From 0ff2c047058d12b18f9d06d68d6e0b001a81714d Mon Sep 17 00:00:00 2001 From: ali Date: Fri, 4 Mar 2022 22:12:54 +0330 Subject: [PATCH] add : example sample 2 --- examples/sample2/README.md | 20 + examples/sample2/__init__.py | 0 examples/sample2/data.csv | 5938 ++++++++++++++++++++++++++ examples/sample2/main.py | 18 + examples/sample2/result/.gitkeep | 0 examples/sample2/signal_generator.py | 34 + 6 files changed, 6010 insertions(+) create mode 100644 examples/sample2/README.md create mode 100644 examples/sample2/__init__.py create mode 100644 examples/sample2/data.csv create mode 100644 examples/sample2/main.py create mode 100644 examples/sample2/result/.gitkeep create mode 100644 examples/sample2/signal_generator.py diff --git a/examples/sample2/README.md b/examples/sample2/README.md new file mode 100644 index 0000000..8516fbe --- /dev/null +++ b/examples/sample2/README.md @@ -0,0 +1,20 @@ +# sample 2 + +## EMA Cross Strategy + +first you can run signal generator +it will generate a out out data set call `final_dataset.csv` + +```bash +python signal_generator.py +``` + +`Notice: you may need to install TA-LIB library` + +## backtest generated signals + +```bash +python main.py +``` + +and result will save in `result` directory \ No newline at end of file diff --git a/examples/sample2/__init__.py b/examples/sample2/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/examples/sample2/data.csv b/examples/sample2/data.csv new file mode 100644 index 0000000..b438770 --- /dev/null +++ b/examples/sample2/data.csv @@ -0,0 +1,5938 @@ +Date,Open,High,Low,Close,Volume +1629044700000,46111.48,46169.09,46046.91,46127.81,1045.589 +1629045000000,46127.81,46136.6,46024.29,46040,527.605 +1629045300000,46042.88,46060,45979.44,46053.82,939.611 +1629045600000,46053.81,46068.39,45935.89,45959.28,1029.141 +1629045900000,45959.28,45999,45922.81,45987.02,705.913 +1629046200000,45989.74,46006.95,45906.05,45914.78,709.796 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+ stop_loss=1, + take_profit=10, + trailing_stop=3, + output_path='./result' # path of result files + ) + +backtest.run() \ No newline at end of file diff --git a/examples/sample2/result/.gitkeep b/examples/sample2/result/.gitkeep new file mode 100644 index 0000000..e69de29 diff --git a/examples/sample2/signal_generator.py b/examples/sample2/signal_generator.py new file mode 100644 index 0000000..b12f167 --- /dev/null +++ b/examples/sample2/signal_generator.py @@ -0,0 +1,34 @@ +import talib # notice you can install talib manually +import pandas as pd + +def cross_EMA_signals(df, fast_period, slow_period): + """_summary_ + + Args: + df (_type_): _description_ + fast_period (_type_): _description_ + slow_period (_type_): _description_ + """ + signal = [0] * len(df) + + df['fast'] = talib.EMA(df.Close, timeperiod=fast_period) + df['slow'] = talib.EMA(df.Close, timeperiod=slow_period) + for idx in range(len(df)): + if idx > slow_period: + + if df.iloc[idx - 1].fast < df.iloc[idx - 1].slow and df.iloc[idx].fast > df.iloc[idx].slow: + # buy signal + signal[idx] = 2 + + if df.iloc[idx - 1].fast > df.iloc[idx - 1].slow and df.iloc[idx].fast < df.iloc[idx].slow: + # sell signal + signal[idx] = 1 + + df['signal'] = signal + df.to_csv('./final_dataset.csv') + + +df = pd.read_csv('./data.csv') + +if __name__ == "__main__": + cross_EMA_signals(df, 15, 30) \ No newline at end of file