diff --git a/keras-ddpg.ipynb b/keras-ddpg.ipynb index 12a7ed9..2c548df 100644 --- a/keras-ddpg.ipynb +++ b/keras-ddpg.ipynb @@ -5,8 +5,8 @@ "execution_count": 1, "metadata": { "ExecuteTime": { - "end_time": "2017-07-17T10:15:05.702224Z", - "start_time": "2017-07-17T18:15:04.990125+08:00" + "end_time": "2017-07-19T00:18:19.655784Z", + "start_time": "2017-07-19T08:18:18.451533+08:00" } }, "outputs": [ @@ -50,8 +50,8 @@ "execution_count": 2, "metadata": { "ExecuteTime": { - "end_time": "2017-07-17T10:15:26.916172Z", - "start_time": "2017-07-17T18:15:05.703848+08:00" + "end_time": "2017-07-19T00:18:59.840242Z", + "start_time": "2017-07-19T08:18:19.659037+08:00" } }, "outputs": [ @@ -98,8 +98,8 @@ "execution_count": 3, "metadata": { "ExecuteTime": { - "end_time": "2017-07-17T10:15:26.946860Z", - "start_time": "2017-07-17T18:15:26.917536+08:00" + "end_time": "2017-07-19T00:18:59.898222Z", + "start_time": "2017-07-19T08:18:59.843115+08:00" }, "collapsed": true }, @@ -118,8 +118,8 @@ "execution_count": 4, "metadata": { "ExecuteTime": { - "end_time": "2017-07-17T10:15:26.985743Z", - "start_time": "2017-07-17T18:15:26.949582+08:00" + "end_time": "2017-07-19T00:18:59.957397Z", + "start_time": "2017-07-19T08:18:59.916160+08:00" }, "collapsed": true }, @@ -144,9 +144,10 @@ "execution_count": 5, "metadata": { "ExecuteTime": { - "end_time": "2017-07-17T10:15:27.026953Z", - "start_time": "2017-07-17T18:15:26.988177+08:00" - } + "end_time": "2017-07-19T00:19:00.011315Z", + "start_time": "2017-07-19T08:18:59.960986+08:00" + }, + "collapsed": true }, "outputs": [], "source": [ @@ -158,9 +159,10 @@ "execution_count": 6, "metadata": { "ExecuteTime": { - "end_time": "2017-07-17T10:15:27.191366Z", - "start_time": "2017-07-17T18:15:27.028466+08:00" - } + "end_time": "2017-07-19T00:19:00.359655Z", + "start_time": "2017-07-19T08:19:00.035323+08:00" + }, + "collapsed": true }, "outputs": [], "source": [ @@ -208,8 +210,8 @@ "execution_count": 7, "metadata": { "ExecuteTime": { - "end_time": "2017-07-17T10:15:27.355794Z", - "start_time": "2017-07-17T18:15:27.192969+08:00" + "end_time": "2017-07-19T00:19:00.607476Z", + "start_time": "2017-07-19T08:19:00.368239+08:00" } }, "outputs": [ @@ -342,15 +344,15 @@ "execution_count": 8, "metadata": { "ExecuteTime": { - "end_time": "2017-07-17T10:15:28.106063Z", - "start_time": "2017-07-17T18:15:27.358037+08:00" + "end_time": "2017-07-19T00:19:01.457065Z", + "start_time": "2017-07-19T08:19:00.610527+08:00" } }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 8, @@ -1102,7 +1104,7 @@ " )\n", "\n", "# After training is done, we save the final weights.\n", - "agent.save_weights('outputs/agent_{}_weights.h5f'.format('portfolio-ddpg-keras-rl'), overwrite=True)" + "agent.save_weights('outputs/agent_portfolio-ddpg-keras/agent_{}_weights.h5f'.format('portfolio-ddpg-keras-rl'), overwrite=True)" ] }, { @@ -1111,7 +1113,8 @@ "metadata": { "ExecuteTime": { "start_time": "2017-07-17T00:08:54.105Z" - } + }, + "collapsed": true }, "outputs": [], "source": [] @@ -1123,11 +1126,12 @@ "ExecuteTime": { "end_time": "2017-07-17T23:15:42.602887Z", "start_time": "2017-07-18T07:15:42.540861+08:00" - } + }, + "collapsed": true }, "outputs": [], "source": [ - "agent.save_weights('outputs/agent_{}_weights.h5f'.format('portfolio-ddpg-keras-rl'), overwrite=True)" + "agent.save_weights('outputs/agent_portfolio-ddpg-keras/agent_{}_weights.h5f'.format('portfolio-ddpg-keras-rl'), overwrite=True)" ] }, { @@ -1142,193 +1146,12 @@ "execution_count": 19, "metadata": { "ExecuteTime": { - "end_time": "2017-07-17T23:15:45.654599Z", - "start_time": "2017-07-18T07:15:43.749075+08:00" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Testing for 10 episodes ...\n", - "Episode 1: reward: -0.002, steps: 30\n", - "Episode 2: reward: -0.003, steps: 30\n", - "Episode 3: reward: 0.001, steps: 30\n", - "Episode 4: reward: 0.000, steps: 30\n", - "Episode 5: reward: 0.001, steps: 30\n", - "Episode 6: reward: 0.000, steps: 30\n", - "Episode 7: reward: 0.002, steps: 30\n", - "Episode 8: reward: -0.001, steps: 30\n", - "Episode 9: reward: -0.001, steps: 30\n", - "Episode 10: reward: -0.001, steps: 30\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Finally, evaluate our algorithm for 5 episodes.\n", - "agent.test(env_test, nb_episodes=10, visualize=False)" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "ExecuteTime": { - "end_time": "2017-07-17T23:16:07.344443Z", - "start_time": "2017-07-18T07:16:06.996388+08:00" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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SkpJ48803GTRoUKOheX9/f5577jny8vIYOnQo48aNY/jw4SxcuJCPPvqIyspK7rzzzvPG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\nHWwqrGNTUR05FY0t94UEmDhtUAgT4oKYEB/EgKC+Nd0tMdTKn+am8NT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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# show one run vs average market performance\n", - "df = pd.DataFrame(env_test.infos)\n", - "df.portfolio_value.plot()\n", - "df.returns.plot(label='mean market performance')\n", - "plt.legend()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "end_time": "2017-07-17T03:27:58.958616Z", - "start_time": "2017-07-17T11:27:58.887653+08:00" + "end_time": "2017-07-19T00:23:16.506109Z", + "start_time": "2017-07-19T08:23:16.460928+08:00" }, "collapsed": true }, "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "ExecuteTime": { - "end_time": "2017-07-17T23:15:52.952542Z", - "start_time": "2017-07-18T07:15:50.492399+08:00" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Testing for 1 episodes ...\n", - "Episode 1: reward: 0.004, steps: 30\n", - "APV (Accumulated portfolio value): \t 1.12\n", - "SR (Sharpe ratio): \t 79.15\n", - "MDD (max drawdown): \t-5.19%\n", - "\n", - "Testing for 1 episodes ...\n", - "Episode 1: reward: 0.001, steps: 30\n", - "APV (Accumulated portfolio value): \t 1.04\n", - "SR (Sharpe ratio): \t 482.33\n", - "MDD (max drawdown): \t-0.48%\n", - "\n", - "Testing for 1 episodes ...\n", - "Episode 1: reward: 0.001, steps: 30\n", - "APV (Accumulated portfolio value): \t 1.04\n", - "SR (Sharpe ratio): \t 244.97\n", - "MDD (max drawdown): \t-2.96%\n", - "\n", - "Testing for 1 episodes ...\n", - "Episode 1: reward: -0.000, steps: 30\n", - "APV (Accumulated portfolio value): \t 1.00\n", - "SR (Sharpe ratio): \t 1215.63\n", - "MDD (max drawdown): \t-1.65%\n", - "\n", - "Testing for 1 episodes ...\n", - "Episode 1: reward: 0.000, steps: 30\n", - "APV (Accumulated portfolio value): \t 1.01\n", - "SR (Sharpe ratio): \t 429.38\n", - "MDD (max drawdown): \t-5.56%\n", - "\n", - "Testing for 1 episodes ...\n", - "Episode 1: reward: -0.000, steps: 30\n", - "APV (Accumulated portfolio value): \t 0.99\n", - "SR (Sharpe ratio): \t 867.42\n", - "MDD (max drawdown): \t-2.31%\n", - "\n", - "Testing for 1 episodes ...\n", - "Episode 1: reward: -0.001, steps: 30\n", - "APV (Accumulated portfolio value): \t 0.97\n", - "SR (Sharpe ratio): \t 403.18\n", - "MDD (max drawdown): \t-4.80%\n", - "\n", - "Testing for 1 episodes ...\n", - "Episode 1: reward: -0.001, steps: 30\n", - "APV (Accumulated portfolio value): \t 0.96\n", - "SR (Sharpe ratio): \t 375.51\n", - "MDD (max drawdown): \t-5.06%\n", - "\n", - "Testing for 1 episodes ...\n", - "Episode 1: reward: -0.000, steps: 30\n", - "APV (Accumulated portfolio value): \t 0.99\n", - "SR (Sharpe ratio): \t 1047.92\n", - "MDD (max drawdown): \t-2.18%\n", - "\n", - "Testing for 1 episodes ...\n", - "Episode 1: reward: 0.000, steps: 30\n", - "APV (Accumulated portfolio value): \t 1.00\n", - "SR (Sharpe ratio): \t 456.81\n", - "MDD (max drawdown): \t-5.76%\n", - "\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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oJUDd3Yl+/imw2zFuumNIZUi11jSeCFFZ5qepPtT7+PGqINCDO9EgM9tKZo6V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\nHc/SpUu5//77Aejs7MTj8Yy6T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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], "source": [ "def sharpe(returns, freq=30, rfr=0):\n", " \"\"\"Given a set of returns, calculates naive (rfr=0) sharpe (eq 28) \"\"\"\n", @@ -1340,15 +1163,319 @@ " peak = returns.max()\n", " i = returns.argmax()\n", " trough = returns[returns.argmax():].min()\n", - " return (trough-peak)/trough \n", + " return (trough-peak)/trough " + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "ExecuteTime": { + "end_time": "2017-07-19T00:25:50.576137Z", + "start_time": "2017-07-19T08:24:33.101914+08:00" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Testing for 1 episodes ...\n", + "Episode 1: reward: 0.000, steps: 7613\n", + "APV (Accumulated portfolio value): \t 1.13\n", + "SR (Sharpe ratio): \t 505.72\n", + "MDD (max drawdown): \t-62.99%\n", + "\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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R8kjoELWyU4xU9nX8P0BEPq11H28zlVnN1tOJEja06o995rIBTs9ZMdX5ko1z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\nFRERsZAKr4iIiIX+B75EMJuImdTPAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# one big test\n", + "df_test = pd.read_hdf('./data/poloniex_30m.hf',key='test')\n", + "steps=len(df_test)-window_length-2\n", + "env_test = PortfolioEnv(\n", + " df=df_test,\n", + " steps=steps, \n", + " scale=True, \n", + " augment=0.00,\n", + " trading_cost=0, # let just overfit first\n", + " window_length=window_length,\n", + ")\n", + "env_test.seed = 0 \n", + "\n", + "agent.load_weights('outputs/agent_portfolio-ddpg-keras/agent_{}_weights.h5f'.format('portfolio-ddpg-keras-rl'))\n", + "\n", + "agent.test(env_test, nb_episodes=1, visualize=False)\n", + "\n", + "df = pd.DataFrame(env_test.infos)\n", + "df.index=df['index']\n", + "\n", + "s=sharpe(df.rate_of_return+1)\n", + "mdd=MDD(df.rate_of_return+1)\n", + "print('APV (Accumulated portfolio value): \\t{: 2.2f}'.format(df.portfolio_value.iloc[-1]))\n", + "print('SR (Sharpe ratio): \\t{: 2.2f}'.format( s))\n", + "print('MDD (max drawdown): \\t{: 2.2%}'.format( mdd))\n", + "print('')\n", + "\n", + "# show one run vs average market performance\n", + "df.portfolio_value.plot()\n", + "df.mean_market_returns.cumprod().plot(label='mean market performance')\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "ExecuteTime": { + "end_time": "2017-07-19T00:28:20.685587Z", + "start_time": "2017-07-19T08:28:20.632941+08:00" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "index\n", + "2017-02-27 12:30:00 0.372678\n", + "2017-02-27 13:00:00 0.351561\n", + "2017-02-27 13:30:00 0.351561\n", + "2017-02-27 14:00:00 0.351561\n", + "2017-02-27 14:30:00 0.351561\n", + "2017-02-27 15:00:00 0.351561\n", + "2017-02-27 15:30:00 0.351561\n", + "2017-02-27 16:00:00 0.351561\n", + "2017-02-27 16:30:00 0.351561\n", + "2017-02-27 17:00:00 0.351561\n", + "2017-02-27 17:30:00 0.351561\n", + "2017-02-27 18:00:00 0.351561\n", + "2017-02-27 18:30:00 0.351561\n", + "2017-02-27 19:00:00 0.351561\n", + "2017-02-27 19:30:00 0.351561\n", + "2017-02-27 20:00:00 0.351561\n", + "2017-02-27 20:30:00 0.351561\n", + "2017-02-27 21:00:00 0.351561\n", + "2017-02-27 21:30:00 0.351561\n", + "2017-02-27 22:00:00 0.351561\n", + "2017-02-27 22:30:00 0.351561\n", + "2017-02-27 23:00:00 0.351561\n", + "2017-02-27 23:30:00 0.351561\n", + "2017-02-28 00:00:00 0.351561\n", + "2017-02-28 00:30:00 0.351561\n", + "2017-02-28 01:00:00 0.351561\n", + "2017-02-28 01:30:00 0.351561\n", + "2017-02-28 02:00:00 0.351561\n", + "2017-02-28 02:30:00 0.351561\n", + "2017-02-28 03:00:00 0.351561\n", + "2017-02-28 03:30:00 0.351561\n", + "Name: weights, dtype: float64" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# The weights appear to be static, so the model hasn't learnt much\n", + "df.index = df['index']\n", + "df.weights.apply(lambda x:x.std())" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "ExecuteTime": { + "end_time": "2017-07-19T00:26:09.012084Z", + "start_time": "2017-07-19T08:26:08.863333+08:00" + }, + "collapsed": true + }, + "outputs": [], + "source": [ + "df_test = pd.read_hdf('./data/poloniex_30m.hf',key='test')\n", + "env_test = PortfolioEnv(\n", + " df=df_test,\n", + " steps=30, \n", + " scale=True, \n", + " augment=0.00,\n", + " trading_cost=0, # let just overfit first\n", + " window_length=window_length,\n", + ")\n", + "env_test.seed = 0 " + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "ExecuteTime": { + "end_time": "2017-07-19T00:26:12.518306Z", + "start_time": "2017-07-19T08:26:09.224038+08:00" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Testing for 10 episodes ...\n", + "Episode 1: reward: 0.001, steps: 30\n", + "Episode 2: reward: -0.000, steps: 30\n", + "Episode 3: reward: 0.001, steps: 30\n", + "Episode 4: reward: 0.000, steps: 30\n", + "Episode 5: reward: -0.000, steps: 30\n", + "Episode 6: reward: 0.001, steps: 30\n", + "Episode 7: reward: -0.000, steps: 30\n", + "Episode 8: reward: 0.000, steps: 30\n", + "Episode 9: reward: 0.001, steps: 30\n", + "Episode 10: reward: -0.000, steps: 30\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Finally, evaluate our algorithm for 5 episodes.\n", + "agent.test(env_test, nb_episodes=10, visualize=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "ExecuteTime": { + "end_time": "2017-07-19T00:26:16.847387Z", + "start_time": "2017-07-19T08:26:12.521925+08:00" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Testing for 1 episodes ...\n", + "Episode 1: reward: 0.002, steps: 30\n", + "APV (Accumulated portfolio value): \t 1.07\n", + "SR (Sharpe ratio): \t 669.63\n", + "MDD (max drawdown): \t-4.60%\n", + "\n", + "Testing for 1 episodes ...\n", + "Episode 1: reward: 0.001, steps: 30\n", + "APV (Accumulated portfolio value): \t 1.04\n", + "SR (Sharpe ratio): \t 1006.51\n", + "MDD (max drawdown): \t-2.17%\n", + "\n", + "Testing for 1 episodes ...\n", + "Episode 1: reward: -0.001, steps: 30\n", + "APV (Accumulated portfolio value): \t 0.98\n", + "SR (Sharpe ratio): \t 615.74\n", + "MDD (max drawdown): \t-3.08%\n", + "\n", + "Testing for 1 episodes ...\n", + "Episode 1: reward: 0.002, steps: 30\n", + "APV (Accumulated portfolio value): \t 1.05\n", + "SR (Sharpe ratio): \t 536.83\n", + "MDD (max drawdown): \t-5.68%\n", + "\n", + "Testing for 1 episodes ...\n", + "Episode 1: reward: 0.001, steps: 30\n", + "APV (Accumulated portfolio value): \t 1.03\n", + "SR (Sharpe ratio): \t 779.36\n", + "MDD (max drawdown): \t-3.96%\n", + "\n", + "Testing for 1 episodes ...\n", + "Episode 1: reward: -0.007, steps: 30\n", + "APV (Accumulated portfolio value): \t 0.81\n", + "SR (Sharpe ratio): \t 154.37\n", + "MDD (max drawdown): \t-13.89%\n", + "\n", + "Testing for 1 episodes ...\n", + "Episode 1: reward: -0.003, steps: 30\n", + "APV (Accumulated portfolio value): \t 0.90\n", + "SR (Sharpe ratio): \t 296.44\n", + "MDD (max drawdown): \t 0.00%\n", + "\n", + "Testing for 1 episodes ...\n", + "Episode 1: reward: -0.001, steps: 30\n", + "APV (Accumulated portfolio value): \t 0.98\n", + "SR (Sharpe ratio): \t 639.99\n", + "MDD (max drawdown): \t-3.78%\n", + "\n", + "Testing for 1 episodes ...\n", + "Episode 1: reward: -0.000, steps: 30\n", + "APV (Accumulated portfolio value): \t 0.99\n", + "SR (Sharpe ratio): \t 1455.98\n", + "MDD (max drawdown): \t-1.98%\n", + "\n", + "Testing for 1 episodes ...\n", + "Episode 1: reward: 0.002, steps: 30\n", + "APV (Accumulated portfolio value): \t 1.08\n", + "SR (Sharpe ratio): \t 447.27\n", + "MDD (max drawdown): \t-5.61%\n", + "\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + 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QUVFBZ2cnx44do6WlhcuXL7Nx40Z2795Ndnb2Hf4EYCQE7ZeSlc0qV3iwmYhGEP/4AujO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Wg1w382ejxFUTg99XoAdtT/IySPCMOBww9LblqaewebjbA7HCRhn9Ck5KuAnlZ2IHl9HtZXLqfS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\nN5MaPTnUIYkRyoufz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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ "\n", "for i in range(10):\n", " agent.test(env_test, nb_episodes=1, visualize=False)\n", " df = pd.DataFrame(env_test.infos)\n", - " sharpe(df.portfolio_value)\n", + " s=sharpe(df.rate_of_return+1)\n", + " mdd=MDD(df.rate_of_return+1)\n", " print('APV (Accumulated portfolio value): \\t{: 2.2f}'.format(df.portfolio_value.iloc[-1]))\n", - " print('SR (Sharpe ratio): \\t{: 2.2f}'.format( sharpe(df.portfolio_value)))\n", - " print('MDD (max drawdown): \\t{: 2.2%}'.format( MDD(df.portfolio_value)))\n", + " print('SR (Sharpe ratio): \\t{: 2.2f}'.format( s))\n", + " print('MDD (max drawdown): \\t{: 2.2%}'.format( mdd))\n", " print('')\n", " df.portfolio_value.plot(label=str(i))\n", "plt.legend()" diff --git a/src/environments/portfolio.py b/src/environments/portfolio.py index 0d04db9..f9db614 100644 --- a/src/environments/portfolio.py +++ b/src/environments/portfolio.py @@ -219,7 +219,7 @@ class PortfolioEnv(gym.Env): weights = action # [cash_bias, w0, w1...] weights /= (weights.sum() + eps) - weights[0] += np.clip(1 -weights.sum(), 0, 1) # so if weights are all zeros we normalise to [1,0...] + weights[0] += np.clip(1 - weights.sum(), 0, 1) # so if weights are all zeros we normalise to [1,0...] assert ((action >= 0) * (action <= 1)).all(), 'all action values should be between 0 and 1. Not %s' % action np.testing.assert_almost_equal( @@ -234,12 +234,15 @@ class PortfolioEnv(gym.Env): # add dates info['index'] = self.src.data.index[self.src.step] info['steps'] = self.src.step - self.infos.append(info) + info['cash_bias'] = info['weights'][0] + info['mean_market_returns'] = info['returns'].mean() + self.infos.append(info.copy()) - # for keras-rl it only wants a single dict of numberic values FIXME + # for keras-rl it only wants a single dict of numberic values if 'weights' in info: + info['cash_bias'] = info['weights'][0] del info['weights'] - info['returns'] = info['returns'].mean() + del info['returns'] del info['index'] return observation, reward, done1 + done2, info diff --git a/tensorforce-VPG.ipynb b/tensorforce-VPG.ipynb index 8b95cb9..9d808fd 100644 --- a/tensorforce-VPG.ipynb +++ b/tensorforce-VPG.ipynb @@ -5,8 +5,8 @@ "execution_count": 1, "metadata": { "ExecuteTime": { - "end_time": "2017-07-17T04:40:38.699361Z", - "start_time": "2017-07-17T12:40:37.895857+08:00" + "end_time": "2017-07-18T23:33:53.216398Z", + "start_time": "2017-07-19T07:33:52.043506+08:00" }, "collapsed": true }, @@ -46,8 +46,8 @@ "execution_count": 2, "metadata": { "ExecuteTime": { - "end_time": "2017-07-17T04:40:38.734159Z", - "start_time": "2017-07-17T12:40:38.706778+08:00" + "end_time": "2017-07-18T23:33:53.256374Z", + "start_time": "2017-07-19T07:33:53.219378+08:00" }, "collapsed": true }, @@ -63,8 +63,8 @@ "execution_count": 3, "metadata": { "ExecuteTime": { - "end_time": "2017-07-17T04:40:38.755714Z", - "start_time": "2017-07-17T12:40:38.736776+08:00" + "end_time": "2017-07-18T23:33:53.334706Z", + "start_time": "2017-07-19T07:33:53.312674+08:00" }, "collapsed": true }, @@ -78,21 +78,21 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 19, "metadata": { "ExecuteTime": { - "end_time": "2017-07-17T04:42:55.670497Z", - "start_time": "2017-07-17T12:42:55.631265+08:00" + "end_time": "2017-07-18T23:35:50.571504Z", + "start_time": "2017-07-19T07:35:50.533547+08:00" } }, "outputs": [ { "data": { "text/plain": [ - "'./outputs/tensorforce-VPG_20170717_04-42-55.model'" + "'./outputs/tensorforce-VPG/tensorforce-VPG_20170717_04-42-55.model'" ] }, - "execution_count": 21, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -101,10 +101,7 @@ "# params\n", "window_length = 50\n", "\n", - "ts = datetime.datetime.utcnow().strftime(\"%Y%m%d_%H-%M-%S\")\n", - "save_path = './outputs/tensorforce-VPG/tensorforce-VPG_{}'.format(ts)\n", - "if not os.path.isdir(os.path.basename(save_path)):\n", - " os.makedirs(os.path.basename(save_path))\n", + "save_path = './outputs/tensorforce-VPG/tensorforce-VPG_20170717_04-42-55.model'\n", "save_path" ] }, @@ -120,9 +117,10 @@ "execution_count": 5, "metadata": { "ExecuteTime": { - "end_time": "2017-07-17T04:40:38.806488Z", - "start_time": "2017-07-17T12:40:38.776905+08:00" - } + "end_time": "2017-07-18T23:33:55.549359Z", + "start_time": "2017-07-19T07:33:55.518494+08:00" + }, + "collapsed": true }, "outputs": [], "source": [ @@ -134,9 +132,10 @@ "execution_count": 6, "metadata": { "ExecuteTime": { - "end_time": "2017-07-17T04:40:38.841112Z", - "start_time": "2017-07-17T12:40:38.809267+08:00" - } + "end_time": "2017-07-18T23:33:55.970244Z", + "start_time": "2017-07-19T07:33:55.921863+08:00" + }, + "collapsed": true }, "outputs": [], "source": [ @@ -166,8 +165,8 @@ "execution_count": 7, "metadata": { "ExecuteTime": { - "end_time": "2017-07-17T04:40:39.091945Z", - "start_time": "2017-07-17T12:40:38.879694+08:00" + "end_time": "2017-07-18T23:33:56.770052Z", + "start_time": "2017-07-19T07:33:56.472706+08:00" } }, "outputs": [ @@ -176,9 +175,9 @@ "output_type": "stream", "text": [ "INFO:gym.envs.registration:Making new env: CartPole-v0\n", - "[2017-07-17 12:40:39,081] Making new env: CartPole-v0\n", + "[2017-07-19 07:33:56,754] Making new env: CartPole-v0\n", "INFO:gym.envs.registration:Making new env: CartPole-v0\n", - "[2017-07-17 12:40:39,086] Making new env: CartPole-v0\n" + "[2017-07-19 07:33:56,762] Making new env: CartPole-v0\n" ] } ], @@ -219,8 +218,8 @@ "execution_count": 8, "metadata": { "ExecuteTime": { - "end_time": "2017-07-17T04:40:39.149717Z", - "start_time": "2017-07-17T12:40:39.093507+08:00" + "end_time": "2017-07-18T23:33:57.409802Z", + "start_time": "2017-07-19T07:33:57.344037+08:00" } }, "outputs": [ @@ -228,7 +227,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.0 False {'reward': 0.0, 'log_return': 0.0, 'portfolio_value': 1.0, 'returns': 0.99846341845932207, 'rate_of_return': 0.0, 'cost': 0.0, 'steps': 2}\n", + "0.0 False {'reward': 0.0, 'log_return': 0.0, 'portfolio_value': 1.0, 'returns': 1.002080046461342, 'rate_of_return': 0.0, 'cost': 0.0, 'steps': 2}\n", "(5, 50, 3) (5, 50, 3)\n" ] } @@ -260,8 +259,8 @@ "execution_count": 9, "metadata": { "ExecuteTime": { - "end_time": "2017-07-17T04:40:40.448570Z", - "start_time": "2017-07-17T12:40:39.313383+08:00" + "end_time": "2017-07-18T23:34:00.130454Z", + "start_time": "2017-07-19T07:33:58.522915+08:00" }, "collapsed": true }, @@ -277,8 +276,8 @@ "execution_count": 10, "metadata": { "ExecuteTime": { - "end_time": "2017-07-17T04:40:40.552632Z", - "start_time": "2017-07-17T12:40:40.451085+08:00" + "end_time": "2017-07-18T23:34:00.270034Z", + "start_time": "2017-07-19T07:34:00.132722+08:00" }, "collapsed": true }, @@ -363,8 +362,8 @@ "execution_count": 11, "metadata": { "ExecuteTime": { - "end_time": "2017-07-17T04:40:40.583828Z", - "start_time": "2017-07-17T12:40:40.554160+08:00" + "end_time": "2017-07-18T23:34:00.316522Z", + "start_time": "2017-07-19T07:34:00.272099+08:00" }, "collapsed": true }, @@ -396,12 +395,13 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 12, "metadata": { "ExecuteTime": { - "end_time": "2017-07-17T04:48:08.638552Z", - "start_time": "2017-07-17T12:48:07.500043+08:00" - } + "end_time": "2017-07-18T23:34:03.536267Z", + "start_time": "2017-07-19T07:34:01.897688+08:00" + }, + "collapsed": true }, "outputs": [], "source": [ @@ -463,11 +463,11 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 13, "metadata": { "ExecuteTime": { - "end_time": "2017-07-17T23:17:41.210881Z", - "start_time": "2017-07-18T07:17:41.185857+08:00" + "end_time": "2017-07-18T23:34:03.573173Z", + "start_time": "2017-07-19T07:34:03.538004+08:00" }, "collapsed": true }, @@ -487,13 +487,14 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 28, "metadata": { "ExecuteTime": { - "end_time": "2017-07-17T04:48:08.677549Z", - "start_time": "2017-07-17T12:48:08.640064+08:00" + "end_time": "2017-07-18T23:37:56.111189Z", + "start_time": "2017-07-19T07:37:56.058910+08:00" }, - "code_folding": [] + "code_folding": [], + "collapsed": true }, "outputs": [], "source": [ @@ -504,7 +505,7 @@ " def __init__(self, log_intv):\n", " self.log_intv = log_intv\n", " self.portfolio_values = [] \n", - " sefl.mdds=[]\n", + " self.mdds=[]\n", " self.sharpes=[]\n", " \n", " def __call__(self, r):\n", @@ -512,8 +513,8 @@ " self.portfolio_values.append(r.environment.gym.sim.infos[-1]['portfolio_value'])\n", " \n", " df = pd.DataFrame(r.environment.gym.sim.infos)\n", - " self.mdds.append(MDD(df.portfolio_value))\n", - " self.sharpes.append(sharpe(df.portfolio_value))\n", + " self.mdds.append(MDD(df.rate_of_return+1))\n", + " self.sharpes.append(sharpe(df.rate_of_return+1))\n", " if r.episode % self.log_intv == 0:\n", " print(\n", " \"Finished episode {ep} after {ts} timesteps (reward: {reward: 2.4f} [{rewards_min: 2.4f}, {rewards_max: 2.4f}]) portfolio_value: {portfolio_value: 2.4f} [{portfolio_value_min: 2.4f}, {portfolio_value_max: 2.4f}] mdd={mdd: 2.2%} sharpe={sharpe: 2.2f}\".\n", @@ -535,13 +536,14 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 15, "metadata": { "ExecuteTime": { - "end_time": "2017-07-17T04:48:08.719146Z", - "start_time": "2017-07-17T12:48:08.679728+08:00" + "end_time": "2017-07-18T23:34:05.506599Z", + "start_time": "2017-07-19T07:34:05.465057+08:00" }, - "code_folding": [] + "code_folding": [], + "collapsed": true }, "outputs": [], "source": [ @@ -577,12 +579,13 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 16, "metadata": { "ExecuteTime": { - "end_time": "2017-07-17T04:48:09.112354Z", - "start_time": "2017-07-17T12:48:09.075608+08:00" - } + "end_time": "2017-07-18T23:34:07.847504Z", + "start_time": "2017-07-19T07:34:07.808241+08:00" + }, + "collapsed": true }, "outputs": [], "source": [ @@ -590,6 +593,36 @@ "runner = Runner(agent=agent, environment=environment, save_path=save_path, save_episodes=10000)" ] }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "ExecuteTime": { + "end_time": "2017-07-18T23:35:58.312363Z", + "start_time": "2017-07-19T07:35:58.165555+08:00" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Restoring parameters from ./outputs/tensorforce-VPG/tensorforce-VPG_20170717_04-42-55.model\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Restoring parameters from ./outputs/tensorforce-VPG/tensorforce-VPG_20170717_04-42-55.model\n", + "[2017-07-19 07:35:58,198] Restoring parameters from ./outputs/tensorforce-VPG/tensorforce-VPG_20170717_04-42-55.model\n" + ] + } + ], + "source": [ + "agent.load_model(save_path)" + ] + }, { "cell_type": "code", "execution_count": 29, @@ -1065,28 +1098,136 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2017-07-17T23:17:27.616550Z", - "start_time": "2017-07-18T07:17:27.585320+08:00" + "end_time": "2017-07-19T00:09:54.262405Z", + "start_time": "2017-07-19T08:09:54.226639+08:00" } }, "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": { + "ExecuteTime": { + "end_time": "2017-07-19T00:12:31.618216Z", + "start_time": "2017-07-19T08:11:11.960245+08:00" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:gym.envs.registration:Making new env: CartPole-v0\n", + "[2017-07-19 08:11:12,136] Making new env: CartPole-v0\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Restoring parameters from ./outputs/tensorforce-VPG/tensorforce-VPG_20170717_04-42-55.model\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Restoring parameters from ./outputs/tensorforce-VPG/tensorforce-VPG_20170717_04-42-55.model\n", + "[2017-07-19 08:11:12,145] Restoring parameters from ./outputs/tensorforce-VPG/tensorforce-VPG_20170717_04-42-55.model\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "APV (Accumulated portfolio value): \t 20.01\n", + "SR (Sharpe ratio): \t 599.91\n", + "MDD (max drawdown): \t-18.22%\n", + "\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 103, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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rB5nc8VHv/Jh0D/oNEEIimqdkYudpRPYVikI0F7bzdJ7hYxJ8PsefxKekFAnG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\nOI3oBt/7ztXNq6kcHRvTrPVFRNoz3eOVUzJNk4WvLWfD2s0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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# # TODO turn off learning during test\n", + "# one big test\n", + "df_test = pd.read_hdf('./data/poloniex_30m.hf',key='test')\n", + "steps=len(df_test)-window_length-2\n", + "env_test = EnvWrapper(\n", + " df=df_test,\n", + " steps=steps, \n", + " scale=True, \n", + " augment=0.00,\n", + " trading_cost=0, # let just overfit first\n", + " window_length=window_length,\n", + ")\n", + "env_test.seed = 0 \n", + "environment_test = OpenAIGym('CartPole-v0')\n", + "environment_test.gym = env_test\n", + "\n", + "agent.load_model(save_path)\n", "runner_test = Runner(agent=agent, environment=environment_test)\n", - "# runner_test.run(\n", - "# episodes=100, max_timesteps=32, episode_finished=EpisodeFinished(10))" + "runner_test.run(\n", + "episodes=1, max_timesteps=steps, episode_finished=EpisodeFinished(10))\n", + "\n", + "df = pd.DataFrame(env_test.infos)\n", + "df.index=df['index']\n", + "\n", + "s=sharpe(df.rate_of_return+1)\n", + "mdd=MDD(df.rate_of_return+1)\n", + "print('APV (Accumulated portfolio value): \\t{: 2.2f}'.format(df.portfolio_value.iloc[-1]))\n", + "print('SR (Sharpe ratio): \\t{: 2.2f}'.format( s))\n", + "print('MDD (max drawdown): \\t{: 2.2%}'.format( mdd))\n", + "print('')\n", + "\n", + "# show one run vs average market performance\n", + "df.portfolio_value.plot()\n", + "df.mean_market_returns.cumprod().plot(label='mean market performance')\n", + "plt.legend()" ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2017-07-17T23:17:48.482893Z", - "start_time": "2017-07-18T07:17:46.193544+08:00" + "end_time": "2017-07-19T00:29:25.147844Z", + "start_time": "2017-07-19T08:29:25.086489+08:00" + } + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 114, + "metadata": { + "ExecuteTime": { + "end_time": "2017-07-19T00:31:47.249042Z", + "start_time": "2017-07-19T08:31:39.043185+08:00" } }, "outputs": [ @@ -1094,63 +1235,78 @@ "name": "stdout", "output_type": "stream", "text": [ - "APV (Accumulated portfolio value): \t 1.04\n", - "SR (Sharpe ratio): \t 399.28\n", - "MDD (max drawdown): \t 0.00%\n", + "INFO:tensorflow:Restoring parameters from ./outputs/tensorforce-VPG/tensorforce-VPG_20170717_04-42-55.model\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Restoring parameters from ./outputs/tensorforce-VPG/tensorforce-VPG_20170717_04-42-55.model\n", + "[2017-07-19 08:31:39,085] Restoring parameters from ./outputs/tensorforce-VPG/tensorforce-VPG_20170717_04-42-55.model\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "APV (Accumulated portfolio value): \t 1.00\n", + "SR (Sharpe ratio): \t 809.26\n", + "MDD (max drawdown): \t-4.06%\n", "\n", "APV (Accumulated portfolio value): \t 1.00\n", - "SR (Sharpe ratio): \t 1222.64\n", - "MDD (max drawdown): \t-1.60%\n", - "\n", - "APV (Accumulated portfolio value): \t 0.97\n", - "SR (Sharpe ratio): \t 227.02\n", - "MDD (max drawdown): \t-9.36%\n", - "\n", - "APV (Accumulated portfolio value): \t 1.01\n", - "SR (Sharpe ratio): \t 516.06\n", - "MDD (max drawdown): \t-1.88%\n", + "SR (Sharpe ratio): \t 791.37\n", + "MDD (max drawdown): \t-2.51%\n", "\n", "APV (Accumulated portfolio value): \t 0.99\n", - "SR (Sharpe ratio): \t 799.90\n", - "MDD (max drawdown): \t-2.10%\n", + "SR (Sharpe ratio): \t 946.75\n", + "MDD (max drawdown): \t-2.71%\n", "\n", - "APV (Accumulated portfolio value): \t 1.00\n", - "SR (Sharpe ratio): \t 1791.97\n", - "MDD (max drawdown): \t-1.16%\n", + "APV (Accumulated portfolio value): \t 1.01\n", + "SR (Sharpe ratio): \t 999.40\n", + "MDD (max drawdown): \t-3.05%\n", "\n", - "APV (Accumulated portfolio value): \t 1.02\n", - "SR (Sharpe ratio): \t 533.62\n", - "MDD (max drawdown): \t-0.72%\n", + "APV (Accumulated portfolio value): \t 1.01\n", + "SR (Sharpe ratio): \t 1216.19\n", + "MDD (max drawdown): \t-1.91%\n", "\n", - "APV (Accumulated portfolio value): \t 0.93\n", - "SR (Sharpe ratio): \t 217.96\n", - "MDD (max drawdown): \t-9.15%\n", + "APV (Accumulated portfolio value): \t 0.99\n", + "SR (Sharpe ratio): \t 745.02\n", + "MDD (max drawdown): \t-3.63%\n", "\n", "APV (Accumulated portfolio value): \t 0.98\n", - "SR (Sharpe ratio): \t 278.85\n", - "MDD (max drawdown): \t-7.73%\n", + "SR (Sharpe ratio): \t 829.13\n", + "MDD (max drawdown): \t-3.21%\n", "\n", - "APV (Accumulated portfolio value): \t 1.02\n", - "SR (Sharpe ratio): \t 676.51\n", - "MDD (max drawdown): \t-0.97%\n", + "APV (Accumulated portfolio value): \t 1.01\n", + "SR (Sharpe ratio): \t 715.65\n", + "MDD (max drawdown): \t-4.08%\n", + "\n", + "APV (Accumulated portfolio value): \t 1.01\n", + "SR (Sharpe ratio): \t 1214.23\n", + "MDD (max drawdown): \t-1.83%\n", + "\n", + "APV (Accumulated portfolio value): \t 0.99\n", + "SR (Sharpe ratio): \t 868.21\n", + "MDD (max drawdown): \t-3.38%\n", "\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 35, + "execution_count": 114, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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LdmtTyhBsg0kjdr4Mna1IWx5BWlAzqX0Zgm0w52g8lyARFyxcbJuxBTqukldoMQLG7nK8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tOaknykX/hRhA0GnDlZtHm82KtrOFDr5u5SP25V8NMp8ZwzuuuAN4PLhaO0Ak04jDfGjjMzA6k9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\n0SFYDKluVlNHl3iZJmTscM8SL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xP5nnR0xvZTH8jPH/z8jn+0+EFQsOvj0a+FhKHad0Z1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\n7ccey8zMJDExEavVitVqJSoqivT0dEaOHEmXLq7txEzTxN/N9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MTU0NO3bsoKamhpqaGtLT01m0aBFZWVljSihzuVzs3r2bPXv24Ha7sdlsLF26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CkuN7Ci0MbzJ/vY1RS8ZdxvYSRE1WF1Y4I82IUIxxL86uUtzPDXIcka1q69nRkzZhAMBjly5Agn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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1158,14 +1314,22 @@ } ], "source": [ + "agent.load_model(save_path)\n", + "runner_test = Runner(agent=agent, environment=environment_test)\n", + "data=[]\n", "for i in range(10):\n", + " environment_test.gym.seed=i\n", " runner_test.run(\n", - " episodes=1, max_timesteps=32, episode_finished=EpisodeFinished(10))\n", - " df = pd.DataFrame(env_test.infos)\n", - " sharpe(df.portfolio_value)\n", + " episodes=2, max_timesteps=32, episode_finished=EpisodeFinished(10))\n", + " df = pd.DataFrame(environment_test.gym.infos)\n", + " df.index=df['index']\n", + " \n", + " s=sharpe(df.rate_of_return+1)\n", + " mdd=MDD(df.rate_of_return+1)\n", + " data.append(dict(sharpe=s,mdd=mdd))\n", " print('APV (Accumulated portfolio value): \\t{: 2.2f}'.format(df.portfolio_value.iloc[-1]))\n", - " print('SR (Sharpe ratio): \\t{: 2.2f}'.format( sharpe(df.portfolio_value)))\n", - " print('MDD (max drawdown): \\t{: 2.2%}'.format( MDD(df.portfolio_value)))\n", + " print('SR (Sharpe ratio): \\t{: 2.2f}'.format( s))\n", + " print('MDD (max drawdown): \\t{: 2.2%}'.format( mdd))\n", " print('')\n", " df.portfolio_value.plot(label=str(i))\n", "plt.legend()" @@ -1173,29 +1337,62 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 106, "metadata": { "ExecuteTime": { - "end_time": "2017-07-17T23:17:53.990816Z", - "start_time": "2017-07-18T07:17:53.793905+08:00" + "end_time": "2017-07-19T00:20:04.645322Z", + "start_time": "2017-07-19T08:12:36.061586+08:00" } }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:gym.envs.registration:Making new env: CartPole-v0\n", + "[2017-07-19 08:12:36,358] Making new env: CartPole-v0\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Restoring parameters from ./outputs/tensorforce-VPG/tensorforce-VPG_20170717_04-42-55.model\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Restoring parameters from ./outputs/tensorforce-VPG/tensorforce-VPG_20170717_04-42-55.model\n", + "[2017-07-19 08:12:36,364] Restoring parameters from ./outputs/tensorforce-VPG/tensorforce-VPG_20170717_04-42-55.model\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "APV (Accumulated portfolio value): \t 55083.66\n", + "SR (Sharpe ratio): \t 1010.75\n", + "MDD (max drawdown): \t-13.01%\n", + "\n" + ] + }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 36, + "execution_count": 106, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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9OYsEciGE1+WVOndDvKhNAFsySsi2VdAu1LU/mHrbRsz3ZzlH34YB/QZjDLsC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Fi0PaXkuvL1u2jPLycu666y4qKytZunRp4De7w+9qNnjwYGbOnMkvf/lLRo0aRVZWFjk5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\n4eGdkdMfgPfe3HdgiafxSsB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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1203,10 +1400,42 @@ } ], "source": [ + "# one big test over train\n", + "# one big test\n", + "df_train = pd.read_hdf('./data/poloniex_30m.hf',key='train')\n", + "steps=len(df_train)-window_length-2\n", + "env = EnvWrapper(\n", + " df=df_train,\n", + " steps=steps, \n", + " scale=True, \n", + " augment=0.00,\n", + " trading_cost=0, # let just overfit first\n", + " window_length=window_length,\n", + ")\n", + "env.seed = 0 \n", + "environment = OpenAIGym('CartPole-v0')\n", + "environment.gym = env\n", + "\n", + "agent.load_model(save_path)\n", + "runner = Runner(agent=agent, environment=environment)\n", + "runner.run(\n", + "episodes=1, max_timesteps=steps, episode_finished=EpisodeFinished(10))\n", + "\n", + "df = pd.DataFrame(env.infos)\n", + "df.index=df['index']\n", + "\n", + "s=sharpe(df.rate_of_return+1)\n", + "mdd=MDD(df.rate_of_return+1)\n", + "data.append(dict(sharpe=s,mdd=mdd))\n", + "print('APV (Accumulated portfolio value): \\t{: 2.2f}'.format(df.portfolio_value.iloc[-1]))\n", + "print('SR (Sharpe ratio): \\t{: 2.2f}'.format( s))\n", + "print('MDD (max drawdown): \\t{: 2.2%}'.format( mdd))\n", + "print('')\n", + "df.portfolio_value.plot(label=str(i))\n", + "\n", "# show one run vs average market performance\n", - "df = pd.DataFrame(env_test.infos)\n", "df.portfolio_value.plot()\n", - "df.returns.plot(label='mean market performance')\n", + "df.mean_market_returns.cumprod().plot(label='mean market performance')\n", "plt.legend()" ] },