openbb_data_a2c.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import matplotlib.pyplot as plt\n",
    "import gymnasium as gym "
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Create a DF from OpenBB\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #808000; text-decoration-color: #808000\">Forecasting Toolkit is disabled. To use the Forecasting features please install the toolkit following the instructions here: https://docs.openbb.co/sdk/quickstart/installation/</span>\n",
       "\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[33mForecasting Toolkit is disabled. To use the Forecasting features please install the toolkit following the instructions here: https://docs.openbb.co/sdk/quickstart/installation/\u001b[0m\n",
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #808000; text-decoration-color: #808000\">Portfolio Optimization Toolkit is disabled. To use the Optimization features please install the toolkit following the instructions here: https://docs.openbb.co/sdk/quickstart/installation/</span>\n",
       "\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[33mPortfolio Optimization Toolkit is disabled. To use the Optimization features please install the toolkit following the instructions here: https://docs.openbb.co/sdk/quickstart/installation/\u001b[0m\n",
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Loading Daily data for GOOG with starting period 2020-03-02.\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Loading Daily data for GOOG with starting period 2020-03-02.\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from openbb_terminal.sdk import openbb\n",
    "\n",
    "df = openbb.stocks.load(\"GOOG\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Dividends</th>\n",
       "      <th>Stock Splits</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-03-02</th>\n",
       "      <td>67.580498</td>\n",
       "      <td>69.543503</td>\n",
       "      <td>66.340752</td>\n",
       "      <td>69.455498</td>\n",
       "      <td>69.455498</td>\n",
       "      <td>48630000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-03</th>\n",
       "      <td>69.971001</td>\n",
       "      <td>70.507500</td>\n",
       "      <td>66.599998</td>\n",
       "      <td>67.069504</td>\n",
       "      <td>67.069504</td>\n",
       "      <td>48046000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-04</th>\n",
       "      <td>67.961502</td>\n",
       "      <td>69.404503</td>\n",
       "      <td>67.155502</td>\n",
       "      <td>69.325996</td>\n",
       "      <td>69.325996</td>\n",
       "      <td>38266000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-05</th>\n",
       "      <td>67.510002</td>\n",
       "      <td>67.945503</td>\n",
       "      <td>65.254997</td>\n",
       "      <td>65.952003</td>\n",
       "      <td>65.952003</td>\n",
       "      <td>51226000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-06</th>\n",
       "      <td>63.853001</td>\n",
       "      <td>65.310997</td>\n",
       "      <td>63.052502</td>\n",
       "      <td>64.920502</td>\n",
       "      <td>64.920502</td>\n",
       "      <td>53212000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Open       High        Low      Close  Adj Close    Volume  \\\n",
       "date                                                                          \n",
       "2020-03-02  67.580498  69.543503  66.340752  69.455498  69.455498  48630000   \n",
       "2020-03-03  69.971001  70.507500  66.599998  67.069504  67.069504  48046000   \n",
       "2020-03-04  67.961502  69.404503  67.155502  69.325996  69.325996  38266000   \n",
       "2020-03-05  67.510002  67.945503  65.254997  65.952003  65.952003  51226000   \n",
       "2020-03-06  63.853001  65.310997  63.052502  64.920502  64.920502  53212000   \n",
       "\n",
       "            Dividends  Stock Splits  \n",
       "date                                 \n",
       "2020-03-02        0.0           0.0  \n",
       "2020-03-03        0.0           0.0  \n",
       "2020-03-04        0.0           0.0  \n",
       "2020-03-05        0.0           0.0  \n",
       "2020-03-06        0.0           0.0  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Create a TradingEnvironment from DF\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import trading_gym as gtr \n",
    "\n",
    "# env = gym.make(\"df-trader-v0\")\n",
    "\n",
    "env = gtr.env.DFTradingEnvironment(\n",
    "    df = df, \n",
    "    window_size = 10,\n",
    "    frame_bound = (10, 300)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "env information:\n",
      "> shape: (10, 2)\n",
      "> df.shape: (759, 8)\n",
      "> prices.shape: (300,)\n",
      "> signal_features.shape: (300, 2)\n",
      "> max_possible_profit: 12.260367443179785\n"
     ]
    }
   ],
   "source": [
    "print(\"env information:\")\n",
    "print(\"> shape:\", env.shape)\n",
    "print(\"> df.shape:\", env.df.shape)\n",
    "print(\"> prices.shape:\", env.prices.shape)\n",
    "print(\"> signal_features.shape:\", env.signal_features.shape)\n",
    "print(\"> max_possible_profit:\", env.reward_strategy.max_possible_profit(env))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "info: {'total_reward': 27.288681030273438, 'total_profit': 0.4903340631784241, 'position': 1}\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Example sampling from environemnt import gym\n",
    "\n",
    "# env = gym.make('stocks-v0', frame_bound=(50, 100), window_size=10)\n",
    "\n",
    "observation = env.reset()\n",
    "while True:\n",
    "    action = env.action_space.sample()\n",
    "    observation, reward, done, _, info = env.step(action)\n",
    "    # env.render()\n",
    "    if done:\n",
    "        print(\"info:\", info)\n",
    "        break\n",
    "\n",
    "plt.cla()\n",
    "env.render_all()\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Run your RL algo\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "start_idx = 10 \n",
    "end_idx = 300 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "#! https://github.com/DLR-RM/stable-baselines3/pull/1327\n",
    "\n",
    "\n",
    "gym.register(\n",
    "    id=\"df-trader-v0\", \n",
    "    entry_point=gtr.env.DFTradingEnvironment,\n",
    "    kwargs={\n",
    "        \"df\" : df, \n",
    "        \"window_size\" : 10,\n",
    "        \"frame_bound\" : (start_idx, end_idx)\n",
    "    }\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using cpu device\n",
      "Creating environment from the given name 'df-trader-v0'\n",
      "Wrapping the env with a `Monitor` wrapper\n",
      "Wrapping the env in a DummyVecEnv.\n",
      "------------------------------------\n",
      "| rollout/              |          |\n",
      "|    ep_len_mean        | 289      |\n",
      "|    ep_rew_mean        | -11      |\n",
      "| time/                 |          |\n",
      "|    fps                | 2717     |\n",
      "|    iterations         | 100      |\n",
      "|    time_elapsed       | 0        |\n",
      "|    total_timesteps    | 500      |\n",
      "| train/                |          |\n",
      "|    entropy_loss       | -0.677   |\n",
      "|    explained_variance | 0        |\n",
      "|    learning_rate      | 0.0007   |\n",
      "|    n_updates          | 99       |\n",
      "|    policy_loss        | 1.39     |\n",
      "|    value_loss         | 5.36     |\n",
      "------------------------------------\n",
      "------------------------------------\n",
      "| rollout/              |          |\n",
      "|    ep_len_mean        | 289      |\n",
      "|    ep_rew_mean        | 9.68     |\n",
      "| time/                 |          |\n",
      "|    fps                | 2678     |\n",
      "|    iterations         | 200      |\n",
      "|    time_elapsed       | 0        |\n",
      "|    total_timesteps    | 1000     |\n",
      "| train/                |          |\n",
      "|    entropy_loss       | -0.662   |\n",
      "|    explained_variance | -2.5e-06 |\n",
      "|    learning_rate      | 0.0007   |\n",
      "|    n_updates          | 199      |\n",
      "|    policy_loss        | -0.00369 |\n",
      "|    value_loss         | 7.5e-05  |\n",
      "------------------------------------\n",
      "-------------------------------------\n",
      "| rollout/              |           |\n",
      "|    ep_len_mean        | 289       |\n",
      "|    ep_rew_mean        | 18        |\n",
      "| time/                 |           |\n",
      "|    fps                | 2633      |\n",
      "|    iterations         | 300       |\n",
      "|    time_elapsed       | 0         |\n",
      "|    total_timesteps    | 1500      |\n",
      "| train/                |           |\n",
      "|    entropy_loss       | -0.682    |\n",
      "|    explained_variance | -1.54e-05 |\n",
      "|    learning_rate      | 0.0007    |\n",
      "|    n_updates          | 299       |\n",
      "|    policy_loss        | 0.0961    |\n",
      "|    value_loss         | 0.0357    |\n",
      "-------------------------------------\n",
      "------------------------------------\n",
      "| rollout/              |          |\n",
      "|    ep_len_mean        | 289      |\n",
      "|    ep_rew_mean        | 16.7     |\n",
      "| time/                 |          |\n",
      "|    fps                | 2643     |\n",
      "|    iterations         | 400      |\n",
      "|    time_elapsed       | 0        |\n",
      "|    total_timesteps    | 2000     |\n",
      "| train/                |          |\n",
      "|    entropy_loss       | -0.692   |\n",
      "|    explained_variance | 0        |\n",
      "|    learning_rate      | 0.0007   |\n",
      "|    n_updates          | 399      |\n",
      "|    policy_loss        | -0.517   |\n",
      "|    value_loss         | 0.64     |\n",
      "------------------------------------\n",
      "------------------------------------\n",
      "| rollout/              |          |\n",
      "|    ep_len_mean        | 289      |\n",
      "|    ep_rew_mean        | 21.7     |\n",
      "| time/                 |          |\n",
      "|    fps                | 2630     |\n",
      "|    iterations         | 500      |\n",
      "|    time_elapsed       | 0        |\n",
      "|    total_timesteps    | 2500     |\n",
      "| train/                |          |\n",
      "|    entropy_loss       | -0.679   |\n",
      "|    explained_variance | 0        |\n",
      "|    learning_rate      | 0.0007   |\n",
      "|    n_updates          | 499      |\n",
      "|    policy_loss        | -0.0703  |\n",
      "|    value_loss         | 0.0147   |\n",
      "------------------------------------\n",
      "------------------------------------\n",
      "| rollout/              |          |\n",
      "|    ep_len_mean        | 289      |\n",
      "|    ep_rew_mean        | 23.7     |\n",
      "| time/                 |          |\n",
      "|    fps                | 2635     |\n",
      "|    iterations         | 600      |\n",
      "|    time_elapsed       | 1        |\n",
      "|    total_timesteps    | 3000     |\n",
      "| train/                |          |\n",
      "|    entropy_loss       | -0.69    |\n",
      "|    explained_variance | -1.8e-05 |\n",
      "|    learning_rate      | 0.0007   |\n",
      "|    n_updates          | 599      |\n",
      "|    policy_loss        | -0.103   |\n",
      "|    value_loss         | 0.0364   |\n",
      "------------------------------------\n",
      "-------------------------------------\n",
      "| rollout/              |           |\n",
      "|    ep_len_mean        | 289       |\n",
      "|    ep_rew_mean        | 26.7      |\n",
      "| time/                 |           |\n",
      "|    fps                | 2635      |\n",
      "|    iterations         | 700       |\n",
      "|    time_elapsed       | 1         |\n",
      "|    total_timesteps    | 3500      |\n",
      "| train/                |           |\n",
      "|    entropy_loss       | -0.692    |\n",
      "|    explained_variance | -1.13e-05 |\n",
      "|    learning_rate      | 0.0007    |\n",
      "|    n_updates          | 699       |\n",
      "|    policy_loss        | -1.44     |\n",
      "|    value_loss         | 6.89      |\n",
      "-------------------------------------\n",
      "------------------------------------\n",
      "| rollout/              |          |\n",
      "|    ep_len_mean        | 289      |\n",
      "|    ep_rew_mean        | 27       |\n",
      "| time/                 |          |\n",
      "|    fps                | 2621     |\n",
      "|    iterations         | 800      |\n",
      "|    time_elapsed       | 1        |\n",
      "|    total_timesteps    | 4000     |\n",
      "| train/                |          |\n",
      "|    entropy_loss       | -0.687   |\n",
      "|    explained_variance | 0        |\n",
      "|    learning_rate      | 0.0007   |\n",
      "|    n_updates          | 799      |\n",
      "|    policy_loss        | -1.16    |\n",
      "|    value_loss         | 4.14     |\n",
      "------------------------------------\n",
      "-------------------------------------\n",
      "| rollout/              |           |\n",
      "|    ep_len_mean        | 289       |\n",
      "|    ep_rew_mean        | 24.5      |\n",
      "| time/                 |           |\n",
      "|    fps                | 2620      |\n",
      "|    iterations         | 900       |\n",
      "|    time_elapsed       | 1         |\n",
      "|    total_timesteps    | 4500      |\n",
      "| train/                |           |\n",
      "|    entropy_loss       | -0.675    |\n",
      "|    explained_variance | -7.15e-07 |\n",
      "|    learning_rate      | 0.0007    |\n",
      "|    n_updates          | 899       |\n",
      "|    policy_loss        | 0.883     |\n",
      "|    value_loss         | 2.65      |\n",
      "-------------------------------------\n",
      "-------------------------------------\n",
      "| rollout/              |           |\n",
      "|    ep_len_mean        | 289       |\n",
      "|    ep_rew_mean        | 24.6      |\n",
      "| time/                 |           |\n",
      "|    fps                | 2607      |\n",
      "|    iterations         | 1000      |\n",
      "|    time_elapsed       | 1         |\n",
      "|    total_timesteps    | 5000      |\n",
      "| train/                |           |\n",
      "|    entropy_loss       | -0.671    |\n",
      "|    explained_variance | -5.84e-06 |\n",
      "|    learning_rate      | 0.0007    |\n",
      "|    n_updates          | 999       |\n",
      "|    policy_loss        | -0.0216   |\n",
      "|    value_loss         | 0.00164   |\n",
      "-------------------------------------\n",
      "-------------------------------------\n",
      "| rollout/              |           |\n",
      "|    ep_len_mean        | 289       |\n",
      "|    ep_rew_mean        | 23.9      |\n",
      "| time/                 |           |\n",
      "|    fps                | 2586      |\n",
      "|    iterations         | 1100      |\n",
      "|    time_elapsed       | 2         |\n",
      "|    total_timesteps    | 5500      |\n",
      "| train/                |           |\n",
      "|    entropy_loss       | -0.692    |\n",
      "|    explained_variance | -0.000381 |\n",
      "|    learning_rate      | 0.0007    |\n",
      "|    n_updates          | 1099      |\n",
      "|    policy_loss        | -0.528    |\n",
      "|    value_loss         | 0.911     |\n",
      "-------------------------------------\n",
      "-------------------------------------\n",
      "| rollout/              |           |\n",
      "|    ep_len_mean        | 289       |\n",
      "|    ep_rew_mean        | 23.4      |\n",
      "| time/                 |           |\n",
      "|    fps                | 2585      |\n",
      "|    iterations         | 1200      |\n",
      "|    time_elapsed       | 2         |\n",
      "|    total_timesteps    | 6000      |\n",
      "| train/                |           |\n",
      "|    entropy_loss       | -0.689    |\n",
      "|    explained_variance | -1.19e-07 |\n",
      "|    learning_rate      | 0.0007    |\n",
      "|    n_updates          | 1199      |\n",
      "|    policy_loss        | 3.96      |\n",
      "|    value_loss         | 40.2      |\n",
      "-------------------------------------\n",
      "------------------------------------\n",
      "| rollout/              |          |\n",
      "|    ep_len_mean        | 289      |\n",
      "|    ep_rew_mean        | 23.8     |\n",
      "| time/                 |          |\n",
      "|    fps                | 2566     |\n",
      "|    iterations         | 1300     |\n",
      "|    time_elapsed       | 2        |\n",
      "|    total_timesteps    | 6500     |\n",
      "| train/                |          |\n",
      "|    entropy_loss       | -0.691   |\n",
      "|    explained_variance | 5.96e-08 |\n",
      "|    learning_rate      | 0.0007   |\n",
      "|    n_updates          | 1299     |\n",
      "|    policy_loss        | 1.38     |\n",
      "|    value_loss         | 4.56     |\n",
      "------------------------------------\n",
      "------------------------------------\n",
      "| rollout/              |          |\n",
      "|    ep_len_mean        | 289      |\n",
      "|    ep_rew_mean        | 24.1     |\n",
      "| time/                 |          |\n",
      "|    fps                | 2552     |\n",
      "|    iterations         | 1400     |\n",
      "|    time_elapsed       | 2        |\n",
      "|    total_timesteps    | 7000     |\n",
      "| train/                |          |\n",
      "|    entropy_loss       | -0.693   |\n",
      "|    explained_variance | 0        |\n",
      "|    learning_rate      | 0.0007   |\n",
      "|    n_updates          | 1399     |\n",
      "|    policy_loss        | -0.043   |\n",
      "|    value_loss         | 0.00447  |\n",
      "------------------------------------\n",
      "------------------------------------\n",
      "| rollout/              |          |\n",
      "|    ep_len_mean        | 289      |\n",
      "|    ep_rew_mean        | 23.7     |\n",
      "| time/                 |          |\n",
      "|    fps                | 2545     |\n",
      "|    iterations         | 1500     |\n",
      "|    time_elapsed       | 2        |\n",
      "|    total_timesteps    | 7500     |\n",
      "| train/                |          |\n",
      "|    entropy_loss       | -0.687   |\n",
      "|    explained_variance | 1.79e-07 |\n",
      "|    learning_rate      | 0.0007   |\n",
      "|    n_updates          | 1499     |\n",
      "|    policy_loss        | 0.472    |\n",
      "|    value_loss         | 3.6      |\n",
      "------------------------------------\n",
      "------------------------------------\n",
      "| rollout/              |          |\n",
      "|    ep_len_mean        | 289      |\n",
      "|    ep_rew_mean        | 23.2     |\n",
      "| time/                 |          |\n",
      "|    fps                | 2546     |\n",
      "|    iterations         | 1600     |\n",
      "|    time_elapsed       | 3        |\n",
      "|    total_timesteps    | 8000     |\n",
      "| train/                |          |\n",
      "|    entropy_loss       | -0.69    |\n",
      "|    explained_variance | 0        |\n",
      "|    learning_rate      | 0.0007   |\n",
      "|    n_updates          | 1599     |\n",
      "|    policy_loss        | -0.813   |\n",
      "|    value_loss         | 2.53     |\n",
      "------------------------------------\n",
      "-------------------------------------\n",
      "| rollout/              |           |\n",
      "|    ep_len_mean        | 289       |\n",
      "|    ep_rew_mean        | 24        |\n",
      "| time/                 |           |\n",
      "|    fps                | 2545      |\n",
      "|    iterations         | 1700      |\n",
      "|    time_elapsed       | 3         |\n",
      "|    total_timesteps    | 8500      |\n",
      "| train/                |           |\n",
      "|    entropy_loss       | -0.692    |\n",
      "|    explained_variance | -1.19e-07 |\n",
      "|    learning_rate      | 0.0007    |\n",
      "|    n_updates          | 1699      |\n",
      "|    policy_loss        | 1.13      |\n",
      "|    value_loss         | 5.03      |\n",
      "-------------------------------------\n",
      "------------------------------------\n",
      "| rollout/              |          |\n",
      "|    ep_len_mean        | 289      |\n",
      "|    ep_rew_mean        | 23.4     |\n",
      "| time/                 |          |\n",
      "|    fps                | 2545     |\n",
      "|    iterations         | 1800     |\n",
      "|    time_elapsed       | 3        |\n",
      "|    total_timesteps    | 9000     |\n",
      "| train/                |          |\n",
      "|    entropy_loss       | -0.692   |\n",
      "|    explained_variance | 0        |\n",
      "|    learning_rate      | 0.0007   |\n",
      "|    n_updates          | 1799     |\n",
      "|    policy_loss        | 0.704    |\n",
      "|    value_loss         | 6.39     |\n",
      "------------------------------------\n",
      "------------------------------------\n",
      "| rollout/              |          |\n",
      "|    ep_len_mean        | 289      |\n",
      "|    ep_rew_mean        | 24.1     |\n",
      "| time/                 |          |\n",
      "|    fps                | 2535     |\n",
      "|    iterations         | 1900     |\n",
      "|    time_elapsed       | 3        |\n",
      "|    total_timesteps    | 9500     |\n",
      "| train/                |          |\n",
      "|    entropy_loss       | -0.693   |\n",
      "|    explained_variance | 0        |\n",
      "|    learning_rate      | 0.0007   |\n",
      "|    n_updates          | 1899     |\n",
      "|    policy_loss        | -0.418   |\n",
      "|    value_loss         | 0.827    |\n",
      "------------------------------------\n",
      "------------------------------------\n",
      "| rollout/              |          |\n",
      "|    ep_len_mean        | 289      |\n",
      "|    ep_rew_mean        | 24.9     |\n",
      "| time/                 |          |\n",
      "|    fps                | 2525     |\n",
      "|    iterations         | 2000     |\n",
      "|    time_elapsed       | 3        |\n",
      "|    total_timesteps    | 10000    |\n",
      "| train/                |          |\n",
      "|    entropy_loss       | -0.69    |\n",
      "|    explained_variance | 0        |\n",
      "|    learning_rate      | 0.0007   |\n",
      "|    n_updates          | 1999     |\n",
      "|    policy_loss        | 2.17     |\n",
      "|    value_loss         | 21.4     |\n",
      "------------------------------------\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<stable_baselines3.a2c.a2c.A2C at 0x2c18b54c0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#stable baslines 3 \n",
    "from stable_baselines3 import A2C\n",
    "from stable_baselines3.common.env_util import make_vec_env\n",
    "\n",
    "# env = make_vec_env(\"df-trader-v0\", n_envs=2, vec_env_cls=SubprocVecEnv)\n",
    "# env = make_vec_env(\"df-trader-v0\", n_envs=1)\n",
    "model = A2C(\"MlpPolicy\", 'df-trader-v0', device=\"cpu\", verbose=1, )\n",
    "model.learn(total_timesteps=10000)\n",
    "\n",
    "# policy_kwargs = dict(net_arch=[64, 'lstm', dict(vf=[128, 128, 128], pi=[64, 64])])\n",
    "# model = A2C('MlpPolicy', env, verbose=1, policy_kwargs=policy_kwargs)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. View results\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10, 2)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "env = gym.make(\"df-trader-v0\")\n",
    "obs, info = env.reset()\n",
    "obs.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "info: {'total_reward': 21.78498077392578, 'total_profit': 0.4481372997046615, 'position': 0}\n"
     ]
    }
   ],
   "source": [
    "while True:\n",
    "    action, _states = model.predict(obs)\n",
    "    obs, rewards, done, _, info = env.step(action)\n",
    "    if done:\n",
    "        print(\"info:\", info)\n",
    "        break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16, 6))\n",
    "env.render_all()\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Quantstats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<h4>Performance Metrics</h4>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                           Strategy\n",
      "-------------------------  ----------\n",
      "Start Period               2020-03-18\n",
      "End Period                 2021-05-07\n",
      "Risk-Free Rate             0.0%\n",
      "Time in Market             25.0%\n",
      "\n",
      "Cumulative Return          -55.19%\n",
      "CAGR﹪                     -50.64%\n",
      "\n",
      "Sharpe                     -3.58\n",
      "Prob. Sharpe Ratio         0.0%\n",
      "Smart Sharpe               -3.4\n",
      "Sortino                    -3.83\n",
      "Smart Sortino              -3.64\n",
      "Sortino/√2                 -2.71\n",
      "Smart Sortino/√2           -2.57\n",
      "Omega                      0.28\n",
      "\n",
      "Max Drawdown               -56.5%\n",
      "Longest DD Days            382\n",
      "Volatility (ann.)          19.06%\n",
      "Calmar                     -0.9\n",
      "Skew                       -2.06\n",
      "Kurtosis                   9.29\n",
      "\n",
      "Expected Daily %           -0.28%\n",
      "Expected Monthly %         -5.21%\n",
      "Expected Yearly %          -33.06%\n",
      "Kelly Criterion            -79.71%\n",
      "Risk of Ruin               0.0%\n",
      "Daily Value-at-Risk        -2.25%\n",
      "Expected Shortfall (cVaR)  -2.25%\n",
      "\n",
      "Max Consecutive Wins       1\n",
      "Max Consecutive Losses     1\n",
      "Gain/Pain Ratio            -0.72\n",
      "Gain/Pain (1M)             -0.95\n",
      "\n",
      "Payoff Ratio               0.62\n",
      "Profit Factor              0.28\n",
      "Common Sense Ratio         0.06\n",
      "CPC Index                  0.05\n",
      "Tail Ratio                 0.22\n",
      "Outlier Win Ratio          20.08\n",
      "Outlier Loss Ratio         2.41\n",
      "\n",
      "MTD                        0.26%\n",
      "3M                         -17.56%\n",
      "6M                         -34.13%\n",
      "YTD                        -23.74%\n",
      "1Y                         -52.14%\n",
      "3Y (ann.)                  -50.64%\n",
      "5Y (ann.)                  -50.64%\n",
      "10Y (ann.)                 -50.64%\n",
      "All-time (ann.)            -50.64%\n",
      "\n",
      "Best Day                   4.41%\n",
      "Worst Day                  -6.88%\n",
      "Best Month                 3.49%\n",
      "Worst Month                -12.86%\n",
      "Best Year                  -23.74%\n",
      "Worst Year                 -41.24%\n",
      "\n",
      "Avg. Drawdown              -30.9%\n",
      "Avg. Drawdown Days         204\n",
      "Recovery Factor            -0.98\n",
      "Ulcer Index                0.34\n",
      "Serenity Index             -0.03\n",
      "\n",
      "Avg. Up Month              1.33%\n",
      "Avg. Down Month            -6.72%\n",
      "Win Days %                 30.99%\n",
      "Win Month %                20.0%\n",
      "Win Quarter %              16.67%\n",
      "Win Year %                 0.0%\n"
     ]
    },
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       "<h4>5 Worst Drawdowns</h4>"
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Start</th>\n",
       "      <th>Valley</th>\n",
       "      <th>End</th>\n",
       "      <th>Days</th>\n",
       "      <th>Max Drawdown</th>\n",
       "      <th>99% Max Drawdown</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-04-20</td>\n",
       "      <td>2021-04-21</td>\n",
       "      <td>2021-05-07</td>\n",
       "      <td>382</td>\n",
       "      <td>-56.500705</td>\n",
       "      <td>-55.833971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-03-20</td>\n",
       "      <td>2020-03-20</td>\n",
       "      <td>2020-04-14</td>\n",
       "      <td>25</td>\n",
       "      <td>-5.290208</td>\n",
       "      <td>-2.656046</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Start      Valley         End  Days  Max Drawdown  99% Max Drawdown\n",
       "1  2020-04-20  2021-04-21  2021-05-07   382    -56.500705        -55.833971\n",
       "2  2020-03-20  2020-03-20  2020-04-14    25     -5.290208         -2.656046"
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       "<h4>Strategy Visualization</h4>"
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",
      "text/plain": [
       "<Figure size 800x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x240 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x240 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x240 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x240 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x320 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 832x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import quantstats as qs\n",
    "\n",
    "qs.extend_pandas()\n",
    "\n",
    "net_worth = pd.Series(env.history['total_profit'], index=df.index[start_idx+1:end_idx])\n",
    "returns = net_worth.pct_change().iloc[1:]\n",
    "\n",
    "qs.reports.full(returns)\n",
    "qs.reports.html(returns, output='a2c_quantstats.html')\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. Optuna "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "pluto",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.0"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "700c2740699d37210d4c82e3b427ddbe198021505277dff7c0caf58744ee52e5"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}