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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",
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