From 063d9a75aeae4fac8d83c713d6c2c1c548ab6157 Mon Sep 17 00:00:00 2001 From: Felix Martin Date: Tue, 10 Nov 2020 12:33:42 -0500 Subject: [PATCH] Finish project 8 and course! --- strategy_evaluation/QLearner.py | 6 +- strategy_evaluation/experiment1.py | 74 ++++++++++++++++---- strategy_evaluation/experiment2.py | 8 +++ strategy_evaluation/figure_3.png | Bin 0 -> 86643 bytes strategy_evaluation/figure_4.png | Bin 0 -> 133297 bytes strategy_evaluation/strategy_evaluation.md | 76 ++++++++++++++++++++- strategy_evaluation/testproject.py | 2 + 7 files changed, 147 insertions(+), 19 deletions(-) create mode 100644 strategy_evaluation/figure_3.png create mode 100644 strategy_evaluation/figure_4.png diff --git a/strategy_evaluation/QLearner.py b/strategy_evaluation/QLearner.py index f164169..4f3afdd 100644 --- a/strategy_evaluation/QLearner.py +++ b/strategy_evaluation/QLearner.py @@ -14,13 +14,13 @@ class Holding: class QLearner(object): - def __init__(self, verbose=False, impact=0.0, commission=0.0, testing=False): + def __init__(self, verbose=False, impact=0.0, commission=0.0, testing=False, n_bins=5): self.verbose = verbose self.impact = impact self.commission = commission self.testing = testing # Decides which type of order df to return. self.indicators = ['macd_diff', 'rsi', 'price_sma_8'] - self.n_bins = 5 + self.n_bins = n_bins self.bins = {} self.num_states = self.get_num_states() self.num_actions = 3 # buy, sell, hold @@ -134,7 +134,7 @@ class QLearner(object): self.add_indicators(df, symbol) self.bin_indicators(df) - for _ in range(10): + for _ in range(15): self.train(df, symbol, sv) def testPolicy(self, symbol="IBM", sd=dt.datetime(2009, 1, 1), ed=dt.datetime(2010, 1, 1), sv=10000): diff --git a/strategy_evaluation/experiment1.py b/strategy_evaluation/experiment1.py index 124166d..3499de4 100644 --- a/strategy_evaluation/experiment1.py +++ b/strategy_evaluation/experiment1.py @@ -128,20 +128,63 @@ def compare_all_strategies(symbol, sv, sd, ed): plt.savefig('figure_2.png', dpi=fig.dpi) -def compare_number_trades(symbol, sv, sd, ed): +def compare_number_trades(): + symbol = "JPM" + sv = 10000 + sd = dt.datetime(2008, 1, 1) # in-sample + ed = dt.datetime(2009, 12, 31) # in-sample + df = util.get_data([symbol], pd.date_range(sd, ed)) df.drop(columns=["SPY"], inplace=True) + print(f"| commission | n_orders |") + print(f"-------------------------") + for commission in [0, 9.95, 20, 50, 100]: + ql = QLearner(testing=True, commission=commission, impact=0.005) + ql.addEvidence(symbol, sd, ed, sv) + orders = ql.testPolicy(symbol, sd, ed, sv) + n_orders = orders[orders["Shares"] != 0].shape[0] + print(f"| {commission} | {n_orders} |") + +def compare_q_learners(): + symbol = "JPM" + sv = 10000 + sd = dt.datetime(2008, 1, 1) # in-sample + ed = dt.datetime(2009, 12, 31) # in-sample + sd_out = dt.datetime(2010, 1, 1) # out-sample + ed_out = dt.datetime(2011, 12, 31) # out-sample + + df = util.get_data([symbol], pd.date_range(sd_out, ed_out)) + df.drop(columns=["SPY"], inplace=True) + + bs = BenchmarkStrategy() + orders = bs.testPolicy(symbol, sd_out, ed_out, sv) + df["Benchmark"] = indicators.normalize(marketsim.compute_portvals(orders, sv)) + df["Orders Benchmark"] = orders["Shares"] + ql = QLearner(testing=True, verbose=False) ql.addEvidence(symbol, sd, ed, sv) - orders = ql.testPolicy(symbol, sd, ed, sv) - n_orders_no_commission = orders[orders["Shares"] != 0].shape[0] + orders = ql.testPolicy(symbol, sd_out, ed_out, sv) + df["QL 5"] = indicators.normalize(marketsim.compute_portvals(orders, sv)) + df["Orders QL 5"] = orders["Shares"] - ql = QLearner(testing=True, verbose=False, commission=9.95, impact=0.005) + ql = QLearner(testing=True, verbose=False, n_bins=4) ql.addEvidence(symbol, sd, ed, sv) - orders = ql.testPolicy(symbol, sd, ed, sv) - n_orders_commision = orders[orders["Shares"] != 0].shape[0] - print(f"{n_orders_no_commission=} {n_orders_commision=}") + orders = ql.testPolicy(symbol, sd_out, ed_out, sv) + df["QL 4"] = indicators.normalize(marketsim.compute_portvals(orders, sv)) + df["Orders QL 4"] = orders["Shares"] + + fig, ax = plt.subplots(3, sharex=True) + df[[symbol]].plot(ax=ax[0]) + df[["Benchmark", "QL 5", "QL 4"]].plot(ax=ax[1]) + df[["Orders Benchmark", "Orders QL 5", "Orders QL 4"]].plot(ax=ax[2]) + + for a in ax: + a.grid() + m = MultiCursor(fig.canvas, ax, color='r', lw=0.5) + fig.set_size_inches(10, 8, forward=True) + plt.savefig('figure_4.png', dpi=fig.dpi) + sys.exit(0) def experiment1(create_report=False): @@ -152,27 +195,28 @@ def experiment1(create_report=False): sd_out = dt.datetime(2010, 1, 1) # out-sample ed_out = dt.datetime(2011, 12, 31) # out-sample - df = util.get_data([symbol], pd.date_range(sd, ed)) + df = util.get_data([symbol], pd.date_range(sd_out, ed_out)) df.drop(columns=["SPY"], inplace=True) if create_report: compare_manual_strategies(symbol, sv, sd, ed) compare_all_strategies(symbol, sv, sd, ed) - return + sys.exit(0) # visualize_correlations(symbol, df) # plot_indicators(symbol, df) # compare_number_trades(symbol, sv, sd, ed) + # compare_q_learners() bs = BenchmarkStrategy() - orders = bs.testPolicy(symbol, sd, ed, sv) - df["Benchmark"] = marketsim.compute_portvals(orders, sv) + orders = bs.testPolicy(symbol, sd_out, ed_out, sv) + df["Benchmark"] = indicators.normalize(marketsim.compute_portvals(orders, sv)) df["Orders Benchmark"] = orders["Shares"] - ql = QLearner(testing=True, verbose=False, commission=9.95, impact=0.005) + ql = QLearner(testing=True, verbose=False) ql.addEvidence(symbol, sd, ed, sv) - orders = ql.testPolicy(symbol, sd, ed, sv) - df["QL"] = marketsim.compute_portvals(orders, sv) + orders = ql.testPolicy(symbol, sd_out, ed_out, sv) + df["QL"] = indicators.normalize(marketsim.compute_portvals(orders, sv)) df["Orders QL"] = orders["Shares"] fig, ax = plt.subplots(3, sharex=True) @@ -184,6 +228,8 @@ def experiment1(create_report=False): a.grid() m = MultiCursor(fig.canvas, ax, color='r', lw=0.5) plt.show() + # fig.set_size_inches(10, 8, forward=True) + # plt.savefig('figure_4.png', dpi=fig.dpi) if __name__ == "__main__": diff --git a/strategy_evaluation/experiment2.py b/strategy_evaluation/experiment2.py index e69de29..9b12f55 100644 --- a/strategy_evaluation/experiment2.py +++ b/strategy_evaluation/experiment2.py @@ -0,0 +1,8 @@ +import experiment1 + +def experiment2(): + experiment1.compare_number_trades() + + +if __name__ == "__main__": + experiment2() diff --git a/strategy_evaluation/figure_3.png b/strategy_evaluation/figure_3.png new file mode 100644 index 0000000000000000000000000000000000000000..de7a0bf963a78a0c48951784b71989a4ad508109 GIT binary patch literal 86643 zcmeFZ^;=YL+dVv}7<89}f`EXOgmlPAibx~f-60JMQc}`LH&R1)cXzjRGjzxIn$LaT z&;9)H{sZrEJaZiAu-&s~?<>x8oolVrfX|=A&{0TGAP@+;gg8_V0(rOzeqKC%42~2L ziSvWMxa~iv*vnfP+B@pl8bG9V?5)kM?9EMdUwk#NwKK7@WMg7udi&;uvAw;u9S<|J z#s8eZWMyl_%={A@6j4u8gl}F5Y3K>d#4PJ`H_+tdf<&<8!rm{P-IpKFt 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