diff --git "a/fin_rl_qlearning_v1.ipynb" "b/fin_rl_qlearning_v1.ipynb" --- "a/fin_rl_qlearning_v1.ipynb" +++ "b/fin_rl_qlearning_v1.ipynb" @@ -17,13 +17,24 @@ "metadata": { "id": "DDf1gLC2NTiK" }, - "outputs": [], + "outputs": [ + { + "ename": "", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[1;31mFailed to start the Kernel. \n", + "Cannot execute code, session has been disposed. \n", + "View Jupyter log for further details." + ] + } + ], "source": [ "# !pip install -r ./requirements.txt\n", - "!pip install stable_baselines3[extra]\n", - "!pip install yfinance\n", - "!pip install talib-binary\n", - "!pip install huggingface_sb3\n" + "# !pip install stable_baselines3[extra]\n", + "# !pip install yfinance\n", + "# !pip install talib-binary\n", + "# !pip install huggingface_sb3\n" ] }, { @@ -32,7 +43,15 @@ "metadata": { "id": "LNXxxKojNTiL" }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], "source": [ "import gym\n", "from gym import spaces\n", @@ -49,7 +68,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": { "id": "dmAuEhZZNTiL" }, @@ -58,19 +77,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "3015\n", - "1866\n" + "3024\n", + "1875\n" ] - }, - { - "data": { - "text/plain": [ - "1664" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ @@ -103,7 +112,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -181,7 +190,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -193,7 +202,7 @@ "\n", "class CustTradingEnv(gym.Env):\n", "\n", - " def __init__(self, df, max_steps=0):\n", + " def __init__(self, df, max_steps=0, random_start=True):\n", " self.seed()\n", " self.df = df\n", " self.prices, self.signal_features = self._process_data()\n", @@ -217,11 +226,18 @@ " self._max_steps = max_steps\n", " self._start_episode_tick = None\n", " self._trade_history = None\n", + " self._random_start = random_start\n", "\n", " def reset(self):\n", " self._done = False\n", - " self._start_episode_tick = np.random.randint(1,len(self.df)- self._max_steps )\n", - " self._end_tick = self._start_episode_tick + self._max_steps\n", + " if self._random_start:\n", + " self._start_episode_tick = np.random.randint(1,high=len(self.df)- self._max_steps )\n", + " self._end_tick = self._start_episode_tick + self._max_steps\n", + " else:\n", + " self._start_episode_tick = 1\n", + " self._end_tick = len(self.df)-1\n", + " # self._start_episode_tick = np.random.randint(1,len(self.df)- self._max_steps )\n", + " # self._end_tick = self._start_episode_tick + self._max_steps\n", " self._current_tick = self._start_episode_tick\n", " self._last_trade_tick = self._current_tick - 1\n", " self._position = 0\n", @@ -398,7 +414,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -420,7 +436,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -436,7 +452,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -450,16 +466,16 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "997" + "981" ] }, - "execution_count": 70, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -479,7 +495,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -491,7 +507,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -511,21 +527,16 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[919.390869140625,\n", - " 488.588623046875,\n", - " 626.90869140625,\n", - " 29.600830078125,\n", - " -8.8203125,\n", - " 166.931396484375]" + "[-168.9210205078125, 187.22998046875, 218.34100341796875]" ] }, - "execution_count": 32, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -561,32 +572,11 @@ }, { "cell_type": "code", - "execution_count": 438, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "352" - ] - }, - "execution_count": 438, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Qtable_trading[1987]\n", - "len(np.unique(env.signal_features))" - ] - }, - { - "cell_type": "code", - "execution_count": 16, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ - "def evaluate_agent(env, max_steps, n_eval_episodes, Q):\n", + "def evaluate_agent(env, max_steps, n_eval_episodes, Q, random=False):\n", " \"\"\"\n", " Evaluate the agent for ``n_eval_episodes`` episodes and returns average reward and std of reward.\n", " :param env: The evaluation environment\n", @@ -596,7 +586,7 @@ " \"\"\"\n", " episode_rewards = []\n", " episode_profits = []\n", - " for episode in tqdm(range(n_eval_episodes)):\n", + " for episode in tqdm(range(n_eval_episodes), disable=random):\n", " state = env.reset()\n", " step = 0\n", " done = False\n", @@ -605,7 +595,11 @@ " \n", " for step in range(max_steps):\n", " # Take the action (index) that have the maximum expected future reward given that state\n", - " action = greedy_policy(Q, state)\n", + " if random:\n", + " action = env.action_space.sample()\n", + " else:\n", + " action = greedy_policy(Q, state)\n", + "\n", " new_state, reward, done, info = env.step(action)\n", " total_rewards_ep += reward\n", " \n", @@ -629,13 +623,13 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "746362c4808b4d068d499fd7b96419b0", + "model_id": "629507e6932b49d381644ae851b9f08e", "version_major": 2, "version_minor": 0 }, @@ -649,17 +643,20 @@ { "data": { "text/plain": [ - "(-116.95613086669924, 426.2067715690095, 75.0213076171875, 277.93974493730184)" + "(-25.214183127441423,\n", + " 305.1328994776763,\n", + " 113.14856896972657,\n", + " 195.77032459962064)" ] }, - "execution_count": 75, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "max_steps = 20 \n", - "env_test = CustTradingEnv(df=eth_test, max_steps=max_steps)\n", + "env_test = CustTradingEnv(df=eth_test, max_steps=max_steps, random_start=True)\n", "n_eval_episodes = 1000\n", "\n", "evaluate_agent(env_test, max_steps, n_eval_episodes, Qtable_trading)" @@ -667,12 +664,12 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -691,17 +688,111 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "65be242101434cab9057cda9dd230391", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/1 [00:00