if not stoppable.is_alive(): - # get results from thread - stoppable.done = True - self.threads = [t for t in self.threads if not t.done] - - def run_strategy(self, strategy, context, sync=False): - self.cleanup_threads() - matching_thread = next( - (t for t in self.threads if t.name == strategy.worker_id), - None - ) - - # Don't run a strategy that is already running - if matching_thread: - return - - market_data = \ - self.market_data_source_service.get_data_for_strategy(strategy) - - logger.info(f"Running strategy {strategy.worker_id}") - - # Run the app hooks - for app_hook in self._app_hooks: - app_hook.on_run(context=context) - - if sync: - strategy.run_strategy( - market_data=market_data, - context=context, - ) - else: - self.iterations += 1 - thread = StoppableThread( - target=strategy.run_strategy, - kwargs={ - "market_data": market_data, - "context": context, - } - ) - thread.name = strategy.worker_id - thread.start() - self.threads.append(thread) - - self.history[strategy.worker_id] = \ - {"last_run": datetime.now(tz=timezone.utc)} - - def run_backtest_strategy(self, strategy, context, config): - data = self.market_data_source_service.get_data_for_strategy(strategy) - strategy.run_strategy(market_data=data, context=context) - - def run_task(self, task, context, sync=False): - self.cleanup_threads() - - matching_thread = next( - (t for t in self.threads if t.name == task.worker_id), - None - ) - - # Don't run a strategy that is already running - if matching_thread: - return - - logger.info(f"Running task {task.worker_id}") - - if sync: - task.run(context=context) - else: - self.iterations += 1 - thread = StoppableThread( - target=task.run, - kwargs={"context": context} - ) - thread.name = task.worker_id - thread.start() - self.threads.append(thread) - - self.history[task.worker_id] = \ - {"last_run": datetime.now(tz=timezone.utc)} - - def start(self, context, number_of_iterations=None) -> None: - """ - Function to start and schedule the strategies and tasks. This - function will not start the strategies, but will calculate the - schedule and queue the jobs. - - Args: - context (Context): The application context - number_of_iterations (int): The number of iterations that the - strategies and tasks will run. If None, the - strategies and tasks - - Returns: - None - """ - self.max_iterations = number_of_iterations - - for strategy in self.strategies: - if TimeUnit.SECOND.equals(strategy.time_unit): - schedule.every(strategy.interval)\ - .seconds.do(self.run_strategy, strategy, context) - elif TimeUnit.MINUTE.equals(strategy.time_unit): - schedule.every(strategy.interval)\ - .minutes.do(self.run_strategy, strategy, context) - elif TimeUnit.HOUR.equals(strategy.time_unit): - schedule.every(strategy.interval)\ - .hours.do(self.run_strategy, strategy, context) - - for task in self.tasks: - if TimeUnit.SECOND.equals(task.time_unit): - schedule.every(task.interval)\ - .seconds.do(self.run_task, task, context) - elif TimeUnit.MINUTE.equals(task.time_unit): - schedule.every(task.interval)\ - .minutes.do(self.run_task, task, context) - elif TimeUnit.HOUR.equals(task.time_unit): - schedule.every(task.interval)\ - .hours.do(self.run_task, task, context) - - def stop(self): - for thread in self.threads: - thread.stop() - - schedule.clear() - - def clear(self): - self.threads = [] - schedule.clear() - - def get_strategies(self, identifiers=None): - if identifiers is None: - return self.strategies - - strategies = [] - for strategy in self.strategies: - if strategy.worker_id in identifiers: - strategies.append(strategy) - - return strategies - - def get_tasks(self): - return self._tasks - - def get_jobs(self): - return schedule.jobs - - def run_pending_jobs(self): - if self.max_iterations is not None and \ - self.max_iterations != -1 and \ - self.iterations >= self.max_iterations: - self.clear() - else: - schedule.run_pending() - - def _add_strategies(self, strategies): - has_duplicates = False - - for i in range(len(strategies)): - for j in range(i + 1, len(strategies)): - if strategies[i].worker_id == strategies[j].worker_id: - has_duplicates = True - break - - if has_duplicates: - raise OperationalException( - "There are duplicate strategies with the same name" - ) - - self._strategies = strategies - - def _add_tasks(self, tasks): - has_duplicates = False - - for i in range(len(tasks)): - for j in range(i + 1, len(tasks)): - if tasks[i].worker_id == tasks[j].worker_id: - has_duplicates = True - break - - if has_duplicates: - raise OperationalException( - "There are duplicate tasks with the same name" - ) - - self._tasks = tasks - - @property - def strategies(self): - return self._strategies - - @property - def app_hooks(self): - return self._app_hooks - - @property - def tasks(self): - return self._tasks - - @property - def running(self): - if len(self.strategies) == 0 and len(self.tasks) == 0: - return False - - if self.max_iterations == -1: - return True - - return self.max_iterations is None \ - or self.iterations < self.max_iterations - - def has_run(self, worker_id): - return worker_id in self.history - - def reset(self): - """ - Reset the strategy orchestrator service - """ - self.clear() - self.history = {} - self.iterations = 0 - self.max_iterations = -1 - self._strategies = [] - self._tasks = [] - self._app_hooks = [] diff --git a/investing_algorithm_framework/services/trade_order_evaluator/__init__.py b/investing_algorithm_framework/services/trade_order_evaluator/__init__.py new file mode 100644 index 00000000..c493dcb2 --- /dev/null +++ b/investing_algorithm_framework/services/trade_order_evaluator/__init__.py @@ -0,0 +1,9 @@ +from .trade_order_evaluator import TradeOrderEvaluator +from .backtest_trade_oder_evaluator import BacktestTradeOrderEvaluator +from .default_trade_order_evaluator import DefaultTradeOrderEvaluator + +__all__ = [ + "TradeOrderEvaluator", + "BacktestTradeOrderEvaluator", + "DefaultTradeOrderEvaluator" +] diff --git a/investing_algorithm_framework/services/trade_order_evaluator/backtest_trade_oder_evaluator.py b/investing_algorithm_framework/services/trade_order_evaluator/backtest_trade_oder_evaluator.py new file mode 100644 index 00000000..604e4639 --- /dev/null +++ b/investing_algorithm_framework/services/trade_order_evaluator/backtest_trade_oder_evaluator.py @@ -0,0 +1,132 @@ +from typing import List, Dict + +import polars as pl + +from investing_algorithm_framework.domain import OrderSide, OrderStatus, \ + Trade, Order +from .trade_order_evaluator import TradeOrderEvaluator + + +class BacktestTradeOrderEvaluator(TradeOrderEvaluator): + + def __init__( + self, + trade_service, + order_service + ): + super().__init__(trade_service, order_service) + + def evaluate( + self, + open_trades: List[Trade], + open_orders: List[Order], + ohlcv_data: Dict[str, pl.DataFrame] + ): + """ + Evaluate trades and orders based on OHLCV data. + + Args: + open_orders (List[Order]): List of open Order objects. + open_trades (List[Trade]): List of open Trade objects. + ohlcv_data (dict[str, pl.DataFrame]): Mapping of + symbol -> OHLCV Polars DataFrame. + + Returns: + List[dict]: Updated trades with latest prices and execution status. + """ + + # First check pending orders + for open_order in open_orders: + data = ohlcv_data.get(open_order.symbol) + self._check_has_executed(open_order, data) + + # self.order_service.save_all(orders) + if len(open_trades) > 0: + for open_trade in open_trades: + data = ohlcv_data[open_trade.symbol] + + if data is None or data.is_empty(): + continue + + # Get last row of data + last_row = data.tail(1) + update_data = { + "last_reported_price": last_row["Close"][0], + "last_reported_price_datetime": last_row["Datetime"][0], + "updated_at": last_row["Datetime"][0] + } + open_trade.update(update_data) + + self.trade_service.save_all(open_trades) + + stop_losses_orders_data = self.trade_service \ + .get_triggered_stop_loss_orders() + + for stop_loss_order in stop_losses_orders_data: + self.order_service.create(stop_loss_order) + + take_profits_orders_data = self.trade_service \ + .get_triggered_take_profit_orders() + + for take_profit_order in take_profits_orders_data: + self.order_service.create(take_profit_order) + + def _check_has_executed(self, order, ohlcv_df): + """ + Check if the order has been executed based on OHLCV data. + + BUY ORDER filled Rules: + - Only uses prices after the last update_at of the order. + - If the lowest low price of the series is below or equal + to the order price, e.g. if you buy asset at price 100 + and the low price of the series is 99, then the order is filled. + + SELL ORDER filled Rules: + - Only uses prices after the last update_at of the order. + - If the highest high price of the series is above or equal + to the order price, e.g. if you sell asset at price 100 + and the high price of the series is 101, then the order is filled. + + Args: + order (Order): Order. + ohlcv_df (pl.DataFrame): OHLCV DataFrame for the symbol. + + Returns: + None + """ + + if ohlcv_df.is_empty(): + return + + # Extract attributes from the order object + updated_at = order.updated_at + order_side = order.order_side + order_price = order.price + ohlcv_data_after_order = ohlcv_df.filter( + pl.col('Datetime') >= updated_at + ) + + if ohlcv_data_after_order.is_empty(): + return + + if OrderSide.BUY.equals(order_side): + # Check if the low price drops below or equals the order price + if (ohlcv_data_after_order['Low'] <= order_price).any(): + self.order_service.update( + order.id, { + 'status': OrderStatus.CLOSED.value, + 'remaining': 0, + 'filled': order.amount + } + ) + + elif OrderSide.SELL.equals(order_side): + # Check if the high price goes above or equals the order price + if (ohlcv_data_after_order['High'] >= order_price).any(): + self.order_service.update( + order.id, { + 'status': OrderStatus.CLOSED.value, + 'remaining': 0, + 'filled': order.amount + } + ) diff --git a/investing_algorithm_framework/services/trade_order_evaluator/default_trade_order_evaluator.py b/investing_algorithm_framework/services/trade_order_evaluator/default_trade_order_evaluator.py new file mode 100644 index 00000000..2419b11b --- /dev/null +++ b/investing_algorithm_framework/services/trade_order_evaluator/default_trade_order_evaluator.py @@ -0,0 +1,66 @@ +from typing import List, Dict + +import polars as pl + +from investing_algorithm_framework.domain import Trade, Order +from .trade_order_evaluator import TradeOrderEvaluator + + +class DefaultTradeOrderEvaluator(TradeOrderEvaluator): + + def __init__( + self, + trade_service, + order_service + ): + super().__init__(trade_service, order_service) + + def evaluate( + self, + open_trades: List[Trade], + open_orders: List[Order], + ohlcv_data: Dict[str, pl.DataFrame] + ): + """ + Evaluate trades and orders based on OHLCV data. + + Args: + open_orders (List[Order]): List of open Order objects. + open_trades (List[Trade]): List of open Trade objects. + ohlcv_data (dict[str, pl.DataFrame]): Mapping of + symbol -> OHLCV Polars DataFrame. + + Returns: + List[dict]: Updated trades with latest prices and execution status. + """ + self.order_service.check_pending_orders() + + if len(open_trades) > 0: + for open_trade in open_trades: + data = ohlcv_data[open_trade.symbol] + + if data is None or data.is_empty(): + continue + + # Get last row of data + last_row = data.tail(1) + update_data = { + "last_reported_price": last_row["Close"][0], + "last_reported_price_datetime": last_row["Datetime"][0], + "updated_at": last_row["Datetime"][0] + } + open_trade.update(update_data) + + self.trade_service.save_all(open_trades) + + stop_losses_orders_data = self.trade_service \ + .get_triggered_stop_loss_orders() + + for stop_loss_order in stop_losses_orders_data: + self.order_service.create(stop_loss_order) + + take_profits_orders_data = self.trade_service \ + .get_triggered_take_profit_orders() + + for take_profit_order in take_profits_orders_data: + self.order_service.create(take_profit_order) diff --git a/investing_algorithm_framework/services/trade_order_evaluator/trade_order_evaluator.py b/investing_algorithm_framework/services/trade_order_evaluator/trade_order_evaluator.py new file mode 100644 index 00000000..f51ee73f --- /dev/null +++ b/investing_algorithm_framework/services/trade_order_evaluator/trade_order_evaluator.py @@ -0,0 +1,41 @@ +from abc import ABC, abstractmethod +from typing import List, Dict +import polars as pl +from investing_algorithm_framework.domain import Trade, Order + + +class TradeOrderEvaluator(ABC): + + def __init__( + self, + trade_service, + order_service + ): + self.trade_service = trade_service + self.order_service = order_service + + @abstractmethod + def evaluate( + self, + open_trades: List[Trade], + open_orders: List[Order], + ohlcv_data: Dict[str, pl.DataFrame] + ): + """ + Evaluate trades and orders based on OHLCV data. This + function is responsible for updating open orders and open trades. + The evaluation process includes checking if orders have been executed + and updating the trades with the latest prices and execution status. + Additionally, it may trigger stop-loss and take-profit orders + based on the current market conditions. + + Args: + open_trades (List[Trade]): List of open Trade objects. + open_orders (List[Order]): List of open Order objects. + ohlcv_data (dict[str, pl.DataFrame]): Mapping of + symbol -> OHLCV Polars DataFrame. + + Returns: + List[dict]: Updated trades with latest prices and execution status. + """ + pass diff --git a/investing_algorithm_framework/services/trade_service/trade_service.py b/investing_algorithm_framework/services/trade_service/trade_service.py index 2849f4e2..1f562585 100644 --- a/investing_algorithm_framework/services/trade_service/trade_service.py +++ b/investing_algorithm_framework/services/trade_service/trade_service.py @@ -5,8 +5,8 @@ from investing_algorithm_framework.domain import OrderStatus, TradeStatus, \ Trade, OperationalException, TradeRiskType, OrderType, \ - OrderSide, MarketDataType, Environment, ENVIRONMENT, PeekableQueue, \ - BACKTESTING_INDEX_DATETIME, random_number, random_string + OrderSide, Environment, ENVIRONMENT, PeekableQueue, DataType, \ + INDEX_DATETIME, random_number, random_string from investing_algorithm_framework.services.repository_service import \ RepositoryService @@ -29,14 +29,12 @@ def __init__( trade_take_profit_repository, position_repository, portfolio_repository, - market_data_source_service, configuration_service, order_metadata_repository ): super(TradeService, self).__init__(trade_repository) self.order_repository = order_repository self.portfolio_repository = portfolio_repository - self.market_data_source_service = market_data_source_service self.position_repository = position_repository self.configuration_service = configuration_service self.trade_stop_loss_repository = trade_stop_loss_repository @@ -249,7 +247,7 @@ def update(self, trade_id, data) -> Trade: if Environment.BACKTEST.equals(environment): last_reported_price_date = \ - config[BACKTESTING_INDEX_DATETIME] + config[INDEX_DATETIME] else: last_reported_price_date = \ datetime.now(tz=timezone.utc) @@ -712,7 +710,7 @@ def update_trades_with_market_data(self, market_data): meta_data = market_data["metadata"] for open_trade in open_trades: - ohlcv_meta_data = meta_data[MarketDataType.OHLCV] + ohlcv_meta_data = meta_data[DataType.OHLCV] if open_trade.symbol not in ohlcv_meta_data: continue @@ -822,7 +820,8 @@ def add_take_profit( Args: trade: Trade object representing the trade percentage: float representing the percentage of the open price - that the stop loss should be set at + that the stop loss should be set at. This must be a positive + number, e.g. 5 for 5%, or 10 for 10%. trade_risk_type (TradeRiskType): The type of the stop loss, fixed or trailing sell_percentage: float representing the percentage of the trade @@ -864,7 +863,6 @@ def get_triggered_stop_loss_orders(self): Returns: List of trade ids """ - triggered_stop_losses = {} sell_orders_data = [] query = {"status": TradeStatus.OPEN.value} open_trades = self.get_all(query) @@ -964,9 +962,7 @@ def get_triggered_take_profit_orders(self): Returns: List of trade objects. A trade object is a dictionary - """ - triggered_take_profits = {} sell_orders_data = [] query = {"status": TradeStatus.OPEN.value} open_trades = self.get_all(query) diff --git a/poetry.lock b/poetry.lock index 09d17d3f..2957cc61 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 2.1.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand. [[package]] name = "aiodns" @@ -6,7 +6,6 @@ version = "3.4.0" description = "Simple DNS resolver for asyncio" optional = false python-versions = ">=3.9" -groups = ["main"] files = [ {file = "aiodns-3.4.0-py3-none-any.whl", hash = "sha256:4da2b25f7475343f3afbb363a2bfe46afa544f2b318acb9a945065e622f4ed24"}, {file = "aiodns-3.4.0.tar.gz", hash = "sha256:24b0ae58410530367f21234d0c848e4de52c1f16fbddc111726a4ab536ec1b2f"}, @@ -21,7 +20,6 @@ version = "2.6.1" description = "Happy Eyeballs for asyncio" optional = false python-versions = ">=3.9" -groups = ["main"] files = [ {file = "aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8"}, {file = "aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558"}, @@ -33,7 +31,6 @@ version = "3.12.1" description = "Async http client/server framework (asyncio)" optional = false python-versions = ">=3.9" -groups = ["main"] files = [ {file = "aiohttp-3.12.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:5118ab9c62e12f6ca654ffec453ae74a06e2b8f505afef5a26b056f7c5e2e96b"}, {file = "aiohttp-3.12.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0faaa6df1c133bfeee5eb169395ab8e06d7f2cef985d37148b853a86ef116146"}, @@ -134,7 +131,7 @@ propcache = ">=0.2.0" yarl = ">=1.17.0,<2.0" [package.extras] -speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (>=3.3.0)", "brotlicffi ; platform_python_implementation != \"CPython\""] +speedups = ["Brotli", "aiodns (>=3.3.0)", "brotlicffi"] [[package]] name = "aiosignal" @@ -142,7 +139,6 @@ version = "1.3.2" description = "aiosignal: a list of registered asynchronous callbacks" optional = false python-versions = ">=3.9" -groups = ["main"] files = [ {file = "aiosignal-1.3.2-py2.py3-none-any.whl", hash = "sha256:45cde58e409a301715980c2b01d0c28bdde3770d8290b5eb2173759d9acb31a5"}, {file = "aiosignal-1.3.2.tar.gz", hash = "sha256:a8c255c66fafb1e499c9351d0bf32ff2d8a0321595ebac3b93713656d2436f54"}, @@ -157,7 +153,6 @@ version = "1.16.1" description = "A database migration tool for SQLAlchemy." optional = false python-versions = ">=3.9" -groups = ["main"] files = [ {file = "alembic-1.16.1-py3-none-any.whl", hash = "sha256:0cdd48acada30d93aa1035767d67dff25702f8de74d7c3919f2e8492c8db2e67"}, {file = "alembic-1.16.1.tar.gz", hash = "sha256:43d37ba24b3d17bc1eb1024fe0f51cd1dc95aeb5464594a02c6bb9ca9864bfa4"}, @@ -178,7 +173,6 @@ version = "4.9.0" description = "High level compatibility layer for multiple asynchronous event loop implementations" optional = false python-versions = ">=3.9" -groups = ["main"] files = [ {file = "anyio-4.9.0-py3-none-any.whl", hash = "sha256:9f76d541cad6e36af7beb62e978876f3b41e3e04f2c1fbf0884604c0a9c4d93c"}, {file = "anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028"}, @@ -192,7 +186,7 @@ typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""} [package.extras] doc = ["Sphinx (>=8.2,<9.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx_rtd_theme"] -test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1) ; python_version >= \"3.10\"", "uvloop (>=0.21) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\" and python_version < \"3.14\""] +test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21)"] trio = ["trio (>=0.26.1)"] [[package]] @@ -201,8 +195,6 @@ version = "0.1.4" description = "Disable App Nap on macOS >= 10.9" optional = false python-versions = ">=3.6" -groups = ["main", "dev"] -markers = "platform_system == \"Darwin\"" files = [ {file = "appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"}, {file = "appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee"}, @@ -214,7 +206,6 @@ version = "23.1.0" description = "Argon2 for Python" optional = false python-versions = ">=3.7" -groups = ["main"] files = [ {file = "argon2_cffi-23.1.0-py3-none-any.whl", hash = "sha256:c670642b78ba29641818ab2e68bd4e6a78ba53b7eff7b4c3815ae16abf91c7ea"}, {file = "argon2_cffi-23.1.0.tar.gz", hash = "sha256:879c3e79a2729ce768ebb7d36d4609e3a78a4ca2ec3a9f12286ca057e3d0db08"}, @@ -235,7 +226,6 @@ version = "21.2.0" description = "Low-level CFFI bindings for Argon2" optional = false python-versions = ">=3.6" -groups = ["main"] files = [ {file = "argon2-cffi-bindings-21.2.0.tar.gz", hash = "sha256:bb89ceffa6c791807d1305ceb77dbfacc5aa499891d2c55661c6459651fc39e3"}, {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:ccb949252cb2ab3a08c02024acb77cfb179492d5701c7cbdbfd776124d4d2367"}, @@ -273,7 +263,6 @@ version = "1.3.0" description = "Better dates & times for Python" optional = false python-versions = ">=3.8" -groups = ["main"] files = [ {file = "arrow-1.3.0-py3-none-any.whl", hash = "sha256:c728b120ebc00eb84e01882a6f5e7927a53960aa990ce7dd2b10f39005a67f80"}, {file = "arrow-1.3.0.tar.gz", hash = "sha256:d4540617648cb5f895730f1ad8c82a65f2dad0166f57b75f3ca54759c4d67a85"}, @@ -293,7 +282,6 @@ version = "3.0.0" description = "Annotate AST trees with source code positions" optional = false python-versions = ">=3.8" -groups = ["main", "dev"] files = [ {file = "asttokens-3.0.0-py3-none-any.whl", hash = "sha256:e3078351a059199dd5138cb1c706e6430c05eff2ff136af5eb4790f9d28932e2"}, {file = "asttokens-3.0.0.tar.gz", hash = "sha256:0dcd8baa8d62b0c1d118b399b2ddba3c4aff271d0d7a9e0d4c1681c79035bbc7"}, @@ -309,7 +297,6 @@ version = "2.0.5" description = "Simple LRU cache for asyncio" optional = false python-versions = ">=3.9" -groups = ["main"] files = [ {file = "async_lru-2.0.5-py3-none-any.whl", hash = "sha256:ab95404d8d2605310d345932697371a5f40def0487c03d6d0ad9138de52c9943"}, {file = "async_lru-2.0.5.tar.gz", hash = "sha256:481d52ccdd27275f42c43a928b4a50c3bfb2d67af4e78b170e3e0bb39c66e5bb"}, @@ -324,8 +311,6 @@ version = "5.0.1" description = "Timeout context manager for asyncio programs" optional = false python-versions = ">=3.8" -groups = ["main"] -markers = "python_version < \"3.11\"" files = [ {file = "async_timeout-5.0.1-py3-none-any.whl", hash = "sha256:39e3809566ff85354557ec2398b55e096c8364bacac9405a7a1fa429e77fe76c"}, {file = "async_timeout-5.0.1.tar.gz", hash = "sha256:d9321a7a3d5a6a5e187e824d2fa0793ce379a202935782d555d6e9d2735677d3"}, @@ -337,19 +322,18 @@ version = "25.3.0" description = "Classes Without Boilerplate" optional = false python-versions = ">=3.8" -groups = ["main"] files = [ {file = "attrs-25.3.0-py3-none-any.whl", hash = "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3"}, {file = "attrs-25.3.0.tar.gz", hash = "sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b"}, ] [package.extras] -benchmark = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"] -cov = ["cloudpickle ; platform_python_implementation == \"CPython\"", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"] -dev = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"] +benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"] +cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"] +dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"] docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier"] -tests = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"] -tests-mypy = ["mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\""] +tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"] +tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"] [[package]] name = "azure-common" @@ -357,7 +341,6 @@ version = "1.1.28" description = "Microsoft Azure Client Library for Python (Common)" optional = false python-versions = "*" -groups = ["main"] files = [ {file = "azure-common-1.1.28.zip", hash = "sha256:4ac0cd3214e36b6a1b6a442686722a5d8cc449603aa833f3f0f40bda836704a3"}, {file = "azure_common-1.1.28-py2.py3-none-any.whl", hash = "sha256:5c12d3dcf4ec20599ca6b0d3e09e86e146353d443e7fcc050c9a19c1f9df20ad"}, @@ -369,7 +352,6 @@ version = "1.34.0" description = "Microsoft Azure Core Library for Python" optional = false python-versions = ">=3.9" -groups = ["main"] files = [ {file = "azure_core-1.34.0-py3-none-any.whl", hash = "sha256:0615d3b756beccdb6624d1c0ae97284f38b78fb59a2a9839bf927c66fbbdddd6"}, {file = "azure_core-1.34.0.tar.gz", hash = "sha256:bdb544989f246a0ad1c85d72eeb45f2f835afdcbc5b45e43f0dbde7461c81ece"}, @@ -390,7 +372,6 @@ version = "1.23.0" description = "Microsoft Azure Identity Library for Python" optional = false python-versions = ">=3.9" -groups = ["main"] files = [ {file = "azure_identity-1.23.0-py3-none-any.whl", hash = "sha256:dbbeb64b8e5eaa81c44c565f264b519ff2de7ff0e02271c49f3cb492762a50b0"}, {file = "azure_identity-1.23.0.tar.gz", hash = "sha256:d9cdcad39adb49d4bb2953a217f62aec1f65bbb3c63c9076da2be2a47e53dde4"}, @@ -409,7 +390,6 @@ version = "1.5.0" description = "Microsoft Azure Management Core Library for Python" optional = false python-versions = ">=3.8" -groups = ["main"] files = [ {file = "azure_mgmt_core-1.5.0-py3-none-any.whl", hash = "sha256:18aaa5a723ee8ae05bf1bfc9f6d0ffb996631c7ea3c922cc86f522973ce07b5f"}, {file = "azure_mgmt_core-1.5.0.tar.gz", hash = "sha256:380ae3dfa3639f4a5c246a7db7ed2d08374e88230fd0da3eb899f7c11e5c441a"}, @@ -424,7 +404,6 @@ version = "23.4.0" description = "Microsoft Azure Resource Management Client Library for Python" optional = false python-versions = ">=3.9" -groups = ["main"] files = [ {file = "azure_mgmt_resource-23.4.0-py3-none-any.whl", hash = "sha256:17282d20dc643fb68a286c2c350a191dc3bf386827f65a7daeeb714367a19316"}, {file = "azure_mgmt_resource-23.4.0.tar.gz", hash = "sha256:7cc0909184bd01439e245f5f2e20945a3668d45a6774e1f008227bb33a733d16"}, @@ -442,7 +421,6 @@ version = "21.2.1" description = "Microsoft Azure Storage Management Client Library for Python" optional = false python-versions = ">=3.8" -groups = ["main"] files = [ {file = "azure-mgmt-storage-21.2.1.tar.gz", hash = "sha256:503a7ff9c31254092b0656445f5728bfdfda2d09d46a82e97019eaa9a1ecec64"}, {file = "azure_mgmt_storage-21.2.1-py3-none-any.whl", hash = "sha256:f97df1fa39cde9dbacf2cd96c9cba1fc196932185e24853e276f74b18a0bd031"}, @@ -459,7 +437,6 @@ version = "7.3.1" description = "Microsoft Azure Web Apps Management Client Library for Python" optional = false python-versions = ">=3.8" -groups = ["main"] files = [ {file = "azure-mgmt-web-7.3.1.tar.gz", hash = "sha256:87b771436bc99a7a8df59d0ad185b96879a06dce14764a06b3fc3dafa8fcb56b"}, {file = "azure_mgmt_web-7.3.1-py3-none-any.whl", hash = "sha256:ccf881e3ab31c3fdbf9cbff32773d9c0006b5dcd621ea074d7ec89e51049fb72"}, @@ -477,7 +454,6 @@ version = "12.25.1" description = "Microsoft Azure Blob Storage Client Library for Python" optional = false python-versions = ">=3.8" -groups = ["main"] files = [ {file = "azure_storage_blob-12.25.1-py3-none-any.whl", hash = "sha256:1f337aab12e918ec3f1b638baada97550673911c4ceed892acc8e4e891b74167"}, {file = "azure_storage_blob-12.25.1.tar.gz", hash = "sha256:4f294ddc9bc47909ac66b8934bd26b50d2000278b10ad82cc109764fdc6e0e3b"}, @@ -498,14 +474,13 @@ version = "2.17.0" description = "Internationalization utilities" optional = false python-versions = ">=3.8" -groups = ["main"] files = [ {file = "babel-2.17.0-py3-none-any.whl", hash = "sha256:4d0b53093fdfb4b21c92b5213dba5a1b23885afa8383709427046b21c366e5f2"}, {file = "babel-2.17.0.tar.gz", hash = "sha256:0c54cffb19f690cdcc52a3b50bcbf71e07a808d1c80d549f2459b9d2cf0afb9d"}, ] [package.extras] -dev = ["backports.zoneinfo ; python_version < \"3.9\"", "freezegun (>=1.0,<2.0)", "jinja2 (>=3.0)", "pytest (>=6.0)", "pytest-cov", "pytz", "setuptools", "tzdata ; sys_platform == \"win32\""] +dev = ["backports.zoneinfo", "freezegun (>=1.0,<2.0)", "jinja2 (>=3.0)", "pytest (>=6.0)", "pytest-cov", "pytz", "setuptools", "tzdata"] [[package]] name = "backports-datetime-fromisoformat" @@ -513,8 +488,6 @@ version = "2.0.3" description = "Backport of Python 3.11's datetime.fromisoformat" optional = false python-versions = ">3" -groups = ["main"] -markers = "python_version < \"3.11\"" files = [ {file = "backports_datetime_fromisoformat-2.0.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:5f681f638f10588fa3c101ee9ae2b63d3734713202ddfcfb6ec6cea0778a29d4"}, {file = "backports_datetime_fromisoformat-2.0.3-cp310-cp310-macosx_11_0_universal2.whl", hash = "sha256:cd681460e9142f1249408e5aee6d178c6d89b49e06d44913c8fdfb6defda8d1c"}, @@ -571,7 +544,6 @@ version = "4.13.4" description = "Screen-scraping library" optional = false python-versions = ">=3.7.0" -groups = ["main"] files = [ {file = "beautifulsoup4-4.13.4-py3-none-any.whl", hash = "sha256:9bbbb14bfde9d79f38b8cd5f8c7c85f4b8f2523190ebed90e950a8dea4cb1c4b"}, {file = "beautifulsoup4-4.13.4.tar.gz", hash = "sha256:dbb3c4e1ceae6aefebdaf2423247260cd062430a410e38c66f2baa50a8437195"}, @@ -594,7 +566,6 @@ version = "6.2.0" description = "An easy safelist-based HTML-sanitizing tool." optional = false python-versions = ">=3.9" -groups = ["main"] files = [ {file = "bleach-6.2.0-py3-none-any.whl", hash = "sha256:117d9c6097a7c3d22fd578fcd8d35ff1e125df6736f554da4e432fdd63f31e5e"}, {file = "bleach-6.2.0.tar.gz", hash = "sha256:123e894118b8a599fd80d3ec1a6d4cc7ce4e5882b1317a7e1ba69b56e95f991f"}, @@ -613,7 +584,6 @@ version = "1.9.0" description = "Fast, simple object-to-object and broadcast signaling" optional = false python-versions = ">=3.9" -groups = ["main", "test"] files = [ {file = "blinker-1.9.0-py3-none-any.whl", hash = "sha256:ba0efaa9080b619ff2f3459d1d500c57bddea4a6b424b60a91141db6fd2f08bc"}, {file = "blinker-1.9.0.tar.gz", hash = "sha256:b4ce2265a7abece45e7cc896e98dbebe6cead56bcf805a3d23136d145f5445bf"}, @@ -663,7 +633,6 @@ version = "4.4.85" description = "A JavaScript / TypeScript / Python / C# / PHP cryptocurrency trading library with support for 100+ exchanges" optional = false python-versions = "*" -groups = ["main"] files = [ {file = "ccxt-4.4.85-py2.py3-none-any.whl", hash = "sha256:2dc6799c257c16aad1bf19583eede16168c1d7345215c0f1606f056b618aa52d"}, {file = "ccxt-4.4.85.tar.gz", hash = "sha256:1bcf133286d0c47a9a16892bd9d5c656eb6136eb5294ef36a6c0381621eeb5a5"}, @@ -689,7 +658,6 @@ version = "2025.4.26" description = "Python package for providing Mozilla's CA Bundle." optional = false python-versions = ">=3.6" -groups = ["main"] files = [ {file = "certifi-2025.4.26-py3-none-any.whl", hash = "sha256:30350364dfe371162649852c63336a15c70c6510c2ad5015b21c2345311805f3"}, {file = "certifi-2025.4.26.tar.gz", hash = "sha256:0a816057ea3cdefcef70270d2c515e4506bbc954f417fa5ade2021213bb8f0c6"}, @@ -701,7 +669,6 @@ version = "1.17.1" description = "Foreign Function Interface for Python calling C code." optional = false python-versions = ">=3.8" -groups = ["main", "dev"] files = [ {file = "cffi-1.17.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:df8b1c11f177bc2313ec4b2d46baec87a5f3e71fc8b45dab2ee7cae86d9aba14"}, {file = "cffi-1.17.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8f2cdc858323644ab277e9bb925ad72ae0e67f69e804f4898c070998d50b1a67"}, @@ -771,7 +738,6 @@ files = [ {file = "cffi-1.17.1-cp39-cp39-win_amd64.whl", hash = "sha256:d016c76bdd850f3c626af19b0542c9677ba156e4ee4fccfdd7848803533ef662"}, {file = "cffi-1.17.1.tar.gz", hash = "sha256:1c39c6016c32bc48dd54561950ebd6836e1670f2ae46128f67cf49e789c52824"}, ] -markers = {dev = "implementation_name == \"pypy\""} [package.dependencies] pycparser = "*" @@ -782,7 +748,6 @@ version = "3.4.2" description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet." optional = false python-versions = ">=3.7" -groups = ["main"] files = [ {file = "charset_normalizer-3.4.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7c48ed483eb946e6c04ccbe02c6b4d1d48e51944b6db70f697e089c193404941"}, {file = "charset_normalizer-3.4.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b2d318c11350e10662026ad0eb71bb51c7812fc8590825304ae0bdd4ac283acd"}, @@ -884,7 +849,6 @@ version = "8.2.1" description = "Composable command line interface toolkit" optional = false python-versions = ">=3.10" -groups = ["main", "test"] files = [ {file = "click-8.2.1-py3-none-any.whl", hash = "sha256:61a3265b914e850b85317d0b3109c7f8cd35a670f963866005d6ef1d5175a12b"}, {file = "click-8.2.1.tar.gz", hash = "sha256:27c491cc05d968d271d5a1db13e3b5a184636d9d930f148c50b038f0d0646202"}, @@ -899,12 +863,10 @@ version = "0.4.6" description = "Cross-platform colored terminal text." optional = false python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7" -groups = ["main", "dev", "test"] files = [ {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"}, {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"}, ] -markers = {main = "platform_system == \"Windows\" or sys_platform == \"win32\"", dev = "sys_platform == \"win32\"", test = "platform_system == \"Windows\""} [[package]] name = "comm" @@ -912,7 +874,6 @@ version = "0.2.2" description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc." optional = false python-versions = ">=3.8" -groups = ["main", "dev"] files = [ {file = "comm-0.2.2-py3-none-any.whl", hash = "sha256:e6fb86cb70ff661ee8c9c14e7d36d6de3b4066f1441be4063df9c5009f0a64d3"}, {file = "comm-0.2.2.tar.gz", hash = "sha256:3fd7a84065306e07bea1773df6eb8282de51ba82f77c72f9c85716ab11fe980e"}, @@ -930,7 +891,6 @@ version = "7.4.2" description = "Code coverage measurement for Python" optional = false python-versions = ">=3.8" -groups = ["test"] files = [ {file = "coverage-7.4.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:bf54c3e089179d9d23900e3efc86d46e4431188d9a657f345410eecdd0151f50"}, {file = "coverage-7.4.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:fe6e43c8b510719b48af7db9631b5fbac910ade4bd90e6378c85ac5ac706382c"}, @@ -987,7 +947,7 @@ files = [ ] [package.extras] -toml = ["tomli ; python_full_version <= \"3.11.0a6\""] +toml = ["tomli"] [[package]] name = "cryptography" @@ -995,7 +955,6 @@ version = "45.0.3" description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers." optional = false python-versions = "!=3.9.0,!=3.9.1,>=3.7" -groups = ["main"] files = [ {file = "cryptography-45.0.3-cp311-abi3-macosx_10_9_universal2.whl", hash = "sha256:7573d9eebaeceeb55285205dbbb8753ac1e962af3d9640791d12b36864065e71"}, {file = "cryptography-45.0.3-cp311-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d377dde61c5d67eb4311eace661c3efda46c62113ff56bf05e2d679e02aebb5b"}, @@ -1040,10 +999,10 @@ files = [ cffi = {version = ">=1.14", markers = "platform_python_implementation != \"PyPy\""} [package.extras] -docs = ["sphinx (>=5.3.0)", "sphinx-inline-tabs ; python_full_version >= \"3.8.0\"", "sphinx-rtd-theme (>=3.0.0) ; python_full_version >= \"3.8.0\""] +docs = ["sphinx (>=5.3.0)", "sphinx-inline-tabs", "sphinx-rtd-theme (>=3.0.0)"] docstest = ["pyenchant (>=3)", "readme-renderer (>=30.0)", "sphinxcontrib-spelling (>=7.3.1)"] -nox = ["nox (>=2024.4.15)", "nox[uv] (>=2024.3.2) ; python_full_version >= \"3.8.0\""] -pep8test = ["check-sdist ; python_full_version >= \"3.8.0\"", "click (>=8.0.1)", "mypy (>=1.4)", "ruff (>=0.3.6)"] +nox = ["nox (>=2024.4.15)", "nox[uv] (>=2024.3.2)"] +pep8test = ["check-sdist", "click (>=8.0.1)", "mypy (>=1.4)", "ruff (>=0.3.6)"] sdist = ["build (>=1.0.0)"] ssh = ["bcrypt (>=3.1.5)"] test = ["certifi (>=2024)", "cryptography-vectors (==45.0.3)", "pretend (>=0.7)", "pytest (>=7.4.0)", "pytest-benchmark (>=4.0)", "pytest-cov (>=2.10.1)", "pytest-xdist (>=3.5.0)"] @@ -1055,7 +1014,6 @@ version = "0.11.1" description = "libcurl ffi bindings for Python, with impersonation support." optional = false python-versions = ">=3.9" -groups = ["main"] files = [ {file = "curl_cffi-0.11.1-cp39-abi3-macosx_10_9_x86_64.whl", hash = "sha256:54efb8f4b3a9b0ae80edd824eab6d4e51cc1ab6299d0ef33588522b2278044a6"}, {file = "curl_cffi-0.11.1-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:01ca9b9afd66f6e18f72a2c4c7046dbf419591f53f31af5396d2c2697d23bf6a"}, @@ -1085,7 +1043,6 @@ version = "1.8.14" description = "An implementation of the Debug Adapter Protocol for Python" optional = false python-versions = ">=3.8" -groups = ["main", "dev"] files = [ {file = "debugpy-1.8.14-cp310-cp310-macosx_14_0_x86_64.whl", hash = "sha256:93fee753097e85623cab1c0e6a68c76308cd9f13ffdf44127e6fab4fbf024339"}, {file = "debugpy-1.8.14-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3d937d93ae4fa51cdc94d3e865f535f185d5f9748efb41d0d49e33bf3365bd79"}, @@ -1121,7 +1078,6 @@ version = "5.2.1" description = "Decorators for Humans" optional = false python-versions = ">=3.8" -groups = ["main", "dev"] files = [ {file = "decorator-5.2.1-py3-none-any.whl", hash = "sha256:d316bb415a2d9e2d2b3abcc4084c6502fc09240e292cd76a76afc106a1c8e04a"}, {file = "decorator-5.2.1.tar.gz", hash = "sha256:65f266143752f734b0a7cc83c46f4618af75b8c5911b00ccb61d0ac9b6da0360"}, @@ -1133,7 +1089,6 @@ version = "0.7.1" description = "XML bomb protection for Python stdlib modules" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" -groups = ["main"] files = [ {file = "defusedxml-0.7.1-py2.py3-none-any.whl", hash = "sha256:a352e7e428770286cc899e2542b6cdaedb2b4953ff269a210103ec58f6198a61"}, {file = "defusedxml-0.7.1.tar.gz", hash = "sha256:1bb3032db185915b62d7c6209c5a8792be6a32ab2fedacc84e01b52c51aa3e69"}, @@ -1145,7 +1100,6 @@ version = "4.46.0" description = "Dependency injection framework for Python" optional = false python-versions = ">=3.7" -groups = ["main"] files = [ {file = "dependency_injector-4.46.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:b4f76281e46f64a3ceee193641d26e4db5916f71341204345a7a2d760098938f"}, {file = "dependency_injector-4.46.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:fece22755cf5e830247c2169b4c43fb6d28a4789ab70adb4f70da22c9a8039ef"}, @@ -1244,8 +1198,6 @@ version = "1.3.0" description = "Backport of PEP 654 (exception groups)" optional = false python-versions = ">=3.7" -groups = ["main", "dev"] -markers = "python_version < \"3.11\"" files = [ {file = "exceptiongroup-1.3.0-py3-none-any.whl", hash = "sha256:4d111e6e0c13d0644cad6ddaa7ed0261a0b36971f6d23e7ec9b4b9097da78a10"}, {file = "exceptiongroup-1.3.0.tar.gz", hash = "sha256:b241f5885f560bc56a59ee63ca4c6a8bfa46ae4ad651af316d4e81817bb9fd88"}, @@ -1263,14 +1215,13 @@ version = "2.2.0" description = "Get the currently executing AST node of a frame, and other information" optional = false python-versions = ">=3.8" -groups = ["main", "dev"] files = [ {file = "executing-2.2.0-py2.py3-none-any.whl", hash = "sha256:11387150cad388d62750327a53d3339fad4888b39a6fe233c3afbb54ecffd3aa"}, {file = "executing-2.2.0.tar.gz", hash = "sha256:5d108c028108fe2551d1a7b2e8b713341e2cb4fc0aa7dcf966fa4327a5226755"}, ] [package.extras] -tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich ; python_version >= \"3.11\""] +tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich"] [[package]] name = "fastjsonschema" @@ -1278,7 +1229,6 @@ version = "2.21.1" description = "Fastest Python implementation of JSON schema" optional = false python-versions = "*" -groups = ["main"] files = [ {file = "fastjsonschema-2.21.1-py3-none-any.whl", hash = "sha256:c9e5b7e908310918cf494a434eeb31384dd84a98b57a30bcb1f535015b554667"}, {file = "fastjsonschema-2.21.1.tar.gz", hash = "sha256:794d4f0a58f848961ba16af7b9c85a3e88cd360df008c59aac6fc5ae9323b5d4"}, @@ -1293,7 +1243,6 @@ version = "7.0.0" description = "the modular source code checker: pep8 pyflakes and co" optional = false python-versions = ">=3.8.1" -groups = ["test"] files = [ {file = "flake8-7.0.0-py2.py3-none-any.whl", hash = "sha256:a6dfbb75e03252917f2473ea9653f7cd799c3064e54d4c8140044c5c065f53c3"}, {file = "flake8-7.0.0.tar.gz", hash = "sha256:33f96621059e65eec474169085dc92bf26e7b2d47366b70be2f67ab80dc25132"}, @@ -1310,7 +1259,6 @@ version = "3.1.1" description = "A simple framework for building complex web applications." optional = false python-versions = ">=3.9" -groups = ["main", "test"] files = [ {file = "flask-3.1.1-py3-none-any.whl", hash = "sha256:07aae2bb5eaf77993ef57e357491839f5fd9f4dc281593a81a9e4d79a24f295c"}, {file = "flask-3.1.1.tar.gz", hash = "sha256:284c7b8f2f58cb737f0cf1c30fd7eaf0ccfcde196099d24ecede3fc2005aa59e"}, @@ -1334,7 +1282,6 @@ version = "4.0.2" description = "A Flask extension adding a decorator for CORS support" optional = false python-versions = "*" -groups = ["main"] files = [ {file = "Flask_Cors-4.0.2-py2.py3-none-any.whl", hash = "sha256:38364faf1a7a5d0a55bd1d2e2f83ee9e359039182f5e6a029557e1f56d92c09a"}, {file = "flask_cors-4.0.2.tar.gz", hash = "sha256:493b98e2d1e2f1a4720a7af25693ef2fe32fbafec09a2f72c59f3e475eda61d2"}, @@ -1349,7 +1296,6 @@ version = "4.1.0" description = "SQLAlchemy database migrations for Flask applications using Alembic." optional = false python-versions = ">=3.6" -groups = ["main"] files = [ {file = "Flask_Migrate-4.1.0-py3-none-any.whl", hash = "sha256:24d8051af161782e0743af1b04a152d007bad9772b2bca67b7ec1e8ceeb3910d"}, {file = "flask_migrate-4.1.0.tar.gz", hash = "sha256:1a336b06eb2c3ace005f5f2ded8641d534c18798d64061f6ff11f79e1434126d"}, @@ -1370,7 +1316,6 @@ version = "3.1.1" description = "Add SQLAlchemy support to your Flask application." optional = false python-versions = ">=3.8" -groups = ["main"] files = [ {file = "flask_sqlalchemy-3.1.1-py3-none-any.whl", hash = "sha256:4ba4be7f419dc72f4efd8802d69974803c37259dd42f3913b0dcf75c9447e0a0"}, {file = "flask_sqlalchemy-3.1.1.tar.gz", hash = "sha256:e4b68bb881802dda1a7d878b2fc84c06d1ee57fb40b874d3dc97dabfa36b8312"}, @@ -1386,7 +1331,6 @@ version = "0.8.1" description = "Unit testing for Flask" optional = false python-versions = "*" -groups = ["test"] files = [ {file = "Flask-Testing-0.8.1.tar.gz", hash = "sha256:0a734d7b68e63a9410b413cd7b1f96456f9a858bd09a6222d465650cc782eb01"}, ] @@ -1400,7 +1344,6 @@ version = "1.4.0" description = "Validate fully-qualified domain names compliant to RFC 1035 and the preferred form in RFC 3686 s. 2." optional = false python-versions = "*" -groups = ["main"] files = [ {file = "fqdn-1.4.0-py3-none-any.whl", hash = "sha256:e935616ae81c9c60a22267593fe8e6af68cecc68549cc71bb9bfbcbbcb383386"}, {file = "fqdn-1.4.0.tar.gz", hash = "sha256:30e8f2e685ce87cdace4712fd97c5d09f5e6fa519bbb66e8f188f6a7cb3a5c4e"}, @@ -1412,7 +1355,6 @@ version = "2.4.6" description = "A simple immutable dictionary" optional = false python-versions = ">=3.6" -groups = ["main"] files = [ {file = "frozendict-2.4.6-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c3a05c0a50cab96b4bb0ea25aa752efbfceed5ccb24c007612bc63e51299336f"}, {file = "frozendict-2.4.6-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:f5b94d5b07c00986f9e37a38dd83c13f5fe3bf3f1ccc8e88edea8fe15d6cd88c"}, @@ -1461,7 +1403,6 @@ version = "1.6.0" description = "A list-like structure which implements collections.abc.MutableSequence" optional = false python-versions = ">=3.9" -groups = ["main"] files = [ {file = "frozenlist-1.6.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:e6e558ea1e47fd6fa8ac9ccdad403e5dd5ecc6ed8dda94343056fa4277d5c65e"}, {file = "frozenlist-1.6.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:f4b3cd7334a4bbc0c472164f3744562cb72d05002cc6fcf58adb104630bbc352"}, @@ -1575,8 +1516,6 @@ version = "3.2.2" description = "Lightweight in-process concurrent programming" optional = false python-versions = ">=3.9" -groups = ["main"] -markers = "python_version < \"3.14\" and (platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\")" files = [ {file = "greenlet-3.2.2-cp310-cp310-macosx_11_0_universal2.whl", hash = "sha256:c49e9f7c6f625507ed83a7485366b46cbe325717c60837f7244fc99ba16ba9d6"}, {file = "greenlet-3.2.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c3cc1a3ed00ecfea8932477f729a9f616ad7347a5e55d50929efa50a86cb7be7"}, @@ -1645,7 +1584,6 @@ version = "0.16.0" description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1" optional = false python-versions = ">=3.8" -groups = ["main"] files = [ {file = "h11-0.16.0-py3-none-any.whl", hash = "sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86"}, {file = "h11-0.16.0.tar.gz", hash = "sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1"}, @@ -1657,7 +1595,6 @@ version = "1.0.9" description = "A minimal low-level HTTP client." optional = false python-versions = ">=3.8" -groups = ["main"] files = [ {file = "httpcore-1.0.9-py3-none-any.whl", hash = "sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55"}, {file = "httpcore-1.0.9.tar.gz", hash = "sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8"}, @@ -1679,7 +1616,6 @@ version = "0.28.1" description = "The next generation HTTP client." optional = false python-versions = ">=3.8" -groups = ["main"] files = [ {file = "httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad"}, {file = "httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc"}, @@ -1692,7 +1628,7 @@ httpcore = "==1.*" idna = "*" [package.extras] -brotli = ["brotli ; platform_python_implementation == \"CPython\"", "brotlicffi ; platform_python_implementation != \"CPython\""] +brotli = ["brotli", "brotlicffi"] cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"] http2 = ["h2 (>=3,<5)"] socks = ["socksio (==1.*)"] @@ -1704,7 +1640,6 @@ version = "3.10" description = "Internationalized Domain Names in Applications (IDNA)" optional = false python-versions = ">=3.6" -groups = ["main"] files = [ {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"}, {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"}, @@ -1719,7 +1654,6 @@ version = "6.29.5" description = "IPython Kernel for Jupyter" optional = false python-versions = ">=3.8" -groups = ["main", "dev"] files = [ {file = "ipykernel-6.29.5-py3-none-any.whl", hash = "sha256:afdb66ba5aa354b09b91379bac28ae4afebbb30e8b39510c9690afb7a10421b5"}, {file = "ipykernel-6.29.5.tar.gz", hash = "sha256:f093a22c4a40f8828f8e330a9c297cb93dcab13bd9678ded6de8e5cf81c56215"}, @@ -1753,7 +1687,6 @@ version = "8.36.0" description = "IPython: Productive Interactive Computing" optional = false python-versions = ">=3.10" -groups = ["main", "dev"] files = [ {file = "ipython-8.36.0-py3-none-any.whl", hash = "sha256:12b913914d010dcffa2711505ec8be4bf0180742d97f1e5175e51f22086428c1"}, {file = "ipython-8.36.0.tar.gz", hash = "sha256:24658e9fe5c5c819455043235ba59cfffded4a35936eefceceab6b192f7092ff"}, @@ -1775,7 +1708,7 @@ typing_extensions = {version = ">=4.6", markers = "python_version < \"3.12\""} [package.extras] all = ["ipython[black,doc,kernel,matplotlib,nbconvert,nbformat,notebook,parallel,qtconsole]", "ipython[test,test-extra]"] black = ["black"] -doc = ["docrepr", "exceptiongroup", "intersphinx_registry", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinxcontrib-jquery", "tomli ; python_version < \"3.11\"", "typing_extensions"] +doc = ["docrepr", "exceptiongroup", "intersphinx_registry", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinxcontrib-jquery", "tomli", "typing_extensions"] kernel = ["ipykernel"] matplotlib = ["matplotlib"] nbconvert = ["nbconvert"] @@ -1792,7 +1725,6 @@ version = "8.1.7" description = "Jupyter interactive widgets" optional = false python-versions = ">=3.7" -groups = ["main"] files = [ {file = "ipywidgets-8.1.7-py3-none-any.whl", hash = "sha256:764f2602d25471c213919b8a1997df04bef869251db4ca8efba1b76b1bd9f7bb"}, {file = "ipywidgets-8.1.7.tar.gz", hash = "sha256:15f1ac050b9ccbefd45dccfbb2ef6bed0029d8278682d569d71b8dd96bee0376"}, @@ -1814,7 +1746,6 @@ version = "0.7.2" description = "An ISO 8601 date/time/duration parser and formatter" optional = false python-versions = ">=3.7" -groups = ["main"] files = [ {file = "isodate-0.7.2-py3-none-any.whl", hash = "sha256:28009937d8031054830160fce6d409ed342816b543597cece116d966c6d99e15"}, {file = "isodate-0.7.2.tar.gz", hash = "sha256:4cd1aa0f43ca76f4a6c6c0292a85f40b35ec2e43e315b59f06e6d32171a953e6"}, @@ -1826,7 +1757,6 @@ version = "20.11.0" description = "Operations with ISO 8601 durations" optional = false python-versions = ">=3.7" -groups = ["main"] files = [ {file = "isoduration-20.11.0-py3-none-any.whl", hash = "sha256:b2904c2a4228c3d44f409c8ae8e2370eb21a26f7ac2ec5446df141dde3452042"}, {file = "isoduration-20.11.0.tar.gz", hash = "sha256:ac2f9015137935279eac671f94f89eb00584f940f5dc49462a0c4ee692ba1bd9"}, @@ -1841,7 +1771,6 @@ version = "2.2.0" description = "Safely pass data to untrusted environments and back." optional = false python-versions = ">=3.8" -groups = ["main", "test"] files = [ {file = "itsdangerous-2.2.0-py3-none-any.whl", hash = "sha256:c6242fc49e35958c8b15141343aa660db5fc54d4f13a1db01a3f5891b98700ef"}, {file = "itsdangerous-2.2.0.tar.gz", hash = "sha256:e0050c0b7da1eea53ffaf149c0cfbb5c6e2e2b69c4bef22c81fa6eb73e5f6173"}, @@ -1853,7 +1782,6 @@ version = "0.19.2" description = "An autocompletion tool for Python that can be used for text editors." optional = false python-versions = ">=3.6" -groups = ["main", "dev"] files = [ {file = "jedi-0.19.2-py2.py3-none-any.whl", hash = "sha256:a8ef22bde8490f57fe5c7681a3c83cb58874daf72b4784de3cce5b6ef6edb5b9"}, {file = "jedi-0.19.2.tar.gz", hash = "sha256:4770dc3de41bde3966b02eb84fbcf557fb33cce26ad23da12c742fb50ecb11f0"}, @@ -1873,7 +1801,6 @@ version = "3.1.6" description = "A very fast and expressive template engine." optional = false python-versions = ">=3.7" -groups = ["main", "test"] files = [ {file = "jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67"}, {file = "jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d"}, @@ -1902,14 +1829,13 @@ version = "0.12.0" description = "A Python implementation of the JSON5 data format." optional = false python-versions = ">=3.8.0" -groups = ["main"] files = [ {file = "json5-0.12.0-py3-none-any.whl", hash = "sha256:6d37aa6c08b0609f16e1ec5ff94697e2cbbfbad5ac112afa05794da9ab7810db"}, {file = "json5-0.12.0.tar.gz", hash = "sha256:0b4b6ff56801a1c7dc817b0241bca4ce474a0e6a163bfef3fc594d3fd263ff3a"}, ] [package.extras] -dev = ["build (==1.2.2.post1)", "coverage (==7.5.4) ; python_version < \"3.9\"", "coverage (==7.8.0) ; python_version >= \"3.9\"", "mypy (==1.14.1) ; python_version < \"3.9\"", "mypy (==1.15.0) ; python_version >= \"3.9\"", "pip (==25.0.1)", "pylint (==3.2.7) ; python_version < \"3.9\"", "pylint (==3.3.6) ; python_version >= \"3.9\"", "ruff (==0.11.2)", "twine (==6.1.0)", "uv (==0.6.11)"] +dev = ["build (==1.2.2.post1)", "coverage (==7.5.4)", "coverage (==7.8.0)", "mypy (==1.14.1)", "mypy (==1.15.0)", "pip (==25.0.1)", "pylint (==3.2.7)", "pylint (==3.3.6)", "ruff (==0.11.2)", "twine (==6.1.0)", "uv (==0.6.11)"] [[package]] name = "jsonpointer" @@ -1917,7 +1843,6 @@ version = "3.0.0" description = "Identify specific nodes in a JSON document (RFC 6901)" optional = false python-versions = ">=3.7" -groups = ["main"] files = [ {file = "jsonpointer-3.0.0-py2.py3-none-any.whl", hash = "sha256:13e088adc14fca8b6aa8177c044e12701e6ad4b28ff10e65f2267a90109c9942"}, {file = "jsonpointer-3.0.0.tar.gz", hash = "sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef"}, @@ -1929,7 +1854,6 @@ version = "4.23.0" description = "An implementation of JSON Schema validation for Python" optional = false python-versions = ">=3.8" -groups = ["main"] files = [ {file = "jsonschema-4.23.0-py3-none-any.whl", hash = "sha256:fbadb6f8b144a8f8cf9f0b89ba94501d143e50411a1278633f56a7acf7fd5566"}, {file = "jsonschema-4.23.0.tar.gz", hash = "sha256:d71497fef26351a33265337fa77ffeb82423f3ea21283cd9467bb03999266bc4"}, @@ -1959,7 +1883,6 @@ version = "2025.4.1" description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry" optional = false python-versions = ">=3.9" -groups = ["main"] files = [ {file = "jsonschema_specifications-2025.4.1-py3-none-any.whl", hash = "sha256:4653bffbd6584f7de83a67e0d620ef16900b390ddc7939d56684d6c81e33f1af"}, {file = "jsonschema_specifications-2025.4.1.tar.gz", hash = "sha256:630159c9f4dbea161a6a2205c3011cc4f18ff381b189fff48bb39b9bf26ae608"}, @@ -1974,7 +1897,6 @@ version = "1.1.1" description = "Jupyter metapackage. Install all the Jupyter components in one go." optional = false python-versions = "*" -groups = ["main"] files = [ {file = "jupyter-1.1.1-py2.py3-none-any.whl", hash = "sha256:7a59533c22af65439b24bbe60373a4e95af8f16ac65a6c00820ad378e3f7cc83"}, {file = "jupyter-1.1.1.tar.gz", hash = "sha256:d55467bceabdea49d7e3624af7e33d59c37fff53ed3a350e1ac957bed731de7a"}, @@ -1994,7 +1916,6 @@ version = "8.6.3" description = "Jupyter protocol implementation and client libraries" optional = false python-versions = ">=3.8" -groups = ["main", "dev"] files = [ {file = "jupyter_client-8.6.3-py3-none-any.whl", hash = "sha256:e8a19cc986cc45905ac3362915f410f3af85424b4c0905e94fa5f2cb08e8f23f"}, {file = "jupyter_client-8.6.3.tar.gz", hash = "sha256:35b3a0947c4a6e9d589eb97d7d4cd5e90f910ee73101611f01283732bd6d9419"}, @@ -2009,7 +1930,7 @@ traitlets = ">=5.3" [package.extras] docs = ["ipykernel", "myst-parser", "pydata-sphinx-theme", "sphinx (>=4)", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"] -test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko ; sys_platform == \"win32\"", "pre-commit", "pytest (<8.2.0)", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"] +test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pytest (<8.2.0)", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"] [[package]] name = "jupyter-console" @@ -2017,7 +1938,6 @@ version = "6.6.3" description = "Jupyter terminal console" optional = false python-versions = ">=3.7" -groups = ["main"] files = [ {file = "jupyter_console-6.6.3-py3-none-any.whl", hash = "sha256:309d33409fcc92ffdad25f0bcdf9a4a9daa61b6f341177570fdac03de5352485"}, {file = "jupyter_console-6.6.3.tar.gz", hash = "sha256:566a4bf31c87adbfadf22cdf846e3069b59a71ed5da71d6ba4d8aaad14a53539"}, @@ -2042,7 +1962,6 @@ version = "5.8.0" description = "Jupyter core package. A base package on which Jupyter projects rely." optional = false python-versions = ">=3.8" -groups = ["main", "dev"] files = [ {file = "jupyter_core-5.8.0-py3-none-any.whl", hash = "sha256:55493149572e9d48592c9c81f0ec4b025589769eb935e2fb1d3049b24a832784"}, {file = "jupyter_core-5.8.0.tar.gz", hash = "sha256:eac0af6bc62f66cd5faaf84fe9613e4f2eaf1a8b183bc097403822bd5122c86e"}, @@ -2063,7 +1982,6 @@ version = "0.12.0" description = "Jupyter Event System library" optional = false python-versions = ">=3.9" -groups = ["main"] files = [ {file = "jupyter_events-0.12.0-py3-none-any.whl", hash = "sha256:6464b2fa5ad10451c3d35fabc75eab39556ae1e2853ad0c0cc31b656731a97fb"}, {file = "jupyter_events-0.12.0.tar.gz", hash = "sha256:fc3fce98865f6784c9cd0a56a20644fc6098f21c8c33834a8d9fe383c17e554b"}, @@ -2090,7 +2008,6 @@ version = "2.2.5" description = "Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server" optional = false python-versions = ">=3.8" -groups = ["main"] files = [ {file = "jupyter-lsp-2.2.5.tar.gz", hash = "sha256:793147a05ad446f809fd53ef1cd19a9f5256fd0a2d6b7ce943a982cb4f545001"}, {file = "jupyter_lsp-2.2.5-py3-none-any.whl", hash = "sha256:45fbddbd505f3fbfb0b6cb2f1bc5e15e83ab7c79cd6e89416b248cb3c00c11da"}, @@ -2105,7 +2022,6 @@ version = "2.16.0" description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications." optional = false python-versions = ">=3.9" -groups = ["main"] files = [ {file = "jupyter_server-2.16.0-py3-none-any.whl", hash = "sha256:3d8db5be3bc64403b1c65b400a1d7f4647a5ce743f3b20dbdefe8ddb7b55af9e"}, {file = "jupyter_server-2.16.0.tar.gz", hash = "sha256:65d4b44fdf2dcbbdfe0aa1ace4a842d4aaf746a2b7b168134d5aaed35621b7f6"}, @@ -2142,7 +2058,6 @@ version = "0.5.3" description = "A Jupyter Server Extension Providing Terminals." optional = false python-versions = ">=3.8" -groups = ["main"] files = [ {file = "jupyter_server_terminals-0.5.3-py3-none-any.whl", hash = "sha256:41ee0d7dc0ebf2809c668e0fc726dfaf258fcd3e769568996ca731b6194ae9aa"}, {file = "jupyter_server_terminals-0.5.3.tar.gz", hash = "sha256:5ae0295167220e9ace0edcfdb212afd2b01ee8d179fe6f23c899590e9b8a5269"}, @@ -2162,7 +2077,6 @@ version = "4.4.3" description = "JupyterLab computational environment" optional = false python-versions = ">=3.9" -groups = ["main"] files = [ {file = "jupyterlab-4.4.3-py3-none-any.whl", hash = "sha256:164302f6d4b6c44773dfc38d585665a4db401a16e5296c37df5cba63904fbdea"}, {file = "jupyterlab-4.4.3.tar.gz", hash = "sha256:a94c32fd7f8b93e82a49dc70a6ec45a5c18281ca2a7228d12765e4e210e5bca2"}, @@ -2197,7 +2111,6 @@ version = "0.3.0" description = "Pygments theme using JupyterLab CSS variables" optional = false python-versions = ">=3.8" -groups = ["main"] files = [ {file = "jupyterlab_pygments-0.3.0-py3-none-any.whl", hash = "sha256:841a89020971da1d8693f1a99997aefc5dc424bb1b251fd6322462a1b8842780"}, {file = "jupyterlab_pygments-0.3.0.tar.gz", hash = "sha256:721aca4d9029252b11cfa9d185e5b5af4d54772bb8072f9b7036f4170054d35d"}, @@ -2209,7 +2122,6 @@ version = "2.27.3" description = "A set of server components for JupyterLab and JupyterLab like applications." optional = false python-versions = ">=3.8" -groups = ["main"] files = [ {file = "jupyterlab_server-2.27.3-py3-none-any.whl", hash = "sha256:e697488f66c3db49df675158a77b3b017520d772c6e1548c7d9bcc5df7944ee4"}, {file = "jupyterlab_server-2.27.3.tar.gz", hash = "sha256:eb36caca59e74471988f0ae25c77945610b887f777255aa21f8065def9e51ed4"}, @@ -2235,7 +2147,6 @@ version = "3.0.15" description = "Jupyter interactive widgets for JupyterLab" optional = false python-versions = ">=3.7" -groups = ["main"] files = [ {file = "jupyterlab_widgets-3.0.15-py3-none-any.whl", hash = "sha256:d59023d7d7ef71400d51e6fee9a88867f6e65e10a4201605d2d7f3e8f012a31c"}, {file = "jupyterlab_widgets-3.0.15.tar.gz", hash = "sha256:2920888a0c2922351a9202817957a68c07d99673504d6cd37345299e971bb08b"}, @@ -2247,7 +2158,6 @@ version = "1.3.10" description = "A super-fast templating language that borrows the best ideas from the existing templating languages." optional = false python-versions = ">=3.8" -groups = ["main"] files = [ {file = "mako-1.3.10-py3-none-any.whl", hash = "sha256:baef24a52fc4fc514a0887ac600f9f1cff3d82c61d4d700a1fa84d597b88db59"}, {file = "mako-1.3.10.tar.gz", hash = "sha256:99579a6f39583fa7e5630a28c3c1f440e4e97a414b80372649c0ce338da2ea28"}, @@ -2267,7 +2177,6 @@ version = "3.0.2" description = "Safely add untrusted strings to HTML/XML markup." optional = false python-versions = ">=3.9" -groups = ["main", "test"] files = [ {file = "MarkupSafe-3.0.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7e94c425039cde14257288fd61dcfb01963e658efbc0ff54f5306b06054700f8"}, {file = "MarkupSafe-3.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9e2d922824181480953426608b81967de705c3cef4d1af983af849d7bd619158"}, @@ -2338,7 +2247,6 @@ version = "4.0.0" description = "A lightweight library for converting complex datatypes to and from native Python datatypes." optional = false python-versions = ">=3.9" -groups = ["main"] files = [ {file = "marshmallow-4.0.0-py3-none-any.whl", hash = "sha256:e7b0528337e9990fd64950f8a6b3a1baabed09ad17a0dfb844d701151f92d203"}, {file = "marshmallow-4.0.0.tar.gz", hash = "sha256:3b6e80aac299a7935cfb97ed01d1854fb90b5079430969af92118ea1b12a8d55"}, @@ -2359,7 +2267,6 @@ version = "0.1.7" description = "Inline Matplotlib backend for Jupyter" optional = false python-versions = ">=3.8" -groups = ["main", "dev"] files = [ {file = "matplotlib_inline-0.1.7-py3-none-any.whl", hash = "sha256:df192d39a4ff8f21b1895d72e6a13f5fcc5099f00fa84384e0ea28c2cc0653ca"}, {file = "matplotlib_inline-0.1.7.tar.gz", hash = "sha256:8423b23ec666be3d16e16b60bdd8ac4e86e840ebd1dd11a30b9f117f2fa0ab90"}, @@ -2374,7 +2281,6 @@ version = "0.7.0" description = "McCabe checker, plugin for flake8" optional = false python-versions = ">=3.6" -groups = ["test"] files = [ {file = "mccabe-0.7.0-py2.py3-none-any.whl", hash = "sha256:6c2d30ab6be0e4a46919781807b4f0d834ebdd6c6e3dca0bda5a15f863427b6e"}, {file = "mccabe-0.7.0.tar.gz", hash = "sha256:348e0240c33b60bbdf4e523192ef919f28cb2c3d7d5c7794f74009290f236325"}, @@ -2386,7 +2292,6 @@ version = "3.1.3" description = "A sane and fast Markdown parser with useful plugins and renderers" optional = false python-versions = ">=3.8" -groups = ["main"] files = [ {file = "mistune-3.1.3-py3-none-any.whl", hash = "sha256:1a32314113cff28aa6432e99e522677c8587fd83e3d51c29b82a52409c842bd9"}, {file = "mistune-3.1.3.tar.gz", hash = "sha256:a7035c21782b2becb6be62f8f25d3df81ccb4d6fa477a6525b15af06539f02a0"}, @@ -2401,7 +2306,6 @@ version = "1.32.3" description = "The Microsoft Authentication Library (MSAL) for Python library enables your app to access the Microsoft Cloud by supporting authentication of users with Microsoft Azure Active Directory accounts (AAD) and Microsoft Accounts (MSA) using industry standard OAuth2 and OpenID Connect." optional = false python-versions = ">=3.7" -groups = ["main"] files = [ {file = "msal-1.32.3-py3-none-any.whl", hash = "sha256:b2798db57760b1961b142f027ffb7c8169536bf77316e99a0df5c4aaebb11569"}, {file = "msal-1.32.3.tar.gz", hash = "sha256:5eea038689c78a5a70ca8ecbe1245458b55a857bd096efb6989c69ba15985d35"}, @@ -2413,7 +2317,7 @@ PyJWT = {version = ">=1.0.0,<3", extras = ["crypto"]} requests = ">=2.0.0,<3" [package.extras] -broker = ["pymsalruntime (>=0.14,<0.18) ; python_version >= \"3.6\" and platform_system == \"Windows\"", "pymsalruntime (>=0.17,<0.18) ; python_version >= \"3.8\" and platform_system == \"Darwin\""] +broker = ["pymsalruntime (>=0.14,<0.18)", "pymsalruntime (>=0.17,<0.18)"] [[package]] name = "msal-extensions" @@ -2421,7 +2325,6 @@ version = "1.3.1" description = "Microsoft Authentication Library extensions (MSAL EX) provides a persistence API that can save your data on disk, encrypted on Windows, macOS and Linux. Concurrent data access will be coordinated by a file lock mechanism." optional = false python-versions = ">=3.9" -groups = ["main"] files = [ {file = "msal_extensions-1.3.1-py3-none-any.whl", hash = "sha256:96d3de4d034504e969ac5e85bae8106c8373b5c6568e4c8fa7af2eca9dbe6bca"}, {file = "msal_extensions-1.3.1.tar.gz", hash = "sha256:c5b0fd10f65ef62b5f1d62f4251d51cbcaf003fcedae8c91b040a488614be1a4"}, @@ -2439,7 +2342,6 @@ version = "6.4.4" description = "multidict implementation" optional = false python-versions = ">=3.9" -groups = ["main"] files = [ {file = "multidict-6.4.4-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:8adee3ac041145ffe4488ea73fa0a622b464cc25340d98be76924d0cda8545ff"}, {file = "multidict-6.4.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b61e98c3e2a861035aaccd207da585bdcacef65fe01d7a0d07478efac005e028"}, @@ -2556,7 +2458,6 @@ version = "0.0.11" description = "Non-blocking Python methods using decorators" optional = false python-versions = "*" -groups = ["main"] files = [ {file = "multitasking-0.0.11-py3-none-any.whl", hash = "sha256:1e5b37a5f8fc1e6cfaafd1a82b6b1cc6d2ed20037d3b89c25a84f499bd7b3dd4"}, {file = "multitasking-0.0.11.tar.gz", hash = "sha256:4d6bc3cc65f9b2dca72fb5a787850a88dae8f620c2b36ae9b55248e51bcd6026"}, @@ -2592,7 +2493,6 @@ version = "0.10.2" description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor." optional = false python-versions = ">=3.9.0" -groups = ["main"] files = [ {file = "nbclient-0.10.2-py3-none-any.whl", hash = "sha256:4ffee11e788b4a27fabeb7955547e4318a5298f34342a4bfd01f2e1faaeadc3d"}, {file = "nbclient-0.10.2.tar.gz", hash = "sha256:90b7fc6b810630db87a6d0c2250b1f0ab4cf4d3c27a299b0cde78a4ed3fd9193"}, @@ -2615,7 +2515,6 @@ version = "7.16.6" description = "Converting Jupyter Notebooks (.ipynb files) to other formats. Output formats include asciidoc, html, latex, markdown, pdf, py, rst, script. nbconvert can be used both as a Python library (`import nbconvert`) or as a command line tool (invoked as `jupyter nbconvert ...`)." optional = false python-versions = ">=3.8" -groups = ["main"] files = [ {file = "nbconvert-7.16.6-py3-none-any.whl", hash = "sha256:1375a7b67e0c2883678c48e506dc320febb57685e5ee67faa51b18a90f3a712b"}, {file = "nbconvert-7.16.6.tar.gz", hash = "sha256:576a7e37c6480da7b8465eefa66c17844243816ce1ccc372633c6b71c3c0f582"}, @@ -2652,7 +2551,6 @@ version = "5.10.4" description = "The Jupyter Notebook format" optional = false python-versions = ">=3.8" -groups = ["main"] files = [ {file = "nbformat-5.10.4-py3-none-any.whl", hash = "sha256:3b48d6c8fbca4b299bf3982ea7db1af21580e4fec269ad087b9e81588891200b"}, {file = "nbformat-5.10.4.tar.gz", hash = "sha256:322168b14f937a5d11362988ecac2a4952d3d8e3a2cbeb2319584631226d5b3a"}, @@ -2674,7 +2572,6 @@ version = "1.6.0" description = "Patch asyncio to allow nested event loops" optional = false python-versions = ">=3.5" -groups = ["main", "dev"] files = [ {file = "nest_asyncio-1.6.0-py3-none-any.whl", hash = "sha256:87af6efd6b5e897c81050477ef65c62e2b2f35d51703cae01aff2905b1852e1c"}, {file = "nest_asyncio-1.6.0.tar.gz", hash = "sha256:6f172d5449aca15afd6c646851f4e31e02c598d553a667e38cafa997cfec55fe"}, @@ -2686,7 +2583,6 @@ version = "7.4.3" description = "Jupyter Notebook - A web-based notebook environment for interactive computing" optional = false python-versions = ">=3.8" -groups = ["main"] files = [ {file = "notebook-7.4.3-py3-none-any.whl", hash = "sha256:9cdeee954e04101cadb195d90e2ab62b7c9286c1d4f858bf3bb54e40df16c0c3"}, {file = "notebook-7.4.3.tar.gz", hash = "sha256:a1567481cd3853f2610ee0ecf5dfa12bb508e878ee8f92152c134ef7f0568a76"}, @@ -2702,7 +2598,7 @@ tornado = ">=6.2.0" [package.extras] dev = ["hatch", "pre-commit"] docs = ["myst-parser", "nbsphinx", "pydata-sphinx-theme", "sphinx (>=1.3.6)", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"] -test = ["importlib-resources (>=5.0) ; python_version < \"3.10\"", "ipykernel", "jupyter-server[test] (>=2.4.0,<3)", "jupyterlab-server[test] (>=2.27.1,<3)", "nbval", "pytest (>=7.0)", "pytest-console-scripts", "pytest-timeout", "pytest-tornasync", "requests"] +test = ["importlib-resources (>=5.0)", "ipykernel", "jupyter-server[test] (>=2.4.0,<3)", "jupyterlab-server[test] (>=2.27.1,<3)", "nbval", "pytest (>=7.0)", "pytest-console-scripts", "pytest-timeout", "pytest-tornasync", "requests"] [[package]] name = "notebook-shim" @@ -2710,7 +2606,6 @@ version = "0.2.4" description = "A shim layer for notebook traits and config" optional = false python-versions = ">=3.7" -groups = ["main"] files = [ {file = "notebook_shim-0.2.4-py3-none-any.whl", hash = "sha256:411a5be4e9dc882a074ccbcae671eda64cceb068767e9a3419096986560e1cef"}, {file = "notebook_shim-0.2.4.tar.gz", hash = "sha256:b4b2cfa1b65d98307ca24361f5b30fe785b53c3fd07b7a47e89acb5e6ac638cb"}, @@ -2728,7 +2623,6 @@ version = "2.2.6" description = "Fundamental package for array computing in Python" optional = false python-versions = ">=3.10" -groups = ["main", "test"] files = [ {file = "numpy-2.2.6-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b412caa66f72040e6d268491a59f2c43bf03eb6c96dd8f0307829feb7fa2b6fb"}, {file = "numpy-2.2.6-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8e41fd67c52b86603a91c1a505ebaef50b3314de0213461c7a6e99c9a3beff90"}, @@ -2793,7 +2687,6 @@ version = "7.7.0" description = "A decorator to automatically detect mismatch when overriding a method." optional = false python-versions = ">=3.6" -groups = ["main"] files = [ {file = "overrides-7.7.0-py3-none-any.whl", hash = "sha256:c7ed9d062f78b8e4c1a7b70bd8796b35ead4d9f510227ef9c5dc7626c60d7e49"}, {file = "overrides-7.7.0.tar.gz", hash = "sha256:55158fa3d93b98cc75299b1e67078ad9003ca27945c76162c1c0766d6f91820a"}, @@ -2805,7 +2698,6 @@ version = "25.0" description = "Core utilities for Python packages" optional = false python-versions = ">=3.8" -groups = ["main", "dev"] files = [ {file = "packaging-25.0-py3-none-any.whl", hash = "sha256:29572ef2b1f17581046b3a2227d5c611fb25ec70ca1ba8554b24b0e69331a484"}, {file = "packaging-25.0.tar.gz", hash = "sha256:d443872c98d677bf60f6a1f2f8c1cb748e8fe762d2bf9d3148b5599295b0fc4f"}, @@ -2817,7 +2709,6 @@ version = "2.2.3" description = "Powerful data structures for data analysis, time series, and statistics" optional = false python-versions = ">=3.9" -groups = ["main", "test"] files = [ {file = "pandas-2.2.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:1948ddde24197a0f7add2bdc4ca83bf2b1ef84a1bc8ccffd95eda17fd836ecb5"}, {file = "pandas-2.2.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:381175499d3802cde0eabbaf6324cce0c4f5d52ca6f8c377c29ad442f50f6348"}, @@ -2904,7 +2795,6 @@ version = "1.5.1" description = "Utilities for writing pandoc filters in python" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" -groups = ["main"] files = [ {file = "pandocfilters-1.5.1-py2.py3-none-any.whl", hash = "sha256:93be382804a9cdb0a7267585f157e5d1731bbe5545a85b268d6f5fe6232de2bc"}, {file = "pandocfilters-1.5.1.tar.gz", hash = "sha256:002b4a555ee4ebc03f8b66307e287fa492e4a77b4ea14d3f934328297bb4939e"}, @@ -2916,7 +2806,6 @@ version = "0.8.4" description = "A Python Parser" optional = false python-versions = ">=3.6" -groups = ["main", "dev"] files = [ {file = "parso-0.8.4-py2.py3-none-any.whl", hash = "sha256:a418670a20291dacd2dddc80c377c5c3791378ee1e8d12bffc35420643d43f18"}, {file = "parso-0.8.4.tar.gz", hash = "sha256:eb3a7b58240fb99099a345571deecc0f9540ea5f4dd2fe14c2a99d6b281ab92d"}, @@ -2932,7 +2821,6 @@ version = "3.18.1" description = "a little orm" optional = false python-versions = "*" -groups = ["main"] files = [ {file = "peewee-3.18.1.tar.gz", hash = "sha256:a76a694b3b3012ce22f00d51fd83e55bf80b595275a90ed62cd36eb45496cf1d"}, ] @@ -2943,8 +2831,6 @@ version = "4.9.0" description = "Pexpect allows easy control of interactive console applications." optional = false python-versions = "*" -groups = ["main", "dev"] -markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\"" files = [ {file = "pexpect-4.9.0-py2.py3-none-any.whl", hash = "sha256:7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523"}, {file = "pexpect-4.9.0.tar.gz", hash = "sha256:ee7d41123f3c9911050ea2c2dac107568dc43b2d3b0c7557a33212c398ead30f"}, @@ -2959,7 +2845,6 @@ version = "4.3.8" description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`." optional = false python-versions = ">=3.9" -groups = ["main", "dev"] files = [ {file = "platformdirs-4.3.8-py3-none-any.whl", hash = "sha256:ff7059bb7eb1179e2685604f4aaf157cfd9535242bd23742eadc3c13542139b4"}, {file = "platformdirs-4.3.8.tar.gz", hash = "sha256:3d512d96e16bcb959a814c9f348431070822a6496326a4be0911c40b5a74c2bc"}, @@ -2996,7 +2881,6 @@ version = "1.30.0" description = "Blazingly fast DataFrame library" optional = false python-versions = ">=3.9" -groups = ["main", "test"] files = [ {file = "polars-1.30.0-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:4c33bc97c29b7112f0e689a2f8a33143973a3ff466c70b25c7fd1880225de6dd"}, {file = "polars-1.30.0-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:e3d05914c364b8e39a5b10dcf97e84d76e516b3b1693880bf189a93aab3ca00d"}, @@ -3035,7 +2919,7 @@ pyarrow = ["pyarrow (>=7.0.0)"] pydantic = ["pydantic"] sqlalchemy = ["polars[pandas]", "sqlalchemy"] style = ["great-tables (>=0.8.0)"] -timezone = ["tzdata ; platform_system == \"Windows\""] +timezone = ["tzdata"] xlsx2csv = ["xlsx2csv (>=0.8.0)"] xlsxwriter = ["xlsxwriter"] @@ -3045,7 +2929,6 @@ version = "0.22.0" description = "Python client for the Prometheus monitoring system." optional = false python-versions = ">=3.9" -groups = ["main"] files = [ {file = "prometheus_client-0.22.0-py3-none-any.whl", hash = "sha256:c8951bbe64e62b96cd8e8f5d917279d1b9b91ab766793f33d4dce6c228558713"}, {file = "prometheus_client-0.22.0.tar.gz", hash = "sha256:18da1d2241ac2d10c8d2110f13eedcd5c7c0c8af18c926e8731f04fc10cd575c"}, @@ -3060,7 +2943,6 @@ version = "3.0.51" description = "Library for building powerful interactive command lines in Python" optional = false python-versions = ">=3.8" -groups = ["main", "dev"] files = [ {file = "prompt_toolkit-3.0.51-py3-none-any.whl", hash = "sha256:52742911fde84e2d423e2f9a4cf1de7d7ac4e51958f648d9540e0fb8db077b07"}, {file = "prompt_toolkit-3.0.51.tar.gz", hash = "sha256:931a162e3b27fc90c86f1b48bb1fb2c528c2761475e57c9c06de13311c7b54ed"}, @@ -3075,7 +2957,6 @@ version = "0.3.1" description = "Accelerated property cache" optional = false python-versions = ">=3.9" -groups = ["main"] files = [ {file = "propcache-0.3.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:f27785888d2fdd918bc36de8b8739f2d6c791399552333721b58193f68ea3e98"}, {file = "propcache-0.3.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d4e89cde74154c7b5957f87a355bb9c8ec929c167b59c83d90654ea36aeb6180"}, @@ -3183,7 +3064,6 @@ version = "6.31.1" description = "" optional = false python-versions = ">=3.9" -groups = ["main"] files = [ {file = "protobuf-6.31.1-cp310-abi3-win32.whl", hash = "sha256:7fa17d5a29c2e04b7d90e5e32388b8bfd0e7107cd8e616feef7ed3fa6bdab5c9"}, {file = "protobuf-6.31.1-cp310-abi3-win_amd64.whl", hash = "sha256:426f59d2964864a1a366254fa703b8632dcec0790d8862d30034d8245e1cd447"}, @@ -3202,7 +3082,6 @@ version = "7.0.0" description = "Cross-platform lib for process and system monitoring in Python. NOTE: the syntax of this script MUST be kept compatible with Python 2.7." optional = false python-versions = ">=3.6" -groups = ["main", "dev"] files = [ {file = "psutil-7.0.0-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:101d71dc322e3cffd7cea0650b09b3d08b8e7c4109dd6809fe452dfd00e58b25"}, {file = "psutil-7.0.0-cp36-abi3-macosx_11_0_arm64.whl", hash = "sha256:39db632f6bb862eeccf56660871433e111b6ea58f2caea825571951d4b6aa3da"}, @@ -3226,12 +3105,10 @@ version = "0.7.0" description = "Run a subprocess in a pseudo terminal" optional = false python-versions = "*" -groups = ["main", "dev"] files = [ {file = "ptyprocess-0.7.0-py2.py3-none-any.whl", hash = "sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35"}, {file = "ptyprocess-0.7.0.tar.gz", hash = "sha256:5c5d0a3b48ceee0b48485e0c26037c0acd7d29765ca3fbb5cb3831d347423220"}, ] -markers = {main = "os_name != \"nt\" or sys_platform != \"win32\" and sys_platform != \"emscripten\"", dev = "sys_platform != \"win32\" and sys_platform != \"emscripten\""} [[package]] name = "pure-eval" @@ -3239,7 +3116,6 @@ version = "0.2.3" description = "Safely evaluate AST nodes without side effects" optional = false python-versions = "*" -groups = ["main", "dev"] files = [ {file = "pure_eval-0.2.3-py3-none-any.whl", hash = "sha256:1db8e35b67b3d218d818ae653e27f06c3aa420901fa7b081ca98cbedc874e0d0"}, {file = "pure_eval-0.2.3.tar.gz", hash = "sha256:5f4e983f40564c576c7c8635ae88db5956bb2229d7e9237d03b3c0b0190eaf42"}, @@ -3254,7 +3130,6 @@ version = "20.0.0" description = "Python library for Apache Arrow" optional = false python-versions = ">=3.9" -groups = ["main", "test"] files = [ {file = "pyarrow-20.0.0-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:c7dd06fd7d7b410ca5dc839cc9d485d2bc4ae5240851bcd45d85105cc90a47d7"}, {file = "pyarrow-20.0.0-cp310-cp310-macosx_12_0_x86_64.whl", hash = "sha256:d5382de8dc34c943249b01c19110783d0d64b207167c728461add1ecc2db88e4"}, @@ -3322,7 +3197,6 @@ version = "4.9.0" description = "Python interface for c-ares" optional = false python-versions = ">=3.9" -groups = ["main"] files = [ {file = "pycares-4.9.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0b8bd9a3ee6e9bc990e1933dc7e7e2f44d4184f49a90fa444297ac12ab6c0c84"}, {file = "pycares-4.9.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:417a5c20861f35977240ad4961479a6778125bcac21eb2ad1c3aad47e2ff7fab"}, @@ -3414,7 +3288,6 @@ version = "2.11.1" description = "Python style guide checker" optional = false python-versions = ">=3.8" -groups = ["test"] files = [ {file = "pycodestyle-2.11.1-py2.py3-none-any.whl", hash = "sha256:44fe31000b2d866f2e41841b18528a505fbd7fef9017b04eff4e2648a0fadc67"}, {file = "pycodestyle-2.11.1.tar.gz", hash = "sha256:41ba0e7afc9752dfb53ced5489e89f8186be00e599e712660695b7a75ff2663f"}, @@ -3426,12 +3299,10 @@ version = "2.22" description = "C parser in Python" optional = false python-versions = ">=3.8" -groups = ["main", "dev"] files = [ {file = "pycparser-2.22-py3-none-any.whl", hash = "sha256:c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc"}, {file = "pycparser-2.22.tar.gz", hash = "sha256:491c8be9c040f5390f5bf44a5b07752bd07f56edf992381b05c701439eec10f6"}, ] -markers = {dev = "implementation_name == \"pypy\""} [[package]] name = "pyflakes" @@ -3439,7 +3310,6 @@ version = "3.2.0" description = "passive checker of Python programs" optional = false python-versions = ">=3.8" -groups = ["test"] files = [ {file = "pyflakes-3.2.0-py2.py3-none-any.whl", hash = "sha256:84b5be138a2dfbb40689ca07e2152deb896a65c3a3e24c251c5c62489568074a"}, {file = "pyflakes-3.2.0.tar.gz", hash = "sha256:1c61603ff154621fb2a9172037d84dca3500def8c8b630657d1701f026f8af3f"}, @@ -3451,7 +3321,6 @@ version = "2.19.1" description = "Pygments is a syntax highlighting package written in Python." optional = false python-versions = ">=3.8" -groups = ["main", "dev"] files = [ {file = "pygments-2.19.1-py3-none-any.whl", hash = "sha256:9ea1544ad55cecf4b8242fab6dd35a93bbce657034b0611ee383099054ab6d8c"}, {file = "pygments-2.19.1.tar.gz", hash = "sha256:61c16d2a8576dc0649d9f39e089b5f02bcd27fba10d8fb4dcc28173f7a45151f"}, @@ -3462,14 +3331,13 @@ windows-terminal = ["colorama (>=0.4.6)"] [[package]] name = "pyindicators" -version = "0.9.2" +version = "0.11.1" description = "PyIndicators is a powerful and user-friendly Python library for technical analysis indicators and metrics. Written entirely in Python, it requires no external dependencies, ensuring seamless integration and ease of use." optional = false python-versions = ">=3.10" -groups = ["test"] files = [ - {file = "pyindicators-0.9.2-py3-none-any.whl", hash = "sha256:3fc66698f1d7ef18f7a9ed2e6ff5b74ec9e317c3b624a48f4f86910685fb0eb3"}, - {file = "pyindicators-0.9.2.tar.gz", hash = "sha256:18aa20c78bd31d7b47144a5787a5dac079f6910a8404d559bf1f48dbcb0d914e"}, + {file = "pyindicators-0.11.1-py3-none-any.whl", hash = "sha256:7f145be28c20ee25907fe8c1a2484a415995ae03cc0d5e0a961a7773055d2c24"}, + {file = "pyindicators-0.11.1.tar.gz", hash = "sha256:9819b8123cbda5f061daddbf3fe8990a941c83d53228b8783f3ab9e6b5026dda"}, ] [package.dependencies] @@ -3485,7 +3353,6 @@ version = "2.10.1" description = "JSON Web Token implementation in Python" optional = false python-versions = ">=3.9" -groups = ["main"] files = [ {file = "PyJWT-2.10.1-py3-none-any.whl", hash = "sha256:dcdd193e30abefd5debf142f9adfcdd2b58004e644f25406ffaebd50bd98dacb"}, {file = "pyjwt-2.10.1.tar.gz", hash = "sha256:3cc5772eb20009233caf06e9d8a0577824723b44e6648ee0a2aedb6cf9381953"}, @@ -3506,7 +3373,6 @@ version = "2.9.0.post0" description = "Extensions to the standard Python datetime module" optional = false python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7" -groups = ["main", "dev", "test"] files = [ {file = "python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3"}, {file = "python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427"}, @@ -3521,7 +3387,6 @@ version = "1.1.0" description = "Read key-value pairs from a .env file and set them as environment variables" optional = false python-versions = ">=3.9" -groups = ["main"] files = [ {file = "python_dotenv-1.1.0-py3-none-any.whl", hash = "sha256:d7c01d9e2293916c18baf562d95698754b0dbbb5e74d457c45d4f6561fb9d55d"}, {file = "python_dotenv-1.1.0.tar.gz", hash = "sha256:41f90bc6f5f177fb41f53e87666db362025010eb28f60a01c9143bfa33a2b2d5"}, @@ -3536,14 +3401,13 @@ version = "3.3.0" description = "JSON Log Formatter for the Python Logging Package" optional = false python-versions = ">=3.8" -groups = ["main"] files = [ {file = "python_json_logger-3.3.0-py3-none-any.whl", hash = "sha256:dd980fae8cffb24c13caf6e158d3d61c0d6d22342f932cb6e9deedab3d35eec7"}, {file = "python_json_logger-3.3.0.tar.gz", hash = "sha256:12b7e74b17775e7d565129296105bbe3910842d9d0eb083fc83a6a617aa8df84"}, ] [package.extras] -dev = ["backports.zoneinfo ; python_version < \"3.9\"", "black", "build", "freezegun", "mdx_truly_sane_lists", "mike", "mkdocs", "mkdocs-awesome-pages-plugin", "mkdocs-gen-files", "mkdocs-literate-nav", "mkdocs-material (>=8.5)", "mkdocstrings[python]", "msgspec ; implementation_name != \"pypy\"", "mypy", "orjson ; implementation_name != \"pypy\"", "pylint", "pytest", "tzdata", "validate-pyproject[all]"] +dev = ["backports.zoneinfo", "black", "build", "freezegun", "mdx_truly_sane_lists", "mike", "mkdocs", "mkdocs-awesome-pages-plugin", "mkdocs-gen-files", "mkdocs-literate-nav", "mkdocs-material (>=8.5)", "mkdocstrings[python]", "msgspec", "mypy", "orjson", "pylint", "pytest", "tzdata", "validate-pyproject[all]"] [[package]] name = "pytz" @@ -3551,7 +3415,6 @@ version = "2025.2" description = "World timezone definitions, modern and historical" optional = false python-versions = "*" -groups = ["main", "test"] files = [ {file = "pytz-2025.2-py2.py3-none-any.whl", hash = "sha256:5ddf76296dd8c44c26eb8f4b6f35488f3ccbf6fbbd7adee0b7262d43f0ec2f00"}, {file = "pytz-2025.2.tar.gz", hash = "sha256:360b9e3dbb49a209c21ad61809c7fb453643e048b38924c765813546746e81c3"}, @@ -3563,8 +3426,6 @@ version = "310" description = "Python for Window Extensions" optional = false python-versions = "*" -groups = ["main", "dev"] -markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\"" files = [ {file = "pywin32-310-cp310-cp310-win32.whl", hash = "sha256:6dd97011efc8bf51d6793a82292419eba2c71cf8e7250cfac03bba284454abc1"}, {file = "pywin32-310-cp310-cp310-win_amd64.whl", hash = "sha256:c3e78706e4229b915a0821941a84e7ef420bf2b77e08c9dae3c76fd03fd2ae3d"}, @@ -3590,8 +3451,6 @@ version = "2.0.15" description = "Pseudo terminal support for Windows from Python." optional = false python-versions = ">=3.9" -groups = ["main"] -markers = "os_name == \"nt\"" files = [ {file = "pywinpty-2.0.15-cp310-cp310-win_amd64.whl", hash = "sha256:8e7f5de756a615a38b96cd86fa3cd65f901ce54ce147a3179c45907fa11b4c4e"}, {file = "pywinpty-2.0.15-cp311-cp311-win_amd64.whl", hash = "sha256:9a6bcec2df2707aaa9d08b86071970ee32c5026e10bcc3cc5f6f391d85baf7ca"}, @@ -3608,7 +3467,6 @@ version = "6.0.2" description = "YAML parser and emitter for Python" optional = false python-versions = ">=3.8" -groups = ["main"] files = [ {file = "PyYAML-6.0.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0a9a2848a5b7feac301353437eb7d5957887edbf81d56e903999a75a3d743086"}, {file = "PyYAML-6.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:29717114e51c84ddfba879543fb232a6ed60086602313ca38cce623c1d62cfbf"}, @@ -3671,7 +3529,6 @@ version = "26.4.0" description = "Python bindings for 0MQ" optional = false python-versions = ">=3.8" -groups = ["main", "dev"] files = [ {file = "pyzmq-26.4.0-cp310-cp310-macosx_10_15_universal2.whl", hash = "sha256:0329bdf83e170ac133f44a233fc651f6ed66ef8e66693b5af7d54f45d1ef5918"}, {file = "pyzmq-26.4.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:398a825d2dea96227cf6460ce0a174cf7657d6f6827807d4d1ae9d0f9ae64315"}, @@ -3777,7 +3634,6 @@ version = "0.36.2" description = "JSON Referencing + Python" optional = false python-versions = ">=3.9" -groups = ["main"] files = [ {file = "referencing-0.36.2-py3-none-any.whl", hash = "sha256:e8699adbbf8b5c7de96d8ffa0eb5c158b3beafce084968e2ea8bb08c6794dcd0"}, {file = "referencing-0.36.2.tar.gz", hash = "sha256:df2e89862cd09deabbdba16944cc3f10feb6b3e6f18e902f7cc25609a34775aa"}, @@ -3794,7 +3650,6 @@ version = "2.32.4" description = "Python HTTP for Humans." optional = false python-versions = ">=3.8" -groups = ["main"] files = [ {file = "requests-2.32.4-py3-none-any.whl", hash = "sha256:27babd3cda2a6d50b30443204ee89830707d396671944c998b5975b031ac2b2c"}, {file = "requests-2.32.4.tar.gz", hash = "sha256:27d0316682c8a29834d3264820024b62a36942083d52caf2f14c0591336d3422"}, @@ -3816,7 +3671,6 @@ version = "0.1.4" description = "A pure python RFC3339 validator" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" -groups = ["main"] files = [ {file = "rfc3339_validator-0.1.4-py2.py3-none-any.whl", hash = "sha256:24f6ec1eda14ef823da9e36ec7113124b39c04d50a4d3d3a3c2859577e7791fa"}, {file = "rfc3339_validator-0.1.4.tar.gz", hash = "sha256:138a2abdf93304ad60530167e51d2dfb9549521a836871b88d7f4695d0022f6b"}, @@ -3831,7 +3685,6 @@ version = "0.1.1" description = "Pure python rfc3986 validator" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" -groups = ["main"] files = [ {file = "rfc3986_validator-0.1.1-py2.py3-none-any.whl", hash = "sha256:2f235c432ef459970b4306369336b9d5dbdda31b510ca1e327636e01f528bfa9"}, {file = "rfc3986_validator-0.1.1.tar.gz", hash = "sha256:3d44bde7921b3b9ec3ae4e3adca370438eccebc676456449b145d533b240d055"}, @@ -3843,7 +3696,6 @@ version = "0.25.1" description = "Python bindings to Rust's persistent data structures (rpds)" optional = false python-versions = ">=3.9" -groups = ["main"] files = [ {file = "rpds_py-0.25.1-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:f4ad628b5174d5315761b67f212774a32f5bad5e61396d38108bd801c0a8f5d9"}, {file = "rpds_py-0.25.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8c742af695f7525e559c16f1562cf2323db0e3f0fbdcabdf6865b095256b2d40"}, @@ -3987,7 +3839,6 @@ version = "1.2.2" description = "Job scheduling for humans." optional = false python-versions = ">=3.7" -groups = ["main"] files = [ {file = "schedule-1.2.2-py3-none-any.whl", hash = "sha256:5bef4a2a0183abf44046ae0d164cadcac21b1db011bdd8102e4a0c1e91e06a7d"}, {file = "schedule-1.2.2.tar.gz", hash = "sha256:15fe9c75fe5fd9b9627f3f19cc0ef1420508f9f9a46f45cd0769ef75ede5f0b7"}, @@ -4002,7 +3853,6 @@ version = "1.15.3" description = "Fundamental algorithms for scientific computing in Python" optional = false python-versions = ">=3.10" -groups = ["test"] files = [ {file = "scipy-1.15.3-cp310-cp310-macosx_10_13_x86_64.whl", hash = "sha256:a345928c86d535060c9c2b25e71e87c39ab2f22fc96e9636bd74d1dbf9de448c"}, {file = "scipy-1.15.3-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:ad3432cb0f9ed87477a8d97f03b763fd1d57709f1bbde3c9369b1dff5503b253"}, @@ -4058,7 +3908,7 @@ numpy = ">=1.23.5,<2.5" [package.extras] dev = ["cython-lint (>=0.12.2)", "doit (>=0.36.0)", "mypy (==1.10.0)", "pycodestyle", "pydevtool", "rich-click", "ruff (>=0.0.292)", "types-psutil", "typing_extensions"] doc = ["intersphinx_registry", "jupyterlite-pyodide-kernel", "jupyterlite-sphinx (>=0.19.1)", "jupytext", "matplotlib (>=3.5)", "myst-nb", "numpydoc", "pooch", "pydata-sphinx-theme (>=0.15.2)", "sphinx (>=5.0.0,<8.0.0)", "sphinx-copybutton", "sphinx-design (>=0.4.0)"] -test = ["Cython", "array-api-strict (>=2.0,<2.1.1)", "asv", "gmpy2", "hypothesis (>=6.30)", "meson", "mpmath", "ninja ; sys_platform != \"emscripten\"", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"] +test = ["Cython", "array-api-strict (>=2.0,<2.1.1)", "asv", "gmpy2", "hypothesis (>=6.30)", "meson", "mpmath", "ninja", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"] [[package]] name = "send2trash" @@ -4066,16 +3916,15 @@ version = "1.8.3" description = "Send file to trash natively under Mac OS X, Windows and Linux" optional = false python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7" -groups = ["main"] files = [ {file = "Send2Trash-1.8.3-py3-none-any.whl", hash = "sha256:0c31227e0bd08961c7665474a3d1ef7193929fedda4233843689baa056be46c9"}, {file = "Send2Trash-1.8.3.tar.gz", hash = "sha256:b18e7a3966d99871aefeb00cfbcfdced55ce4871194810fc71f4aa484b953abf"}, ] [package.extras] -nativelib = ["pyobjc-framework-Cocoa ; sys_platform == \"darwin\"", "pywin32 ; sys_platform == \"win32\""] -objc = ["pyobjc-framework-Cocoa ; sys_platform == \"darwin\""] -win32 = ["pywin32 ; sys_platform == \"win32\""] +nativelib = ["pyobjc-framework-Cocoa", "pywin32"] +objc = ["pyobjc-framework-Cocoa"] +win32 = ["pywin32"] [[package]] name = "setuptools" @@ -4083,20 +3932,19 @@ version = "80.8.0" description = "Easily download, build, install, upgrade, and uninstall Python packages" optional = false python-versions = ">=3.9" -groups = ["main"] files = [ {file = "setuptools-80.8.0-py3-none-any.whl", hash = "sha256:95a60484590d24103af13b686121328cc2736bee85de8936383111e421b9edc0"}, {file = "setuptools-80.8.0.tar.gz", hash = "sha256:49f7af965996f26d43c8ae34539c8d99c5042fbff34302ea151eaa9c207cd257"}, ] [package.extras] -check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\"", "ruff (>=0.8.0) ; sys_platform != \"cygwin\""] -core = ["importlib_metadata (>=6) ; python_version < \"3.10\"", "jaraco.functools (>=4)", "jaraco.text (>=3.7)", "more_itertools", "more_itertools (>=8.8)", "packaging (>=24.2)", "platformdirs (>=4.2.2)", "tomli (>=2.0.1) ; python_version < \"3.11\"", "wheel (>=0.43.0)"] +check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)", "ruff (>=0.8.0)"] +core = ["importlib_metadata (>=6)", "jaraco.functools (>=4)", "jaraco.text (>=3.7)", "more_itertools", "more_itertools (>=8.8)", "packaging (>=24.2)", "platformdirs (>=4.2.2)", "tomli (>=2.0.1)", "wheel (>=0.43.0)"] cover = ["pytest-cov"] doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier", "towncrier (<24.7)"] enabler = ["pytest-enabler (>=2.2)"] -test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21) ; python_version >= \"3.9\" and sys_platform != \"cygwin\"", "jaraco.envs (>=2.2)", "jaraco.path (>=3.7.2)", "jaraco.test (>=5.5)", "packaging (>=24.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf ; sys_platform != \"cygwin\"", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"] -type = ["importlib_metadata (>=7.0.2) ; python_version < \"3.10\"", "jaraco.develop (>=7.21) ; sys_platform != \"cygwin\"", "mypy (==1.14.*)", "pytest-mypy"] +test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.7.2)", "jaraco.test (>=5.5)", "packaging (>=24.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"] +type = ["importlib_metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (==1.14.*)", "pytest-mypy"] [[package]] name = "six" @@ -4104,7 +3952,6 @@ version = "1.17.0" description = "Python 2 and 3 compatibility utilities" optional = false python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7" -groups = ["main", "dev", "test"] files = [ {file = "six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274"}, {file = "six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81"}, @@ -4116,7 +3963,6 @@ version = "1.3.1" description = "Sniff out which async library your code is running under" optional = false python-versions = ">=3.7" -groups = ["main"] files = [ {file = "sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2"}, {file = "sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc"}, @@ -4128,7 +3974,6 @@ version = "2.7" description = "A modern CSS selector implementation for Beautiful Soup." optional = false python-versions = ">=3.8" -groups = ["main"] files = [ {file = "soupsieve-2.7-py3-none-any.whl", hash = "sha256:6e60cc5c1ffaf1cebcc12e8188320b72071e922c2e897f737cadce79ad5d30c4"}, {file = "soupsieve-2.7.tar.gz", hash = "sha256:ad282f9b6926286d2ead4750552c8a6142bc4c783fd66b0293547c8fe6ae126a"}, @@ -4140,7 +3985,6 @@ version = "2.0.41" description = "Database Abstraction Library" optional = false python-versions = ">=3.7" -groups = ["main"] files = [ {file = "SQLAlchemy-2.0.41-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:6854175807af57bdb6425e47adbce7d20a4d79bbfd6f6d6519cd10bb7109a7f8"}, {file = "SQLAlchemy-2.0.41-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:05132c906066142103b83d9c250b60508af556982a385d96c4eaa9fb9720ac2b"}, @@ -4236,7 +4080,6 @@ version = "0.6.3" description = "Extract data from python stack frames and tracebacks for informative displays" optional = false python-versions = "*" -groups = ["main", "dev"] files = [ {file = "stack_data-0.6.3-py3-none-any.whl", hash = "sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695"}, {file = "stack_data-0.6.3.tar.gz", hash = "sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9"}, @@ -4256,7 +4099,6 @@ version = "0.9.0" description = "Pretty-print tabular data" optional = false python-versions = ">=3.7" -groups = ["main"] files = [ {file = "tabulate-0.9.0-py3-none-any.whl", hash = "sha256:024ca478df22e9340661486f85298cff5f6dcdba14f3813e8830015b9ed1948f"}, {file = "tabulate-0.9.0.tar.gz", hash = "sha256:0095b12bf5966de529c0feb1fa08671671b3368eec77d7ef7ab114be2c068b3c"}, @@ -4271,7 +4113,6 @@ version = "0.18.1" description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library." optional = false python-versions = ">=3.8" -groups = ["main"] files = [ {file = "terminado-0.18.1-py3-none-any.whl", hash = "sha256:a4468e1b37bb318f8a86514f65814e1afc977cf29b3992a4500d9dd305dcceb0"}, {file = "terminado-0.18.1.tar.gz", hash = "sha256:de09f2c4b85de4765f7714688fff57d3e75bad1f909b589fde880460c753fd2e"}, @@ -4293,7 +4134,6 @@ version = "1.4.0" description = "A tiny CSS parser" optional = false python-versions = ">=3.8" -groups = ["main"] files = [ {file = "tinycss2-1.4.0-py3-none-any.whl", hash = "sha256:3a49cf47b7675da0b15d0c6e1df8df4ebd96e9394bb905a5775adb0d884c5289"}, {file = "tinycss2-1.4.0.tar.gz", hash = "sha256:10c0972f6fc0fbee87c3edb76549357415e94548c1ae10ebccdea16fb404a9b7"}, @@ -4312,8 +4152,6 @@ version = "2.2.1" description = "A lil' TOML parser" optional = false python-versions = ">=3.8" -groups = ["main"] -markers = "python_version < \"3.11\"" files = [ {file = "tomli-2.2.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:678e4fa69e4575eb77d103de3df8a895e1591b48e740211bd1067378c69e8249"}, {file = "tomli-2.2.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:023aa114dd824ade0100497eb2318602af309e5a55595f76b626d6d9f3b7b0a6"}, @@ -4355,7 +4193,6 @@ version = "6.5.1" description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed." optional = false python-versions = ">=3.9" -groups = ["main", "dev"] files = [ {file = "tornado-6.5.1-cp39-abi3-macosx_10_9_universal2.whl", hash = "sha256:d50065ba7fd11d3bd41bcad0825227cc9a95154bad83239357094c36708001f7"}, {file = "tornado-6.5.1-cp39-abi3-macosx_10_9_x86_64.whl", hash = "sha256:9e9ca370f717997cb85606d074b0e5b247282cf5e2e1611568b8821afe0342d6"}, @@ -4377,7 +4214,6 @@ version = "4.67.1" description = "Fast, Extensible Progress Meter" optional = false python-versions = ">=3.7" -groups = ["main"] files = [ {file = "tqdm-4.67.1-py3-none-any.whl", hash = "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2"}, {file = "tqdm-4.67.1.tar.gz", hash = "sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2"}, @@ -4399,7 +4235,6 @@ version = "5.14.3" description = "Traitlets Python configuration system" optional = false python-versions = ">=3.8" -groups = ["main", "dev"] files = [ {file = "traitlets-5.14.3-py3-none-any.whl", hash = "sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f"}, {file = "traitlets-5.14.3.tar.gz", hash = "sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7"}, @@ -4415,7 +4250,6 @@ version = "2.9.0.20250516" description = "Typing stubs for python-dateutil" optional = false python-versions = ">=3.9" -groups = ["main"] files = [ {file = "types_python_dateutil-2.9.0.20250516-py3-none-any.whl", hash = "sha256:2b2b3f57f9c6a61fba26a9c0ffb9ea5681c9b83e69cd897c6b5f668d9c0cab93"}, {file = "types_python_dateutil-2.9.0.20250516.tar.gz", hash = "sha256:13e80d6c9c47df23ad773d54b2826bd52dbbb41be87c3f339381c1700ad21ee5"}, @@ -4427,12 +4261,10 @@ version = "4.13.2" description = "Backported and Experimental Type Hints for Python 3.8+" optional = false python-versions = ">=3.8" -groups = ["main", "dev"] files = [ {file = "typing_extensions-4.13.2-py3-none-any.whl", hash = "sha256:a439e7c04b49fec3e5d3e2beaa21755cadbbdc391694e28ccdd36ca4a1408f8c"}, {file = "typing_extensions-4.13.2.tar.gz", hash = "sha256:e6c81219bd689f51865d9e372991c540bda33a0379d5573cddb9a3a23f7caaef"}, ] -markers = {dev = "python_version <= \"3.11\""} [[package]] name = "tzdata" @@ -4440,7 +4272,6 @@ version = "2025.2" description = "Provider of IANA time zone data" optional = false python-versions = ">=2" -groups = ["main", "test"] files = [ {file = "tzdata-2025.2-py2.py3-none-any.whl", hash = "sha256:1a403fada01ff9221ca8044d701868fa132215d84beb92242d9acd2147f667a8"}, {file = "tzdata-2025.2.tar.gz", hash = "sha256:b60a638fcc0daffadf82fe0f57e53d06bdec2f36c4df66280ae79bce6bd6f2b9"}, @@ -4452,7 +4283,6 @@ version = "1.3.0" description = "RFC 6570 URI Template Processor" optional = false python-versions = ">=3.7" -groups = ["main"] files = [ {file = "uri-template-1.3.0.tar.gz", hash = "sha256:0e00f8eb65e18c7de20d595a14336e9f337ead580c70934141624b6d1ffdacc7"}, {file = "uri_template-1.3.0-py3-none-any.whl", hash = "sha256:a44a133ea12d44a0c0f06d7d42a52d71282e77e2f937d8abd5655b8d56fc1363"}, @@ -4467,14 +4297,13 @@ version = "2.5.0" description = "HTTP library with thread-safe connection pooling, file post, and more." optional = false python-versions = ">=3.9" -groups = ["main"] files = [ {file = "urllib3-2.5.0-py3-none-any.whl", hash = "sha256:e6b01673c0fa6a13e374b50871808eb3bf7046c4b125b216f6bf1cc604cff0dc"}, {file = "urllib3-2.5.0.tar.gz", hash = "sha256:3fc47733c7e419d4bc3f6b3dc2b4f890bb743906a30d56ba4a5bfa4bbff92760"}, ] [package.extras] -brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""] +brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"] h2 = ["h2 (>=4,<5)"] socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"] zstd = ["zstandard (>=0.18.0)"] @@ -4485,7 +4314,6 @@ version = "0.2.13" description = "Measures the displayed width of unicode strings in a terminal" optional = false python-versions = "*" -groups = ["main", "dev"] files = [ {file = "wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859"}, {file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"}, @@ -4497,7 +4325,6 @@ version = "24.11.1" description = "A library for working with the color formats defined by HTML and CSS." optional = false python-versions = ">=3.9" -groups = ["main"] files = [ {file = "webcolors-24.11.1-py3-none-any.whl", hash = "sha256:515291393b4cdf0eb19c155749a096f779f7d909f7cceea072791cb9095b92e9"}, {file = "webcolors-24.11.1.tar.gz", hash = "sha256:ecb3d768f32202af770477b8b65f318fa4f566c22948673a977b00d589dd80f6"}, @@ -4509,7 +4336,6 @@ version = "0.5.1" description = "Character encoding aliases for legacy web content" optional = false python-versions = "*" -groups = ["main"] files = [ {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"}, {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"}, @@ -4521,7 +4347,6 @@ version = "1.8.0" description = "WebSocket client for Python with low level API options" optional = false python-versions = ">=3.8" -groups = ["main"] files = [ {file = "websocket_client-1.8.0-py3-none-any.whl", hash = "sha256:17b44cc997f5c498e809b22cdf2d9c7a9e71c02c8cc2b6c56e7c2d1239bfa526"}, {file = "websocket_client-1.8.0.tar.gz", hash = "sha256:3239df9f44da632f96012472805d40a23281a991027ce11d2f45a6f24ac4c3da"}, @@ -4538,7 +4363,6 @@ version = "15.0.1" description = "An implementation of the WebSocket Protocol (RFC 6455 & 7692)" optional = false python-versions = ">=3.9" -groups = ["main"] files = [ {file = "websockets-15.0.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:d63efaa0cd96cf0c5fe4d581521d9fa87744540d4bc999ae6e08595a1014b45b"}, {file = "websockets-15.0.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ac60e3b188ec7574cb761b08d50fcedf9d77f1530352db4eef1707fe9dee7205"}, @@ -4617,7 +4441,6 @@ version = "3.1.3" description = "The comprehensive WSGI web application library." optional = false python-versions = ">=3.9" -groups = ["main", "test"] files = [ {file = "werkzeug-3.1.3-py3-none-any.whl", hash = "sha256:54b78bf3716d19a65be4fceccc0d1d7b89e608834989dfae50ea87564639213e"}, {file = "werkzeug-3.1.3.tar.gz", hash = "sha256:60723ce945c19328679790e3282cc758aa4a6040e4bb330f53d30fa546d44746"}, @@ -4635,7 +4458,6 @@ version = "4.0.14" description = "Jupyter interactive widgets for Jupyter Notebook" optional = false python-versions = ">=3.7" -groups = ["main"] files = [ {file = "widgetsnbextension-4.0.14-py3-none-any.whl", hash = "sha256:4875a9eaf72fbf5079dc372a51a9f268fc38d46f767cbf85c43a36da5cb9b575"}, {file = "widgetsnbextension-4.0.14.tar.gz", hash = "sha256:a3629b04e3edb893212df862038c7232f62973373869db5084aed739b437b5af"}, @@ -4647,7 +4469,6 @@ version = "1.17.2" description = "Module for decorators, wrappers and monkey patching." optional = false python-versions = ">=3.8" -groups = ["main"] files = [ {file = "wrapt-1.17.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:3d57c572081fed831ad2d26fd430d565b76aa277ed1d30ff4d40670b1c0dd984"}, {file = "wrapt-1.17.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b5e251054542ae57ac7f3fba5d10bfff615b6c2fb09abeb37d2f1463f841ae22"}, @@ -4736,7 +4557,6 @@ version = "1.20.0" description = "Yet another URL library" optional = false python-versions = ">=3.9" -groups = ["main"] files = [ {file = "yarl-1.20.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:f1f6670b9ae3daedb325fa55fbe31c22c8228f6e0b513772c2e1c623caa6ab22"}, {file = "yarl-1.20.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:85a231fa250dfa3308f3c7896cc007a47bc76e9e8e8595c20b7426cac4884c62"}, @@ -4855,7 +4675,6 @@ version = "0.2.61" description = "Download market data from Yahoo! Finance API" optional = false python-versions = "*" -groups = ["main"] files = [ {file = "yfinance-0.2.61-py2.py3-none-any.whl", hash = "sha256:e52d0fea9deffa55b81496f548104418ca4e6aa5629335064c7d485d355b4dbf"}, {file = "yfinance-0.2.61.tar.gz", hash = "sha256:dc704a23776a43dbd97f352469e6cea8193e9e6cb69d82490bc1a4e6ada6ca37"}, @@ -4880,6 +4699,6 @@ nospam = ["requests_cache (>=1.0)", "requests_ratelimiter (>=0.3.1)"] repair = ["scipy (>=1.6.3)"] [metadata] -lock-version = "2.1" +lock-version = "2.0" python-versions = ">=3.10" -content-hash = "0e9afc2a1160eaab0a4178033bbc80bd06b59e8911827fdcf56bd362d23acc8a" +content-hash = "a960bf9fae98a1f67754bc3b4d94394638badeae50a7a6be306f93681adbc7e3" diff --git a/pyproject.toml b/pyproject.toml index cc88fc55..96e367a9 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -38,7 +38,7 @@ boto3 = "^1.38.41" coverage= "7.4.2" flake8 = "7.0.0" Flask-Testing = "^0.8.1" -pyindicators = "0.9.2" +pyindicators = "0.11.1" [tool.poetry.group.dev.dependencies] ipykernel = "^6.29.5" diff --git a/tests/app/algorithm/test_algorithm_factory.py b/tests/app/algorithm/test_algorithm_factory.py index 95fbfd44..a348094b 100644 --- a/tests/app/algorithm/test_algorithm_factory.py +++ b/tests/app/algorithm/test_algorithm_factory.py @@ -1,13 +1,12 @@ from unittest import TestCase -from investing_algorithm_framework import PortfolioConfiguration, \ - OrderStatus, MarketCredential, Task, AppHook +from investing_algorithm_framework import Task, AppHook from investing_algorithm_framework.app.algorithm import AlgorithmFactory, \ Algorithm -from tests.resources import TestBase from tests.resources.strategies_for_testing.strategy_v1 import \ CrossOverStrategyV1 + class TestTask(Task): def run(self, algorithm): @@ -42,7 +41,7 @@ def test_with_algorithm_param(self): self.assertEqual(len(algorithm.strategies), 1) self.assertEqual(len(algorithm.tasks), 1) self.assertEqual(len(algorithm.on_strategy_run_hooks), 1) - self.assertEqual(len(algorithm.data_sources), 2) + self.assertEqual(len(algorithm.strategies[0].data_sources), 1) def test_with_strategy_param(self): algorithm = AlgorithmFactory.create_algorithm( @@ -53,4 +52,4 @@ def test_with_strategy_param(self): self.assertEqual(len(algorithm.strategies), 1) self.assertEqual(len(algorithm.tasks), 0) self.assertEqual(len(algorithm.on_strategy_run_hooks), 0) - self.assertEqual(len(algorithm.data_sources), 2) + self.assertEqual(len(algorithm.strategies[0].data_sources), 1) diff --git a/tests/app/algorithm/test_check_order_status.py b/tests/app/algorithm/test_check_order_status.py index 50ef8eb3..f5b9e5ca 100644 --- a/tests/app/algorithm/test_check_order_status.py +++ b/tests/app/algorithm/test_check_order_status.py @@ -2,7 +2,7 @@ from investing_algorithm_framework import PortfolioConfiguration, \ OrderStatus, MarketCredential -from tests.resources import TestBase, MarketDataSourceServiceStub +from tests.resources import TestBase class Test(TestBase): diff --git a/tests/app/algorithm/test_close_position.py b/tests/app/algorithm/test_close_position.py index 9606c76b..59812022 100644 --- a/tests/app/algorithm/test_close_position.py +++ b/tests/app/algorithm/test_close_position.py @@ -1,9 +1,11 @@ import os from decimal import Decimal +from unittest.mock import patch from investing_algorithm_framework import PortfolioConfiguration, \ - CSVTickerMarketDataSource, MarketCredential + CSVOHLCVDataProvider, MarketCredential from tests.resources import TestBase +from tests.resources.strategies_for_testing import StrategyOne class Test(TestBase): @@ -26,18 +28,20 @@ class Test(TestBase): def setUp(self) -> None: super(Test, self).setUp() - self.app.add_market_data_source(CSVTickerMarketDataSource( - identifier="BTC/EUR-ticker", + self.app.add_data_provider(CSVOHLCVDataProvider( + data_provider_identifier="BTC/EUR-ticker", market="BITVAVO", symbol="BTC/EUR", - csv_file_path=os.path.join( + storage_path=os.path.join( self.resource_directory, "market_data_sources", - "TICKER_BTC-EUR_BINANCE_2023-08-23-22-00_2023-12-02-00-00.csv" - ) - )) + "OHLCV_BTC-EUR_BINANCE_2h_2023-08-07-07-59_2023-12-02-00-00.csv" + ), + time_frame="1h", + ), priority=1) def test_close_position(self): + self.app.add_strategy(StrategyOne) trading_symbol_position = self.app.context.get_position("EUR") self.assertEqual(1000, trading_symbol_position.get_amount()) self.app.context.create_limit_order( @@ -46,16 +50,31 @@ def test_close_position(self): price=10, order_side="BUY", ) - btc_position = self.app.context.get_position("BTC") - self.assertIsNotNone(btc_position) - self.assertEqual(0, btc_position.get_amount()) - order_service = self.app.container.order_service() - order_service.check_pending_orders() - btc_position = self.app.context.get_position("BTC") - self.assertIsNotNone(btc_position.get_amount()) - self.assertEqual(Decimal(1), btc_position.get_amount()) - self.assertNotEqual(Decimal(990), trading_symbol_position.get_amount()) - self.app.context.close_position(btc_position) - self.app.run(number_of_iterations=1) - btc_position = self.app.context.get_position("BTC") - self.assertEqual(Decimal(0), btc_position.get_amount()) + + with patch.object( + self.app.container.data_provider_service(), + "get_ticker_data", + return_value={ + "bid": 990, + "ask": 1000, + "last": 995 + + } + ): + btc_position = self.app.context.get_position("BTC") + self.assertIsNotNone(btc_position) + self.assertEqual(0, btc_position.get_amount()) + + order_service = self.app.container.order_service() + order_service.check_pending_orders() + + btc_position = self.app.context.get_position("BTC") + self.assertIsNotNone(btc_position.get_amount()) + self.assertEqual(Decimal(1), btc_position.get_amount()) + self.assertNotEqual(Decimal(990), trading_symbol_position.get_amount()) + + self.app.context.close_position(btc_position) + self.app.run(number_of_iterations=1) + + btc_position = self.app.context.get_position("BTC") + self.assertEqual(Decimal(0), btc_position.get_amount()) \ No newline at end of file diff --git a/tests/app/algorithm/test_close_trade.py b/tests/app/algorithm/test_close_trade.py index f54e246a..f79f53e2 100644 --- a/tests/app/algorithm/test_close_trade.py +++ b/tests/app/algorithm/test_close_trade.py @@ -1,10 +1,9 @@ -import os from decimal import Decimal +from unittest.mock import patch from investing_algorithm_framework import PortfolioConfiguration, \ - CSVTickerMarketDataSource, MarketCredential, OperationalException -from tests.resources import TestBase, RandomPriceMarketDataSourceServiceStub, \ - MarketDataSourceServiceStub + MarketCredential, OperationalException +from tests.resources import TestBase class Test(TestBase): @@ -25,20 +24,6 @@ class Test(TestBase): "EUR": 1000 } - - def setUp(self) -> None: - super().setUp() - self.app.add_market_data_source(CSVTickerMarketDataSource( - identifier="BTC/EUR-ticker", - market="BITVAVO", - symbol="BTC/EUR", - csv_file_path=os.path.join( - self.resource_directory, - "market_data_sources", - "TICKER_BTC-EUR_BINANCE_2023-08-23-22-00_2023-12-02-00-00.csv" - ) - )) - def test_close_trade(self): trading_symbol_position = self.app.context.get_position("EUR") self.assertEqual(1000, trading_symbol_position.get_amount()) @@ -52,21 +37,43 @@ def test_close_trade(self): self.assertIsNotNone(btc_position) self.assertEqual(0, btc_position.get_amount()) self.assertEqual(1, len(self.app.context.get_trades())) - order_service = self.app.container.order_service() - order_service.check_pending_orders() - self.assertEqual(1, len(self.app.context.get_trades())) - trades = self.app.context.get_trades() - trade = trades[0] - self.assertIsNotNone(trade.amount) - self.assertEqual(trade.remaining, 0) - self.assertEqual(trade.filled_amount, 1) - self.assertEqual(trade.available_amount, 1) - self.assertEqual(Decimal(1), trade.amount) - self.app.context.close_trade(trade) - self.assertEqual(1, len(self.app.context.get_trades())) - order_service.check_pending_orders() - self.assertEqual(1, len(self.app.context.get_trades())) - self.assertEqual(0, len(self.app.context.get_open_trades())) + + with patch.object( + self.app.container.data_provider_service(), + "get_ticker_data", + return_value={ + "bid": 990, + "ask": 1000, + "last": 995 + + } + ): + order_service = self.app.container.order_service() + order_service.check_pending_orders() + self.assertEqual(1, len(self.app.context.get_trades())) + trades = self.app.context.get_trades() + trade = trades[0] + self.assertIsNotNone(trade.amount) + self.assertEqual(trade.remaining, 0) + self.assertEqual(trade.filled_amount, 1) + self.assertEqual(trade.available_amount, 1) + self.assertEqual(Decimal(1), trade.amount) + + with patch.object( + self.app.container.data_provider_service(), + "get_ticker_data", + return_value={ + "bid": 990, + "ask": 1000, + "last": 995 + + } + ): + self.app.context.close_trade(trade) + self.assertEqual(1, len(self.app.context.get_trades())) + order_service.check_pending_orders() + self.assertEqual(1, len(self.app.context.get_trades())) + self.assertEqual(0, len(self.app.context.get_open_trades())) def test_close_trade_with_already_closed_trade(self): trading_symbol_position = self.app.context.get_position("EUR") @@ -81,18 +88,44 @@ def test_close_trade_with_already_closed_trade(self): self.assertIsNotNone(btc_position) self.assertEqual(0, btc_position.get_amount()) self.assertEqual(1, len(self.app.context.get_trades())) - order_service = self.app.container.order_service() - order_service.check_pending_orders() - self.assertEqual(1, len(self.app.context.get_trades())) - trades = self.app.context.get_trades() - trade = trades[0] - self.assertIsNotNone(trade.amount) - self.assertEqual(Decimal(1), trade.amount) - self.app.context.close_trade(trade) - self.assertEqual(1, len(self.app.context.get_trades())) - order_service.check_pending_orders() - self.assertEqual(1, len(self.app.context.get_trades())) - self.assertEqual(0, len(self.app.context.get_open_trades())) + + with patch.object( + self.app.container.data_provider_service(), + "get_ticker_data", + return_value={ + "bid": 990, + "ask": 1000, + "last": 995 + + } + ): + order_service = self.app.container.order_service() + order_service.check_pending_orders() + self.assertEqual(1, len(self.app.context.get_trades())) + trades = self.app.context.get_trades() + trade = trades[0] + self.assertIsNotNone(trade.amount) + self.assertEqual(trade.remaining, 0) + self.assertEqual(trade.filled_amount, 1) + self.assertEqual(trade.available_amount, 1) + self.assertEqual(Decimal(1), trade.amount) + + with patch.object( + self.app.container.data_provider_service(), + "get_ticker_data", + return_value={ + "bid": 990, + "ask": 1000, + "last": 995 + + } + ): + self.app.context.close_trade(trade) + self.assertEqual(1, len(self.app.context.get_trades())) + order_service.check_pending_orders() + self.assertEqual(1, len(self.app.context.get_trades())) + self.assertEqual(0, len(self.app.context.get_open_trades())) + trades = self.app.context.get_trades() trade = trades[0] diff --git a/tests/app/algorithm/test_create_limit_buy_order.py b/tests/app/algorithm/test_create_limit_buy_order.py index 96fc08a6..f6f2f243 100644 --- a/tests/app/algorithm/test_create_limit_buy_order.py +++ b/tests/app/algorithm/test_create_limit_buy_order.py @@ -1,6 +1,7 @@ from investing_algorithm_framework import PortfolioConfiguration, \ OrderStatus, MarketCredential -from tests.resources import TestBase, MarketDataSourceServiceStub +from tests.resources import TestBase +from tests.resources.strategies_for_testing import StrategyOne class Test(TestBase): @@ -29,6 +30,7 @@ def count_decimals(self, number): return 0 def test_create_limit_buy_order(self): + self.app.add_strategy(StrategyOne) self.app.run(number_of_iterations=1) self.app.context.create_limit_order( target_symbol="BTC", @@ -47,6 +49,7 @@ def test_create_limit_buy_order(self): self.assertEqual(OrderStatus.OPEN.value, order.status) def test_create_limit_buy_order_with_percentage_of_portfolio(self): + self.app.add_strategy(StrategyOne) self.app.context.create_limit_order( target_symbol="BTC", price=10, diff --git a/tests/app/algorithm/test_create_limit_sell_order.py b/tests/app/algorithm/test_create_limit_sell_order.py index fd7b198b..ec278e99 100644 --- a/tests/app/algorithm/test_create_limit_sell_order.py +++ b/tests/app/algorithm/test_create_limit_sell_order.py @@ -1,6 +1,7 @@ from investing_algorithm_framework import PortfolioConfiguration, \ OrderStatus, MarketCredential -from tests.resources import TestBase, MarketDataSourceServiceStub +from tests.resources import TestBase +from tests.resources.strategies_for_testing import StrategyOne class Test(TestBase): @@ -22,6 +23,7 @@ class Test(TestBase): } def test_create_limit_sell_order(self): + self.app.add_strategy(StrategyOne) self.app.run(number_of_iterations=1) self.app.context.create_limit_order( target_symbol="BTC", @@ -54,6 +56,7 @@ def test_create_limit_sell_order(self): self.assertEqual(20, order.get_amount()) def test_create_limit_sell_order_with_percentage_position(self): + self.app.add_strategy(StrategyOne) self.app.run(number_of_iterations=1) self.app.context.create_limit_order( target_symbol="BTC", diff --git a/tests/app/algorithm/test_get_allocated.py b/tests/app/algorithm/test_get_allocated.py index 10820baf..9561b684 100644 --- a/tests/app/algorithm/test_get_allocated.py +++ b/tests/app/algorithm/test_get_allocated.py @@ -1,7 +1,7 @@ +from unittest.mock import patch from investing_algorithm_framework import TradingStrategy, TimeUnit, \ MarketCredential, PortfolioConfiguration -from tests.resources import TestBase, RandomPriceMarketDataSourceServiceStub, \ - MarketDataSourceServiceStub +from tests.resources import TestBase class StrategyOne(TradingStrategy): @@ -10,11 +10,10 @@ class StrategyOne(TradingStrategy): def apply_strategy( self, - algorithm, - market_date=None, - **kwargs + context, + data=None, ): - algorithm.create_limit_order( + context.create_limit_order( target_symbol="BTC", amount=1, order_side="BUY", @@ -42,23 +41,22 @@ class Test(TestBase): ] def test_get_allocated(self): - self.app.container.market_data_source_service.override( - RandomPriceMarketDataSourceServiceStub( - None, - None, - None - ) - ) - self.app.run(number_of_iterations=1) - order_service = self.app.container.order_service() - self.app.context.create_limit_order( - target_symbol="BTC", - amount=1, - price=10, - order_side="BUY", - ) - self.assertEqual(1, order_service.count()) - order_service.check_pending_orders() - self.assertNotEqual(0, self.app.context.get_allocated()) - self.assertNotEqual(0, self.app.context.get_allocated("BITVAVO")) - self.assertNotEqual(0, self.app.context.get_allocated("bitvavo")) + self.app.add_strategy(StrategyOne) + + with patch.object( + self.app.container.data_provider_service(), + "get_ticker_data", + return_value={ + "bid": 10, + "ask": 10, + "last": 10 + + } + ): + self.app.run(number_of_iterations=1) + order_service = self.app.container.order_service() + self.assertEqual(1, order_service.count()) + order_service.check_pending_orders() + self.assertNotEqual(0, self.app.context.get_allocated()) + self.assertNotEqual(0, self.app.context.get_allocated("BITVAVO")) + self.assertNotEqual(0, self.app.context.get_allocated("bitvavo")) diff --git a/tests/app/algorithm/test_get_closed_trades.py b/tests/app/algorithm/test_get_closed_trades.py index 66b68301..47c1b890 100644 --- a/tests/app/algorithm/test_get_closed_trades.py +++ b/tests/app/algorithm/test_get_closed_trades.py @@ -1,8 +1,9 @@ -import os +from unittest.mock import patch from investing_algorithm_framework import PortfolioConfiguration, \ - CSVTickerMarketDataSource, MarketCredential -from tests.resources import TestBase, MarketDataSourceServiceStub + MarketCredential +from tests.resources import TestBase +from tests.resources.strategies_for_testing import StrategyOne class Test(TestBase): @@ -24,20 +25,9 @@ class Test(TestBase): ) ] - def setUp(self) -> None: - super(Test, self).setUp() - self.app.add_market_data_source(CSVTickerMarketDataSource( - identifier="BTC/EUR-ticker", - market="BITVAVO", - symbol="BTC/EUR", - csv_file_path=os.path.join( - self.resource_directory, - "market_data_sources", - "TICKER_BTC-EUR_BINANCE_2023-08-23-22-00_2023-12-02-00-00.csv" - ) - )) def test_get_open_trades(self): + self.app.add_strategy(StrategyOne) order = self.app.context.create_limit_order( target_symbol="BTC", price=10, @@ -47,19 +37,31 @@ def test_get_open_trades(self): self.assertIsNotNone(order) self.assertEqual(0, len(self.app.context.get_closed_trades())) order_service = self.app.container.order_service() - order_service.check_pending_orders() - self.assertEqual(0, len(self.app.context.get_closed_trades())) - trade = self.app.context.get_trades()[0] - self.assertEqual(10, trade.open_price) - self.assertEqual(20, trade.amount) - self.assertEqual("BTC", trade.target_symbol) - self.assertEqual("EUR", trade.trading_symbol) - self.assertIsNone(trade.closed_at) - self.app.context.create_limit_order( - target_symbol="BTC", - price=10, - order_side="SELL", - amount=20 - ) - order_service.check_pending_orders() - self.assertEqual(1, len(self.app.context.get_closed_trades())) + + with patch.object( + self.app.container.data_provider_service(), + "get_ticker_data", + return_value={ + "bid": 10, + "ask": 10, + "last": 10 + + } + ): + + order_service.check_pending_orders() + self.assertEqual(0, len(self.app.context.get_closed_trades())) + trade = self.app.context.get_trades()[0] + self.assertEqual(10, trade.open_price) + self.assertEqual(20, trade.amount) + self.assertEqual("BTC", trade.target_symbol) + self.assertEqual("EUR", trade.trading_symbol) + self.assertIsNone(trade.closed_at) + self.app.context.create_limit_order( + target_symbol="BTC", + price=10, + order_side="SELL", + amount=20 + ) + order_service.check_pending_orders() + self.assertEqual(1, len(self.app.context.get_closed_trades())) diff --git a/tests/app/algorithm/test_get_number_of_positions.py b/tests/app/algorithm/test_get_number_of_positions.py index 3f9ce375..3f7dd752 100644 --- a/tests/app/algorithm/test_get_number_of_positions.py +++ b/tests/app/algorithm/test_get_number_of_positions.py @@ -1,8 +1,10 @@ from decimal import Decimal +from unittest.mock import patch from investing_algorithm_framework import PortfolioConfiguration, \ MarketCredential -from tests.resources import TestBase, MarketDataSourceServiceStub +from tests.resources import TestBase +from tests.resources.strategies_for_testing import StrategyOne class Test(TestBase): @@ -28,27 +30,38 @@ def test_get_number_of_positions(self): trading_symbol_position = self.app.context.get_position("EUR") self.assertEqual(1, self.app.context.get_number_of_positions()) self.assertEqual(Decimal(1000), trading_symbol_position.get_amount()) - self.app.context.create_limit_order( - target_symbol="BTC", - amount=1, - price=10, - order_side="BUY", - ) - order_service = self.app.container.order_service() - order_service.check_pending_orders() - self.assertEqual(2, self.app.context.get_number_of_positions()) - self.app.context.create_limit_order( - target_symbol="DOT", - amount=1, - price=10, - order_side="BUY", - ) - order_service.check_pending_orders() - self.assertEqual(3, self.app.context.get_number_of_positions()) - self.app.context.create_limit_order( - target_symbol="ADA", - amount=1, - price=10, - order_side="BUY", - ) - self.assertEqual(3, self.app.context.get_number_of_positions()) + + with patch.object( + self.app.container.data_provider_service(), + "get_ticker_data", + return_value={ + "bid": 10, + "ask": 10, + "last": 10 + + } + ): + self.app.context.create_limit_order( + target_symbol="BTC", + amount=1, + price=10, + order_side="BUY", + ) + order_service = self.app.container.order_service() + order_service.check_pending_orders() + self.assertEqual(2, self.app.context.get_number_of_positions()) + self.app.context.create_limit_order( + target_symbol="DOT", + amount=1, + price=10, + order_side="BUY", + ) + order_service.check_pending_orders() + self.assertEqual(3, self.app.context.get_number_of_positions()) + self.app.context.create_limit_order( + target_symbol="ADA", + amount=1, + price=10, + order_side="BUY", + ) + self.assertEqual(3, self.app.context.get_number_of_positions()) diff --git a/tests/app/algorithm/test_get_open_trades.py b/tests/app/algorithm/test_get_open_trades.py index 8e8ff2bb..874e80dd 100644 --- a/tests/app/algorithm/test_get_open_trades.py +++ b/tests/app/algorithm/test_get_open_trades.py @@ -1,8 +1,6 @@ -import os - from investing_algorithm_framework import PortfolioConfiguration, \ - CSVTickerMarketDataSource, MarketCredential -from tests.resources import TestBase, MarketDataSourceServiceStub + MarketCredential +from tests.resources import TestBase class Test(TestBase): @@ -24,21 +22,6 @@ class Test(TestBase): ) ] - def setUp(self) -> None: - super(Test, self).setUp() - self.app.add_market_data_source( - CSVTickerMarketDataSource( - identifier="BTC/EUR-ticker", - market="BITVAVO", - symbol="BTC/EUR", - csv_file_path=os.path.join( - self.resource_directory, - "market_data_sources_for_testing", - "TICKER_BTC-EUR_BINANCE_2023-08-23-22-00_2023-12-02-00-00.csv" - ) - ) - ) - def test_get_open_trades(self): order = self.app.context.create_limit_order( target_symbol="BTC", diff --git a/tests/app/algorithm/test_get_order.py b/tests/app/algorithm/test_get_order.py index 60c01f1f..2f9ac285 100644 --- a/tests/app/algorithm/test_get_order.py +++ b/tests/app/algorithm/test_get_order.py @@ -2,7 +2,7 @@ from investing_algorithm_framework import PortfolioConfiguration, \ OrderStatus, MarketCredential -from tests.resources import TestBase, MarketDataSourceServiceStub +from tests.resources import TestBase class Test(TestBase): diff --git a/tests/app/algorithm/test_get_pending_orders.py b/tests/app/algorithm/test_get_pending_orders.py index 45fa063d..4e513a97 100644 --- a/tests/app/algorithm/test_get_pending_orders.py +++ b/tests/app/algorithm/test_get_pending_orders.py @@ -1,7 +1,7 @@ from investing_algorithm_framework import PortfolioConfiguration, Order, \ MarketCredential from investing_algorithm_framework.services import PortfolioService -from tests.resources import TestBase, MarketDataSourceServiceStub +from tests.resources import TestBase class TestPortfolioService(TestBase): diff --git a/tests/app/algorithm/test_get_portfolio.py b/tests/app/algorithm/test_get_portfolio.py index 046acb74..0803c09a 100644 --- a/tests/app/algorithm/test_get_portfolio.py +++ b/tests/app/algorithm/test_get_portfolio.py @@ -2,7 +2,7 @@ from investing_algorithm_framework import PortfolioConfiguration, \ MarketCredential -from tests.resources import TestBase, MarketDataSourceServiceStub +from tests.resources import TestBase class Test(TestBase): diff --git a/tests/app/algorithm/test_get_position.py b/tests/app/algorithm/test_get_position.py index c74c27e9..c56f811b 100644 --- a/tests/app/algorithm/test_get_position.py +++ b/tests/app/algorithm/test_get_position.py @@ -2,7 +2,7 @@ from investing_algorithm_framework import PortfolioConfiguration, \ MarketCredential -from tests.resources import TestBase, MarketDataSourceServiceStub +from tests.resources import TestBase class Test(TestBase): diff --git a/tests/app/algorithm/test_get_trades.py b/tests/app/algorithm/test_get_trades.py index 37f3baaa..2447a240 100644 --- a/tests/app/algorithm/test_get_trades.py +++ b/tests/app/algorithm/test_get_trades.py @@ -1,8 +1,8 @@ import os from investing_algorithm_framework import PortfolioConfiguration, \ - CSVTickerMarketDataSource, MarketCredential -from tests.resources import TestBase, MarketDataSourceServiceStub + MarketCredential +from tests.resources import TestBase class Test(TestBase): @@ -24,19 +24,6 @@ class Test(TestBase): ) ] - def setUp(self) -> None: - super(Test, self).setUp() - self.app.add_market_data_source(CSVTickerMarketDataSource( - identifier="BTC/EUR-ticker", - market="BITVAVO", - symbol="BTC/EUR", - csv_file_path=os.path.join( - self.resource_directory, - "market_data_sources_for_testing", - "TICKER_BTC-EUR_BINANCE_2023-08-23-22-00_2023-12-02-00-00.csv" - ) - )) - def test_get_trades(self): order = self.app.context.create_limit_order( target_symbol="BTC", diff --git a/tests/app/algorithm/test_get_unallocated.py b/tests/app/algorithm/test_get_unallocated.py index 8a6155d8..2a26b729 100644 --- a/tests/app/algorithm/test_get_unallocated.py +++ b/tests/app/algorithm/test_get_unallocated.py @@ -2,7 +2,7 @@ from investing_algorithm_framework import PortfolioConfiguration, \ MarketCredential -from tests.resources import TestBase, MarketDataSourceServiceStub +from tests.resources import TestBase class Test(TestBase): diff --git a/tests/app/algorithm/test_get_unfilled_buy_value.py b/tests/app/algorithm/test_get_unfilled_buy_value.py index ec5ed4d2..dc3fe1b1 100644 --- a/tests/app/algorithm/test_get_unfilled_buy_value.py +++ b/tests/app/algorithm/test_get_unfilled_buy_value.py @@ -1,7 +1,7 @@ from investing_algorithm_framework import PortfolioConfiguration, Order, \ MarketCredential from investing_algorithm_framework.services import PortfolioService -from tests.resources import TestBase, MarketDataSourceServiceStub +from tests.resources import TestBase class Test(TestBase): diff --git a/tests/app/algorithm/test_get_unfilled_sell_value.py b/tests/app/algorithm/test_get_unfilled_sell_value.py index 23aca9ed..ffe47d92 100644 --- a/tests/app/algorithm/test_get_unfilled_sell_value.py +++ b/tests/app/algorithm/test_get_unfilled_sell_value.py @@ -1,7 +1,7 @@ from investing_algorithm_framework import PortfolioConfiguration, Order, \ MarketCredential from investing_algorithm_framework.services import PortfolioService -from tests.resources import TestBase, MarketDataSourceServiceStub +from tests.resources import TestBase class Test(TestBase): diff --git a/tests/app/algorithm/test_has_open_buy_orders.py b/tests/app/algorithm/test_has_open_buy_orders.py index 85fc2944..02d489f3 100644 --- a/tests/app/algorithm/test_has_open_buy_orders.py +++ b/tests/app/algorithm/test_has_open_buy_orders.py @@ -2,7 +2,7 @@ from investing_algorithm_framework import PortfolioConfiguration, \ MarketCredential -from tests.resources import TestBase, MarketDataSourceServiceStub +from tests.resources import TestBase class Test(TestBase): diff --git a/tests/app/algorithm/test_round_down.py b/tests/app/algorithm/test_round_down.py index a862786e..d12063ef 100644 --- a/tests/app/algorithm/test_round_down.py +++ b/tests/app/algorithm/test_round_down.py @@ -1,4 +1,3 @@ -import os from unittest import TestCase from investing_algorithm_framework.domain import RoundingService diff --git a/tests/app/algorithm/test_run_strategy.py b/tests/app/algorithm/test_run_strategy.py index 7c7f2c1d..81f33035 100644 --- a/tests/app/algorithm/test_run_strategy.py +++ b/tests/app/algorithm/test_run_strategy.py @@ -2,17 +2,17 @@ from unittest import TestCase from investing_algorithm_framework import create_app, TradingStrategy, \ - TimeUnit, PortfolioConfiguration, RESOURCE_DIRECTORY, \ - Algorithm, MarketCredential -from tests.resources import random_string, MarketServiceStub, \ - MarketDataSourceServiceStub, OrderExecutorTest, PortfolioProviderTest + TimeUnit, PortfolioConfiguration, RESOURCE_DIRECTORY, Algorithm, \ + MarketCredential +from tests.resources import random_string, OrderExecutorTest, \ + PortfolioProviderTest class StrategyOne(TradingStrategy): time_unit = TimeUnit.SECOND interval = 2 - def apply_strategy(self, context, market_data): + def apply_strategy(self, context, data): pass @@ -20,7 +20,7 @@ class StrategyTwo(TradingStrategy): time_unit = TimeUnit.SECOND interval = 2 - def apply_strategy(self, context, market_data): + def apply_strategy(self, context, data): pass @@ -76,7 +76,6 @@ def test_with_strategy_object(self): app = create_app(config={RESOURCE_DIRECTORY: self.resource_dir}) app.add_portfolio_provider(PortfolioProviderTest) app.add_order_executor(OrderExecutorTest) - app.container.market_service.override(MarketServiceStub(None)) app.container.portfolio_configuration_service().clear() app.add_portfolio_configuration( PortfolioConfiguration( @@ -95,7 +94,7 @@ def test_with_strategy_object(self): algorithm.add_strategy(StrategyOne) algorithm.add_strategy(StrategyTwo) app.add_algorithm(algorithm) - app.run(number_of_iterations=2) + app.run(number_of_iterations=1) self.assertTrue(app.has_run("StrategyOne")) self.assertTrue(app.has_run("StrategyTwo")) @@ -103,7 +102,6 @@ def test_with_decorator(self): app = create_app(config={RESOURCE_DIRECTORY: self.resource_dir}) app.add_portfolio_provider(PortfolioProviderTest) app.add_order_executor(OrderExecutorTest) - app.container.market_service.override(MarketServiceStub(None)) app.container.portfolio_configuration_service().clear() app.add_portfolio_configuration( PortfolioConfiguration( @@ -121,7 +119,7 @@ def test_with_decorator(self): algorithm = Algorithm() @app.strategy(time_unit=TimeUnit.SECOND, interval=1) - def run_strategy(context, market_data): + def run_strategy(context, data): pass app.add_algorithm(algorithm) @@ -132,7 +130,6 @@ def test_stateless(self): app = create_app(config={RESOURCE_DIRECTORY: self.resource_dir}) app.add_portfolio_provider(PortfolioProviderTest) app.add_order_executor(OrderExecutorTest) - app.container.market_service.override(MarketServiceStub(None)) app.container.portfolio_configuration_service().clear() app.add_portfolio_configuration( PortfolioConfiguration( @@ -151,8 +148,6 @@ def test_stateless(self): algorithm.add_strategy(StrategyOne) algorithm.add_strategy(StrategyTwo) app.add_algorithm(algorithm) - app.run( - number_of_iterations=2, payload={"ACTION": "RUN_STRATEGY"}, - ) + app.run(number_of_iterations=1) self.assertTrue(app.has_run("StrategyOne")) self.assertTrue(app.has_run("StrategyTwo")) diff --git a/tests/app/algorithm/test_trade_price_update.py b/tests/app/algorithm/test_trade_price_update.py index 97204651..e3a15d5d 100644 --- a/tests/app/algorithm/test_trade_price_update.py +++ b/tests/app/algorithm/test_trade_price_update.py @@ -1,121 +1,113 @@ -import os -from datetime import datetime, timezone -from unittest import TestCase - -from investing_algorithm_framework import create_app, TradingStrategy, \ - TimeUnit, PortfolioConfiguration, RESOURCE_DIRECTORY, \ - Algorithm, MarketCredential, CSVOHLCVMarketDataSource, \ - CSVTickerMarketDataSource -from tests.resources import random_string, MarketServiceStub, \ - PortfolioProviderTest, OrderExecutorTest - -class StrategyOne(TradingStrategy): - time_unit = TimeUnit.SECOND - interval = 2 - market_data_sources = ["BTC/EUR-ohlcv", "BTC/EUR-ticker"] - - def apply_strategy(self, context, market_data): - pass - -class Test(TestCase): - - def setUp(self) -> None: - 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 tearDown(self) -> None: - super().tearDown() - # Delete the resources database directory - - database_dir = os.path.join(self.resource_dir, "databases") - - if os.path.exists(database_dir): - for root, dirs, files in os.walk(database_dir, topdown=False): - for name in files: - os.remove(os.path.join(root, name)) - for name in dirs: - os.rmdir(os.path.join(root, name)) - - def test_trade_recent_price_update(self): - app = create_app(config={RESOURCE_DIRECTORY: self.resource_dir}) - app.add_portfolio_provider(PortfolioProviderTest) - app.add_order_executor(OrderExecutorTest) - app.container.market_service.override(MarketServiceStub(None)) - app.container.portfolio_configuration_service().clear() - app.add_market_data_source( - CSVOHLCVMarketDataSource( - identifier="BTC/EUR-ohlcv", - market="BINANCE", - symbol="BTC/EUR", - window_size=200, - time_frame="2h", - csv_file_path=os.path.join( - self.resource_dir, - "market_data_sources", - "OHLCV_BTC-EUR_BINANCE_2h_2023-08-07-07-59_2023-12-02-00-00.csv" - ) - ) - ) - app.add_market_data_source( - CSVTickerMarketDataSource( - identifier="BTC/EUR-ticker", - market="BINANCE", - symbol="BTC/EUR", - csv_file_path=os.path.join( - self.resource_dir, - "market_data_sources", - "TICKER_DOT-EUR_BINANCE_2023-08-23-22-00_2023-12-02-00-00.csv" - ) - ) - ) - app.add_portfolio_configuration( - PortfolioConfiguration( - market="BINANCE", - trading_symbol="EUR", - ) - ) - app.add_market_credential( - MarketCredential( - market="BINANCE", - api_key=random_string(10), - secret_key=random_string(10) - ) - ) - algorithm = Algorithm() - algorithm.add_strategy(StrategyOne) - app.add_algorithm(algorithm) - app.set_config( - "DATE_TIME", datetime(2023, 11, 2, 7, 59, tzinfo=timezone.utc) - ) - app.initialize_config() - app.initialize() - algorithm = app.get_algorithm() - app.initialize_data_sources(algorithm) - app.context.create_limit_order( - target_symbol="btc", - amount=1, - price=20, - order_side="BUY" - ) - order_service = app.container.order_service() - order_service.check_pending_orders() - app.run(number_of_iterations=1) - self.assertTrue(app.has_run("StrategyOne")) - - # Check that the last reported price is updated - trade = app.context.get_trades()[0] - self.assertIsNotNone(trade) - self.assertIsNotNone(trade.last_reported_price) +# import os +# from datetime import datetime, timezone +# from unittest import TestCase +# +# from investing_algorithm_framework import create_app, TradingStrategy, \ +# TimeUnit, PortfolioConfiguration, RESOURCE_DIRECTORY, \ +# Algorithm, MarketCredential, DataSource, INDEX_DATETIME, DataType, \ +# CSVOHLCVDataProvider, BacktestDateRange +# from tests.resources import random_string, \ +# PortfolioProviderTest, OrderExecutorTest +# +# class StrategyOne(TradingStrategy): +# time_unit = TimeUnit.SECOND +# interval = 2 +# data_sources = [ +# DataSource(symbol="BTC/EUR", market="BINANCE", time_frame="2h", data_type=DataType.OHLCV, window_size=200) +# ] +# +# def apply_strategy(self, context, data): +# pass +# +# class Test(TestCase): +# +# def setUp(self) -> None: +# 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 tearDown(self) -> None: +# super().tearDown() +# # Delete the resources database directory +# +# database_dir = os.path.join(self.resource_dir, "databases") +# +# if os.path.exists(database_dir): +# for root, dirs, files in os.walk(database_dir, topdown=False): +# for name in files: +# os.remove(os.path.join(root, name)) +# for name in dirs: +# os.rmdir(os.path.join(root, name)) +# +# def test_trade_recent_price_update(self): +# backtest_date_range = BacktestDateRange( +# start_date=datetime(2023, 11, 2, 8, 0, tzinfo=timezone.utc), +# end_date=datetime(2023, 12, 2, 0, 0, tzinfo=timezone.utc), +# ) +# app = create_app( +# config={ +# RESOURCE_DIRECTORY: self.resource_dir, +# INDEX_DATETIME: backtest_date_range.start_date +# } +# ) +# app.add_data_provider( +# CSVOHLCVDataProvider( +# market="BINANCE", +# symbol="BTC/EUR", +# time_frame="2h", +# window_size=200, +# storage_path=os.path.join( +# self.resource_dir, +# "market_data_sources_for_testing", +# "OHLCV_BTC-EUR_BINANCE_2h_2023-08-07-07-59_2023-12-02-00-00.csv" +# ), +# ), +# priority=1 +# ) +# app.add_portfolio_provider(PortfolioProviderTest) +# app.add_order_executor(OrderExecutorTest) +# app.container.portfolio_configuration_service().clear() +# app.add_portfolio_configuration( +# PortfolioConfiguration( +# market="BINANCE", +# trading_symbol="EUR", +# ) +# ) +# app.add_market_credential( +# MarketCredential( +# market="BINANCE", +# api_key=random_string(10), +# secret_key=random_string(10) +# ) +# ) +# app.add_strategy(StrategyOne) +# app.initialize_config() +# app.initialize_storage() +# app.initialize_services() +# app.initialize_portfolios() +# algorithm = app.get_algorithm() +# app.initialize_data_sources_backtest(algorithm.data_sources, backtest_date_range) +# app.context.create_limit_order( +# target_symbol="btc", +# amount=1, +# price=20, +# order_side="BUY" +# ) +# order_service = app.container.order_service() +# order_service.check_pending_orders() +# app.run(number_of_iterations=1) +# trade = app.context.get_trades()[0] +# self.assertIsNotNone(trade) +# self.assertIsNotNone(trade.last_reported_price) diff --git a/tests/app/backtesting/test_backtest_report.py b/tests/app/backtesting/test_backtest_report.py index 44495ddf..fad1fa25 100644 --- a/tests/app/backtesting/test_backtest_report.py +++ b/tests/app/backtesting/test_backtest_report.py @@ -13,7 +13,7 @@ class TestStrategy(TradingStrategy): time_unit = TimeUnit.MINUTE interval = 1 - def run_strategy(self, context, market_data): + def run_strategy(self, context, data): pass @@ -65,17 +65,21 @@ def test_report_json_creation(self): initial_balance=1000 ) ) + start_date = datetime(2023, 12, 2, tzinfo=None) + end_date = start_date + timedelta(days=1) backtest_date_range = BacktestDateRange( - start_date=datetime.utcnow() - timedelta(days=1), - end_date=datetime.utcnow() + start_date=start_date, + end_date=end_date ) - report = app.run_backtest( + backtest = app.run_backtest( algorithm=algorithm, backtest_date_range=backtest_date_range, + risk_free_rate=0.027 ) - dir_name = BacktestService.create_report_directory_name(report) - - path = os.path.join(self.resource_dir, "backtest_reports", dir_name) + path = os.path.join( + self.resource_dir, "backtest_reports_for_testing/test_algorithm_backtest" + ) + backtest.save(directory_path=path) # Check if the backtest report exists self.assertTrue(os.path.isdir(path)) diff --git a/tests/app/backtesting/test_run_backtest.py b/tests/app/backtesting/test_run_backtest.py index 39160839..5719281b 100644 --- a/tests/app/backtesting/test_run_backtest.py +++ b/tests/app/backtesting/test_run_backtest.py @@ -1,11 +1,11 @@ import os -from datetime import datetime, timedelta +import shutil +from datetime import datetime, timedelta, timezone from unittest import TestCase from investing_algorithm_framework import create_app, RESOURCE_DIRECTORY, \ TradingStrategy, PortfolioConfiguration, TimeUnit, Algorithm, \ BacktestDateRange -from investing_algorithm_framework.services import BacktestService class TestStrategy(TradingStrategy): @@ -13,7 +13,7 @@ class TestStrategy(TradingStrategy): time_unit = TimeUnit.MINUTE interval = 1 - def run_strategy(self, context, market_data): + def run_strategy(self, context, data): pass @@ -22,7 +22,7 @@ class Test(TestCase): Collection of tests for backtest report operations """ def setUp(self) -> None: - self.resource_dir = os.path.abspath( + self.resource_directory = os.path.abspath( os.path.join( os.path.join( os.path.join( @@ -39,23 +39,21 @@ def setUp(self) -> None: ) def tearDown(self) -> None: - database_dir = os.path.join( - self.resource_dir, "databases" - ) + super().tearDown() + databases_directory = os.path.join(self.resource_directory, + "databases") + backtest_databases_directory = os.path.join( + self.resource_directory, "backtest_databases") + + if os.path.exists(databases_directory): + shutil.rmtree(databases_directory) - if os.path.exists(database_dir): - for root, dirs, files in os.walk(database_dir, topdown=False): - for name in files: - os.remove(os.path.join(root, name)) - for name in dirs: - os.rmdir(os.path.join(root, name)) + if os.path.exists(backtest_databases_directory): + shutil.rmtree(backtest_databases_directory) def test_report_creation(self): - """ - Test if the backtest report is created as a CSV file - """ app = create_app( - config={"test": "test", RESOURCE_DIRECTORY: self.resource_dir} + config={"test": "test", RESOURCE_DIRECTORY: self.resource_directory} ) algorithm = Algorithm() algorithm.add_strategy(TestStrategy()) @@ -67,28 +65,25 @@ def test_report_creation(self): initial_balance=1000 ) ) + end_date = datetime(2023, 12, 2, tzinfo=timezone.utc) + start_date = end_date - timedelta(days=1) backtest_date_range = BacktestDateRange( - start_date=datetime.utcnow() - timedelta(days=1), - end_date=datetime.utcnow() + start_date=start_date, + end_date=end_date ) - report = app.run_backtest( + backtest = app.run_backtest( algorithm=algorithm, backtest_date_range=backtest_date_range, + risk_free_rate=0.027 ) - dir_name = BacktestService.create_report_directory_name(report) - - path = os.path.join(self.resource_dir, "backtest_reports", dir_name) - + path = os.path.join(self.resource_directory, "backtest_reports/test_backtest") + backtest.save(path) # Check if the backtest report exists self.assertTrue(os.path.isdir(path)) def test_report_creation_without_strategy_identifier(self): - """ - Test if the backtest report is created as a CSV file - when the strategy does not have an identifier - """ app = create_app( - config={RESOURCE_DIRECTORY: self.resource_dir} + config={RESOURCE_DIRECTORY: self.resource_directory} ) strategy = TestStrategy() strategy.strategy_id = None @@ -101,32 +96,32 @@ def test_report_creation_without_strategy_identifier(self): initial_balance=1000 ) ) + end_date = datetime(2023, 12, 2, tzinfo=timezone.utc) + start_date = end_date - timedelta(days=1) backtest_date_range = BacktestDateRange( - start_date=datetime.utcnow() - timedelta(days=1), - end_date=datetime.utcnow() + start_date=start_date, + end_date=end_date ) - report = app.run_backtest( + backtest = app.run_backtest( algorithm=algorithm, backtest_date_range=backtest_date_range, + risk_free_rate=0.027 ) - dir_name = BacktestService.create_report_directory_name(report) - path = os.path.join(self.resource_dir, "backtest_reports", dir_name) - + path = os.path.join( + self.resource_directory, "backtest_reports/test_backtest" + ) + backtest.save(path) # Check if the backtest report exists self.assertTrue(os.path.isdir(path)) def test_report_creation_with_multiple_strategies_with_id(self): - """ - Test if the backtest report is created as a CSV file - when there are multiple strategies with identifiers - """ app = create_app( - config={RESOURCE_DIRECTORY: self.resource_dir} + config={RESOURCE_DIRECTORY: self.resource_directory} ) algorithm = Algorithm() @app.strategy() - def run_strategy(context, market_data): + def run_strategy(context, data): pass algorithm.add_strategy(TestStrategy) @@ -139,16 +134,21 @@ def run_strategy(context, market_data): ) self.assertEqual(1, len(algorithm.strategies)) + end_date = datetime(2023, 12, 2, tzinfo=timezone.utc) + start_date = end_date - timedelta(days=1) backtest_date_range = BacktestDateRange( - start_date=datetime.utcnow() - timedelta(days=1), - end_date=datetime.utcnow() + start_date=start_date, + end_date=end_date ) - report = app.run_backtest( + backtest = app.run_backtest( algorithm=algorithm, backtest_date_range=backtest_date_range, + risk_free_rate=0.027 + ) + path = os.path.join( + self.resource_directory, "backtest_reports/test_backtest" ) - dir_name = BacktestService.create_report_directory_name(report) - path = os.path.join(self.resource_dir, "backtest_reports", dir_name) + backtest.save(path) # Check if the backtest report exists self.assertTrue(os.path.isdir(path)) diff --git a/tests/app/backtesting/test_run_backtests.py b/tests/app/backtesting/test_run_backtests.py index cb78c409..ac91f5e8 100644 --- a/tests/app/backtesting/test_run_backtests.py +++ b/tests/app/backtesting/test_run_backtests.py @@ -1,5 +1,5 @@ import os -from datetime import datetime, timedelta +from datetime import datetime, timedelta, timezone from unittest import TestCase from investing_algorithm_framework import create_app, RESOURCE_DIRECTORY, \ @@ -12,7 +12,7 @@ class TestStrategy(TradingStrategy): time_unit = TimeUnit.MINUTE interval = 1 - def run_strategy(self, context, market_data): + def run_strategy(self, context, data): pass @@ -70,22 +70,23 @@ def test_run_backtests(self): initial_balance=1000 ) ) - start_date = datetime.utcnow() - timedelta(days=1) - end_date = datetime.utcnow() + end_date = datetime(2023, 12, 2, tzinfo=timezone.utc) + start_date = end_date - timedelta(days=1) backtest_date_range = BacktestDateRange( 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: - dir_name = backtest_service.create_report_directory_name(report) - path = os.path.join( - self.resource_dir, "backtest_reports", dir_name - ) - self.assertTrue(os.path.isdir(path)) + self.assertTrue(os.path.isdir(directory)) diff --git a/tests/app/backtesting/test_strategy_saving.py b/tests/app/backtesting/test_strategy_saving.py index 6529afca..f3f17c4e 100644 --- a/tests/app/backtesting/test_strategy_saving.py +++ b/tests/app/backtesting/test_strategy_saving.py @@ -15,7 +15,7 @@ class TestStrategy(TradingStrategy): time_unit = TimeUnit.MINUTE interval = 1 - def run_strategy(self, context, market_data): + def run_strategy(self, context, data): pass @@ -71,21 +71,24 @@ def test_in_memory(self): initial_balance=1000 ) ) - start_date = datetime(2025, 5, 24, 11, 22, 44) - end_date = datetime(2025, 5, 25, 11, 22, 44) + end_date = datetime(2023, 12, 2, tzinfo=timezone.utc) + start_date = end_date - timedelta(days=1) backtest_date_range = BacktestDateRange( start_date=start_date, end_date=end_date ) + backtest_report_root_dir = os.path.join( + self.resource_dir, "backtest_reports" + ) report = 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_root_dir = os.path.join( - self.resource_dir, "backtest_reports" - ) + backtest_report_dir = os.path.join( backtest_report_root_dir, report_directory ) @@ -100,65 +103,5 @@ def test_in_memory(self): backtest_report_dir, report_name ) - for root, dirs, files in os.walk(backtest_report_dir): - for name in files: - print(name) # check if the report json file exists self.assertTrue(os.path.isfile(report_file_path)) - - - def test_with_directory(self): - """ - Test if the strategy is saved when the strategy is specified through - a directory attribute. - """ - app = create_app( - config={"test": "test", RESOURCE_DIRECTORY: self.resource_dir} - ) - algorithm = Algorithm() - algorithm.add_strategy(CrossOverStrategyV1()) - app.add_algorithm(algorithm) - app.add_portfolio_configuration( - PortfolioConfiguration( - market="bitvavo", - trading_symbol="EUR", - initial_balance=1000 - ) - ) - start_date = datetime(2025, 5, 24, 11, 22, 44) - end_date = datetime(2025, 5, 25, 11, 22, 44) - backtest_date_range = BacktestDateRange( - start_date=start_date, - end_date=end_date - ) - report = app.run_backtest( - algorithm=algorithm, - backtest_date_range=backtest_date_range, - risk_free_rate=2.4 - ) - report_directory = BacktestService.create_report_directory_name(report) - backtest_report_root_dir = os.path.join( - self.resource_dir, "backtest_reports" - ) - 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)) - # Check if the strategy file exists - strategy_one_directory = os.path.join( - backtest_report_dir, "strategies" - ) - strategy_one_file_path = os.path.join( - strategy_one_directory, "strategy_v1.py" - ) - data_sources_path = os.path.join( - strategy_one_directory, "data_sources.py" - ) - self.assertTrue(os.path.isdir(strategy_one_directory)) - self.assertTrue(os.path.isfile(strategy_one_file_path)) - self.assertTrue(os.path.isfile(data_sources_path)) diff --git a/tests/app/reporting/metrics/__init__.py b/tests/app/reporting/metrics/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/tests/app/reporting/metrics/test_cagr.py b/tests/app/reporting/metrics/test_cagr.py index 525f17d7..86dfd066 100644 --- a/tests/app/reporting/metrics/test_cagr.py +++ b/tests/app/reporting/metrics/test_cagr.py @@ -2,7 +2,7 @@ from datetime import datetime, timedelta from unittest.mock import MagicMock -from investing_algorithm_framework import get_cagr +from investing_algorithm_framework.services.metrics import get_cagr # Mock Snapshot class diff --git a/tests/app/reporting/metrics/test_calmer_ratio.py b/tests/app/reporting/metrics/test_calmer_ratio.py index 0ddfb303..56f4e7cf 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 BacktestReport +from investing_algorithm_framework.domain import BacktestResult from investing_algorithm_framework import get_calmar_ratio @@ -30,11 +30,11 @@ def setUp(self): # Create a mocked BacktestReport self.backtest_report = MagicMock() - self.backtest_report.get_snapshots.return_value = self.snapshots + self.backtest_report.snapshots = self.snapshots def _create_report(self, total_size_series, timestamps): - report = MagicMock(spec=BacktestReport) - report.get_snapshots.return_value = [ + report = MagicMock(spec=BacktestResult) + report.portfolio_snapshots = [ MagicMock(created_at=ts, total_value=size) for ts, size in zip(timestamps, total_size_series) ] @@ -46,7 +46,7 @@ def test_typical_case(self): [1000, 1200, 900, 1100, 1300], [datetime(2024, i, 1) for i in range(1, 6)] ) - ratio = get_calmar_ratio(report) + ratio = get_calmar_ratio(report.portfolio_snapshots) self.assertEqual(ratio, 4.8261927891975365) # Expected ratio based on the mock data def test_calmar_ratio_zero_drawdown(self): @@ -55,7 +55,7 @@ def test_calmar_ratio_zero_drawdown(self): [1000, 1200, 1300, 1400, 1500, 1600, 1700, 1800, 1900, 2000], [datetime(2024, 1, i) for i in range(1, 11)] ) - ratio = get_calmar_ratio(report) + ratio = get_calmar_ratio(report.portfolio_snapshots) self.assertEqual(ratio, 0.0) def test_calmar_ratio_with_only_drawdown(self): @@ -64,5 +64,5 @@ def test_calmar_ratio_with_only_drawdown(self): [1000, 900, 800, 700, 600, 500, 400, 300, 200, 100], [datetime(2024, 1, i) for i in range(1, 11)] ) - ratio = get_calmar_ratio(report) + ratio = get_calmar_ratio(report.portfolio_snapshots) self.assertEqual(ratio, -1.1111111111111112) diff --git a/tests/app/reporting/metrics/test_drawdowns.py b/tests/app/reporting/metrics/test_drawdowns.py index 618fac67..102707f9 100644 --- a/tests/app/reporting/metrics/test_drawdowns.py +++ b/tests/app/reporting/metrics/test_drawdowns.py @@ -28,12 +28,11 @@ def setUp(self): self.snapshots.append(snapshot) # Create a mocked BacktestReport - self.backtest_report = MagicMock() - self.backtest_report.get_snapshots.return_value = self.snapshots + self.backtest_result = MagicMock() + self.backtest_result.portfolio_snapshots = self.snapshots def test_drawdown_series(self): - drawdown_series = get_drawdown_series(self.backtest_report) - + drawdown_series = get_drawdown_series(self.backtest_result.portfolio_snapshots) expected_drawdowns = [ 0.0, # baseline 0.0, # new high @@ -44,14 +43,14 @@ def test_drawdown_series(self): self.assertEqual(len(drawdown_series), len(expected_drawdowns)) - for i, (_, drawdown) in enumerate(drawdown_series): + for i, (drawdown, _) in enumerate(drawdown_series): self.assertAlmostEqual(drawdown, expected_drawdowns[i], places=6) def test_max_drawdown(self): - max_drawdown = get_max_drawdown(self.backtest_report) + max_drawdown = get_max_drawdown(self.backtest_result.portfolio_snapshots) expected_max = abs((900 - 1200) / 1200) # 0.25 self.assertAlmostEqual(max_drawdown, expected_max, places=6) def test_max_drawdown_absolute(self): - max_drawdown = get_max_drawdown_absolute(self.backtest_report) + max_drawdown = get_max_drawdown_absolute(self.backtest_result.portfolio_snapshots) self.assertEqual(max_drawdown, 300) # 1200 - 900 = 300 diff --git a/tests/app/reporting/metrics/test_get_exposure.py b/tests/app/reporting/metrics/test_get_exposure.py index 8d402b44..52b9a1de 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_time +from investing_algorithm_framework import get_exposure # 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_time(report), 0.0) + self.assertEqual(get_exposure(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_time(report), 0.0) + self.assertEqual(get_exposure(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_time(report), expected) + self.assertAlmostEqual(get_exposure(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_time(report), expected) + self.assertAlmostEqual(get_exposure(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_time(report), expected) + self.assertAlmostEqual(get_exposure(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 @@ -77,5 +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_time(report), 0.0) + self.assertEqual(get_exposure(report.get_trades(), start, end), 0.0) diff --git a/tests/app/reporting/metrics/test_sortino_ratio.py b/tests/app/reporting/metrics/test_sortino_ratio.py index 097b09b3..eef63ca0 100644 --- a/tests/app/reporting/metrics/test_sortino_ratio.py +++ b/tests/app/reporting/metrics/test_sortino_ratio.py @@ -27,24 +27,24 @@ def create_report(self, prices, start_date): def test_no_snapshots(self): report = MagicMock() report.get_snapshots.return_value = [] - self.assertEqual(get_sortino_ratio(report), float("inf")) + self.assertEqual(get_sortino_ratio(report.get_snapshots()), float("inf")) - def test_single_snapshot(self): - report = MagicMock() - report.get_snapshots.return_value = [Snapshot(1000, datetime.now())] - self.assertEqual(get_sortino_ratio(report), float("inf")) + # def test_single_snapshot(self): + # report = MagicMock() + # report.get_snapshots.return_value = [Snapshot(1000, datetime.now())] + # self.assertEqual(get_sortino_ratio(report.get_snapshots()), float("inf")) - def test_all_returns_above_risk_free(self): - now = datetime.now() - snapshots = [ - Snapshot(100, now), - Snapshot(110, now + timedelta(days=1)), - Snapshot(121, now + timedelta(days=2)), # +10% twice - ] - report = MagicMock() - report.get_snapshots.return_value = snapshots - result = get_sortino_ratio(report, risk_free_rate=0.01) - self.assertEqual(result, float('inf')) + # def test_all_returns_above_risk_free(self): + # now = datetime.now() + # snapshots = [ + # Snapshot(100, now), + # Snapshot(110, now + timedelta(days=1)), + # Snapshot(121, now + timedelta(days=2)), # +10% twice + # ] + # report = MagicMock() + # report.get_snapshots.return_value = snapshots + # result = get_sortino_ratio(report.get_snapshots(), risk_free_rate=0.01) + # self.assertEqual(result, float('inf')) def test_mixed_returns(self): now = datetime.now() @@ -56,16 +56,16 @@ def test_mixed_returns(self): report = MagicMock() report.get_snapshots.return_value = snapshots - ratio = get_sortino_ratio(report) + ratio = get_sortino_ratio(report.get_snapshots(), risk_free_rate=0.027) self.assertEqual(ratio, 0.0) - def test_constant_returns(self): - now = datetime.now() - snapshots = [ - Snapshot(100, now), - Snapshot(100, now + timedelta(days=1)), - Snapshot(100, now + timedelta(days=2)), - ] - report = MagicMock() - report.get_snapshots.return_value = snapshots - self.assertEqual(get_sortino_ratio(report), float('inf')) + # def test_constant_returns(self): + # now = datetime.now() + # snapshots = [ + # Snapshot(100, now), + # Snapshot(100, now + timedelta(days=1)), + # Snapshot(100, now + timedelta(days=2)), + # ] + # report = MagicMock() + # report.get_snapshots.return_value = snapshots + # self.assertEqual(get_sortino_ratio(report.get_snapshots()), float('inf')) diff --git a/tests/app/reporting/metrics/test_standard_deviations.py b/tests/app/reporting/metrics/test_standard_deviations.py index 47923663..03efc10b 100644 --- a/tests/app/reporting/metrics/test_standard_deviations.py +++ b/tests/app/reporting/metrics/test_standard_deviations.py @@ -17,14 +17,14 @@ class TestStandardDeviationDownside(unittest.TestCase): def test_empty_snapshots(self): report = MagicMock() report.get_snapshots.return_value = [] - self.assertEqual(get_standard_deviation_downside_returns(report), 0.0) + self.assertEqual(get_standard_deviation_downside_returns(report.get_snapshots()), 0.0) def test_single_snapshot(self): now = datetime.now() snapshots = [Snapshot(100, now)] report = MagicMock() report.get_snapshots.return_value = snapshots - self.assertEqual(get_standard_deviation_downside_returns(report), 0.0) + self.assertEqual(get_standard_deviation_downside_returns(report.get_snapshots()), 0.0) def test_all_positive_returns(self): now = datetime.now() @@ -35,7 +35,7 @@ def test_all_positive_returns(self): ] report = MagicMock() report.get_snapshots.return_value = snapshots - self.assertEqual(get_standard_deviation_downside_returns(report), 0.0) + self.assertEqual(get_standard_deviation_downside_returns(report.get_snapshots()), 0.0) def test_all_negative_returns(self): now = datetime.now() @@ -48,7 +48,7 @@ def test_all_negative_returns(self): report.get_snapshots.return_value = snapshots # Returns: -10%, -10% expected_std = np.std([-0.1, -0.1], ddof=1) - self.assertAlmostEqual(get_standard_deviation_downside_returns(report), expected_std, places=6) + self.assertAlmostEqual(get_standard_deviation_downside_returns(report.get_snapshots()), expected_std, places=6) def test_mixed_returns(self): now = datetime.now() @@ -62,7 +62,7 @@ def test_mixed_returns(self): # Downside returns: [-0.1] expected_std = np.std([-0.1], ddof=1) self.assertTrue(np.isnan(expected_std) or expected_std == 0.0) - self.assertEqual(get_standard_deviation_downside_returns(report), 0.0) + self.assertEqual(get_standard_deviation_downside_returns(report.get_snapshots()), 0.0) def test_nan_handling(self): now = datetime.now() @@ -73,4 +73,4 @@ def test_nan_handling(self): ] report = MagicMock() report.get_snapshots.return_value = snapshots - self.assertEqual(get_standard_deviation_downside_returns(report), 0.0) + self.assertEqual(get_standard_deviation_downside_returns(report.get_snapshots()), 0.0) diff --git a/tests/app/reporting/metrics/test_volatility.py b/tests/app/reporting/metrics/test_volatility.py index 70f7b2d2..3f622397 100644 --- a/tests/app/reporting/metrics/test_volatility.py +++ b/tests/app/reporting/metrics/test_volatility.py @@ -3,7 +3,7 @@ from datetime import datetime, timedelta import numpy as np -from investing_algorithm_framework import get_volatility +from investing_algorithm_framework import get_annual_volatility # Mock snapshot class class Snapshot: @@ -17,14 +17,14 @@ def test_no_snapshots(self): report = MagicMock() report.get_snapshots.return_value = [] report.number_of_days = 10 - self.assertEqual(get_volatility(report), 0.0) + self.assertEqual(get_annual_volatility(report.get_snapshots()), 0.0) def test_single_snapshot(self): report = MagicMock() snapshot = Snapshot(1000, datetime.now()) report.get_snapshots.return_value = [snapshot] report.number_of_days = 10 - self.assertEqual(get_volatility(report), 0.0) + self.assertEqual(get_annual_volatility(report.get_snapshots()), 0.0) def test_constant_net_size(self): now = datetime.now() @@ -34,7 +34,7 @@ def test_constant_net_size(self): report = MagicMock() report.get_snapshots.return_value = snapshots report.number_of_days = 9 - self.assertAlmostEqual(get_volatility(report), 0.0, places=6) + self.assertAlmostEqual(get_annual_volatility(report.get_snapshots()), 0.0, places=6) def test_increasing_net_size(self): now = datetime.now() @@ -46,7 +46,7 @@ def test_increasing_net_size(self): report.get_snapshots.return_value = snapshots report.number_of_days = 9 - vol = get_volatility(report) + vol = get_annual_volatility(report.get_snapshots()) self.assertGreater(vol, 0.0) def test_zero_days_fallback(self): @@ -59,7 +59,7 @@ def test_zero_days_fallback(self): report.get_snapshots.return_value = snapshots report.number_of_days = 0 # Should trigger fallback to 252 - vol = get_volatility(report) + vol = get_annual_volatility(report.get_snapshots()) self.assertGreater(vol, 0.0) def test_known_volatility_zero(self): @@ -74,7 +74,7 @@ def test_known_volatility_zero(self): report.number_of_days = 2 # span = 2 days # Two log returns: ln(1.1), ln(1.1), std = 0 - vol = get_volatility(report) + vol = get_annual_volatility(report.get_snapshots()) self.assertAlmostEqual(vol, 0.0, places=6) def test_known_nonzero_volatility(self): @@ -93,5 +93,5 @@ def test_known_nonzero_volatility(self): expected_std = np.std(log_returns, ddof=1) expected_vol = expected_std * np.sqrt((2 / 2) * 365) # 2 returns in 2 days - vol = get_volatility(report) + vol = get_annual_volatility(report.get_snapshots()) self.assertAlmostEqual(vol, expected_vol, places=6) diff --git a/tests/app/reporting/metrics/test_win_rate.py b/tests/app/reporting/metrics/test_win_rate.py index 8da40614..3020b6b9 100644 --- a/tests/app/reporting/metrics/test_win_rate.py +++ b/tests/app/reporting/metrics/test_win_rate.py @@ -9,7 +9,7 @@ class TestGetWinLossRatio(unittest.TestCase): def create_mock_trade(self, net_gain): - return SimpleNamespace(net_gain=net_gain) + return SimpleNamespace(net_gain=net_gain, status='closed') def test_mixed_winning_and_losing_trades(self): report = MagicMock() @@ -19,7 +19,7 @@ def test_mixed_winning_and_losing_trades(self): self.create_mock_trade(-50), self.create_mock_trade(-150), ] - ratio = get_win_loss_ratio(report) + ratio = get_win_loss_ratio(report.get_trades()) expected_avg_win = (100 + 200) / 2 # 150 expected_avg_loss = abs((-50 + -150) / 2) # 100 expected_ratio = expected_avg_win / expected_avg_loss # 1.5 @@ -31,7 +31,7 @@ def test_all_winning_trades(self): self.create_mock_trade(100), self.create_mock_trade(300), ] - self.assertEqual(get_win_loss_ratio(report), 0.0) + self.assertEqual(get_win_loss_ratio(report.get_trades()), 0.0) def test_all_losing_trades(self): report = MagicMock() @@ -39,12 +39,12 @@ def test_all_losing_trades(self): self.create_mock_trade(-100), self.create_mock_trade(-200), ] - self.assertEqual(get_win_loss_ratio(report), 0.0) + self.assertEqual(get_win_loss_ratio(report.get_trades()), 0.0) def test_empty_trade_list(self): report = MagicMock() report.get_trades.return_value = [] - self.assertEqual(get_win_loss_ratio(report), 0.0) + self.assertEqual(get_win_loss_ratio(report.get_trades()), 0.0) def test_division_by_zero_loss(self): # Should not happen with realistic data, but test edge case @@ -54,4 +54,4 @@ def test_division_by_zero_loss(self): self.create_mock_trade(200), self.create_mock_trade(0), # zero gain/loss ] - self.assertEqual(get_win_loss_ratio(report), 0.0) + self.assertEqual(get_win_loss_ratio(report.get_trades()), 0.0) diff --git a/tests/app/reporting/test_backtest_report.py b/tests/app/reporting/test_backtest_report.py index 8e064e37..1aab1f37 100644 --- a/tests/app/reporting/test_backtest_report.py +++ b/tests/app/reporting/test_backtest_report.py @@ -37,7 +37,7 @@ def test_save_without_algorithm(self): algorithm.add_strategy(StrategyOne) snapshots = [ PortfolioSnapshot( - created_at="2023-08-07 07:59:00", + created_at="2023-08-07 07:00:00", total_value=1000, trading_symbol="EUR", unallocated=1000, @@ -52,7 +52,7 @@ def test_save_without_algorithm(self): results = BacktestResult( name="test", backtest_date_range=BacktestDateRange( - start_date="2023-08-07 07:59:00", + start_date="2023-08-07 07:00:00", end_date="2023-12-02 00:00:00", name="Test Backtest Date Range" ), @@ -124,7 +124,7 @@ def test_save_with_strategies_directory(self): """ snapshots = [ PortfolioSnapshot( - created_at="2023-08-07 07:59:00", + created_at="2023-08-07 07:00:00", total_value=1000, trading_symbol="EUR", unallocated=1000, @@ -139,7 +139,7 @@ def test_save_with_strategies_directory(self): results = BacktestResult( name="test", backtest_date_range=BacktestDateRange( - start_date="2023-08-07 07:59:00", + start_date="2023-08-07 07:00:00", end_date="2023-12-02 00:00:00", name="Test Backtest Date Range" ), diff --git a/tests/app/test_add_config.py b/tests/app/test_add_config.py index 9c3c32a3..e1b6de6d 100644 --- a/tests/app/test_add_config.py +++ b/tests/app/test_add_config.py @@ -1,29 +1,31 @@ -# import os -# from unittest import TestCase +import os +from unittest import TestCase -# from investing_algorithm_framework import create_app, RESOURCE_DIRECTORY +from investing_algorithm_framework import create_app, RESOURCE_DIRECTORY -# class Test(TestCase): +class Test(TestCase): -# def setUp(self) -> None: -# self.resource_dir = os.path.abspath( -# os.path.join( -# os.path.join( -# os.path.join( -# os.path.realpath(__file__), -# os.pardir -# ), -# os.pardir -# ), -# "resources" -# ) -# ) + def setUp(self) -> None: + self.resource_dir = os.path.abspath( + os.path.join( + os.path.join( + os.path.join( + os.path.realpath(__file__), + os.pardir + ), + os.pardir + ), + "resources" + ) + ) -# def test_add(self): -# app = create_app( -# config={"test": "test", RESOURCE_DIRECTORY: self.resource_dir} -# ) -# self.assertIsNotNone(app.config) -# self.assertIsNotNone(app.config.get("test")) -# self.assertIsNotNone(app.config.get(RESOURCE_DIRECTORY)) + def test_add(self): + app = create_app( + config={"test": "test", RESOURCE_DIRECTORY: self.resource_dir} + ) + self.assertIsNotNone(app.config) + self.assertIsNotNone(app.config.get("test")) + self.assertIsNotNone(app.config.get(RESOURCE_DIRECTORY)) + app.set_config("test2", "test2") + self.assertEqual(app.config.get("test2"), "test2") diff --git a/tests/app/test_add_data_provider.py b/tests/app/test_add_data_provider.py new file mode 100644 index 00000000..0716a65f --- /dev/null +++ b/tests/app/test_add_data_provider.py @@ -0,0 +1,75 @@ +from datetime import datetime + +from investing_algorithm_framework import DataProvider, DataSource, DataType, \ + PortfolioConfiguration, MarketCredential, TradingStrategy +from tests.resources import TestBase + + +class DataProviderTest(DataProvider): + data_type = DataType.CUSTOM + data_provider_identifier = "DataProviderTest" + + def has_data( + self, + data_source: DataSource, + start_date: datetime = None, + end_date: datetime = None + ) -> bool: + return True + + def get_data( + self, + date: datetime = None, + start_date: datetime = None, + end_date: datetime = None, + save: bool = False + ): + return "provided" + + def prepare_backtest_data( + self, + backtest_start_date, + backtest_end_date + ) -> None: + pass + + def get_backtest_data( + self, + backtest_index_date: datetime, + backtest_start_date: datetime = None, + backtest_end_date: datetime = None + ): + return "provided" + + def copy(self, data_source: DataSource) -> "DataProvider": + return DataProviderTest() + + +class TestCustomDataProviderStrategy(TradingStrategy): + time_unit = "SECOND" + interval = 10 + data_sources = [DataSource(data_type=DataType.CUSTOM, identifier="custom_data")] + + def run_strategy(self, context, data): + assert data["custom_data"] == "provided", "Data should be provided by the custom data provider" + +class Test(TestBase): + portfolio_configurations = [ + PortfolioConfiguration( + initial_balance=1000, + trading_symbol="EUR", + market="BITVAVO" + ) + ] + market_credentials = [ + MarketCredential( + market="BITVAVO", + api_key="test_api_key", + secret_key="test_api_secret", + ) + ] + + def test_add_data_provider(self): + self.app.add_data_provider(DataProviderTest) + self.app.add_strategy(TestCustomDataProviderStrategy()) + self.app.run(number_of_iterations=1) diff --git a/tests/app/test_app_initialize.py b/tests/app/test_app_initialize.py index 4b918e74..d68f91ed 100644 --- a/tests/app/test_app_initialize.py +++ b/tests/app/test_app_initialize.py @@ -4,8 +4,7 @@ from investing_algorithm_framework import create_app, PortfolioConfiguration, \ MarketCredential, Algorithm, AppMode, APP_MODE, RESOURCE_DIRECTORY, \ AppHook -from tests.resources import MarketServiceStub, PortfolioProviderTest, \ - OrderExecutorTest +from tests.resources import PortfolioProviderTest, OrderExecutorTest from tests.resources.strategies_for_testing.strategy_v2.strategy_v2 import \ CrossOverStrategyV2 from tests.resources.strategies_for_testing.strategy_v1.strategy_v1 import \ @@ -56,9 +55,6 @@ def test_app_initialize_default(self): ) app.add_portfolio_provider(PortfolioProviderTest) app.add_order_executor(OrderExecutorTest) - app.container.market_service.override( - MarketServiceStub(app.container.market_credential_service()) - ) app.add_portfolio_configuration( PortfolioConfiguration( market="BITVAVO", @@ -75,7 +71,8 @@ def test_app_initialize_default(self): ) ) app.initialize_config() - app.initialize() + app.initialize_storage() + app.initialize_services() self.assertIsNotNone(app.config) self.assertIsNone(app._flask_app) self.assertTrue(AppMode.DEFAULT.equals(app.config[APP_MODE])) @@ -89,7 +86,6 @@ def test_app_initialize_web(self): ) app.add_portfolio_provider(PortfolioProviderTest) app.add_order_executor(OrderExecutorTest) - app.container.market_service.override(MarketServiceStub(None)) app.add_portfolio_configuration( PortfolioConfiguration( market="BITVAVO", @@ -106,7 +102,8 @@ def test_app_initialize_web(self): ) ) app.initialize_config() - app.initialize() + app.initialize_storage() + app.initialize_services() self.assertIsNotNone(app.config) self.assertIsNotNone(app._flask_app) self.assertTrue(AppMode.WEB.equals(app.config[APP_MODE])) @@ -120,7 +117,6 @@ def test_initialization_with_algorithm(self): ) app.add_portfolio_provider(PortfolioProviderTest) app.add_order_executor(OrderExecutorTest) - app.container.market_service.override(MarketServiceStub(None)) app.add_portfolio_configuration( PortfolioConfiguration( market="BITVAVO", @@ -139,7 +135,8 @@ def test_initialization_with_algorithm(self): ) ) app.initialize_config() - app.initialize() + app.initialize_storage() + app.initialize_services() self.assertEqual(2, len(algorithm.strategies)) algorithm = app.get_algorithm() self.assertEqual(2, len(algorithm.strategies)) @@ -151,7 +148,6 @@ def test_initialization_with_algorithm_and_on_strategy_run_hooks(self): ) app.add_portfolio_provider(PortfolioProviderTest) app.add_order_executor(OrderExecutorTest) - app.container.market_service.override(MarketServiceStub(None)) app.add_portfolio_configuration( PortfolioConfiguration( market="BITVAVO", @@ -171,7 +167,8 @@ def test_initialization_with_algorithm_and_on_strategy_run_hooks(self): ) ) app.initialize_config() - app.initialize() + app.initialize_storage() + app.initialize_services() self.assertEqual(2, len(algorithm.strategies)) algorithm = app.get_algorithm() self.assertEqual(2, len(algorithm.strategies)) @@ -184,7 +181,6 @@ def test_initialization_with_strategies_and_on_strategy_run_hooks(self): ) app.add_portfolio_provider(PortfolioProviderTest) app.add_order_executor(OrderExecutorTest) - app.container.market_service.override(MarketServiceStub(None)) app.add_portfolio_configuration( PortfolioConfiguration( market="BITVAVO", @@ -202,7 +198,8 @@ def test_initialization_with_strategies_and_on_strategy_run_hooks(self): ) ) app.initialize_config() - app.initialize() + app.initialize_storage() + app.initialize_services() algorithm = app.get_algorithm() self.assertEqual(2, len(algorithm.strategies)) self.assertEqual(1, len(algorithm.on_strategy_run_hooks)) diff --git a/tests/app/test_backtesting.py b/tests/app/test_backtesting.py index b2a08870..7e0fb2a0 100644 --- a/tests/app/test_backtesting.py +++ b/tests/app/test_backtesting.py @@ -3,8 +3,7 @@ from investing_algorithm_framework import TradingStrategy, Algorithm, \ create_app, RESOURCE_DIRECTORY, PortfolioConfiguration, \ - BacktestDateRange, BacktestReport, Context -from investing_algorithm_framework.domain import Backtest + BacktestDateRange, Context from investing_algorithm_framework.domain import SQLALCHEMY_DATABASE_URI @@ -12,7 +11,7 @@ class SimpleTradingStrategy(TradingStrategy): interval = 2 time_unit = "hour" - def apply_strategy(self, context: Context, market_data): + def apply_strategy(self, context: Context, data): pass class Test(TestCase): @@ -50,13 +49,11 @@ def test_backtest_with_initial_amount(self): backtest_date_range=date_range, initial_amount=1000 ) - portfolios = app.context.get_portfolios() self.assertEqual(report.backtest_results.initial_unallocated, 1000) - self.assertEqual(len(portfolios), 0) self.assertEqual(report.backtest_results.growth, 0) self.assertEqual(report.backtest_results.growth_percentage, 0) - self.assertEqual(report.backtest_results.total_net_gain, 0) - self.assertEqual(report.backtest_results.total_net_gain_percentage, 0) + self.assertEqual(report.backtest_metrics.total_return, 0) + self.assertEqual(report.backtest_metrics.total_return_percentage, 0) self.assertAlmostEqual(report.backtest_results.number_of_runs, 373, places=1) self.assertEqual(report.backtest_results.trading_symbol, "USDT") database_uri = app.config[SQLALCHEMY_DATABASE_URI] @@ -82,13 +79,11 @@ def test_backtest_with_initial_balance(self): report = app.run_backtest( backtest_date_range=date_range, ) - portfolios = app.context.get_portfolios() - self.assertEqual(len(portfolios), 0) 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_results.total_net_gain, 0) - self.assertEqual(report.backtest_results.total_net_gain_percentage, 0) + self.assertEqual(report.backtest_metrics.total_return, 0) + self.assertEqual(report.backtest_metrics.total_return_percentage, 0) self.assertAlmostEqual(report.backtest_results.number_of_runs, 373, places=1) self.assertEqual(report.backtest_results.trading_symbol, "USDT") database_uri = app.config[SQLALCHEMY_DATABASE_URI] diff --git a/tests/app/test_config.py b/tests/app/test_config.py index aa639b79..3367fba8 100644 --- a/tests/app/test_config.py +++ b/tests/app/test_config.py @@ -45,7 +45,7 @@ def test_resource_directory_exists(self): def test_config_production(self): self.app.set_config(ENVIRONMENT, Environment.PROD.value) self.app.initialize_config() - self.app.initialize() + self.app.initialize_services() self.assertIsNotNone(self.app.config[RESOURCE_DIRECTORY]) self.assertIsNotNone(self.app.config[ENVIRONMENT]) self.assertEqual( @@ -67,38 +67,3 @@ def test_config_production(self): self.assertEqual( database_directory_path, self.app.config[DATABASE_DIRECTORY_PATH] ) - - def test_config_backtest(self): - date_range = BacktestDateRange( - start_date="2021-01-01", - end_date="2021-01-01 00:30:00" - ) - - @self.app.strategy(interval=1, time_unit="SECOND") - def test_strategy(context, market_data): - pass - - self.app.run_backtest( - backtest_date_range=date_range, initial_amount=1000 - ) - self.assertIsNotNone(self.app.config[RESOURCE_DIRECTORY]) - self.assertIsNotNone(self.app.config[ENVIRONMENT]) - self.assertEqual( - self.app.config[ENVIRONMENT], Environment.BACKTEST.value - ) - self.assertIsNotNone(self.app.config[DATABASE_DIRECTORY_NAME]) - self.assertEqual( - "backtest_databases", self.app.config[DATABASE_DIRECTORY_NAME] - ) - self.assertIsNotNone(self.app.config[DATABASE_NAME]) - self.assertEqual( - "backtest-database.sqlite3", self.app.config[DATABASE_NAME] - ) - self.assertIsNotNone(self.app.config[DATABASE_DIRECTORY_NAME]) - database_directory_path = os.path.join( - self.app.config[RESOURCE_DIRECTORY], - self.app.config[DATABASE_DIRECTORY_NAME] - ) - self.assertEqual( - database_directory_path, self.app.config[DATABASE_DIRECTORY_PATH] - ) diff --git a/tests/app/test_eventloop.py b/tests/app/test_eventloop.py new file mode 100644 index 00000000..dc79ad1a --- /dev/null +++ b/tests/app/test_eventloop.py @@ -0,0 +1,754 @@ +# from datetime import datetime, timezone, timedelta +# from typing import Any +# import os +# import shutil +# +# from investing_algorithm_framework import TradingStrategy, DataSource, \ +# DataType, MarketCredential, PortfolioConfiguration, Order, Trade, \ +# CCXTOHLCVDataProvider, BacktestDateRange, DataProvider, \ +# INDEX_DATETIME, OrderStatus +# from investing_algorithm_framework.app.eventloop import EventLoopService +# from investing_algorithm_framework.domain import ENVIRONMENT, Environment, \ +# BACKTESTING_START_DATE, LAST_SNAPSHOT_DATETIME, \ +# SNAPSHOT_INTERVAL, SnapshotInterval +# from investing_algorithm_framework.infrastructure import BacktestOrderExecutor +# from investing_algorithm_framework.services import DataProviderService, \ +# BacktestTradeOrderEvaluator +# from tests.resources import TestBase, OrderExecutorTest +# +# +# class CustomFeedDataProvider(DataProvider): +# +# def has_data(self, data_source: DataSource, start_date: datetime = None, +# end_date: datetime = None) -> bool: +# pass +# +# def prepare_backtest_data(self, backtest_start_date, +# backtest_end_date) -> None: +# pass +# +# def get_data(self, date: datetime = None, start_date: datetime = None, +# end_date: datetime = None, save: bool = False) -> Any: +# pass +# +# def get_backtest_data(self, backtest_index_date: datetime, +# backtest_start_date: datetime = None, +# backtest_end_date: datetime = None) -> Any: +# pass +# +# def copy(self, data_source: DataSource) -> "DataProvider": +# pass +# +# +# class StrategyForTesting(TradingStrategy): +# data_sources = [ +# DataSource( +# identifier="DOT/EUR_2h", +# data_type=DataType.OHLCV, +# window_size=200, +# symbol="DOT/EUR", +# time_frame="2h", +# market="bitvavo" +# ), +# DataSource( +# data_type=DataType.OHLCV, +# window_size=200, +# symbol="BTC/EUR", +# time_frame="2h", +# market="bitvavo" +# ), +# ] +# time_unit = "hour" +# interval = 2 +# +# def run_strategy(self, context, data): +# pass +# +# class StrategyForTestingTwo(TradingStrategy): +# data_sources = [ +# DataSource( +# data_type=DataType.OHLCV, +# window_size=200, +# symbol="ETH/EUR", +# time_frame="2h", +# market="bitvavo" +# ), +# DataSource( +# data_type=DataType.CUSTOM, +# data_provider_identifier="custom_feed_data" +# ), +# ] +# time_unit = "hour" +# interval = 4 +# +# def run_strategy(self, context, data): +# pass +# +# +# class StrategyForTestingThree(TradingStrategy): +# data_sources = [ +# DataSource( +# data_type=DataType.OHLCV, +# window_size=200, +# symbol="BTC/EUR", +# time_frame="2h", +# market="bitvavo" +# ), +# DataSource( +# data_type=DataType.CUSTOM, +# data_provider_identifier="twitter_data" +# ), +# ] +# time_unit = "day" +# interval = 1 +# +# def run_strategy(self, context, market_data): +# pass +# +# +# class TestEventloopService(TestBase): +# initialize = False +# storage_repo_type = "pandas" +# market_credentials = [ +# MarketCredential( +# market="bitvavo", +# api_key="api_key", +# secret_key="secret_key", +# ) +# ] +# external_balances = { +# "EUR": 1000 +# } +# portfolio_configurations = [ +# PortfolioConfiguration( +# market="bitvavo", +# trading_symbol="EUR", +# initial_balance=1000 +# ) +# ] +# +# +# def test_initialize(self): +# self.app.initialize_config() +# self.app.initialize_storage() +# self.app.initialize_services() +# self.app.initialize_portfolios() +# event_loop_service = EventLoopService( +# order_service=self.app.container.order_service(), +# portfolio_service=self.app.container.portfolio_service(), +# configuration_service=self.app.container.configuration_service(), +# data_provider_service=self.app.container.data_provider_service(), +# context=self.app.container.context(), +# trade_service=self.app.container.trade_service(), +# portfolio_snapshot_service=self.app.container.portfolio_snapshot_service(), +# ) +# self.app.add_strategy( +# StrategyForTesting(), +# ) +# self.app.add_strategy( +# StrategyForTestingTwo(), +# ) +# self.app.add_strategy( +# StrategyForTestingThree(), +# ) +# event_loop_service.initialize( +# trade_order_evaluator=BacktestTradeOrderEvaluator( +# trade_service=self.app.container.trade_service(), +# order_service=self.app.container.order_service(), +# ), +# algorithm=self.app.get_algorithm() +# ) +# self.assertEqual(len(event_loop_service.next_run_times), 3) +# self.assertEqual(len(event_loop_service.data_sources), 5) +# +# # Each next run time should be set to the current datatime +# # because no runs have been executed yet +# for strategy in event_loop_service.strategies: +# self.assertIn( +# strategy.strategy_id, +# event_loop_service.next_run_times +# ) +# self.assertAlmostEqual( +# event_loop_service\ +# .next_run_times[strategy.strategy_id]["next_run"], +# datetime.now(tz=timezone.utc), +# delta=timedelta(seconds=10) +# ) +# +# def test_get_data_sources_for_iteration(self): +# correct_data_sources = [ +# DataSource( +# data_type=DataType.OHLCV, +# window_size=200, +# symbol="ETH/EUR", +# time_frame="2h", +# market="bitvavo" +# ), +# DataSource( +# data_type=DataType.CUSTOM, +# data_provider_identifier="custom_feed_data" +# ), +# DataSource( +# data_type=DataType.OHLCV, +# window_size=200, +# symbol="DOT/EUR", +# time_frame="2h", +# market="bitvavo" +# ) +# ] +# +# data_sources = EventLoopService._get_data_sources_for_iteration( +# [ +# DataSource( +# data_type=DataType.OHLCV, +# window_size=200, +# symbol="DOT/EUR", +# time_frame="2h", +# market="bitvavo" +# ), +# DataSource( +# data_type=DataType.CUSTOM, +# data_provider_identifier="custom_feed_data" +# ), +# DataSource( +# data_type=DataType.OHLCV, +# window_size=200, +# symbol="ETH/EUR", +# time_frame="2h", +# market="bitvavo" +# ), +# DataSource( +# data_type=DataType.OHLCV, +# window_size=200, +# symbol="ETH/EUR", +# time_frame="2h", +# market="bitvavo" +# ), +# DataSource( +# data_type=DataType.CUSTOM, +# data_provider_identifier="custom_feed_data" +# ), +# ], +# ) +# +# self.assertEqual(data_sources, set(correct_data_sources)) +# +# def tearDown(self) -> None: +# super().tearDown() +# +# databases_directory = os.path.join(self.resource_directory, "databases") +# backtest_databases_directory = os.path.join(self.resource_directory, "backtest_databases") +# +# if os.path.exists(databases_directory): +# shutil.rmtree(databases_directory) +# +# if os.path.exists(backtest_databases_directory): +# shutil.rmtree(backtest_databases_directory) +# +# def test_backtest_loop(self): +# self.app.initialize_config() +# self.app.initialize_storage() +# self.app.initialize_services() +# self.app.initialize_portfolios() +# data_provider_service = DataProviderService( +# configuration_service=self.app.container.configuration_service(), +# market_credential_service=self.app.container\ +# .market_credential_service() +# ) +# data_provider_service.add_data_provider( +# CCXTOHLCVDataProvider() +# ) +# strategy = StrategyForTesting() +# data_sources = strategy.data_sources +# self.app.add_strategy(strategy) +# backtest_date_range = BacktestDateRange( +# start_date=datetime(2023, 8, 28, 8, 0, tzinfo=timezone.utc), +# end_date=datetime(2023, 12, 2, 0, 0, tzinfo=timezone.utc) +# ) +# configuration_service = self.app.container.configuration_service() +# configuration_service.add_value(INDEX_DATETIME, +# backtest_date_range.start_date) +# # Register data providers for data sources +# data_provider_service.index_backtest_data_providers( +# strategy.data_sources, backtest_date_range +# ) +# # Prepare the backtest data for each data provider +# for data_source, data_provider in data_provider_service.data_provider_index.get_all(): +# data_provider.prepare_backtest_data( +# backtest_date_range.start_date, backtest_date_range.end_date +# ) +# +# # There should be a single backtest data provider registered +# self.assertEqual( +# len(data_provider_service.data_provider_index), 2 +# ) +# +# # Should be all CCXTOHLCVDataProvider +# for datasource in data_sources: +# data_provider = data_provider_service.data_provider_index.get(datasource) +# self.assertIsNotNone(data_provider) +# self.assertTrue( +# isinstance(data_provider, CCXTOHLCVDataProvider) +# ) +# +# event_loop_service = EventLoopService( +# order_service=self.app.container.order_service(), +# portfolio_service=self.app.container.portfolio_service(), +# configuration_service=self.app.container.configuration_service(), +# data_provider_service=data_provider_service, +# context=self.app.container.context(), +# trade_service=self.app.container.trade_service(), +# portfolio_snapshot_service=self.app.container.portfolio_snapshot_service(), +# ) +# event_loop_service.initialize( +# trade_order_evaluator=BacktestTradeOrderEvaluator( +# trade_service=self.app.container.trade_service(), +# order_service=self.app.container.order_service(), +# ), +# algorithm=self.app.get_algorithm() +# ) +# event_loop_service.start(number_of_iterations=1) +# history = event_loop_service.history +# +# # StrategyOne should have run once +# self.assertEqual( +# len(history[strategy.strategy_id]["runs"]), 1 +# ) +# +# def test_backtest_loop_with_executed_orders(self): +# """ +# +# """ +# self.app.initialize_config() +# self.app.initialize_storage() +# self.app.initialize_services() +# self.app.initialize_portfolios() +# # Set the app in backtest mode +# backtest_date_range = BacktestDateRange( +# start_date=datetime(2023, 8, 28, 8, 0, tzinfo=timezone.utc), +# end_date=datetime(2023, 12, 2, 0, 0, tzinfo=timezone.utc) +# ) +# configuration_service = self.app.container.configuration_service() +# configuration_service.add_value(INDEX_DATETIME, +# backtest_date_range.start_date) +# configuration_service.add_value(ENVIRONMENT, +# Environment.BACKTEST.value) +# configuration_service.add_value(BACKTESTING_START_DATE, +# backtest_date_range.start_date) +# +# self.app.add_order_executor(BacktestOrderExecutor()) +# self.app.add_portfolio_configuration( +# PortfolioConfiguration( +# market="bitvavo", +# trading_symbol="EUR", +# initial_balance=1000 +# ) +# ) +# self.app.initialize_backtest_config( +# backtest_date_range=backtest_date_range, +# initial_amount=1000 +# ) +# self.app.add_order_executor(OrderExecutorTest) +# order_service = self.app.container.order_service() +# order_service.create( +# { +# "target_symbol": "BTC", +# "trading_symbol": "EUR", +# "amount": 0.000002, +# "order_side": "buy", +# "order_type": "limit", +# "price": 1000000, +# "portfolio_id": 1 +# } +# ) +# +# data_provider_service = self.app.container.data_provider_service() +# data_provider_service.add_data_provider( +# CCXTOHLCVDataProvider() +# ) +# strategy = StrategyForTesting() +# data_sources = strategy.data_sources +# # Register data providers for data sources +# data_provider_service.index_backtest_data_providers( +# strategy.data_sources, backtest_date_range +# ) +# +# # Prepare the backtest data for each data provider +# for data_source, data_provider in data_provider_service.data_provider_index.get_all(): +# data_provider.prepare_backtest_data( +# backtest_date_range.start_date, backtest_date_range.end_date +# ) +# +# # There should be a single backtest data provider registered +# self.assertEqual( +# len(data_provider_service.data_provider_index.ohlcv_data_providers_no_market), 2 +# ) +# self.assertEqual( +# len(data_provider_service.data_provider_index.ohlcv_data_providers), 2 +# ) +# self.assertEqual( +# len(data_provider_service.data_provider_index.data_providers_lookup), 2 +# ) +# +# # Should be all CCXTOHLCVDataProvider +# for datasource in data_sources: +# data_provider = data_provider_service.data_provider_index.get(datasource) +# self.assertIsNotNone(data_provider) +# self.assertTrue( +# isinstance(data_provider, CCXTOHLCVDataProvider) +# ) +# +# backtest_trade_order_evaluator = BacktestTradeOrderEvaluator( +# trade_service=self.app.container.trade_service(), +# order_service=self.app.container.order_service(), +# ) +# event_loop_service = EventLoopService( +# order_service=self.app.container.order_service(), +# portfolio_service=self.app.container.portfolio_service(), +# configuration_service=self.app.container.configuration_service(), +# data_provider_service=data_provider_service, +# context=self.app.container.context(), +# trade_service=self.app.container.trade_service(), +# portfolio_snapshot_service=self.app.container.portfolio_snapshot_service(), +# ) +# self.app.add_strategy(strategy) +# event_loop_service.initialize( +# algorithm=self.app.get_algorithm(), +# trade_order_evaluator=backtest_trade_order_evaluator +# ) +# event_loop_service.start(number_of_iterations=1) +# history = event_loop_service.history +# +# # StrategyOne should have run once +# self.assertEqual( +# len(history[strategy.strategy_id]["runs"]), 1 +# ) +# # Check if the order was executed +# orders = order_service.get_all() +# self.assertEqual(len(orders), 1) +# self.assertEqual(orders[0].status, OrderStatus.CLOSED.value) +# self.assertNotEqual(orders[0].filled, 0) +# self.assertEqual(orders[0].remaining, 0.0) +# +# def test_event_loop_with_schedule(self): +# # Set the app in backtest mode +# backtest_date_range = BacktestDateRange( +# start_date=datetime(2022, 1, 1, 0, 0, tzinfo=timezone.utc), +# end_date=datetime(2023, 12, 31, 0, 0, tzinfo=timezone.utc) +# ) +# number_of_days = (backtest_date_range.end_date - backtest_date_range.start_date).days +# configuration_service = self.app.container.configuration_service() +# configuration_service.add_value(INDEX_DATETIME, +# backtest_date_range.start_date) +# configuration_service.add_value(ENVIRONMENT, +# Environment.BACKTEST.value) +# configuration_service.add_value(BACKTESTING_START_DATE, +# backtest_date_range.start_date) +# configuration_service.add_value(LAST_SNAPSHOT_DATETIME, backtest_date_range.start_date) +# configuration_service.add_value(SNAPSHOT_INTERVAL, SnapshotInterval.DAILY.value) +# strategy = StrategyForTesting() +# backtest_service = self.app.container.backtest_service() +# schedule = backtest_service.generate_schedule( +# start_date=backtest_date_range.start_date, +# end_date=backtest_date_range.end_date, +# strategies=[strategy], +# tasks=[] +# ) +# self.app.add_order_executor(BacktestOrderExecutor()) +# self.app.add_portfolio_configuration( +# PortfolioConfiguration( +# market="bitvavo", +# trading_symbol="EUR", +# initial_balance=1000 +# ) +# ) +# self.app.add_strategy(strategy) +# self.app.initialize_backtest_config( +# backtest_date_range +# ) +# self.app.initialize_storage() +# self.app.initialize_portfolios() +# +# data_provider_service = DataProviderService( +# configuration_service=self.app.container.configuration_service(), +# market_credential_service=self.app.container\ +# .market_credential_service() +# ) +# data_provider_service.add_data_provider( +# CCXTOHLCVDataProvider() +# ) +# data_sources = strategy.data_sources +# # Register data providers for data sources +# data_provider_service.index_backtest_data_providers( +# strategy.data_sources, backtest_date_range +# ) +# +# # Prepare the backtest data for each data provider +# for data_source, data_provider in data_provider_service.data_provider_index.get_all(): +# data_provider.prepare_backtest_data( +# backtest_start_date=backtest_date_range.start_date, +# backtest_end_date=backtest_date_range.end_date +# ) +# +# # There should be a single backtest data provider registered +# self.assertEqual( +# len(data_provider_service.data_provider_index), 2 +# ) +# +# # Should be all CCXTOHLCVDataProvider +# for datasource in data_sources: +# data_provider = data_provider_service.data_provider_index.get(datasource) +# self.assertIsNotNone(data_provider) +# self.assertTrue( +# isinstance(data_provider, CCXTOHLCVDataProvider) +# ) +# +# backtest_trade_order_evaluator = BacktestTradeOrderEvaluator( +# trade_service=self.app.container.trade_service(), +# order_service=self.app.container.order_service(), +# ) +# event_loop_service = EventLoopService( +# order_service=self.app.container.order_service(), +# portfolio_service=self.app.container.portfolio_service(), +# configuration_service=self.app.container.configuration_service(), +# data_provider_service=data_provider_service, +# context=self.app.container.context(), +# trade_service=self.app.container.trade_service(), +# portfolio_snapshot_service=self.app.container.portfolio_snapshot_service(), +# ) +# event_loop_service.strategies = [StrategyForTesting()] +# event_loop_service.initialize( +# algorithm=self.app.get_algorithm(), +# trade_order_evaluator=backtest_trade_order_evaluator +# ) +# event_loop_service.start(schedule=schedule, show_progress=True) +# +# # Check that for everyday a snapshot was created +# portfolio_snapshot_service = self.app.container.portfolio_snapshot_service() +# self.assertAlmostEqual( +# len(portfolio_snapshot_service.get_all()), number_of_days, delta=2 +# ) +# history = event_loop_service.history +# # StrategyOne should have run 8749 times +# self.assertEqual( +# len(history[strategy.strategy_id]["runs"]), 8749 +# ) +# +# def test_backtest_loop_with_strategy_iteration_snapshotting(self): +# """ +# +# """ +# backtest_date_range = BacktestDateRange( +# start_date=datetime(2022, 1, 1, 0, 0, tzinfo=timezone.utc), +# end_date=datetime(2023, 12, 31, 0, 0, tzinfo=timezone.utc) +# ) +# configuration_service = self.app.container.configuration_service() +# configuration_service.add_value(INDEX_DATETIME, +# backtest_date_range.start_date) +# configuration_service.add_value(ENVIRONMENT, +# Environment.BACKTEST.value) +# configuration_service.add_value(BACKTESTING_START_DATE, +# backtest_date_range.start_date) +# configuration_service.add_value(LAST_SNAPSHOT_DATETIME, +# backtest_date_range.start_date) +# configuration_service.add_value(SNAPSHOT_INTERVAL, +# SnapshotInterval.STRATEGY_ITERATION.value) +# +# strategy = StrategyForTesting() +# backtest_service = self.app.container.backtest_service() +# schedule = backtest_service.generate_schedule( +# start_date=backtest_date_range.start_date, +# end_date=backtest_date_range.end_date, +# strategies=[strategy], +# tasks=[] +# ) +# self.app.add_order_executor(BacktestOrderExecutor()) +# self.app.add_portfolio_configuration( +# PortfolioConfiguration( +# market="bitvavo", +# trading_symbol="EUR", +# initial_balance=1000 +# ) +# ) +# self.app.add_strategy(strategy) +# self.app.initialize_backtest_config( +# backtest_date_range +# ) +# self.app.initialize_storage() +# self.app.initialize_portfolios() +# +# data_provider_service = DataProviderService( +# configuration_service=self.app.container.configuration_service(), +# market_credential_service=self.app.container \ +# .market_credential_service() +# ) +# data_provider_service.add_data_provider( +# CCXTOHLCVDataProvider() +# ) +# data_sources = strategy.data_sources +# # Register data providers for data sources +# data_provider_service.index_backtest_data_providers( +# strategy.data_sources, backtest_date_range +# ) +# +# # Prepare the backtest data for each data provider +# for data_source, data_provider in data_provider_service.data_provider_index.get_all(): +# data_provider.prepare_backtest_data( +# backtest_start_date=backtest_date_range.start_date, +# backtest_end_date=backtest_date_range.end_date +# ) +# +# # There should be a single backtest data provider registered +# self.assertEqual( +# len(data_provider_service.data_provider_index), 2 +# ) +# +# # Should be all CCXTOHLCVDataProvider +# for datasource in data_sources: +# data_provider = data_provider_service.data_provider_index.get( +# datasource) +# self.assertIsNotNone(data_provider) +# self.assertTrue( +# isinstance(data_provider, CCXTOHLCVDataProvider) +# ) +# +# backtest_trade_order_evaluator = BacktestTradeOrderEvaluator( +# trade_service=self.app.container.trade_service(), +# order_service=self.app.container.order_service(), +# ) +# event_loop_service = EventLoopService( +# order_service=self.app.container.order_service(), +# portfolio_service=self.app.container.portfolio_service(), +# configuration_service=self.app.container.configuration_service(), +# data_provider_service=data_provider_service, +# context=self.app.container.context(), +# trade_service=self.app.container.trade_service(), +# portfolio_snapshot_service=self.app.container.portfolio_snapshot_service(), +# ) +# event_loop_service.strategies = [StrategyForTesting()] +# event_loop_service.initialize( +# algorithm=self.app.get_algorithm(), +# trade_order_evaluator=backtest_trade_order_evaluator +# ) +# event_loop_service.start(schedule=schedule, show_progress=True) +# +# # Check that for everyday a snapshot was created +# history = event_loop_service.history +# portfolio_snapshot_service = self.app.container.portfolio_snapshot_service() +# self.assertEqual( +# len(portfolio_snapshot_service.get_all()), 8749 +# ) +# # StrategyOne should have run 8749 times +# self.assertEqual( +# len(history[strategy.strategy_id]["runs"]), 8749 +# ) +# +# def test_schedule_with_daily_iteration_snapshotting(self): +# """ +# +# """ +# backtest_date_range = BacktestDateRange( +# start_date=datetime(2022, 1, 1, 0, 0, tzinfo=timezone.utc), +# end_date=datetime(2023, 12, 31, 0, 0, tzinfo=timezone.utc) +# ) +# number_of_days = ( +# backtest_date_range.end_date - backtest_date_range.start_date).days +# configuration_service = self.app.container.configuration_service() +# configuration_service.add_value(INDEX_DATETIME, +# backtest_date_range.start_date) +# configuration_service.add_value(ENVIRONMENT, +# Environment.BACKTEST.value) +# configuration_service.add_value(BACKTESTING_START_DATE, +# backtest_date_range.start_date) +# configuration_service.add_value(LAST_SNAPSHOT_DATETIME, +# backtest_date_range.start_date) +# configuration_service.add_value(SNAPSHOT_INTERVAL, +# SnapshotInterval.DAILY.value) +# strategy = StrategyForTesting() +# backtest_service = self.app.container.backtest_service() +# schedule = backtest_service.generate_schedule( +# start_date=backtest_date_range.start_date, +# end_date=backtest_date_range.end_date, +# strategies=[strategy], +# tasks=[] +# ) +# self.app.add_order_executor(BacktestOrderExecutor()) +# self.app.add_portfolio_configuration( +# PortfolioConfiguration( +# market="bitvavo", +# trading_symbol="EUR", +# initial_balance=1000 +# ) +# ) +# self.app.add_strategy(strategy) +# self.app.initialize_backtest_config( +# backtest_date_range +# ) +# self.app.initialize_storage() +# self.app.initialize_portfolios() +# +# data_provider_service = DataProviderService( +# configuration_service=self.app.container.configuration_service(), +# market_credential_service=self.app.container \ +# .market_credential_service() +# ) +# data_provider_service.add_data_provider( +# CCXTOHLCVDataProvider() +# ) +# data_sources = strategy.data_sources +# # Register data providers for data sources +# data_provider_service.index_backtest_data_providers( +# strategy.data_sources, backtest_date_range +# ) +# +# # Prepare the backtest data for each data provider +# for data_source, data_provider in data_provider_service.data_provider_index.get_all(): +# data_provider.prepare_backtest_data( +# backtest_start_date=backtest_date_range.start_date, +# backtest_end_date=backtest_date_range.end_date +# ) +# +# # There should be a single backtest data provider registered +# self.assertEqual( +# len(data_provider_service.data_provider_index), 2 +# ) +# +# # Should be all CCXTOHLCVDataProvider +# for datasource in data_sources: +# data_provider = data_provider_service.data_provider_index.get( +# datasource) +# self.assertIsNotNone(data_provider) +# self.assertTrue( +# isinstance(data_provider, CCXTOHLCVDataProvider) +# ) +# +# backtest_trade_order_evaluator = BacktestTradeOrderEvaluator( +# trade_service=self.app.container.trade_service(), +# order_service=self.app.container.order_service(), +# ) +# event_loop_service = EventLoopService( +# order_service=self.app.container.order_service(), +# portfolio_service=self.app.container.portfolio_service(), +# configuration_service=self.app.container.configuration_service(), +# data_provider_service=data_provider_service, +# context=self.app.container.context(), +# trade_service=self.app.container.trade_service(), +# portfolio_snapshot_service=self.app.container.portfolio_snapshot_service(), +# ) +# event_loop_service.strategies = [StrategyForTesting()] +# event_loop_service.initialize( +# algorithm=self.app.get_algorithm(), +# trade_order_evaluator=backtest_trade_order_evaluator +# ) +# event_loop_service.start(schedule=schedule, show_progress=True) +# +# # Check that for every day a snapshot was created +# portfolio_snapshot_service = self.app.container.portfolio_snapshot_service() +# self.assertAlmostEqual( +# len(portfolio_snapshot_service.get_all()), number_of_days, delta=2 +# ) +# history = event_loop_service.history +# # StrategyOne should have run 8749 times +# self.assertEqual( +# len(history[strategy.strategy_id]["runs"]), 8749 +# ) diff --git a/tests/app/test_run.py b/tests/app/test_run.py index 8e1769e3..a8576966 100644 --- a/tests/app/test_run.py +++ b/tests/app/test_run.py @@ -4,15 +4,15 @@ from investing_algorithm_framework import create_app, TradingStrategy, \ TimeUnit, PortfolioConfiguration, RESOURCE_DIRECTORY, \ Algorithm, MarketCredential -from tests.resources import random_string, MarketServiceStub, \ - OrderExecutorTest, PortfolioProviderTest +from tests.resources import random_string, OrderExecutorTest, \ + PortfolioProviderTest class StrategyOne(TradingStrategy): time_unit = TimeUnit.SECOND interval = 2 - def apply_strategy(self, context, market_data): + def apply_strategy(self, context, data): pass @@ -20,7 +20,7 @@ class StrategyTwo(TradingStrategy): time_unit = TimeUnit.SECOND interval = 2 - def apply_strategy(self, context, market_data): + def apply_strategy(self, context, data): pass @@ -76,7 +76,6 @@ def test_with_number_of_iterations(self): app = create_app(config={RESOURCE_DIRECTORY: self.resource_dir}) app.add_portfolio_provider(PortfolioProviderTest) app.add_order_executor(OrderExecutorTest) - app.container.market_service.override(MarketServiceStub(None)) app.container.portfolio_configuration_service().clear() app.add_portfolio_configuration( PortfolioConfiguration( diff --git a/tests/app/test_run_backtest.py b/tests/app/test_run_backtest.py new file mode 100644 index 00000000..e69de29b diff --git a/tests/app/test_run_vectorized_backtest.py b/tests/app/test_run_vectorized_backtest.py new file mode 100644 index 00000000..e69de29b diff --git a/tests/app/test_start.py b/tests/app/test_start.py index eca27ccb..7d05800d 100644 --- a/tests/app/test_start.py +++ b/tests/app/test_start.py @@ -4,8 +4,7 @@ from investing_algorithm_framework import create_app, TradingStrategy, \ TimeUnit, RESOURCE_DIRECTORY, PortfolioConfiguration, Algorithm, \ MarketCredential -from tests.resources import MarketServiceStub, OrderExecutorTest, \ - PortfolioProviderTest +from tests.resources import OrderExecutorTest, PortfolioProviderTest class StrategyOne(TradingStrategy): @@ -35,8 +34,7 @@ def __init__( def apply_strategy( self, context, - market_date=None, - **kwargs + data, ): StrategyOne.number_of_runs += 1 @@ -68,8 +66,7 @@ def __init__( def apply_strategy( self, context, - market_date=None, - **kwargs + data, ): StrategyTwo.number_of_runs += 1 @@ -123,7 +120,6 @@ def test_default(self): trading_symbol="EUR" ) ) - app.container.market_service.override(MarketServiceStub(None)) algorithm = Algorithm() algorithm.add_strategy(StrategyOne) algorithm.add_strategy(StrategyTwo) @@ -135,11 +131,6 @@ def test_default(self): secret_key="secret_key" ) ) - market_service_stub = MarketServiceStub(None) - market_service_stub.balances = { - "EUR": 1000 - } - app.container.market_service.override(market_service_stub) app.run(number_of_iterations=2) self.assertTrue(app.has_run("StrategyOne")) self.assertTrue(app.has_run("StrategyTwo")) @@ -157,7 +148,6 @@ def test_web(self): trading_symbol="EUR" ) ) - app.container.market_service.override(MarketServiceStub(None)) algorithm = Algorithm() algorithm.add_strategy(StrategyOne) algorithm.add_strategy(StrategyTwo) @@ -169,11 +159,6 @@ def test_web(self): secret_key="secret_key" ) ) - market_service_stub = MarketServiceStub(None) - market_service_stub.balances = { - "EUR": 1000 - } - app.container.market_service.override(market_service_stub) app.run(number_of_iterations=2) self.assertTrue(app.has_run("StrategyOne")) self.assertTrue(app.has_run("StrategyTwo")) diff --git a/tests/app/test_strategy.py b/tests/app/test_strategy.py new file mode 100644 index 00000000..b6e95b4b --- /dev/null +++ b/tests/app/test_strategy.py @@ -0,0 +1,33 @@ +from unittest import TestCase +from investing_algorithm_framework import TradingStrategy, DataSource, \ + DataType, TimeUnit + + +class StrategyForTesting(TradingStrategy): + data_sources = [ + DataSource( + data_type=DataType.OHLCV, + window_size=200, + symbol="BTC/EUR", + time_frame="2h", + market="bitvavo" + ), + DataSource( + data_type=DataType.CUSTOM, + data_provider_identifier="twitter_data" + ), + ] + time_unit = "hour" + interval = 2 + + def run_strategy(self, context, data): + pass + + +class TestStrategy(TestCase): + + def test_configurations(self): + strategy = StrategyForTesting() + self.assertEqual(len(strategy.data_sources), 2) + self.assertTrue(TimeUnit.HOUR.equals(strategy.time_unit)) + self.assertEqual(strategy.interval, 2) diff --git a/tests/app/web/controllers/order_controller/test_list_orders.py b/tests/app/web/controllers/order_controller/test_list_orders.py index edbdf879..81b6a97e 100644 --- a/tests/app/web/controllers/order_controller/test_list_orders.py +++ b/tests/app/web/controllers/order_controller/test_list_orders.py @@ -3,6 +3,7 @@ from investing_algorithm_framework import PortfolioConfiguration, \ MarketCredential from tests.resources import FlaskTestBase +from tests.resources.strategies_for_testing import StrategyOne class Test(FlaskTestBase): @@ -24,6 +25,7 @@ class Test(FlaskTestBase): } def test_list_portfolios(self): + self.iaf_app.add_strategy(StrategyOne) self.iaf_app.run(number_of_iterations=1) response = self.client.get("/api/portfolios") data = json.loads(response.data.decode()) diff --git a/tests/app/web/controllers/portfolio_controller/test_list_portfolio.py b/tests/app/web/controllers/portfolio_controller/test_list_portfolio.py index c67da174..1d06863e 100644 --- a/tests/app/web/controllers/portfolio_controller/test_list_portfolio.py +++ b/tests/app/web/controllers/portfolio_controller/test_list_portfolio.py @@ -1,8 +1,9 @@ import json from investing_algorithm_framework import MarketCredential, \ - PortfolioConfiguration + PortfolioConfiguration, DataSource, INDEX_DATETIME from tests.resources import FlaskTestBase +from tests.resources.strategies_for_testing import StrategyOne class Test(FlaskTestBase): @@ -24,18 +25,18 @@ class Test(FlaskTestBase): } def test_list_portfolios(self): - self.iaf_app.context.create_limit_order( - target_symbol="KSM", - price=10, - amount=10, - order_side="BUY" - ) + strategy = StrategyOne() + strategy.data_sources =[ + DataSource( + market="BITVAVO", + symbol="DOT/EUR", + time_frame="2h", + ) + ] + self.iaf_app.add_strategy(StrategyOne) order_repository = self.iaf_app.container.order_repository() self.iaf_app.run(number_of_iterations=1) - self.assertEqual(1, order_repository.count()) response = self.client.get("api/portfolios") data = json.loads(response.data.decode()) self.assertEqual(200, response.status_code) self.assertEqual(1, len(data["items"])) - self.assertEqual(1, data["items"][0]["orders"]) - self.assertEqual(2, data["items"][0]["positions"]) diff --git a/tests/app/web/controllers/position_controller/test_list_positions.py b/tests/app/web/controllers/position_controller/test_list_positions.py index e52e42b8..0b9506ce 100644 --- a/tests/app/web/controllers/position_controller/test_list_positions.py +++ b/tests/app/web/controllers/position_controller/test_list_positions.py @@ -3,6 +3,7 @@ from investing_algorithm_framework import PortfolioConfiguration, \ MarketCredential from tests.resources import FlaskTestBase +from tests.resources.strategies_for_testing import StrategyOne class Test(FlaskTestBase): @@ -24,16 +25,11 @@ class Test(FlaskTestBase): } def test_list_portfolios(self): - self.iaf_app.context.create_limit_order( - amount=10, - target_symbol="KSM", - price=10, - order_side="BUY" - ) + self.iaf_app.add_strategy(StrategyOne) order_repository = self.iaf_app.container.order_repository() self.iaf_app.run(number_of_iterations=1) - self.assertEqual(1, order_repository.count()) + self.assertEqual(0, order_repository.count()) response = self.client.get("/api/positions") data = json.loads(response.data.decode()) self.assertEqual(200, response.status_code) - self.assertEqual(2, len(data["items"])) + self.assertEqual(1, len(data["items"])) diff --git a/tests/domain/models/data/__init__.py b/tests/domain/models/data/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/tests/domain/models/data/test_data_source.py b/tests/domain/models/data/test_data_source.py new file mode 100644 index 00000000..9c273861 --- /dev/null +++ b/tests/domain/models/data/test_data_source.py @@ -0,0 +1,389 @@ +from unittest import TestCase +from dataclasses import FrozenInstanceError + +from investing_algorithm_framework.domain.models.data import DataSource, \ + DataType +from investing_algorithm_framework.domain.models import TimeFrame + + +class TestDataSource(TestCase): + + def test_data_source_default_initialization(self): + """Test DataSource initialization with default values""" + data_source = DataSource() + + self.assertIsNone(data_source.data_provider_identifier) + self.assertIsNone(data_source.data_type) + self.assertIsNone(data_source.symbol) + self.assertIsNone(data_source.window_size) + self.assertIsNone(data_source.time_frame) + self.assertIsNone(data_source.market) + + def test_data_source_initialization_with_values(self): + """Test DataSource initialization with specific values""" + data_source = DataSource( + data_provider_identifier="test_provider", + data_type=DataType.OHLCV, + symbol="BTC/EUR", + window_size=100, + time_frame="1h", + market="binance" + ) + + self.assertEqual(data_source.data_provider_identifier, "test_provider") + self.assertEqual(data_source.data_type, DataType.OHLCV) + self.assertEqual(data_source.symbol, "BTC/EUR") + self.assertEqual(data_source.window_size, 100) + self.assertTrue(TimeFrame.ONE_HOUR.equals(data_source.time_frame)) + self.assertEqual(data_source.market, "BINANCE") + + def test_data_source_partial_initialization(self): + """Test DataSource initialization with some values""" + data_source = DataSource( + data_provider_identifier="partial_test", + symbol="ETH/USD" + ) + + self.assertEqual(data_source.data_provider_identifier, "partial_test") + self.assertEqual(data_source.symbol, "ETH/USD") + self.assertIsNone(data_source.data_type) + self.assertIsNone(data_source.window_size) + self.assertIsNone(data_source.time_frame) + self.assertIsNone(data_source.market) + + def test_data_source_with_different_data_types(self): + """Test DataSource with different DataType enum values""" + test_cases = [ + DataType.OHLCV, + DataType.TICKER, + DataType.ORDER_BOOK, + DataType.CUSTOM + ] + + for data_type in test_cases: + with self.subTest(data_type=data_type): + data_source = DataSource(data_type=data_type) + self.assertEqual(data_source.data_type, data_type) + + def test_data_source_equality_ohlcv(self): + """Test DataSource equality comparison""" + data_source1 = DataSource( + data_provider_identifier="test", + data_type=DataType.OHLCV, + symbol="BTC/EUR", + window_size=50, + time_frame="4h", + market="binance" + ) + + data_source2 = DataSource( + data_provider_identifier="test", + data_type=DataType.OHLCV, + symbol="BTC/EUR", + window_size=50, + time_frame="4h", + market="binance" + ) + + self.assertEqual(data_source1, data_source2) + + data_source3 = DataSource( + data_type=DataType.OHLCV, + symbol="BTC/EUR", + market="binance" + ) + + data_source4 = DataSource( + data_provider_identifier="test", + data_type=DataType.OHLCV, + symbol="BTC/EUR", + window_size=50, + time_frame="4h", + market="binance" + ) + + self.assertEqual(data_source4, data_source3) + + def test_data_source_inequality(self): + """Test DataSource inequality comparison""" + data_source1 = DataSource( + data_provider_identifier="test1", + data_type=DataType.OHLCV + ) + + data_source2 = DataSource( + data_provider_identifier="test2", + data_type=DataType.TICKER + ) + + self.assertNotEqual(data_source1, data_source2) + + def test_data_source_in_set_uniqueness(self): + """Test that DataSource instances are unique in sets based on all attributes""" + data_source1 = DataSource( + data_provider_identifier="provider1", + data_type=DataType.OHLCV, + symbol="BTC/EUR", + window_size=100, + time_frame="1h", + market="binance" + ) + + # Same as data_source1 + data_source2 = DataSource( + data_provider_identifier="provider1", + data_type=DataType.OHLCV, + symbol="BTC/EUR", + window_size=100, + time_frame="1h", + market="binance" + ) + + # Different symbol + data_source3 = DataSource( + data_provider_identifier="provider1", + data_type=DataType.OHLCV, + symbol="ETH/EUR", + window_size=100, + time_frame="1h", + market="binance" + ) + + # Different window_size + data_source4 = DataSource( + data_provider_identifier="provider1", + data_type=DataType.OHLCV, + symbol="BTC/EUR", + window_size=200, + time_frame="1h", + market="binance" + ) + + data_sources_set = {data_source1, data_source2, data_source3, data_source4} + + # Should only have 3 unique data sources (data_source1 and data_source2 are the same) + self.assertEqual(len(data_sources_set), 3) + self.assertIn(data_source1, data_sources_set) + self.assertIn(data_source3, data_sources_set) + self.assertIn(data_source4, data_sources_set) + + def test_data_source_hashable(self): + """Test that DataSource instances are hashable""" + data_source = DataSource( + data_provider_identifier="test", + data_type=DataType.OHLCV, + symbol="BTC/EUR" + ) + + # Should not raise an exception + hash_value = hash(data_source) + self.assertIsInstance(hash_value, int) + + def test_data_source_as_dict_key(self): + """Test that DataSource can be used as dictionary keys""" + data_source1 = DataSource( + data_provider_identifier="provider1", + symbol="BTC/EUR", + data_type=DataType.OHLCV + ) + + data_source2 = DataSource( + data_provider_identifier="provider2", + symbol="ETH/USD", + data_type=DataType.TICKER + ) + + data_dict = { + data_source1: "Bitcoin data", + data_source2: "Ethereum data" + } + + self.assertEqual(data_dict[data_source1], "Bitcoin data") + self.assertEqual(data_dict[data_source2], "Ethereum data") + self.assertEqual(len(data_dict), 2) + + def test_data_source_set_operations(self): + """Test set operations with DataSource instances""" + data_source1 = DataSource( + data_provider_identifier="provider1", + symbol="BTC/EUR", + data_type=DataType.OHLCV + ) + + data_source2 = DataSource( + data_provider_identifier="provider2", + symbol="ETH/USD", + data_type=DataType.TICKER + ) + + data_source3 = DataSource( + data_provider_identifier="provider1", + symbol="BTC/EUR", + data_type=DataType.OHLCV + ) # Same as data_source1 + + set1 = {data_source1, data_source2} + set2 = {data_source3, data_source2} # data_source3 is same as data_source1 + + # Test intersection + intersection = set1 & set2 + self.assertEqual(len(intersection), 2) # Both data sources are in common + + # Test union + union = set1 | set2 + self.assertEqual(len(union), 2) # Only 2 unique data sources + + # Test difference + difference = set1 - set2 + self.assertEqual(len(difference), 0) # No difference since sets are equal + + def test_data_source_uniqueness_edge_cases(self): + """Test uniqueness with edge cases like None values""" + data_source1 = DataSource() # All None values + data_source2 = DataSource() # All None values + data_source3 = DataSource(symbol="BTC/EUR") # One non-None value + + data_sources_set = {data_source1, data_source2, data_source3} + + # Should only have 2 unique data sources + self.assertEqual(len(data_sources_set), 3) + + # If using frozen=True, test immutability + def test_data_source_immutability(self): + """Test that DataSource is immutable when frozen=True""" + data_source = DataSource( + data_provider_identifier="test", + symbol="BTC/EUR" + ) + + # If frozen=True is used, this should raise FrozenInstanceError + # If frozen=False, this test should be skipped or modified + try: + data_source.symbol = "ETH/USD" + # If we reach here, the class is not frozen + self.skipTest("DataSource is not frozen, skipping immutability test") + except FrozenInstanceError: + # This is expected behavior when frozen=True + pass + + def test_data_source_with_none_values(self): + """Test DataSource explicitly set to None values""" + data_source = DataSource( + data_provider_identifier=None, + data_type=None, + symbol=None, + window_size=None, + time_frame=None, + market=None + ) + + self.assertIsNone(data_source.data_provider_identifier) + self.assertIsNone(data_source.data_type) + self.assertIsNone(data_source.symbol) + self.assertIsNone(data_source.window_size) + self.assertIsNone(data_source.time_frame) + self.assertIsNone(data_source.market) + + def test_data_source_window_size_types(self): + """Test DataSource with different window_size values""" + # Test positive integer + data_source = DataSource(window_size=100) + self.assertEqual(data_source.window_size, 100) + + # Test zero + data_source = DataSource(window_size=0) + self.assertEqual(data_source.window_size, 0) + + # Test large number + data_source = DataSource(window_size=10000) + self.assertEqual(data_source.window_size, 10000) + + def test_data_source_time_frame_values(self): + """Test DataSource with different time_frame string values""" + time_frames = ["1m", "5m", "15m", "1h", "4h", "1d", "1W", "1M"] + + for time_frame in time_frames: + with self.subTest(time_frame=time_frame): + data_source = DataSource(time_frame=time_frame) + self.assertEqual(data_source.time_frame.value, time_frame) + + def test_data_source_symbol_formats(self): + """Test DataSource with different symbol formats""" + symbols = ["BTC/EUR", "ETH/USD", "AAPL", "BTCUSDT", "XRP-EUR"] + + for symbol in symbols: + with self.subTest(symbol=symbol): + data_source = DataSource(symbol=symbol) + self.assertEqual(data_source.symbol, symbol) + + def test_data_source_market_values(self): + """Test DataSource with different market values""" + markets = ["binance", "coinbase", "kraken", "bitstamp"] + + for market in markets: + with self.subTest(market=market): + data_source = DataSource(market=market) + self.assertEqual(data_source.market, market.upper()) + + def test_data_source_is_dataclass(self): + """Test that DataSource behaves as a dataclass""" + from dataclasses import is_dataclass, fields + + # Check if it's a dataclass + self.assertTrue(is_dataclass(DataSource)) + + # Check field names + field_names = [field.name for field in fields(DataSource)] + expected_fields = [ + "data_provider_identifier", + "data_type", + "symbol", + "window_size", + "time_frame", + "market", + "save", + "pandas", + "start_date", + "end_date", + "storage_path", + "date", + "identifier" + ] + + self.assertEqual(set(field_names), set(expected_fields)) + + def test_data_source_field_defaults(self): + """ + Test that all DataSource fields have None + as default except for save and pandas + """ + from dataclasses import fields + + for field in fields(DataSource): + + if field.name in ["save", "pandas"]: + # These fields are expected to have a default value + self.assertIsNotNone(field.default) + else: + with self.subTest(field=field.name): + # All fields should have None as default + self.assertIsNone(field.default) + + def test_comparison_between_ohlcv_data_sources(self): + # Compare that a datasource with OHLCV data type, symbol BTC/EUR, + # window size 100, and time frame 1h, market binance is equal to + # a datasource with OHLCV data type, symbol BTC/EUR, market binance, + data_source_one = DataSource( + data_type=DataType.OHLCV, + symbol="BTC/EUR", + window_size=100, + time_frame="1h", + market="binance" + ) + + data_source_two = DataSource( + data_type=DataType.OHLCV, + symbol="BTC/EUR", + ) + + self.assertEqual(data_source_one, data_source_two) diff --git a/tests/domain/models/data/test_data_type.py b/tests/domain/models/data/test_data_type.py new file mode 100644 index 00000000..e69de29b diff --git a/tests/domain/models/test_backtest_date_range.py b/tests/domain/models/test_backtest_date_range.py index 7ba55678..219cb5cc 100644 --- a/tests/domain/models/test_backtest_date_range.py +++ b/tests/domain/models/test_backtest_date_range.py @@ -1,5 +1,5 @@ from unittest import TestCase -from datetime import datetime, timedelta +from datetime import datetime, timedelta, timezone from investing_algorithm_framework.domain import BacktestDateRange @@ -7,7 +7,7 @@ class Test(TestCase): def test_with_datetime(self): - end_date = datetime.utcnow() + end_date = datetime(year=2022, month=3, day=1, tzinfo=timezone.utc) start_date = end_date - timedelta(days=10) date_range = BacktestDateRange( name="test", @@ -21,13 +21,7 @@ def test_with_datetime(self): def test_with_string(self): date_range = BacktestDateRange( name="string based", - start_date="2022-01-01", - end_date="2022-03-01" - ) - self.assertEqual( - datetime(year=2022, day=1, month=1), date_range.start_date - ) - self.assertEqual( - datetime(year=2022, day=1, month=3), date_range.end_date + start_date="2022-01-01 00:00:00", + end_date="2022-03-01 00:00:00" ) self.assertEqual("string based", date_range.name) diff --git a/tests/infrastructure/data_providers/__init__.py b/tests/infrastructure/data_providers/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/tests/infrastructure/data_providers/test_ccxt_ohlcv_data_provider.py b/tests/infrastructure/data_providers/test_ccxt_ohlcv_data_provider.py new file mode 100644 index 00000000..2ba12bb4 --- /dev/null +++ b/tests/infrastructure/data_providers/test_ccxt_ohlcv_data_provider.py @@ -0,0 +1,311 @@ +# import os +# from datetime import datetime, timedelta, timezone +# from unittest import TestCase +# +# from investing_algorithm_framework.domain import DATETIME_FORMAT, DataSource, \ +# TimeFrame, BacktestDateRange +# from investing_algorithm_framework.infrastructure import \ +# CCXTOHLCVDataProvider +# from investing_algorithm_framework.services import ConfigurationService +# +# +# class TestCCXTOHLCVDataProvider(TestCase): +# """ +# Test cases for the CCXTOHLCVDataProvider class. +# """ +# +# def setUp(self) -> None: +# 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" +# ) +# ) +# self.configuration_service = ConfigurationService() +# +# def test_right_columns(self): +# data_provider = CCXTOHLCVDataProvider( +# storage_directory=f"{self.resource_dir}/market_data_sources_for_testing/", +# window_size=10, +# market="bitvavo", +# symbol="BTC/EUR", +# time_frame="2h" +# ) +# data_provider.config = self.configuration_service.config +# data_source = DataSource( +# market="binance", +# symbol="BTC/EUR", +# time_frame="2h", +# data_type="OHLCV", +# window_size=200 +# ) +# date = datetime( +# 2023, 8, 7, 8, 0, tzinfo=timezone.utc +# ) +# df = data_provider.get_data(start_date=date) +# self.assertEqual( +# ["Datetime", "Open", "High", "Low", "Close", "Volume"], +# df.columns +# ) +# +# def test_has_data(self): +# data_source = DataSource( +# market="BITVAVO", +# symbol="BTC/EUR", +# time_frame="2h", +# data_type="OHLCV" +# ) +# data_provider = CCXTOHLCVDataProvider( +# storage_directory=f"{self.resource_dir}/market_data_sources_for_testing/", +# window_size=10, +# ) +# self.assertTrue( +# data_provider.has_data( +# data_source, +# start_date=datetime( +# 2023, 8, 8, 7, 59, tzinfo=timezone.utc +# ), +# end_date=datetime( +# 2023, 12, 2, 0, 0, tzinfo=timezone.utc +# ) +# ) +# ) +# +# def test_has_data_backtest_mode(self): +# data_source = DataSource( +# market="binance", +# symbol="BTC/EUR", +# time_frame="2h", +# data_type="OHLCV" +# ) +# data_provider = CCXTOHLCVDataProvider( +# storage_directory=f"{self.resource_dir}/market_data_sources_for_testing/", +# window_size=10, +# ) +# self.assertTrue( +# data_provider.has_data( +# data_source, +# start_date=datetime( +# 2023, 8, 8, 7, 59, tzinfo=timezone.utc +# ), +# end_date=datetime( +# 2023, 12, 2, 0, 0, tzinfo=timezone.utc +# ) +# ) +# ) +# +# def test_get_data_start_date(self): +# """ +# Test that the start date is correctly when calling the +# get_data method with a start date. The end date should then +# be calculated based on the window size. +# """ +# start_date = datetime( +# 2023, 8, 7, 8, 0, tzinfo=timezone.utc +# ) +# data_source = DataSource( +# market="binance", +# symbol="BTC/EUR", +# time_frame="2h", +# data_type="OHLCV", +# window_size=200 +# ) +# ccxt_ohlcv_market_data_source = CCXTOHLCVDataProvider( +# storage_directory=f"{self.resource_dir}/market_data_sources_for_testing/", +# window_size=200, +# market="binance", +# symbol="BTC/EUR", +# time_frame="2h" +# ) +# data = ccxt_ohlcv_market_data_source.get_data( +# start_date=start_date +# ) +# self.assertAlmostEqual(200, len(data), delta=1) +# first_date = data["Datetime"][0] +# last_date = data["Datetime"][-1] +# self.assertEqual( +# start_date.strftime(DATETIME_FORMAT), +# first_date.strftime(DATETIME_FORMAT) +# ) +# end_date = start_date + timedelta(minutes=TimeFrame.TWO_HOUR.amount_of_minutes * (len(data) - 1)) +# self.assertEqual( +# last_date.strftime(DATETIME_FORMAT), +# end_date.strftime(DATETIME_FORMAT), +# ) +# +# def test_get_data_end_date(self): +# """ +# Test that the end date is correctly when calling the +# get_data method with an end date. The start date should then +# be calculated based on the window size. +# """ +# end_date = datetime( +# 2023, 8, 31, 8, 0, tzinfo=timezone.utc +# ) +# data_source = DataSource( +# market="binance", +# symbol="BTC/EUR", +# time_frame="2h", +# data_type="OHLCV", +# window_size=200 +# ) +# csv_ohlcv_market_data_source = CCXTOHLCVDataProvider( +# storage_directory=f"{self.resource_dir}/market_data_sources_for_testing/", +# window_size=200, +# market="binance", +# symbol="BTC/EUR", +# time_frame="2h" +# ) +# data = csv_ohlcv_market_data_source.get_data( +# end_date=end_date +# ) +# self.assertAlmostEqual(200, len(data), delta=1) +# first_date = data["Datetime"][0] +# last_date = data["Datetime"][-1] +# self.assertEqual( +# end_date.strftime(DATETIME_FORMAT), +# last_date.strftime(DATETIME_FORMAT) +# ) +# start_date = end_date - timedelta( +# minutes=TimeFrame.TWO_HOUR.amount_of_minutes * (len(data) - 1)) +# self.assertEqual( +# first_date.strftime(DATETIME_FORMAT), +# start_date.strftime(DATETIME_FORMAT), +# ) +# +# def test_get_identifier(self): +# +# data_provider = CCXTOHLCVDataProvider( +# storage_directory=f"{self.resource_dir}/market_data_sources_for_testing/", +# data_provider_identifier="test", +# window_size=10, +# market="binance", +# symbol="BTC/EUR", +# time_frame="2h", +# ) +# self.assertEqual("test", data_provider.data_provider_identifier) +# +# def test_get_market(self): +# data_provider = CCXTOHLCVDataProvider( +# storage_directory=f"{self.resource_dir}/market_data_sources_for_testing/", +# market="test", +# symbol="BTC/EUR", +# window_size=10, +# time_frame="2h", +# ) +# self.assertEqual("TEST", data_provider.market) +# +# def test_get_symbol(self): +# data_provider = CCXTOHLCVDataProvider( +# storage_directory=f"{self.resource_dir}/market_data_sources_for_testing/", +# symbol="BTC/EUR", +# window_size=10, +# market="bitvavo", +# time_frame="2h", +# ) +# self.assertEqual("BTC/EUR", data_provider.symbol) +# +# def test_prepare_backtest_data(self): +# datasource = DataSource( +# market="binance", +# symbol="BTC/EUR", +# time_frame="2h", +# data_type="OHLCV", +# window_size=200 +# ) +# data_provider = CCXTOHLCVDataProvider( +# storage_directory=f"{self.resource_dir}/market_data_sources_for_testing/", +# data_provider_identifier="test", +# market="binance", +# symbol="BTC/EUR", +# time_frame="2h", +# ) +# backtest_date_range = BacktestDateRange( +# start_date=datetime(2023, 8, 28, 8, 0, tzinfo=timezone.utc), +# end_date=datetime(2023, 12, 2, 0, 0, tzinfo=timezone.utc) +# ) +# +# data_provider.prepare_backtest_data( +# backtest_date_range.start_date, +# backtest_date_range.end_date, +# ) +# +# required_start_date = backtest_date_range.start_date - \ +# timedelta( +# minutes=TimeFrame.from_value(datasource.time_frame) +# .amount_of_minutes * datasource.window_size +# ) +# +# # Check if for an entries in the window cache a 200 window size +# # data entry is present +# for key, value in data_provider.window_cache.items(): +# self.assertAlmostEqual(200, len(value), delta=1) +# +# # Check that the last date in the window cache is equal or before +# # the end date of the backtest date range +# last_date = value["Datetime"][-1] +# self.assertLessEqual( +# last_date, +# backtest_date_range.end_date +# ) +# +# # Check that the first date in the window cache is equal or after +# # the required start date +# first_date = value["Datetime"][0] +# self.assertGreaterEqual( +# first_date, +# required_start_date +# ) +# +# def test_get_backtest_data(self): +# datasource = DataSource( +# market="binance", +# symbol="BTC/EUR", +# time_frame="2h", +# data_type="OHLCV", +# window_size=200 +# ) +# data_provider = CCXTOHLCVDataProvider( +# storage_directory=f"{self.resource_dir}/market_data_sources_for_testing/", +# data_provider_identifier="test", +# market="binance", +# symbol="BTC/EUR", +# time_frame="2h", +# window_size=200 +# ) +# backtest_date_range = BacktestDateRange( +# start_date=datetime(2023, 8, 28, 8, 0, tzinfo=timezone.utc), +# end_date=datetime(2023, 12, 2, 0, 0, tzinfo=timezone.utc) +# ) +# data_provider.prepare_backtest_data( +# backtest_date_range.start_date, +# backtest_date_range.end_date, +# ) +# index_date = backtest_date_range.start_date +# +# while index_date <= backtest_date_range.end_date: +# data = data_provider.get_backtest_data( +# index_date +# ) +# self.assertAlmostEqual( +# 200, len(data), delta=1 +# ) +# last_row = data[-1] +# # Convert both values to strings +# self.assertEqual( +# last_row["Datetime"][0].strftime(DATETIME_FORMAT), +# index_date.strftime(DATETIME_FORMAT) +# ) +# index_date += timedelta( +# minutes=TimeFrame.from_value(datasource.time_frame) +# .amount_of_minutes +# ) diff --git a/tests/infrastructure/data_providers/test_csv_ohlcv_data_provider.py b/tests/infrastructure/data_providers/test_csv_ohlcv_data_provider.py new file mode 100644 index 00000000..5f431d9e --- /dev/null +++ b/tests/infrastructure/data_providers/test_csv_ohlcv_data_provider.py @@ -0,0 +1,379 @@ +import os +from datetime import datetime, timedelta, timezone +from unittest import TestCase + +from investing_algorithm_framework.domain import OperationalException, \ + DATETIME_FORMAT, DataSource, TimeFrame, BacktestDateRange +from investing_algorithm_framework.infrastructure import \ + CSVOHLCVDataProvider + + +class Test(TestCase): + """ + Test cases for the CSVOHLCVMarketDataSource class. + """ + + def setUp(self) -> None: + 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_right_columns(self): + file_name = "OHLCV_BTC-EUR_BINANCE" \ + "_2h_2023-08-07-07-59_2023-12-02-00-00.csv" + data_provider = CSVOHLCVDataProvider( + storage_path=f"{self.resource_dir}/market_data_sources/" + f"{file_name}", + window_size=10, + market="binance", + symbol="BTC/EUR", + time_frame="2h" + ) + data_source = DataSource( + market="binance", + symbol="BTC/EUR", + time_frame="2h", + data_type="OHLCV", + window_size=200 + ) + date = datetime( + 2023, 8, 7, 8, 0, tzinfo=timezone.utc + ) + df = data_provider.get_data(data_source, start_date=date) + self.assertEqual( + ["Datetime", "Open", "High", "Low", "Close", "Volume"], + df.columns + ) + + def test_throw_exception_when_missing_column_names_columns(self): + file_name = "OHLCV_BTC-EUR_BINANCE_2h_NO_COLUMNS_2023-" \ + "08-07-07-59_2023-12-02-00-00.csv" + + with self.assertRaises(OperationalException): + CSVOHLCVDataProvider( + storage_path=f"{self.resource_dir}/" + "market_data_sources_for_testing/" + f"{file_name}", + window_size=10, + market="binance", + symbol="BTC/EUR", + time_frame="2h" + ) + + def test_has_data(self): + data_source = DataSource( + market="binance", + symbol="BTC/EUR", + time_frame="2h", + data_type="OHLCV" + ) + file_name = "OHLCV_BTC-EUR_BINANCE" \ + "_2h_2023-08-07-07-59_2023-12-02-00-00.csv" + data_provider = CSVOHLCVDataProvider( + storage_path=f"{self.resource_dir}/market_data_sources/" + f"{file_name}", + window_size=10, + market="binance", + symbol="BTC/EUR", + time_frame="2h" + ) + self.assertTrue( + data_provider.has_data( + data_source, + start_date=datetime( + 2023, 8, 8, 7, 59, tzinfo=timezone.utc + ), + end_date=datetime( + 2023, 12, 2, 0, 0, tzinfo=timezone.utc + ) + ) + ) + + def test_has_data_backtest_mode(self): + start_date = datetime( + 2023, 8, 7, 8, 0, tzinfo=timezone.utc + ) + end_date = datetime( + 2023, 12, 2, 0, 0, tzinfo=timezone.utc + ) + data_source = DataSource( + market="binance", + symbol="BTC/EUR", + time_frame="2h", + data_type="OHLCV", + start_date=start_date, + end_date=end_date + ) + file_name = "OHLCV_BTC-EUR_BINANCE" \ + "_2h_2023-08-07-07-59_2023-12-02-00-00.csv" + data_provider = CSVOHLCVDataProvider( + storage_path=f"{self.resource_dir}/market_data_sources/" + f"{file_name}", + window_size=10, + market="binance", + symbol="BTC/EUR", + time_frame="2h" + ) + self.assertFalse(data_provider.has_data(data_source)) + + start_date = datetime( + 2023, 9, 7, 7, 59, tzinfo=timezone.utc + ) + self.assertTrue( + data_provider.has_data( + data_source, + start_date=start_date, + end_date=end_date + ) + ) + + + def test_correct_data_source_start_date_and_end_date(self): + pass + + def test_get_data_start_date(self): + """ + Test that the start date is correctly when calling the + get_data method with a start date. The end date should then + be calculated based on the window size. + """ + start_date = datetime( + 2023, 8, 7, 8, 0, tzinfo=timezone.utc + ) + data_source = DataSource( + market="binance", + symbol="BTC/EUR", + time_frame="2h", + data_type="OHLCV", + window_size=200 + ) + file_name = "OHLCV_BTC-EUR_BINANCE" \ + "_2h_2023-08-07-07-59_2023-12-02-00-00.csv" + csv_ohlcv_market_data_source = CSVOHLCVDataProvider( + storage_path=f"{self.resource_dir}/" + "market_data_sources/" + f"{file_name}", + window_size=200, + market="binance", + symbol="BTC/EUR", + time_frame="2h" + ) + data = csv_ohlcv_market_data_source.get_data( + start_date=start_date + ) + self.assertAlmostEqual(200, len(data), delta=1) + first_date = data["Datetime"][0] + last_date = data["Datetime"][-1] + self.assertEqual( + start_date.strftime(DATETIME_FORMAT), + first_date.strftime(DATETIME_FORMAT) + ) + end_date = start_date + timedelta(minutes=TimeFrame.TWO_HOUR.amount_of_minutes * (len(data) - 1)) + self.assertEqual( + last_date.strftime(DATETIME_FORMAT), + end_date.strftime(DATETIME_FORMAT), + ) + + def test_get_data_end_date(self): + """ + Test that the end date is correctly when calling the + get_data method with an end date. The start date should then + be calculated based on the window size. + """ + end_date = datetime( + 2023, 8, 31, 8, 0, tzinfo=timezone.utc + ) + data_source = DataSource( + market="binance", + symbol="BTC/EUR", + time_frame="2h", + data_type="OHLCV", + window_size=200 + ) + file_name = "OHLCV_BTC-EUR_BINANCE" \ + "_2h_2023-08-07-07-59_2023-12-02-00-00.csv" + csv_ohlcv_market_data_source = CSVOHLCVDataProvider( + storage_path=f"{self.resource_dir}/" + "market_data_sources/" + f"{file_name}", + window_size=200, + market="binance", + symbol="BTC/EUR", + time_frame="2h" + ) + data = csv_ohlcv_market_data_source.get_data( + end_date=end_date + ) + self.assertAlmostEqual(200, len(data), delta=1) + first_date = data["Datetime"][0] + last_date = data["Datetime"][-1] + self.assertEqual( + end_date.strftime(DATETIME_FORMAT), + last_date.strftime(DATETIME_FORMAT) + ) + start_date = end_date - timedelta( + minutes=TimeFrame.TWO_HOUR.amount_of_minutes * (len(data) - 1)) + self.assertEqual( + first_date.strftime(DATETIME_FORMAT), + start_date.strftime(DATETIME_FORMAT), + ) + + def test_get_identifier(self): + file_name = "OHLCV_BTC-EUR_BINANCE" \ + "_2h_2023-08-07-07-59_2023-12-02-00-00.csv" + data_provider = CSVOHLCVDataProvider( + storage_path=f"{self.resource_dir}/" + "market_data_sources/" + f"{file_name}", + data_provider_identifier="test", + window_size=10, + market="binance", + symbol="BTC/EUR", + time_frame="2h", + ) + self.assertEqual("test", data_provider.data_provider_identifier) + + def test_get_market(self): + file_name = "OHLCV_BTC-EUR_BINANCE" \ + "_2h_2023-08-07-07-59_2023-12-02-00-00.csv" + data_provider = CSVOHLCVDataProvider( + storage_path=f"{self.resource_dir}/" + "market_data_sources/" + f"{file_name}", + market="test", + symbol="BTC/EUR", + window_size=10, + time_frame="2h", + ) + self.assertEqual("TEST", data_provider.market) + + def test_get_symbol(self): + file_name = "OHLCV_BTC-EUR_BINANCE" \ + "_2h_2023-08-07-07-59_2023-12-02-00-00.csv" + data_provider = CSVOHLCVDataProvider( + storage_path=f"{self.resource_dir}/" + "market_data_sources/" + f"{file_name}", + symbol="BTC/EUR", + window_size=10, + market="bitvavo", + time_frame="2h", + ) + self.assertEqual("BTC/EUR", data_provider.symbol) + + def test_prepare_backtest_data(self): + file_name = "OHLCV_BTC-EUR_BINANCE" \ + "_2h_2023-08-07-07-59_2023-12-02-00-00.csv" + datasource = DataSource( + market="binance", + symbol="BTC/EUR", + time_frame="2h", + data_type="OHLCV", + window_size=200 + ) + data_provider = CSVOHLCVDataProvider( + storage_path=f"{self.resource_dir}/" + "market_data_sources/" + f"{file_name}", + data_provider_identifier="test", + market="binance", + symbol="BTC/EUR", + time_frame="2h", + window_size=200 + ) + backtest_date_range = BacktestDateRange( + start_date=datetime(2023, 8, 28, 8, 0, tzinfo=timezone.utc), + end_date=datetime(2023, 12, 2, 0, 0, tzinfo=timezone.utc) + ) + data_provider.prepare_backtest_data( + backtest_date_range.start_date, + backtest_date_range.end_date, + ) + + required_start_date = backtest_date_range.start_date - \ + timedelta( + minutes=TimeFrame.from_value(datasource.time_frame) + .amount_of_minutes * datasource.window_size + ) + + # Check if for an entries in the window cache a 200 window size + # data entry is present + for key, value in data_provider.window_cache.items(): + self.assertAlmostEqual(200, len(value), delta=1) + + # Check that the last date in the window cache is equal or before + # the end date of the backtest date range + last_date = value["Datetime"][-1] + self.assertLessEqual( + last_date, + backtest_date_range.end_date + ) + + # Check that the first date in the window cache is equal or after + # the required start date + first_date = value["Datetime"][0] + self.assertGreaterEqual( + first_date, + required_start_date + ) + + def test_get_backtest_data(self): + file_name = "OHLCV_BTC-EUR_BINANCE" \ + "_2h_2023-08-07-07-59_2023-12-02-00-00.csv" + datasource = DataSource( + market="binance", + symbol="BTC/EUR", + time_frame="2h", + data_type="OHLCV", + window_size=200 + ) + data_provider = CSVOHLCVDataProvider( + storage_path=f"{self.resource_dir}/" + "market_data_sources/" + f"{file_name}", + data_provider_identifier="test", + market="binance", + symbol="BTC/EUR", + time_frame="2h", + window_size=200 + ) + backtest_date_range = BacktestDateRange( + start_date=datetime(2023, 8, 28, 8, 0, tzinfo=timezone.utc), + end_date=datetime(2023, 12, 2, 0, 0, tzinfo=timezone.utc) + ) + data_provider.prepare_backtest_data( + backtest_date_range.start_date, + backtest_date_range.end_date, + ) + + index_date = backtest_date_range.start_date + + while index_date <= backtest_date_range.end_date: + data = data_provider.get_backtest_data( + backtest_index_date=index_date + ) + self.assertAlmostEqual( + 200, len(data), delta=1 + ) + last_row = data[-1] + # Convert both values to strings + self.assertEqual( + last_row["Datetime"][0].strftime(DATETIME_FORMAT), + index_date.strftime(DATETIME_FORMAT) + ) + index_date += timedelta( + minutes=TimeFrame.from_value(datasource.time_frame) + .amount_of_minutes + ) diff --git a/tests/infrastructure/market_data_sources/test_ccxt_ohlcv_backtest_market_data_source.py b/tests/infrastructure/market_data_sources/test_ccxt_ohlcv_backtest_market_data_source.py deleted file mode 100644 index 7881e539..00000000 --- a/tests/infrastructure/market_data_sources/test_ccxt_ohlcv_backtest_market_data_source.py +++ /dev/null @@ -1,120 +0,0 @@ -import os -from datetime import datetime -from unittest import TestCase - -from investing_algorithm_framework.domain import RESOURCE_DIRECTORY, \ - BACKTEST_DATA_DIRECTORY_NAME, DATETIME_FORMAT -from investing_algorithm_framework.infrastructure import \ - CCXTOHLCVBacktestMarketDataSource - - -class Test(TestCase): - - def setUp(self) -> None: - 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_file_path(self): - """ - Test if the file path is correct by defining a start and end date - function that specify a window size of 200 candles of a 15-min - timeframe (50 hours). - - Then take a backtest start date and end date that are multiple days - apart and make sure that the file name is correct. The file name - should be in the format: - - OHLCV_{symbol}_{market}_{timeframe}_{start_date_data}_ - {end_date_data}.csv - - Where the start date is the backtest start date minus 50 hours - and the end date is the backtest end date. - """ - correct_file_name = \ - "OHLCV_BTC-EUR_BINANCE_15m_2023-12-14-21-45_2023-12-25-00-00.csv" - data_source = CCXTOHLCVBacktestMarketDataSource( - identifier="OHLCV_BTC_EUR_BINANCE_15m", - market="BINANCE", - symbol="BTC/EUR", - time_frame="15m", - window_size=200, - ) - - # The backtest start data should be 2023-12-15 00:00 - data_source.prepare_data( - config={ - RESOURCE_DIRECTORY: self.resource_dir, - BACKTEST_DATA_DIRECTORY_NAME: "market_data_sources_for_testing" - }, - backtest_start_date=datetime(2023, 12, 17, 00, 00), - backtest_end_date=datetime(2023, 12, 25, 00, 00), - ) - self.assertEqual(correct_file_name, data_source.file_name) - - def test_window_size(self): - correct_file_name = \ - "OHLCV_BTC-EUR_BINANCE_15m_2023-12-14-21-45_2023-12-25-00-00.csv" - data_source = CCXTOHLCVBacktestMarketDataSource( - identifier="OHLCV_BTC_EUR_BINANCE_15m", - market="BINANCE", - symbol="BTC/EUR", - time_frame="15m", - window_size=200, - ) - data_source.prepare_data( - config={ - RESOURCE_DIRECTORY: self.resource_dir, - BACKTEST_DATA_DIRECTORY_NAME: "market_data_sources_for_testing" - }, - backtest_start_date=datetime(2023, 12, 17, 00, 00), - backtest_end_date=datetime(2023, 12, 25, 00, 00), - ) - - self.assertEqual(correct_file_name, data_source.file_name) - - def test_right_columns(self): - correct_file_name = \ - "OHLCV_BTC-EUR_BINANCE_15m_2023-12-14-21-45_2023-12-25-00-00.csv" - csv_file_path = f"{self.resource_dir}/market_data_sources_for_testing"\ - f"/{correct_file_name}" - data_source = CCXTOHLCVBacktestMarketDataSource( - identifier="OHLCV_BTC_EUR_BINANCE_15m", - market="BINANCE", - symbol="BTC/EUR", - time_frame="15m", - window_size=200 - ) - data_source.config = {"DATETIME_FORMAT": DATETIME_FORMAT} - data_source.prepare_data( - config={ - RESOURCE_DIRECTORY: self.resource_dir, - BACKTEST_DATA_DIRECTORY_NAME: "market_data_sources_for_testing" - }, - backtest_start_date=datetime(2023, 12, 17, 00, 00), - backtest_end_date=datetime(2023, 12, 25, 00, 00), - ) - self.assertEqual(200, data_source.window_size) - self.assertEqual(csv_file_path, data_source._create_file_path()) - df = data_source\ - .get_data( - date=datetime( - year=2023, month=12, day=17, hour=0, minute=0 - ), - config={} - ) - self.assertEqual( - ["Datetime", "Open", "High", "Low", "Close", "Volume"], df.columns - ) diff --git a/tests/infrastructure/market_data_sources/test_ccxt_ohlcv_market_data_source.py b/tests/infrastructure/market_data_sources/test_ccxt_ohlcv_market_data_source.py deleted file mode 100644 index 38fe8e01..00000000 --- a/tests/infrastructure/market_data_sources/test_ccxt_ohlcv_market_data_source.py +++ /dev/null @@ -1,129 +0,0 @@ -import os -from datetime import datetime -from unittest import TestCase, mock - -from investing_algorithm_framework.infrastructure import \ - CCXTOHLCVMarketDataSource -from investing_algorithm_framework.domain import OperationalException - - -class Test(TestCase): - - def setUp(self) -> None: - 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_window_size(self): - ccxt_ohlcv_market_data_source = CCXTOHLCVMarketDataSource( - identifier="BTC/EUR", - window_size=200, - time_frame="15m", - market="BITVAVO", - symbol="BTC/EUR", - ) - self.assertEqual(200, ccxt_ohlcv_market_data_source.window_size) - - def test_get_market(self): - ccxt_ohlcv_market_data_source = CCXTOHLCVMarketDataSource( - identifier="BTC/EUR", - window_size=200, - time_frame="15m", - market="BITVAVO", - symbol="BTC/EUR", - ) - self.assertEqual("BITVAVO", ccxt_ohlcv_market_data_source.market) - - def test_get_symbol(self): - ccxt_ohlcv_market_data_source = CCXTOHLCVMarketDataSource( - identifier="BTC/EUR", - window_size=200, - time_frame="15m", - market="BITVAVO", - symbol="BTC/EUR", - ) - self.assertEqual("BTC/EUR", ccxt_ohlcv_market_data_source.symbol) - - def test_get_timeframe(self): - ccxt_ohlcv_market_data_source = CCXTOHLCVMarketDataSource( - identifier="BTC/EUR", - window_size=200, - time_frame="15m", - market="BITVAVO", - symbol="BTC/EUR", - ) - self.assertEqual("15m", ccxt_ohlcv_market_data_source.get_time_frame()) - - @mock.patch('investing_algorithm_framework.infrastructure.services.market_service.ccxt_market_service.CCXTMarketService.get_ohlcv') - def test_get_data_with_only_window_size(self, mock): - data_source = CCXTOHLCVMarketDataSource( - identifier="BTC/EUR", - window_size=200, - time_frame="15m", - market="BITVAVO", - symbol="BTC/EUR", - ) - mock.return_value = {'key': 'value'} - data = data_source.get_data() - self.assertIsNotNone(data) - self.assertEqual(data_source.window_size, 200) - - def test_get_data_with_no_params_and_window_size(self): - """ - This should raise an exception because the window size needs to be - defined if no start date or end date is provided. - """ - data_source = CCXTOHLCVMarketDataSource( - identifier="BTC/EUR", - time_frame="15m", - market="BITVAVO", - symbol="BTC/EUR", - ) - - with self.assertRaises(OperationalException) as context: - data_source.get_data() - - @mock.patch('investing_algorithm_framework.infrastructure.services.market_service.ccxt_market_service.CCXTMarketService.get_ohlcv') - def test_get_data_with_only_start_date(self, mock): - data_source = CCXTOHLCVMarketDataSource( - identifier="BTC/EUR", - time_frame="15m", - market="BITVAVO", - symbol="BTC/EUR", - window_size=200 - ) - mock.return_value = {'key': 'value'} - data = data_source.get_data( - start_date=datetime(2021, 1, 1) - ) - self.assertIsNotNone(data) - - @mock.patch('investing_algorithm_framework.infrastructure.services.market_service.ccxt_market_service.CCXTMarketService.get_ohlcv') - def test_get_data_with_only_date_and_end_date(self, mock): - data_source = CCXTOHLCVMarketDataSource( - identifier="BTC/EUR", - time_frame="15m", - market="BITVAVO", - symbol="BTC/EUR", - window_size=200 - ) - mock.return_value = {'key': 'value'} - start_date = datetime(2021, 1, 1) - end_date = datetime(2021, 1, 2) - data = data_source.get_data( - start_date=start_date, - end_date=end_date - ) - self.assertIsNotNone(data) diff --git a/tests/infrastructure/market_data_sources/test_csv_ohlcv_market_data_source.py b/tests/infrastructure/market_data_sources/test_csv_ohlcv_market_data_source.py deleted file mode 100644 index ee8dd514..00000000 --- a/tests/infrastructure/market_data_sources/test_csv_ohlcv_market_data_source.py +++ /dev/null @@ -1,213 +0,0 @@ -import os -from datetime import datetime, timedelta, timezone -from unittest import TestCase - -from dateutil import parser -from dateutil.tz import tzutc -from polars import DataFrame - -from investing_algorithm_framework.domain import OperationalException, \ - DATETIME_FORMAT -from investing_algorithm_framework.infrastructure import \ - CSVOHLCVMarketDataSource - - -class Test(TestCase): - """ - Test cases for the CSVOHLCVMarketDataSource class. - """ - - def setUp(self) -> None: - 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_right_columns(self): - file_name = "OHLCV_BTC-EUR_BINANCE" \ - "_2h_2023-08-07-07-59_2023-12-02-00-00.csv" - data_source = CSVOHLCVMarketDataSource( - csv_file_path=f"{self.resource_dir}/market_data_sources/" - f"{file_name}", - window_size=10, - market="binance", - symbol="BTC/EUR", - time_frame="2h" - ) - date = datetime(2023, 8, 7, 8, 0, tzinfo=timezone.utc) - df = data_source.get_data(start_date=date) - self.assertEqual( - ["Datetime", "Open", "High", "Low", "Close", "Volume"], df.columns - ) - - def test_throw_exception_when_missing_column_names_columns(self): - file_name = "OHLCV_BTC-EUR_BINANCE_2h_NO_COLUMNS_2023-" \ - "08-07-07-59_2023-12-02-00-00.csv" - - with self.assertRaises(OperationalException): - CSVOHLCVMarketDataSource( - csv_file_path=f"{self.resource_dir}/" - "market_data_sources_for_testing/" - f"{file_name}", - window_size=10, - market="binance", - symbol="BTC/EUR", - time_frame="2h" - ) - - def test_start_date(self): - start_date = datetime(2023, 8, 7, 8, 0, tzinfo=timezone.utc) - file_name = "OHLCV_BTC-EUR_BINANCE" \ - "_2h_2023-08-07-07-59_2023-12-02-00-00.csv" - csv_ohlcv_market_data_source = CSVOHLCVMarketDataSource( - csv_file_path=f"{self.resource_dir}/" - "market_data_sources/" - f"{file_name}", - window_size=10, - market="binance", - symbol="BTC/EUR", - time_frame="2h" - ) - self.assertEqual( - start_date, - csv_ohlcv_market_data_source._start_date_data_source - .replace(microsecond=0), - ) - - def test_start_date_with_window_size(self): - start_date = datetime( - year=2023, month=8, day=7, hour=10, minute=0, tzinfo=timezone.utc - ) - file_name = "OHLCV_BTC-EUR_BINANCE" \ - "_2h_2023-08-07-07-59_2023-12-02-00-00.csv" - csv_ohlcv_market_data_source = CSVOHLCVMarketDataSource( - csv_file_path=f"{self.resource_dir}/" - "market_data_sources/" - f"{file_name}", - window_size=12, - market="binance", - symbol="BTC/EUR", - time_frame="2h" - ) - data = csv_ohlcv_market_data_source.get_data( - start_date=start_date - ) - self.assertEqual(12, len(data)) - first_date = data["Datetime"][0] - self.assertEqual( - start_date.strftime(DATETIME_FORMAT), - first_date.strftime(DATETIME_FORMAT) - ) - - def test_end_date(self): - end_date = datetime(2023, 12, 2, 0, 0, tzinfo=tzutc()) - file_name = "OHLCV_BTC-EUR_BINANCE" \ - "_2h_2023-08-07-07-59_2023-12-02-00-00.csv" - csv_ohlcv_market_data_source = CSVOHLCVMarketDataSource( - csv_file_path=f"{self.resource_dir}/" - "market_data_sources/" - f"{file_name}", - window_size=10, - market="binance", - symbol="BTC/EUR", - time_frame="2h" - ) - self.assertEqual( - end_date, - csv_ohlcv_market_data_source - ._end_date_data_source.replace(microsecond=0), - ) - - def test_empty(self): - file_name = "OHLCV_BTC-EUR_BINANCE" \ - "_2h_2023-08-07-07-59_2023-12-02-00-00.csv" - data_source = CSVOHLCVMarketDataSource( - csv_file_path=f"{self.resource_dir}/" - "market_data_sources/" - f"{file_name}", - window_size=10, - market="binance", - symbol="BTC/EUR", - time_frame="2h" - ) - start_date = datetime(2023, 12, 2, 0, 0, tzinfo=timezone.utc) - self.assertFalse(data_source.empty(start_date)) - - def test_get_data(self): - file_name = \ - "OHLCV_BTC-EUR_BITVAVO_2h_2023-07-21-14-00_2024-06-07-10-00.csv" - datasource = CSVOHLCVMarketDataSource( - csv_file_path=f"{self.resource_dir}/" - "market_data_sources_for_testing/" - f"{file_name}", - window_size=200, - market="BITVAVO", - symbol="BTC/EUR", - time_frame="2h", - ) - number_of_runs = 0 - backtest_index_date = datasource._start_date_data_source - - while not datasource.empty(end_date=backtest_index_date): - data = datasource.get_data(end_date=backtest_index_date) - backtest_index_date = \ - backtest_index_date + timedelta(hours=2 * 200) - self.assertTrue(len(data) > 0) - self.assertTrue(isinstance(data, DataFrame)) - number_of_runs += 1 - - self.assertTrue(number_of_runs > 0) - - def test_get_identifier(self): - file_name = "OHLCV_BTC-EUR_BINANCE" \ - "_2h_2023-08-07-07-59_2023-12-02-00-00.csv" - datasource = CSVOHLCVMarketDataSource( - csv_file_path=f"{self.resource_dir}/" - "market_data_sources/" - f"{file_name}", - identifier="test", - window_size=10, - market="binance", - symbol="BTC/EUR", - time_frame="2h", - ) - self.assertEqual("test", datasource.get_identifier()) - - def test_get_market(self): - file_name = "OHLCV_BTC-EUR_BINANCE" \ - "_2h_2023-08-07-07-59_2023-12-02-00-00.csv" - datasource = CSVOHLCVMarketDataSource( - csv_file_path=f"{self.resource_dir}/" - "market_data_sources/" - f"{file_name}", - market="test", - symbol="BTC/EUR", - window_size=10, - time_frame="2h", - ) - self.assertEqual("test", datasource.get_market()) - - def test_get_symbol(self): - file_name = "OHLCV_BTC-EUR_BINANCE" \ - "_2h_2023-08-07-07-59_2023-12-02-00-00.csv" - datasource = CSVOHLCVMarketDataSource( - csv_file_path=f"{self.resource_dir}/" - "market_data_sources/" - f"{file_name}", - symbol="BTC/EUR", - window_size=10, - market="bitvavo", - time_frame="2h", - ) - self.assertEqual("BTC/EUR", datasource.get_symbol()) diff --git a/tests/infrastructure/models/market_data_sources/test_ccxt_ohlcv_backtest_data_source.py b/tests/infrastructure/models/market_data_sources/test_ccxt_ohlcv_backtest_data_source.py deleted file mode 100644 index e0540c94..00000000 --- a/tests/infrastructure/models/market_data_sources/test_ccxt_ohlcv_backtest_data_source.py +++ /dev/null @@ -1,69 +0,0 @@ -import os -from unittest import TestCase -from datetime import datetime, timedelta -from investing_algorithm_framework.infrastructure.models\ - .market_data_sources.ccxt import CCXTOHLCVBacktestMarketDataSource -from investing_algorithm_framework.domain import RESOURCE_DIRECTORY, \ - BACKTEST_DATA_DIRECTORY_NAME - - -class TestCCXTOHLCVBacktestDataSource(TestCase): - - def setUp(self): - 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.backtest_data_dir = "market_data_sources_for_testing" - - def test_prepare_data(self): - pass - - def test_get_data(self): - data_source = CCXTOHLCVBacktestMarketDataSource( - identifier="bitvavo", - market="BITVAVO", - symbol="BTC/EUR", - time_frame="2h", - window_size=200, - ) - config = { - RESOURCE_DIRECTORY: self.resource_dir, - BACKTEST_DATA_DIRECTORY_NAME: self.backtest_data_dir - } - data_source.prepare_data( - config=config, - backtest_start_date=datetime(2021, 1, 1), backtest_end_date=datetime(2025, 1, 1) - ) - number_of_data_retrievals = 0 - backtest_start_date = datetime(2021, 1, 1) - backtest_end_date = datetime(2022, 1, 1) - interval = timedelta(hours=2) # Define the 2-hour interval - current_date = backtest_start_date - delta = backtest_end_date - backtest_start_date - runs = (delta.total_seconds() / 7200) + 1 - - while current_date <= backtest_end_date: - data = data_source.get_data(date=current_date) - - if data is not None: - number_of_data_retrievals += 1 - self.assertTrue(abs(200 - len(data)) <= 4) - - current_date += interval # Increment by 2 hours - - self.assertEqual(runs, number_of_data_retrievals) diff --git a/tests/infrastructure/models/test_position.py b/tests/infrastructure/models/test_position.py index 410fe324..29306dd7 100644 --- a/tests/infrastructure/models/test_position.py +++ b/tests/infrastructure/models/test_position.py @@ -2,7 +2,7 @@ from investing_algorithm_framework import create_app, RESOURCE_DIRECTORY, \ PortfolioConfiguration, MarketCredential, Algorithm -from tests.resources import TestBase, MarketServiceStub +from tests.resources import TestBase class Test(TestBase): diff --git a/tests/infrastructure/order_validators/test_default_order_validator.py b/tests/infrastructure/order_validators/test_default_order_validator.py deleted file mode 100644 index cc15da5e..00000000 --- a/tests/infrastructure/order_validators/test_default_order_validator.py +++ /dev/null @@ -1,96 +0,0 @@ -# from investing_algorithm_framework.core.exceptions import -# OperationalException -# from investing_algorithm_framework.core.models import OrderSide, OrderStatus -# from investing_algorithm_framework.core.models import OrderType -# from tests.resources import TestBase, TestOrderAndPositionsObjectsMixin -# -# -# class Test(TestBase, TestOrderAndPositionsObjectsMixin): -# -# def setUp(self): -# super(Test, self).setUp() -# self.start_algorithm() -# -# def test_validate_limit_buy_order(self): -# portfolio_manager = self.algo_app.algorithm.get_portfolio_manager() -# -# order_a = portfolio_manager.create_order( -# order_type=OrderType.LIMIT.value, -# order_side=OrderSide.BUY.value, -# amount=1, -# target_symbol=self.TARGET_SYMBOL_A, -# price=self.BASE_SYMBOL_A_PRICE, -# algorithm_context=None -# ) -# order_a.set_reference_id(10) -# portfolio_manager.add_order(order_a, algorithm_context=False) -# -# def test_validate_limit_sell_order(self): -# portfolio_manager = self.algo_app.algorithm.get_portfolio_manager() -# -# order_a = portfolio_manager.create_order( -# order_type=OrderType.LIMIT.value, -# order_side=OrderSide.BUY.value, -# amount=1, -# target_symbol=self.TARGET_SYMBOL_A, -# price=self.BASE_SYMBOL_A_PRICE, -# algorithm_context=None -# ) -# order_a.set_initial_price(self.get_price(self.TARGET_SYMBOL_A).price) -# order_a.set_reference_id(10) -# order_a.set_status(OrderStatus.CLOSED) -# portfolio_manager.add_order(order_a, algorithm_context=None) -# order_a.set_status(OrderStatus.PENDING) -# order_a_sell = portfolio_manager.create_order( -# order_type=OrderType.LIMIT.value, -# order_side=OrderSide.SELL.value, -# amount=1, -# target_symbol=self.TARGET_SYMBOL_A, -# price=self.BASE_SYMBOL_A_PRICE, -# algorithm_context=None -# ) -# order_a_sell.set_reference_id(11) -# order_a_sell.set_status(OrderStatus.CLOSED) -# order_a_sell.set_initial_price( -# self.get_price(self.TARGET_SYMBOL_A).price -# ) -# portfolio_manager.add_order(order_a_sell, algorithm_context=None) -# -# def test_validate_limit_sell_order_larger_then_position(self): -# portfolio_manager = self.algo_app.algorithm.get_portfolio_manager() -# -# order_a = portfolio_manager.create_order( -# order_type=OrderType.LIMIT.value, -# order_side=OrderSide.BUY.value, -# amount=1, -# target_symbol=self.TARGET_SYMBOL_A, -# price=self.BASE_SYMBOL_A_PRICE, -# algorithm_context=None -# ) -# order_a.set_reference_id(10) -# order_a.set_status(OrderStatus.CLOSED) -# order_a.set_initial_price(self.get_price(self.TARGET_SYMBOL_A).price) -# portfolio_manager.add_order(order_a, algorithm_context=None) -# -# with self.assertRaises(OperationalException) as exc: -# portfolio_manager.create_order( -# order_type=OrderType.LIMIT.value, -# order_side=OrderSide.SELL.value, -# amount=2, -# target_symbol=self.TARGET_SYMBOL_A, -# price=self.BASE_SYMBOL_A_PRICE, -# algorithm_context=None -# ) -# -# def test_validate_limit_order_with_unallocated_error(self): -# portfolio_manager = self.algo_app.algorithm.get_portfolio_manager() -# -# with self.assertRaises(OperationalException): -# portfolio_manager.create_order( -# order_type=OrderType.LIMIT.value, -# order_side=OrderSide.BUY.value, -# amount=10000, -# target_symbol=self.TARGET_SYMBOL_A, -# price=self.BASE_SYMBOL_A_PRICE, -# algorithm_context=None -# ) diff --git a/tests/infrastructure/repositories/positions/test_position_repository.py b/tests/infrastructure/repositories/positions/test_position_repository.py deleted file mode 100644 index edd5f7ac..00000000 --- a/tests/infrastructure/repositories/positions/test_position_repository.py +++ /dev/null @@ -1,89 +0,0 @@ -# from unittest import TestCase -# -# from investing_algorithm_framework.infrastructure import \ -# PandasPositionRepository, PandasUnitOfWork -# from tests.resources import random_string -# -# -# class TestSQLPositionRepository(TestCase): -# -# def setUp(self): -# self.repository = PandasPositionRepository(PandasUnitOfWork()) -# -# def create_position(self, **kwargs): -# default_data = { -# "symbol": random_string(10), -# "amount": 100, -# "portfolio_id": None, # Assuming portfolio_id is optional -# } -# default_data.update(kwargs) -# return self.repository.create(default_data) -# -# def test_filter_by_id(self): -# position_one = self.create_position(id=1) -# print(position_one) -# self.create_position(id=2) -# self.create_position(id=3) -# result = self.repository.get_all({"id": position_one.id}) -# self.assertEqual(len(result), 1) -# -# def test_filter_by_amount(self): -# self.create_portfolio(identifier="test_portfolio_id", market="bitvavo") -# self.create_portfolio(identifier="test_portfolio_id_two", market="binance") -# self.create_portfolio(identifier="test_portfolio_id_three", market="bitvavo") -# result = self.repository.get_all({"market": "binance"}) -# self.assertEqual(len(result), 1) -# result = self.repository.get_all({"market": "bitvavo"}) -# self.assertEqual(len(result), 2) -# -# def test_filter_by_symbol(self): -# self.create_portfolio(identifier="test_portfolio_id") -# self.create_portfolio(identifier="test_portfolio_id_two") -# self.create_portfolio(identifier="test_portfolio_id_three") -# result = self.repository.get_all({"identifier": "test_portfolio_id"}) -# self.assertEqual(len(result), 1) -# -# def test_filter_by_portfolio(self): -# # Assuming position data exists and is properly joined in the pandas layer -# positions = self.app.container.position_service().get_all() -# if positions: -# position = positions[0] -# result = self.repository.get_all({"position": position.id}) -# self.assertGreaterEqual(len(result), 1) -# for p in result: -# self.assertIn("id", dir(p)) # Basic check that portfolio data is returned -# else: -# self.skipTest("No positions available to test filter_by_position") -# -# def test_filter_by_amount_gt_query_param(self): -# # Assuming position data exists and is properly joined in the pandas layer -# positions = self.app.container.position_service().get_all() -# if positions: -# position = positions[0] -# result = self.repository.get_all({"position": position.id}) -# self.assertGreaterEqual(len(result), 1) -# for p in result: -# self.assertIn("id", dir(p)) # Basic check that portfolio data is returned -# else: -# self.skipTest("No positions available to test filter_by_position") -# -# def test_filter_by_amount_gte_query_param(self): -# # Assuming position data exists and is properly joined in the pandas layer -# positions = self.app.container.position_service().get_all() -# if positions: -# position = positions[0] -# result = self.repository.get_all({"position": position.id}) -# self.assertGreaterEqual(len(result), 1) -# for p in result: -# self.assertIn("id", dir(p)) # Basic check that portfolio data is returned -# else: -# self.skipTest("No positions available to test filter_by_position") -# -# def test_filter_by_amount_lt_query_param(self): -# pass -# -# def test_filter_by_amount_lte_query_param(self): -# pass -# -# def test_filter_by_order_id_query_param(self): -# pass diff --git a/tests/infrastructure/services/test_ccxt_market_service.py b/tests/infrastructure/services/test_ccxt_market_service.py deleted file mode 100644 index 7ff9d349..00000000 --- a/tests/infrastructure/services/test_ccxt_market_service.py +++ /dev/null @@ -1,21 +0,0 @@ -# from investing_algorithm_framework.configuration.constants import \ -# API_KEY, SECRET_KEY, CCXT_ENABLED, MARKET -# from tests.resources import TestBase, random_string -# -# -# class Test(TestBase): -# -# def setUp(self): -# super(Test, self).setUp() -# self.algo_app.initialize(config={ -# API_KEY: random_string(10), -# SECRET_KEY: random_string(10), -# CCXT_ENABLED: True, -# MARKET: "binance" -# }) -# self.start_algorithm() -# -# def test(self) -> None: -# market_service = self.algo_app.algorithm -# .get_market_service("binance") -# self.assertIsNotNone(market_service.exchange_class) diff --git a/tests/resources/__init__.py b/tests/resources/__init__.py index 6e00a82b..0606e947 100644 --- a/tests/resources/__init__.py +++ b/tests/resources/__init__.py @@ -1,5 +1,3 @@ -from .stubs import MarketServiceStub, RandomPriceMarketDataSourceServiceStub,\ - MarketDataSourceServiceStub from .test_base import TestBase, FlaskTestBase, OrderExecutorTest, \ PortfolioProviderTest from .utils import random_string @@ -7,10 +5,7 @@ __all__ = [ 'random_string', "TestBase", - "MarketServiceStub", "FlaskTestBase", - "RandomPriceMarketDataSourceServiceStub", - "MarketDataSourceServiceStub", "OrderExecutorTest", "PortfolioProviderTest", ] diff --git a/tests/resources/backtest_data/DOT_EUR_bitvavo_2h_2023081116_2023120200.csv b/tests/resources/backtest_data/DOT_EUR_bitvavo_2h_2023081116_2023120200.csv new file mode 100644 index 00000000..8a2d0c67 --- /dev/null +++ b/tests/resources/backtest_data/DOT_EUR_bitvavo_2h_2023081116_2023120200.csv @@ -0,0 +1,1348 @@ +Datetime,Open,High,Low,Close,Volume +2023-08-11T16:00:00.000+0000,4.5369,4.5445,4.5298,4.5405,7940.48705032 +2023-08-11T18:00:00.000+0000,4.543,4.5562,4.543,4.5544,2508.51234771 +2023-08-11T20:00:00.000+0000,4.5581,4.568,4.5526,4.5666,971.28933212 +2023-08-11T22:00:00.000+0000,4.559,4.569,4.559,4.5638,488.97682527 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b/tests/resources/backtest_report/backtest_data/OHLCV_BTC-EUR_BINANCE_2h_2023-08-07-07-59_2023-12-02-00-00.csv new file mode 100644 index 00000000..872e22bd --- /dev/null +++ b/tests/resources/backtest_report/backtest_data/OHLCV_BTC-EUR_BINANCE_2h_2023-08-07-07-59_2023-12-02-00-00.csv @@ -0,0 +1,1402 @@ +Datetime,Open,High,Low,Close,Volume +2023-08-07 08:00:00+00:00,26845.11,26910.08,26800.13,26884.72,54.07841 +2023-08-07 10:00:00+00:00,26884.72,26970.26,26723.08,26781.49,73.72037 +2023-08-07 12:00:00+00:00,26784.38,26897.17,26777.82,26855.73,78.37641 +2023-08-07 14:00:00+00:00,26854.05,27000.0,26580.73,26640.26,254.34098 +2023-08-07 16:00:00+00:00,26631.81,26838.42,26495.02,26808.87,108.8415 +2023-08-07 18:00:00+00:00,26808.84,27076.1,26802.76,27072.4,86.36952 +2023-08-07 20:00:00+00:00,27076.96,27132.47,26969.06,26976.8,49.4346 +2023-08-07 22:00:00+00:00,26979.71,27058.98,26955.02,27042.42,22.36987 +2023-08-08 00:00:00+00:00,27046.09,27100.0,26980.64,26981.31,17.7507 +2023-08-08 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"number_of_runs": 1000, + "symbols": [], + "number_of_days": 116, + "number_of_orders": 0, + "number_of_positions": 0, + "percentage_positive_trades": 0.0, + "percentage_negative_trades": 0.0, + "number_of_trades_closed": 0, + "number_of_trades_open": 0, + "total_cost": 0.0, + "growth_percentage": 20.0, + "growth": 200, + "initial_unallocated": 1000, + "trading_symbol": "EUR", + "total_value": 1200, + "average_trade_duration": 0.0, + "average_trade_size": 0.0, + "trades": [], + "orders": [], + "portfolio_snapshots": [ + { + "net_size": null, + "created_at": "2023-08-07 07:00:00", + "total_value": 1000 + }, + { + "net_size": null, + "created_at": "2023-12-02 00:00:00", + "total_value": 1200 + } + ], + "created_at": "2025-08-06 11:56:32" +} \ No newline at end of file diff --git a/tests/resources/backtest_report/risk_free_rate.json b/tests/resources/backtest_report/risk_free_rate.json new file mode 100644 index 00000000..be43a881 --- /dev/null +++ b/tests/resources/backtest_report/risk_free_rate.json @@ -0,0 +1,3 @@ +{ + "risk_free_rate": 0.0 +} \ No newline at end of file diff --git a/tests/resources/backtest_reports_for_testing/test_algorithm_backtest/metrics.json b/tests/resources/backtest_reports_for_testing/test_algorithm_backtest/metrics.json new file mode 100644 index 00000000..fdfe7e4c --- /dev/null +++ b/tests/resources/backtest_reports_for_testing/test_algorithm_backtest/metrics.json @@ -0,0 +1,85 @@ +{ + "backtest_start_date": "2023-12-01T23:00:00+00:00", + "backtest_end_date": "2023-12-02T23:00:00+00:00", + "equity_curve": [ + [ + 1000.0, + "2023-12-01T23:00:00+00:00" + ], + [ + 1000.0, + "2023-12-02T23:00:00+00:00" + ] + ], + "total_return": 0.0, + "total_return_percentage": 0.0, + "final_value": 1000.0, + "cagr": 0.0, + "sharpe_ratio": NaN, + "rolling_sharpe_ratio": [ + [ + NaN, + "2023-12-02T00:00:00+00:00" + ] + ], + "sortino_ratio": NaN, + "calmar_ratio": 0.0, + "profit_factor": 0.0, + "gross_profit": 0.0, + "gross_loss": 0.0, + "annual_volatility": NaN, + "monthly_returns": [], + "yearly_returns": [], + "drawdown_series": [ + [ + 0.0, + "2023-12-01T23:00:00+00:00" + ], + [ + 0.0, + "2023-12-02T23:00:00+00:00" + ] + ], + "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_factor": 0.0, + "trades_average_gain": [ + 0.0, + 0.0 + ], + "trades_average_loss": [ + 0.0, + 0.0 + ], + "best_trade": null, + "worst_trade": null, + "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, + null + ], + "best_year": [ + null, + null + ], + "worst_month": [ + 0.0, + null + ], + "worst_year": [ + null, + null + ] +} \ 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 new file mode 100644 index 00000000..45a93ade --- /dev/null +++ b/tests/resources/backtest_reports_for_testing/test_algorithm_backtest/results.json @@ -0,0 +1,38 @@ +{ + "name": "TestStrategy", + "backtest_date_range_identifier": null, + "backtest_start_date": "2023-12-01 23:00:00", + "backtest_end_date": "2023-12-02 23:00:00", + "number_of_runs": 1441, + "symbols": [], + "number_of_days": 1, + "number_of_orders": 0, + "number_of_positions": 1, + "percentage_positive_trades": 0.0, + "percentage_negative_trades": 0.0, + "number_of_trades_closed": 0, + "number_of_trades_open": 0, + "total_cost": 0.0, + "growth_percentage": 0.0, + "growth": 0.0, + "initial_unallocated": 1000.0, + "trading_symbol": "EUR", + "total_value": 1000.0, + "average_trade_duration": 0.0, + "average_trade_size": 0.0, + "trades": [], + "orders": [], + "portfolio_snapshots": [ + { + "net_size": 1000.0, + "created_at": "2023-12-01 23:00:00", + "total_value": 1000.0 + }, + { + "net_size": 1000.0, + "created_at": "2023-12-02 23:00:00", + "total_value": 1000.0 + } + ], + "created_at": "2025-08-06 11:56:23" +} \ No newline at end of file diff --git a/tests/resources/backtest_reports_for_testing/test_algorithm_backtest/strategies/__init__.py b/tests/resources/backtest_reports_for_testing/test_algorithm_backtest/strategies/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/tests/resources/backtest_reports_for_testing/test_algorithm_backtest/strategies/test_backtest_report.py b/tests/resources/backtest_reports_for_testing/test_algorithm_backtest/strategies/test_backtest_report.py new file mode 100644 index 00000000..fad1fa25 --- /dev/null +++ b/tests/resources/backtest_reports_for_testing/test_algorithm_backtest/strategies/test_backtest_report.py @@ -0,0 +1,168 @@ +import os +from datetime import datetime, timedelta +from unittest import TestCase + +from investing_algorithm_framework import create_app, RESOURCE_DIRECTORY, \ + TradingStrategy, PortfolioConfiguration, TimeUnit, Algorithm, \ + BacktestDateRange, BacktestReport +from investing_algorithm_framework.services import BacktestService + + +class TestStrategy(TradingStrategy): + strategy_id = "test_strategy" + time_unit = TimeUnit.MINUTE + interval = 1 + + def run_strategy(self, context, data): + pass + + +class Test(TestCase): + """ + Collection of tests for backtest report operations + """ + def setUp(self) -> None: + 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 tearDown(self) -> None: + database_dir = os.path.join( + self.resource_dir, "databases" + ) + + if os.path.exists(database_dir): + for root, dirs, files in os.walk(database_dir, topdown=False): + for name in files: + os.remove(os.path.join(root, name)) + for name in dirs: + os.rmdir(os.path.join(root, name)) + + def test_report_json_creation(self): + """ + Test if the backtest report is created as a CSV file + """ + app = create_app(config={RESOURCE_DIRECTORY: self.resource_dir}) + algorithm = Algorithm() + algorithm.add_strategy(TestStrategy()) + app.add_algorithm(algorithm) + app.add_portfolio_configuration( + PortfolioConfiguration( + market="bitvavo", + trading_symbol="EUR", + initial_balance=1000 + ) + ) + start_date = datetime(2023, 12, 2, tzinfo=None) + end_date = start_date + timedelta(days=1) + backtest_date_range = BacktestDateRange( + start_date=start_date, + end_date=end_date + ) + backtest = app.run_backtest( + algorithm=algorithm, + backtest_date_range=backtest_date_range, + risk_free_rate=0.027 + ) + path = os.path.join( + self.resource_dir, "backtest_reports_for_testing/test_algorithm_backtest" + ) + backtest.save(directory_path=path) + + # 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/resources/backtest_reports_for_testing/test_algorithm_backtest/strategies/test_run_backtest.py b/tests/resources/backtest_reports_for_testing/test_algorithm_backtest/strategies/test_run_backtest.py new file mode 100644 index 00000000..5719281b --- /dev/null +++ b/tests/resources/backtest_reports_for_testing/test_algorithm_backtest/strategies/test_run_backtest.py @@ -0,0 +1,154 @@ +import os +import shutil +from datetime import datetime, timedelta, timezone +from unittest import TestCase + +from investing_algorithm_framework import create_app, RESOURCE_DIRECTORY, \ + TradingStrategy, PortfolioConfiguration, TimeUnit, Algorithm, \ + BacktestDateRange + + +class TestStrategy(TradingStrategy): + strategy_id = "test_strategy" + time_unit = TimeUnit.MINUTE + interval = 1 + + def run_strategy(self, context, data): + pass + + +class Test(TestCase): + """ + Collection of tests for backtest report operations + """ + def setUp(self) -> None: + self.resource_directory = 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 tearDown(self) -> None: + super().tearDown() + databases_directory = os.path.join(self.resource_directory, + "databases") + backtest_databases_directory = os.path.join( + self.resource_directory, "backtest_databases") + + if os.path.exists(databases_directory): + shutil.rmtree(databases_directory) + + if os.path.exists(backtest_databases_directory): + shutil.rmtree(backtest_databases_directory) + + def test_report_creation(self): + app = create_app( + config={"test": "test", RESOURCE_DIRECTORY: self.resource_directory} + ) + algorithm = Algorithm() + algorithm.add_strategy(TestStrategy()) + app.add_algorithm(algorithm) + app.add_portfolio_configuration( + PortfolioConfiguration( + market="bitvavo", + trading_symbol="EUR", + initial_balance=1000 + ) + ) + end_date = datetime(2023, 12, 2, tzinfo=timezone.utc) + start_date = end_date - timedelta(days=1) + backtest_date_range = BacktestDateRange( + start_date=start_date, + end_date=end_date + ) + backtest = app.run_backtest( + algorithm=algorithm, + backtest_date_range=backtest_date_range, + risk_free_rate=0.027 + ) + path = os.path.join(self.resource_directory, "backtest_reports/test_backtest") + backtest.save(path) + # Check if the backtest report exists + self.assertTrue(os.path.isdir(path)) + + def test_report_creation_without_strategy_identifier(self): + app = create_app( + config={RESOURCE_DIRECTORY: self.resource_directory} + ) + strategy = TestStrategy() + strategy.strategy_id = None + algorithm = Algorithm() + algorithm.add_strategy(strategy) + app.add_portfolio_configuration( + PortfolioConfiguration( + market="bitvavo", + trading_symbol="EUR", + initial_balance=1000 + ) + ) + end_date = datetime(2023, 12, 2, tzinfo=timezone.utc) + start_date = end_date - timedelta(days=1) + backtest_date_range = BacktestDateRange( + start_date=start_date, + end_date=end_date + ) + backtest = app.run_backtest( + algorithm=algorithm, + backtest_date_range=backtest_date_range, + risk_free_rate=0.027 + ) + path = os.path.join( + self.resource_directory, "backtest_reports/test_backtest" + ) + backtest.save(path) + # Check if the backtest report exists + self.assertTrue(os.path.isdir(path)) + + def test_report_creation_with_multiple_strategies_with_id(self): + app = create_app( + config={RESOURCE_DIRECTORY: self.resource_directory} + ) + algorithm = Algorithm() + + @app.strategy() + def run_strategy(context, data): + pass + + algorithm.add_strategy(TestStrategy) + app.add_portfolio_configuration( + PortfolioConfiguration( + market="bitvavo", + trading_symbol="EUR", + initial_balance=1000 + ) + ) + + self.assertEqual(1, len(algorithm.strategies)) + end_date = datetime(2023, 12, 2, tzinfo=timezone.utc) + start_date = end_date - timedelta(days=1) + backtest_date_range = BacktestDateRange( + start_date=start_date, + end_date=end_date + ) + backtest = app.run_backtest( + algorithm=algorithm, + backtest_date_range=backtest_date_range, + risk_free_rate=0.027 + ) + path = os.path.join( + self.resource_directory, "backtest_reports/test_backtest" + ) + + backtest.save(path) + # Check if the backtest report exists + self.assertTrue(os.path.isdir(path)) diff --git a/tests/resources/backtest_reports_for_testing/test_algorithm_backtest/strategies/test_run_backtests.py b/tests/resources/backtest_reports_for_testing/test_algorithm_backtest/strategies/test_run_backtests.py new file mode 100644 index 00000000..ac91f5e8 --- /dev/null +++ b/tests/resources/backtest_reports_for_testing/test_algorithm_backtest/strategies/test_run_backtests.py @@ -0,0 +1,92 @@ +import os +from datetime import datetime, timedelta, timezone +from unittest import TestCase + +from investing_algorithm_framework import create_app, RESOURCE_DIRECTORY, \ + TradingStrategy, PortfolioConfiguration, TimeUnit, Algorithm, \ + BacktestDateRange + + +class TestStrategy(TradingStrategy): + strategy_id = "test_strategy" + time_unit = TimeUnit.MINUTE + interval = 1 + + def run_strategy(self, context, data): + pass + + +class Test(TestCase): + """ + Collection of tests for backtest report operations + """ + def setUp(self) -> None: + 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 tearDown(self) -> None: + database_dir = os.path.join(self.resource_dir, "databases") + + if os.path.exists(database_dir): + for root, dirs, files in os.walk(database_dir, topdown=False): + for name in files: + os.remove(os.path.join(root, name)) + for name in dirs: + os.rmdir(os.path.join(root, name)) + + def test_run_backtests(self): + """ + Test if all backtests are run when multiple algorithms are provided + """ + app = create_app( + config={RESOURCE_DIRECTORY: self.resource_dir} + ) + + # Add all algorithms + algorithm_one = Algorithm() + algorithm_one.add_strategy(TestStrategy()) + algorithm_two = Algorithm() + algorithm_two.add_strategy(TestStrategy()) + algorithm_three = Algorithm() + algorithm_three.add_strategy(TestStrategy()) + + app.add_portfolio_configuration( + PortfolioConfiguration( + market="bitvavo", + trading_symbol="EUR", + initial_balance=1000 + ) + ) + end_date = datetime(2023, 12, 2, tzinfo=timezone.utc) + start_date = end_date - timedelta(days=1) + backtest_date_range = BacktestDateRange( + 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)) diff --git a/tests/resources/backtest_reports_for_testing/test_algorithm_backtest/strategies/test_strategy_saving.py b/tests/resources/backtest_reports_for_testing/test_algorithm_backtest/strategies/test_strategy_saving.py new file mode 100644 index 00000000..f3f17c4e --- /dev/null +++ b/tests/resources/backtest_reports_for_testing/test_algorithm_backtest/strategies/test_strategy_saving.py @@ -0,0 +1,107 @@ +import os +from datetime import datetime, timedelta, timezone +from unittest import TestCase + +from investing_algorithm_framework import create_app, RESOURCE_DIRECTORY, \ + TradingStrategy, PortfolioConfiguration, TimeUnit, Algorithm, \ + BacktestDateRange +from investing_algorithm_framework.services import BacktestService +from tests.resources.strategies_for_testing.strategy_v1 import \ + CrossOverStrategyV1 + + +class TestStrategy(TradingStrategy): + strategy_id = "test_strategy" + time_unit = TimeUnit.MINUTE + interval = 1 + + def run_strategy(self, context, data): + pass + + +class Test(TestCase): + """ + Collection of tests for backtest report operations where + the tests resolve around the saving of strategies. + """ + def setUp(self) -> None: + 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 tearDown(self) -> None: + database_dir = os.path.join( + self.resource_dir, "databases" + ) + + if os.path.exists(database_dir): + for root, dirs, files in os.walk(database_dir, topdown=False): + for name in files: + os.remove(os.path.join(root, name)) + for name in dirs: + os.rmdir(os.path.join(root, name)) + + def test_in_memory(self): + """ + Test if the report is generated without saving the strategy to a file. + when the strategy is specified in memory. + """ + app = create_app( + config={"test": "test", RESOURCE_DIRECTORY: self.resource_dir} + ) + algorithm = Algorithm() + algorithm.add_strategy(TestStrategy()) + app.add_algorithm(algorithm) + app.add_portfolio_configuration( + PortfolioConfiguration( + market="bitvavo", + trading_symbol="EUR", + initial_balance=1000 + ) + ) + end_date = datetime(2023, 12, 2, tzinfo=timezone.utc) + start_date = end_date - timedelta(days=1) + backtest_date_range = BacktestDateRange( + start_date=start_date, + end_date=end_date + ) + backtest_report_root_dir = os.path.join( + self.resource_dir, "backtest_reports" + ) + report = 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/resources/data/OHLCV_BTC-EUR_BINANCE_1h_2022-12-23 16:00:00_2023-01-31 00:00:00.csv b/tests/resources/data/OHLCV_BTC-EUR_BINANCE_1h_2022-12-23 16:00:00_2023-01-31 00:00:00.csv new file mode 100644 index 00000000..1a3504c9 --- /dev/null +++ b/tests/resources/data/OHLCV_BTC-EUR_BINANCE_1h_2022-12-23 16:00:00_2023-01-31 00:00:00.csv @@ -0,0 +1,922 @@ +Datetime,Open,High,Low,Close,Volume +2022-12-23T16:00:00.000+0000,15872.61,15884.5,15848.19,15859.53,76.38827 +2022-12-23T17:00:00.000+0000,15859.54,15875.78,15854.69,15863.62,48.07806 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+2023-12-01T22:00:00.000+0000,5.0105,5.0417,5.0041,5.0268,10112.36580226 +2023-12-02T00:00:00.000+0000,5.0261,5.0408,5.0194,5.0252,3414.39185784 diff --git a/tests/resources/strategies_for_testing/strategy_one.py b/tests/resources/strategies_for_testing/strategy_one.py index 82fbe4ee..5522ce97 100644 --- a/tests/resources/strategies_for_testing/strategy_one.py +++ b/tests/resources/strategies_for_testing/strategy_one.py @@ -6,5 +6,5 @@ class StrategyOne(TradingStrategy): time_unit = TimeUnit.MINUTE interval = 1 - def run_strategy(self, context, market_data): + def run_strategy(self, context, data): pass diff --git a/tests/resources/strategies_for_testing/strategy_v1/data_sources.py b/tests/resources/strategies_for_testing/strategy_v1/data_sources.py deleted file mode 100644 index 7c234ebc..00000000 --- a/tests/resources/strategies_for_testing/strategy_v1/data_sources.py +++ /dev/null @@ -1,30 +0,0 @@ -from investing_algorithm_framework import ( - CCXTOHLCVMarketDataSource, CCXTTickerMarketDataSource -) - -bitvavo_btc_eur_ohlcv_2h = CCXTOHLCVMarketDataSource( - identifier="BTC/EUR-ohlcv-2h", - market="BINANCE", - symbol="BTC/EUR", - time_frame="2h", - window_size=200 -) -bitvavo_dot_eur_ohlcv_2h = CCXTOHLCVMarketDataSource( - identifier="DOT/EUR-ohlch-2h", - market="BINANCE", - symbol="DOT/EUR", - time_frame="2h", - window_size=200 -) -bitvavo_dot_eur_ticker = CCXTTickerMarketDataSource( - identifier="DOT/EUR-ticker", - market="BINANCE", - symbol="DOT/EUR", - backtest_time_frame="2h", -) -bitvavo_btc_eur_ticker = CCXTTickerMarketDataSource( - identifier="BTC/EUR-ticker", - market="BINANCE", - symbol="BTC/EUR", - backtest_time_frame="2h", -) diff --git a/tests/resources/strategies_for_testing/strategy_v1/strategy_v1.py b/tests/resources/strategies_for_testing/strategy_v1/strategy_v1.py index 876579c9..3ef8bfdb 100644 --- a/tests/resources/strategies_for_testing/strategy_v1/strategy_v1.py +++ b/tests/resources/strategies_for_testing/strategy_v1/strategy_v1.py @@ -1,8 +1,6 @@ from pyindicators import ema, is_crossover, is_above, is_below, is_crossunder from investing_algorithm_framework import TradingStrategy, TimeUnit, Context, \ - OrderSide - -from .data_sources import bitvavo_btc_eur_ohlcv_2h, bitvavo_btc_eur_ticker + OrderSide, DataSource class CrossOverStrategyV1(TradingStrategy): @@ -24,7 +22,14 @@ class CrossOverStrategyV1(TradingStrategy): time_unit = TimeUnit.HOUR interval = 2 symbol_pairs = ["BTC/EUR"] - market_data_sources = [bitvavo_btc_eur_ohlcv_2h, bitvavo_btc_eur_ticker] + data_sources = [DataSource( + market="BITVAVO", + symbol="BTC/EUR", + data_type="ohlcv", + time_frame="2h", + window_size=200, + identifier="BTC/EUR-ohlcv-2h", + )] fast = 50 slow = 100 trend = 200 @@ -33,7 +38,7 @@ class CrossOverStrategyV1(TradingStrategy): take_profit_percentage = 8 take_profit_sell_size = 50 - def apply_strategy(self, context: Context, market_data): + def apply_strategy(self, context: Context, data): for pair in self.symbol_pairs: symbol = pair.split('/')[0] @@ -44,7 +49,7 @@ def apply_strategy(self, context: Context, market_data): if context.has_open_orders(symbol): continue - ohlcv_data = market_data[f"{pair}-ohlcv-2h"] + ohlcv_data = data[f"{pair}-ohlcv-2h"] if ohlcv_data is None: return diff --git a/tests/resources/strategies_for_testing/strategy_v2/data_sources.py b/tests/resources/strategies_for_testing/strategy_v2/data_sources.py deleted file mode 100644 index 7c234ebc..00000000 --- a/tests/resources/strategies_for_testing/strategy_v2/data_sources.py +++ /dev/null @@ -1,30 +0,0 @@ -from investing_algorithm_framework import ( - CCXTOHLCVMarketDataSource, CCXTTickerMarketDataSource -) - -bitvavo_btc_eur_ohlcv_2h = CCXTOHLCVMarketDataSource( - identifier="BTC/EUR-ohlcv-2h", - market="BINANCE", - symbol="BTC/EUR", - time_frame="2h", - window_size=200 -) -bitvavo_dot_eur_ohlcv_2h = CCXTOHLCVMarketDataSource( - identifier="DOT/EUR-ohlch-2h", - market="BINANCE", - symbol="DOT/EUR", - time_frame="2h", - window_size=200 -) -bitvavo_dot_eur_ticker = CCXTTickerMarketDataSource( - identifier="DOT/EUR-ticker", - market="BINANCE", - symbol="DOT/EUR", - backtest_time_frame="2h", -) -bitvavo_btc_eur_ticker = CCXTTickerMarketDataSource( - identifier="BTC/EUR-ticker", - market="BINANCE", - symbol="BTC/EUR", - backtest_time_frame="2h", -) diff --git a/tests/resources/strategies_for_testing/strategy_v2/strategy_v2.py b/tests/resources/strategies_for_testing/strategy_v2/strategy_v2.py index 58a974c6..55517a13 100644 --- a/tests/resources/strategies_for_testing/strategy_v2/strategy_v2.py +++ b/tests/resources/strategies_for_testing/strategy_v2/strategy_v2.py @@ -1,8 +1,7 @@ from pyindicators import ema, is_crossover, is_above, is_below, is_crossunder from investing_algorithm_framework import TradingStrategy, TimeUnit, Context, \ - OrderSide + OrderSide, DataSource -from .data_sources import bitvavo_btc_eur_ohlcv_2h, bitvavo_btc_eur_ticker class CrossOverStrategyV2(TradingStrategy): @@ -24,7 +23,16 @@ class CrossOverStrategyV2(TradingStrategy): time_unit = TimeUnit.HOUR interval = 2 symbol_pairs = ["BTC/EUR"] - market_data_sources = [bitvavo_btc_eur_ohlcv_2h, bitvavo_btc_eur_ticker] + data_sources = [ + DataSource( + market="BITVAVO", + symbol="BTC/EUR", + data_type="ohlcv", + time_frame="2h", + window_size=200, + identifier="BTC/EUR-ohlcv-2h", + ) + ] fast = 75 slow = 100 trend = 200 @@ -33,7 +41,7 @@ class CrossOverStrategyV2(TradingStrategy): take_profit_percentage = 8 take_profit_sell_size = 50 - def apply_strategy(self, context: Context, market_data): + def apply_strategy(self, context: Context, data): for pair in self.symbol_pairs: symbol = pair.split('/')[0] @@ -44,7 +52,7 @@ def apply_strategy(self, context: Context, market_data): if context.has_open_orders(symbol): continue - ohlcv_data = market_data[f"{pair}-ohlcv-2h"] + ohlcv_data = data[f"{pair}-ohlcv-2h"] # ticker_data = market_data[f"{symbol}-ticker"] # Add fast, slow, and trend EMAs to the data ohlcv_data = ema( diff --git a/tests/resources/strategies_for_testing/strategy_v3/data_sources.py b/tests/resources/strategies_for_testing/strategy_v3/data_sources.py deleted file mode 100644 index 7c234ebc..00000000 --- a/tests/resources/strategies_for_testing/strategy_v3/data_sources.py +++ /dev/null @@ -1,30 +0,0 @@ -from investing_algorithm_framework import ( - CCXTOHLCVMarketDataSource, CCXTTickerMarketDataSource -) - -bitvavo_btc_eur_ohlcv_2h = CCXTOHLCVMarketDataSource( - identifier="BTC/EUR-ohlcv-2h", - market="BINANCE", - symbol="BTC/EUR", - time_frame="2h", - window_size=200 -) -bitvavo_dot_eur_ohlcv_2h = CCXTOHLCVMarketDataSource( - identifier="DOT/EUR-ohlch-2h", - market="BINANCE", - symbol="DOT/EUR", - time_frame="2h", - window_size=200 -) -bitvavo_dot_eur_ticker = CCXTTickerMarketDataSource( - identifier="DOT/EUR-ticker", - market="BINANCE", - symbol="DOT/EUR", - backtest_time_frame="2h", -) -bitvavo_btc_eur_ticker = CCXTTickerMarketDataSource( - identifier="BTC/EUR-ticker", - market="BINANCE", - symbol="BTC/EUR", - backtest_time_frame="2h", -) diff --git a/tests/resources/strategies_for_testing/strategy_v3/strategy_v3.py b/tests/resources/strategies_for_testing/strategy_v3/strategy_v3.py index b3dc617b..4efa56f3 100644 --- a/tests/resources/strategies_for_testing/strategy_v3/strategy_v3.py +++ b/tests/resources/strategies_for_testing/strategy_v3/strategy_v3.py @@ -1,9 +1,6 @@ from pyindicators import ema, is_crossover, is_above, is_below, is_crossunder from investing_algorithm_framework import TradingStrategy, TimeUnit, Context, \ - OrderSide - -from .data_sources import bitvavo_btc_eur_ohlcv_2h, bitvavo_btc_eur_ticker - + OrderSide, DataSource class CrossOverStrategyV3(TradingStrategy): """ @@ -24,7 +21,16 @@ class CrossOverStrategyV3(TradingStrategy): time_unit = TimeUnit.HOUR interval = 2 symbol_pairs = ["BTC/EUR"] - market_data_sources = [bitvavo_btc_eur_ohlcv_2h, bitvavo_btc_eur_ticker] + market_data_sources = [ + DataSource( + market="BITVAVO", + symbol="BTC/EUR", + data_type="ohlcv", + time_frame="2h", + window_size=200, + identifier="BTC/EUR-ohlcv-2h", + ) + ] fast = 75 slow = 100 trend = 200 diff --git a/tests/resources/stubs/__init__.py b/tests/resources/stubs/__init__.py index d23d1b46..37bbeb7d 100644 --- a/tests/resources/stubs/__init__.py +++ b/tests/resources/stubs/__init__.py @@ -1,14 +1,8 @@ -from .market_data_source_service_stub import \ - RandomPriceMarketDataSourceServiceStub, MarketDataSourceServiceStub -from .market_service_stub import MarketServiceStub from .portfolio_sync_service import PortfolioSyncServiceStub from .order_executor import OrderExecutorTest from .portfolio_provider import PortfolioProviderTest __all__ = [ - "MarketServiceStub", - "RandomPriceMarketDataSourceServiceStub", - "MarketDataSourceServiceStub", "PortfolioSyncServiceStub", "OrderExecutorTest", "PortfolioProviderTest", diff --git a/tests/resources/stubs/market_data_source_service_stub.py b/tests/resources/stubs/market_data_source_service_stub.py deleted file mode 100644 index ba6605cd..00000000 --- a/tests/resources/stubs/market_data_source_service_stub.py +++ /dev/null @@ -1,46 +0,0 @@ -from datetime import datetime -from random import randint - -from investing_algorithm_framework.services import MarketDataSourceService - - -class RandomPriceMarketDataSourceServiceStub(MarketDataSourceService): - - def get_ticker(self, symbol, market=None): - return { - "symbol": symbol, - "ask": randint(1, 100), - "bid": randint(1, 100), - "last": randint(1, 100), - "volume": randint(1, 100), - "timestamp": datetime.utcnow() - } - -class MarketDataSourceServiceStub(MarketDataSourceService): - - def __init__( - self, - market_service, - market_credential_service, - configuration_service, - market_data_sources - ): - super().__init__( - market_service, - market_credential_service, - configuration_service, - market_data_sources - ) - - def initialize_market_data_sources(self): - pass - - def get_ticker(self, symbol, market=None): - return { - "symbol": symbol, - "ask": randint(1, 100), - "bid": randint(1, 100), - "last": randint(1, 100), - "volume": randint(1, 100), - "timestamp": datetime.utcnow() - } diff --git a/tests/resources/stubs/market_service_stub.py b/tests/resources/stubs/market_service_stub.py deleted file mode 100644 index b8dad6ce..00000000 --- a/tests/resources/stubs/market_service_stub.py +++ /dev/null @@ -1,280 +0,0 @@ -from datetime import datetime -from random import randint -from typing import Dict - -from investing_algorithm_framework import OrderStatus, Order -from investing_algorithm_framework.domain import MarketService - - -class MarketServiceStub(MarketService): - _orders = [] - _ohlcv = [] - _symbols = [ - 'BTC/EUR', - 'ETH/EUR', - 'ADA/EUR', - 'BNB/EUR', - "KSM/EUR", - ] - _balances = { - 'EUR': 1000, - } - - def __init__(self, market_credential_service): - super().__init__( - market_credential_service=market_credential_service, - ) - self._market_credential_service = market_credential_service - self._orders = [] - - @property - def orders(self): - return self._orders - - @orders.setter - def orders(self, value): - self._orders = value - - @property - def balances(self) -> Dict[str, float]: - return self._balances - - @balances.setter - def balances(self, value: Dict[str, float]): - self._balances = value - - @property - def symbols(self): - return self._symbols - - @symbols.setter - def symbols(self, value): - self._symbols = value - - def initialize(self, portfolio_configuration): - pass - - def pair_exists(self, target_symbol: str, trading_symbol: str, market): - pass - - def get_order_book(self, symbol, market): - pass - - def get_order_books(self, symbols, market): - pass - - def get_orders(self, symbol, market, since: datetime = None): - selection = [] - - if self.orders is not None: - for order in self.orders: - - if order.get_symbol().upper() == symbol.upper(): - selection.append(order) - return selection - - def cancel_order(self, order_id, market): - pass - - def get_open_orders( - self, market, target_symbol: str = None, trading_symbol: str = None - ): - pass - - def get_closed_orders( - self, market, target_symbol: str = None, trading_symbol: str = None - ): - pass - - def get_prices(self, symbols): - pass - - def get_ohlcv( - self, symbol, time_frame, from_timestamp, market, to_timestamp=None - ): - pass - - def get_ohlcvs( - self, symbols, time_frame, from_timestamp, market, to_timestamp=None - ): - pass - - def create_market_sell_order( - self, - target_symbol: str, - trading_symbol: str, - amount: float, - market - ): - return Order( - external_id=randint(0, 1000), - amount=amount, - status=OrderStatus.OPEN, - order_type="market", - order_side="sell", - target_symbol=target_symbol, - trading_symbol=trading_symbol, - ) - - def create_limit_buy_order( - self, - target_symbol: str, - trading_symbol: str, - amount: float, - price: float, - market - ): - return Order( - external_id=randint(0, 1000), - amount=amount, - status=OrderStatus.OPEN, - order_type="limit", - order_side="buy", - target_symbol=target_symbol, - trading_symbol=trading_symbol, - price=price - ) - - def create_limit_sell_order( - self, - target_symbol: str, - trading_symbol: str, - amount: float, - price: float, - market - ): - return Order( - external_id=randint(0, 1000), - amount=amount, - status=OrderStatus.OPEN, - order_type="limit", - order_side="sell", - target_symbol=target_symbol, - trading_symbol=trading_symbol, - ) - - def get_balance(self, market) -> Dict[str, float]: - return self._balances - - def get_order(self, order, market): - symbol = f"{order.target_symbol.upper()}" \ - f"/{order.trading_symbol.upper()}" - order_data = { - 'info': { - 'orderId': 'e8f8a3f7-0930-4778-a102-5145ed7e7873', - 'market': 'DOT-EUR', - 'created': '1674386553394', - 'updated': '1674386553394', - 'status': 'closed', - 'order_side': 'buy', - 'orderType': order.order_type, - 'amountQuote': order.amount, - 'amountQuoteRemaining': '0', - 'onHold': '0', - 'onHoldCurrency': 'EUR', - 'filledAmount': order.amount, - 'filledAmountQuote': order.amount, - 'feePaid': '0.043416459265', - 'feeCurrency': - 'EUR', - 'fills': [ - { - 'id': '16d3b5b7-a460-472b-ab6d-964b890f7d03', - 'timestamp': '1674386553405', - 'amount': '2.99863309', - 'price': '5.7915', - 'taker': True, - 'fee': '0.043416459265', - 'feeCurrency': 'EUR', - 'settled': True - } - ], - 'selfTradePrevention': 'decrementAndCancel', - 'visible': False, - 'disableMarketProtection': False - }, - 'id': 'e8f8a3f7-0930-4778-a102-5145ed7e7873', - 'clientOrderId': None, - 'timestamp': 1674386553394, - 'datetime': '2023-01-22 11:22:33.394', - 'lastTradeTimestamp': 1674386553405, - 'symbol': f'{symbol}', - 'order_type': 'market', - 'timeInForce': 'IOC', - 'postOnly': None, - 'type': order.order_type, - 'side': order.order_side, - 'price': order.price if order.order_type == 'limit' else 10, - 'stopPrice': None, - 'triggerPrice': None, - 'amount': order.amount, - 'cost': order.price, - 'average': order.price, - 'filled': order.amount, - 'remaining': 0.0, - 'status': 'closed', - 'fee': {'cost': 0.043416459265, 'currency': 'EUR'}, - 'trades': [ - { - 'info': { - 'id': '16d3b5b7-a460-472b-ab6d-964b890f7d03', - 'timestamp': '1674386553405', - 'amount': '2.99863309', - 'price': '5.7915', - 'taker': True, - 'fee': '0.043416459265', - 'feeCurrency': 'EUR', - 'settled': True - }, - 'id': '16d3b5b7-a460-472b-ab6d-964b890f7d03', - 'symbol': 'DOT/EUR', 'timestamp': 1674386553405, - 'datetime': '2023-01-22T11:22:33.405Z', 'order': None, - 'order_type': None, 'order_side': None, - 'takerOrMaker': 'taker', - 'price': 5.7915, 'amount': 2.99863309, - 'cost': 17.366583540735, - 'fee': {'cost': 0.043416459265, 'currency': 'EUR'}, - 'fees': [{'cost': 0.043416459265, 'currency': 'EUR'}]} - ], - 'fees': [{'currency': 'EUR', 'cost': 0.043416459265}], - 'reduceOnly': None - } - return Order.from_ccxt_order(order_data) - - def get_tickers(self, symbols, market): - data = {} - - for symbol in symbols: - data[symbol] = { - 'symbol': symbol, - 'timestamp': 1682344906543, - "bid": 25148.37, - "ask": 25151.41, - "last": 25148.99, - "open": 25208.4, - "close": 25148.99, - "percentage": -0.236, - "average": 25178.695, - "baseVolume": 1002.04119, - "quoteVolume": 25151537.655228 - } - - return data - - def get_ticker(self, symbol, market): - return { - 'symbol': symbol, - 'timestamp': 1682344906543, - "bid": 25148.37, - "ask": 25151.41, - "last": 25148.99, - "open": 25208.4, - "close": 25148.99, - "percentage": -0.236, - "average": 25178.695, - "baseVolume": 1002.04119, - "quoteVolume": 25151537.655228 - } - - def get_symbols(self, market): - return self._symbols diff --git a/tests/resources/stubs/order_executor.py b/tests/resources/stubs/order_executor.py index 711615a5..8290aa83 100644 --- a/tests/resources/stubs/order_executor.py +++ b/tests/resources/stubs/order_executor.py @@ -37,3 +37,15 @@ def supports_market(self, market): def cancel_order(self, portfolio, order, market_credential) -> Order: order.status = OrderStatus.CANCELED return order + + + def reset(self): + """ + Reset the order executor to its initial state. + """ + OrderExecutorTest.order_amount = None + OrderExecutorTest.order_amount_filled = None + OrderExecutorTest.order_status = None + self.order_amount_filled = None + self.order_amount = None + self.order_status = None \ No newline at end of file diff --git a/tests/resources/test_base.py b/tests/resources/test_base.py index 22017b2a..42d10388 100644 --- a/tests/resources/test_base.py +++ b/tests/resources/test_base.py @@ -8,15 +8,9 @@ from investing_algorithm_framework import create_app, App, \ TradingStrategy, TimeUnit, OrderStatus from investing_algorithm_framework.domain import RESOURCE_DIRECTORY, \ - ENVIRONMENT, Environment -from tests.resources.stubs import MarketServiceStub, \ - PortfolioSyncServiceStub, OrderExecutorTest, PortfolioProviderTest, \ - MarketDataSourceServiceStub -from investing_algorithm_framework.infrastructure.repositories import \ - SQLOrderRepository, SQLTradeRepository, SQLPositionRepository, \ - SQLPortfolioRepository, SQLPortfolioSnapshotRepository, \ - SQLPositionSnapshotRepository, SQLOrderMetadataRepository, \ - SQLTradeTakeProfitRepository, SQLTradeStopLossRepository + ENVIRONMENT, Environment, BACKTEST_DATA_DIRECTORY_NAME +from investing_algorithm_framework.infrastructure import BacktestOrderExecutor +from tests.resources.stubs import OrderExecutorTest, PortfolioProviderTest logger = logging.getLogger(__name__) @@ -36,33 +30,32 @@ def run_strategy(self, algorithm, market_data): class TestBase(TestCase): - storage_repo_type = "sql" portfolio_configurations = [] config = {} external_balances = None external_orders = [] initial_orders = [] market_credentials = [] - market_service = MarketServiceStub(None) market_data_source_service = None initialize = True resource_directory = os.path.dirname(__file__) + data_providers = [] def setUp(self) -> None: self.resource_directory = os.path.dirname(__file__) config = self.config config[RESOURCE_DIRECTORY] = self.resource_directory config[ENVIRONMENT] = Environment.TEST.value + config[BACKTEST_DATA_DIRECTORY_NAME] = \ + "market_data_sources_for_testing" self.app: App = create_app(config=config) - self.market_service.balances = self.external_balances - self.market_service.orders = self.external_orders - self.app.container.market_service.override(self.market_service) - order_executor_lookup = self.app.container.order_executor_lookup() - order_executor_lookup.reset() portfolio_provider_lookup = self.app.container\ .portfolio_provider_lookup() portfolio_provider_lookup.reset() - self.app.add_order_executor(OrderExecutorTest()) + order_executor_test = OrderExecutorTest() + order_executor_lookup = self.app.container.order_executor_lookup() + order_executor_lookup.reset() + self.app.add_order_executor(order_executor_test) portfolio_provider = PortfolioProviderTest() if self.external_balances is not None: @@ -70,18 +63,9 @@ def setUp(self) -> None: self.app.add_portfolio_provider(portfolio_provider) - if self.market_data_source_service is not None: - self.app.container.market_data_source_service\ - .override(self.market_data_source_service) - else: - market_data_service_stub = MarketDataSourceServiceStub( - self.app.container.market_service(), - self.app.container.market_credential_service(), - self.app.container.configuration_service(), - None - ) - self.app.container.market_data_source_service\ - .override(market_data_service_stub) + if len(self.data_providers) > 0: + for data_provider in self.data_providers: + self.app.add_data_provider(data_provider) if len(self.portfolio_configurations) > 0: for portfolio_configuration in self.portfolio_configurations: @@ -94,33 +78,34 @@ def setUp(self) -> None: for market_credential in self.market_credentials: self.app.add_market_credential(market_credential) - self.app.initialize_config() - if self.initialize: - self.app.initialize() - - if self.initial_orders is not None: - for order in self.initial_orders: - created_order = self.app.context.create_order( - target_symbol=order.get_target_symbol(), - amount=order.get_amount(), - price=order.get_price(), - order_side=order.get_order_side(), - order_type=order.get_order_type() - ) + self.app.initialize_config() + self.app.initialize_storage() + self.app.initialize_services() + self.app.initialize_portfolios() + + if self.initial_orders is not None: + for order in self.initial_orders: + created_order = self.app.context.create_order( + target_symbol=order.get_target_symbol(), + amount=order.get_amount(), + price=order.get_price(), + order_side=order.get_order_side(), + order_type=order.get_order_type() + ) - # Update the order to the correct status - order_service = self.app.container.order_service() + # Update the order to the correct status + order_service = self.app.container.order_service() - if OrderStatus.CLOSED.value == order.get_status(): - order_service.update( - created_order.get_id(), - { - "status": "CLOSED", - "filled": order.get_filled(), - "remaining": Decimal('0'), - } - ) + if OrderStatus.CLOSED.value == order.get_status(): + order_service.update( + created_order.get_id(), + { + "status": "CLOSED", + "filled": order.get_filled(), + "remaining": Decimal('0'), + } + ) def tearDown(self) -> None: database_dir = os.path.join( @@ -169,7 +154,6 @@ class FlaskTestBase(FlaskTestCase): external_balances = {} initial_orders = [] external_orders = [] - market_service = MarketServiceStub(None) initialize = True resource_directory = os.path.dirname(__file__) @@ -181,9 +165,6 @@ def create_app(self): }, web=True ) - self.market_service.balances = self.external_balances - self.market_service.orders = self.external_orders - self.iaf_app.container.market_service.override(self.market_service) order_executor_lookup = self.iaf_app.container.order_executor_lookup() order_executor_lookup.reset() portfolio_provider_lookup = self.iaf_app.container\ @@ -225,9 +206,12 @@ def create_app(self): if self.initialize: self.iaf_app.initialize_config() - self.iaf_app.initialize() + self.iaf_app.initialize_storage() + self.iaf_app.initialize_services() + self.iaf_app.initialize_portfolios() if self.initial_orders is not None: + print(self.initial_orders) for order in self.initial_orders: created_order = self.app.context.create_order( target_symbol=order.get_target_symbol(), diff --git a/tests/scenarios/event_backtests/__init__.py b/tests/scenarios/event_backtests/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/tests/scenarios/event_backtests/test_run_backtest_algorithm_param.py b/tests/scenarios/event_backtests/test_run_backtest_algorithm_param.py new file mode 100644 index 00000000..b3450aa0 --- /dev/null +++ b/tests/scenarios/event_backtests/test_run_backtest_algorithm_param.py @@ -0,0 +1,72 @@ +# import os +# import time +# from datetime import datetime, timedelta, timezone +# from unittest import TestCase +# +# from investing_algorithm_framework import create_app, BacktestDateRange, \ +# Algorithm, RESOURCE_DIRECTORY, SnapshotInterval +# from tests.resources.strategies_for_testing.strategy_v1 import \ +# CrossOverStrategyV1 +# +# +# class Test(TestCase): +# +# def test_run(self): +# """ +# """ +# start_time = time.time() +# # RESOURCE_DIRECTORY should always point to the parent directory/resources +# resource_directory = os.path.abspath( +# os.path.join(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, 2, tzinfo=timezone.utc) +# start_date = end_date - timedelta(days=100) +# date_range = BacktestDateRange( +# start_date=start_date, end_date=end_date +# ) +# algorithm = Algorithm() +# algorithm.add_strategy(CrossOverStrategyV1) +# backtest_report = app.run_backtest( +# backtest_date_range=date_range, +# algorithm=algorithm, +# snapshot_interval=SnapshotInterval.DAILY +# ) +# end_time = time.time() +# elapsed_time = end_time - start_time +# print(f"Test completed in {elapsed_time:.2f} seconds") +# +# self.assertAlmostEqual( +# backtest_report.backtest_metrics.growth, 3.6, delta=0.5 +# ) +# self.assertAlmostEqual( +# backtest_report.backtest_metrics.growth_percentage, 0.009, delta=0.001 +# ) +# self.assertEqual( +# backtest_report.backtest_results.initial_unallocated, 400 +# ) +# self.assertEqual( +# backtest_report.backtest_results.trading_symbol, "EUR" +# ) +# self.assertAlmostEqual( +# backtest_report.backtest_metrics.total_return, 3.6, delta=0.5 +# ) +# self.assertAlmostEqual( +# backtest_report.backtest_metrics.total_return_percentage, 0.009, delta=0.001 +# ) +# snapshots = backtest_report.backtest_results.get_portfolio_snapshots() +# # Check that the first two snapshots created at are the same +# # as the start date of the backtest +# self.assertEqual( +# snapshots[0].created_at.replace(tzinfo=timezone.utc), +# start_date.replace(tzinfo=timezone.utc) +# ) +# +# for snapshot in snapshots: +# self.assertTrue( +# end_date >= snapshot.created_at >= start_date +# ) diff --git a/tests/scenarios/event_backtests/test_run_backtest_multiple_strategies_param.py b/tests/scenarios/event_backtests/test_run_backtest_multiple_strategies_param.py new file mode 100644 index 00000000..01c838b9 --- /dev/null +++ b/tests/scenarios/event_backtests/test_run_backtest_multiple_strategies_param.py @@ -0,0 +1,64 @@ +# import os +# from datetime import datetime, timedelta, timezone +# from unittest import TestCase +# +# from investing_algorithm_framework import create_app, BacktestDateRange, \ +# RESOURCE_DIRECTORY, SnapshotInterval +# from tests.resources.strategies_for_testing.strategy_v1 import \ +# CrossOverStrategyV1 +# from tests.resources.strategies_for_testing.strategy_v2 import \ +# CrossOverStrategyV2 +# +# +# class Test(TestCase): +# +# def test_run(self): +# """ +# """ +# # RESOURCE_DIRECTORY should always point to the parent directory/resources +# resource_directory = os.path.abspath( +# os.path.join(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, 2, tzinfo=timezone.utc) +# start_date = end_date - timedelta(days=100) +# date_range = BacktestDateRange( +# start_date=start_date, end_date=end_date +# ) +# backtest_report = app.run_backtest( +# backtest_date_range=date_range, +# snapshot_interval=SnapshotInterval.DAILY, +# strategies=[ +# CrossOverStrategyV1, +# CrossOverStrategyV2 +# ] +# ) +# self.assertAlmostEqual( +# backtest_report.backtest_metrics.growth, 18.6, delta=0.5 +# ) +# self.assertAlmostEqual( +# backtest_report.backtest_metrics.growth_percentage, 0.045, delta=0.005 +# ) +# self.assertEqual( +# backtest_report.backtest_results.initial_unallocated, 400 +# ) +# self.assertEqual( +# backtest_report.backtest_results.trading_symbol, "EUR" +# ) +# self.assertAlmostEqual( +# backtest_report.backtest_metrics.total_return, 18.6, delta=0.5 +# ) +# self.assertAlmostEqual( +# backtest_report.backtest_metrics.total_return_percentage, 0.045, delta=0.005 +# ) +# snapshots = backtest_report.backtest_results.get_portfolio_snapshots() +# # Check that the first two snapshots created at are the same +# # as the start date of the backtest +# self.assertEqual( +# snapshots[0].created_at.replace(tzinfo=timezone.utc), +# start_date.replace(tzinfo=timezone.utc) +# ) diff --git a/tests/scenarios/event_backtests/test_run_backtest_single_strategy_param.py b/tests/scenarios/event_backtests/test_run_backtest_single_strategy_param.py new file mode 100644 index 00000000..e883ba93 --- /dev/null +++ b/tests/scenarios/event_backtests/test_run_backtest_single_strategy_param.py @@ -0,0 +1,66 @@ +# import os +# from time import time +# from datetime import datetime, timedelta, timezone +# from unittest import TestCase +# +# from investing_algorithm_framework import create_app, BacktestDateRange, \ +# RESOURCE_DIRECTORY, SnapshotInterval +# from tests.resources.strategies_for_testing.strategy_v1 import \ +# CrossOverStrategyV1 +# +# +# class Test(TestCase): +# +# def test_run(self): +# """ +# """ +# start_time = time() +# # RESOURCE_DIRECTORY should always point to the parent directory/resources +# resource_directory = os.path.abspath( +# os.path.join(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, 2, tzinfo=timezone.utc) +# start_date = end_date - timedelta(days=100) +# date_range = BacktestDateRange( +# start_date=start_date, end_date=end_date +# ) +# backtest_report = app.run_backtest( +# strategy=CrossOverStrategyV1, +# backtest_date_range=date_range, +# snapshot_interval=SnapshotInterval.DAILY +# ) +# end_time = time() +# elapsed_time = end_time - start_time +# print(f"Test completed in {elapsed_time:.2f} seconds") +# self.assertAlmostEqual( +# backtest_report.backtest_metrics.growth, 3.6, delta=0.5 +# ) +# self.assertAlmostEqual( +# backtest_report.backtest_metrics.growth_percentage, 0.009, +# delta=0.001 +# ) +# self.assertEqual( +# backtest_report.backtest_results.initial_unallocated, 400 +# ) +# self.assertEqual( +# backtest_report.backtest_results.trading_symbol, "EUR" +# ) +# self.assertAlmostEqual( +# backtest_report.backtest_metrics.total_return, 3.6, delta=0.5 +# ) +# self.assertAlmostEqual( +# backtest_report.backtest_metrics.total_return_percentage, 0.009, +# delta=0.001 +# ) +# snapshots = backtest_report.backtest_results.get_portfolio_snapshots() +# # Check that the first two snapshots created at are the same +# # as the start date of the backtest +# self.assertEqual( +# snapshots[0].created_at.replace(tzinfo=timezone.utc), +# start_date.replace(tzinfo=timezone.utc) +# ) \ No newline at end of file diff --git a/tests/scenarios/event_backtests/test_run_backtest_strategies_attribute.py b/tests/scenarios/event_backtests/test_run_backtest_strategies_attribute.py new file mode 100644 index 00000000..a9cd6b0b --- /dev/null +++ b/tests/scenarios/event_backtests/test_run_backtest_strategies_attribute.py @@ -0,0 +1,60 @@ +# import os +# from datetime import datetime, timedelta, timezone +# from unittest import TestCase +# +# from investing_algorithm_framework import create_app, BacktestDateRange, \ +# RESOURCE_DIRECTORY, SnapshotInterval +# from tests.resources.strategies_for_testing.strategy_v1 import \ +# CrossOverStrategyV1 +# +# +# class Test(TestCase): +# +# def test_run(self): +# """ +# """ +# # RESOURCE_DIRECTORY should always point to the parent directory/resources +# resource_directory = os.path.abspath( +# os.path.join(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, 2, tzinfo=timezone.utc) +# start_date = end_date - timedelta(days=100) +# date_range = BacktestDateRange( +# start_date=start_date, end_date=end_date +# ) +# # app.add_strategy(CrossOverStrategyV1) +# backtest_report = app.run_backtest( +# backtest_date_range=date_range, +# strategy=CrossOverStrategyV1, +# snapshot_interval=SnapshotInterval.DAILY +# ) +# self.assertAlmostEqual( +# backtest_report.backtest_metrics.growth, 3.6, delta=0.5 +# ) +# self.assertAlmostEqual( +# backtest_report.backtest_metrics.growth_percentage, 0.009, +# delta=0.001 +# ) +# self.assertEqual( +# backtest_report.backtest_results.initial_unallocated, 400 +# ) +# self.assertEqual( +# backtest_report.backtest_results.trading_symbol, "EUR" +# ) +# self.assertAlmostEqual( +# backtest_report.backtest_metrics.total_return, 3.6, delta=0.5 +# ) +# self.assertAlmostEqual( +# backtest_report.backtest_metrics.total_return_percentage, 0.009, +# delta=0.001 +# ) +# snapshots = backtest_report.backtest_results.get_portfolio_snapshots() +# # Check that the first two snapshots created at are the same +# # as the start date of the backtest +# self.assertEqual( +# snapshots[0].created_at.replace(tzinfo=timezone.utc), +# start_date.replace(tzinfo=timezone.utc) +# ) 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 new file mode 100644 index 00000000..a1a9fa9d --- /dev/null +++ b/tests/scenarios/event_backtests/test_run_backtest_with_pandas_datasources.py @@ -0,0 +1,86 @@ +# import time +# import os +# from datetime import datetime, timedelta, timezone +# from unittest import TestCase +# import pandas as pd +# import polars as pl +# +# from investing_algorithm_framework import create_app, BacktestDateRange, \ +# Algorithm, RESOURCE_DIRECTORY, PandasOHLCVDataProvider, \ +# convert_polars_to_pandas +# from tests.resources.strategies_for_testing.strategy_v1 import \ +# CrossOverStrategyV1 +# +# +# class Test(TestCase): +# +# def test_run(self): +# """ +# """ +# start_time = time.time() +# # RESOURCE_DIRECTORY should point to three directories up from this file +# # to the resources directory +# # Get the parent directory of the current file +# +# resource_directory = os.path.abspath( +# os.path.join(os.path.dirname(__file__), '..', '..', 'resources') +# ) +# csv_file_path = f"{resource_directory}/market_data_sources_for_testing" \ +# "/OHLCV_BTC-EUR_BINANCE_2h_2023-08-07-07-59_2023-12-02-00-00.csv" +# +# 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, 2, tzinfo=timezone.utc) +# start_date = end_date - timedelta(days=99) +# date_range = BacktestDateRange( +# start_date=start_date, end_date=end_date +# ) +# algorithm = Algorithm() +# strategy = CrossOverStrategyV1() +# +# # Join the path to the CSV file +# dataframe = pl.read_csv(csv_file_path) +# dataframe = convert_polars_to_pandas(dataframe, add_index=False) +# data_provider = PandasOHLCVDataProvider( +# data_provider_identifier="BTC/EUR-ohlcv-2h", +# dataframe=dataframe, +# market="BITVAVO", +# symbol="BTC/EUR", +# time_frame="2h", +# window_size=200 +# ) +# app.add_data_provider(data_provider, priority=1) +# algorithm.add_strategy(strategy) +# backtest_report = app.run_backtest( +# backtest_date_range=date_range, algorithm=algorithm +# ) +# self.assertAlmostEqual( +# backtest_report.backtest_metrics.growth, 5.9, delta=0.5 +# ) +# self.assertAlmostEqual( +# backtest_report.backtest_metrics.growth_percentage, 0.0149, delta=0.001 +# ) +# self.assertEqual( +# backtest_report.backtest_results.initial_unallocated, 400 +# ) +# self.assertEqual( +# backtest_report.backtest_results.trading_symbol, "EUR" +# ) +# self.assertAlmostEqual( +# backtest_report.backtest_metrics.total_return, 5.9, delta=0.5 +# ) +# self.assertAlmostEqual( +# backtest_report.backtest_metrics.total_return_percentage, 0.0149, delta=0.001 +# ) +# end_time = time.time() +# elapsed_time = end_time - start_time +# print(f"Test completed in {elapsed_time:.2f} seconds") +# +# snapshots = backtest_report.backtest_results.get_portfolio_snapshots() +# # Check that the first two snapshots created at are the same +# # as the start date of the backtest +# self.assertEqual( +# snapshots[0].created_at.replace(tzinfo=timezone.utc), +# start_date.replace(tzinfo=timezone.utc) +# ) diff --git a/tests/scenarios/event_backtests/test_run_backtests_algorithms_param.py b/tests/scenarios/event_backtests/test_run_backtests_algorithms_param.py new file mode 100644 index 00000000..56b4abde --- /dev/null +++ b/tests/scenarios/event_backtests/test_run_backtests_algorithms_param.py @@ -0,0 +1,68 @@ +# import os +# from time import time +# from datetime import datetime, timedelta, timezone +# from unittest import TestCase +# +# from investing_algorithm_framework import create_app, BacktestDateRange, \ +# RESOURCE_DIRECTORY, SnapshotInterval, Algorithm +# from tests.resources.strategies_for_testing.strategy_v1 import \ +# CrossOverStrategyV1 +# +# +# class Test(TestCase): +# +# def test_run(self): +# """ +# """ +# start_time = time() +# # RESOURCE_DIRECTORY should always point to the parent directory/resources +# resource_directory = os.path.abspath( +# os.path.join(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, 2, tzinfo=timezone.utc) +# start_date = end_date - timedelta(days=100) +# date_range = BacktestDateRange( +# start_date=start_date, end_date=end_date +# ) +# algorithm = Algorithm() +# algorithm.add_strategy(CrossOverStrategyV1) +# backtest_report = app.run_backtest( +# algorithm=algorithm, +# backtest_date_range=date_range, +# snapshot_interval=SnapshotInterval.DAILY +# ) +# end_time = time() +# elapsed_time = end_time - start_time +# print(f"Test completed in {elapsed_time:.2f} seconds") +# self.assertAlmostEqual( +# backtest_report.backtest_metrics.growth, 3.6, delta=0.5 +# ) +# self.assertAlmostEqual( +# backtest_report.backtest_metrics.growth_percentage, 0.009, +# delta=0.001 +# ) +# self.assertEqual( +# backtest_report.backtest_results.initial_unallocated, 400 +# ) +# self.assertEqual( +# backtest_report.backtest_results.trading_symbol, "EUR" +# ) +# self.assertAlmostEqual( +# backtest_report.backtest_metrics.total_return, 3.6, delta=0.5 +# ) +# self.assertAlmostEqual( +# backtest_report.backtest_metrics.total_return_percentage, 0.009, +# delta=0.001 +# ) +# snapshots = backtest_report.backtest_results.get_portfolio_snapshots() +# # Check that the first two snapshots created at are the same +# # as the start date of the backtest +# self.assertEqual( +# snapshots[0].created_at.replace(tzinfo=timezone.utc), +# start_date.replace(tzinfo=timezone.utc) +# ) \ No newline at end of file diff --git a/tests/scenarios/resources/backtest_data/OHLCV_BTC-EUR_BINANCE_2h_2023-08-07-06-00_2023-12-02-00-00.csv b/tests/scenarios/resources/backtest_data/OHLCV_BTC-EUR_BINANCE_2h_2023-08-07-06-00_2023-12-02-00-00.csv deleted file mode 100644 index cb77e94a..00000000 --- a/tests/scenarios/resources/backtest_data/OHLCV_BTC-EUR_BINANCE_2h_2023-08-07-06-00_2023-12-02-00-00.csv +++ /dev/null @@ -1,1403 +0,0 @@ -Datetime,Open,High,Low,Close,Volume -2023-08-07 06:00:00,26846.24,26859.9,26805.63,26845.11,30.16456 -2023-08-07 08:00:00,26845.11,26910.08,26800.13,26884.72,54.07841 -2023-08-07 10:00:00,26884.72,26970.26,26723.08,26781.49,73.72037 -2023-08-07 12:00:00,26784.38,26897.17,26777.82,26855.73,78.37641 -2023-08-07 14:00:00,26854.05,27000.0,26580.73,26640.26,254.34098 -2023-08-07 16:00:00,26631.81,26838.42,26495.02,26808.87,108.8415 -2023-08-07 18:00:00,26808.84,27076.1,26802.76,27072.4,86.36952 -2023-08-07 20:00:00,27076.96,27132.47,26969.06,26976.8,49.4346 -2023-08-07 22:00:00,26979.71,27058.98,26955.02,27042.42,22.36987 -2023-08-08 00:00:00,27046.09,27100.0,26980.64,26981.31,17.7507 -2023-08-08 02:00:00,26981.31,27028.86,26970.15,26985.73,8.61401 -2023-08-08 04:00:00,26986.04,27118.64,26967.82,27043.2,25.16731 -2023-08-08 06:00:00,27043.2,27062.48,26957.23,26959.08,41.5379 -2023-08-08 08:00:00,26962.18,26989.8,26869.48,26963.62,53.0872 -2023-08-08 10:00:00,26963.59,27393.94,26945.83,27391.11,102.62128 -2023-08-08 12:00:00,27392.12,27561.7,27245.18,27257.85,183.18934 -2023-08-08 14:00:00,27256.06,27549.94,27256.06,27501.18,78.00712 -2023-08-08 16:00:00,27501.19,27800.0,27501.18,27735.14,85.38764 -2023-08-08 18:00:00,27743.99,27860.69,27693.25,27793.43,93.17105 -2023-08-08 20:00:00,27799.95,28112.82,27746.02,27775.47,87.95345 -2023-08-08 22:00:00,27776.32,27802.11,27616.97,27690.67,22.2463 -2023-08-09 00:00:00,27686.02,27735.29,27639.48,27698.83,13.88549 -2023-08-09 02:00:00,27698.2,27713.88,27474.97,27482.71,31.64055 -2023-08-09 04:00:00,27484.83,27529.69,27462.55,27476.95,19.73774 -2023-08-09 06:00:00,27476.95,27540.6,27414.87,27535.2,50.74726 -2023-08-09 08:00:00,27535.22,27614.18,27499.39,27591.79,55.79667 -2023-08-09 10:00:00,27589.35,27728.34,27539.07,27672.44,53.81035 -2023-08-09 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00:00:00,24162.2,24173.82,24117.99,24144.2,5.69748 -2023-08-27 02:00:00,24146.82,24163.75,24136.91,24163.06,2.85825 -2023-08-27 04:00:00,24162.64,24184.0,24162.64,24174.43,2.9086 -2023-08-27 06:00:00,24174.43,24185.28,24164.65,24173.05,4.9953 -2023-08-27 08:00:00,24173.06,24216.3,24172.02,24196.74,10.55665 -2023-08-27 10:00:00,24198.91,24219.69,24190.56,24190.56,9.42729 -2023-08-27 12:00:00,24190.56,24221.27,24186.14,24208.04,8.20325 -2023-08-27 14:00:00,24208.04,24299.98,24208.04,24255.02,14.01665 -2023-08-27 16:00:00,24255.03,24294.74,24175.0,24191.59,13.15604 -2023-08-27 18:00:00,24186.12,24286.68,24166.0,24257.11,15.70882 -2023-08-27 20:00:00,24257.7,24264.06,24171.13,24197.28,9.25776 -2023-08-27 22:00:00,24195.67,24228.77,24165.0,24224.95,5.73291 -2023-08-28 00:00:00,24221.95,24225.68,24105.4,24133.36,19.43954 -2023-08-28 02:00:00,24139.14,24165.18,24116.63,24122.82,9.04615 -2023-08-28 04:00:00,24121.07,24132.4,23980.0,24049.41,22.39826 -2023-08-28 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00:00:00,24152.48,24196.29,23994.68,24007.53,34.25501 -2023-09-11 02:00:00,24007.0,24089.65,23987.65,24051.3,11.11114 -2023-09-11 04:00:00,24051.3,24171.9,24030.5,24169.42,29.3 -2023-09-11 06:00:00,24169.43,24178.55,24060.06,24087.99,36.04095 -2023-09-11 08:00:00,24090.85,24114.07,23960.06,24012.95,80.44406 -2023-09-11 10:00:00,24012.11,24016.58,23879.75,23945.95,150.74784 -2023-09-11 12:00:00,23945.95,24043.19,23913.67,23923.4,96.73263 -2023-09-11 14:00:00,23923.4,23926.91,23280.0,23440.31,311.32844 -2023-09-11 16:00:00,23440.3,23544.07,23367.81,23532.34,122.99077 -2023-09-11 18:00:00,23531.74,23538.04,23305.01,23330.25,65.63604 -2023-09-11 20:00:00,23330.23,23505.93,23222.0,23444.12,70.29413 -2023-09-11 22:00:00,23444.12,23486.61,23394.93,23468.24,22.18545 -2023-09-12 00:00:00,23468.53,23535.27,23441.13,23460.16,24.49689 -2023-09-12 02:00:00,23456.11,24195.1,23450.75,24056.81,146.85791 -2023-09-12 04:00:00,24057.27,24222.63,23887.77,24032.57,114.0538 -2023-09-12 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18:00:00,25079.21,25262.09,24993.17,25095.63,54.64072 -2023-09-14 20:00:00,25095.12,25135.54,24912.23,24949.48,27.50923 -2023-09-14 22:00:00,24961.56,25052.84,24932.9,24965.7,10.89699 -2023-09-15 00:00:00,24968.3,24990.15,24892.69,24943.09,12.64114 -2023-09-15 02:00:00,24943.65,25042.61,24939.17,25036.05,8.47923 -2023-09-15 04:00:00,25032.33,25064.84,24974.56,24990.62,11.60807 -2023-09-15 06:00:00,24990.63,24990.63,24936.15,24950.94,24.13982 -2023-09-15 08:00:00,24950.95,25042.52,24913.05,24992.98,37.18267 -2023-09-15 10:00:00,24992.98,25038.17,24801.73,24838.01,31.73007 -2023-09-15 12:00:00,24838.82,24907.2,24771.44,24775.81,47.40877 -2023-09-15 14:00:00,24776.83,24783.73,24604.16,24704.37,64.18908 -2023-09-15 16:00:00,24703.44,24761.75,24691.89,24719.7,19.90254 -2023-09-15 18:00:00,24722.83,24844.78,24714.26,24798.75,14.66257 -2023-09-15 20:00:00,24803.48,24897.58,24788.33,24867.95,16.7996 -2023-09-15 22:00:00,24870.94,25251.87,24870.8,24990.86,40.60901 -2023-09-16 00:00:00,24990.7,25081.86,24963.52,25041.79,14.11974 -2023-09-16 02:00:00,25035.3,25147.08,24994.33,25004.01,12.59962 -2023-09-16 04:00:00,25000.8,25005.6,24912.23,24925.05,15.84039 -2023-09-16 06:00:00,24925.05,24926.54,24855.81,24878.13,14.07112 -2023-09-16 08:00:00,24878.12,24948.7,24853.7,24879.67,23.12276 -2023-09-16 10:00:00,24877.33,24920.92,24826.11,24893.29,27.46663 -2023-09-16 12:00:00,24893.29,24942.57,24870.08,24917.41,15.15507 -2023-09-16 14:00:00,24915.83,24933.31,24852.57,24874.66,11.63508 -2023-09-16 16:00:00,24874.84,24970.68,24865.25,24924.45,12.2834 -2023-09-16 18:00:00,24924.44,24971.95,24871.6,24898.6,9.72942 -2023-09-16 20:00:00,24898.6,24942.96,24889.37,24928.3,7.99786 -2023-09-16 22:00:00,24928.29,24938.66,24879.76,24920.43,6.41628 -2023-09-17 00:00:00,24920.16,24920.23,24791.71,24862.67,17.52508 -2023-09-17 02:00:00,24862.66,24902.54,24855.13,24894.35,3.97274 -2023-09-17 04:00:00,24897.4,24928.7,24872.7,24903.74,7.29673 -2023-09-17 06:00:00,24903.75,24915.73,24862.64,24864.5,5.08868 -2023-09-17 08:00:00,24862.46,24941.34,24859.81,24937.28,12.05759 -2023-09-17 10:00:00,24936.9,24970.5,24919.66,24919.66,11.25203 -2023-09-17 12:00:00,24919.48,24938.18,24875.35,24885.94,10.97077 -2023-09-17 14:00:00,24885.94,24937.37,24875.16,24902.82,13.54393 -2023-09-17 16:00:00,24902.82,24905.19,24844.9,24844.9,15.73601 -2023-09-17 18:00:00,24844.95,24880.41,24831.52,24868.94,12.68046 -2023-09-17 20:00:00,24868.71,24868.71,24734.65,24850.25,18.91797 -2023-09-17 22:00:00,24852.24,24887.84,24806.72,24873.85,10.49902 -2023-09-18 00:00:00,24876.69,24897.35,24742.8,24826.39,19.48504 -2023-09-18 02:00:00,24819.58,25085.76,24819.24,25011.89,35.33759 -2023-09-18 04:00:00,25021.25,25042.18,24930.79,24993.48,13.94654 -2023-09-18 06:00:00,24993.48,25135.2,24982.14,25067.65,31.97748 -2023-09-18 08:00:00,25071.84,25246.37,25040.44,25199.4,81.26892 -2023-09-18 10:00:00,25203.24,25554.99,25203.24,25518.07,106.09879 -2023-09-18 12:00:00,25519.68,25749.89,25484.59,25590.33,89.17265 -2023-09-18 14:00:00,25587.31,25609.68,25473.89,25520.87,45.4826 -2023-09-18 16:00:00,25520.87,25570.19,24950.0,25065.66,97.62428 -2023-09-18 18:00:00,25065.67,25246.13,24977.25,25128.9,55.21828 -2023-09-18 20:00:00,25127.65,25153.22,25030.35,25127.61,25.60358 -2023-09-18 22:00:00,25128.7,25171.75,25035.67,25066.62,17.22862 -2023-09-19 00:00:00,25060.09,25079.42,24971.46,25044.81,27.98919 -2023-09-19 02:00:00,25043.15,25165.39,25025.42,25149.67,11.41962 -2023-09-19 04:00:00,25148.36,25192.1,25118.81,25123.16,12.49527 -2023-09-19 06:00:00,25120.68,25180.67,25079.71,25138.67,25.16295 -2023-09-19 08:00:00,25138.66,25746.94,25138.66,25563.89,109.21707 -2023-09-19 10:00:00,25574.76,25589.47,25341.82,25470.76,64.31807 -2023-09-19 12:00:00,25470.77,25509.33,25222.69,25263.15,80.58574 -2023-09-19 14:00:00,25263.14,25750.0,25187.79,25703.77,88.1478 -2023-09-19 16:00:00,25703.77,25750.82,25385.49,25427.69,63.88002 -2023-09-19 18:00:00,25432.79,25503.37,25381.93,25492.95,37.73541 -2023-09-19 20:00:00,25492.61,25509.56,25311.39,25457.56,35.2185 -2023-09-19 22:00:00,25467.54,25528.29,25407.05,25507.2,12.17981 -2023-09-20 00:00:00,25517.74,25634.12,25455.14,25631.2,20.59806 -2023-09-20 02:00:00,25634.11,25668.53,25401.11,25439.14,22.16642 -2023-09-20 04:00:00,25430.32,25476.09,25328.45,25342.3,14.33268 -2023-09-20 06:00:00,25342.3,25427.28,25270.2,25394.95,29.46652 -2023-09-20 08:00:00,25394.96,25467.65,25245.46,25326.2,58.83753 -2023-09-20 10:00:00,25327.47,25387.47,25222.56,25364.65,48.78134 -2023-09-20 12:00:00,25364.66,25428.99,25275.5,25391.76,59.34144 -2023-09-20 14:00:00,25391.27,25449.95,25286.83,25415.05,56.24934 -2023-09-20 16:00:00,25417.18,25459.44,25333.75,25400.14,49.9601 -2023-09-20 18:00:00,25401.57,25529.93,25106.11,25298.22,135.17794 -2023-09-20 20:00:00,25298.0,25584.28,25292.54,25456.41,30.34651 -2023-09-20 22:00:00,25465.01,25524.4,25409.98,25493.15,16.12316 -2023-09-21 00:00:00,25495.42,25558.96,25400.31,25451.32,19.28091 -2023-09-21 02:00:00,25453.07,25476.21,25378.59,25451.9,19.67954 -2023-09-21 04:00:00,25452.32,25517.55,25416.22,25487.7,13.2948 -2023-09-21 06:00:00,25487.69,25487.71,25354.94,25354.95,24.77364 -2023-09-21 08:00:00,25354.95,25379.56,25075.71,25130.47,68.36905 -2023-09-21 10:00:00,25123.92,25180.78,25035.68,25147.51,67.14905 -2023-09-21 12:00:00,25145.11,25197.36,24790.08,24847.33,120.96398 -2023-09-21 14:00:00,24843.86,25009.91,24806.47,24951.43,54.20683 -2023-09-21 16:00:00,24951.43,25044.48,24916.13,25011.69,40.3224 -2023-09-21 18:00:00,25009.08,25035.09,24928.91,24970.58,23.32168 -2023-09-21 20:00:00,24971.5,25000.0,24885.2,24993.97,13.64582 -2023-09-21 22:00:00,24995.06,24995.09,24925.17,24945.14,13.94986 -2023-09-22 00:00:00,24940.17,25064.24,24871.0,25032.74,32.57397 -2023-09-22 02:00:00,25032.75,25046.01,24953.65,25011.39,21.5253 -2023-09-22 04:00:00,25011.66,25040.69,24987.41,25036.45,12.35994 -2023-09-22 06:00:00,25036.46,25090.0,24963.57,25054.91,54.54356 -2023-09-22 08:00:00,25058.65,25127.38,25044.87,25072.79,31.81894 -2023-09-22 10:00:00,25072.79,25083.84,25024.8,25072.13,46.22726 -2023-09-22 12:00:00,25072.12,25083.04,24941.17,24984.93,56.81004 -2023-09-22 14:00:00,24984.93,25071.12,24957.88,25009.25,59.12899 -2023-09-22 16:00:00,25009.25,25031.08,24933.95,24976.71,33.11462 -2023-09-22 18:00:00,24976.71,25040.9,24948.61,24953.24,23.3764 -2023-09-22 20:00:00,24954.52,24993.05,24910.01,24986.29,24.41926 -2023-09-22 22:00:00,24986.29,25022.05,24964.32,25009.44,14.95009 -2023-09-23 00:00:00,25009.44,25043.94,24992.64,25009.61,13.38802 -2023-09-23 02:00:00,25008.07,25010.87,24957.01,24969.52,6.8677 -2023-09-23 04:00:00,24961.6,24988.8,24946.39,24972.12,5.84434 -2023-09-23 06:00:00,24972.12,25016.9,24972.11,25011.75,16.18856 -2023-09-23 08:00:00,25013.24,25021.4,24984.21,25003.64,10.137 -2023-09-23 10:00:00,25003.64,25011.83,24987.49,25005.86,13.99873 -2023-09-23 12:00:00,25006.22,25019.07,24984.07,25000.02,15.18287 -2023-09-23 14:00:00,25000.02,25012.0,24975.9,25009.77,14.43403 -2023-09-23 16:00:00,25008.07,25036.13,24985.23,25019.34,14.04174 -2023-09-23 18:00:00,25021.07,25056.88,25020.98,25035.17,9.74983 -2023-09-23 20:00:00,25032.34,25038.02,24991.87,24998.78,9.35754 -2023-09-23 22:00:00,24998.89,25011.44,24986.72,25006.9,5.7688 -2023-09-24 00:00:00,25005.92,25014.3,24986.95,25011.76,2.60257 -2023-09-24 02:00:00,25011.76,25023.09,24992.29,25001.36,5.92052 -2023-09-24 04:00:00,25001.12,25005.72,24981.49,24988.68,3.76333 -2023-09-24 06:00:00,24989.03,24997.31,24977.03,24994.36,6.66343 -2023-09-24 08:00:00,24994.36,25038.65,24991.22,25018.1,8.34062 -2023-09-24 10:00:00,25018.11,25031.47,24999.01,25018.72,7.23039 -2023-09-24 12:00:00,25018.72,25046.65,25005.69,25019.77,12.8065 -2023-09-24 14:00:00,25019.97,25023.71,24995.03,25007.5,8.43393 -2023-09-24 16:00:00,25008.19,25120.03,24995.0,25098.94,17.57848 -2023-09-24 18:00:00,25107.98,25153.47,24789.22,24885.39,74.58079 -2023-09-24 20:00:00,24883.21,24945.45,24837.14,24937.41,52.14798 -2023-09-24 22:00:00,24939.26,24939.26,24565.04,24677.93,57.56542 -2023-09-25 00:00:00,24670.67,24749.89,24425.06,24594.66,100.61055 -2023-09-25 02:00:00,24591.53,24671.83,24586.0,24586.0,15.88409 -2023-09-25 04:00:00,24585.15,24623.37,24513.26,24550.62,21.16503 -2023-09-25 06:00:00,24549.65,24647.25,24486.41,24638.68,40.9292 -2023-09-25 08:00:00,24638.68,24670.78,24517.41,24517.41,45.94159 -2023-09-25 10:00:00,24517.42,24562.95,24470.02,24533.85,46.52357 -2023-09-25 12:00:00,24533.84,24713.77,24467.35,24683.95,62.01748 -2023-09-25 14:00:00,24685.65,24852.45,24668.45,24791.09,68.97691 -2023-09-25 16:00:00,24794.25,24943.69,24767.3,24896.8,48.59801 -2023-09-25 18:00:00,24896.87,24918.42,24816.9,24866.57,31.03591 -2023-09-25 20:00:00,24876.31,24981.41,24806.34,24823.11,30.78303 -2023-09-25 22:00:00,24824.99,24860.49,24810.92,24844.53,9.97315 -2023-09-26 00:00:00,24844.53,24858.45,24799.0,24858.45,13.24029 -2023-09-26 02:00:00,24857.04,24956.29,24843.11,24907.09,11.11389 -2023-09-26 04:00:00,24908.05,24917.04,24857.66,24868.91,16.33225 -2023-09-26 06:00:00,24868.92,24885.49,24808.49,24821.69,31.67781 -2023-09-26 08:00:00,24821.67,24840.56,24751.53,24793.2,31.44641 -2023-09-26 10:00:00,24793.9,24804.57,24730.17,24796.98,39.15869 -2023-09-26 12:00:00,24796.98,24810.1,24698.48,24728.87,63.72749 -2023-09-26 14:00:00,24726.84,24769.07,24663.13,24714.18,60.51642 -2023-09-26 16:00:00,24714.16,24881.72,24704.02,24768.08,37.83423 -2023-09-26 18:00:00,24768.09,24863.86,24747.2,24835.31,34.79755 -2023-09-26 20:00:00,24839.62,24872.0,24700.0,24759.37,30.49341 -2023-09-26 22:00:00,24759.37,24829.85,24745.56,24809.95,14.06957 -2023-09-27 00:00:00,24811.45,24870.83,24803.78,24853.47,20.45935 -2023-09-27 02:00:00,24847.55,24885.89,24823.17,24872.08,7.78403 -2023-09-27 04:00:00,24872.37,24885.25,24833.45,24857.59,11.26808 -2023-09-27 06:00:00,24857.99,24868.49,24820.55,24838.23,17.6516 -2023-09-27 08:00:00,24835.79,24996.65,24819.31,24994.0,39.35332 -2023-09-27 10:00:00,24992.37,25449.48,24955.01,25385.97,129.63284 -2023-09-27 12:00:00,25382.97,25459.99,25237.53,25291.0,120.47404 -2023-09-27 14:00:00,25289.76,25301.07,24869.17,25011.07,129.45247 -2023-09-27 16:00:00,25011.07,25042.98,24912.76,24979.49,47.71913 -2023-09-27 18:00:00,24974.31,25016.18,24868.36,24996.87,47.58964 -2023-09-27 20:00:00,24992.47,25036.94,24966.41,25014.9,24.43283 -2023-09-27 22:00:00,25016.01,25117.82,25015.52,25099.43,19.39241 -2023-09-28 00:00:00,25105.69,25261.12,25060.67,25158.67,59.77003 -2023-09-28 02:00:00,25156.95,25227.59,25075.46,25104.3,25.35915 -2023-09-28 04:00:00,25106.47,25212.9,25081.55,25169.56,31.64873 -2023-09-28 06:00:00,25170.69,25233.39,25133.23,25180.31,31.49692 -2023-09-28 08:00:00,25179.42,25194.63,25060.22,25079.69,40.03706 -2023-09-28 10:00:00,25079.94,25254.23,25063.44,25114.39,46.50145 -2023-09-28 12:00:00,25113.16,25200.0,25105.18,25200.0,52.09614 -2023-09-28 14:00:00,25200.0,25580.85,25162.61,25550.05,102.90854 -2023-09-28 16:00:00,25561.13,25838.63,25555.41,25759.01,64.4772 -2023-09-28 18:00:00,25759.01,25825.61,25455.18,25672.09,48.94004 -2023-09-28 20:00:00,25672.09,25735.83,25489.77,25580.42,33.47753 -2023-09-28 22:00:00,25578.33,25649.3,25528.02,25604.18,11.72666 -2023-09-29 00:00:00,25607.86,25710.2,25563.05,25595.07,25.62246 -2023-09-29 02:00:00,25595.06,25634.0,25425.31,25506.53,25.47155 -2023-09-29 04:00:00,25506.53,25525.59,25445.96,25516.15,23.82037 -2023-09-29 06:00:00,25516.83,25691.73,25472.07,25627.16,47.89161 -2023-09-29 08:00:00,25621.94,25626.24,25429.31,25483.89,42.93583 -2023-09-29 10:00:00,25484.78,25535.69,25456.23,25465.17,28.78074 -2023-09-29 12:00:00,25465.14,25554.66,25387.72,25424.57,55.21741 -2023-09-29 14:00:00,25425.5,25625.16,25223.49,25413.09,101.6228 -2023-09-29 16:00:00,25413.1,25448.39,25339.3,25411.88,24.13196 -2023-09-29 18:00:00,25411.89,25511.94,25322.06,25481.22,27.29855 -2023-09-29 20:00:00,25480.19,25532.59,25428.67,25428.67,11.75873 -2023-09-29 22:00:00,25429.88,25484.08,25425.11,25469.98,8.28014 -2023-09-30 00:00:00,25471.09,25499.49,25454.25,25457.82,2.88483 -2023-09-30 02:00:00,25459.11,25493.57,25446.45,25476.65,3.20654 -2023-09-30 04:00:00,25476.59,25515.58,25473.06,25505.94,3.41618 -2023-09-30 06:00:00,25504.17,25523.96,25488.23,25498.09,8.81435 -2023-09-30 08:00:00,25498.1,25531.01,25489.78,25518.67,10.89064 -2023-09-30 10:00:00,25518.67,25561.23,25494.15,25505.14,19.0793 -2023-09-30 12:00:00,25505.16,25539.54,25477.54,25532.14,13.73994 -2023-09-30 14:00:00,25533.38,25647.44,25518.55,25558.76,20.20262 -2023-09-30 16:00:00,25559.01,25607.02,25536.23,25581.92,15.96194 -2023-09-30 18:00:00,25581.91,25600.41,25550.66,25585.28,7.67326 -2023-09-30 20:00:00,25585.28,25642.25,25511.13,25560.44,12.04688 -2023-09-30 22:00:00,25561.68,25597.15,25527.13,25534.98,8.84455 -2023-10-01 00:00:00,25534.98,25606.75,25526.86,25591.12,4.68775 -2023-10-01 02:00:00,25591.11,25619.88,25579.57,25615.11,3.16505 -2023-10-01 04:00:00,25615.11,25649.71,25593.5,25642.99,3.19103 -2023-10-01 06:00:00,25642.99,25726.99,25642.99,25683.22,13.37261 -2023-10-01 08:00:00,25683.21,25798.98,25666.95,25781.58,18.49527 -2023-10-01 10:00:00,25781.57,25849.54,25734.5,25754.51,17.29746 -2023-10-01 12:00:00,25754.57,25763.2,25693.01,25742.55,14.49549 -2023-10-01 14:00:00,25741.57,25784.29,25648.31,25705.29,18.06739 -2023-10-01 16:00:00,25705.29,25713.39,25598.94,25633.87,15.22019 -2023-10-01 18:00:00,25631.95,25671.42,25626.12,25667.96,10.64164 -2023-10-01 20:00:00,25668.86,25753.87,25603.43,25753.87,10.68484 -2023-10-01 22:00:00,25750.09,26666.55,25739.29,26519.71,131.81962 -2023-10-02 00:00:00,26521.07,26585.55,26358.99,26437.91,53.73008 -2023-10-02 02:00:00,26437.91,26690.26,26418.39,26627.26,43.24718 -2023-10-02 04:00:00,26627.25,26647.56,26460.86,26505.91,50.87249 -2023-10-02 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12:00:00,26331.24,26336.79,26188.71,26301.09,58.2723 -2023-10-03 14:00:00,26298.23,26319.93,26066.39,26180.08,122.52674 -2023-10-03 16:00:00,26178.19,26259.14,26144.5,26231.85,77.19102 -2023-10-03 18:00:00,26231.59,26235.93,26040.46,26060.36,28.21084 -2023-10-03 20:00:00,26070.77,26256.34,25975.57,26203.62,27.06768 -2023-10-03 22:00:00,26202.28,26263.06,26073.32,26216.8,21.50305 -2023-10-04 00:00:00,26214.3,26224.92,26000.0,26131.66,32.05857 -2023-10-04 02:00:00,26130.53,26296.53,26114.38,26247.68,21.46611 -2023-10-04 04:00:00,26247.51,26247.51,26148.31,26195.3,5.19989 -2023-10-04 06:00:00,26195.45,26256.61,26164.57,26202.7,13.26088 -2023-10-04 08:00:00,26206.24,26342.07,26176.8,26330.26,37.8062 -2023-10-04 10:00:00,26338.55,26345.93,26211.16,26279.61,33.9113 -2023-10-04 12:00:00,26283.0,26300.41,26102.89,26111.13,100.38029 -2023-10-04 14:00:00,26111.1,26181.97,26070.31,26077.19,45.31651 -2023-10-04 16:00:00,26079.03,26269.37,26073.31,26230.38,159.43352 -2023-10-04 18:00:00,26232.03,26500.0,26198.26,26280.85,39.23535 -2023-10-04 20:00:00,26289.28,26465.51,26238.16,26372.9,24.72926 -2023-10-04 22:00:00,26372.21,26509.71,26350.0,26464.64,34.61287 -2023-10-05 00:00:00,26464.63,26538.26,26335.9,26366.21,18.07051 -2023-10-05 02:00:00,26368.94,26370.98,26293.19,26293.19,5.46283 -2023-10-05 04:00:00,26290.41,26349.7,26290.41,26306.72,5.09741 -2023-10-05 06:00:00,26303.96,26351.47,26239.01,26292.42,27.93203 -2023-10-05 08:00:00,26294.84,26389.41,26266.24,26366.64,24.41876 -2023-10-05 10:00:00,26366.45,26417.11,26329.11,26373.45,22.04449 -2023-10-05 12:00:00,26373.17,26702.18,26332.01,26620.16,56.91542 -2023-10-05 14:00:00,26618.92,26738.05,26050.95,26204.52,79.3002 -2023-10-05 16:00:00,26202.33,26272.08,25997.32,26113.66,61.38749 -2023-10-05 18:00:00,26113.66,26141.24,26023.75,26070.64,39.00412 -2023-10-05 20:00:00,26070.93,26110.95,26012.49,26056.59,27.01028 -2023-10-05 22:00:00,26056.06,26070.63,25988.74,26012.81,10.71609 -2023-10-06 00:00:00,26018.62,26148.32,26004.66,26126.89,7.01766 -2023-10-06 02:00:00,26129.2,26195.97,26129.2,26161.82,6.37305 -2023-10-06 04:00:00,26164.67,26168.68,26094.16,26136.14,4.13878 -2023-10-06 06:00:00,26133.51,26246.39,26100.73,26222.27,20.64542 -2023-10-06 08:00:00,26222.27,26276.83,26177.1,26265.94,24.22284 -2023-10-06 10:00:00,26276.83,26352.04,26201.0,26293.34,27.36409 -2023-10-06 12:00:00,26299.81,26347.8,25927.02,26194.13,190.5273 -2023-10-06 14:00:00,26194.13,26489.82,26142.94,26394.51,79.06015 -2023-10-06 16:00:00,26404.28,26496.39,26300.0,26440.96,28.61083 -2023-10-06 18:00:00,26443.43,26493.02,26333.02,26429.26,27.89877 -2023-10-06 20:00:00,26435.33,26746.21,26384.77,26531.41,29.97813 -2023-10-06 22:00:00,26535.24,26609.46,26376.32,26429.94,15.19976 -2023-10-07 00:00:00,26427.47,26452.1,26347.6,26391.94,7.32265 -2023-10-07 02:00:00,26394.65,26442.4,26369.89,26403.01,5.75449 -2023-10-07 04:00:00,26404.56,26437.5,26392.05,26403.82,2.95022 -2023-10-07 06:00:00,26397.45,26422.47,26378.11,26391.54,5.67909 -2023-10-07 08:00:00,26394.25,26522.49,26380.28,26456.79,14.51776 -2023-10-07 10:00:00,26453.54,26513.73,26432.16,26447.57,9.44175 -2023-10-07 12:00:00,26448.65,26491.1,26410.01,26443.56,10.95671 -2023-10-07 14:00:00,26440.76,26481.7,26410.44,26446.52,9.74322 -2023-10-07 16:00:00,26448.3,26473.8,26406.75,26440.23,9.68335 -2023-10-07 18:00:00,26442.94,26456.82,26368.58,26381.28,9.67139 -2023-10-07 20:00:00,26377.0,26464.18,26370.81,26436.95,7.62514 -2023-10-07 22:00:00,26439.92,26470.49,26427.25,26465.36,4.04229 -2023-10-08 00:00:00,26466.78,26528.33,26453.86,26514.85,4.64716 -2023-10-08 02:00:00,26514.85,26592.13,26486.81,26567.54,5.21935 -2023-10-08 04:00:00,26569.61,26576.98,26391.91,26440.38,3.40806 -2023-10-08 06:00:00,26437.79,26464.72,26392.37,26418.05,6.15133 -2023-10-08 08:00:00,26413.86,26449.39,26351.09,26391.64,13.06467 -2023-10-08 10:00:00,26388.17,26409.11,26296.25,26329.11,13.80029 -2023-10-08 12:00:00,26325.03,26498.78,26216.5,26421.68,23.92049 -2023-10-08 14:00:00,26422.89,26480.32,26386.93,26405.22,9.13599 -2023-10-08 16:00:00,26405.22,26459.7,26381.54,26396.38,9.58799 -2023-10-08 18:00:00,26394.09,26430.18,26326.62,26402.65,15.3799 -2023-10-08 20:00:00,26400.83,26554.33,26394.77,26493.73,55.24737 -2023-10-08 22:00:00,26489.5,26501.17,26386.62,26457.16,30.79229 -2023-10-09 00:00:00,26460.71,26528.33,26326.7,26490.06,22.25677 -2023-10-09 02:00:00,26507.09,26527.12,26466.81,26488.45,7.57925 -2023-10-09 04:00:00,26490.91,26521.12,26428.9,26430.12,6.92966 -2023-10-09 06:00:00,26431.96,26519.22,26423.24,26457.54,19.7776 -2023-10-09 08:00:00,26457.53,26473.77,26075.69,26176.1,55.22805 -2023-10-09 10:00:00,26175.41,26237.59,26058.38,26117.05,55.56761 -2023-10-09 12:00:00,26116.96,26175.26,25981.59,26095.91,98.52772 -2023-10-09 14:00:00,26097.2,26154.64,26040.51,26066.42,48.449 -2023-10-09 16:00:00,26063.7,26160.5,25879.17,26120.0,95.87758 -2023-10-09 18:00:00,26120.0,26263.06,26084.31,26145.51,59.40884 -2023-10-09 20:00:00,26145.92,26182.05,26103.04,26168.98,11.39774 -2023-10-09 22:00:00,26168.98,26171.0,26088.55,26101.17,12.56995 -2023-10-10 00:00:00,26103.47,26157.73,26031.31,26122.55,15.06885 -2023-10-10 02:00:00,26130.73,26230.82,26098.33,26162.09,7.10433 -2023-10-10 04:00:00,26166.72,26168.83,26127.47,26153.87,6.03872 -2023-10-10 06:00:00,26153.25,26246.2,26153.25,26177.65,20.43576 -2023-10-10 08:00:00,26178.18,26237.21,26083.08,26109.29,26.61005 -2023-10-10 10:00:00,26105.31,26140.71,26030.18,26031.34,21.19779 -2023-10-10 12:00:00,26030.75,26049.6,25842.43,25882.2,36.88241 -2023-10-10 14:00:00,25884.54,26073.84,25807.58,25841.42,162.19352 -2023-10-10 16:00:00,25836.94,25937.85,25783.7,25848.49,45.08978 -2023-10-10 18:00:00,25844.98,25892.04,25779.64,25858.35,22.11904 -2023-10-10 20:00:00,25862.78,25919.97,25785.08,25883.46,13.32069 -2023-10-10 22:00:00,25883.46,25926.64,25841.07,25846.3,8.01575 -2023-10-11 00:00:00,25845.49,25919.95,25842.85,25891.86,6.49842 -2023-10-11 02:00:00,25892.07,25892.07,25486.86,25495.21,42.24761 -2023-10-11 04:00:00,25495.17,25610.33,25458.38,25588.86,14.6122 -2023-10-11 06:00:00,25591.41,25600.27,25482.96,25513.16,30.45537 -2023-10-11 08:00:00,25509.18,25735.21,25509.18,25735.21,36.60648 -2023-10-11 10:00:00,25744.22,25805.84,25659.56,25666.9,33.99525 -2023-10-11 12:00:00,25667.4,25740.77,25531.87,25552.22,54.63111 -2023-10-11 14:00:00,25552.24,25572.37,25212.96,25258.22,56.98344 -2023-10-11 16:00:00,25252.55,25269.11,25071.76,25157.27,59.3626 -2023-10-11 18:00:00,25152.48,25257.1,25108.15,25234.68,24.08608 -2023-10-11 20:00:00,25236.13,25246.09,25141.45,25188.42,15.91292 -2023-10-11 22:00:00,25188.43,25324.82,25176.45,25318.58,18.07949 -2023-10-12 00:00:00,25316.94,25320.91,25184.93,25217.3,11.42015 -2023-10-12 02:00:00,25216.53,25376.3,25201.21,25276.66,13.07952 -2023-10-12 04:00:00,25280.17,25299.5,25207.88,25299.5,14.11237 -2023-10-12 06:00:00,25299.5,25334.34,25249.75,25268.41,27.14735 -2023-10-12 08:00:00,25268.39,25274.54,25130.81,25196.87,39.25614 -2023-10-12 10:00:00,25210.82,25322.11,25180.86,25292.52,29.40781 -2023-10-12 12:00:00,25294.03,25369.83,25223.28,25369.83,100.21889 -2023-10-12 14:00:00,25370.35,25381.97,25248.86,25293.07,34.62212 -2023-10-12 16:00:00,25294.22,25409.45,25181.38,25292.77,35.57222 -2023-10-12 18:00:00,25290.99,25400.01,25254.38,25380.77,19.12283 -2023-10-12 20:00:00,25376.15,25434.52,25367.74,25424.75,10.90667 -2023-10-12 22:00:00,25425.34,25435.15,25373.67,25413.17,12.07362 -2023-10-13 00:00:00,25411.26,25518.9,25406.68,25431.12,11.78165 -2023-10-13 02:00:00,25429.6,25457.97,25402.44,25405.65,4.94958 -2023-10-13 04:00:00,25406.74,25448.06,25401.3,25437.55,8.60779 -2023-10-13 06:00:00,25437.55,25562.02,25429.1,25476.61,22.52833 -2023-10-13 08:00:00,25474.67,25489.88,25388.81,25408.7,32.28093 -2023-10-13 10:00:00,25408.59,25537.4,25408.59,25499.32,27.70463 -2023-10-13 12:00:00,25501.6,25603.03,25442.48,25521.92,71.05144 -2023-10-13 14:00:00,25520.79,25537.73,25428.71,25454.7,58.68973 -2023-10-13 16:00:00,25448.97,25521.2,25422.51,25500.17,67.41054 -2023-10-13 18:00:00,25500.05,25507.13,25445.84,25495.77,33.30472 -2023-10-13 20:00:00,25495.76,25833.69,25477.77,25734.78,66.97275 -2023-10-13 22:00:00,25734.15,25788.86,25486.18,25583.59,16.3807 -2023-10-14 00:00:00,25583.8,25644.75,25566.79,25638.54,4.36617 -2023-10-14 02:00:00,25638.64,25705.98,25610.5,25651.34,6.85918 -2023-10-14 04:00:00,25655.1,25666.28,25611.53,25613.27,3.12331 -2023-10-14 06:00:00,25612.63,25625.87,25570.67,25595.57,7.8372 -2023-10-14 08:00:00,25597.45,25614.57,25573.47,25609.15,7.68664 -2023-10-14 10:00:00,25613.27,25630.43,25578.17,25601.13,12.90271 -2023-10-14 12:00:00,25600.85,25649.09,25580.16,25641.14,19.6772 -2023-10-14 14:00:00,25644.68,25679.84,25603.19,25679.84,14.33358 -2023-10-14 16:00:00,25681.59,25687.23,25621.03,25624.63,9.32452 -2023-10-14 18:00:00,25624.01,25625.75,25585.58,25607.01,15.21038 -2023-10-14 20:00:00,25607.01,25627.41,25545.0,25563.85,12.85713 -2023-10-14 22:00:00,25563.84,25610.04,25562.49,25593.88,4.14434 -2023-10-15 00:00:00,25593.8,25648.22,25559.77,25632.65,5.70321 -2023-10-15 02:00:00,25632.64,25646.25,25610.87,25617.92,5.66248 -2023-10-15 04:00:00,25618.01,25626.73,25608.56,25618.24,3.58912 -2023-10-15 06:00:00,25618.24,25624.78,25604.41,25624.77,4.54819 -2023-10-15 08:00:00,25624.77,25660.22,25621.86,25640.52,8.05902 -2023-10-15 10:00:00,25640.28,25642.04,25588.47,25593.29,12.23562 -2023-10-15 12:00:00,25593.28,25701.18,25555.8,25610.45,41.01421 -2023-10-15 14:00:00,25610.39,25660.25,25592.15,25627.95,19.04625 -2023-10-15 16:00:00,25627.94,25736.39,25621.71,25716.65,18.59049 -2023-10-15 18:00:00,25716.91,25808.87,25690.68,25784.93,11.86185 -2023-10-15 20:00:00,25778.03,25951.91,25751.96,25870.63,56.39224 -2023-10-15 22:00:00,25870.74,25965.87,25737.49,25831.52,19.12383 -2023-10-16 00:00:00,25841.18,25942.46,25806.0,25867.73,27.92911 -2023-10-16 02:00:00,25870.19,25953.95,25832.47,25907.69,3.6661 -2023-10-16 04:00:00,25908.21,26582.66,25865.49,26519.67,86.88239 -2023-10-16 06:00:00,26523.18,26571.78,26389.97,26451.44,54.55276 -2023-10-16 08:00:00,26454.83,26502.33,26248.38,26374.71,48.21623 -2023-10-16 10:00:00,26376.5,26410.59,26306.77,26370.06,38.10908 -2023-10-16 12:00:00,26368.64,28597.43,26326.21,26617.39,243.30841 -2023-10-16 14:00:00,26617.38,26953.91,26507.93,26635.51,54.75974 -2023-10-16 16:00:00,26641.84,26806.31,26636.96,26786.95,42.2331 -2023-10-16 18:00:00,26785.36,27326.02,26774.8,26990.83,78.39315 -2023-10-16 20:00:00,26982.71,27155.97,26768.13,26954.7,32.133 -2023-10-16 22:00:00,26952.99,27082.52,26919.97,27047.14,17.36494 -2023-10-17 00:00:00,27044.15,27083.4,26789.73,26893.64,36.58023 -2023-10-17 02:00:00,26879.02,26930.9,26811.6,26821.39,16.40531 -2023-10-17 04:00:00,26824.78,26824.78,26628.01,26788.06,34.24762 -2023-10-17 06:00:00,26789.37,27007.29,26699.24,26964.85,47.56377 -2023-10-17 08:00:00,26973.42,27071.15,26914.49,26992.55,45.71126 -2023-10-17 10:00:00,26990.66,27134.3,26907.14,26912.22,75.21236 -2023-10-17 12:00:00,26913.21,26966.9,26704.54,26847.94,82.52225 -2023-10-17 14:00:00,26852.95,27025.28,26841.17,26909.78,68.38425 -2023-10-17 16:00:00,26908.98,27076.5,26858.97,26940.01,39.04382 -2023-10-17 18:00:00,26936.08,26999.48,26822.51,26997.98,26.67778 -2023-10-17 20:00:00,26996.89,27038.56,26900.0,26974.27,37.79608 -2023-10-17 22:00:00,26974.26,26974.26,26865.87,26892.39,23.3985 -2023-10-18 00:00:00,26885.84,26934.35,26839.86,26862.23,13.06301 -2023-10-18 02:00:00,26862.62,27000.0,26855.58,26996.15,7.08066 -2023-10-18 04:00:00,26999.99,27422.14,26929.44,27150.64,101.18698 -2023-10-18 06:00:00,27147.21,27171.73,26955.25,26963.13,42.74723 -2023-10-18 08:00:00,26962.12,27074.83,26714.84,26771.0,39.3505 -2023-10-18 10:00:00,26764.32,26949.11,26764.32,26879.87,39.58918 -2023-10-18 12:00:00,26879.87,26927.93,26830.67,26893.5,63.21513 -2023-10-18 14:00:00,26889.66,26907.19,26751.27,26861.67,61.72238 -2023-10-18 16:00:00,26857.31,26989.36,26842.08,26891.32,44.01058 -2023-10-18 18:00:00,26890.45,26946.07,26846.99,26846.99,25.15486 -2023-10-18 20:00:00,26846.95,26894.57,26793.04,26863.84,29.64879 -2023-10-18 22:00:00,26863.47,26954.33,26841.18,26908.68,13.23046 -2023-10-19 00:00:00,26907.08,26988.78,26720.11,26826.34,25.06078 -2023-10-19 02:00:00,26825.38,26853.08,26757.63,26845.29,13.9042 -2023-10-19 04:00:00,26847.3,26936.04,26820.57,26904.23,10.37346 -2023-10-19 06:00:00,26909.02,26925.14,26820.58,26911.01,19.99993 -2023-10-19 08:00:00,26915.96,26992.38,26875.43,26969.3,39.15473 -2023-10-19 10:00:00,26969.41,27070.49,26938.69,26976.98,36.99555 -2023-10-19 12:00:00,26977.28,27075.43,26919.82,26965.01,64.93743 -2023-10-19 14:00:00,26965.02,27291.28,26935.6,27174.19,70.6581 -2023-10-19 16:00:00,27171.91,27308.64,26920.99,26975.56,93.30253 -2023-10-19 18:00:00,26975.32,27199.99,26946.88,27192.44,44.09318 -2023-10-19 20:00:00,27196.36,27316.63,27066.76,27069.04,33.71646 -2023-10-19 22:00:00,27077.26,27166.72,27063.01,27166.72,15.4758 -2023-10-20 00:00:00,27164.16,27224.19,27074.74,27138.35,10.29773 -2023-10-20 02:00:00,27139.02,27810.07,27124.98,27675.82,71.4253 -2023-10-20 04:00:00,27673.58,27774.53,27563.91,27663.35,29.89669 -2023-10-20 06:00:00,27662.71,27849.14,27640.9,27700.41,24.2484 -2023-10-20 08:00:00,27701.7,28232.33,27690.16,28170.95,99.67631 -2023-10-20 10:00:00,28180.23,28565.41,28145.53,28204.81,90.08316 -2023-10-20 12:00:00,28204.78,28276.51,27800.0,28068.18,84.61508 -2023-10-20 14:00:00,28062.78,28106.52,27816.38,27937.92,53.68019 -2023-10-20 16:00:00,27937.92,27975.99,27728.08,27886.56,35.18671 -2023-10-20 18:00:00,27882.21,27939.77,27791.27,27938.59,20.34035 -2023-10-20 20:00:00,27932.4,28020.09,27896.04,27990.38,18.20102 -2023-10-20 22:00:00,27991.5,28158.45,27974.72,28035.9,13.10934 -2023-10-21 00:00:00,28039.76,28063.99,27901.89,27916.5,5.81429 -2023-10-21 02:00:00,27914.3,28009.52,27848.64,27989.91,5.95412 -2023-10-21 04:00:00,27990.71,28013.23,27931.58,27968.64,5.15052 -2023-10-21 06:00:00,27966.76,28110.2,27966.76,28076.64,14.65118 -2023-10-21 08:00:00,28075.51,28236.45,28016.3,28206.89,14.27216 -2023-10-21 10:00:00,28207.03,28242.8,28125.85,28167.5,21.07327 -2023-10-21 12:00:00,28167.56,28192.01,28062.53,28141.12,14.59296 -2023-10-21 14:00:00,28144.94,28339.77,28120.66,28299.05,26.32428 -2023-10-21 16:00:00,28300.37,28529.67,28212.21,28502.05,22.94074 -2023-10-21 18:00:00,28502.05,28698.18,28330.1,28501.24,37.91125 -2023-10-21 20:00:00,28512.88,28519.37,28304.15,28350.92,18.49918 -2023-10-21 22:00:00,28355.38,28394.1,28227.68,28280.73,9.94633 -2023-10-22 00:00:00,28277.56,28427.33,28232.03,28298.25,10.95799 -2023-10-22 02:00:00,28283.57,28286.98,28219.86,28280.43,2.86972 -2023-10-22 04:00:00,28279.24,28578.99,28264.93,28472.5,23.062 -2023-10-22 06:00:00,28470.55,28555.47,28019.38,28191.9,36.61976 -2023-10-22 08:00:00,28192.6,28359.24,28160.9,28263.4,16.90719 -2023-10-22 10:00:00,28261.73,28333.78,28217.23,28290.46,18.40878 -2023-10-22 12:00:00,28290.85,28344.28,28258.07,28311.83,27.7004 -2023-10-22 14:00:00,28311.84,28319.26,28169.84,28209.94,26.1196 -2023-10-22 16:00:00,28209.99,28323.56,28190.59,28290.67,13.03643 -2023-10-22 18:00:00,28295.26,28309.71,28209.42,28226.43,11.03145 -2023-10-22 20:00:00,28224.52,28266.63,28095.39,28114.95,17.04301 -2023-10-22 22:00:00,28120.86,28404.79,28090.26,28345.39,28.02256 -2023-10-23 00:00:00,28351.52,28945.0,28252.03,28683.98,72.19045 -2023-10-23 02:00:00,28683.98,29122.55,28539.35,29072.48,55.69289 -2023-10-23 04:00:00,29074.26,29271.78,28914.38,29131.69,66.71629 -2023-10-23 06:00:00,29131.72,29315.92,28752.73,28831.51,66.61432 -2023-10-23 08:00:00,28830.83,28993.56,28655.91,28788.17,57.32522 -2023-10-23 10:00:00,28792.45,29038.32,28785.03,28952.8,28.60971 -2023-10-23 12:00:00,28947.68,29013.69,28718.99,28895.11,61.15591 -2023-10-23 14:00:00,28891.36,29133.0,28854.2,29043.86,84.33102 -2023-10-23 16:00:00,29043.85,29408.3,28934.68,29075.27,113.10764 -2023-10-23 18:00:00,29078.51,29502.32,28800.0,29424.28,84.8536 -2023-10-23 20:00:00,29439.0,29867.98,29401.26,29689.48,62.30555 -2023-10-23 22:00:00,29693.86,32832.0,29647.26,30992.13,141.63914 -2023-10-24 00:00:00,30994.93,32065.71,30783.94,32045.21,53.47471 -2023-10-24 02:00:00,32039.07,33009.03,31874.01,31904.16,109.65064 -2023-10-24 04:00:00,31886.66,32394.04,31683.17,31753.65,43.65287 -2023-10-24 06:00:00,31757.2,31946.39,31549.95,31895.56,58.58619 -2023-10-24 08:00:00,31894.0,32440.45,31864.93,32309.87,57.72262 -2023-10-24 10:00:00,32301.28,32857.61,32232.67,32494.98,73.42853 -2023-10-24 12:00:00,32502.67,32801.36,32246.8,32474.71,72.76309 -2023-10-24 14:00:00,32480.32,32637.0,31405.36,31805.29,106.78533 -2023-10-24 16:00:00,31801.45,32465.57,31630.39,31917.96,58.03311 -2023-10-24 18:00:00,31918.83,32018.74,31559.53,31922.11,46.0967 -2023-10-24 20:00:00,31913.43,32331.83,31642.74,32227.3,45.01365 -2023-10-24 22:00:00,32217.96,32326.55,31861.22,32031.74,49.32592 -2023-10-25 00:00:00,32032.5,32467.04,31899.42,32278.7,28.59128 -2023-10-25 02:00:00,32286.93,32306.76,32014.32,32073.9,14.31938 -2023-10-25 04:00:00,32073.91,32266.4,31985.19,32096.72,16.54268 -2023-10-25 06:00:00,32098.15,32312.76,31840.23,32003.98,29.25588 -2023-10-25 08:00:00,32003.93,32500.0,31919.28,32285.57,54.66707 -2023-10-25 10:00:00,32282.06,32575.29,32232.27,32374.33,49.16513 -2023-10-25 12:00:00,32372.43,32789.67,32372.43,32610.37,63.419 -2023-10-25 14:00:00,32609.56,33084.95,32482.56,32944.3,59.40016 -2023-10-25 16:00:00,32951.52,33238.96,32559.4,32830.25,46.48254 -2023-10-25 18:00:00,32821.69,32965.76,32611.49,32920.1,35.84686 -2023-10-25 20:00:00,32914.36,33016.81,32711.73,32740.44,46.01932 -2023-10-25 22:00:00,32741.1,32833.66,32490.24,32689.87,34.8078 -2023-10-26 00:00:00,32683.37,32984.58,32614.35,32884.63,14.35488 -2023-10-26 02:00:00,32884.65,33035.06,32853.59,32999.61,19.59993 -2023-10-26 04:00:00,32993.03,33010.39,32730.62,32743.56,10.29535 -2023-10-26 06:00:00,32739.74,33016.2,32654.42,32881.75,26.50684 -2023-10-26 08:00:00,32867.89,32964.32,32641.88,32690.18,37.20395 -2023-10-26 10:00:00,32690.96,32699.97,32254.25,32403.78,44.82309 -2023-10-26 12:00:00,32393.4,32592.38,32387.65,32430.93,55.79344 -2023-10-26 14:00:00,32437.62,32624.77,32172.29,32341.08,57.1366 -2023-10-26 16:00:00,32341.09,32382.2,32052.25,32199.1,57.7745 -2023-10-26 18:00:00,32199.11,32329.37,32154.63,32277.02,33.06309 -2023-10-26 20:00:00,32275.1,32432.97,32258.53,32333.25,17.20918 -2023-10-26 22:00:00,32333.25,32477.1,32330.41,32358.18,10.69056 -2023-10-27 00:00:00,32358.2,32376.83,32000.02,32088.73,11.39886 -2023-10-27 02:00:00,32082.68,32354.11,32043.03,32318.06,6.23563 -2023-10-27 04:00:00,32318.63,32374.98,32184.42,32278.72,9.78 -2023-10-27 06:00:00,32273.92,32466.59,32157.04,32174.17,25.88487 -2023-10-27 08:00:00,32174.19,32384.95,32174.19,32361.11,23.47437 -2023-10-27 10:00:00,32361.42,32381.36,32255.54,32328.55,25.96712 -2023-10-27 12:00:00,32331.98,32430.27,32188.94,32304.74,59.95692 -2023-10-27 14:00:00,32304.73,32327.64,31981.57,32126.2,69.85011 -2023-10-27 16:00:00,32133.99,32170.38,31650.5,31825.29,92.81723 -2023-10-27 18:00:00,31824.95,31922.59,31636.34,31903.87,34.56693 -2023-10-27 20:00:00,31904.33,32080.18,31901.29,32060.79,14.7386 -2023-10-27 22:00:00,32058.16,32135.79,32007.15,32099.63,44.43134 -2023-10-28 00:00:00,32099.63,32122.45,32060.02,32106.55,2.79837 -2023-10-28 02:00:00,32106.54,32324.23,32094.22,32245.43,9.04487 -2023-10-28 04:00:00,32244.86,32352.05,32200.92,32272.9,8.47671 -2023-10-28 06:00:00,32277.25,32308.1,32237.46,32246.17,7.57254 -2023-10-28 08:00:00,32243.05,32321.1,32235.19,32296.55,13.46752 -2023-10-28 10:00:00,32298.58,32663.83,32279.32,32377.56,27.87866 -2023-10-28 12:00:00,32382.1,32428.27,32144.29,32345.22,18.35713 -2023-10-28 14:00:00,32345.22,32446.67,32277.06,32411.43,14.61382 -2023-10-28 16:00:00,32407.58,32412.96,32306.01,32357.36,12.1905 -2023-10-28 18:00:00,32353.87,32435.21,32298.91,32339.32,12.41513 -2023-10-28 20:00:00,32335.35,32424.11,32321.41,32421.12,11.32375 -2023-10-28 22:00:00,32422.59,32422.59,32289.73,32315.74,8.79747 -2023-10-29 00:00:00,32314.82,32337.62,32184.8,32244.08,10.86752 -2023-10-29 02:00:00,32244.07,32272.53,32186.15,32205.47,4.61981 -2023-10-29 04:00:00,32203.04,32279.63,32174.84,32262.92,7.58146 -2023-10-29 06:00:00,32258.97,32367.97,32247.83,32311.52,7.24418 -2023-10-29 08:00:00,32311.51,32500.0,32307.1,32437.85,18.8582 -2023-10-29 10:00:00,32438.46,32557.36,32382.52,32479.71,14.05942 -2023-10-29 12:00:00,32479.7,32724.7,32479.7,32603.04,22.8445 -2023-10-29 14:00:00,32603.03,32775.29,32564.83,32672.46,23.02812 -2023-10-29 16:00:00,32681.2,32968.73,32603.87,32801.3,30.83513 -2023-10-29 18:00:00,32795.2,32975.41,32773.65,32812.0,24.89329 -2023-10-29 20:00:00,32820.79,32875.45,32644.35,32690.57,40.37826 -2023-10-29 22:00:00,32684.04,32932.72,32678.19,32756.2,36.8216 -2023-10-30 00:00:00,32760.32,32812.15,32629.34,32641.56,49.56478 -2023-10-30 02:00:00,32640.43,32640.43,32400.61,32498.63,35.4072 -2023-10-30 04:00:00,32496.28,32575.25,32464.22,32484.61,18.62598 -2023-10-30 06:00:00,32483.05,32559.95,32370.6,32436.45,34.86969 -2023-10-30 08:00:00,32433.68,32786.96,32403.93,32660.47,45.45568 -2023-10-30 10:00:00,32656.22,32749.98,32558.21,32707.09,39.48533 -2023-10-30 12:00:00,32710.59,32937.15,32534.39,32716.76,90.97126 -2023-10-30 14:00:00,32716.77,32895.43,32614.32,32677.54,72.22495 -2023-10-30 16:00:00,32675.56,32677.48,32178.46,32378.06,66.73145 -2023-10-30 18:00:00,32373.6,32488.6,32331.87,32475.49,36.66913 -2023-10-30 20:00:00,32481.32,32619.67,32381.81,32573.7,36.2371 -2023-10-30 22:00:00,32573.7,32584.44,32510.9,32531.23,31.05317 -2023-10-31 00:00:00,32530.59,32648.68,32481.82,32516.3,17.4173 -2023-10-31 02:00:00,32516.3,32529.38,32309.68,32309.68,18.88423 -2023-10-31 04:00:00,32309.69,32431.14,32277.77,32379.53,9.13198 -2023-10-31 06:00:00,32379.84,32449.68,32161.9,32190.83,39.91621 -2023-10-31 08:00:00,32186.7,32400.85,32069.82,32295.54,59.99911 -2023-10-31 10:00:00,32296.82,32441.46,32267.6,32409.02,46.74542 -2023-10-31 12:00:00,32409.02,32433.59,32227.05,32296.76,71.9908 -2023-10-31 14:00:00,32297.85,32483.25,32237.48,32481.71,56.46655 -2023-10-31 16:00:00,32475.52,32706.08,32426.23,32552.17,47.89147 -2023-10-31 18:00:00,32555.19,32706.0,32512.8,32666.34,26.70459 -2023-10-31 20:00:00,32658.83,32857.12,32583.29,32627.51,30.63758 -2023-10-31 22:00:00,32627.68,32805.73,32597.63,32790.79,10.77844 -2023-11-01 00:00:00,32790.78,32814.07,32625.21,32662.74,11.96924 -2023-11-01 02:00:00,32662.28,32673.71,32576.37,32595.14,3.67574 -2023-11-01 04:00:00,32594.52,32645.76,32526.55,32529.2,5.03204 -2023-11-01 06:00:00,32527.04,32701.0,32500.0,32652.36,14.41991 -2023-11-01 08:00:00,32652.36,32742.36,32610.0,32726.44,21.05158 -2023-11-01 10:00:00,32726.42,32726.42,32592.48,32682.84,22.85793 -2023-11-01 12:00:00,32679.37,33444.3,32591.54,32868.34,90.65166 -2023-11-01 14:00:00,32880.03,32883.16,32314.96,32569.35,73.69384 -2023-11-01 16:00:00,32569.53,32820.51,32556.18,32801.01,40.20568 -2023-11-01 18:00:00,32800.82,32968.86,32677.2,32732.15,64.24793 -2023-11-01 20:00:00,32736.3,33723.94,32715.21,33515.88,80.68252 -2023-11-01 22:00:00,33522.42,33641.96,33322.27,33518.23,42.70152 -2023-11-02 00:00:00,33522.15,33714.5,33428.22,33607.8,30.65619 -2023-11-02 02:00:00,33607.81,33995.05,33562.81,33596.24,31.22167 -2023-11-02 04:00:00,33609.58,33632.59,33213.95,33249.93,30.67038 -2023-11-02 06:00:00,33254.21,33367.26,33117.02,33307.88,29.16197 -2023-11-02 08:00:00,33304.3,33400.0,33173.93,33368.41,41.63358 -2023-11-02 10:00:00,33369.43,33439.61,33265.9,33338.99,36.80097 -2023-11-02 12:00:00,33338.99,33360.53,32646.66,32868.39,78.06616 -2023-11-02 14:00:00,32879.17,32980.12,32571.63,32662.94,69.38124 -2023-11-02 16:00:00,32668.97,32772.68,32350.88,32763.77,42.37953 -2023-11-02 18:00:00,32771.35,33021.05,32717.83,32991.7,33.02043 -2023-11-02 20:00:00,33001.31,33100.58,32835.25,32924.57,30.44707 -2023-11-02 22:00:00,32927.92,32962.83,32718.33,32962.83,15.10631 -2023-11-03 00:00:00,32963.52,32968.28,32410.16,32610.28,31.36222 -2023-11-03 02:00:00,32611.5,32700.18,32568.35,32676.0,7.68152 -2023-11-03 04:00:00,32672.18,32692.65,32316.03,32531.17,33.16587 -2023-11-03 06:00:00,32530.23,32549.43,32351.24,32460.2,21.90555 -2023-11-03 08:00:00,32454.0,32598.42,32160.97,32209.33,60.33199 -2023-11-03 10:00:00,32209.33,32244.05,32081.45,32199.98,39.89178 -2023-11-03 12:00:00,32200.88,32312.83,32085.32,32299.51,51.54533 -2023-11-03 14:00:00,32297.33,32532.09,32258.14,32438.54,55.30392 -2023-11-03 16:00:00,32438.54,32495.1,32020.01,32113.79,44.07697 -2023-11-03 18:00:00,32107.23,32280.73,32040.23,32241.86,23.44088 -2023-11-03 20:00:00,32246.28,32398.81,32200.16,32305.52,16.48826 -2023-11-03 22:00:00,32307.52,32436.94,32268.49,32419.9,8.80355 -2023-11-04 00:00:00,32418.71,32479.9,32336.14,32464.02,6.25104 -2023-11-04 02:00:00,32467.6,32479.16,32344.75,32410.97,3.01265 -2023-11-04 04:00:00,32414.38,32460.47,32298.9,32460.47,7.08011 -2023-11-04 06:00:00,32460.65,32662.0,32419.32,32464.62,25.50297 -2023-11-04 08:00:00,32465.2,32570.5,32417.77,32475.31,14.27392 -2023-11-04 10:00:00,32474.98,32520.39,32401.53,32433.21,12.39203 -2023-11-04 12:00:00,32435.31,32484.75,32390.64,32418.95,11.35373 -2023-11-04 14:00:00,32418.88,32512.61,32370.61,32438.94,11.52764 -2023-11-04 16:00:00,32438.96,32495.05,32411.43,32487.87,9.8716 -2023-11-04 18:00:00,32487.95,32522.8,32447.83,32460.34,8.96674 -2023-11-04 20:00:00,32456.02,32599.98,32442.16,32526.08,12.68612 -2023-11-04 22:00:00,32528.95,32945.58,32528.58,32760.83,19.01914 -2023-11-05 00:00:00,32757.68,32788.53,32643.52,32766.38,6.8006 -2023-11-05 02:00:00,32767.37,32981.46,32643.42,32948.48,11.52739 -2023-11-05 04:00:00,32957.43,32981.84,32808.71,32835.39,10.68988 -2023-11-05 06:00:00,32835.38,32869.4,32733.07,32849.25,7.4911 -2023-11-05 08:00:00,32853.5,32872.35,32698.58,32775.62,15.91723 -2023-11-05 10:00:00,32778.06,32842.26,32722.25,32774.0,11.67035 -2023-11-05 12:00:00,32771.34,32854.34,32471.14,32536.31,20.83906 -2023-11-05 14:00:00,32544.05,32636.19,32499.03,32583.07,18.00696 -2023-11-05 16:00:00,32588.15,32941.63,32568.36,32757.25,16.43957 -2023-11-05 18:00:00,32747.92,32793.62,32652.38,32677.41,13.74157 -2023-11-05 20:00:00,32671.18,32775.02,32164.54,32375.67,38.16169 -2023-11-05 22:00:00,32375.47,33031.2,32352.03,32672.6,44.26146 -2023-11-06 00:00:00,32668.86,32789.63,32525.46,32561.56,12.66247 -2023-11-06 02:00:00,32556.24,32636.25,32490.61,32625.12,6.16 -2023-11-06 04:00:00,32624.92,32663.24,32383.29,32455.3,8.26128 -2023-11-06 06:00:00,32449.06,32563.63,32414.25,32563.61,11.41334 -2023-11-06 08:00:00,32563.6,32720.88,32467.84,32717.9,26.65768 -2023-11-06 10:00:00,32717.89,32863.56,32684.2,32810.15,29.95079 -2023-11-06 12:00:00,32813.85,32827.19,32544.61,32670.61,31.92413 -2023-11-06 14:00:00,32669.58,32862.63,32661.0,32691.51,40.89729 -2023-11-06 16:00:00,32695.21,32711.24,32529.21,32625.87,26.87294 -2023-11-06 18:00:00,32625.87,32760.85,32477.89,32731.01,25.00418 -2023-11-06 20:00:00,32738.09,32738.1,32587.55,32706.32,16.63521 -2023-11-06 22:00:00,32713.19,32826.44,32629.8,32713.63,14.44736 -2023-11-07 00:00:00,32718.04,32743.26,32534.45,32661.7,11.51134 -2023-11-07 02:00:00,32661.63,32689.7,32526.64,32633.52,7.92051 -2023-11-07 04:00:00,32626.11,32648.86,32548.54,32633.67,6.57143 -2023-11-07 06:00:00,32635.27,32696.3,32600.31,32685.65,12.89372 -2023-11-07 08:00:00,32690.37,32722.06,32477.0,32587.91,27.09904 -2023-11-07 10:00:00,32588.56,32593.86,32369.77,32448.77,52.43566 -2023-11-07 12:00:00,32442.58,32626.9,32354.54,32620.98,25.85002 -2023-11-07 14:00:00,32618.37,32689.03,32455.66,32530.89,52.20718 -2023-11-07 16:00:00,32537.04,32665.94,32381.11,32654.39,27.67838 -2023-11-07 18:00:00,32660.89,33267.63,32645.66,33164.82,81.67502 -2023-11-07 20:00:00,33173.79,33570.28,33075.38,33200.09,40.77956 -2023-11-07 22:00:00,33195.61,33207.51,32948.26,33126.6,34.90186 -2023-11-08 00:00:00,33135.87,33163.12,32987.91,33116.59,13.03193 -2023-11-08 02:00:00,33116.01,33133.12,32987.7,33009.92,6.39573 -2023-11-08 04:00:00,33015.64,33115.61,32989.88,33015.13,6.79309 -2023-11-08 06:00:00,33015.82,33119.62,32927.5,33022.3,18.07376 -2023-11-08 08:00:00,33024.14,33143.05,32990.3,33122.98,30.66175 -2023-11-08 10:00:00,33122.94,33250.45,33118.45,33132.61,35.7406 -2023-11-08 12:00:00,33137.03,33272.43,33122.98,33229.14,25.3993 -2023-11-08 14:00:00,33229.59,33245.78,32869.15,32948.23,58.62505 -2023-11-08 16:00:00,32935.76,33156.47,32883.89,33005.45,34.78223 -2023-11-08 18:00:00,33002.64,33433.44,32979.29,33304.81,35.89775 -2023-11-08 20:00:00,33315.14,33550.0,33090.0,33264.31,54.4259 -2023-11-08 22:00:00,33260.81,33747.19,33258.88,33306.05,59.88492 -2023-11-09 00:00:00,33307.53,33715.93,33222.14,33554.58,36.38685 -2023-11-09 02:00:00,33565.54,34160.0,33506.11,34049.39,79.51984 -2023-11-09 04:00:00,34046.07,34439.99,34027.21,34195.64,43.20165 -2023-11-09 06:00:00,34186.54,34412.42,34149.16,34173.4,31.09958 -2023-11-09 08:00:00,34170.4,34484.68,34167.07,34484.68,40.35575 -2023-11-09 10:00:00,34476.07,34641.04,34335.82,34486.25,52.90927 -2023-11-09 12:00:00,34486.25,34774.0,34443.16,34765.36,77.09527 -2023-11-09 14:00:00,34765.2,35481.18,34618.95,34637.09,184.10429 -2023-11-09 16:00:00,34648.03,34765.38,33378.0,34246.84,164.8978 -2023-11-09 18:00:00,34247.08,34254.65,33900.28,34131.64,40.06932 -2023-11-09 20:00:00,34127.25,34482.07,33860.52,34275.95,50.94125 -2023-11-09 22:00:00,34264.69,34512.19,34208.05,34436.47,31.95234 -2023-11-10 00:00:00,34438.05,34496.01,34183.04,34406.1,16.52057 -2023-11-10 02:00:00,34406.1,34609.01,34316.4,34451.2,8.38104 -2023-11-10 04:00:00,34451.2,34514.44,34359.44,34476.87,11.0782 -2023-11-10 06:00:00,34467.91,34483.66,34180.0,34188.14,20.54251 -2023-11-10 08:00:00,34183.34,34275.9,34061.65,34259.96,25.72352 -2023-11-10 10:00:00,34262.4,34819.62,34221.91,34753.2,38.81034 -2023-11-10 12:00:00,34754.04,34906.61,34541.9,34612.45,62.61043 -2023-11-10 14:00:00,34619.76,34878.43,34520.29,34787.97,40.72087 -2023-11-10 16:00:00,34787.99,35136.8,34786.59,34887.58,56.34903 -2023-11-10 18:00:00,34877.86,35077.49,34845.19,34926.66,25.34932 -2023-11-10 20:00:00,34922.3,35049.73,34770.11,34948.88,27.07046 -2023-11-10 22:00:00,34948.88,35189.44,34843.76,34967.12,24.16182 -2023-11-11 00:00:00,34979.4,35069.84,34700.75,34746.64,14.35584 -2023-11-11 02:00:00,34742.62,34812.4,34600.0,34736.6,11.96692 -2023-11-11 04:00:00,34746.52,34824.07,34628.14,34772.58,9.39215 -2023-11-11 06:00:00,34775.99,34836.96,34652.64,34720.58,13.50395 -2023-11-11 08:00:00,34725.85,34773.5,34651.0,34748.42,17.05905 -2023-11-11 10:00:00,34748.44,34754.38,34642.78,34719.04,19.20796 -2023-11-11 12:00:00,34713.82,34914.29,34682.88,34866.23,14.12342 -2023-11-11 14:00:00,34868.66,34995.75,34750.01,34781.66,19.84242 -2023-11-11 16:00:00,34785.53,34899.62,34756.18,34839.62,14.69355 -2023-11-11 18:00:00,34839.81,34899.19,34806.19,34871.9,12.29921 -2023-11-11 20:00:00,34875.67,34875.67,34655.39,34709.86,13.55861 -2023-11-11 22:00:00,34710.63,34864.09,34414.0,34842.25,30.07015 -2023-11-12 00:00:00,34848.91,34893.15,34481.75,34694.48,15.25946 -2023-11-12 02:00:00,34683.22,34723.74,34583.73,34723.74,5.63532 -2023-11-12 04:00:00,34718.19,34827.66,34641.7,34826.66,13.3971 -2023-11-12 06:00:00,34821.24,34883.17,34791.29,34838.37,7.58447 -2023-11-12 08:00:00,34838.14,34841.48,34743.71,34773.09,10.51331 -2023-11-12 10:00:00,34772.51,34839.13,34741.0,34769.17,9.27524 -2023-11-12 12:00:00,34769.81,34845.17,34660.12,34793.24,14.89156 -2023-11-12 14:00:00,34789.99,34921.45,34783.3,34862.43,15.47006 -2023-11-12 16:00:00,34862.43,34892.01,34784.64,34790.58,8.93668 -2023-11-12 18:00:00,34790.04,34915.08,34759.28,34820.15,10.38808 -2023-11-12 20:00:00,34816.71,34916.79,34788.67,34886.58,9.68774 -2023-11-12 22:00:00,34888.17,34908.41,34635.32,34735.56,31.16475 -2023-11-13 00:00:00,34748.53,35080.54,34645.58,34869.79,24.05443 -2023-11-13 02:00:00,34873.25,34937.9,34560.0,34617.65,15.43852 -2023-11-13 04:00:00,34612.58,34649.97,34531.3,34633.0,9.10102 -2023-11-13 06:00:00,34622.41,34716.25,34477.24,34625.24,13.93704 -2023-11-13 08:00:00,34624.87,34719.56,34585.01,34666.39,19.2434 -2023-11-13 10:00:00,34667.21,34672.89,34420.79,34523.55,29.26652 -2023-11-13 12:00:00,34523.56,34681.47,34388.23,34552.79,45.63165 -2023-11-13 14:00:00,34558.38,34620.69,34281.01,34497.39,59.74988 -2023-11-13 16:00:00,34497.69,34649.04,34262.32,34318.88,35.11234 -2023-11-13 18:00:00,34310.88,34472.44,34268.14,34472.44,21.62886 -2023-11-13 20:00:00,34471.66,34501.02,34000.0,34135.69,38.46717 -2023-11-13 22:00:00,34133.84,34249.59,34095.76,34104.6,15.58139 -2023-11-14 00:00:00,34117.05,34117.05,33863.22,33988.65,31.59697 -2023-11-14 02:00:00,33981.18,34135.12,33981.18,34100.04,5.94866 -2023-11-14 04:00:00,34099.93,34280.53,34038.49,34276.98,7.40467 -2023-11-14 06:00:00,34278.96,34342.15,34238.46,34314.41,19.41796 -2023-11-14 08:00:00,34308.31,34382.84,34081.73,34083.15,39.70092 -2023-11-14 10:00:00,34090.15,34100.31,33842.25,33876.09,42.35429 -2023-11-14 12:00:00,33871.03,34060.99,33787.79,33865.42,70.84244 -2023-11-14 14:00:00,33867.03,33933.69,33107.5,33390.16,86.72036 -2023-11-14 16:00:00,33397.18,33564.48,33194.29,33218.56,59.6468 -2023-11-14 18:00:00,33220.32,33251.19,32050.01,32473.27,108.67656 -2023-11-14 20:00:00,32473.35,32796.81,32408.95,32747.13,33.52555 -2023-11-14 22:00:00,32750.83,32845.83,32646.57,32739.18,22.37963 -2023-11-15 00:00:00,32728.25,32857.94,32582.76,32582.76,19.0381 -2023-11-15 02:00:00,32614.05,32707.62,32551.02,32552.77,27.64707 -2023-11-15 04:00:00,32552.76,32787.81,32543.98,32767.83,16.30333 -2023-11-15 06:00:00,32776.6,32849.12,32703.03,32760.41,22.40883 -2023-11-15 08:00:00,32760.41,33172.02,32760.41,33020.39,39.54095 -2023-11-15 10:00:00,33019.91,33423.79,32974.5,33381.65,49.72076 -2023-11-15 12:00:00,33389.71,33555.86,33169.21,33287.28,54.66184 -2023-11-15 14:00:00,33283.55,33554.68,33245.07,33541.9,57.39565 -2023-11-15 16:00:00,33543.99,33675.57,33438.22,33660.26,37.06062 -2023-11-15 18:00:00,33662.18,34861.1,33624.69,34627.62,159.8441 -2023-11-15 20:00:00,34614.33,34929.15,34448.38,34744.64,58.21542 -2023-11-15 22:00:00,34733.85,35032.98,34607.2,34941.08,42.93113 -2023-11-16 00:00:00,34943.26,35008.6,34527.99,34562.9,33.17803 -2023-11-16 02:00:00,34562.94,34686.07,34478.62,34616.14,7.90432 -2023-11-16 04:00:00,34616.13,34656.76,34482.48,34598.45,20.93492 -2023-11-16 06:00:00,34586.84,34744.45,34554.54,34567.32,14.17943 -2023-11-16 08:00:00,34566.94,34608.92,34295.92,34473.42,38.9147 -2023-11-16 10:00:00,34474.56,34615.08,34252.04,34356.36,38.86112 -2023-11-16 12:00:00,34365.03,34449.56,33769.08,33836.9,62.00098 -2023-11-16 14:00:00,33835.18,33926.65,33396.57,33511.61,55.84888 -2023-11-16 16:00:00,33516.4,33798.08,33453.99,33466.98,41.31806 -2023-11-16 18:00:00,33469.17,33535.89,32714.43,33115.46,71.3323 -2023-11-16 20:00:00,33115.46,33281.26,32889.39,33180.0,41.94498 -2023-11-16 22:00:00,33171.1,33466.89,33150.14,33378.71,24.56573 -2023-11-17 00:00:00,33378.06,33739.9,33313.09,33727.82,24.20152 -2023-11-17 02:00:00,33727.81,33818.19,33478.64,33648.14,21.3537 -2023-11-17 04:00:00,33640.87,33682.64,33340.87,33530.69,17.20578 -2023-11-17 06:00:00,33532.3,33612.49,33426.77,33459.62,18.56987 -2023-11-17 08:00:00,33461.44,33649.51,33413.89,33484.86,41.03809 -2023-11-17 10:00:00,33484.87,33597.38,33280.87,33514.08,42.02176 -2023-11-17 12:00:00,33514.07,33722.18,33420.77,33466.13,57.95579 -2023-11-17 14:00:00,33468.81,33521.66,33035.84,33143.1,80.42228 -2023-11-17 16:00:00,33138.31,33877.08,33042.82,33549.59,89.48073 -2023-11-17 18:00:00,33549.87,33590.57,33277.36,33358.41,40.25721 -2023-11-17 20:00:00,33353.05,33522.6,33340.61,33405.77,25.23757 -2023-11-17 22:00:00,33410.05,33694.26,33396.74,33607.46,13.79365 -2023-11-18 00:00:00,33615.24,33615.24,33406.99,33435.25,9.71301 -2023-11-18 02:00:00,33431.11,33472.87,33380.28,33398.7,6.32382 -2023-11-18 04:00:00,33401.49,33453.28,33348.69,33365.1,4.7403 -2023-11-18 06:00:00,33365.1,33464.35,33240.56,33448.21,17.35977 -2023-11-18 08:00:00,33445.04,33516.36,33418.64,33444.13,16.3423 -2023-11-18 10:00:00,33444.17,33580.97,33440.5,33453.14,17.10748 -2023-11-18 12:00:00,33453.08,33533.36,33412.55,33481.3,10.93076 -2023-11-18 14:00:00,33481.22,33721.3,33461.81,33704.57,19.08693 -2023-11-18 16:00:00,33702.57,33870.74,33638.54,33661.54,19.85001 -2023-11-18 18:00:00,33662.72,33801.91,33653.01,33719.4,12.99512 -2023-11-18 20:00:00,33721.89,33749.78,33585.8,33595.95,10.54334 -2023-11-18 22:00:00,33594.1,33622.31,33500.38,33614.37,10.14297 -2023-11-19 00:00:00,33624.21,33627.94,33444.45,33534.71,8.55098 -2023-11-19 02:00:00,33541.08,33573.87,33455.54,33573.87,2.30069 -2023-11-19 04:00:00,33569.38,33583.68,33531.1,33544.38,2.5835 -2023-11-19 06:00:00,33547.74,33686.66,33538.95,33635.22,10.68549 -2023-11-19 08:00:00,33645.05,33723.33,33613.4,33653.1,9.29331 -2023-11-19 10:00:00,33652.3,33662.39,33429.47,33495.05,12.37717 -2023-11-19 12:00:00,33490.79,33550.15,33449.85,33529.53,8.61628 -2023-11-19 14:00:00,33528.98,33599.79,33431.02,33596.06,14.42303 -2023-11-19 16:00:00,33598.57,33661.28,33550.65,33633.04,16.27065 -2023-11-19 18:00:00,33635.32,33976.29,33620.6,33945.49,28.20484 -2023-11-19 20:00:00,33955.85,34069.48,33826.24,33986.66,21.56857 -2023-11-19 22:00:00,33986.66,34412.24,33906.0,34283.67,85.12463 -2023-11-20 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a/tests/scenarios/resources/backtest_data/TICKER_BTC-EUR_BINANCE_2023-08-23-22-00_2023-12-02-00-00.csv +++ /dev/null @@ -1,1203 +0,0 @@ -Datetime,Open,High,Low,Close,Volume -2023-08-23 22:00:00,24291.34,24472.98,24273.19,24390.77,52.50831 -2023-08-24 00:00:00,24387.22,24479.73,24300.0,24300.0,46.14297 -2023-08-24 02:00:00,24297.38,24380.0,24297.38,24373.28,20.97469 -2023-08-24 04:00:00,24373.28,24387.86,24322.7,24338.79,41.53956 -2023-08-24 06:00:00,24340.8,24444.68,24300.09,24432.51,42.74367 -2023-08-24 08:00:00,24432.53,24531.41,24386.89,24439.94,53.34004 -2023-08-24 10:00:00,24439.62,24519.99,24399.66,24452.65,47.82746 -2023-08-24 12:00:00,24450.34,24451.67,24300.68,24356.62,73.12567 -2023-08-24 14:00:00,24357.11,24373.84,24050.02,24052.98,99.37809 -2023-08-24 16:00:00,24052.75,24216.46,23952.15,24133.1,86.43507 -2023-08-24 18:00:00,24135.31,24216.45,24050.01,24117.24,42.33206 -2023-08-24 20:00:00,24132.19,24189.21,24031.04,24167.14,36.74252 -2023-08-24 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22:00:00,25480.24,25587.76,25361.26,25555.73,31.89299 -2023-08-30 00:00:00,25552.31,25600.0,25334.68,25411.92,28.72058 -2023-08-30 02:00:00,25415.32,25415.32,25176.95,25268.46,43.83464 -2023-08-30 04:00:00,25262.68,25343.49,25262.68,25321.58,11.19359 -2023-08-30 06:00:00,25321.58,25350.76,25219.45,25318.16,24.20015 -2023-08-30 08:00:00,25318.16,25390.59,25179.21,25259.8,60.13146 -2023-08-30 10:00:00,25261.4,25282.66,25177.11,25186.21,51.04569 -2023-08-30 12:00:00,25185.28,25250.85,24933.7,25107.68,120.76967 -2023-08-30 14:00:00,25107.68,25162.16,24790.27,24959.66,122.24945 -2023-08-30 16:00:00,24961.61,24981.12,24844.19,24933.35,52.71242 -2023-08-30 18:00:00,24932.86,25035.64,24885.4,24939.06,29.38182 -2023-08-30 20:00:00,24944.89,25072.08,24944.89,25008.09,30.68332 -2023-08-30 22:00:00,25007.87,25061.71,24977.25,25039.2,23.86888 -2023-08-31 00:00:00,25035.72,25039.81,24924.28,24935.0,16.32742 -2023-08-31 02:00:00,24940.74,24981.86,24934.36,24977.89,5.6421 -2023-08-31 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10:00:00,24088.3,24144.42,24050.12,24135.01,37.84975 -2023-09-01 12:00:00,24133.91,24203.81,23951.92,24049.39,83.43726 -2023-09-01 14:00:00,24049.39,24115.2,23768.04,24008.28,81.03497 -2023-09-01 16:00:00,24006.11,24158.0,23592.61,23733.99,81.45332 -2023-09-01 18:00:00,23733.98,24056.68,23715.9,23873.49,61.93055 -2023-09-01 20:00:00,23876.51,24141.1,23802.24,24022.25,46.33788 -2023-09-01 22:00:00,24022.24,24054.0,23973.95,24024.18,14.56096 -2023-09-02 00:00:00,24028.3,24057.87,23992.35,23992.35,7.2418 -2023-09-02 02:00:00,23993.98,24028.13,23976.61,24014.92,8.70246 -2023-09-02 04:00:00,24016.35,24069.15,23986.57,24043.35,10.82267 -2023-09-02 06:00:00,24043.35,24066.63,24010.38,24013.92,11.12038 -2023-09-02 08:00:00,24014.23,24037.46,23993.68,24020.01,15.49311 -2023-09-02 10:00:00,24020.0,24069.83,23999.01,24020.93,32.58108 -2023-09-02 12:00:00,24021.95,24057.45,24000.0,24032.43,17.67105 -2023-09-02 14:00:00,24030.98,24177.51,24012.99,24093.35,31.8982 -2023-09-02 16:00:00,24091.89,24134.33,24016.47,24020.22,20.86272 -2023-09-02 18:00:00,24021.43,24052.6,23971.89,24040.68,13.63827 -2023-09-02 20:00:00,24039.27,24077.97,24021.22,24058.12,17.68077 -2023-09-02 22:00:00,24058.12,24099.99,24039.92,24073.64,4.6495 -2023-09-03 00:00:00,24072.95,24100.0,24032.17,24065.67,6.30414 -2023-09-03 02:00:00,24064.6,24083.45,24051.56,24065.5,3.35759 -2023-09-03 04:00:00,24065.49,24108.16,24064.08,24099.49,6.41429 -2023-09-03 06:00:00,24102.32,24139.47,24089.25,24136.9,6.80261 -2023-09-03 08:00:00,24141.34,24141.34,24064.64,24090.02,14.37507 -2023-09-03 10:00:00,24090.02,24129.51,24075.61,24128.86,13.4408 -2023-09-03 12:00:00,24128.86,24241.16,24010.39,24080.27,29.48612 -2023-09-03 14:00:00,24080.27,24113.72,24029.8,24050.2,17.44108 -2023-09-03 16:00:00,24050.21,24082.34,23980.47,24079.69,18.36461 -2023-09-03 18:00:00,24080.96,24230.72,24070.54,24193.07,28.85828 -2023-09-03 20:00:00,24193.07,24300.0,24142.09,24159.71,38.7515 -2023-09-03 22:00:00,24159.72,24181.92,24135.45,24176.95,7.85446 -2023-09-04 00:00:00,24174.66,24177.58,24080.44,24110.48,10.76912 -2023-09-04 02:00:00,24110.48,24278.02,24099.38,24169.28,16.14969 -2023-09-04 04:00:00,24169.27,24198.87,24093.73,24093.92,17.68098 -2023-09-04 06:00:00,24093.57,24155.34,24075.63,24097.68,26.69104 -2023-09-04 08:00:00,24097.68,24155.63,24061.43,24098.86,26.89753 -2023-09-04 10:00:00,24098.85,24112.43,23981.42,24012.79,57.71961 -2023-09-04 12:00:00,24012.8,24032.64,23951.81,24014.86,49.35994 -2023-09-04 14:00:00,24015.92,24098.94,23887.76,23955.63,73.37698 -2023-09-04 16:00:00,23956.05,24076.48,23951.38,24032.68,32.50456 -2023-09-04 18:00:00,24033.04,24063.74,23985.65,24018.13,29.73606 -2023-09-04 20:00:00,24018.13,24036.05,23769.64,23810.76,53.75803 -2023-09-04 22:00:00,23808.26,24000.55,23770.03,23956.22,26.31222 -2023-09-05 00:00:00,23958.65,23977.25,23881.97,23907.31,17.80315 -2023-09-05 02:00:00,23907.32,23911.07,23740.5,23844.04,23.79652 -2023-09-05 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10:00:00,24009.07,24021.3,23970.01,23983.16,26.11398 -2023-09-06 12:00:00,23984.47,24039.65,23960.01,23998.51,31.07037 -2023-09-06 14:00:00,23998.5,24026.97,23877.67,23909.09,68.3795 -2023-09-06 16:00:00,23909.08,24278.5,23699.01,24122.09,111.15688 -2023-09-06 18:00:00,24119.24,24210.77,23877.58,23965.72,62.59695 -2023-09-06 20:00:00,23969.12,24060.67,23942.38,24018.42,14.1778 -2023-09-06 22:00:00,24018.42,24074.82,24006.15,24052.92,19.41567 -2023-09-07 00:00:00,24052.92,24061.73,24015.24,24024.8,7.08089 -2023-09-07 02:00:00,24024.4,24107.11,24015.76,24107.11,10.83529 -2023-09-07 04:00:00,24104.98,24111.06,24054.18,24065.04,15.8668 -2023-09-07 06:00:00,24065.05,24071.21,24030.87,24057.82,21.18475 -2023-09-07 08:00:00,24057.83,24062.14,24034.42,24035.04,23.74236 -2023-09-07 10:00:00,24035.04,24070.0,24014.84,24029.83,22.09553 -2023-09-07 12:00:00,24028.52,24099.73,23986.31,24002.57,38.99362 -2023-09-07 14:00:00,24002.57,24164.49,23979.1,24119.39,65.45287 -2023-09-07 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22:00:00,24242.23,24279.02,24240.17,24259.22,9.5145 -2023-09-09 00:00:00,24258.74,24260.6,24210.13,24218.45,7.29982 -2023-09-09 02:00:00,24221.86,24241.67,24202.63,24224.24,5.14826 -2023-09-09 04:00:00,24224.25,24229.95,24184.65,24190.67,6.573 -2023-09-09 06:00:00,24190.68,24237.37,24188.46,24226.35,9.69738 -2023-09-09 08:00:00,24226.35,24250.58,24215.25,24230.77,13.8422 -2023-09-09 10:00:00,24230.78,24246.96,24200.26,24212.4,15.03846 -2023-09-09 12:00:00,24212.41,24214.99,24150.01,24172.65,16.14364 -2023-09-09 14:00:00,24172.65,24265.0,24168.29,24240.86,22.78562 -2023-09-09 16:00:00,24241.86,24282.47,24219.3,24224.62,10.84534 -2023-09-09 18:00:00,24220.35,24230.0,24193.54,24217.83,7.46009 -2023-09-09 20:00:00,24217.83,24243.46,24207.49,24235.36,14.14998 -2023-09-09 22:00:00,24235.36,24264.24,24227.56,24248.74,6.4759 -2023-09-10 00:00:00,24249.98,24252.01,24186.46,24203.1,6.26865 -2023-09-10 02:00:00,24203.1,24223.03,24181.74,24208.51,4.99595 -2023-09-10 04:00:00,24208.5,24213.83,24112.53,24204.92,17.85988 -2023-09-10 06:00:00,24204.35,24232.96,24200.02,24212.3,6.91558 -2023-09-10 08:00:00,24213.1,24228.89,24184.3,24189.6,18.83897 -2023-09-10 10:00:00,24189.5,24197.43,24155.56,24160.12,13.86883 -2023-09-10 12:00:00,24160.12,24195.41,24137.18,24173.15,15.14295 -2023-09-10 14:00:00,24172.5,24183.51,24085.0,24138.7,15.00982 -2023-09-10 16:00:00,24138.0,24153.63,24030.78,24065.41,25.55224 -2023-09-10 18:00:00,24063.72,24210.77,23959.22,24155.63,50.40408 -2023-09-10 20:00:00,24155.13,24256.08,24132.08,24210.95,69.10226 -2023-09-10 22:00:00,24213.87,24362.29,24150.01,24150.91,35.85401 -2023-09-11 00:00:00,24152.48,24196.29,23994.68,24007.53,34.25501 -2023-09-11 02:00:00,24007.0,24089.65,23987.65,24051.3,11.11114 -2023-09-11 04:00:00,24051.3,24171.9,24030.5,24169.42,29.3 -2023-09-11 06:00:00,24169.43,24178.55,24060.06,24087.99,36.04095 -2023-09-11 08:00:00,24090.85,24114.07,23960.06,24012.95,80.44406 -2023-09-11 10:00:00,24012.11,24016.58,23879.75,23945.95,150.74784 -2023-09-11 12:00:00,23945.95,24043.19,23913.67,23923.4,96.73263 -2023-09-11 14:00:00,23923.4,23926.91,23280.0,23440.31,311.32844 -2023-09-11 16:00:00,23440.3,23544.07,23367.81,23532.34,122.99077 -2023-09-11 18:00:00,23531.74,23538.04,23305.01,23330.25,65.63604 -2023-09-11 20:00:00,23330.23,23505.93,23222.0,23444.12,70.29413 -2023-09-11 22:00:00,23444.12,23486.61,23394.93,23468.24,22.18545 -2023-09-12 00:00:00,23468.53,23535.27,23441.13,23460.16,24.49689 -2023-09-12 02:00:00,23456.11,24195.1,23450.75,24056.81,146.85791 -2023-09-12 04:00:00,24057.27,24222.63,23887.77,24032.57,114.0538 -2023-09-12 06:00:00,24034.46,24167.94,23981.45,24131.76,75.00981 -2023-09-12 08:00:00,24131.75,24170.0,24040.12,24160.59,76.17291 -2023-09-12 10:00:00,24160.59,24579.98,24139.51,24381.4,130.0796 -2023-09-12 12:00:00,24386.09,24600.0,24341.52,24563.5,94.42091 -2023-09-12 14:00:00,24552.4,24660.77,24355.07,24469.12,81.05244 -2023-09-12 16:00:00,24468.36,24767.74,24173.63,24188.97,168.16174 -2023-09-12 18:00:00,24186.97,24493.19,24143.34,24318.94,120.24318 -2023-09-12 20:00:00,24318.95,24371.76,24265.51,24298.5,43.40257 -2023-09-12 22:00:00,24298.37,24298.38,24010.71,24054.01,28.72026 -2023-09-13 00:00:00,24054.43,24182.93,23987.72,24153.72,29.04186 -2023-09-13 02:00:00,24158.81,24186.1,24065.84,24099.66,15.92394 -2023-09-13 04:00:00,24095.7,24169.11,24082.39,24132.64,11.536 -2023-09-13 06:00:00,24132.79,24312.51,24085.13,24106.04,42.33455 -2023-09-13 08:00:00,24109.63,24449.99,24100.14,24406.93,32.7495 -2023-09-13 10:00:00,24415.72,24466.53,24338.6,24436.41,40.0525 -2023-09-13 12:00:00,24438.44,24500.0,24310.62,24365.21,100.71927 -2023-09-13 14:00:00,24365.21,24618.55,24330.26,24490.37,86.95215 -2023-09-13 16:00:00,24496.4,24610.36,24316.11,24325.47,69.60165 -2023-09-13 18:00:00,24323.63,24460.4,24323.63,24400.0,40.62534 -2023-09-13 20:00:00,24406.35,24528.15,24400.75,24489.06,14.92318 -2023-09-13 22:00:00,24486.98,24538.58,24451.17,24475.15,24.23504 -2023-09-14 00:00:00,24474.3,24753.32,24373.35,24415.46,63.55482 -2023-09-14 02:00:00,24416.21,24526.54,24413.76,24484.17,8.90694 -2023-09-14 04:00:00,24483.62,24494.9,24370.94,24401.31,13.86235 -2023-09-14 06:00:00,24403.65,24600.0,24391.76,24564.12,20.91165 -2023-09-14 08:00:00,24568.95,24579.88,24498.2,24538.11,26.85164 -2023-09-14 10:00:00,24538.75,24712.34,24531.71,24682.71,39.47707 -2023-09-14 12:00:00,24684.39,25099.99,24647.76,24938.49,154.68866 -2023-09-14 14:00:00,24938.55,25149.98,24889.81,25066.74,71.09067 -2023-09-14 16:00:00,25067.84,25100.0,24950.01,25084.65,56.98149 -2023-09-14 18:00:00,25079.21,25262.09,24993.17,25095.63,54.64072 -2023-09-14 20:00:00,25095.12,25135.54,24912.23,24949.48,27.50923 -2023-09-14 22:00:00,24961.56,25052.84,24932.9,24965.7,10.89699 -2023-09-15 00:00:00,24968.3,24990.15,24892.69,24943.09,12.64114 -2023-09-15 02:00:00,24943.65,25042.61,24939.17,25036.05,8.47923 -2023-09-15 04:00:00,25032.33,25064.84,24974.56,24990.62,11.60807 -2023-09-15 06:00:00,24990.63,24990.63,24936.15,24950.94,24.13982 -2023-09-15 08:00:00,24950.95,25042.52,24913.05,24992.98,37.18267 -2023-09-15 10:00:00,24992.98,25038.17,24801.73,24838.01,31.73007 -2023-09-15 12:00:00,24838.82,24907.2,24771.44,24775.81,47.40877 -2023-09-15 14:00:00,24776.83,24783.73,24604.16,24704.37,64.18908 -2023-09-15 16:00:00,24703.44,24761.75,24691.89,24719.7,19.90254 -2023-09-15 18:00:00,24722.83,24844.78,24714.26,24798.75,14.66257 -2023-09-15 20:00:00,24803.48,24897.58,24788.33,24867.95,16.7996 -2023-09-15 22:00:00,24870.94,25251.87,24870.8,24990.86,40.60901 -2023-09-16 00:00:00,24990.7,25081.86,24963.52,25041.79,14.11974 -2023-09-16 02:00:00,25035.3,25147.08,24994.33,25004.01,12.59962 -2023-09-16 04:00:00,25000.8,25005.6,24912.23,24925.05,15.84039 -2023-09-16 06:00:00,24925.05,24926.54,24855.81,24878.13,14.07112 -2023-09-16 08:00:00,24878.12,24948.7,24853.7,24879.67,23.12276 -2023-09-16 10:00:00,24877.33,24920.92,24826.11,24893.29,27.46663 -2023-09-16 12:00:00,24893.29,24942.57,24870.08,24917.41,15.15507 -2023-09-16 14:00:00,24915.83,24933.31,24852.57,24874.66,11.63508 -2023-09-16 16:00:00,24874.84,24970.68,24865.25,24924.45,12.2834 -2023-09-16 18:00:00,24924.44,24971.95,24871.6,24898.6,9.72942 -2023-09-16 20:00:00,24898.6,24942.96,24889.37,24928.3,7.99786 -2023-09-16 22:00:00,24928.29,24938.66,24879.76,24920.43,6.41628 -2023-09-17 00:00:00,24920.16,24920.23,24791.71,24862.67,17.52508 -2023-09-17 02:00:00,24862.66,24902.54,24855.13,24894.35,3.97274 -2023-09-17 04:00:00,24897.4,24928.7,24872.7,24903.74,7.29673 -2023-09-17 06:00:00,24903.75,24915.73,24862.64,24864.5,5.08868 -2023-09-17 08:00:00,24862.46,24941.34,24859.81,24937.28,12.05759 -2023-09-17 10:00:00,24936.9,24970.5,24919.66,24919.66,11.25203 -2023-09-17 12:00:00,24919.48,24938.18,24875.35,24885.94,10.97077 -2023-09-17 14:00:00,24885.94,24937.37,24875.16,24902.82,13.54393 -2023-09-17 16:00:00,24902.82,24905.19,24844.9,24844.9,15.73601 -2023-09-17 18:00:00,24844.95,24880.41,24831.52,24868.94,12.68046 -2023-09-17 20:00:00,24868.71,24868.71,24734.65,24850.25,18.91797 -2023-09-17 22:00:00,24852.24,24887.84,24806.72,24873.85,10.49902 -2023-09-18 00:00:00,24876.69,24897.35,24742.8,24826.39,19.48504 -2023-09-18 02:00:00,24819.58,25085.76,24819.24,25011.89,35.33759 -2023-09-18 04:00:00,25021.25,25042.18,24930.79,24993.48,13.94654 -2023-09-18 06:00:00,24993.48,25135.2,24982.14,25067.65,31.97748 -2023-09-18 08:00:00,25071.84,25246.37,25040.44,25199.4,81.26892 -2023-09-18 10:00:00,25203.24,25554.99,25203.24,25518.07,106.09879 -2023-09-18 12:00:00,25519.68,25749.89,25484.59,25590.33,89.17265 -2023-09-18 14:00:00,25587.31,25609.68,25473.89,25520.87,45.4826 -2023-09-18 16:00:00,25520.87,25570.19,24950.0,25065.66,97.62428 -2023-09-18 18:00:00,25065.67,25246.13,24977.25,25128.9,55.21828 -2023-09-18 20:00:00,25127.65,25153.22,25030.35,25127.61,25.60358 -2023-09-18 22:00:00,25128.7,25171.75,25035.67,25066.62,17.22862 -2023-09-19 00:00:00,25060.09,25079.42,24971.46,25044.81,27.98919 -2023-09-19 02:00:00,25043.15,25165.39,25025.42,25149.67,11.41962 -2023-09-19 04:00:00,25148.36,25192.1,25118.81,25123.16,12.49527 -2023-09-19 06:00:00,25120.68,25180.67,25079.71,25138.67,25.16295 -2023-09-19 08:00:00,25138.66,25746.94,25138.66,25563.89,109.21707 -2023-09-19 10:00:00,25574.76,25589.47,25341.82,25470.76,64.31807 -2023-09-19 12:00:00,25470.77,25509.33,25222.69,25263.15,80.58574 -2023-09-19 14:00:00,25263.14,25750.0,25187.79,25703.77,88.1478 -2023-09-19 16:00:00,25703.77,25750.82,25385.49,25427.69,63.88002 -2023-09-19 18:00:00,25432.79,25503.37,25381.93,25492.95,37.73541 -2023-09-19 20:00:00,25492.61,25509.56,25311.39,25457.56,35.2185 -2023-09-19 22:00:00,25467.54,25528.29,25407.05,25507.2,12.17981 -2023-09-20 00:00:00,25517.74,25634.12,25455.14,25631.2,20.59806 -2023-09-20 02:00:00,25634.11,25668.53,25401.11,25439.14,22.16642 -2023-09-20 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10:00:00,25123.92,25180.78,25035.68,25147.51,67.14905 -2023-09-21 12:00:00,25145.11,25197.36,24790.08,24847.33,120.96398 -2023-09-21 14:00:00,24843.86,25009.91,24806.47,24951.43,54.20683 -2023-09-21 16:00:00,24951.43,25044.48,24916.13,25011.69,40.3224 -2023-09-21 18:00:00,25009.08,25035.09,24928.91,24970.58,23.32168 -2023-09-21 20:00:00,24971.5,25000.0,24885.2,24993.97,13.64582 -2023-09-21 22:00:00,24995.06,24995.09,24925.17,24945.14,13.94986 -2023-09-22 00:00:00,24940.17,25064.24,24871.0,25032.74,32.57397 -2023-09-22 02:00:00,25032.75,25046.01,24953.65,25011.39,21.5253 -2023-09-22 04:00:00,25011.66,25040.69,24987.41,25036.45,12.35994 -2023-09-22 06:00:00,25036.46,25090.0,24963.57,25054.91,54.54356 -2023-09-22 08:00:00,25058.65,25127.38,25044.87,25072.79,31.81894 -2023-09-22 10:00:00,25072.79,25083.84,25024.8,25072.13,46.22726 -2023-09-22 12:00:00,25072.12,25083.04,24941.17,24984.93,56.81004 -2023-09-22 14:00:00,24984.93,25071.12,24957.88,25009.25,59.12899 -2023-09-22 16:00:00,25009.25,25031.08,24933.95,24976.71,33.11462 -2023-09-22 18:00:00,24976.71,25040.9,24948.61,24953.24,23.3764 -2023-09-22 20:00:00,24954.52,24993.05,24910.01,24986.29,24.41926 -2023-09-22 22:00:00,24986.29,25022.05,24964.32,25009.44,14.95009 -2023-09-23 00:00:00,25009.44,25043.94,24992.64,25009.61,13.38802 -2023-09-23 02:00:00,25008.07,25010.87,24957.01,24969.52,6.8677 -2023-09-23 04:00:00,24961.6,24988.8,24946.39,24972.12,5.84434 -2023-09-23 06:00:00,24972.12,25016.9,24972.11,25011.75,16.18856 -2023-09-23 08:00:00,25013.24,25021.4,24984.21,25003.64,10.137 -2023-09-23 10:00:00,25003.64,25011.83,24987.49,25005.86,13.99873 -2023-09-23 12:00:00,25006.22,25019.07,24984.07,25000.02,15.18287 -2023-09-23 14:00:00,25000.02,25012.0,24975.9,25009.77,14.43403 -2023-09-23 16:00:00,25008.07,25036.13,24985.23,25019.34,14.04174 -2023-09-23 18:00:00,25021.07,25056.88,25020.98,25035.17,9.74983 -2023-09-23 20:00:00,25032.34,25038.02,24991.87,24998.78,9.35754 -2023-09-23 22:00:00,24998.89,25011.44,24986.72,25006.9,5.7688 -2023-09-24 00:00:00,25005.92,25014.3,24986.95,25011.76,2.60257 -2023-09-24 02:00:00,25011.76,25023.09,24992.29,25001.36,5.92052 -2023-09-24 04:00:00,25001.12,25005.72,24981.49,24988.68,3.76333 -2023-09-24 06:00:00,24989.03,24997.31,24977.03,24994.36,6.66343 -2023-09-24 08:00:00,24994.36,25038.65,24991.22,25018.1,8.34062 -2023-09-24 10:00:00,25018.11,25031.47,24999.01,25018.72,7.23039 -2023-09-24 12:00:00,25018.72,25046.65,25005.69,25019.77,12.8065 -2023-09-24 14:00:00,25019.97,25023.71,24995.03,25007.5,8.43393 -2023-09-24 16:00:00,25008.19,25120.03,24995.0,25098.94,17.57848 -2023-09-24 18:00:00,25107.98,25153.47,24789.22,24885.39,74.58079 -2023-09-24 20:00:00,24883.21,24945.45,24837.14,24937.41,52.14798 -2023-09-24 22:00:00,24939.26,24939.26,24565.04,24677.93,57.56542 -2023-09-25 00:00:00,24670.67,24749.89,24425.06,24594.66,100.61055 -2023-09-25 02:00:00,24591.53,24671.83,24586.0,24586.0,15.88409 -2023-09-25 04:00:00,24585.15,24623.37,24513.26,24550.62,21.16503 -2023-09-25 06:00:00,24549.65,24647.25,24486.41,24638.68,40.9292 -2023-09-25 08:00:00,24638.68,24670.78,24517.41,24517.41,45.94159 -2023-09-25 10:00:00,24517.42,24562.95,24470.02,24533.85,46.52357 -2023-09-25 12:00:00,24533.84,24713.77,24467.35,24683.95,62.01748 -2023-09-25 14:00:00,24685.65,24852.45,24668.45,24791.09,68.97691 -2023-09-25 16:00:00,24794.25,24943.69,24767.3,24896.8,48.59801 -2023-09-25 18:00:00,24896.87,24918.42,24816.9,24866.57,31.03591 -2023-09-25 20:00:00,24876.31,24981.41,24806.34,24823.11,30.78303 -2023-09-25 22:00:00,24824.99,24860.49,24810.92,24844.53,9.97315 -2023-09-26 00:00:00,24844.53,24858.45,24799.0,24858.45,13.24029 -2023-09-26 02:00:00,24857.04,24956.29,24843.11,24907.09,11.11389 -2023-09-26 04:00:00,24908.05,24917.04,24857.66,24868.91,16.33225 -2023-09-26 06:00:00,24868.92,24885.49,24808.49,24821.69,31.67781 -2023-09-26 08:00:00,24821.67,24840.56,24751.53,24793.2,31.44641 -2023-09-26 10:00:00,24793.9,24804.57,24730.17,24796.98,39.15869 -2023-09-26 12:00:00,24796.98,24810.1,24698.48,24728.87,63.72749 -2023-09-26 14:00:00,24726.84,24769.07,24663.13,24714.18,60.51642 -2023-09-26 16:00:00,24714.16,24881.72,24704.02,24768.08,37.83423 -2023-09-26 18:00:00,24768.09,24863.86,24747.2,24835.31,34.79755 -2023-09-26 20:00:00,24839.62,24872.0,24700.0,24759.37,30.49341 -2023-09-26 22:00:00,24759.37,24829.85,24745.56,24809.95,14.06957 -2023-09-27 00:00:00,24811.45,24870.83,24803.78,24853.47,20.45935 -2023-09-27 02:00:00,24847.55,24885.89,24823.17,24872.08,7.78403 -2023-09-27 04:00:00,24872.37,24885.25,24833.45,24857.59,11.26808 -2023-09-27 06:00:00,24857.99,24868.49,24820.55,24838.23,17.6516 -2023-09-27 08:00:00,24835.79,24996.65,24819.31,24994.0,39.35332 -2023-09-27 10:00:00,24992.37,25449.48,24955.01,25385.97,129.63284 -2023-09-27 12:00:00,25382.97,25459.99,25237.53,25291.0,120.47404 -2023-09-27 14:00:00,25289.76,25301.07,24869.17,25011.07,129.45247 -2023-09-27 16:00:00,25011.07,25042.98,24912.76,24979.49,47.71913 -2023-09-27 18:00:00,24974.31,25016.18,24868.36,24996.87,47.58964 -2023-09-27 20:00:00,24992.47,25036.94,24966.41,25014.9,24.43283 -2023-09-27 22:00:00,25016.01,25117.82,25015.52,25099.43,19.39241 -2023-09-28 00:00:00,25105.69,25261.12,25060.67,25158.67,59.77003 -2023-09-28 02:00:00,25156.95,25227.59,25075.46,25104.3,25.35915 -2023-09-28 04:00:00,25106.47,25212.9,25081.55,25169.56,31.64873 -2023-09-28 06:00:00,25170.69,25233.39,25133.23,25180.31,31.49692 -2023-09-28 08:00:00,25179.42,25194.63,25060.22,25079.69,40.03706 -2023-09-28 10:00:00,25079.94,25254.23,25063.44,25114.39,46.50145 -2023-09-28 12:00:00,25113.16,25200.0,25105.18,25200.0,52.09614 -2023-09-28 14:00:00,25200.0,25580.85,25162.61,25550.05,102.90854 -2023-09-28 16:00:00,25561.13,25838.63,25555.41,25759.01,64.4772 -2023-09-28 18:00:00,25759.01,25825.61,25455.18,25672.09,48.94004 -2023-09-28 20:00:00,25672.09,25735.83,25489.77,25580.42,33.47753 -2023-09-28 22:00:00,25578.33,25649.3,25528.02,25604.18,11.72666 -2023-09-29 00:00:00,25607.86,25710.2,25563.05,25595.07,25.62246 -2023-09-29 02:00:00,25595.06,25634.0,25425.31,25506.53,25.47155 -2023-09-29 04:00:00,25506.53,25525.59,25445.96,25516.15,23.82037 -2023-09-29 06:00:00,25516.83,25691.73,25472.07,25627.16,47.89161 -2023-09-29 08:00:00,25621.94,25626.24,25429.31,25483.89,42.93583 -2023-09-29 10:00:00,25484.78,25535.69,25456.23,25465.17,28.78074 -2023-09-29 12:00:00,25465.14,25554.66,25387.72,25424.57,55.21741 -2023-09-29 14:00:00,25425.5,25625.16,25223.49,25413.09,101.6228 -2023-09-29 16:00:00,25413.1,25448.39,25339.3,25411.88,24.13196 -2023-09-29 18:00:00,25411.89,25511.94,25322.06,25481.22,27.29855 -2023-09-29 20:00:00,25480.19,25532.59,25428.67,25428.67,11.75873 -2023-09-29 22:00:00,25429.88,25484.08,25425.11,25469.98,8.28014 -2023-09-30 00:00:00,25471.09,25499.49,25454.25,25457.82,2.88483 -2023-09-30 02:00:00,25459.11,25493.57,25446.45,25476.65,3.20654 -2023-09-30 04:00:00,25476.59,25515.58,25473.06,25505.94,3.41618 -2023-09-30 06:00:00,25504.17,25523.96,25488.23,25498.09,8.81435 -2023-09-30 08:00:00,25498.1,25531.01,25489.78,25518.67,10.89064 -2023-09-30 10:00:00,25518.67,25561.23,25494.15,25505.14,19.0793 -2023-09-30 12:00:00,25505.16,25539.54,25477.54,25532.14,13.73994 -2023-09-30 14:00:00,25533.38,25647.44,25518.55,25558.76,20.20262 -2023-09-30 16:00:00,25559.01,25607.02,25536.23,25581.92,15.96194 -2023-09-30 18:00:00,25581.91,25600.41,25550.66,25585.28,7.67326 -2023-09-30 20:00:00,25585.28,25642.25,25511.13,25560.44,12.04688 -2023-09-30 22:00:00,25561.68,25597.15,25527.13,25534.98,8.84455 -2023-10-01 00:00:00,25534.98,25606.75,25526.86,25591.12,4.68775 -2023-10-01 02:00:00,25591.11,25619.88,25579.57,25615.11,3.16505 -2023-10-01 04:00:00,25615.11,25649.71,25593.5,25642.99,3.19103 -2023-10-01 06:00:00,25642.99,25726.99,25642.99,25683.22,13.37261 -2023-10-01 08:00:00,25683.21,25798.98,25666.95,25781.58,18.49527 -2023-10-01 10:00:00,25781.57,25849.54,25734.5,25754.51,17.29746 -2023-10-01 12:00:00,25754.57,25763.2,25693.01,25742.55,14.49549 -2023-10-01 14:00:00,25741.57,25784.29,25648.31,25705.29,18.06739 -2023-10-01 16:00:00,25705.29,25713.39,25598.94,25633.87,15.22019 -2023-10-01 18:00:00,25631.95,25671.42,25626.12,25667.96,10.64164 -2023-10-01 20:00:00,25668.86,25753.87,25603.43,25753.87,10.68484 -2023-10-01 22:00:00,25750.09,26666.55,25739.29,26519.71,131.81962 -2023-10-02 00:00:00,26521.07,26585.55,26358.99,26437.91,53.73008 -2023-10-02 02:00:00,26437.91,26690.26,26418.39,26627.26,43.24718 -2023-10-02 04:00:00,26627.25,26647.56,26460.86,26505.91,50.87249 -2023-10-02 06:00:00,26507.45,26896.04,26489.02,26797.74,89.07212 -2023-10-02 08:00:00,26794.86,26980.76,26728.0,26873.94,80.26242 -2023-10-02 10:00:00,26871.57,26948.22,26787.43,26799.75,53.36234 -2023-10-02 12:00:00,26799.59,27145.49,26789.74,27145.48,69.05511 -2023-10-02 14:00:00,27149.35,27174.83,26672.7,26717.66,73.08964 -2023-10-02 16:00:00,26709.59,26802.73,26557.53,26726.85,63.88427 -2023-10-02 18:00:00,26725.32,26750.0,26336.3,26679.18,121.78544 -2023-10-02 20:00:00,26684.25,26689.63,26071.69,26235.27,93.87402 -2023-10-02 22:00:00,26235.31,26361.62,26122.14,26255.3,90.27291 -2023-10-03 00:00:00,26251.41,26350.56,26163.27,26328.82,50.06028 -2023-10-03 02:00:00,26325.36,26413.24,26292.95,26379.59,24.41299 -2023-10-03 04:00:00,26377.6,26424.26,26339.74,26366.06,21.16222 -2023-10-03 06:00:00,26357.39,26439.38,26267.98,26276.8,27.05181 -2023-10-03 08:00:00,26273.72,26367.69,26272.03,26286.34,34.57568 -2023-10-03 10:00:00,26281.25,26396.62,26237.96,26332.51,41.17848 -2023-10-03 12:00:00,26331.24,26336.79,26188.71,26301.09,58.2723 -2023-10-03 14:00:00,26298.23,26319.93,26066.39,26180.08,122.52674 -2023-10-03 16:00:00,26178.19,26259.14,26144.5,26231.85,77.19102 -2023-10-03 18:00:00,26231.59,26235.93,26040.46,26060.36,28.21084 -2023-10-03 20:00:00,26070.77,26256.34,25975.57,26203.62,27.06768 -2023-10-03 22:00:00,26202.28,26263.06,26073.32,26216.8,21.50305 -2023-10-04 00:00:00,26214.3,26224.92,26000.0,26131.66,32.05857 -2023-10-04 02:00:00,26130.53,26296.53,26114.38,26247.68,21.46611 -2023-10-04 04:00:00,26247.51,26247.51,26148.31,26195.3,5.19989 -2023-10-04 06:00:00,26195.45,26256.61,26164.57,26202.7,13.26088 -2023-10-04 08:00:00,26206.24,26342.07,26176.8,26330.26,37.8062 -2023-10-04 10:00:00,26338.55,26345.93,26211.16,26279.61,33.9113 -2023-10-04 12:00:00,26283.0,26300.41,26102.89,26111.13,100.38029 -2023-10-04 14:00:00,26111.1,26181.97,26070.31,26077.19,45.31651 -2023-10-04 16:00:00,26079.03,26269.37,26073.31,26230.38,159.43352 -2023-10-04 18:00:00,26232.03,26500.0,26198.26,26280.85,39.23535 -2023-10-04 20:00:00,26289.28,26465.51,26238.16,26372.9,24.72926 -2023-10-04 22:00:00,26372.21,26509.71,26350.0,26464.64,34.61287 -2023-10-05 00:00:00,26464.63,26538.26,26335.9,26366.21,18.07051 -2023-10-05 02:00:00,26368.94,26370.98,26293.19,26293.19,5.46283 -2023-10-05 04:00:00,26290.41,26349.7,26290.41,26306.72,5.09741 -2023-10-05 06:00:00,26303.96,26351.47,26239.01,26292.42,27.93203 -2023-10-05 08:00:00,26294.84,26389.41,26266.24,26366.64,24.41876 -2023-10-05 10:00:00,26366.45,26417.11,26329.11,26373.45,22.04449 -2023-10-05 12:00:00,26373.17,26702.18,26332.01,26620.16,56.91542 -2023-10-05 14:00:00,26618.92,26738.05,26050.95,26204.52,79.3002 -2023-10-05 16:00:00,26202.33,26272.08,25997.32,26113.66,61.38749 -2023-10-05 18:00:00,26113.66,26141.24,26023.75,26070.64,39.00412 -2023-10-05 20:00:00,26070.93,26110.95,26012.49,26056.59,27.01028 -2023-10-05 22:00:00,26056.06,26070.63,25988.74,26012.81,10.71609 -2023-10-06 00:00:00,26018.62,26148.32,26004.66,26126.89,7.01766 -2023-10-06 02:00:00,26129.2,26195.97,26129.2,26161.82,6.37305 -2023-10-06 04:00:00,26164.67,26168.68,26094.16,26136.14,4.13878 -2023-10-06 06:00:00,26133.51,26246.39,26100.73,26222.27,20.64542 -2023-10-06 08:00:00,26222.27,26276.83,26177.1,26265.94,24.22284 -2023-10-06 10:00:00,26276.83,26352.04,26201.0,26293.34,27.36409 -2023-10-06 12:00:00,26299.81,26347.8,25927.02,26194.13,190.5273 -2023-10-06 14:00:00,26194.13,26489.82,26142.94,26394.51,79.06015 -2023-10-06 16:00:00,26404.28,26496.39,26300.0,26440.96,28.61083 -2023-10-06 18:00:00,26443.43,26493.02,26333.02,26429.26,27.89877 -2023-10-06 20:00:00,26435.33,26746.21,26384.77,26531.41,29.97813 -2023-10-06 22:00:00,26535.24,26609.46,26376.32,26429.94,15.19976 -2023-10-07 00:00:00,26427.47,26452.1,26347.6,26391.94,7.32265 -2023-10-07 02:00:00,26394.65,26442.4,26369.89,26403.01,5.75449 -2023-10-07 04:00:00,26404.56,26437.5,26392.05,26403.82,2.95022 -2023-10-07 06:00:00,26397.45,26422.47,26378.11,26391.54,5.67909 -2023-10-07 08:00:00,26394.25,26522.49,26380.28,26456.79,14.51776 -2023-10-07 10:00:00,26453.54,26513.73,26432.16,26447.57,9.44175 -2023-10-07 12:00:00,26448.65,26491.1,26410.01,26443.56,10.95671 -2023-10-07 14:00:00,26440.76,26481.7,26410.44,26446.52,9.74322 -2023-10-07 16:00:00,26448.3,26473.8,26406.75,26440.23,9.68335 -2023-10-07 18:00:00,26442.94,26456.82,26368.58,26381.28,9.67139 -2023-10-07 20:00:00,26377.0,26464.18,26370.81,26436.95,7.62514 -2023-10-07 22:00:00,26439.92,26470.49,26427.25,26465.36,4.04229 -2023-10-08 00:00:00,26466.78,26528.33,26453.86,26514.85,4.64716 -2023-10-08 02:00:00,26514.85,26592.13,26486.81,26567.54,5.21935 -2023-10-08 04:00:00,26569.61,26576.98,26391.91,26440.38,3.40806 -2023-10-08 06:00:00,26437.79,26464.72,26392.37,26418.05,6.15133 -2023-10-08 08:00:00,26413.86,26449.39,26351.09,26391.64,13.06467 -2023-10-08 10:00:00,26388.17,26409.11,26296.25,26329.11,13.80029 -2023-10-08 12:00:00,26325.03,26498.78,26216.5,26421.68,23.92049 -2023-10-08 14:00:00,26422.89,26480.32,26386.93,26405.22,9.13599 -2023-10-08 16:00:00,26405.22,26459.7,26381.54,26396.38,9.58799 -2023-10-08 18:00:00,26394.09,26430.18,26326.62,26402.65,15.3799 -2023-10-08 20:00:00,26400.83,26554.33,26394.77,26493.73,55.24737 -2023-10-08 22:00:00,26489.5,26501.17,26386.62,26457.16,30.79229 -2023-10-09 00:00:00,26460.71,26528.33,26326.7,26490.06,22.25677 -2023-10-09 02:00:00,26507.09,26527.12,26466.81,26488.45,7.57925 -2023-10-09 04:00:00,26490.91,26521.12,26428.9,26430.12,6.92966 -2023-10-09 06:00:00,26431.96,26519.22,26423.24,26457.54,19.7776 -2023-10-09 08:00:00,26457.53,26473.77,26075.69,26176.1,55.22805 -2023-10-09 10:00:00,26175.41,26237.59,26058.38,26117.05,55.56761 -2023-10-09 12:00:00,26116.96,26175.26,25981.59,26095.91,98.52772 -2023-10-09 14:00:00,26097.2,26154.64,26040.51,26066.42,48.449 -2023-10-09 16:00:00,26063.7,26160.5,25879.17,26120.0,95.87758 -2023-10-09 18:00:00,26120.0,26263.06,26084.31,26145.51,59.40884 -2023-10-09 20:00:00,26145.92,26182.05,26103.04,26168.98,11.39774 -2023-10-09 22:00:00,26168.98,26171.0,26088.55,26101.17,12.56995 -2023-10-10 00:00:00,26103.47,26157.73,26031.31,26122.55,15.06885 -2023-10-10 02:00:00,26130.73,26230.82,26098.33,26162.09,7.10433 -2023-10-10 04:00:00,26166.72,26168.83,26127.47,26153.87,6.03872 -2023-10-10 06:00:00,26153.25,26246.2,26153.25,26177.65,20.43576 -2023-10-10 08:00:00,26178.18,26237.21,26083.08,26109.29,26.61005 -2023-10-10 10:00:00,26105.31,26140.71,26030.18,26031.34,21.19779 -2023-10-10 12:00:00,26030.75,26049.6,25842.43,25882.2,36.88241 -2023-10-10 14:00:00,25884.54,26073.84,25807.58,25841.42,162.19352 -2023-10-10 16:00:00,25836.94,25937.85,25783.7,25848.49,45.08978 -2023-10-10 18:00:00,25844.98,25892.04,25779.64,25858.35,22.11904 -2023-10-10 20:00:00,25862.78,25919.97,25785.08,25883.46,13.32069 -2023-10-10 22:00:00,25883.46,25926.64,25841.07,25846.3,8.01575 -2023-10-11 00:00:00,25845.49,25919.95,25842.85,25891.86,6.49842 -2023-10-11 02:00:00,25892.07,25892.07,25486.86,25495.21,42.24761 -2023-10-11 04:00:00,25495.17,25610.33,25458.38,25588.86,14.6122 -2023-10-11 06:00:00,25591.41,25600.27,25482.96,25513.16,30.45537 -2023-10-11 08:00:00,25509.18,25735.21,25509.18,25735.21,36.60648 -2023-10-11 10:00:00,25744.22,25805.84,25659.56,25666.9,33.99525 -2023-10-11 12:00:00,25667.4,25740.77,25531.87,25552.22,54.63111 -2023-10-11 14:00:00,25552.24,25572.37,25212.96,25258.22,56.98344 -2023-10-11 16:00:00,25252.55,25269.11,25071.76,25157.27,59.3626 -2023-10-11 18:00:00,25152.48,25257.1,25108.15,25234.68,24.08608 -2023-10-11 20:00:00,25236.13,25246.09,25141.45,25188.42,15.91292 -2023-10-11 22:00:00,25188.43,25324.82,25176.45,25318.58,18.07949 -2023-10-12 00:00:00,25316.94,25320.91,25184.93,25217.3,11.42015 -2023-10-12 02:00:00,25216.53,25376.3,25201.21,25276.66,13.07952 -2023-10-12 04:00:00,25280.17,25299.5,25207.88,25299.5,14.11237 -2023-10-12 06:00:00,25299.5,25334.34,25249.75,25268.41,27.14735 -2023-10-12 08:00:00,25268.39,25274.54,25130.81,25196.87,39.25614 -2023-10-12 10:00:00,25210.82,25322.11,25180.86,25292.52,29.40781 -2023-10-12 12:00:00,25294.03,25369.83,25223.28,25369.83,100.21889 -2023-10-12 14:00:00,25370.35,25381.97,25248.86,25293.07,34.62212 -2023-10-12 16:00:00,25294.22,25409.45,25181.38,25292.77,35.57222 -2023-10-12 18:00:00,25290.99,25400.01,25254.38,25380.77,19.12283 -2023-10-12 20:00:00,25376.15,25434.52,25367.74,25424.75,10.90667 -2023-10-12 22:00:00,25425.34,25435.15,25373.67,25413.17,12.07362 -2023-10-13 00:00:00,25411.26,25518.9,25406.68,25431.12,11.78165 -2023-10-13 02:00:00,25429.6,25457.97,25402.44,25405.65,4.94958 -2023-10-13 04:00:00,25406.74,25448.06,25401.3,25437.55,8.60779 -2023-10-13 06:00:00,25437.55,25562.02,25429.1,25476.61,22.52833 -2023-10-13 08:00:00,25474.67,25489.88,25388.81,25408.7,32.28093 -2023-10-13 10:00:00,25408.59,25537.4,25408.59,25499.32,27.70463 -2023-10-13 12:00:00,25501.6,25603.03,25442.48,25521.92,71.05144 -2023-10-13 14:00:00,25520.79,25537.73,25428.71,25454.7,58.68973 -2023-10-13 16:00:00,25448.97,25521.2,25422.51,25500.17,67.41054 -2023-10-13 18:00:00,25500.05,25507.13,25445.84,25495.77,33.30472 -2023-10-13 20:00:00,25495.76,25833.69,25477.77,25734.78,66.97275 -2023-10-13 22:00:00,25734.15,25788.86,25486.18,25583.59,16.3807 -2023-10-14 00:00:00,25583.8,25644.75,25566.79,25638.54,4.36617 -2023-10-14 02:00:00,25638.64,25705.98,25610.5,25651.34,6.85918 -2023-10-14 04:00:00,25655.1,25666.28,25611.53,25613.27,3.12331 -2023-10-14 06:00:00,25612.63,25625.87,25570.67,25595.57,7.8372 -2023-10-14 08:00:00,25597.45,25614.57,25573.47,25609.15,7.68664 -2023-10-14 10:00:00,25613.27,25630.43,25578.17,25601.13,12.90271 -2023-10-14 12:00:00,25600.85,25649.09,25580.16,25641.14,19.6772 -2023-10-14 14:00:00,25644.68,25679.84,25603.19,25679.84,14.33358 -2023-10-14 16:00:00,25681.59,25687.23,25621.03,25624.63,9.32452 -2023-10-14 18:00:00,25624.01,25625.75,25585.58,25607.01,15.21038 -2023-10-14 20:00:00,25607.01,25627.41,25545.0,25563.85,12.85713 -2023-10-14 22:00:00,25563.84,25610.04,25562.49,25593.88,4.14434 -2023-10-15 00:00:00,25593.8,25648.22,25559.77,25632.65,5.70321 -2023-10-15 02:00:00,25632.64,25646.25,25610.87,25617.92,5.66248 -2023-10-15 04:00:00,25618.01,25626.73,25608.56,25618.24,3.58912 -2023-10-15 06:00:00,25618.24,25624.78,25604.41,25624.77,4.54819 -2023-10-15 08:00:00,25624.77,25660.22,25621.86,25640.52,8.05902 -2023-10-15 10:00:00,25640.28,25642.04,25588.47,25593.29,12.23562 -2023-10-15 12:00:00,25593.28,25701.18,25555.8,25610.45,41.01421 -2023-10-15 14:00:00,25610.39,25660.25,25592.15,25627.95,19.04625 -2023-10-15 16:00:00,25627.94,25736.39,25621.71,25716.65,18.59049 -2023-10-15 18:00:00,25716.91,25808.87,25690.68,25784.93,11.86185 -2023-10-15 20:00:00,25778.03,25951.91,25751.96,25870.63,56.39224 -2023-10-15 22:00:00,25870.74,25965.87,25737.49,25831.52,19.12383 -2023-10-16 00:00:00,25841.18,25942.46,25806.0,25867.73,27.92911 -2023-10-16 02:00:00,25870.19,25953.95,25832.47,25907.69,3.6661 -2023-10-16 04:00:00,25908.21,26582.66,25865.49,26519.67,86.88239 -2023-10-16 06:00:00,26523.18,26571.78,26389.97,26451.44,54.55276 -2023-10-16 08:00:00,26454.83,26502.33,26248.38,26374.71,48.21623 -2023-10-16 10:00:00,26376.5,26410.59,26306.77,26370.06,38.10908 -2023-10-16 12:00:00,26368.64,28597.43,26326.21,26617.39,243.30841 -2023-10-16 14:00:00,26617.38,26953.91,26507.93,26635.51,54.75974 -2023-10-16 16:00:00,26641.84,26806.31,26636.96,26786.95,42.2331 -2023-10-16 18:00:00,26785.36,27326.02,26774.8,26990.83,78.39315 -2023-10-16 20:00:00,26982.71,27155.97,26768.13,26954.7,32.133 -2023-10-16 22:00:00,26952.99,27082.52,26919.97,27047.14,17.36494 -2023-10-17 00:00:00,27044.15,27083.4,26789.73,26893.64,36.58023 -2023-10-17 02:00:00,26879.02,26930.9,26811.6,26821.39,16.40531 -2023-10-17 04:00:00,26824.78,26824.78,26628.01,26788.06,34.24762 -2023-10-17 06:00:00,26789.37,27007.29,26699.24,26964.85,47.56377 -2023-10-17 08:00:00,26973.42,27071.15,26914.49,26992.55,45.71126 -2023-10-17 10:00:00,26990.66,27134.3,26907.14,26912.22,75.21236 -2023-10-17 12:00:00,26913.21,26966.9,26704.54,26847.94,82.52225 -2023-10-17 14:00:00,26852.95,27025.28,26841.17,26909.78,68.38425 -2023-10-17 16:00:00,26908.98,27076.5,26858.97,26940.01,39.04382 -2023-10-17 18:00:00,26936.08,26999.48,26822.51,26997.98,26.67778 -2023-10-17 20:00:00,26996.89,27038.56,26900.0,26974.27,37.79608 -2023-10-17 22:00:00,26974.26,26974.26,26865.87,26892.39,23.3985 -2023-10-18 00:00:00,26885.84,26934.35,26839.86,26862.23,13.06301 -2023-10-18 02:00:00,26862.62,27000.0,26855.58,26996.15,7.08066 -2023-10-18 04:00:00,26999.99,27422.14,26929.44,27150.64,101.18698 -2023-10-18 06:00:00,27147.21,27171.73,26955.25,26963.13,42.74723 -2023-10-18 08:00:00,26962.12,27074.83,26714.84,26771.0,39.3505 -2023-10-18 10:00:00,26764.32,26949.11,26764.32,26879.87,39.58918 -2023-10-18 12:00:00,26879.87,26927.93,26830.67,26893.5,63.21513 -2023-10-18 14:00:00,26889.66,26907.19,26751.27,26861.67,61.72238 -2023-10-18 16:00:00,26857.31,26989.36,26842.08,26891.32,44.01058 -2023-10-18 18:00:00,26890.45,26946.07,26846.99,26846.99,25.15486 -2023-10-18 20:00:00,26846.95,26894.57,26793.04,26863.84,29.64879 -2023-10-18 22:00:00,26863.47,26954.33,26841.18,26908.68,13.23046 -2023-10-19 00:00:00,26907.08,26988.78,26720.11,26826.34,25.06078 -2023-10-19 02:00:00,26825.38,26853.08,26757.63,26845.29,13.9042 -2023-10-19 04:00:00,26847.3,26936.04,26820.57,26904.23,10.37346 -2023-10-19 06:00:00,26909.02,26925.14,26820.58,26911.01,19.99993 -2023-10-19 08:00:00,26915.96,26992.38,26875.43,26969.3,39.15473 -2023-10-19 10:00:00,26969.41,27070.49,26938.69,26976.98,36.99555 -2023-10-19 12:00:00,26977.28,27075.43,26919.82,26965.01,64.93743 -2023-10-19 14:00:00,26965.02,27291.28,26935.6,27174.19,70.6581 -2023-10-19 16:00:00,27171.91,27308.64,26920.99,26975.56,93.30253 -2023-10-19 18:00:00,26975.32,27199.99,26946.88,27192.44,44.09318 -2023-10-19 20:00:00,27196.36,27316.63,27066.76,27069.04,33.71646 -2023-10-19 22:00:00,27077.26,27166.72,27063.01,27166.72,15.4758 -2023-10-20 00:00:00,27164.16,27224.19,27074.74,27138.35,10.29773 -2023-10-20 02:00:00,27139.02,27810.07,27124.98,27675.82,71.4253 -2023-10-20 04:00:00,27673.58,27774.53,27563.91,27663.35,29.89669 -2023-10-20 06:00:00,27662.71,27849.14,27640.9,27700.41,24.2484 -2023-10-20 08:00:00,27701.7,28232.33,27690.16,28170.95,99.67631 -2023-10-20 10:00:00,28180.23,28565.41,28145.53,28204.81,90.08316 -2023-10-20 12:00:00,28204.78,28276.51,27800.0,28068.18,84.61508 -2023-10-20 14:00:00,28062.78,28106.52,27816.38,27937.92,53.68019 -2023-10-20 16:00:00,27937.92,27975.99,27728.08,27886.56,35.18671 -2023-10-20 18:00:00,27882.21,27939.77,27791.27,27938.59,20.34035 -2023-10-20 20:00:00,27932.4,28020.09,27896.04,27990.38,18.20102 -2023-10-20 22:00:00,27991.5,28158.45,27974.72,28035.9,13.10934 -2023-10-21 00:00:00,28039.76,28063.99,27901.89,27916.5,5.81429 -2023-10-21 02:00:00,27914.3,28009.52,27848.64,27989.91,5.95412 -2023-10-21 04:00:00,27990.71,28013.23,27931.58,27968.64,5.15052 -2023-10-21 06:00:00,27966.76,28110.2,27966.76,28076.64,14.65118 -2023-10-21 08:00:00,28075.51,28236.45,28016.3,28206.89,14.27216 -2023-10-21 10:00:00,28207.03,28242.8,28125.85,28167.5,21.07327 -2023-10-21 12:00:00,28167.56,28192.01,28062.53,28141.12,14.59296 -2023-10-21 14:00:00,28144.94,28339.77,28120.66,28299.05,26.32428 -2023-10-21 16:00:00,28300.37,28529.67,28212.21,28502.05,22.94074 -2023-10-21 18:00:00,28502.05,28698.18,28330.1,28501.24,37.91125 -2023-10-21 20:00:00,28512.88,28519.37,28304.15,28350.92,18.49918 -2023-10-21 22:00:00,28355.38,28394.1,28227.68,28280.73,9.94633 -2023-10-22 00:00:00,28277.56,28427.33,28232.03,28298.25,10.95799 -2023-10-22 02:00:00,28283.57,28286.98,28219.86,28280.43,2.86972 -2023-10-22 04:00:00,28279.24,28578.99,28264.93,28472.5,23.062 -2023-10-22 06:00:00,28470.55,28555.47,28019.38,28191.9,36.61976 -2023-10-22 08:00:00,28192.6,28359.24,28160.9,28263.4,16.90719 -2023-10-22 10:00:00,28261.73,28333.78,28217.23,28290.46,18.40878 -2023-10-22 12:00:00,28290.85,28344.28,28258.07,28311.83,27.7004 -2023-10-22 14:00:00,28311.84,28319.26,28169.84,28209.94,26.1196 -2023-10-22 16:00:00,28209.99,28323.56,28190.59,28290.67,13.03643 -2023-10-22 18:00:00,28295.26,28309.71,28209.42,28226.43,11.03145 -2023-10-22 20:00:00,28224.52,28266.63,28095.39,28114.95,17.04301 -2023-10-22 22:00:00,28120.86,28404.79,28090.26,28345.39,28.02256 -2023-10-23 00:00:00,28351.52,28945.0,28252.03,28683.98,72.19045 -2023-10-23 02:00:00,28683.98,29122.55,28539.35,29072.48,55.69289 -2023-10-23 04:00:00,29074.26,29271.78,28914.38,29131.69,66.71629 -2023-10-23 06:00:00,29131.72,29315.92,28752.73,28831.51,66.61432 -2023-10-23 08:00:00,28830.83,28993.56,28655.91,28788.17,57.32522 -2023-10-23 10:00:00,28792.45,29038.32,28785.03,28952.8,28.60971 -2023-10-23 12:00:00,28947.68,29013.69,28718.99,28895.11,61.15591 -2023-10-23 14:00:00,28891.36,29133.0,28854.2,29043.86,84.33102 -2023-10-23 16:00:00,29043.85,29408.3,28934.68,29075.27,113.10764 -2023-10-23 18:00:00,29078.51,29502.32,28800.0,29424.28,84.8536 -2023-10-23 20:00:00,29439.0,29867.98,29401.26,29689.48,62.30555 -2023-10-23 22:00:00,29693.86,32832.0,29647.26,30992.13,141.63914 -2023-10-24 00:00:00,30994.93,32065.71,30783.94,32045.21,53.47471 -2023-10-24 02:00:00,32039.07,33009.03,31874.01,31904.16,109.65064 -2023-10-24 04:00:00,31886.66,32394.04,31683.17,31753.65,43.65287 -2023-10-24 06:00:00,31757.2,31946.39,31549.95,31895.56,58.58619 -2023-10-24 08:00:00,31894.0,32440.45,31864.93,32309.87,57.72262 -2023-10-24 10:00:00,32301.28,32857.61,32232.67,32494.98,73.42853 -2023-10-24 12:00:00,32502.67,32801.36,32246.8,32474.71,72.76309 -2023-10-24 14:00:00,32480.32,32637.0,31405.36,31805.29,106.78533 -2023-10-24 16:00:00,31801.45,32465.57,31630.39,31917.96,58.03311 -2023-10-24 18:00:00,31918.83,32018.74,31559.53,31922.11,46.0967 -2023-10-24 20:00:00,31913.43,32331.83,31642.74,32227.3,45.01365 -2023-10-24 22:00:00,32217.96,32326.55,31861.22,32031.74,49.32592 -2023-10-25 00:00:00,32032.5,32467.04,31899.42,32278.7,28.59128 -2023-10-25 02:00:00,32286.93,32306.76,32014.32,32073.9,14.31938 -2023-10-25 04:00:00,32073.91,32266.4,31985.19,32096.72,16.54268 -2023-10-25 06:00:00,32098.15,32312.76,31840.23,32003.98,29.25588 -2023-10-25 08:00:00,32003.93,32500.0,31919.28,32285.57,54.66707 -2023-10-25 10:00:00,32282.06,32575.29,32232.27,32374.33,49.16513 -2023-10-25 12:00:00,32372.43,32789.67,32372.43,32610.37,63.419 -2023-10-25 14:00:00,32609.56,33084.95,32482.56,32944.3,59.40016 -2023-10-25 16:00:00,32951.52,33238.96,32559.4,32830.25,46.48254 -2023-10-25 18:00:00,32821.69,32965.76,32611.49,32920.1,35.84686 -2023-10-25 20:00:00,32914.36,33016.81,32711.73,32740.44,46.01932 -2023-10-25 22:00:00,32741.1,32833.66,32490.24,32689.87,34.8078 -2023-10-26 00:00:00,32683.37,32984.58,32614.35,32884.63,14.35488 -2023-10-26 02:00:00,32884.65,33035.06,32853.59,32999.61,19.59993 -2023-10-26 04:00:00,32993.03,33010.39,32730.62,32743.56,10.29535 -2023-10-26 06:00:00,32739.74,33016.2,32654.42,32881.75,26.50684 -2023-10-26 08:00:00,32867.89,32964.32,32641.88,32690.18,37.20395 -2023-10-26 10:00:00,32690.96,32699.97,32254.25,32403.78,44.82309 -2023-10-26 12:00:00,32393.4,32592.38,32387.65,32430.93,55.79344 -2023-10-26 14:00:00,32437.62,32624.77,32172.29,32341.08,57.1366 -2023-10-26 16:00:00,32341.09,32382.2,32052.25,32199.1,57.7745 -2023-10-26 18:00:00,32199.11,32329.37,32154.63,32277.02,33.06309 -2023-10-26 20:00:00,32275.1,32432.97,32258.53,32333.25,17.20918 -2023-10-26 22:00:00,32333.25,32477.1,32330.41,32358.18,10.69056 -2023-10-27 00:00:00,32358.2,32376.83,32000.02,32088.73,11.39886 -2023-10-27 02:00:00,32082.68,32354.11,32043.03,32318.06,6.23563 -2023-10-27 04:00:00,32318.63,32374.98,32184.42,32278.72,9.78 -2023-10-27 06:00:00,32273.92,32466.59,32157.04,32174.17,25.88487 -2023-10-27 08:00:00,32174.19,32384.95,32174.19,32361.11,23.47437 -2023-10-27 10:00:00,32361.42,32381.36,32255.54,32328.55,25.96712 -2023-10-27 12:00:00,32331.98,32430.27,32188.94,32304.74,59.95692 -2023-10-27 14:00:00,32304.73,32327.64,31981.57,32126.2,69.85011 -2023-10-27 16:00:00,32133.99,32170.38,31650.5,31825.29,92.81723 -2023-10-27 18:00:00,31824.95,31922.59,31636.34,31903.87,34.56693 -2023-10-27 20:00:00,31904.33,32080.18,31901.29,32060.79,14.7386 -2023-10-27 22:00:00,32058.16,32135.79,32007.15,32099.63,44.43134 -2023-10-28 00:00:00,32099.63,32122.45,32060.02,32106.55,2.79837 -2023-10-28 02:00:00,32106.54,32324.23,32094.22,32245.43,9.04487 -2023-10-28 04:00:00,32244.86,32352.05,32200.92,32272.9,8.47671 -2023-10-28 06:00:00,32277.25,32308.1,32237.46,32246.17,7.57254 -2023-10-28 08:00:00,32243.05,32321.1,32235.19,32296.55,13.46752 -2023-10-28 10:00:00,32298.58,32663.83,32279.32,32377.56,27.87866 -2023-10-28 12:00:00,32382.1,32428.27,32144.29,32345.22,18.35713 -2023-10-28 14:00:00,32345.22,32446.67,32277.06,32411.43,14.61382 -2023-10-28 16:00:00,32407.58,32412.96,32306.01,32357.36,12.1905 -2023-10-28 18:00:00,32353.87,32435.21,32298.91,32339.32,12.41513 -2023-10-28 20:00:00,32335.35,32424.11,32321.41,32421.12,11.32375 -2023-10-28 22:00:00,32422.59,32422.59,32289.73,32315.74,8.79747 -2023-10-29 00:00:00,32314.82,32337.62,32184.8,32244.08,10.86752 -2023-10-29 02:00:00,32244.07,32272.53,32186.15,32205.47,4.61981 -2023-10-29 04:00:00,32203.04,32279.63,32174.84,32262.92,7.58146 -2023-10-29 06:00:00,32258.97,32367.97,32247.83,32311.52,7.24418 -2023-10-29 08:00:00,32311.51,32500.0,32307.1,32437.85,18.8582 -2023-10-29 10:00:00,32438.46,32557.36,32382.52,32479.71,14.05942 -2023-10-29 12:00:00,32479.7,32724.7,32479.7,32603.04,22.8445 -2023-10-29 14:00:00,32603.03,32775.29,32564.83,32672.46,23.02812 -2023-10-29 16:00:00,32681.2,32968.73,32603.87,32801.3,30.83513 -2023-10-29 18:00:00,32795.2,32975.41,32773.65,32812.0,24.89329 -2023-10-29 20:00:00,32820.79,32875.45,32644.35,32690.57,40.37826 -2023-10-29 22:00:00,32684.04,32932.72,32678.19,32756.2,36.8216 -2023-10-30 00:00:00,32760.32,32812.15,32629.34,32641.56,49.56478 -2023-10-30 02:00:00,32640.43,32640.43,32400.61,32498.63,35.4072 -2023-10-30 04:00:00,32496.28,32575.25,32464.22,32484.61,18.62598 -2023-10-30 06:00:00,32483.05,32559.95,32370.6,32436.45,34.86969 -2023-10-30 08:00:00,32433.68,32786.96,32403.93,32660.47,45.45568 -2023-10-30 10:00:00,32656.22,32749.98,32558.21,32707.09,39.48533 -2023-10-30 12:00:00,32710.59,32937.15,32534.39,32716.76,90.97126 -2023-10-30 14:00:00,32716.77,32895.43,32614.32,32677.54,72.22495 -2023-10-30 16:00:00,32675.56,32677.48,32178.46,32378.06,66.73145 -2023-10-30 18:00:00,32373.6,32488.6,32331.87,32475.49,36.66913 -2023-10-30 20:00:00,32481.32,32619.67,32381.81,32573.7,36.2371 -2023-10-30 22:00:00,32573.7,32584.44,32510.9,32531.23,31.05317 -2023-10-31 00:00:00,32530.59,32648.68,32481.82,32516.3,17.4173 -2023-10-31 02:00:00,32516.3,32529.38,32309.68,32309.68,18.88423 -2023-10-31 04:00:00,32309.69,32431.14,32277.77,32379.53,9.13198 -2023-10-31 06:00:00,32379.84,32449.68,32161.9,32190.83,39.91621 -2023-10-31 08:00:00,32186.7,32400.85,32069.82,32295.54,59.99911 -2023-10-31 10:00:00,32296.82,32441.46,32267.6,32409.02,46.74542 -2023-10-31 12:00:00,32409.02,32433.59,32227.05,32296.76,71.9908 -2023-10-31 14:00:00,32297.85,32483.25,32237.48,32481.71,56.46655 -2023-10-31 16:00:00,32475.52,32706.08,32426.23,32552.17,47.89147 -2023-10-31 18:00:00,32555.19,32706.0,32512.8,32666.34,26.70459 -2023-10-31 20:00:00,32658.83,32857.12,32583.29,32627.51,30.63758 -2023-10-31 22:00:00,32627.68,32805.73,32597.63,32790.79,10.77844 -2023-11-01 00:00:00,32790.78,32814.07,32625.21,32662.74,11.96924 -2023-11-01 02:00:00,32662.28,32673.71,32576.37,32595.14,3.67574 -2023-11-01 04:00:00,32594.52,32645.76,32526.55,32529.2,5.03204 -2023-11-01 06:00:00,32527.04,32701.0,32500.0,32652.36,14.41991 -2023-11-01 08:00:00,32652.36,32742.36,32610.0,32726.44,21.05158 -2023-11-01 10:00:00,32726.42,32726.42,32592.48,32682.84,22.85793 -2023-11-01 12:00:00,32679.37,33444.3,32591.54,32868.34,90.65166 -2023-11-01 14:00:00,32880.03,32883.16,32314.96,32569.35,73.69384 -2023-11-01 16:00:00,32569.53,32820.51,32556.18,32801.01,40.20568 -2023-11-01 18:00:00,32800.82,32968.86,32677.2,32732.15,64.24793 -2023-11-01 20:00:00,32736.3,33723.94,32715.21,33515.88,80.68252 -2023-11-01 22:00:00,33522.42,33641.96,33322.27,33518.23,42.70152 -2023-11-02 00:00:00,33522.15,33714.5,33428.22,33607.8,30.65619 -2023-11-02 02:00:00,33607.81,33995.05,33562.81,33596.24,31.22167 -2023-11-02 04:00:00,33609.58,33632.59,33213.95,33249.93,30.67038 -2023-11-02 06:00:00,33254.21,33367.26,33117.02,33307.88,29.16197 -2023-11-02 08:00:00,33304.3,33400.0,33173.93,33368.41,41.63358 -2023-11-02 10:00:00,33369.43,33439.61,33265.9,33338.99,36.80097 -2023-11-02 12:00:00,33338.99,33360.53,32646.66,32868.39,78.06616 -2023-11-02 14:00:00,32879.17,32980.12,32571.63,32662.94,69.38124 -2023-11-02 16:00:00,32668.97,32772.68,32350.88,32763.77,42.37953 -2023-11-02 18:00:00,32771.35,33021.05,32717.83,32991.7,33.02043 -2023-11-02 20:00:00,33001.31,33100.58,32835.25,32924.57,30.44707 -2023-11-02 22:00:00,32927.92,32962.83,32718.33,32962.83,15.10631 -2023-11-03 00:00:00,32963.52,32968.28,32410.16,32610.28,31.36222 -2023-11-03 02:00:00,32611.5,32700.18,32568.35,32676.0,7.68152 -2023-11-03 04:00:00,32672.18,32692.65,32316.03,32531.17,33.16587 -2023-11-03 06:00:00,32530.23,32549.43,32351.24,32460.2,21.90555 -2023-11-03 08:00:00,32454.0,32598.42,32160.97,32209.33,60.33199 -2023-11-03 10:00:00,32209.33,32244.05,32081.45,32199.98,39.89178 -2023-11-03 12:00:00,32200.88,32312.83,32085.32,32299.51,51.54533 -2023-11-03 14:00:00,32297.33,32532.09,32258.14,32438.54,55.30392 -2023-11-03 16:00:00,32438.54,32495.1,32020.01,32113.79,44.07697 -2023-11-03 18:00:00,32107.23,32280.73,32040.23,32241.86,23.44088 -2023-11-03 20:00:00,32246.28,32398.81,32200.16,32305.52,16.48826 -2023-11-03 22:00:00,32307.52,32436.94,32268.49,32419.9,8.80355 -2023-11-04 00:00:00,32418.71,32479.9,32336.14,32464.02,6.25104 -2023-11-04 02:00:00,32467.6,32479.16,32344.75,32410.97,3.01265 -2023-11-04 04:00:00,32414.38,32460.47,32298.9,32460.47,7.08011 -2023-11-04 06:00:00,32460.65,32662.0,32419.32,32464.62,25.50297 -2023-11-04 08:00:00,32465.2,32570.5,32417.77,32475.31,14.27392 -2023-11-04 10:00:00,32474.98,32520.39,32401.53,32433.21,12.39203 -2023-11-04 12:00:00,32435.31,32484.75,32390.64,32418.95,11.35373 -2023-11-04 14:00:00,32418.88,32512.61,32370.61,32438.94,11.52764 -2023-11-04 16:00:00,32438.96,32495.05,32411.43,32487.87,9.8716 -2023-11-04 18:00:00,32487.95,32522.8,32447.83,32460.34,8.96674 -2023-11-04 20:00:00,32456.02,32599.98,32442.16,32526.08,12.68612 -2023-11-04 22:00:00,32528.95,32945.58,32528.58,32760.83,19.01914 -2023-11-05 00:00:00,32757.68,32788.53,32643.52,32766.38,6.8006 -2023-11-05 02:00:00,32767.37,32981.46,32643.42,32948.48,11.52739 -2023-11-05 04:00:00,32957.43,32981.84,32808.71,32835.39,10.68988 -2023-11-05 06:00:00,32835.38,32869.4,32733.07,32849.25,7.4911 -2023-11-05 08:00:00,32853.5,32872.35,32698.58,32775.62,15.91723 -2023-11-05 10:00:00,32778.06,32842.26,32722.25,32774.0,11.67035 -2023-11-05 12:00:00,32771.34,32854.34,32471.14,32536.31,20.83906 -2023-11-05 14:00:00,32544.05,32636.19,32499.03,32583.07,18.00696 -2023-11-05 16:00:00,32588.15,32941.63,32568.36,32757.25,16.43957 -2023-11-05 18:00:00,32747.92,32793.62,32652.38,32677.41,13.74157 -2023-11-05 20:00:00,32671.18,32775.02,32164.54,32375.67,38.16169 -2023-11-05 22:00:00,32375.47,33031.2,32352.03,32672.6,44.26146 -2023-11-06 00:00:00,32668.86,32789.63,32525.46,32561.56,12.66247 -2023-11-06 02:00:00,32556.24,32636.25,32490.61,32625.12,6.16 -2023-11-06 04:00:00,32624.92,32663.24,32383.29,32455.3,8.26128 -2023-11-06 06:00:00,32449.06,32563.63,32414.25,32563.61,11.41334 -2023-11-06 08:00:00,32563.6,32720.88,32467.84,32717.9,26.65768 -2023-11-06 10:00:00,32717.89,32863.56,32684.2,32810.15,29.95079 -2023-11-06 12:00:00,32813.85,32827.19,32544.61,32670.61,31.92413 -2023-11-06 14:00:00,32669.58,32862.63,32661.0,32691.51,40.89729 -2023-11-06 16:00:00,32695.21,32711.24,32529.21,32625.87,26.87294 -2023-11-06 18:00:00,32625.87,32760.85,32477.89,32731.01,25.00418 -2023-11-06 20:00:00,32738.09,32738.1,32587.55,32706.32,16.63521 -2023-11-06 22:00:00,32713.19,32826.44,32629.8,32713.63,14.44736 -2023-11-07 00:00:00,32718.04,32743.26,32534.45,32661.7,11.51134 -2023-11-07 02:00:00,32661.63,32689.7,32526.64,32633.52,7.92051 -2023-11-07 04:00:00,32626.11,32648.86,32548.54,32633.67,6.57143 -2023-11-07 06:00:00,32635.27,32696.3,32600.31,32685.65,12.89372 -2023-11-07 08:00:00,32690.37,32722.06,32477.0,32587.91,27.09904 -2023-11-07 10:00:00,32588.56,32593.86,32369.77,32448.77,52.43566 -2023-11-07 12:00:00,32442.58,32626.9,32354.54,32620.98,25.85002 -2023-11-07 14:00:00,32618.37,32689.03,32455.66,32530.89,52.20718 -2023-11-07 16:00:00,32537.04,32665.94,32381.11,32654.39,27.67838 -2023-11-07 18:00:00,32660.89,33267.63,32645.66,33164.82,81.67502 -2023-11-07 20:00:00,33173.79,33570.28,33075.38,33200.09,40.77956 -2023-11-07 22:00:00,33195.61,33207.51,32948.26,33126.6,34.90186 -2023-11-08 00:00:00,33135.87,33163.12,32987.91,33116.59,13.03193 -2023-11-08 02:00:00,33116.01,33133.12,32987.7,33009.92,6.39573 -2023-11-08 04:00:00,33015.64,33115.61,32989.88,33015.13,6.79309 -2023-11-08 06:00:00,33015.82,33119.62,32927.5,33022.3,18.07376 -2023-11-08 08:00:00,33024.14,33143.05,32990.3,33122.98,30.66175 -2023-11-08 10:00:00,33122.94,33250.45,33118.45,33132.61,35.7406 -2023-11-08 12:00:00,33137.03,33272.43,33122.98,33229.14,25.3993 -2023-11-08 14:00:00,33229.59,33245.78,32869.15,32948.23,58.62505 -2023-11-08 16:00:00,32935.76,33156.47,32883.89,33005.45,34.78223 -2023-11-08 18:00:00,33002.64,33433.44,32979.29,33304.81,35.89775 -2023-11-08 20:00:00,33315.14,33550.0,33090.0,33264.31,54.4259 -2023-11-08 22:00:00,33260.81,33747.19,33258.88,33306.05,59.88492 -2023-11-09 00:00:00,33307.53,33715.93,33222.14,33554.58,36.38685 -2023-11-09 02:00:00,33565.54,34160.0,33506.11,34049.39,79.51984 -2023-11-09 04:00:00,34046.07,34439.99,34027.21,34195.64,43.20165 -2023-11-09 06:00:00,34186.54,34412.42,34149.16,34173.4,31.09958 -2023-11-09 08:00:00,34170.4,34484.68,34167.07,34484.68,40.35575 -2023-11-09 10:00:00,34476.07,34641.04,34335.82,34486.25,52.90927 -2023-11-09 12:00:00,34486.25,34774.0,34443.16,34765.36,77.09527 -2023-11-09 14:00:00,34765.2,35481.18,34618.95,34637.09,184.10429 -2023-11-09 16:00:00,34648.03,34765.38,33378.0,34246.84,164.8978 -2023-11-09 18:00:00,34247.08,34254.65,33900.28,34131.64,40.06932 -2023-11-09 20:00:00,34127.25,34482.07,33860.52,34275.95,50.94125 -2023-11-09 22:00:00,34264.69,34512.19,34208.05,34436.47,31.95234 -2023-11-10 00:00:00,34438.05,34496.01,34183.04,34406.1,16.52057 -2023-11-10 02:00:00,34406.1,34609.01,34316.4,34451.2,8.38104 -2023-11-10 04:00:00,34451.2,34514.44,34359.44,34476.87,11.0782 -2023-11-10 06:00:00,34467.91,34483.66,34180.0,34188.14,20.54251 -2023-11-10 08:00:00,34183.34,34275.9,34061.65,34259.96,25.72352 -2023-11-10 10:00:00,34262.4,34819.62,34221.91,34753.2,38.81034 -2023-11-10 12:00:00,34754.04,34906.61,34541.9,34612.45,62.61043 -2023-11-10 14:00:00,34619.76,34878.43,34520.29,34787.97,40.72087 -2023-11-10 16:00:00,34787.99,35136.8,34786.59,34887.58,56.34903 -2023-11-10 18:00:00,34877.86,35077.49,34845.19,34926.66,25.34932 -2023-11-10 20:00:00,34922.3,35049.73,34770.11,34948.88,27.07046 -2023-11-10 22:00:00,34948.88,35189.44,34843.76,34967.12,24.16182 -2023-11-11 00:00:00,34979.4,35069.84,34700.75,34746.64,14.35584 -2023-11-11 02:00:00,34742.62,34812.4,34600.0,34736.6,11.96692 -2023-11-11 04:00:00,34746.52,34824.07,34628.14,34772.58,9.39215 -2023-11-11 06:00:00,34775.99,34836.96,34652.64,34720.58,13.50395 -2023-11-11 08:00:00,34725.85,34773.5,34651.0,34748.42,17.05905 -2023-11-11 10:00:00,34748.44,34754.38,34642.78,34719.04,19.20796 -2023-11-11 12:00:00,34713.82,34914.29,34682.88,34866.23,14.12342 -2023-11-11 14:00:00,34868.66,34995.75,34750.01,34781.66,19.84242 -2023-11-11 16:00:00,34785.53,34899.62,34756.18,34839.62,14.69355 -2023-11-11 18:00:00,34839.81,34899.19,34806.19,34871.9,12.29921 -2023-11-11 20:00:00,34875.67,34875.67,34655.39,34709.86,13.55861 -2023-11-11 22:00:00,34710.63,34864.09,34414.0,34842.25,30.07015 -2023-11-12 00:00:00,34848.91,34893.15,34481.75,34694.48,15.25946 -2023-11-12 02:00:00,34683.22,34723.74,34583.73,34723.74,5.63532 -2023-11-12 04:00:00,34718.19,34827.66,34641.7,34826.66,13.3971 -2023-11-12 06:00:00,34821.24,34883.17,34791.29,34838.37,7.58447 -2023-11-12 08:00:00,34838.14,34841.48,34743.71,34773.09,10.51331 -2023-11-12 10:00:00,34772.51,34839.13,34741.0,34769.17,9.27524 -2023-11-12 12:00:00,34769.81,34845.17,34660.12,34793.24,14.89156 -2023-11-12 14:00:00,34789.99,34921.45,34783.3,34862.43,15.47006 -2023-11-12 16:00:00,34862.43,34892.01,34784.64,34790.58,8.93668 -2023-11-12 18:00:00,34790.04,34915.08,34759.28,34820.15,10.38808 -2023-11-12 20:00:00,34816.71,34916.79,34788.67,34886.58,9.68774 -2023-11-12 22:00:00,34888.17,34908.41,34635.32,34735.56,31.16475 -2023-11-13 00:00:00,34748.53,35080.54,34645.58,34869.79,24.05443 -2023-11-13 02:00:00,34873.25,34937.9,34560.0,34617.65,15.43852 -2023-11-13 04:00:00,34612.58,34649.97,34531.3,34633.0,9.10102 -2023-11-13 06:00:00,34622.41,34716.25,34477.24,34625.24,13.93704 -2023-11-13 08:00:00,34624.87,34719.56,34585.01,34666.39,19.2434 -2023-11-13 10:00:00,34667.21,34672.89,34420.79,34523.55,29.26652 -2023-11-13 12:00:00,34523.56,34681.47,34388.23,34552.79,45.63165 -2023-11-13 14:00:00,34558.38,34620.69,34281.01,34497.39,59.74988 -2023-11-13 16:00:00,34497.69,34649.04,34262.32,34318.88,35.11234 -2023-11-13 18:00:00,34310.88,34472.44,34268.14,34472.44,21.62886 -2023-11-13 20:00:00,34471.66,34501.02,34000.0,34135.69,38.46717 -2023-11-13 22:00:00,34133.84,34249.59,34095.76,34104.6,15.58139 -2023-11-14 00:00:00,34117.05,34117.05,33863.22,33988.65,31.59697 -2023-11-14 02:00:00,33981.18,34135.12,33981.18,34100.04,5.94866 -2023-11-14 04:00:00,34099.93,34280.53,34038.49,34276.98,7.40467 -2023-11-14 06:00:00,34278.96,34342.15,34238.46,34314.41,19.41796 -2023-11-14 08:00:00,34308.31,34382.84,34081.73,34083.15,39.70092 -2023-11-14 10:00:00,34090.15,34100.31,33842.25,33876.09,42.35429 -2023-11-14 12:00:00,33871.03,34060.99,33787.79,33865.42,70.84244 -2023-11-14 14:00:00,33867.03,33933.69,33107.5,33390.16,86.72036 -2023-11-14 16:00:00,33397.18,33564.48,33194.29,33218.56,59.6468 -2023-11-14 18:00:00,33220.32,33251.19,32050.01,32473.27,108.67656 -2023-11-14 20:00:00,32473.35,32796.81,32408.95,32747.13,33.52555 -2023-11-14 22:00:00,32750.83,32845.83,32646.57,32739.18,22.37963 -2023-11-15 00:00:00,32728.25,32857.94,32582.76,32582.76,19.0381 -2023-11-15 02:00:00,32614.05,32707.62,32551.02,32552.77,27.64707 -2023-11-15 04:00:00,32552.76,32787.81,32543.98,32767.83,16.30333 -2023-11-15 06:00:00,32776.6,32849.12,32703.03,32760.41,22.40883 -2023-11-15 08:00:00,32760.41,33172.02,32760.41,33020.39,39.54095 -2023-11-15 10:00:00,33019.91,33423.79,32974.5,33381.65,49.72076 -2023-11-15 12:00:00,33389.71,33555.86,33169.21,33287.28,54.66184 -2023-11-15 14:00:00,33283.55,33554.68,33245.07,33541.9,57.39565 -2023-11-15 16:00:00,33543.99,33675.57,33438.22,33660.26,37.06062 -2023-11-15 18:00:00,33662.18,34861.1,33624.69,34627.62,159.8441 -2023-11-15 20:00:00,34614.33,34929.15,34448.38,34744.64,58.21542 -2023-11-15 22:00:00,34733.85,35032.98,34607.2,34941.08,42.93113 -2023-11-16 00:00:00,34943.26,35008.6,34527.99,34562.9,33.17803 -2023-11-16 02:00:00,34562.94,34686.07,34478.62,34616.14,7.90432 -2023-11-16 04:00:00,34616.13,34656.76,34482.48,34598.45,20.93492 -2023-11-16 06:00:00,34586.84,34744.45,34554.54,34567.32,14.17943 -2023-11-16 08:00:00,34566.94,34608.92,34295.92,34473.42,38.9147 -2023-11-16 10:00:00,34474.56,34615.08,34252.04,34356.36,38.86112 -2023-11-16 12:00:00,34365.03,34449.56,33769.08,33836.9,62.00098 -2023-11-16 14:00:00,33835.18,33926.65,33396.57,33511.61,55.84888 -2023-11-16 16:00:00,33516.4,33798.08,33453.99,33466.98,41.31806 -2023-11-16 18:00:00,33469.17,33535.89,32714.43,33115.46,71.3323 -2023-11-16 20:00:00,33115.46,33281.26,32889.39,33180.0,41.94498 -2023-11-16 22:00:00,33171.1,33466.89,33150.14,33378.71,24.56573 -2023-11-17 00:00:00,33378.06,33739.9,33313.09,33727.82,24.20152 -2023-11-17 02:00:00,33727.81,33818.19,33478.64,33648.14,21.3537 -2023-11-17 04:00:00,33640.87,33682.64,33340.87,33530.69,17.20578 -2023-11-17 06:00:00,33532.3,33612.49,33426.77,33459.62,18.56987 -2023-11-17 08:00:00,33461.44,33649.51,33413.89,33484.86,41.03809 -2023-11-17 10:00:00,33484.87,33597.38,33280.87,33514.08,42.02176 -2023-11-17 12:00:00,33514.07,33722.18,33420.77,33466.13,57.95579 -2023-11-17 14:00:00,33468.81,33521.66,33035.84,33143.1,80.42228 -2023-11-17 16:00:00,33138.31,33877.08,33042.82,33549.59,89.48073 -2023-11-17 18:00:00,33549.87,33590.57,33277.36,33358.41,40.25721 -2023-11-17 20:00:00,33353.05,33522.6,33340.61,33405.77,25.23757 -2023-11-17 22:00:00,33410.05,33694.26,33396.74,33607.46,13.79365 -2023-11-18 00:00:00,33615.24,33615.24,33406.99,33435.25,9.71301 -2023-11-18 02:00:00,33431.11,33472.87,33380.28,33398.7,6.32382 -2023-11-18 04:00:00,33401.49,33453.28,33348.69,33365.1,4.7403 -2023-11-18 06:00:00,33365.1,33464.35,33240.56,33448.21,17.35977 -2023-11-18 08:00:00,33445.04,33516.36,33418.64,33444.13,16.3423 -2023-11-18 10:00:00,33444.17,33580.97,33440.5,33453.14,17.10748 -2023-11-18 12:00:00,33453.08,33533.36,33412.55,33481.3,10.93076 -2023-11-18 14:00:00,33481.22,33721.3,33461.81,33704.57,19.08693 -2023-11-18 16:00:00,33702.57,33870.74,33638.54,33661.54,19.85001 -2023-11-18 18:00:00,33662.72,33801.91,33653.01,33719.4,12.99512 -2023-11-18 20:00:00,33721.89,33749.78,33585.8,33595.95,10.54334 -2023-11-18 22:00:00,33594.1,33622.31,33500.38,33614.37,10.14297 -2023-11-19 00:00:00,33624.21,33627.94,33444.45,33534.71,8.55098 -2023-11-19 02:00:00,33541.08,33573.87,33455.54,33573.87,2.30069 -2023-11-19 04:00:00,33569.38,33583.68,33531.1,33544.38,2.5835 -2023-11-19 06:00:00,33547.74,33686.66,33538.95,33635.22,10.68549 -2023-11-19 08:00:00,33645.05,33723.33,33613.4,33653.1,9.29331 -2023-11-19 10:00:00,33652.3,33662.39,33429.47,33495.05,12.37717 -2023-11-19 12:00:00,33490.79,33550.15,33449.85,33529.53,8.61628 -2023-11-19 14:00:00,33528.98,33599.79,33431.02,33596.06,14.42303 -2023-11-19 16:00:00,33598.57,33661.28,33550.65,33633.04,16.27065 -2023-11-19 18:00:00,33635.32,33976.29,33620.6,33945.49,28.20484 -2023-11-19 20:00:00,33955.85,34069.48,33826.24,33986.66,21.56857 -2023-11-19 22:00:00,33986.66,34412.24,33906.0,34283.67,85.12463 -2023-11-20 00:00:00,34290.62,34308.55,34073.33,34214.25,20.94796 -2023-11-20 02:00:00,34216.65,34222.94,33935.21,34002.26,9.95287 -2023-11-20 04:00:00,34005.98,34082.0,33914.61,34027.25,13.11622 -2023-11-20 06:00:00,34023.59,34175.27,33980.74,34159.36,10.23818 -2023-11-20 08:00:00,34161.29,34161.74,33967.36,34054.82,43.79344 -2023-11-20 10:00:00,34055.46,34289.42,34000.89,34067.26,42.22851 -2023-11-20 12:00:00,34064.85,34129.95,33957.49,34007.95,38.40507 -2023-11-20 14:00:00,34003.82,34321.22,33650.68,34310.23,61.25265 -2023-11-20 16:00:00,34307.93,34536.56,33712.0,34384.48,71.11203 -2023-11-20 18:00:00,34395.7,34559.08,34086.12,34371.12,29.19189 -2023-11-20 20:00:00,34371.12,34400.91,34100.84,34242.81,18.05725 -2023-11-20 22:00:00,34237.74,34410.55,34190.88,34262.68,24.61378 -2023-11-21 00:00:00,34262.69,34376.84,34119.58,34360.4,7.56816 -2023-11-21 02:00:00,34360.4,34397.41,34183.42,34213.78,13.70669 -2023-11-21 04:00:00,34227.58,34235.33,34086.33,34128.63,6.5803 -2023-11-21 06:00:00,34124.81,34186.65,34023.16,34074.27,13.62689 -2023-11-21 08:00:00,34074.27,34236.53,34050.49,34146.18,32.29796 -2023-11-21 10:00:00,34144.11,34207.51,33992.79,34028.59,27.01816 -2023-11-21 12:00:00,34019.35,34048.6,33853.07,33859.86,30.12176 -2023-11-21 14:00:00,33857.15,34019.0,33131.91,33855.02,105.35565 -2023-11-21 16:00:00,33846.43,34381.09,33521.17,33818.14,75.52364 -2023-11-21 18:00:00,33822.77,34042.88,33648.24,33904.65,32.31701 -2023-11-21 20:00:00,33904.58,34077.84,33655.02,33761.85,26.56118 -2023-11-21 22:00:00,33762.61,33817.76,32773.96,32773.96,48.37604 -2023-11-22 00:00:00,32779.1,33180.16,32686.0,33093.15,27.17271 -2023-11-22 02:00:00,33093.81,33367.21,33054.67,33363.36,11.25259 -2023-11-22 04:00:00,33367.94,33471.64,33327.22,33374.26,21.51675 -2023-11-22 06:00:00,33374.28,33576.77,33374.28,33422.97,19.7993 -2023-11-22 08:00:00,33426.13,33679.49,33406.84,33674.72,27.03668 -2023-11-22 10:00:00,33674.73,33764.78,33460.05,33488.86,38.62092 -2023-11-22 12:00:00,33489.81,33659.24,33435.0,33613.36,43.63986 -2023-11-22 14:00:00,33617.35,33735.97,33375.19,33619.97,37.56459 -2023-11-22 16:00:00,33601.46,33702.31,33492.32,33659.65,30.10879 -2023-11-22 18:00:00,33663.95,34414.04,33638.44,34278.64,78.9551 -2023-11-22 20:00:00,34278.65,34799.55,34212.99,34567.33,44.71987 -2023-11-22 22:00:00,34575.42,34695.16,34222.2,34364.76,30.16761 -2023-11-23 00:00:00,34372.45,34492.12,34266.19,34366.56,9.67471 -2023-11-23 02:00:00,34370.74,34399.56,34205.14,34234.73,4.2509 -2023-11-23 04:00:00,34234.01,34332.9,34207.68,34238.24,5.55773 -2023-11-23 06:00:00,34238.47,34283.42,34167.22,34259.55,11.81756 -2023-11-23 08:00:00,34264.85,34492.94,34247.46,34473.29,27.39996 -2023-11-23 10:00:00,34477.88,34478.06,34075.38,34266.1,29.79464 -2023-11-23 12:00:00,34266.1,34431.37,34174.52,34196.43,32.52636 -2023-11-23 14:00:00,34196.27,34267.6,33864.09,33921.24,46.54822 -2023-11-23 16:00:00,33935.43,34188.93,33896.4,34126.59,24.38483 -2023-11-23 18:00:00,34126.77,34251.97,34117.97,34205.04,20.0671 -2023-11-23 20:00:00,34211.06,34296.17,34158.69,34161.48,16.59108 -2023-11-23 22:00:00,34162.6,34288.87,34125.0,34207.57,8.43464 -2023-11-24 00:00:00,34207.37,34383.1,34172.93,34305.4,7.57882 -2023-11-24 02:00:00,34316.81,34359.68,34239.25,34249.84,5.44909 -2023-11-24 04:00:00,34252.51,34340.71,34234.98,34340.71,4.06625 -2023-11-24 06:00:00,34335.37,34468.0,34281.02,34428.69,11.49946 -2023-11-24 08:00:00,34434.85,34611.33,34309.94,34526.09,29.24483 -2023-11-24 10:00:00,34538.19,34900.0,34472.85,34648.47,53.25985 -2023-11-24 12:00:00,34624.79,34787.63,34499.15,34612.88,38.02935 -2023-11-24 14:00:00,34615.3,35145.05,34451.69,34969.67,58.69317 -2023-11-24 16:00:00,34964.01,35083.21,34369.3,34634.24,38.45043 -2023-11-24 18:00:00,34623.23,34667.59,34370.62,34542.08,20.25581 -2023-11-24 20:00:00,34540.78,34688.0,34477.84,34579.11,15.02947 -2023-11-24 22:00:00,34582.45,34611.69,34366.13,34486.71,11.22705 -2023-11-25 00:00:00,34497.98,34585.75,34453.35,34562.2,4.6241 -2023-11-25 02:00:00,34562.19,34609.8,34498.28,34571.97,4.81087 -2023-11-25 04:00:00,34557.7,34571.97,34488.47,34569.41,3.60567 -2023-11-25 06:00:00,34571.97,34588.7,34503.76,34552.67,4.70847 -2023-11-25 08:00:00,34553.98,34577.6,34447.34,34486.89,7.60426 -2023-11-25 10:00:00,34487.0,34487.0,34335.0,34387.18,11.10627 -2023-11-25 12:00:00,34387.18,34464.46,34368.5,34447.03,8.69511 -2023-11-25 14:00:00,34448.35,34449.17,34321.91,34354.15,11.84461 -2023-11-25 16:00:00,34355.33,34395.54,34314.0,34322.6,6.63301 -2023-11-25 18:00:00,34322.76,34339.29,34206.63,34232.58,8.34299 -2023-11-25 20:00:00,34231.11,34307.43,34184.07,34301.32,11.81116 -2023-11-25 22:00:00,34298.94,34454.23,34272.5,34446.3,4.47501 -2023-11-26 00:00:00,34452.94,34467.75,34374.51,34377.81,3.35363 -2023-11-26 02:00:00,34382.6,34446.41,34360.99,34423.41,1.32747 -2023-11-26 04:00:00,34423.51,34477.69,34391.46,34467.75,2.85727 -2023-11-26 06:00:00,34467.31,34500.0,34429.93,34482.78,7.87635 -2023-11-26 08:00:00,34486.12,34487.84,34378.0,34389.12,5.28236 -2023-11-26 10:00:00,34389.11,34389.12,34304.23,34314.55,7.58989 -2023-11-26 12:00:00,34309.06,34317.62,34025.09,34170.07,19.9463 -2023-11-26 14:00:00,34160.95,34171.28,33960.18,34082.65,9.94509 -2023-11-26 16:00:00,34084.85,34157.61,33836.66,33892.46,13.57824 -2023-11-26 18:00:00,33891.34,33988.58,33766.12,33979.37,15.42332 -2023-11-26 20:00:00,33977.58,34392.7,33950.22,34359.27,14.5738 -2023-11-26 22:00:00,34359.28,34475.1,34075.02,34188.11,15.18489 -2023-11-27 00:00:00,34203.62,34300.0,34137.05,34240.34,4.18532 -2023-11-27 02:00:00,34237.18,34255.18,33977.39,34079.91,4.0913 -2023-11-27 04:00:00,34080.06,34147.0,34023.99,34046.88,2.69513 -2023-11-27 06:00:00,34045.85,34138.32,33812.0,33996.7,6.18845 -2023-11-27 08:00:00,33999.36,34188.42,33979.76,34105.59,18.4668 -2023-11-27 10:00:00,34105.59,34110.27,33640.86,33800.01,23.00242 -2023-11-27 12:00:00,33800.0,33868.3,33600.0,33753.79,21.00527 -2023-11-27 14:00:00,33747.71,33938.53,33629.75,33642.48,20.54419 -2023-11-27 16:00:00,33651.56,33999.98,33616.06,33792.88,34.13783 -2023-11-27 18:00:00,33794.29,33912.9,33620.74,33693.88,31.55381 -2023-11-27 20:00:00,33692.95,33853.82,33615.73,33840.78,12.66694 -2023-11-27 22:00:00,33836.34,34060.26,33788.74,34014.09,21.88939 -2023-11-28 00:00:00,34017.93,34109.52,33951.99,33972.6,6.65496 -2023-11-28 02:00:00,33973.17,33988.39,33897.89,33919.73,3.40903 -2023-11-28 04:00:00,33919.3,33935.79,33687.41,33719.84,5.79884 -2023-11-28 06:00:00,33719.84,33955.72,33709.94,33918.0,9.81861 -2023-11-28 08:00:00,33916.75,33949.78,33739.6,33888.73,14.48796 -2023-11-28 10:00:00,33888.23,34046.04,33822.84,34042.4,40.69012 -2023-11-28 12:00:00,34049.3,34175.54,33945.56,34136.49,34.78421 -2023-11-28 14:00:00,34144.05,34192.85,34013.7,34148.97,49.82579 -2023-11-28 16:00:00,34151.24,34821.92,34151.24,34791.72,60.67726 -2023-11-28 18:00:00,34794.96,34936.77,34504.66,34722.79,37.00928 -2023-11-28 20:00:00,34713.35,34873.26,34527.17,34536.49,22.77028 -2023-11-28 22:00:00,34536.49,34611.05,34260.58,34392.73,14.38721 -2023-11-29 00:00:00,34401.62,34615.59,34275.18,34481.37,13.97129 -2023-11-29 02:00:00,34482.17,34551.41,34395.95,34506.81,7.29579 -2023-11-29 04:00:00,34518.35,34608.58,34451.61,34608.58,6.11615 -2023-11-29 06:00:00,34604.59,34785.99,34559.26,34724.59,15.47929 -2023-11-29 08:00:00,34737.51,35060.58,34693.89,34923.68,40.02909 -2023-11-29 10:00:00,34914.58,34928.65,34585.18,34746.82,31.24615 -2023-11-29 12:00:00,34746.54,34893.57,34687.79,34765.92,24.52241 -2023-11-29 14:00:00,34766.62,34830.62,34262.64,34504.62,51.5104 -2023-11-29 16:00:00,34504.0,34551.28,34359.76,34458.63,24.8422 -2023-11-29 18:00:00,34458.62,34544.07,34350.0,34519.99,28.29579 -2023-11-29 20:00:00,34518.74,34526.35,34281.57,34407.75,14.83887 -2023-11-29 22:00:00,34410.25,34540.0,34404.52,34520.98,9.13558 -2023-11-30 00:00:00,34521.92,34534.0,34384.97,34389.9,7.66163 -2023-11-30 02:00:00,34388.83,34699.99,34387.95,34692.28,6.3806 -2023-11-30 04:00:00,34698.08,34776.99,34536.83,34557.18,8.21943 -2023-11-30 06:00:00,34558.14,34608.5,34448.61,34545.42,8.11531 -2023-11-30 08:00:00,34546.13,34580.24,34418.51,34560.71,33.05556 -2023-11-30 10:00:00,34559.04,34761.3,34529.86,34740.99,32.28515 -2023-11-30 12:00:00,34745.8,34774.36,34500.0,34596.27,28.68024 -2023-11-30 14:00:00,34587.46,34654.97,34413.59,34509.04,59.65261 -2023-11-30 16:00:00,34511.34,34697.17,34435.47,34693.85,24.50256 -2023-11-30 18:00:00,34693.14,34749.61,34646.88,34701.83,22.76215 -2023-11-30 20:00:00,34701.51,34746.72,34659.2,34702.72,14.58249 -2023-11-30 22:00:00,34702.46,34770.0,34574.63,34650.78,14.32412 -2023-12-01 00:00:00,34663.82,34834.29,34549.51,34821.6,18.84405 -2023-12-01 02:00:00,34824.54,34928.45,34743.86,34925.83,9.03643 -2023-12-01 04:00:00,34928.47,35086.72,34901.35,34969.39,11.89001 -2023-12-01 06:00:00,34969.39,35177.79,34930.49,35119.36,22.54735 -2023-12-01 08:00:00,35123.48,35558.36,35105.3,35547.72,49.56522 -2023-12-01 10:00:00,35547.6,35655.17,35402.09,35451.74,37.53241 -2023-12-01 12:00:00,35450.33,35482.47,35224.56,35338.65,35.94487 -2023-12-01 14:00:00,35335.73,35493.3,35220.12,35473.37,36.92328 -2023-12-01 16:00:00,35473.73,35890.0,35448.44,35679.63,41.8583 -2023-12-01 18:00:00,35679.67,35776.47,35505.4,35664.73,34.4471 -2023-12-01 20:00:00,35665.13,35787.01,35617.38,35668.29,17.05436 -2023-12-01 22:00:00,35664.73,35733.16,35549.07,35583.44,12.2191 -2023-12-02 00:00:00,35582.14,35684.98,35541.55,35643.54,4.70867 diff --git a/tests/scenarios/test_default.py b/tests/scenarios/test_default.py new file mode 100644 index 00000000..e69de29b diff --git a/tests/scenarios/test_multiple_iterations.py b/tests/scenarios/test_multiple_iterations.py new file mode 100644 index 00000000..e69de29b diff --git a/tests/scenarios/test_run_backtest_algorithm_param.py b/tests/scenarios/test_run_backtest_algorithm_param.py deleted file mode 100644 index 0313c380..00000000 --- a/tests/scenarios/test_run_backtest_algorithm_param.py +++ /dev/null @@ -1,68 +0,0 @@ -import time -import os -from datetime import datetime, timedelta, timezone -from unittest import TestCase - -from investing_algorithm_framework import create_app, BacktestDateRange, \ - Algorithm, RESOURCE_DIRECTORY, SnapshotInterval -from tests.resources.strategies_for_testing.strategy_v1 import \ - CrossOverStrategyV1 - - -class Test(TestCase): - - def test_run(self): - """ - """ - start_time = time.time() - # RESOURCE_DIRECTORY should always point to the parent directory/resources - resource_directory = os.path.join(os.path.dirname(__file__), 'resources') - config = {RESOURCE_DIRECTORY: resource_directory} - app = create_app(name="GoldenCrossStrategy", config=config) - app.add_market(market="BINANCE", trading_symbol="EUR", initial_balance=400) - end_date = datetime(2023, 12, 2, tzinfo=timezone.utc) - start_date = end_date - timedelta(days=100) - date_range = BacktestDateRange( - start_date=start_date, end_date=end_date - ) - algorithm = Algorithm() - algorithm.add_strategy(CrossOverStrategyV1) - backtest_report = app.run_backtest( - backtest_date_range=date_range, - algorithm=algorithm, - snapshot_interval=SnapshotInterval.STRATEGY_ITERATION - ) - end_time = time.time() - elapsed_time = end_time - start_time - print(f"Test completed in {elapsed_time:.2f} seconds") - - self.assertAlmostEqual( - backtest_report.backtest_results.growth, 3, delta=0.5 - ) - self.assertAlmostEqual( - backtest_report.backtest_results.growth_percentage, 0.8, delta=0.1 - ) - self.assertEqual( - backtest_report.backtest_results.initial_unallocated, 400 - ) - self.assertEqual( - backtest_report.backtest_results.trading_symbol, "EUR" - ) - self.assertAlmostEqual( - backtest_report.backtest_results.total_net_gain, 3, delta=0.5 - ) - self.assertAlmostEqual( - backtest_report.backtest_results.total_net_gain_percentage, 0.8, delta=0.1 - ) - snapshots = backtest_report.backtest_results.get_portfolio_snapshots() - # Check that the first two snapshots created at are the same - # as the start date of the backtest - self.assertEqual( - snapshots[0].created_at.replace(tzinfo=timezone.utc), - start_date.replace(tzinfo=timezone.utc) - ) - - for snapshot in snapshots: - self.assertTrue( - end_date >= snapshot.created_at >= start_date - ) diff --git a/tests/scenarios/test_run_backtest_multiple_strategies_param.py b/tests/scenarios/test_run_backtest_multiple_strategies_param.py deleted file mode 100644 index 02a803f0..00000000 --- a/tests/scenarios/test_run_backtest_multiple_strategies_param.py +++ /dev/null @@ -1,56 +0,0 @@ -import os -from datetime import datetime, timedelta, timezone -from unittest import TestCase - -from investing_algorithm_framework import create_app, BacktestDateRange, \ - RESOURCE_DIRECTORY -from tests.resources.strategies_for_testing.strategy_v1 import \ - CrossOverStrategyV1 -from tests.resources.strategies_for_testing.strategy_v2 import \ - CrossOverStrategyV2 - - -class Test(TestCase): - - def test_run(self): - """ - """ - # RESOURCE_DIRECTORY should always point to the parent directory/resources - resource_directory = os.path.join(os.path.dirname(__file__), '..', 'resources') - config = {RESOURCE_DIRECTORY: resource_directory} - app = create_app(name="GoldenCrossStrategy", config=config) - app.add_market(market="BINANCE", trading_symbol="EUR", initial_balance=400) - end_date = datetime(2023, 12, 2) - start_date = end_date - timedelta(days=100) - date_range = BacktestDateRange( - start_date=start_date, end_date=end_date - ) - backtest_report = app.run_backtest( - backtest_date_range=date_range, - strategies=[CrossOverStrategyV1, CrossOverStrategyV2] - ) - self.assertAlmostEqual( - backtest_report.backtest_results.growth, 18.1, delta=0.5 - ) - self.assertAlmostEqual( - backtest_report.backtest_results.growth_percentage, 4.5, delta=0.5 - ) - self.assertEqual( - backtest_report.backtest_results.initial_unallocated, 400 - ) - self.assertEqual( - backtest_report.backtest_results.trading_symbol, "EUR" - ) - self.assertAlmostEqual( - backtest_report.backtest_results.total_net_gain, 18.1, delta=0.5 - ) - self.assertAlmostEqual( - backtest_report.backtest_results.total_net_gain_percentage, 4.5, delta=0.5 - ) - snapshots = backtest_report.backtest_results.get_portfolio_snapshots() - # Check that the first two snapshots created at are the same - # as the start date of the backtest - self.assertEqual( - snapshots[0].created_at.replace(tzinfo=timezone.utc), - start_date.replace(tzinfo=timezone.utc) - ) diff --git a/tests/scenarios/test_run_backtest_single_strategy_param.py b/tests/scenarios/test_run_backtest_single_strategy_param.py deleted file mode 100644 index f8045b56..00000000 --- a/tests/scenarios/test_run_backtest_single_strategy_param.py +++ /dev/null @@ -1,54 +0,0 @@ -import os -from datetime import datetime, timedelta, timezone -from unittest import TestCase - -from investing_algorithm_framework import create_app, BacktestDateRange, \ - RESOURCE_DIRECTORY -from tests.resources.strategies_for_testing.strategy_v1 import \ - CrossOverStrategyV1 - - -class Test(TestCase): - - def test_run(self): - """ - """ - # RESOURCE_DIRECTORY should always point to the parent directory/resources - resource_directory = os.path.join(os.path.dirname(__file__), '..', 'resources') - config = {RESOURCE_DIRECTORY: resource_directory} - app = create_app(name="GoldenCrossStrategy", config=config) - app.add_market(market="BINANCE", trading_symbol="EUR", initial_balance=400) - end_date = datetime(2023, 12, 2) - start_date = end_date - timedelta(days=100) - date_range = BacktestDateRange( - start_date=start_date, end_date=end_date - ) - backtest_report = app.run_backtest( - backtest_date_range=date_range, - strategy=CrossOverStrategyV1 - ) - self.assertAlmostEqual( - backtest_report.backtest_results.growth, 3, delta=0.5 - ) - self.assertAlmostEqual( - backtest_report.backtest_results.growth_percentage, 0.8, delta=0.1 - ) - self.assertEqual( - backtest_report.backtest_results.initial_unallocated, 400 - ) - self.assertEqual( - backtest_report.backtest_results.trading_symbol, "EUR" - ) - self.assertAlmostEqual( - backtest_report.backtest_results.total_net_gain, 3, delta=0.5 - ) - self.assertAlmostEqual( - backtest_report.backtest_results.total_net_gain_percentage, 0.8, delta=0.1 - ) - snapshots = backtest_report.backtest_results.get_portfolio_snapshots() - # Check that the first two snapshots created at are the same - # as the start date of the backtest - self.assertEqual( - snapshots[0].created_at.replace(tzinfo=timezone.utc), - start_date.replace(tzinfo=timezone.utc) - ) \ No newline at end of file diff --git a/tests/scenarios/test_run_backtest_strategies_attribute.py b/tests/scenarios/test_run_backtest_strategies_attribute.py deleted file mode 100644 index d2321bcf..00000000 --- a/tests/scenarios/test_run_backtest_strategies_attribute.py +++ /dev/null @@ -1,54 +0,0 @@ -import os -from datetime import datetime, timedelta, timezone -from unittest import TestCase - -from investing_algorithm_framework import create_app, BacktestDateRange, \ - RESOURCE_DIRECTORY -from tests.resources.strategies_for_testing.strategy_v1 import \ - CrossOverStrategyV1 - - -class Test(TestCase): - - def test_run(self): - """ - """ - # RESOURCE_DIRECTORY should always point to the parent directory/resources - resource_directory = os.path.join(os.path.dirname(__file__), '..', 'resources') - config = {RESOURCE_DIRECTORY: resource_directory} - app = create_app(name="GoldenCrossStrategy", config=config) - app.add_market(market="BINANCE", trading_symbol="EUR", initial_balance=400) - end_date = datetime(2023, 12, 2) - start_date = end_date - timedelta(days=100) - date_range = BacktestDateRange( - start_date=start_date, end_date=end_date - ) - app.add_strategy(CrossOverStrategyV1) - backtest_report = app.run_backtest( - backtest_date_range=date_range, - ) - self.assertAlmostEqual( - backtest_report.backtest_results.growth, 3, delta=0.5 - ) - self.assertAlmostEqual( - backtest_report.backtest_results.growth_percentage, 0.8, delta=0.1 - ) - self.assertEqual( - backtest_report.backtest_results.initial_unallocated, 400 - ) - self.assertEqual( - backtest_report.backtest_results.trading_symbol, "EUR" - ) - self.assertAlmostEqual( - backtest_report.backtest_results.total_net_gain, 3, delta=0.5 - ) - self.assertAlmostEqual( - backtest_report.backtest_results.total_net_gain_percentage, 0.8, delta=0.1 - ) - snapshots = backtest_report.backtest_results.get_portfolio_snapshots() - # Check that the first two snapshots created at are the same - # as the start date of the backtest - self.assertEqual( - snapshots[0].created_at.replace(tzinfo=timezone.utc), - start_date.replace(tzinfo=timezone.utc) - ) diff --git a/tests/scenarios/test_run_backtest_with_pandas_datasources.py b/tests/scenarios/test_run_backtest_with_pandas_datasources.py deleted file mode 100644 index 4daf04b0..00000000 --- a/tests/scenarios/test_run_backtest_with_pandas_datasources.py +++ /dev/null @@ -1,90 +0,0 @@ -import time -import os -from datetime import datetime, timedelta, timezone -from unittest import TestCase -import pandas as pd -import polars as pl - -from investing_algorithm_framework import create_app, BacktestDateRange, \ - Algorithm, RESOURCE_DIRECTORY, PandasOHLCVMarketDataSource, \ - convert_polars_to_pandas -from tests.resources.strategies_for_testing.strategy_v1 import \ - CrossOverStrategyV1 - - -class Test(TestCase): - - def test_run(self): - """ - """ - start_time = time.time() - # RESOURCE_DIRECTORY should point to three directories up from this file - # to the resources directory - # Get the parent directory of the current file - - cur_path = os.path.dirname(os.path.realpath(__file__)) - par_dir_path = os.path.abspath(os.path.join(cur_path, '..')) - resource_dir_path = os.path.join( - par_dir_path, 'resources' - ) - csv_file_path = f"{resource_dir_path}/market_data_sources_for_testing" \ - "/OHLCV_BTC-EUR_BINANCE_2h_2023-08-07-07-59_2023-12-02-00-00.csv" - - config = {RESOURCE_DIRECTORY: resource_dir_path} - app = create_app(name="GoldenCrossStrategy", config=config) - app.add_market(market="BINANCE", trading_symbol="EUR", initial_balance=400) - end_date = datetime(2023, 12, 2, tzinfo=timezone.utc) - start_date = end_date - timedelta(days=99) - date_range = BacktestDateRange( - start_date=start_date, end_date=end_date - ) - algorithm = Algorithm() - strategy = CrossOverStrategyV1() - - # Join the path to the CSV file - dataframe = pl.read_csv(csv_file_path) - dataframe = convert_polars_to_pandas(dataframe, add_index=False) - ohlcv_data_source = PandasOHLCVMarketDataSource( - identifier="BTC/EUR-ohlcv-2h", - dataframe=dataframe, - market="BINANCE", - symbol="BTC/EUR", - time_frame="2h", - window_size=200 - ) - strategy.market_data_sources = [ - ohlcv_data_source - ] - algorithm.add_strategy(strategy) - backtest_report = app.run_backtest( - backtest_date_range=date_range, algorithm=algorithm - ) - self.assertAlmostEqual( - backtest_report.backtest_results.growth, 3, delta=0.5 - ) - self.assertAlmostEqual( - backtest_report.backtest_results.growth_percentage, 0.8, delta=0.1 - ) - self.assertEqual( - backtest_report.backtest_results.initial_unallocated, 400 - ) - self.assertEqual( - backtest_report.backtest_results.trading_symbol, "EUR" - ) - self.assertAlmostEqual( - backtest_report.backtest_results.total_net_gain, 3, delta=0.5 - ) - self.assertAlmostEqual( - backtest_report.backtest_results.total_net_gain_percentage, 0.8, delta=0.1 - ) - end_time = time.time() - elapsed_time = end_time - start_time - print(f"Test completed in {elapsed_time:.2f} seconds") - - snapshots = backtest_report.backtest_results.get_portfolio_snapshots() - # Check that the first two snapshots created at are the same - # as the start date of the backtest - self.assertEqual( - snapshots[0].created_at.replace(tzinfo=timezone.utc), - start_date.replace(tzinfo=timezone.utc) - ) diff --git a/tests/scenarios/test_run_backtests_algorithms_param.py b/tests/scenarios/test_run_backtests_algorithms_param.py deleted file mode 100644 index 5c8cef94..00000000 --- a/tests/scenarios/test_run_backtests_algorithms_param.py +++ /dev/null @@ -1,72 +0,0 @@ -import os -from datetime import datetime, timedelta, timezone -from unittest import TestCase - -from investing_algorithm_framework import create_app, BacktestDateRange, \ - Algorithm, RESOURCE_DIRECTORY -from tests.resources.strategies_for_testing.strategy_v1 import \ - CrossOverStrategyV1 -from tests.resources.strategies_for_testing.strategy_v3 import \ - CrossOverStrategyV3 - - -class Test(TestCase): - - def test_run(self): - """ - """ - resource_directory = os.path.join(os.path.dirname(__file__), '..', 'resources') - config = {RESOURCE_DIRECTORY: resource_directory} - app = create_app(name="GoldenCrossStrategy", config=config) - app.add_market(market="BINANCE", trading_symbol="EUR", initial_balance=400) - end_date = datetime(2023, 12, 2) - start_date = end_date - timedelta(days=100) - date_range = BacktestDateRange( - start_date=start_date, end_date=end_date - ) - backtest_reports = app.run_backtests( - backtest_date_ranges=[date_range], - algorithms=[ - Algorithm(strategies=[CrossOverStrategyV1]), - Algorithm(strategies=[CrossOverStrategyV3]), - ], - save=True, - ) - backtest_report = backtest_reports[0] - self.assertAlmostEqual( - backtest_report.backtest_results.growth, 3, delta=0.5 - ) - self.assertAlmostEqual( - backtest_report.backtest_results.growth_percentage, 0.8, delta=0.1 - ) - self.assertEqual( - backtest_report.backtest_results.initial_unallocated, 400 - ) - self.assertEqual( - backtest_report.backtest_results.trading_symbol, "EUR" - ) - self.assertAlmostEqual( - backtest_report.backtest_results.total_net_gain, 3, delta=0.5 - ) - self.assertAlmostEqual( - backtest_report.backtest_results.total_net_gain_percentage, 0.8, delta=0.1 - ) - backtest_report_two = backtest_reports[1] - self.assertAlmostEqual( - backtest_report_two.backtest_results.growth, 18.17, delta=0.5 - ) - self.assertAlmostEqual( - backtest_report_two.backtest_results.growth_percentage, 4.5, delta=0.2 - ) - self.assertEqual( - backtest_report_two.backtest_results.initial_unallocated, 400 - ) - self.assertEqual( - backtest_report_two.backtest_results.trading_symbol, "EUR" - ) - self.assertAlmostEqual( - backtest_report_two.backtest_results.total_net_gain, 18.17, delta=0.5 - ) - self.assertAlmostEqual( - backtest_report_two.backtest_results.total_net_gain_percentage, 4.5, delta=0.2 - ) \ No newline at end of file diff --git a/tests/scenarios/test_run_backtests_strategies_param.py b/tests/scenarios/test_run_backtests_strategies_param.py deleted file mode 100644 index ec4d01e7..00000000 --- a/tests/scenarios/test_run_backtests_strategies_param.py +++ /dev/null @@ -1,71 +0,0 @@ -import os -from datetime import datetime, timedelta, timezone -from unittest import TestCase - -from investing_algorithm_framework import create_app, BacktestDateRange, \ - RESOURCE_DIRECTORY, pretty_print_backtest -from tests.resources.strategies_for_testing.strategy_v1 import \ - CrossOverStrategyV1 -from tests.resources.strategies_for_testing.strategy_v3 import \ - CrossOverStrategyV3 - - -class Test(TestCase): - - def test_run(self): - """ - """ - resource_directory = os.path.join(os.path.dirname(__file__), '..', 'resources') - config = {RESOURCE_DIRECTORY: resource_directory} - app = create_app(name="GoldenCrossStrategy", config=config) - app.add_market(market="BINANCE", trading_symbol="EUR", initial_balance=400) - end_date = datetime(2023, 12, 2) - start_date = end_date - timedelta(days=100) - date_range = BacktestDateRange( - start_date=start_date, end_date=end_date - ) - backtest_reports = app.run_backtests( - backtest_date_ranges=[date_range], - strategies=[ - CrossOverStrategyV1, - CrossOverStrategyV3, - ], - ) - backtest_report = backtest_reports[0] - self.assertAlmostEqual( - backtest_report.backtest_results.growth, 3, delta=0.5 - ) - self.assertAlmostEqual( - backtest_report.backtest_results.growth_percentage, 0.8, delta=0.1 - ) - self.assertEqual( - backtest_report.backtest_results.initial_unallocated, 400 - ) - self.assertEqual( - backtest_report.backtest_results.trading_symbol, "EUR" - ) - self.assertAlmostEqual( - backtest_report.backtest_results.total_net_gain, 3, delta=0.5 - ) - self.assertAlmostEqual( - backtest_report.backtest_results.total_net_gain_percentage, 0.8, delta=0.1 - ) - backtest_report_two = backtest_reports[1] - self.assertAlmostEqual( - backtest_report_two.backtest_results.growth, 18.16, delta=0.6 - ) - self.assertAlmostEqual( - backtest_report_two.backtest_results.growth_percentage, 4.5, delta=0.2 - ) - self.assertEqual( - backtest_report_two.backtest_results.initial_unallocated, 400 - ) - self.assertEqual( - backtest_report_two.backtest_results.trading_symbol, "EUR" - ) - self.assertAlmostEqual( - backtest_report_two.backtest_results.total_net_gain, 18.16, delta=0.6 - ) - self.assertAlmostEqual( - backtest_report_two.backtest_results.total_net_gain_percentage, 4.5, delta=0.2 - ) diff --git a/tests/scenarios/test_single_iteration.py b/tests/scenarios/test_single_iteration.py new file mode 100644 index 00000000..e69de29b diff --git a/tests/scenarios/vectorized_backtests/__init__.py b/tests/scenarios/vectorized_backtests/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/tests/scenarios/vectorized_backtests/test_moving_average_crossover_vectorized_backtest.py b/tests/scenarios/vectorized_backtests/test_moving_average_crossover_vectorized_backtest.py new file mode 100644 index 00000000..788f061c --- /dev/null +++ b/tests/scenarios/vectorized_backtests/test_moving_average_crossover_vectorized_backtest.py @@ -0,0 +1,213 @@ +# import os +# import time +# import pandas as pd +# from datetime import datetime, timedelta, timezone +# from unittest import TestCase +# from typing import Dict, Any, List +# +# from pyindicators import ema, crossover, crossunder, macd +# +# from investing_algorithm_framework import TradingStrategy, DataSource, \ +# TimeUnit, DataType +# from investing_algorithm_framework import create_app, BacktestDateRange, \ +# Algorithm, RESOURCE_DIRECTORY, SnapshotInterval +# +# +# class MovingAverageCrossoverVectorizedBacktest(TradingStrategy): +# """ +# A trading strategy that implements a moving average crossover +# using vectorized backtesting. +# """ +# time_unit = TimeUnit.HOUR +# interval = 2 +# +# def __init__( +# self, +# macd_time_frame, +# macd_short_period, +# macd_long_period, +# macd_signal_period, +# data_sources: List[DataSource], +# ema_time_frame, +# ema_short_period, +# ema_long_period +# ): +# super().__init__() +# self.data_sources = data_sources +# self.macd_time_frame = macd_time_frame +# self.macd_short_period = macd_short_period +# self.macd_long_period = macd_long_period +# self.macd_signal_period = macd_signal_period +# self.ema_time_frame = ema_time_frame +# self.ema_short_period = ema_short_period +# self.ema_long_period = ema_long_period +# self.data_sources = data_sources +# +# def buy_signal_vectorized(self, data: Dict[str, Any]) -> pd.Series: +# """ +# Generate buy signals when: +# - EMA short crosses above EMA long (on ema_time_frame) +# - MACD histogram is positive (on macd_time_frame) +# +# Args: +# data (Dict[DataSource, Any]): Dictionary of OHLCV DataFrames. +# +# Returns: +# pd.Series: Series of buy signals (True/False). +# """ +# +# # 1. Get OHLCV data for EMA and MACD based on respective timeframes +# macd_df = data["macd_data"].copy() +# ema_df = data["ema_data"].copy() +# +# # 2. Compute EMA short and long on EMA timeframe +# ema_df = ema(ema_df, period=self.ema_short_period, source_column="Close", result_column=f"ema_{self.ema_short_period}") +# ema_df = ema(ema_df, period=self.ema_long_period, source_column="Close", result_column=f"ema_{self.ema_long_period}") +# +# # Detect crossover (short EMA crosses above long EMA) +# ema_df = crossover( +# ema_df, +# first_column=f"ema_{self.ema_short_period}", +# second_column=f"ema_{self.ema_long_period}", +# result_column="ema_crossover" +# ) +# +# # 3. Compute MACD line, signal line, histogram +# macd_df = macd( +# macd_df, +# short_period=self.macd_short_period, +# long_period=self.macd_long_period, +# signal_period=self.macd_signal_period, +# source_column="Close", +# ) +# +# # 4. Combine signals (ensure matching index!) +# combined_index = ema_df.index.intersection(macd_df.index) +# buy_signal = ( +# ema_df.loc[combined_index, "ema_crossover"] & +# (macd_df.loc[combined_index, "macd_histogram"] > 0) +# ) +# +# return buy_signal.fillna(False) +# +# 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). +# """ +# +# # 1. Get OHLCV data for EMA and MACD +# macd_df = data["macd_data"].copy() +# ema_df = data["ema_data"].copy() +# +# # 2. Compute EMA short and long on EMA timeframe +# ema_df = ema(ema_df, period=self.ema_short_period, +# source_column="Close", +# result_column=f"ema_{self.ema_short_period}") +# ema_df = ema(ema_df, period=self.ema_long_period, +# source_column="Close", +# result_column=f"ema_{self.ema_long_period}") +# +# # Detect crossover (short EMA crosses above long EMA) +# ema_df = crossunder( +# ema_df, +# first_column=f"ema_{self.ema_short_period}", +# second_column=f"ema_{self.ema_long_period}", +# result_column="ema_crossunder" +# ) +# +# # 3. Compute MACD line, signal line, histogram +# macd_df = macd( +# macd_df, +# short_period=self.macd_short_period, +# long_period=self.macd_long_period, +# signal_period=self.macd_signal_period, +# source_column="Close", +# ) +# +# # 4. Combine: only trigger if both EMA crossunder and MACD bearish +# combined_index = ema_df.index.intersection(macd_df.index) +# sell_signal = ( +# ema_df.loc[combined_index, "ema_crossunder"] & +# (macd_df.loc[combined_index, "macd_histogram"] < 0) +# ) +# +# return sell_signal.fillna(False) +# +# +# 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 +# import os +# +# # 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, 2, tzinfo=timezone.utc) +# start_date = end_date - timedelta(days=400) +# date_range = BacktestDateRange( +# start_date=start_date, end_date=end_date +# ) +# backtest = app.run_vector_backtest( +# initial_amount=1000, +# backtest_date_range=date_range, +# strategy=MovingAverageCrossoverVectorizedBacktest( +# ema_time_frame="1d", +# ema_short_period=50, +# ema_long_period=200, +# macd_time_frame="2h", +# macd_short_period=12, +# macd_long_period=26, +# macd_signal_period=9, +# data_sources=[ +# DataSource( +# identifier="macd_data", +# data_type=DataType.OHLCV, +# time_frame="2h", +# market="BITVAVO", +# symbol="BTC/EUR", +# pandas=True +# ), +# DataSource( +# identifier="ema_data", +# data_type=DataType.OHLCV, +# time_frame="2h", +# market="BITVAVO", +# symbol="ETH/EUR", +# pandas=True +# ), +# ] +# ), +# snapshot_interval=SnapshotInterval.DAILY +# ) +# end_time = time.time() +# elapsed_time = end_time - start_time +# print(f"Test completed in {elapsed_time:.2f} seconds") +# +# # Check that all the required attributes of the backtest results are present +# backtest_results = backtest.backtest_results +# backtest_metrics = backtest.backtest_metrics +# self.assertIsNotNone(backtest_metrics.growth) +# self.assertIsNotNone(backtest_metrics.growth_percentage) +# self.assertIsNotNone(backtest_results.initial_unallocated) +# self.assertIsNotNone(backtest_results.trading_symbol) +# self.assertIsNotNone(backtest_metrics.total_return) +# self.assertIsNotNone(backtest_metrics.total_return_percentage) +# self.assertIsNotNone(backtest_results.get_portfolio_snapshots()) +# diff --git a/tests/services/test_data_provider_service.py b/tests/services/test_data_provider_service.py new file mode 100644 index 00000000..197160f1 --- /dev/null +++ b/tests/services/test_data_provider_service.py @@ -0,0 +1,281 @@ +# import os +# from unittest import TestCase +# from datetime import datetime, timezone +# +# from investing_algorithm_framework.services import DataProviderService, \ +# MarketCredentialService, ConfigurationService +# from investing_algorithm_framework.infrastructure import \ +# CCXTOHLCVDataProvider, CSVOHLCVDataProvider +# from investing_algorithm_framework.domain import DataProvider, DataType, \ +# DataSource, RESOURCE_DIRECTORY, BacktestDateRange +# +# +# class CustomDataProvider(DataProvider): +# """ +# Custom data provider for testing purposes. +# """ +# +# def prepare_backtest_data( +# self, +# backtest_start_date, +# backtest_end_date +# ) -> None: +# pass +# +# data_type = DataType.CUSTOM +# data_provider_identifier = "twitter" +# +# def has_data( +# self, +# data_source: DataSource, +# start_date: datetime = None, +# end_date: datetime = None, +# ): +# if DataType.CUSTOM.equals(data_source.data_type) and \ +# data_source.data_provider_identifier == \ +# self.data_provider_identifier: +# return True +# +# return False +# +# def get_data( +# self, +# date: datetime = None, +# start_date: datetime = None, +# end_date: datetime = None, +# save: bool = False, +# ): +# return {} +# +# def get_backtest_data( +# self, +# date, +# backtest_start_date = None, +# backtest_end_date = None, +# ): +# return {} +# +# def pre_pare_backtest_data( +# self, +# backtest_start_date, +# backtest_end_date, +# symbol: str = None, +# market: str = None, +# time_frame: str = None, +# window_size=None, +# ) -> None: +# print(f"Preparing backtest data from {backtest_start_date} to {backtest_end_date} for {symbol} on {market}") +# +# def copy(self, data_source: DataSource) -> "DataProvider": +# """ +# Create a copy of the data provider with the given data source. +# """ +# return CustomDataProvider() +# +# +# class TestDataProviderService(TestCase): +# +# def setUp(self): +# self.resource_directory = os.path.join( +# os.path.dirname(__file__), +# "..", "resources" +# ) +# +# def test_add_data_provider(self): +# """ +# Test adding a data provider to the service. +# This test checks if a data provider can be added and if +# the given data provider is correctly stored in the right index +# """ +# service: DataProviderService = DataProviderService( +# market_credential_service=MarketCredentialService(), +# configuration_service=ConfigurationService() +# ) +# service.reset() +# service.add_data_provider(CustomDataProvider()) +# self.assertEqual( +# len(service.data_provider_index.data_providers), 1 +# ) +# self.assertEqual( +# len(service.data_provider_index.data_providers_lookup), 0 +# ) +# +# def test_add_ohlcv_data_provider(self): +# data_source_one = DataSource( +# market="BINANCE", +# symbol="BTC/EUR", +# data_type=DataType.OHLCV, +# time_frame="1h", +# window_size=200, +# identifier="BTC/EUR-ohlcv-1h" +# ) +# data_source_two = DataSource( +# market="BINANCE", +# symbol="ETH/EUR", +# data_type=DataType.OHLCV, +# time_frame="1h", +# window_size=200, +# identifier="ETH/EUR-ohlcv-1h" +# ) +# +# configuration_service = ConfigurationService() +# configuration_service.add_value( +# RESOURCE_DIRECTORY, self.resource_directory +# ) +# +# service: DataProviderService = DataProviderService( +# market_credential_service=MarketCredentialService(), +# configuration_service=configuration_service +# ) +# service.reset() +# service.add_data_provider(CCXTOHLCVDataProvider()) +# service.index_data_providers([data_source_one]) +# +# self.assertEqual( +# len(service.data_provider_index.data_providers), 1 +# ) +# self.assertEqual( +# len(service.data_provider_index.data_providers_lookup), 1 +# ) +# self.assertEqual( +# len(service.data_provider_index.ohlcv_data_providers), 1 +# ) +# +# # Add second data source +# service.index_data_providers([ +# data_source_one, data_source_two +# ]) +# self.assertEqual( +# len(service.data_provider_index.data_providers), 1 +# ) +# self.assertEqual( +# len(service.data_provider_index.data_providers_lookup), 2 +# ) +# self.assertEqual( +# len(service.data_provider_index.ohlcv_data_providers), 2 +# ) +# +# data_provider_one = service.data_provider_index.get(data_source_one) +# data_provider_two = service.data_provider_index.get(data_source_two) +# +# # MAke sure that the memory addresses of the data providers +# # are different +# self.assertNotEqual(data_provider_one, data_provider_two) +# +# def test_get_ohlcv_data_ccxt(self): +# """ +# Test getting OHLCV data from the data provider service correctly +# gets the ohlcv data from the storage when before the prepare +# backtest data method is called. +# """ +# backtest_date_range = BacktestDateRange( +# start_date=datetime(2023, 1, 1, tzinfo=timezone.utc), +# end_date=datetime(2023, 1, 31, tzinfo=timezone.utc) +# ) +# data_source_one = DataSource( +# market="BINANCE", +# symbol="BTC/EUR", +# data_type=DataType.OHLCV, +# time_frame="1h", +# window_size=200, +# identifier="BTC/EUR-ohlcv-1h" +# ) +# data_source_two = DataSource( +# market="BINANCE", +# symbol="ETH/EUR", +# data_type=DataType.OHLCV, +# time_frame="1h", +# window_size=200, +# identifier="ETH/EUR-ohlcv-1h" +# ) +# configuration_service = ConfigurationService() +# configuration_service.add_value( +# RESOURCE_DIRECTORY, self.resource_directory +# ) +# service: DataProviderService = DataProviderService( +# market_credential_service=MarketCredentialService(), +# configuration_service=configuration_service +# ) +# service.reset() +# service.add_data_provider(CCXTOHLCVDataProvider()) +# # Add second data source +# service.index_backtest_data_providers( +# [data_source_one, data_source_two], +# backtest_date_range=backtest_date_range +# ) +# service.prepare_backtest_data( +# backtest_date_range=backtest_date_range, +# ) +# self.assertEqual( +# len(service.data_provider_index.ohlcv_data_providers), 2 +# ) +# index_date = datetime(2023, 1, 20, tzinfo=timezone.utc) +# data = service.get_ohlcv_data( +# symbol="BTC/EUR", +# market="BINANCE", +# time_frame="1h", +# start_date=index_date, +# end_date=backtest_date_range.end_date +# ) +# expected_amount_of_data_points = 11 * 24 + 1 # 20 days * 24 hours +# self.assertEqual(len(data), expected_amount_of_data_points) +# +# def test_get_ticker_data_with_ohlcv(self): +# backtest_date_range = BacktestDateRange( +# start_date=datetime(2023, 1, 1, tzinfo=timezone.utc), +# end_date=datetime(2023, 1, 31, tzinfo=timezone.utc) +# ) +# data_source_one = DataSource( +# market="BINANCE", +# symbol="BTC/EUR", +# data_type=DataType.OHLCV, +# time_frame="1h", +# window_size=200, +# identifier="BTC/EUR-ohlcv-1h" +# ) +# data_source_two = DataSource( +# market="BINANCE", +# symbol="ETH/EUR", +# data_type=DataType.OHLCV, +# time_frame="1h", +# window_size=200, +# identifier="ETH/EUR-ohlcv-1h" +# ) +# configuration_service = ConfigurationService() +# configuration_service.add_value( +# RESOURCE_DIRECTORY, self.resource_directory +# ) +# service: DataProviderService = DataProviderService( +# market_credential_service=MarketCredentialService(), +# configuration_service=configuration_service +# ) +# service.reset() +# service.add_data_provider(CCXTOHLCVDataProvider()) +# # Add second data source +# service.index_backtest_data_providers( +# [data_source_one, data_source_two], +# backtest_date_range=backtest_date_range +# ) +# service.prepare_backtest_data( +# backtest_date_range=backtest_date_range, +# ) +# self.assertEqual( +# len(service.data_provider_index.ohlcv_data_providers), 2 +# ) +# index_date = datetime(2023, 1, 20, tzinfo=timezone.utc) +# data = service.get_ticker_data( +# symbol="BTC/EUR", +# market="BINANCE", +# date=index_date, +# ) +# self.assertIsNotNone(data) +# self.assertEqual(data["symbol"], "BTC/EUR") +# self.assertEqual(data["market"], "BINANCE") +# self.assertEqual(data["datetime"], index_date) +# self.assertIn("open", data) +# self.assertIn("high", data) +# self.assertIn("low", data) +# self.assertIn("close", data) +# self.assertIn("volume", data) +# self.assertIn("ask", data) +# self.assertIn("bid", data) diff --git a/tests/services/test_market_data_source_service.py b/tests/services/test_market_data_source_service.py deleted file mode 100644 index 10fe6219..00000000 --- a/tests/services/test_market_data_source_service.py +++ /dev/null @@ -1,79 +0,0 @@ -import os - -from investing_algorithm_framework import RESOURCE_DIRECTORY, \ - PortfolioConfiguration, CSVTickerMarketDataSource, MarketCredential -from tests.resources import TestBase - - -class TestMarketDataSourceService(TestBase): - storage_repo_type = "pandas" - portfolio_configurations = [ - PortfolioConfiguration( - market="binance", - trading_symbol="USDT" - ) - ] - market_credentials = [ - MarketCredential( - market="binance", - api_key="api_key", - secret_key="secret_key" - ) - ] - external_balances = { - "USDT": 1000 - } - - def setUp(self) -> None: - super(TestMarketDataSourceService, self).setUp() - configuration_service = self.app.container.configuration_service() - config = configuration_service.get_config() - self.app.add_market_data_source(CSVTickerMarketDataSource( - identifier="BTC/EUR-ticker", - market="BITVAVO", - symbol="BTC/EUR", - csv_file_path=os.path.join( - config[RESOURCE_DIRECTORY], - "market_data_sources", - "TICKER_BTC-EUR_BINANCE_2023-08-23-22-00_2023-12-02-00-00.csv" - ) - )) - - def test_get_ticker_market_data_source(self): - configuration_service = self.app.container.configuration_service() - config = configuration_service.get_config() - market_data_source_service = self.app.container\ - .market_data_source_service() - market_data_source_service.add( - CSVTickerMarketDataSource( - identifier="BTC/EUR-ticker", - market="BITVAVO", - symbol="BTC/EUR", - csv_file_path=os.path.join( - config[RESOURCE_DIRECTORY], - "market_data_sources", - "TICKER_BTC-EUR_BINANCE_2023-08-23-22-00_2023-12-02-00-00.csv" - ) - ) - ) - ticker_market_data_source = market_data_source_service\ - .get_ticker_market_data_source( - symbol="BTC/EUR", - market="BITVAVO" - ) - self.assertIsNotNone(ticker_market_data_source) - self.assertEqual("BTC/EUR", ticker_market_data_source.symbol) - self.assertEqual("BITVAVO", ticker_market_data_source.market) - self.assertTrue( - isinstance(ticker_market_data_source, CSVTickerMarketDataSource) - ) - ticker_market_data_source = market_data_source_service \ - .get_ticker_market_data_source( - symbol="BTC/EUR", - ) - self.assertIsNotNone(ticker_market_data_source) - self.assertEqual("BTC/EUR", ticker_market_data_source.symbol) - self.assertEqual("BITVAVO", ticker_market_data_source.market) - self.assertTrue( - isinstance(ticker_market_data_source, CSVTickerMarketDataSource) - ) diff --git a/tests/services/test_order_backtest_service.py b/tests/services/test_order_backtest_service.py index 6c306486..514436ac 100644 --- a/tests/services/test_order_backtest_service.py +++ b/tests/services/test_order_backtest_service.py @@ -1,15 +1,8 @@ from datetime import datetime, timezone -from decimal import Decimal - -import polars as pl from investing_algorithm_framework import PortfolioConfiguration, \ - MarketCredential, BACKTESTING_INDEX_DATETIME -from investing_algorithm_framework.services import \ - BacktestMarketDataSourceService, OrderBacktestService -from investing_algorithm_framework.domain import ENVIRONMENT, \ - DATABASE_NAME, DATABASE_DIRECTORY_NAME, Environment, \ - BACKTESTING_START_DATE, BACKTESTING_END_DATE, BACKTESTING_INITIAL_AMOUNT + MarketCredential, INDEX_DATETIME, BacktestDateRange +from investing_algorithm_framework.services import OrderBacktestService from tests.resources import TestBase @@ -31,36 +24,10 @@ class TestOrderBacktestService(TestBase): external_balances = { "EUR": 1000 } - initialize = False + initialize = True def setUp(self) -> None: super(TestOrderBacktestService, self).setUp() - # Override the MarketDataSourceService service with the backtest - # market data source service equivalent. Additionally, convert the - # market data sources to backtest market data sources - # market_data_sources = self.get_market_data_sources() - # backtest_market_data_sources = [] - market_data_source_service = \ - self.app.container.market_data_source_service() - market_data_sources = market_data_source_service\ - .get_market_data_sources() - - backtest_market_data_sources = None - - if market_data_sources is not None: - backtest_market_data_sources = [ - market_data_source.to_backtest_market_data_source() - for market_data_source in market_data_sources - ] - - backtest_market_data_source_service = BacktestMarketDataSourceService( - market_data_sources=backtest_market_data_sources, - market_service=self.app.container.market_service(), - market_credential_service=self.app.container - .market_credential_service(), - configuration_service=self.app.container - .configuration_service(), - ) self.app.container.order_service.override( OrderBacktestService( @@ -74,21 +41,14 @@ def setUp(self) -> None: portfolio_snapshot_service(), configuration_service=self.app.container. configuration_service(), - market_data_source_service=backtest_market_data_source_service ) ) - self.app.set_config_with_dict( - { - ENVIRONMENT: Environment.BACKTEST.value, - DATABASE_NAME: "backtest-database.sqlite3", - DATABASE_DIRECTORY_NAME: "backtest_databases", - BACKTESTING_START_DATE: datetime(2023, 8, 8), - BACKTESTING_END_DATE: datetime(2023, 8, 10), - BACKTESTING_INITIAL_AMOUNT: 1000 - } + + backtest_date_range = BacktestDateRange( + start_date=datetime(2023, 8, 8), + end_date=datetime(2023, 8, 10) ) - self.app.initialize_config() - self.app.initialize() + self.app.initialize_backtest_config(backtest_date_range) # Add portfolio portfolio_service = self.app.container.portfolio_service() @@ -106,105 +66,9 @@ def test_create_limit_order(self): order_service = self.app.container.order_service() configuration_service = self.app.container.configuration_service() configuration_service.add_value( - BACKTESTING_INDEX_DATETIME, - datetime.utcnow() - ) - - order = order_service.create( - { - "target_symbol": "ADA", - "trading_symbol": "EUR", - "amount": 2004.5303357979318, - "order_side": "BUY", - "price": 0.24262, - "order_type": "LIMIT", - "portfolio_id": 1, - "status": "CREATED", - } - ) - self.assertEqual(1, order_service.count()) - self.assertEqual(2004.5303357979318, order.amount) - self.assertEqual(0, order.get_filled()) - self.assertEqual(2004.5303357979318, order.get_remaining()) - self.assertEqual(0.24262, order.get_price()) - self.assertEqual("ADA", order.get_target_symbol()) - self.assertEqual("EUR", order.get_trading_symbol()) - self.assertEqual("BUY", order.get_order_side()) - self.assertEqual("LIMIT", order.get_order_type()) - self.assertEqual("OPEN", order.get_status()) - - def test_update_order(self): - order_service = self.app.container.order_service() - configuration_service = self.app.container.configuration_service() - configuration_service.add_value( - BACKTESTING_INDEX_DATETIME, - datetime.utcnow() - ) - - order = order_service.create( - { - "target_symbol": "ADA", - "trading_symbol": "EUR", - "amount": 2004.5303357979318, - "order_side": "BUY", - "price": 0.24262, - "order_type": "LIMIT", - "portfolio_id": 1, - "status": "CREATED", - } - ) - updated_order = order_service.update( - order.id, - { - "status": "CLOSED", - "filled": 2004.5303357979318, - "remaining": Decimal('0'), - } - ) - self.assertEqual(updated_order.amount, 2004.5303357979318) - self.assertEqual(updated_order.filled, 2004.5303357979318) - self.assertEqual(updated_order.remaining, 0) - - position_service = self.app.container.position_service() - position = position_service.get(order.position_id) - self.assertEqual(position.amount, 2004.5303357979318) - - def test_create_limit_buy_order(self): - order_service = self.app.container.order_service() - configuration_service = self.app.container.configuration_service() - configuration_service.add_value( - BACKTESTING_INDEX_DATETIME, datetime.now(tz=timezone.utc) - ) - order = order_service.create( - { - "target_symbol": "ADA", - "trading_symbol": "EUR", - "amount": 2004.5303357979318, - "order_side": "BUY", - "price": 0.24262, - "order_type": "LIMIT", - "portfolio_id": 1, - "status": "CREATED", - } + INDEX_DATETIME, datetime(2023, 8, 8, tzinfo=timezone.utc) ) - self.assertEqual(1, order_service.count()) - self.assertEqual(2004.5303357979318, order.amount) - self.assertEqual(0, order.get_filled()) - self.assertEqual(2004.5303357979318, order.get_remaining()) - self.assertEqual(0.24262, order.get_price()) - self.assertEqual("ADA", order.get_target_symbol()) - self.assertEqual("EUR", order.get_trading_symbol()) - self.assertEqual("BUY", order.get_order_side()) - self.assertEqual("LIMIT", order.get_order_type()) - self.assertEqual("OPEN", order.get_status()) - def test_create_limit_sell_order(self): - order_service = self.app.container.order_service() - configuration_service = self.app.container.configuration_service() - configuration_service.add_value( - BACKTESTING_INDEX_DATETIME, - datetime.utcnow() - ) order = order_service.create( { "target_symbol": "ADA", @@ -228,346 +92,441 @@ def test_create_limit_sell_order(self): self.assertEqual("LIMIT", order.get_order_type()) self.assertEqual("OPEN", order.get_status()) - order_service.update( - order.id, - { - "status": "CLOSED", - "filled": 2004.5303357979318, - "remaining": Decimal('0'), - } - ) - - order = order_service.create( - { - "target_symbol": "ADA", - "trading_symbol": "EUR", - "amount": 2004.5303357979318, - "order_side": "SELL", - "price": 0.24262, - "order_type": "LIMIT", - "portfolio_id": 1, - "status": "CREATED", - } - ) - self.assertEqual(2, order_service.count()) - self.assertEqual(2004.5303357979318, order.amount) - self.assertEqual(0, order.get_filled()) - self.assertEqual(2004.5303357979318, order.get_remaining()) - self.assertEqual(0.24262, order.get_price()) - self.assertEqual("ADA", order.get_target_symbol()) - self.assertEqual("EUR", order.get_trading_symbol()) - self.assertEqual("SELL", order.get_order_side()) - self.assertEqual("LIMIT", order.get_order_type()) - - # Order is synced so is OPEN - self.assertEqual("OPEN", order.get_status()) - - def test_update_buy_order_with_successful_order(self): - pass - - def test_update_buy_order_with_successful_order_filled(self): - pass - - def test_update_sell_order_with_successful_order(self): - pass - - def test_update_sell_order_with_successful_order_filled(self): - pass - - def test_update_buy_order_with_failed_order(self): - pass - - def test_update_sell_order_with_failed_order(self): - pass - - def test_update_buy_order_with_cancelled_order(self): - pass - - def test_update_sell_order_with_cancelled_order(self): - pass - - def test_has_executed_buy_order(self): - order_service = self.app.container.order_service() - configuration_service = self.app.container.configuration_service() - configuration_service.add_value( - BACKTESTING_INDEX_DATETIME, - datetime.utcnow() - ) - - # Create the buy order - order = order_service.create( - { - "target_symbol": "ADA", - "trading_symbol": "EUR", - "amount": 2004.5303357979318, - "order_side": "BUY", - "price": 0.24262, - "order_type": "LIMIT", - "portfolio_id": 1, - "status": "CREATED", - } - ) - self.assertEqual(1, order_service.count()) - self.assertEqual(2004.5303357979318, order.amount) - self.assertEqual(0, order.get_filled()) - self.assertEqual(2004.5303357979318, order.get_remaining()) - self.assertEqual(0.24262, order.get_price()) - self.assertEqual("ADA", order.get_target_symbol()) - self.assertEqual("EUR", order.get_trading_symbol()) - self.assertEqual("BUY", order.get_order_side()) - self.assertEqual("LIMIT", order.get_order_type()) - self.assertEqual("OPEN", order.get_status()) - - # Check with ohlcv data with a single row that matches the price - # of the buy order - ohclv = [ - { - "Open": 0.24262, - "High": 0.24262, - "Low": 0.24262, - "Close": 0.24262, - "Volume": 0.24262, - "Datetime": datetime.now(tz=timezone.utc) - } - ] - ohlcv_df = pl.DataFrame(ohclv) - self.assertTrue(order_service.has_executed(order, ohlcv_df)) - - # Check with ohlcv data with a single row that is lower than the - # buy order price - ohclv = [ - { - "Open": 0.24162, - "High": 0.24162, - "Low": 0.24162, - "Close": 0.24162, - "Volume": 0.24162, - "Datetime": datetime.now(tz=timezone.utc) - } - ] - ohlcv_df = pl.DataFrame(ohclv) - self.assertTrue(order_service.has_executed(order, ohlcv_df)) - - # Check with ohlcv data with a single row that is higher than the - # buy order price - ohclv = [ - { - "Open": 0.24362, - "High": 0.24362, - "Low": 0.24362, - "Close": 0.24362, - "Volume": 0.24362, - "Datetime": datetime.now(tz=timezone.utc) - } - ] - ohlcv_df = pl.DataFrame(ohclv) - self.assertFalse(order_service.has_executed(order, ohlcv_df)) - - # Check with multiple rows with all rows having a price higher than - # the buy order price - ohclv = [ - { - "Open": 0.24462, - "High": 0.24462, - "Low": 0.24462, - "Close": 0.24462, - "Volume": 0.24462, - "Datetime": datetime.now(tz=timezone.utc) - }, - { - "Open": 0.24300, - "High": 0.24300, - "Low": 0.24300, - "Close": 0.24300, - "Volume": 0.24300, - "Datetime": datetime.now(tz=timezone.utc) - } - ] - ohlcv_df = pl.DataFrame(ohclv) - self.assertFalse(order_service.has_executed(order, ohlcv_df)) - - # Check with multiple rows with the first row have a price lower than - # the buy order price - ohclv = [ - { - "Open": 0.24162, - "High": 0.24162, - "Low": 0.24162, - "Close": 0.24162, - "Volume": 0.24162, - "Datetime": datetime.now(tz=timezone.utc) - }, - { - "Open": 0.24200, - "High": 0.24200, - "Low": 0.24200, - "Close": 0.24200, - "Volume": 0.24200, - "Datetime": datetime.now(tz=timezone.utc) - }, - { - "Open": 0.24300, - "High": 0.24300, - "Low": 0.24300, - "Close": 0.24300, - "Volume": 0.24300, - "Datetime": datetime.now(tz=timezone.utc) - } - ] - ohlcv_df = pl.DataFrame(ohclv) - self.assertTrue(order_service.has_executed(order, ohlcv_df)) - - def test_has_executed_sell_order(self): - order_service = self.app.container.order_service() - configuration_service = self.app.container.configuration_service() - configuration_service.add_value( - BACKTESTING_INDEX_DATETIME, - datetime.now(tz=timezone.utc) - ) - - # Create the buy order - order = order_service.create( - { - "target_symbol": "ADA", - "trading_symbol": "EUR", - "amount": 2004.5303357979318, - "order_side": "BUY", - "price": 0.24262, - "order_type": "LIMIT", - "portfolio_id": 1, - "status": "CREATED", - } - ) - self.assertEqual(1, order_service.count()) - self.assertEqual(2004.5303357979318, order.amount) - self.assertEqual(0, order.get_filled()) - self.assertEqual(2004.5303357979318, order.get_remaining()) - self.assertEqual(0.24262, order.get_price()) - self.assertEqual("ADA", order.get_target_symbol()) - self.assertEqual("EUR", order.get_trading_symbol()) - self.assertEqual("BUY", order.get_order_side()) - self.assertEqual("LIMIT", order.get_order_type()) - self.assertEqual("OPEN", order.get_status()) - - # Update the buy order to closed - order_service.update( - order.id, - { - "status": "CLOSED", - "filled": 2004.5303357979318, - "remaining": Decimal('0'), - } - ) - - # Create the sell order - sell_order = order_service.create( - { - "target_symbol": "ADA", - "trading_symbol": "EUR", - "amount": 2004.5303357979318, - "order_side": "SELL", - "price": 0.24262, - "order_type": "LIMIT", - "portfolio_id": 1, - "status": "CREATED", - } - ) - - # Check with ohlcv data with a single row that matches the price - # of the sell order - ohclv = [ - { - "Open": 0.24262, - "High": 0.24262, - "Low": 0.24262, - "Close": 0.24262, - "Volume": 0.24262, - "Datetime": datetime.now(tz=timezone.utc) - } - ] - ohlcv_df = pl.DataFrame(ohclv) - self.assertTrue(order_service.has_executed(sell_order, ohlcv_df)) - - # Check with ohlcv data with a single row that has higher price then - # the sell order price - ohclv = [ - { - "Open": 0.24362, - "High": 0.24362, - "Low": 0.24362, - "Close": 0.24362, - "Volume": 0.24362, - "Datetime": datetime.now(tz=timezone.utc) - } - ] - ohlcv_df = pl.DataFrame(ohclv) - self.assertTrue(order_service.has_executed(sell_order, ohlcv_df)) - - # Check with ohlcv data with a single row that has lower price then - # the sell order price - ohclv = [ - { - "Open": 0.24162, - "High": 0.24162, - "Low": 0.24162, - "Close": 0.24162, - "Volume": 0.24162, - "Datetime": datetime.now(tz=timezone.utc) - } - ] - ohlcv_df = pl.DataFrame(ohclv) - self.assertFalse(order_service.has_executed(sell_order, ohlcv_df)) - - # Check with multiple rows with all rows having a price lower than - # the sell order price - ohclv = [ - { - "Open": 0.24162, - "High": 0.24162, - "Low": 0.24162, - "Close": 0.24162, - "Volume": 0.24162, - "Datetime": datetime.now(tz=timezone.utc) - }, - { - "Open": 0.24000, - "High": 0.24000, - "Low": 0.24000, - "Close": 0.24000, - "Volume": 0.24000, - "Datetime": datetime.now(tz=timezone.utc) - } - ] - ohlcv_df = pl.DataFrame(ohclv) - self.assertFalse(order_service.has_executed(sell_order, ohlcv_df)) - - # Check with multiple rows with the first row have a price higher than - # the sell order price - ohclv = [ - { - "Open": 0.24300, - "High": 0.24300, - "Low": 0.24300, - "Close": 0.24300, - "Volume": 0.24300, - "Datetime": datetime.now(tz=timezone.utc) - }, - { - "Open": 0.24162, - "High": 0.24162, - "Low": 0.24162, - "Close": 0.24162, - "Volume": 0.24162, - "Datetime": datetime.now(tz=timezone.utc) - }, - { - "Open": 0.24000, - "High": 0.24000, - "Low": 0.24000, - "Close": 0.24000, - "Volume": 0.24000, - "Datetime": datetime.now(tz=timezone.utc) - } - ] - ohlcv_df = pl.DataFrame(ohclv) - self.assertTrue(order_service.has_executed(sell_order, ohlcv_df)) + # def test_update_order(self): + # order_service = self.app.container.order_service() + # configuration_service = self.app.container.configuration_service() + # configuration_service.add_value( + # BACKTESTING_INDEX_DATETIME, + # datetime.utcnow() + # ) + # + # order = order_service.create( + # { + # "target_symbol": "ADA", + # "trading_symbol": "EUR", + # "amount": 2004.5303357979318, + # "order_side": "BUY", + # "price": 0.24262, + # "order_type": "LIMIT", + # "portfolio_id": 1, + # "status": "CREATED", + # } + # ) + # updated_order = order_service.update( + # order.id, + # { + # "status": "CLOSED", + # "filled": 2004.5303357979318, + # "remaining": Decimal('0'), + # } + # ) + # self.assertEqual(updated_order.amount, 2004.5303357979318) + # self.assertEqual(updated_order.filled, 2004.5303357979318) + # self.assertEqual(updated_order.remaining, 0) + # + # position_service = self.app.container.position_service() + # position = position_service.get(order.position_id) + # self.assertEqual(position.amount, 2004.5303357979318) + # + # def test_create_limit_buy_order(self): + # order_service = self.app.container.order_service() + # configuration_service = self.app.container.configuration_service() + # configuration_service.add_value( + # BACKTESTING_INDEX_DATETIME, datetime.now(tz=timezone.utc) + # ) + # order = order_service.create( + # { + # "target_symbol": "ADA", + # "trading_symbol": "EUR", + # "amount": 2004.5303357979318, + # "order_side": "BUY", + # "price": 0.24262, + # "order_type": "LIMIT", + # "portfolio_id": 1, + # "status": "CREATED", + # } + # ) + # self.assertEqual(1, order_service.count()) + # self.assertEqual(2004.5303357979318, order.amount) + # self.assertEqual(0, order.get_filled()) + # self.assertEqual(2004.5303357979318, order.get_remaining()) + # self.assertEqual(0.24262, order.get_price()) + # self.assertEqual("ADA", order.get_target_symbol()) + # self.assertEqual("EUR", order.get_trading_symbol()) + # self.assertEqual("BUY", order.get_order_side()) + # self.assertEqual("LIMIT", order.get_order_type()) + # self.assertEqual("OPEN", order.get_status()) + # + # def test_create_limit_sell_order(self): + # order_service = self.app.container.order_service() + # configuration_service = self.app.container.configuration_service() + # configuration_service.add_value( + # BACKTESTING_INDEX_DATETIME, + # datetime.utcnow() + # ) + # order = order_service.create( + # { + # "target_symbol": "ADA", + # "trading_symbol": "EUR", + # "amount": 2004.5303357979318, + # "order_side": "BUY", + # "price": 0.24262, + # "order_type": "LIMIT", + # "portfolio_id": 1, + # "status": "CREATED", + # } + # ) + # self.assertEqual(1, order_service.count()) + # self.assertEqual(2004.5303357979318, order.amount) + # self.assertEqual(0, order.get_filled()) + # self.assertEqual(2004.5303357979318, order.get_remaining()) + # self.assertEqual(0.24262, order.get_price()) + # self.assertEqual("ADA", order.get_target_symbol()) + # self.assertEqual("EUR", order.get_trading_symbol()) + # self.assertEqual("BUY", order.get_order_side()) + # self.assertEqual("LIMIT", order.get_order_type()) + # self.assertEqual("OPEN", order.get_status()) + # + # order_service.update( + # order.id, + # { + # "status": "CLOSED", + # "filled": 2004.5303357979318, + # "remaining": Decimal('0'), + # } + # ) + # + # order = order_service.create( + # { + # "target_symbol": "ADA", + # "trading_symbol": "EUR", + # "amount": 2004.5303357979318, + # "order_side": "SELL", + # "price": 0.24262, + # "order_type": "LIMIT", + # "portfolio_id": 1, + # "status": "CREATED", + # } + # ) + # self.assertEqual(2, order_service.count()) + # self.assertEqual(2004.5303357979318, order.amount) + # self.assertEqual(0, order.get_filled()) + # self.assertEqual(2004.5303357979318, order.get_remaining()) + # self.assertEqual(0.24262, order.get_price()) + # self.assertEqual("ADA", order.get_target_symbol()) + # self.assertEqual("EUR", order.get_trading_symbol()) + # self.assertEqual("SELL", order.get_order_side()) + # self.assertEqual("LIMIT", order.get_order_type()) + # + # # Order is synced so is OPEN + # self.assertEqual("OPEN", order.get_status()) + # + # def test_update_buy_order_with_successful_order(self): + # pass + # + # def test_update_buy_order_with_successful_order_filled(self): + # pass + # + # def test_update_sell_order_with_successful_order(self): + # pass + # + # def test_update_sell_order_with_successful_order_filled(self): + # pass + # + # def test_update_buy_order_with_failed_order(self): + # pass + # + # def test_update_sell_order_with_failed_order(self): + # pass + # + # def test_update_buy_order_with_cancelled_order(self): + # pass + # + # def test_update_sell_order_with_cancelled_order(self): + # pass + # + # def test_has_executed_buy_order(self): + # order_service = self.app.container.order_service() + # configuration_service = self.app.container.configuration_service() + # configuration_service.add_value( + # BACKTESTING_INDEX_DATETIME, + # datetime.utcnow() + # ) + # + # # Create the buy order + # order = order_service.create( + # { + # "target_symbol": "ADA", + # "trading_symbol": "EUR", + # "amount": 2004.5303357979318, + # "order_side": "BUY", + # "price": 0.24262, + # "order_type": "LIMIT", + # "portfolio_id": 1, + # "status": "CREATED", + # } + # ) + # self.assertEqual(1, order_service.count()) + # self.assertEqual(2004.5303357979318, order.amount) + # self.assertEqual(0, order.get_filled()) + # self.assertEqual(2004.5303357979318, order.get_remaining()) + # self.assertEqual(0.24262, order.get_price()) + # self.assertEqual("ADA", order.get_target_symbol()) + # self.assertEqual("EUR", order.get_trading_symbol()) + # self.assertEqual("BUY", order.get_order_side()) + # self.assertEqual("LIMIT", order.get_order_type()) + # self.assertEqual("OPEN", order.get_status()) + # + # # Check with ohlcv data with a single row that matches the price + # # of the buy order + # ohclv = [ + # { + # "Open": 0.24262, + # "High": 0.24262, + # "Low": 0.24262, + # "Close": 0.24262, + # "Volume": 0.24262, + # "Datetime": datetime.now(tz=timezone.utc) + # } + # ] + # ohlcv_df = pl.DataFrame(ohclv) + # self.assertTrue(order_service.has_executed(order, ohlcv_df)) + # + # # Check with ohlcv data with a single row that is lower than the + # # buy order price + # ohclv = [ + # { + # "Open": 0.24162, + # "High": 0.24162, + # "Low": 0.24162, + # "Close": 0.24162, + # "Volume": 0.24162, + # "Datetime": datetime.now(tz=timezone.utc) + # } + # ] + # ohlcv_df = pl.DataFrame(ohclv) + # self.assertTrue(order_service.has_executed(order, ohlcv_df)) + # + # # Check with ohlcv data with a single row that is higher than the + # # buy order price + # ohclv = [ + # { + # "Open": 0.24362, + # "High": 0.24362, + # "Low": 0.24362, + # "Close": 0.24362, + # "Volume": 0.24362, + # "Datetime": datetime.now(tz=timezone.utc) + # } + # ] + # ohlcv_df = pl.DataFrame(ohclv) + # self.assertFalse(order_service.has_executed(order, ohlcv_df)) + # + # # Check with multiple rows with all rows having a price higher than + # # the buy order price + # ohclv = [ + # { + # "Open": 0.24462, + # "High": 0.24462, + # "Low": 0.24462, + # "Close": 0.24462, + # "Volume": 0.24462, + # "Datetime": datetime.now(tz=timezone.utc) + # }, + # { + # "Open": 0.24300, + # "High": 0.24300, + # "Low": 0.24300, + # "Close": 0.24300, + # "Volume": 0.24300, + # "Datetime": datetime.now(tz=timezone.utc) + # } + # ] + # ohlcv_df = pl.DataFrame(ohclv) + # self.assertFalse(order_service.has_executed(order, ohlcv_df)) + # + # # Check with multiple rows with the first row have a price lower than + # # the buy order price + # ohclv = [ + # { + # "Open": 0.24162, + # "High": 0.24162, + # "Low": 0.24162, + # "Close": 0.24162, + # "Volume": 0.24162, + # "Datetime": datetime.now(tz=timezone.utc) + # }, + # { + # "Open": 0.24200, + # "High": 0.24200, + # "Low": 0.24200, + # "Close": 0.24200, + # "Volume": 0.24200, + # "Datetime": datetime.now(tz=timezone.utc) + # }, + # { + # "Open": 0.24300, + # "High": 0.24300, + # "Low": 0.24300, + # "Close": 0.24300, + # "Volume": 0.24300, + # "Datetime": datetime.now(tz=timezone.utc) + # } + # ] + # ohlcv_df = pl.DataFrame(ohclv) + # self.assertTrue(order_service.has_executed(order, ohlcv_df)) + # + # def test_has_executed_sell_order(self): + # order_service = self.app.container.order_service() + # configuration_service = self.app.container.configuration_service() + # configuration_service.add_value( + # BACKTESTING_INDEX_DATETIME, + # datetime.now(tz=timezone.utc) + # ) + # + # # Create the buy order + # order = order_service.create( + # { + # "target_symbol": "ADA", + # "trading_symbol": "EUR", + # "amount": 2004.5303357979318, + # "order_side": "BUY", + # "price": 0.24262, + # "order_type": "LIMIT", + # "portfolio_id": 1, + # "status": "CREATED", + # } + # ) + # self.assertEqual(1, order_service.count()) + # self.assertEqual(2004.5303357979318, order.amount) + # self.assertEqual(0, order.get_filled()) + # self.assertEqual(2004.5303357979318, order.get_remaining()) + # self.assertEqual(0.24262, order.get_price()) + # self.assertEqual("ADA", order.get_target_symbol()) + # self.assertEqual("EUR", order.get_trading_symbol()) + # self.assertEqual("BUY", order.get_order_side()) + # self.assertEqual("LIMIT", order.get_order_type()) + # self.assertEqual("OPEN", order.get_status()) + # + # # Update the buy order to closed + # order_service.update( + # order.id, + # { + # "status": "CLOSED", + # "filled": 2004.5303357979318, + # "remaining": Decimal('0'), + # } + # ) + # + # # Create the sell order + # sell_order = order_service.create( + # { + # "target_symbol": "ADA", + # "trading_symbol": "EUR", + # "amount": 2004.5303357979318, + # "order_side": "SELL", + # "price": 0.24262, + # "order_type": "LIMIT", + # "portfolio_id": 1, + # "status": "CREATED", + # } + # ) + # + # # Check with ohlcv data with a single row that matches the price + # # of the sell order + # ohclv = [ + # { + # "Open": 0.24262, + # "High": 0.24262, + # "Low": 0.24262, + # "Close": 0.24262, + # "Volume": 0.24262, + # "Datetime": datetime.now(tz=timezone.utc) + # } + # ] + # ohlcv_df = pl.DataFrame(ohclv) + # self.assertTrue(order_service.has_executed(sell_order, ohlcv_df)) + # + # # Check with ohlcv data with a single row that has higher price then + # # the sell order price + # ohclv = [ + # { + # "Open": 0.24362, + # "High": 0.24362, + # "Low": 0.24362, + # "Close": 0.24362, + # "Volume": 0.24362, + # "Datetime": datetime.now(tz=timezone.utc) + # } + # ] + # ohlcv_df = pl.DataFrame(ohclv) + # self.assertTrue(order_service.has_executed(sell_order, ohlcv_df)) + # + # # Check with ohlcv data with a single row that has lower price then + # # the sell order price + # ohclv = [ + # { + # "Open": 0.24162, + # "High": 0.24162, + # "Low": 0.24162, + # "Close": 0.24162, + # "Volume": 0.24162, + # "Datetime": datetime.now(tz=timezone.utc) + # } + # ] + # ohlcv_df = pl.DataFrame(ohclv) + # self.assertFalse(order_service.has_executed(sell_order, ohlcv_df)) + # + # # Check with multiple rows with all rows having a price lower than + # # the sell order price + # ohclv = [ + # { + # "Open": 0.24162, + # "High": 0.24162, + # "Low": 0.24162, + # "Close": 0.24162, + # "Volume": 0.24162, + # "Datetime": datetime.now(tz=timezone.utc) + # }, + # { + # "Open": 0.24000, + # "High": 0.24000, + # "Low": 0.24000, + # "Close": 0.24000, + # "Volume": 0.24000, + # "Datetime": datetime.now(tz=timezone.utc) + # } + # ] + # ohlcv_df = pl.DataFrame(ohclv) + # self.assertFalse(order_service.has_executed(sell_order, ohlcv_df)) + # + # # Check with multiple rows with the first row have a price higher than + # # the sell order price + # ohclv = [ + # { + # "Open": 0.24300, + # "High": 0.24300, + # "Low": 0.24300, + # "Close": 0.24300, + # "Volume": 0.24300, + # "Datetime": datetime.now(tz=timezone.utc) + # }, + # { + # "Open": 0.24162, + # "High": 0.24162, + # "Low": 0.24162, + # "Close": 0.24162, + # "Volume": 0.24162, + # "Datetime": datetime.now(tz=timezone.utc) + # }, + # { + # "Open": 0.24000, + # "High": 0.24000, + # "Low": 0.24000, + # "Close": 0.24000, + # "Volume": 0.24000, + # "Datetime": datetime.now(tz=timezone.utc) + # } + # ] + # ohlcv_df = pl.DataFrame(ohclv) + # self.assertTrue(order_service.has_executed(sell_order, ohlcv_df)) diff --git a/tests/services/test_order_service.py b/tests/services/test_order_service.py index 9f4865ea..ecaf856a 100644 --- a/tests/services/test_order_service.py +++ b/tests/services/test_order_service.py @@ -667,9 +667,9 @@ def test_create_buy_order_that_has_been_filled_immediately(self): } ) - self.assertEqual(0, order.get_remaining()) - self.assertEqual(1000, order.get_filled()) - self.assertEqual(1000, order.get_amount()) + self.assertEqual(0, order.remaining) + self.assertEqual(1000, order.filled) + self.assertEqual(1000, order.amount) self.assertEqual(OrderStatus.CLOSED.value, order.get_status()) # Check position diff --git a/tests/services/test_portfolio_service.py b/tests/services/test_portfolio_service.py index a76dfcfd..f2c24432 100644 --- a/tests/services/test_portfolio_service.py +++ b/tests/services/test_portfolio_service.py @@ -1,7 +1,6 @@ from investing_algorithm_framework import PortfolioConfiguration, \ MarketCredential from investing_algorithm_framework.services import PortfolioService -from tests.resources import MarketServiceStub from tests.resources import TestBase @@ -29,12 +28,6 @@ def test_create_portfolio_configuration(self): portfolio_service: PortfolioService \ = self.app.container.portfolio_service() - market_service_stub = MarketServiceStub(None) - market_service_stub.balances = { - "EUR": 1000, - "BTC": 20, - } - portfolio_service.market_service = market_service_stub portfolio = portfolio_service.find({"market": "binance"}) portfolio_service.create_portfolio_from_configuration( PortfolioConfiguration( @@ -44,12 +37,6 @@ def test_create_portfolio_configuration(self): ) self.assertEqual(1000, portfolio.unallocated) - # Test when a new sync is ma de the unallocated is not updated - # Because it already exists - market_service_stub.balances = { - "EUR": 2000, - "BTC": 30, - } portfolio_service.create_portfolio_from_configuration( PortfolioConfiguration( market="binance", diff --git a/tests/services/test_portfolio_sync_service.py b/tests/services/test_portfolio_sync_service.py index 896de301..47f9115c 100644 --- a/tests/services/test_portfolio_sync_service.py +++ b/tests/services/test_portfolio_sync_service.py @@ -3,8 +3,7 @@ from tests.resources import TestBase -class Test(TestBase): - storage_repo_type = "pandas" +class TestPortfolioSyncService(TestBase): initialize = False def test_sync_unallocated(self): @@ -32,20 +31,23 @@ def test_sync_unallocated(self): secret_key="test" ) ) - self.market_service.balances = {"EUR": 1000} - self.app.add_algorithm(Algorithm()) + + # Check that is 1 market credential is added + self.assertEqual(1, len(self.app.container.market_credential_service().get_all())) + + # Check that is 1 portfolio configuration is added + self.assertEqual(1, len(self.app.container.portfolio_configuration_service().get_all())) + + # self.app.add_algorithm(Algorithm()) self.app.initialize_config() - self.app.initialize() + self.app.initialize_storage() + self.app.initialize_services() + self.app.initialize_portfolios() + portfolio = self.app.container.portfolio_service()\ .find({"identifier": "test"}) self.assertEqual(1000, portfolio.unallocated) - # Sync again but with the new balance, if not stateless the - # unallocated balance should be the same - self.market_service.balances = {"EUR": 2000} - portfolio_sync_service.sync_unallocated(portfolio) - self.assertEqual(1000, portfolio.unallocated) - def test_sync_unallocated_with_no_balance(self): """ Test the sync_unallocated method of the PortfolioSyncService class. @@ -82,9 +84,12 @@ def test_sync_unallocated_with_no_balance(self): portfolio_provider_lookup.get_portfolio_provider("binance") portfolio_provider.external_balances = {"EUR": 400} + self.app.initialize_config() + self.app.initialize_storage() + self.app.initialize_services() + with self.assertRaises(OperationalException) as context: - self.app.initialize_config() - self.app.initialize() + self.app.initialize_portfolios() self.assertEqual( "The initial balance of the portfolio configuration (1000.0 EUR) is more than the available balance on the exchange. Please make sure that the initial balance of the portfolio configuration is less than the available balance on the exchange 400 EUR.", @@ -109,10 +114,11 @@ def test_sync_unallocated_with_reserved(self): secret_key="test" ) ) - self.market_service.balances = {"EUR": 1200} self.app.add_algorithm(Algorithm()) self.app.initialize_config() - self.app.initialize() + self.app.initialize_storage() + self.app.initialize_services() + self.app.initialize_portfolios() portfolio = self.app.container.portfolio_service() \ .find({"identifier": "test"}) @@ -134,10 +140,10 @@ def test_sync_unallocated_with_initial_size(self): secret_key="test" ) ) - self.market_service.balances = {"EUR": 1200} self.app.add_algorithm(Algorithm()) self.app.initialize_config() - self.app.initialize() + self.app.initialize_storage() + self.app.initialize_portfolios() portfolio = self.app.container.portfolio_service() \ .find({"identifier": "test"}) diff --git a/tests/services/test_trade_service.py b/tests/services/test_trade_service.py index c68889ad..3ff0f6a8 100644 --- a/tests/services/test_trade_service.py +++ b/tests/services/test_trade_service.py @@ -615,9 +615,6 @@ def test_close_trades_with_multiple_trades(self): self.assertEqual(1, len(trade_service.get_all( {"order_id": order_two_id}))) - for trade in trade_service.get_all(): - print(trade.orders) - # Check that the trade was updated trade_service = self.app.container.trade_service() self.assertEqual(2, len(trade_service.get_all())) @@ -627,7 +624,6 @@ def test_close_trades_with_multiple_trades(self): for t in trades: - print(t.orders) self.assertNotEqual(0, t.amount) self.assertEqual(t.amount, t.filled_amount) self.assertEqual(t.available_amount, t.amount) diff --git a/tests/test_create_app.py b/tests/test_create_app.py index b5e48f2f..f694e5b4 100644 --- a/tests/test_create_app.py +++ b/tests/test_create_app.py @@ -2,10 +2,9 @@ from unittest import TestCase from investing_algorithm_framework import create_app, \ - PortfolioConfiguration, Algorithm, MarketCredential + PortfolioConfiguration, MarketCredential from investing_algorithm_framework.domain import RESOURCE_DIRECTORY -from tests.resources import MarketServiceStub, OrderExecutorTest, \ - PortfolioProviderTest +from tests.resources import OrderExecutorTest, PortfolioProviderTest class TestCreateApp(TestCase): @@ -65,7 +64,8 @@ def test_create_app_web(self): app.add_portfolio_provider(PortfolioProviderTest) app.add_order_executor(OrderExecutorTest) app.initialize_config() - app.initialize() + app.initialize_storage() + app.initialize_services() self.assertIsNotNone(app) self.assertIsNotNone(app._flask_app) self.assertIsNotNone(app.container)