training.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model Definition and Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import requests\n",
    "import json\n",
    "import math\n",
    "import os\n",
    "\n",
    "import torch\n",
    "import torch.optim as optim\n",
    "\n",
    "from model.classifier import StockClassifier\n",
    "from model.dataset import StockDataset\n",
    "from model.estimator import StockClassifierEstimator\n",
    "\n",
    "from model.benchmark import confusion_matrix\n",
    "from model.benchmark import binary_measures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline\n",
    "from IPython.display import set_matplotlib_formats\n",
    "set_matplotlib_formats('svg')\n",
    "font = {'weight' : 'normal',\n",
    "        'size'   : 9}\n",
    "mpl.rc('font', **font)\n",
    "mpl.rcParams['axes.titlesize'] = 'medium'\n",
    "mpl.rcParams['axes.labelsize'] = 'medium'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Model Definition and Trainer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our model is defined below and consists of two LSTM networks that process daily/quarterly data, along with a variable number of embeddings for our categorical data. The outputs of these layers are fed through a 4-layer deep linear network. The dimensions of the first layer are specified by the user and are successively halved by the model for the following 3 layers. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"model.pdf\" width=1100px>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mtorch\u001b[39;49;00m\n",
      "\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mtorch.nn\u001b[39;49;00m \u001b[34mas\u001b[39;49;00m \u001b[04m\u001b[36mnn\u001b[39;49;00m\n",
      "\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mtorch.nn.functional\u001b[39;49;00m \u001b[34mas\u001b[39;49;00m \u001b[04m\u001b[36mF\u001b[39;49;00m\n",
      "\n",
      "\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mtorch.utils.data.dataset\u001b[39;49;00m \u001b[34mas\u001b[39;49;00m \u001b[04m\u001b[36mdataset\u001b[39;49;00m\n",
      "\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mtorch.utils.data.dataloader\u001b[39;49;00m \u001b[34mas\u001b[39;49;00m \u001b[04m\u001b[36mdataLoader\u001b[39;49;00m\n",
      "\n",
      "\u001b[34mfrom\u001b[39;49;00m \u001b[04m\u001b[36mtorch.nn.utils.rnn\u001b[39;49;00m \u001b[34mimport\u001b[39;49;00m pad_packed_sequence\n",
      "\n",
      "\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mnumpy\u001b[39;49;00m \u001b[34mas\u001b[39;49;00m \u001b[04m\u001b[36mnp\u001b[39;49;00m\n",
      "\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mos\u001b[39;49;00m\n",
      "\n",
      "\u001b[34mclass\u001b[39;49;00m \u001b[04m\u001b[32mStockClassifier\u001b[39;49;00m(nn.Module):\n",
      "    \n",
      "    \u001b[34mdef\u001b[39;49;00m \u001b[32m__init__\u001b[39;49;00m(\u001b[36mself\u001b[39;49;00m,\n",
      "                 prediction_interval,\n",
      "                 data_interval,\n",
      "                 categorical_features,\n",
      "                 categorical_features_embedding_dims,\n",
      "                 daily_features,\n",
      "                 quarterly_features,\n",
      "                 embeddings_hidden_dim=\u001b[34m10\u001b[39;49;00m,\n",
      "                 hidden_dim=\u001b[34m100\u001b[39;49;00m,\n",
      "                 output_dim=\u001b[34m1\u001b[39;49;00m):\n",
      "        \u001b[33m\"\"\" Defines layers of a neural network.\u001b[39;49;00m\n",
      "\u001b[33m\u001b[39;49;00m\n",
      "\u001b[33m        Args:\u001b[39;49;00m\n",
      "\u001b[33m            prediction_interval: Interval over which predictions are to be made as datetime.timedelta (encoded in how labels are generated)\u001b[39;49;00m\n",
      "\u001b[33m            data_interval: Amount of training data as datetime.timedelta (represented in sequence length of features)\u001b[39;49;00m\n",
      "\u001b[33m            categorical_features: The number of categorical features in the dataset\u001b[39;49;00m\n",
      "\u001b[33m            categorical_features_embedding_dims: Embedding dimensions for each of the categorical features\u001b[39;49;00m\n",
      "\u001b[33m            daily_features: The number of features having daily frequency\u001b[39;49;00m\n",
      "\u001b[33m            quarterly_features: The number of features having quartelry frequency\u001b[39;49;00m\n",
      "\u001b[33m            embeddings_hidden_dim: The number of hidden embedding dimensions for embedded categorical features\u001b[39;49;00m\n",
      "\u001b[33m            hidden_dim: The number of hidden dimensions in the post-LSTM linear network\u001b[39;49;00m\n",
      "\u001b[33m            output_dim: The output dimension of the network\u001b[39;49;00m\n",
      "\u001b[33m        \"\"\"\u001b[39;49;00m\n",
      "        \u001b[36msuper\u001b[39;49;00m(StockClassifier, \u001b[36mself\u001b[39;49;00m).\u001b[32m__init__\u001b[39;49;00m()\n",
      "\n",
      "        \u001b[37m# Feature metadata\u001b[39;49;00m\n",
      "        \u001b[36mself\u001b[39;49;00m.prediction_interval = prediction_interval\n",
      "        \u001b[36mself\u001b[39;49;00m.data_interval = data_interval\n",
      "        \u001b[36mself\u001b[39;49;00m.categorical_features =  categorical_features\n",
      "        \u001b[36mself\u001b[39;49;00m.categorical_features_embedding_dims = categorical_features_embedding_dims\n",
      "        \u001b[36mself\u001b[39;49;00m.daily_features = daily_features\n",
      "        \u001b[36mself\u001b[39;49;00m.quarterly_features = quarterly_features\n",
      "\n",
      "        \u001b[37m# Hyperparameters (embedding dims)\u001b[39;49;00m\n",
      "        \u001b[36mself\u001b[39;49;00m.embeddings_hidden_dim = embeddings_hidden_dim\n",
      "        \u001b[36mself\u001b[39;49;00m.hidden_dim = hidden_dim\n",
      "        \u001b[36mself\u001b[39;49;00m.output_dim = output_dim\n",
      "\n",
      "        \u001b[36mself\u001b[39;49;00m.last_train_date = \u001b[36mNone\u001b[39;49;00m\n",
      "        \u001b[36mself\u001b[39;49;00m.train_count = \u001b[34m0\u001b[39;49;00m\n",
      "\n",
      "        \u001b[37m# For time-series frequency feature create a new LSTM of the appropriate feature size e.g., if \u001b[39;49;00m\n",
      "        \u001b[37m# daily data includes only adjusted price, then input_size should be set to 1 for the daily LSTM\u001b[39;49;00m\n",
      "        \u001b[36mself\u001b[39;49;00m.lstm_daily = nn.LSTM(input_size=daily_features,hidden_size=daily_features,batch_first=\u001b[36mTrue\u001b[39;49;00m)\n",
      "        \u001b[36mself\u001b[39;49;00m.lstm_quarterly = nn.LSTM(input_size=quarterly_features,hidden_size=quarterly_features,batch_first=\u001b[36mTrue\u001b[39;49;00m)\n",
      "\n",
      "        \u001b[37m# Create a list of embeddings for each of the categorical features to be embedded\u001b[39;49;00m\n",
      "        \u001b[36mself\u001b[39;49;00m.categorical_embeddings = nn.ModuleList()\n",
      "\n",
      "        \u001b[36mself\u001b[39;49;00m.categorical_embeddings_count = \u001b[34m0\u001b[39;49;00m\n",
      "        \u001b[34mfor\u001b[39;49;00m embedding \u001b[35min\u001b[39;49;00m \u001b[36mself\u001b[39;49;00m.categorical_features_embedding_dims:\n",
      "            \u001b[34mif\u001b[39;49;00m embedding == \u001b[34m0\u001b[39;49;00m:\n",
      "                \u001b[34mcontinue\u001b[39;49;00m\n",
      "\n",
      "            \u001b[36mself\u001b[39;49;00m.categorical_embeddings.append(nn.Embedding(embedding,\u001b[36mself\u001b[39;49;00m.embeddings_hidden_dim,padding_idx=\u001b[34m0\u001b[39;49;00m))\n",
      "            \u001b[36mself\u001b[39;49;00m.categorical_embeddings_count+=\u001b[34m1\u001b[39;49;00m\n",
      "\n",
      "        \u001b[37m# Features to combine after embeddings and LSTMs\u001b[39;49;00m\n",
      "        \u001b[36mself\u001b[39;49;00m.linear_input_size = \\\n",
      "            \u001b[36mself\u001b[39;49;00m.categorical_embeddings_count * \u001b[36mself\u001b[39;49;00m.embeddings_hidden_dim + \\\n",
      "            \u001b[36mself\u001b[39;49;00m.categorical_features - \u001b[36mself\u001b[39;49;00m.categorical_embeddings_count + \\\n",
      "            \u001b[36mself\u001b[39;49;00m.daily_features + \u001b[36mself\u001b[39;49;00m.quarterly_features                                                 \n",
      "\n",
      "        \u001b[36mself\u001b[39;49;00m.fc1 = nn.Linear(in_features=\u001b[36mself\u001b[39;49;00m.linear_input_size,out_features=\u001b[36mself\u001b[39;49;00m.hidden_dim)\n",
      "        \u001b[36mself\u001b[39;49;00m.fc2 = nn.Linear(in_features=\u001b[36mself\u001b[39;49;00m.hidden_dim,out_features=\u001b[36mint\u001b[39;49;00m(\u001b[36mself\u001b[39;49;00m.hidden_dim/\u001b[34m2\u001b[39;49;00m))\n",
      "        \u001b[36mself\u001b[39;49;00m.fc3 = nn.Linear(in_features=\u001b[36mint\u001b[39;49;00m(\u001b[36mself\u001b[39;49;00m.hidden_dim/\u001b[34m2\u001b[39;49;00m),out_features=\u001b[36mint\u001b[39;49;00m(hidden_dim/\u001b[34m2\u001b[39;49;00m))\n",
      "        \u001b[36mself\u001b[39;49;00m.fc4 = nn.Linear(in_features=\u001b[36mint\u001b[39;49;00m(\u001b[36mself\u001b[39;49;00m.hidden_dim/\u001b[34m2\u001b[39;49;00m),out_features=\u001b[36mself\u001b[39;49;00m.output_dim)\n",
      "        \u001b[36mself\u001b[39;49;00m.fcd = nn.Dropout(\u001b[34m0.1\u001b[39;49;00m)\n",
      "    \n",
      "    \u001b[34mdef\u001b[39;49;00m \u001b[32mforward\u001b[39;49;00m(\u001b[36mself\u001b[39;49;00m, x):\n",
      "        \u001b[33m\"\"\" Feedforward behavior of the net.\u001b[39;49;00m\n",
      "\u001b[33m        Args:\u001b[39;49;00m\n",
      "\u001b[33m            x: Tensors holding data in the format x[frequency_index][stock_index][2D index feature/sequence indexing]\u001b[39;49;00m\n",
      "\u001b[33m\u001b[39;49;00m\n",
      "\u001b[33m        Returns:\u001b[39;49;00m\n",
      "\u001b[33m            A binary classification for the stock(s) (logits output)\u001b[39;49;00m\n",
      "\u001b[33m        \"\"\"\u001b[39;49;00m\n",
      "        x_daily, h_daily = \u001b[36mself\u001b[39;49;00m.lstm_daily(x[\u001b[34m1\u001b[39;49;00m])\n",
      "        x_quarterly, h_quarterly = \u001b[36mself\u001b[39;49;00m.lstm_quarterly(x[\u001b[34m2\u001b[39;49;00m])\n",
      "\n",
      "        x_categorical = x[\u001b[34m0\u001b[39;49;00m]\n",
      "\n",
      "        x_embedding_out = torch.tensor([])\n",
      "\n",
      "        \u001b[37m# Iterate over categorical data to be embedded\u001b[39;49;00m\n",
      "        \u001b[34mfor\u001b[39;49;00m i \u001b[35min\u001b[39;49;00m \u001b[36mrange\u001b[39;49;00m(\u001b[36mself\u001b[39;49;00m.categorical_embeddings_count):\n",
      "            x_embedding_out = torch.cat([x_embedding_out,\u001b[36mself\u001b[39;49;00m.categorical_embeddings[i](x_categorical[:,i].long())],axis=\u001b[34m1\u001b[39;49;00m)\n",
      "\n",
      "        x_daily, _ = pad_packed_sequence(x_daily,batch_first=\u001b[36mTrue\u001b[39;49;00m)\n",
      "        x_daily = x_daily[:,-\u001b[34m1\u001b[39;49;00m,:]\n",
      "\n",
      "        x_quarterly = x_quarterly[:,-\u001b[34m1\u001b[39;49;00m,:]\n",
      "\n",
      "        lstm_out = torch.cat([x_embedding_out,x_categorical[:,\u001b[36mself\u001b[39;49;00m.categorical_embeddings_count:],x_daily,x_quarterly],axis=\u001b[34m1\u001b[39;49;00m)\n",
      "\n",
      "        y = \u001b[36mself\u001b[39;49;00m.fc1(lstm_out)\n",
      "        y = \u001b[36mself\u001b[39;49;00m.fc2(F.relu(y))\n",
      "        y = \u001b[36mself\u001b[39;49;00m.fcd(F.relu(y))\n",
      "        y = \u001b[36mself\u001b[39;49;00m.fc3(y)\n",
      "        y = \u001b[36mself\u001b[39;49;00m.fc4(F.relu(y))\n",
      "\n",
      "        \u001b[34mreturn\u001b[39;49;00m y[:,-\u001b[34m1\u001b[39;49;00m]\n",
      "\n",
      "    \u001b[90m@classmethod\u001b[39;49;00m\n",
      "    \u001b[34mdef\u001b[39;49;00m \u001b[32mfrom_file\u001b[39;49;00m(\u001b[36mcls\u001b[39;49;00m,model_dir):\n",
      "        \u001b[33m\"\"\" Load the PyTorch model from the `model_dir` directory.\u001b[39;49;00m\n",
      "\u001b[33m\u001b[39;49;00m\n",
      "\u001b[33m        Args:\u001b[39;49;00m\n",
      "\u001b[33m            model_dir: The directory where model data is stored (model.pth and model_info.pth)\u001b[39;49;00m\n",
      "\u001b[33m\u001b[39;49;00m\n",
      "\u001b[33m        Returns:\u001b[39;49;00m\n",
      "\u001b[33m            A new model based on data from disk\u001b[39;49;00m\n",
      "\u001b[33m        \"\"\"\u001b[39;49;00m\n",
      "\n",
      "        \u001b[37m# First, load the parameters used to create the model.\u001b[39;49;00m\n",
      "        model_info = {}\n",
      "        model_info_path = os.path.join(model_dir, \u001b[33m'\u001b[39;49;00m\u001b[33mmodel_info.pth\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m)\n",
      "        \u001b[34mwith\u001b[39;49;00m \u001b[36mopen\u001b[39;49;00m(model_info_path, \u001b[33m'\u001b[39;49;00m\u001b[33mrb\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m) \u001b[34mas\u001b[39;49;00m f:\n",
      "            model_info = torch.load(f)\n",
      "\n",
      "        \u001b[37m# Determine the device and construct the model.\u001b[39;49;00m\n",
      "        device = torch.device(\u001b[33m\"\u001b[39;49;00m\u001b[33mcuda\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m \u001b[34mif\u001b[39;49;00m torch.cuda.is_available() \u001b[34melse\u001b[39;49;00m \u001b[33m\"\u001b[39;49;00m\u001b[33mcpu\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m)\n",
      "        model = \u001b[36mcls\u001b[39;49;00m(\n",
      "            model_info[\u001b[33m'\u001b[39;49;00m\u001b[33mprediction_interval\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m],\n",
      "            model_info[\u001b[33m'\u001b[39;49;00m\u001b[33mdata_interval\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m],\n",
      "            model_info[\u001b[33m'\u001b[39;49;00m\u001b[33mcategorical_features\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m],\n",
      "            model_info[\u001b[33m'\u001b[39;49;00m\u001b[33mcategorical_features_embedding_dims\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m],\n",
      "            model_info[\u001b[33m'\u001b[39;49;00m\u001b[33mdaily_features\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m],\n",
      "            model_info[\u001b[33m'\u001b[39;49;00m\u001b[33mquarterly_features\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m],\n",
      "            model_info[\u001b[33m'\u001b[39;49;00m\u001b[33membeddings_hidden_dim\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m],\n",
      "            model_info[\u001b[33m'\u001b[39;49;00m\u001b[33mhidden_dim\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m],\n",
      "            model_info[\u001b[33m'\u001b[39;49;00m\u001b[33moutput_dim\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m])\n",
      "\n",
      "        model.last_train_date = model_info[\u001b[33m'\u001b[39;49;00m\u001b[33mlast_train_date\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m]\n",
      "        model.train_count = model_info[\u001b[33m'\u001b[39;49;00m\u001b[33mtrain_count\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m]\n",
      "\n",
      "        \u001b[37m# Load the stored model parameters.\u001b[39;49;00m\n",
      "        model_path = os.path.join(model_dir, \u001b[33m'\u001b[39;49;00m\u001b[33mmodel.pth\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m)\n",
      "        \u001b[34mwith\u001b[39;49;00m \u001b[36mopen\u001b[39;49;00m(model_path, \u001b[33m'\u001b[39;49;00m\u001b[33mrb\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m) \u001b[34mas\u001b[39;49;00m f:\n",
      "            model.load_state_dict(torch.load(f))\n",
      "\n",
      "        \u001b[37m# set to eval mode, could use no_grad\u001b[39;49;00m\n",
      "        model.to(device).eval()\n",
      "\n",
      "        \u001b[34mreturn\u001b[39;49;00m model\n",
      "\n",
      "    \u001b[34mdef\u001b[39;49;00m \u001b[32m__str__\u001b[39;49;00m(\u001b[36mself\u001b[39;49;00m):\n",
      "        output = \u001b[33m'\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m\n",
      "        output += f\u001b[33m'\u001b[39;49;00m\u001b[33mLast Train Date:     {self.last_train_date}\u001b[39;49;00m\u001b[33m\\n\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m\n",
      "        output += f\u001b[33m'\u001b[39;49;00m\u001b[33mTrain Count:         {self.train_count}\u001b[39;49;00m\u001b[33m\\n\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m\n",
      "        output += f\u001b[33m'\u001b[39;49;00m\u001b[33mPrediction Interval: {self.prediction_interval}\u001b[39;49;00m\u001b[33m\\n\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m\n",
      "        output += f\u001b[33m'\u001b[39;49;00m\u001b[33mData Interval:       {self.data_interval}\u001b[39;49;00m\u001b[33m\\n\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m\n",
      "        output += f\u001b[33m'\u001b[39;49;00m\u001b[33mTrained Features: \u001b[39;49;00m\u001b[33m\\n\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m\n",
      "        output += f\u001b[33m'\u001b[39;49;00m\u001b[33m    Categorical: {self.categorical_features}\u001b[39;49;00m\u001b[33m\\n\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m\n",
      "        output += f\u001b[33m'\u001b[39;49;00m\u001b[33m    Daily:       {self.daily_features}\u001b[39;49;00m\u001b[33m\\n\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m\n",
      "        output += f\u001b[33m'\u001b[39;49;00m\u001b[33m    Quarterly:   {self.quarterly_features}\u001b[39;49;00m\u001b[33m\\n\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m\n",
      "        output += f\u001b[33m'\u001b[39;49;00m\u001b[33mDimensions: \u001b[39;49;00m\u001b[33m\\n\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m\n",
      "        output += f\u001b[33m'\u001b[39;49;00m\u001b[33m    Embedded:    {self.embeddings_hidden_dim}\u001b[39;49;00m\u001b[33m\\n\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m\n",
      "        output += f\u001b[33m'\u001b[39;49;00m\u001b[33m    Hidden:      {self.hidden_dim}\u001b[39;49;00m\u001b[33m\\n\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m\n",
      "        output += f\u001b[33m'\u001b[39;49;00m\u001b[33m    Output:      {self.output_dim}\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m\n",
      "        \u001b[34mreturn\u001b[39;49;00m output\n",
      "\n",
      "    \u001b[34mdef\u001b[39;49;00m \u001b[32mto_file\u001b[39;49;00m(\u001b[36mself\u001b[39;49;00m,model_dir):\n",
      "        \u001b[33m\"\"\" Save the PyTorch model to the `model_dir` directory.\u001b[39;49;00m\n",
      "\u001b[33m\u001b[39;49;00m\n",
      "\u001b[33m        Args:\u001b[39;49;00m\n",
      "\u001b[33m            model_dir: The directory where model will be stored (model.pth and model_info.pth)\u001b[39;49;00m\n",
      "\u001b[33m        \"\"\"\u001b[39;49;00m\n",
      "        model_info_path = os.path.join(model_dir, \u001b[33m'\u001b[39;49;00m\u001b[33mmodel_info.pth\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m)\n",
      "        \u001b[34mwith\u001b[39;49;00m \u001b[36mopen\u001b[39;49;00m(model_info_path, \u001b[33m'\u001b[39;49;00m\u001b[33mwb\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m) \u001b[34mas\u001b[39;49;00m f:\n",
      "            model_info = {\n",
      "                \u001b[33m'\u001b[39;49;00m\u001b[33mlast_train_date\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m : \u001b[36mself\u001b[39;49;00m.last_train_date,\n",
      "                \u001b[33m'\u001b[39;49;00m\u001b[33mtrain_count\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m : \u001b[36mself\u001b[39;49;00m.train_count,\n",
      "                \u001b[33m'\u001b[39;49;00m\u001b[33mprediction_interval\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m : \u001b[36mself\u001b[39;49;00m.prediction_interval,\n",
      "                \u001b[33m'\u001b[39;49;00m\u001b[33mdata_interval\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m : \u001b[36mself\u001b[39;49;00m.data_interval,\n",
      "                \u001b[33m'\u001b[39;49;00m\u001b[33mcategorical_features\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m: \u001b[36mself\u001b[39;49;00m.categorical_features,\n",
      "                \u001b[33m'\u001b[39;49;00m\u001b[33mcategorical_features_embedding_dims\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m : \u001b[36mself\u001b[39;49;00m.categorical_features_embedding_dims,\n",
      "                \u001b[33m'\u001b[39;49;00m\u001b[33mdaily_features\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m:  \u001b[36mself\u001b[39;49;00m.daily_features,\n",
      "                \u001b[33m'\u001b[39;49;00m\u001b[33mquarterly_features\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m: \u001b[36mself\u001b[39;49;00m.quarterly_features,\n",
      "                \u001b[33m'\u001b[39;49;00m\u001b[33membeddings_hidden_dim\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m : \u001b[36mself\u001b[39;49;00m.embeddings_hidden_dim,\n",
      "                \u001b[33m'\u001b[39;49;00m\u001b[33mhidden_dim\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m : \u001b[36mself\u001b[39;49;00m.hidden_dim,\n",
      "                \u001b[33m'\u001b[39;49;00m\u001b[33moutput_dim\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m : \u001b[36mself\u001b[39;49;00m.output_dim,\n",
      "            }\n",
      "            torch.save(model_info, f)\n",
      "\n",
      "        \u001b[37m# Save the model parameters\u001b[39;49;00m\n",
      "        model_path = os.path.join(model_dir, \u001b[33m'\u001b[39;49;00m\u001b[33mmodel.pth\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m)\n",
      "        \u001b[34mwith\u001b[39;49;00m \u001b[36mopen\u001b[39;49;00m(model_path, \u001b[33m'\u001b[39;49;00m\u001b[33mwb\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m) \u001b[34mas\u001b[39;49;00m f:\n",
      "            torch.save(\u001b[36mself\u001b[39;49;00m.cpu().state_dict(), f)\n"
     ]
    }
   ],
   "source": [
    "!pygmentize model/classifier.py"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To facilitate training, a trainer class has been developed as shown below. The class aggregates device, optimizer, and loss function information, and provides a simple validation function to allow piecemeal training of the model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36margparse\u001b[39;49;00m\n",
      "\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mjson\u001b[39;49;00m\n",
      "\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mos\u001b[39;49;00m\n",
      "\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mpandas\u001b[39;49;00m \u001b[34mas\u001b[39;49;00m \u001b[04m\u001b[36mpd\u001b[39;49;00m\n",
      "\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mtorch\u001b[39;49;00m\n",
      "\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mtorch.optim\u001b[39;49;00m \u001b[34mas\u001b[39;49;00m \u001b[04m\u001b[36moptim\u001b[39;49;00m\n",
      "\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mtorch.utils.data\u001b[39;49;00m\n",
      "\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mnumpy\u001b[39;49;00m \u001b[34mas\u001b[39;49;00m \u001b[04m\u001b[36mnp\u001b[39;49;00m\n",
      "\n",
      "\u001b[34mfrom\u001b[39;49;00m \u001b[04m\u001b[36mscipy.special\u001b[39;49;00m \u001b[34mimport\u001b[39;49;00m expit\n",
      "\n",
      "\u001b[34mclass\u001b[39;49;00m \u001b[04m\u001b[32mStockClassifierTrainer\u001b[39;49;00m():\n",
      "\n",
      "    \u001b[34mdef\u001b[39;49;00m \u001b[32m__init__\u001b[39;49;00m(\u001b[36mself\u001b[39;49;00m, model, optimizer, loss_fn, device):\n",
      "        \u001b[33m\"\"\" \u001b[39;49;00m\n",
      "\u001b[33m            Args:\u001b[39;49;00m\n",
      "\u001b[33m                model: The PyTorch model that we wish to train.\u001b[39;49;00m\n",
      "\u001b[33m                optimizer: The optimizer to use during training.\u001b[39;49;00m\n",
      "\u001b[33m                loss_fn: The loss function used for training. \u001b[39;49;00m\n",
      "\u001b[33m                device: Where the model and data should be loaded (gpu or cpu).\u001b[39;49;00m\n",
      "\u001b[33m        \"\"\"\u001b[39;49;00m\n",
      "        \u001b[36mself\u001b[39;49;00m.model = model\n",
      "        \u001b[36mself\u001b[39;49;00m.optimizer = optimizer\n",
      "        \u001b[36mself\u001b[39;49;00m.loss_fn = loss_fn\n",
      "        \u001b[36mself\u001b[39;49;00m.device = device\n",
      "    \n",
      "    \u001b[34mdef\u001b[39;49;00m \u001b[32mtrain\u001b[39;49;00m(\u001b[36mself\u001b[39;49;00m, train_loader, epochs, output=\u001b[36mTrue\u001b[39;49;00m):\n",
      "        \u001b[33m\"\"\" \u001b[39;49;00m\n",
      "\u001b[33m            Args:\u001b[39;49;00m\n",
      "\u001b[33m                train_loader: The PyTorch DataLoader that should be used during training.\u001b[39;49;00m\n",
      "\u001b[33m                epochs: The total number of epochs to train for.\u001b[39;49;00m\n",
      "\u001b[33m                output: True to print results during training\u001b[39;49;00m\n",
      "\u001b[33m\u001b[39;49;00m\n",
      "\u001b[33m            Returns:\u001b[39;49;00m\n",
      "\u001b[33m                The total training loss\u001b[39;49;00m\n",
      "\u001b[33m        \"\"\"\u001b[39;49;00m\n",
      "\n",
      "        \u001b[34mfor\u001b[39;49;00m epoch \u001b[35min\u001b[39;49;00m \u001b[36mrange\u001b[39;49;00m(\u001b[34m1\u001b[39;49;00m, epochs + \u001b[34m1\u001b[39;49;00m):\n",
      "            \u001b[36mself\u001b[39;49;00m.model.train() \u001b[37m# Make sure that the model is in training mode.\u001b[39;49;00m\n",
      "\n",
      "            total_loss = \u001b[34m0\u001b[39;49;00m\n",
      "\n",
      "            \u001b[34mfor\u001b[39;49;00m x, y \u001b[35min\u001b[39;49;00m train_loader:\n",
      "                        \n",
      "                \u001b[37m# The train_loader will feed us a batch of data\u001b[39;49;00m\n",
      "                \u001b[37m# stacked for the batch_size (number of stocks)\u001b[39;49;00m\n",
      "                \u001b[37m# and provided seperately as daily and quarterly\u001b[39;49;00m\n",
      "                \u001b[37m# data. e.g., x[frequency_index][stock_index][2D index]\u001b[39;49;00m\n",
      "                \u001b[34mfor\u001b[39;49;00m tensor \u001b[35min\u001b[39;49;00m x:\n",
      "                    \u001b[34mif\u001b[39;49;00m \u001b[36mtype\u001b[39;49;00m(tensor) \u001b[35mis\u001b[39;49;00m \u001b[33m'\u001b[39;49;00m\u001b[33mtorch.Tensor\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m:\n",
      "                        tensor.requires_grad_(\u001b[36mTrue\u001b[39;49;00m)\n",
      "                \n",
      "                x = [tensor.to(\u001b[36mself\u001b[39;49;00m.device) \u001b[34mfor\u001b[39;49;00m tensor \u001b[35min\u001b[39;49;00m x]\n",
      "                \n",
      "                y = y.type(torch.float32)\n",
      "                y = y.to(\u001b[36mself\u001b[39;49;00m.device)\n",
      "        \n",
      "                \u001b[36mself\u001b[39;49;00m.optimizer.zero_grad()\n",
      "            \n",
      "                \u001b[37m# get predictions from model\u001b[39;49;00m\n",
      "                y_pred = \u001b[36mself\u001b[39;49;00m.model(x)\n",
      "                \n",
      "                \u001b[37m# perform backprop\u001b[39;49;00m\n",
      "                loss = \u001b[36mself\u001b[39;49;00m.loss_fn(y_pred, y)\n",
      "                loss.backward()\n",
      "                \n",
      "                \u001b[36mself\u001b[39;49;00m.optimizer.step()\n",
      "                \n",
      "                total_loss += loss.data.item()\n",
      "\n",
      "            \u001b[34mif\u001b[39;49;00m output:\n",
      "                \u001b[34mprint\u001b[39;49;00m(\u001b[33m\"\u001b[39;49;00m\u001b[33mEpoch: {}, Loss: {}\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m.format(epoch, total_loss / \u001b[36mlen\u001b[39;49;00m(train_loader)))\n",
      "\n",
      "        \u001b[34mreturn\u001b[39;49;00m total_loss / \u001b[36mlen\u001b[39;49;00m(train_loader)\n",
      "\n",
      "    \u001b[34mdef\u001b[39;49;00m \u001b[32mvalidate\u001b[39;49;00m(\u001b[36mself\u001b[39;49;00m,validate_loader):\n",
      "        \n",
      "        \u001b[36mself\u001b[39;49;00m.model.eval()\n",
      "\n",
      "        y_pred, y_label = np.array([]), np.array([])\n",
      "\n",
      "        \u001b[34mfor\u001b[39;49;00m x, y \u001b[35min\u001b[39;49;00m validate_loader:\n",
      "\n",
      "            x = [tensor.to(\u001b[36mself\u001b[39;49;00m.device) \u001b[34mfor\u001b[39;49;00m tensor \u001b[35min\u001b[39;49;00m x]\n",
      "\n",
      "            y_pred = np.append(y_pred, \u001b[36mself\u001b[39;49;00m.model(x).detach().numpy())\n",
      "            y_label = np.append(y_label, y.detach().numpy())\n",
      "\n",
      "        \u001b[34mreturn\u001b[39;49;00m np.round(expit(y_pred)), y_label\n"
     ]
    }
   ],
   "source": [
    "!pygmentize model/trainer.py"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Model Training\n",
    "We will create a couple of convenience functions to capture statistics against our test data (i.e., validation) at regular training intervals (i.e., every N epochs as specified by epoch_step below). This will allow us to peform quick hyperparameter tuning on a single fold without training the model on all of our data. The cell below may be executed many times to modify hyperparameters between single-fold training exercises."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train_and_validate_single_fold(train_ds,test_ds):  \n",
    "    torch.manual_seed(42)\n",
    "\n",
    "    device    = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
    "    loss_fn   = torch.nn.BCEWithLogitsLoss(pos_weight=torch.from_numpy(np.array([0.8])))\n",
    "    train_dl  = torch.utils.data.DataLoader(train_ds, batch_size=300,shuffle=True,collate_fn = StockDataset.collate_data)\n",
    "    test_dl   = torch.utils.data.DataLoader(test_ds, batch_size=300,shuffle=True,collate_fn = StockDataset.collate_data)\n",
    "\n",
    "    model     = StockClassifier(train_ds.get_prediction_interval(),\n",
    "                                train_ds.get_data_interval(),\n",
    "                                train_ds.get_categorical_feature_count(),\n",
    "                                train_ds.get_categorical_feature_embedding_dims(),\n",
    "                                train_ds.get_daily_feature_count(),\n",
    "                                train_ds.get_quarterly_feature_count(),\n",
    "                                embeddings_hidden_dim=10,\n",
    "                                hidden_dim=500)\n",
    "  \n",
    "    optimizer = torch.optim.Adam(model.parameters(),lr=0.0001)\n",
    "    estimator = StockClassifierEstimator(model,optimizer,loss_fn,device)\n",
    "    \n",
    "    epoch_count = 0\n",
    "    epoch_step = 1\n",
    "    epoch_max = 100\n",
    "\n",
    "    # Keep track of test and train accuracy, precision and recall after each epoch step\n",
    "    train_accuracy, train_precision, train_recall = list(), list(), list()\n",
    "    test_accuracy, test_precision, test_recall = list(), list(), list()\n",
    "    train_loss = list()\n",
    "\n",
    "    for i, epochs in enumerate(range(int(epoch_max/epoch_step))):  \n",
    "        # Train model for some more epochs & evaluate after each step\n",
    "        loss = estimator.fit(train_dl, epochs=epoch_step, output=False)\n",
    "        train_loss.append(loss)\n",
    "        epoch_count += epoch_step\n",
    "\n",
    "        model.eval()\n",
    "\n",
    "        y_hat, y = estimator.validate(train_dl)\n",
    "\n",
    "        c_matrix = confusion_matrix(y_hat,y,output=False)\n",
    "        a, p, r = binary_measures(c_matrix,output=False)\n",
    "        train_accuracy.append(a)\n",
    "        train_precision.append(p)\n",
    "        train_recall.append(r)   \n",
    "\n",
    "        print('Epoch: %3s' % f'{epoch_count}/{epoch_max}, Loss: {round(loss,4)}, F1: {round(a,2)}, Precision: {round(p,2)}, Recall: {round(r,2)}')\n",
    "\n",
    "        y_hat, y = estimator.validate(test_dl)\n",
    "\n",
    "        c_matrix = confusion_matrix(y_hat,y,output=False)\n",
    "        a, p, r = binary_measures(c_matrix,output=False)\n",
    "        test_accuracy.append(a)\n",
    "        test_precision.append(p)\n",
    "        test_recall.append(r)\n",
    "        \n",
    "    epoch_list = [ (i+1)*epoch_step for i in range(len(train_accuracy)) ]\n",
    "\n",
    "    return (epoch_list, train_loss, (train_accuracy, test_accuracy), (train_precision, test_precision), (train_recall, test_recall)), c_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_model_training_results(epochs,loss,accuracy,precision,recall):\n",
    "\n",
    "    train_accuracy, test_accuracy = accuracy\n",
    "    train_precision, test_precision = precision\n",
    "    train_recall, test_recall = recall\n",
    "    \n",
    "    mfc_train = plt.cm.viridis(.9)\n",
    "    mfc_test = plt.cm.viridis(.7)\n",
    "    lc_train = plt.cm.viridis(.4)\n",
    "    lc_test = plt.cm.viridis(.3)\n",
    "\n",
    "    fig, (ax1, ax2, ax3) = plt.subplots(1,3)\n",
    "\n",
    "    fig.set_figheight(3)\n",
    "    fig.set_figwidth(14)\n",
    "\n",
    "    colors = [plt.cm.viridis(i) for i in np.linspace(0, 2, 6)]\n",
    "    \n",
    "    for ax in [ax1, ax2, ax3]:\n",
    "        ax.set_prop_cycle('color',colors)\n",
    "        ax.set_xlabel('Epoch')\n",
    "        ax.set_xlim([0,epochs[-1]])\n",
    "        ax.set_ylim([0,1])\n",
    "\n",
    "    ax1.set_title('F1 vs. Epoch')\n",
    "    ax1.set_ylabel('Accuracy (F1)')\n",
    "    ax1.plot(epochs,train_accuracy,label='Training Data',marker='.',color=lc_train,markerfacecolor=mfc_train,markersize=10,linestyle='')\n",
    "    ax1.plot(epochs,test_accuracy,label='Testing Data',marker='.',color=lc_test,markerfacecolor=mfc_test,markersize=10,linestyle='')\n",
    "    ax1.plot(epochs,loss,label='Loss')\n",
    "    ax1.legend();\n",
    "\n",
    "    ax2.set_title('Precision vs. Epoch')\n",
    "    ax2.set_ylabel('Precision')\n",
    "    ax2.plot(epochs,train_precision,label='Training Data',marker='.',color=lc_train,markerfacecolor=mfc_train,markersize=10,linestyle='')\n",
    "    ax2.plot(epochs,test_precision,label='Testing Data',marker='.',color=lc_test,markerfacecolor=mfc_test,markersize=10,linestyle='')\n",
    "    ax2.plot(epochs,loss,label='Loss')\n",
    "    ax2.legend();\n",
    "\n",
    "    ax3.set_title('Recall vs. Epoch')\n",
    "    ax3.set_ylabel('Recall')\n",
    "    ax3.plot(epochs,train_recall,label='Training Data',marker='.',color=lc_train,markerfacecolor=mfc_train,markersize=10,linestyle='')\n",
    "    ax3.plot(epochs,test_recall,label='Testing Data',marker='.',color=lc_test,markerfacecolor=mfc_test,markersize=10,linestyle='')\n",
    "    ax3.plot(epochs,loss,label='Loss')\n",
    "    ax3.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Model Training: Train a Single Fold"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_ds = StockDataset.from_file('data/train-0.npz')\n",
    "test_ds = StockDataset.from_file('data/test-0.npz')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "Epoch: 1/100, Loss: 0.6206, F1: 0, Precision: 0, Recall: 0.0\n",
      "Epoch: 2/100, Loss: 0.6134, F1: 0, Precision: 0, Recall: 0.0\n",
      "Epoch: 3/100, Loss: 0.6108, F1: 0, Precision: 0, Recall: 0.0\n",
      "Epoch: 4/100, Loss: 0.6083, F1: 0, Precision: 0, Recall: 0.0\n",
      "Epoch: 5/100, Loss: 0.6056, F1: 0.02, Precision: 0.87, Recall: 0.01\n",
      "Epoch: 6/100, Loss: 0.6026, F1: 0.04, Precision: 0.69, Recall: 0.02\n",
      "Epoch: 7/100, Loss: 0.6003, F1: 0.13, Precision: 0.69, Recall: 0.07\n",
      "Epoch: 8/100, Loss: 0.5976, F1: 0.27, Precision: 0.63, Recall: 0.17\n",
      "Epoch: 9/100, Loss: 0.5951, F1: 0.27, Precision: 0.65, Recall: 0.17\n",
      "Epoch: 10/100, Loss: 0.5925, F1: 0.33, Precision: 0.65, Recall: 0.22\n",
      "Epoch: 11/100, Loss: 0.5902, F1: 0.34, Precision: 0.65, Recall: 0.23\n",
      "Epoch: 12/100, Loss: 0.5876, F1: 0.37, Precision: 0.65, Recall: 0.26\n",
      "Epoch: 13/100, Loss: 0.5852, F1: 0.42, Precision: 0.64, Recall: 0.31\n",
      "Epoch: 14/100, Loss: 0.5823, F1: 0.45, Precision: 0.65, Recall: 0.34\n",
      "Epoch: 15/100, Loss: 0.5797, F1: 0.42, Precision: 0.66, Recall: 0.31\n",
      "Epoch: 16/100, Loss: 0.5766, F1: 0.47, Precision: 0.65, Recall: 0.37\n",
      "Epoch: 17/100, Loss: 0.5737, F1: 0.48, Precision: 0.67, Recall: 0.37\n",
      "Epoch: 18/100, Loss: 0.571, F1: 0.46, Precision: 0.68, Recall: 0.35\n",
      "Epoch: 19/100, Loss: 0.568, F1: 0.5, Precision: 0.68, Recall: 0.4\n",
      "Epoch: 20/100, Loss: 0.565, F1: 0.5, Precision: 0.69, Recall: 0.39\n",
      "Epoch: 21/100, Loss: 0.5638, F1: 0.52, Precision: 0.66, Recall: 0.43\n",
      "Epoch: 22/100, Loss: 0.5604, F1: 0.53, Precision: 0.68, Recall: 0.43\n",
      "Epoch: 23/100, Loss: 0.5581, F1: 0.58, Precision: 0.68, Recall: 0.5\n",
      "Epoch: 24/100, Loss: 0.5547, F1: 0.51, Precision: 0.71, Recall: 0.4\n",
      "Epoch: 25/100, Loss: 0.5526, F1: 0.59, Precision: 0.69, Recall: 0.51\n",
      "Epoch: 26/100, Loss: 0.5503, F1: 0.51, Precision: 0.72, Recall: 0.39\n",
      "Epoch: 27/100, Loss: 0.5484, F1: 0.54, Precision: 0.71, Recall: 0.44\n",
      "Epoch: 28/100, Loss: 0.5447, F1: 0.53, Precision: 0.72, Recall: 0.42\n",
      "Epoch: 29/100, Loss: 0.5433, F1: 0.52, Precision: 0.72, Recall: 0.41\n",
      "Epoch: 30/100, Loss: 0.5411, F1: 0.58, Precision: 0.7, Recall: 0.5\n",
      "Epoch: 31/100, Loss: 0.5403, F1: 0.59, Precision: 0.7, Recall: 0.51\n",
      "Epoch: 32/100, Loss: 0.536, F1: 0.59, Precision: 0.71, Recall: 0.51\n",
      "Epoch: 33/100, Loss: 0.535, F1: 0.6, Precision: 0.71, Recall: 0.52\n",
      "Epoch: 34/100, Loss: 0.5334, F1: 0.62, Precision: 0.7, Recall: 0.56\n",
      "Epoch: 35/100, Loss: 0.5335, F1: 0.55, Precision: 0.72, Recall: 0.45\n",
      "Epoch: 36/100, Loss: 0.5314, F1: 0.55, Precision: 0.74, Recall: 0.44\n",
      "Epoch: 37/100, Loss: 0.5283, F1: 0.64, Precision: 0.71, Recall: 0.58\n",
      "Epoch: 38/100, Loss: 0.5266, F1: 0.64, Precision: 0.7, Recall: 0.59\n",
      "Epoch: 39/100, Loss: 0.5246, F1: 0.6, Precision: 0.73, Recall: 0.51\n",
      "Epoch: 40/100, Loss: 0.5236, F1: 0.59, Precision: 0.73, Recall: 0.49\n",
      "Epoch: 41/100, Loss: 0.5206, F1: 0.62, Precision: 0.72, Recall: 0.55\n",
      "Epoch: 42/100, Loss: 0.5199, F1: 0.59, Precision: 0.74, Recall: 0.49\n",
      "Epoch: 43/100, Loss: 0.5177, F1: 0.6, Precision: 0.74, Recall: 0.51\n",
      "Epoch: 44/100, Loss: 0.5145, F1: 0.62, Precision: 0.73, Recall: 0.54\n",
      "Epoch: 45/100, Loss: 0.5129, F1: 0.62, Precision: 0.74, Recall: 0.53\n",
      "Epoch: 46/100, Loss: 0.5131, F1: 0.64, Precision: 0.71, Recall: 0.59\n",
      "Epoch: 47/100, Loss: 0.5115, F1: 0.63, Precision: 0.73, Recall: 0.56\n",
      "Epoch: 48/100, Loss: 0.51, F1: 0.67, Precision: 0.71, Recall: 0.63\n",
      "Epoch: 49/100, Loss: 0.5101, F1: 0.67, Precision: 0.71, Recall: 0.63\n",
      "Epoch: 50/100, Loss: 0.5051, F1: 0.63, Precision: 0.74, Recall: 0.55\n",
      "Epoch: 51/100, Loss: 0.5056, F1: 0.62, Precision: 0.75, Recall: 0.53\n",
      "Epoch: 52/100, Loss: 0.5026, F1: 0.64, Precision: 0.74, Recall: 0.56\n",
      "Epoch: 53/100, Loss: 0.5056, F1: 0.64, Precision: 0.74, Recall: 0.56\n",
      "Epoch: 54/100, Loss: 0.5039, F1: 0.64, Precision: 0.74, Recall: 0.57\n",
      "Epoch: 55/100, Loss: 0.5011, F1: 0.63, Precision: 0.75, Recall: 0.54\n",
      "Epoch: 56/100, Loss: 0.5022, F1: 0.62, Precision: 0.76, Recall: 0.53\n",
      "Epoch: 57/100, Loss: 0.4978, F1: 0.6, Precision: 0.78, Recall: 0.49\n",
      "Epoch: 58/100, Loss: 0.4985, F1: 0.63, Precision: 0.75, Recall: 0.55\n",
      "Epoch: 59/100, Loss: 0.4945, F1: 0.66, Precision: 0.74, Recall: 0.6\n",
      "Epoch: 60/100, Loss: 0.4953, F1: 0.66, Precision: 0.74, Recall: 0.59\n",
      "Epoch: 61/100, Loss: 0.4935, F1: 0.66, Precision: 0.74, Recall: 0.6\n",
      "Epoch: 62/100, Loss: 0.4932, F1: 0.64, Precision: 0.76, Recall: 0.55\n",
      "Epoch: 63/100, Loss: 0.4898, F1: 0.67, Precision: 0.74, Recall: 0.62\n",
      "Epoch: 64/100, Loss: 0.4927, F1: 0.65, Precision: 0.76, Recall: 0.57\n",
      "Epoch: 65/100, Loss: 0.4908, F1: 0.63, Precision: 0.76, Recall: 0.54\n",
      "Epoch: 66/100, Loss: 0.4903, F1: 0.63, Precision: 0.77, Recall: 0.53\n",
      "Epoch: 67/100, Loss: 0.4908, F1: 0.65, Precision: 0.75, Recall: 0.57\n",
      "Epoch: 68/100, Loss: 0.4888, F1: 0.66, Precision: 0.76, Recall: 0.58\n",
      "Epoch: 69/100, Loss: 0.4852, F1: 0.63, Precision: 0.77, Recall: 0.54\n",
      "Epoch: 70/100, Loss: 0.4894, F1: 0.59, Precision: 0.8, Recall: 0.47\n",
      "Epoch: 71/100, Loss: 0.4855, F1: 0.68, Precision: 0.75, Recall: 0.62\n",
      "Epoch: 72/100, Loss: 0.4827, F1: 0.66, Precision: 0.76, Recall: 0.59\n",
      "Epoch: 73/100, Loss: 0.4831, F1: 0.69, Precision: 0.74, Recall: 0.64\n",
      "Epoch: 74/100, Loss: 0.4818, F1: 0.68, Precision: 0.75, Recall: 0.62\n",
      "Epoch: 75/100, Loss: 0.4802, F1: 0.66, Precision: 0.76, Recall: 0.58\n",
      "Epoch: 76/100, Loss: 0.4791, F1: 0.62, Precision: 0.79, Recall: 0.51\n",
      "Epoch: 77/100, Loss: 0.481, F1: 0.67, Precision: 0.75, Recall: 0.61\n",
      "Epoch: 78/100, Loss: 0.4779, F1: 0.67, Precision: 0.77, Recall: 0.6\n",
      "Epoch: 79/100, Loss: 0.4786, F1: 0.69, Precision: 0.75, Recall: 0.64\n",
      "Epoch: 80/100, Loss: 0.4752, F1: 0.65, Precision: 0.77, Recall: 0.56\n",
      "Epoch: 81/100, Loss: 0.4812, F1: 0.65, Precision: 0.77, Recall: 0.56\n",
      "Epoch: 82/100, Loss: 0.4779, F1: 0.66, Precision: 0.78, Recall: 0.57\n",
      "Epoch: 83/100, Loss: 0.4748, F1: 0.68, Precision: 0.76, Recall: 0.61\n",
      "Epoch: 84/100, Loss: 0.4763, F1: 0.7, Precision: 0.76, Recall: 0.65\n",
      "Epoch: 85/100, Loss: 0.4729, F1: 0.67, Precision: 0.77, Recall: 0.6\n",
      "Epoch: 86/100, Loss: 0.4792, F1: 0.67, Precision: 0.77, Recall: 0.6\n",
      "Epoch: 87/100, Loss: 0.4696, F1: 0.65, Precision: 0.78, Recall: 0.56\n",
      "Epoch: 88/100, Loss: 0.4673, F1: 0.7, Precision: 0.76, Recall: 0.65\n",
      "Epoch: 89/100, Loss: 0.4702, F1: 0.66, Precision: 0.78, Recall: 0.57\n",
      "Epoch: 90/100, Loss: 0.4665, F1: 0.7, Precision: 0.77, Recall: 0.64\n",
      "Epoch: 91/100, Loss: 0.4732, F1: 0.69, Precision: 0.77, Recall: 0.62\n",
      "Epoch: 92/100, Loss: 0.4742, F1: 0.69, Precision: 0.76, Recall: 0.64\n",
      "Epoch: 93/100, Loss: 0.4688, F1: 0.71, Precision: 0.76, Recall: 0.67\n",
      "Epoch: 94/100, Loss: 0.4662, F1: 0.69, Precision: 0.77, Recall: 0.63\n",
      "Epoch: 95/100, Loss: 0.4608, F1: 0.69, Precision: 0.77, Recall: 0.62\n",
      "Epoch: 96/100, Loss: 0.4633, F1: 0.67, Precision: 0.79, Recall: 0.58\n",
      "Epoch: 97/100, Loss: 0.4672, F1: 0.71, Precision: 0.75, Recall: 0.68\n",
      "Epoch: 98/100, Loss: 0.4666, F1: 0.72, Precision: 0.75, Recall: 0.7\n",
      "Epoch: 99/100, Loss: 0.4681, F1: 0.72, Precision: 0.75, Recall: 0.69\n",
      "Epoch: 100/100, Loss: 0.465, F1: 0.72, Precision: 0.75, Recall: 0.7\n"
     ]
    }
   ],
   "source": [
    "single_fold_results, c_matrix = train_and_validate_single_fold(train_ds,test_ds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
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   "source": [
    "plot_model_training_results(*single_fold_results)"
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  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "F1 score:  0.58\n",
      "Precision: 0.6\n",
      "Recall:    0.57\n"
     ]
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   "source": [
    "binary_measures(c_matrix,output=True);"
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   "metadata": {},
   "source": [
    "#### Model Training: Train all Folds and Cross-Validate"
   ]
  },
  {
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   "execution_count": 11,
   "metadata": {
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   "outputs": [
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     "text": [
      "Training fold 0\n",
      "Epoch: 1/100, Loss: 0.6206, F1: 0, Precision: 0, Recall: 0.0\n",
      "Epoch: 2/100, Loss: 0.6134, F1: 0, Precision: 0, Recall: 0.0\n",
      "Epoch: 3/100, Loss: 0.6108, F1: 0, Precision: 0, Recall: 0.0\n",
      "Epoch: 4/100, Loss: 0.6083, F1: 0, Precision: 0, Recall: 0.0\n",
      "Epoch: 5/100, Loss: 0.6056, F1: 0.02, Precision: 0.87, Recall: 0.01\n",
      "Epoch: 6/100, Loss: 0.6026, F1: 0.04, Precision: 0.69, Recall: 0.02\n",
      "Epoch: 7/100, Loss: 0.6003, F1: 0.13, Precision: 0.69, Recall: 0.07\n",
      "Epoch: 8/100, Loss: 0.5976, F1: 0.27, Precision: 0.63, Recall: 0.17\n",
      "Epoch: 9/100, Loss: 0.5951, F1: 0.27, Precision: 0.65, Recall: 0.17\n",
      "Epoch: 10/100, Loss: 0.5925, F1: 0.33, Precision: 0.65, Recall: 0.22\n",
      "Epoch: 11/100, Loss: 0.5902, F1: 0.34, Precision: 0.65, Recall: 0.23\n",
      "Epoch: 12/100, Loss: 0.5876, F1: 0.37, Precision: 0.65, Recall: 0.26\n",
      "Epoch: 13/100, Loss: 0.5852, F1: 0.42, Precision: 0.64, Recall: 0.31\n",
      "Epoch: 14/100, Loss: 0.5823, F1: 0.45, Precision: 0.65, Recall: 0.34\n",
      "Epoch: 15/100, Loss: 0.5797, F1: 0.42, Precision: 0.66, Recall: 0.31\n",
      "Epoch: 16/100, Loss: 0.5766, F1: 0.47, Precision: 0.65, Recall: 0.37\n",
      "Epoch: 17/100, Loss: 0.5737, F1: 0.48, Precision: 0.67, Recall: 0.37\n",
      "Epoch: 18/100, Loss: 0.571, F1: 0.46, Precision: 0.68, Recall: 0.35\n",
      "Epoch: 19/100, Loss: 0.568, F1: 0.5, Precision: 0.68, Recall: 0.4\n",
      "Epoch: 20/100, Loss: 0.565, F1: 0.5, Precision: 0.69, Recall: 0.39\n",
      "Epoch: 21/100, Loss: 0.5638, F1: 0.52, Precision: 0.66, Recall: 0.43\n",
      "Epoch: 22/100, Loss: 0.5604, F1: 0.53, Precision: 0.68, Recall: 0.43\n",
      "Epoch: 23/100, Loss: 0.5581, F1: 0.58, Precision: 0.68, Recall: 0.5\n",
      "Epoch: 24/100, Loss: 0.5547, F1: 0.51, Precision: 0.71, Recall: 0.4\n",
      "Epoch: 25/100, Loss: 0.5526, F1: 0.59, Precision: 0.69, Recall: 0.51\n",
      "Epoch: 26/100, Loss: 0.5503, F1: 0.51, Precision: 0.72, Recall: 0.39\n",
      "Epoch: 27/100, Loss: 0.5484, F1: 0.54, Precision: 0.71, Recall: 0.44\n",
      "Epoch: 28/100, Loss: 0.5447, F1: 0.53, Precision: 0.72, Recall: 0.42\n",
      "Epoch: 29/100, Loss: 0.5433, F1: 0.52, Precision: 0.72, Recall: 0.41\n",
      "Epoch: 30/100, Loss: 0.5411, F1: 0.58, Precision: 0.7, Recall: 0.5\n",
      "Epoch: 31/100, Loss: 0.5403, F1: 0.59, Precision: 0.7, Recall: 0.51\n",
      "Epoch: 32/100, Loss: 0.536, F1: 0.59, Precision: 0.71, Recall: 0.51\n",
      "Epoch: 33/100, Loss: 0.535, F1: 0.6, Precision: 0.71, Recall: 0.52\n",
      "Epoch: 34/100, Loss: 0.5334, F1: 0.62, Precision: 0.7, Recall: 0.56\n",
      "Epoch: 35/100, Loss: 0.5335, F1: 0.55, Precision: 0.72, Recall: 0.45\n",
      "Epoch: 36/100, Loss: 0.5314, F1: 0.55, Precision: 0.74, Recall: 0.44\n",
      "Epoch: 37/100, Loss: 0.5283, F1: 0.64, Precision: 0.71, Recall: 0.58\n",
      "Epoch: 38/100, Loss: 0.5266, F1: 0.64, Precision: 0.7, Recall: 0.59\n",
      "Epoch: 39/100, Loss: 0.5246, F1: 0.6, Precision: 0.73, Recall: 0.51\n",
      "Epoch: 40/100, Loss: 0.5236, F1: 0.59, Precision: 0.73, Recall: 0.49\n",
      "Epoch: 41/100, Loss: 0.5206, F1: 0.62, Precision: 0.72, Recall: 0.55\n",
      "Epoch: 42/100, Loss: 0.5199, F1: 0.59, Precision: 0.74, Recall: 0.49\n",
      "Epoch: 43/100, Loss: 0.5177, F1: 0.6, Precision: 0.74, Recall: 0.51\n",
      "Epoch: 44/100, Loss: 0.5145, F1: 0.62, Precision: 0.73, Recall: 0.54\n",
      "Epoch: 45/100, Loss: 0.5129, F1: 0.62, Precision: 0.74, Recall: 0.53\n",
      "Epoch: 46/100, Loss: 0.5131, F1: 0.64, Precision: 0.71, Recall: 0.59\n",
      "Epoch: 47/100, Loss: 0.5115, F1: 0.63, Precision: 0.73, Recall: 0.56\n",
      "Epoch: 48/100, Loss: 0.51, F1: 0.67, Precision: 0.71, Recall: 0.63\n",
      "Epoch: 49/100, Loss: 0.5101, F1: 0.67, Precision: 0.71, Recall: 0.63\n",
      "Epoch: 50/100, Loss: 0.5051, F1: 0.63, Precision: 0.74, Recall: 0.55\n",
      "Epoch: 51/100, Loss: 0.5056, F1: 0.62, Precision: 0.75, Recall: 0.53\n",
      "Epoch: 52/100, Loss: 0.5026, F1: 0.64, Precision: 0.74, Recall: 0.56\n",
      "Epoch: 53/100, Loss: 0.5056, F1: 0.64, Precision: 0.74, Recall: 0.56\n",
      "Epoch: 54/100, Loss: 0.5039, F1: 0.64, Precision: 0.74, Recall: 0.57\n",
      "Epoch: 55/100, Loss: 0.5011, F1: 0.63, Precision: 0.75, Recall: 0.54\n",
      "Epoch: 56/100, Loss: 0.5022, F1: 0.62, Precision: 0.76, Recall: 0.53\n",
      "Epoch: 57/100, Loss: 0.4978, F1: 0.6, Precision: 0.78, Recall: 0.49\n",
      "Epoch: 58/100, Loss: 0.4985, F1: 0.63, Precision: 0.75, Recall: 0.55\n",
      "Epoch: 59/100, Loss: 0.4945, F1: 0.66, Precision: 0.74, Recall: 0.6\n",
      "Epoch: 60/100, Loss: 0.4953, F1: 0.66, Precision: 0.74, Recall: 0.59\n",
      "Epoch: 61/100, Loss: 0.4935, F1: 0.66, Precision: 0.74, Recall: 0.6\n",
      "Epoch: 62/100, Loss: 0.4932, F1: 0.64, Precision: 0.76, Recall: 0.55\n",
      "Epoch: 63/100, Loss: 0.4898, F1: 0.67, Precision: 0.74, Recall: 0.62\n",
      "Epoch: 64/100, Loss: 0.4927, F1: 0.65, Precision: 0.76, Recall: 0.57\n",
      "Epoch: 65/100, Loss: 0.4908, F1: 0.63, Precision: 0.76, Recall: 0.54\n",
      "Epoch: 66/100, Loss: 0.4903, F1: 0.63, Precision: 0.77, Recall: 0.53\n",
      "Epoch: 67/100, Loss: 0.4908, F1: 0.65, Precision: 0.75, Recall: 0.57\n",
      "Epoch: 68/100, Loss: 0.4888, F1: 0.66, Precision: 0.76, Recall: 0.58\n",
      "Epoch: 69/100, Loss: 0.4852, F1: 0.63, Precision: 0.77, Recall: 0.54\n",
      "Epoch: 70/100, Loss: 0.4894, F1: 0.59, Precision: 0.8, Recall: 0.47\n",
      "Epoch: 71/100, Loss: 0.4855, F1: 0.68, Precision: 0.75, Recall: 0.62\n",
      "Epoch: 72/100, Loss: 0.4827, F1: 0.66, Precision: 0.76, Recall: 0.59\n",
      "Epoch: 73/100, Loss: 0.4831, F1: 0.69, Precision: 0.74, Recall: 0.64\n",
      "Epoch: 74/100, Loss: 0.4818, F1: 0.68, Precision: 0.75, Recall: 0.62\n",
      "Epoch: 75/100, Loss: 0.4802, F1: 0.66, Precision: 0.76, Recall: 0.58\n",
      "Epoch: 76/100, Loss: 0.4791, F1: 0.62, Precision: 0.79, Recall: 0.51\n",
      "Epoch: 77/100, Loss: 0.481, F1: 0.67, Precision: 0.75, Recall: 0.61\n",
      "Epoch: 78/100, Loss: 0.4779, F1: 0.67, Precision: 0.77, Recall: 0.6\n",
      "Epoch: 79/100, Loss: 0.4786, F1: 0.69, Precision: 0.75, Recall: 0.64\n",
      "Epoch: 80/100, Loss: 0.4752, F1: 0.65, Precision: 0.77, Recall: 0.56\n",
      "Epoch: 81/100, Loss: 0.4812, F1: 0.65, Precision: 0.77, Recall: 0.56\n",
      "Epoch: 82/100, Loss: 0.4779, F1: 0.66, Precision: 0.78, Recall: 0.57\n",
      "Epoch: 83/100, Loss: 0.4748, F1: 0.68, Precision: 0.76, Recall: 0.61\n",
      "Epoch: 84/100, Loss: 0.4763, F1: 0.7, Precision: 0.76, Recall: 0.65\n",
      "Epoch: 85/100, Loss: 0.4729, F1: 0.67, Precision: 0.77, Recall: 0.6\n",
      "Epoch: 86/100, Loss: 0.4792, F1: 0.67, Precision: 0.77, Recall: 0.6\n",
      "Epoch: 87/100, Loss: 0.4696, F1: 0.65, Precision: 0.78, Recall: 0.56\n",
      "Epoch: 88/100, Loss: 0.4673, F1: 0.7, Precision: 0.76, Recall: 0.65\n",
      "Epoch: 89/100, Loss: 0.4702, F1: 0.66, Precision: 0.78, Recall: 0.57\n",
      "Epoch: 90/100, Loss: 0.4665, F1: 0.7, Precision: 0.77, Recall: 0.64\n",
      "Epoch: 91/100, Loss: 0.4732, F1: 0.69, Precision: 0.77, Recall: 0.62\n",
      "Epoch: 92/100, Loss: 0.4742, F1: 0.69, Precision: 0.76, Recall: 0.64\n",
      "Epoch: 93/100, Loss: 0.4688, F1: 0.71, Precision: 0.76, Recall: 0.67\n",
      "Epoch: 94/100, Loss: 0.4662, F1: 0.69, Precision: 0.77, Recall: 0.63\n",
      "Epoch: 95/100, Loss: 0.4608, F1: 0.69, Precision: 0.77, Recall: 0.62\n",
      "Epoch: 96/100, Loss: 0.4633, F1: 0.67, Precision: 0.79, Recall: 0.58\n",
      "Epoch: 97/100, Loss: 0.4672, F1: 0.71, Precision: 0.75, Recall: 0.68\n",
      "Epoch: 98/100, Loss: 0.4666, F1: 0.72, Precision: 0.75, Recall: 0.7\n",
      "Epoch: 99/100, Loss: 0.4681, F1: 0.72, Precision: 0.75, Recall: 0.69\n",
      "Epoch: 100/100, Loss: 0.465, F1: 0.72, Precision: 0.75, Recall: 0.7\n",
      "Training fold 1\n",
      "Epoch: 1/100, Loss: 0.6202, F1: 0, Precision: 0, Recall: 0.0\n",
      "Epoch: 2/100, Loss: 0.6131, F1: 0, Precision: 0, Recall: 0.0\n",
      "Epoch: 3/100, Loss: 0.6105, F1: 0, Precision: 0, Recall: 0.0\n",
      "Epoch: 4/100, Loss: 0.6081, F1: 0.02, Precision: 0.9, Recall: 0.01\n",
      "Epoch: 5/100, Loss: 0.606, F1: 0.04, Precision: 0.75, Recall: 0.02\n",
      "Epoch: 6/100, Loss: 0.6035, F1: 0.14, Precision: 0.66, Recall: 0.08\n",
      "Epoch: 7/100, Loss: 0.6012, F1: 0.16, Precision: 0.68, Recall: 0.09\n",
      "Epoch: 8/100, Loss: 0.5993, F1: 0.31, Precision: 0.66, Recall: 0.2\n",
      "Epoch: 9/100, Loss: 0.5973, F1: 0.32, Precision: 0.67, Recall: 0.21\n",
      "Epoch: 10/100, Loss: 0.5954, F1: 0.38, Precision: 0.64, Recall: 0.27\n",
      "Epoch: 11/100, Loss: 0.5931, F1: 0.38, Precision: 0.64, Recall: 0.27\n",
      "Epoch: 12/100, Loss: 0.5906, F1: 0.38, Precision: 0.64, Recall: 0.27\n",
      "Epoch: 13/100, Loss: 0.5885, F1: 0.41, Precision: 0.64, Recall: 0.3\n",
      "Epoch: 14/100, Loss: 0.5856, F1: 0.41, Precision: 0.64, Recall: 0.3\n",
      "Epoch: 15/100, Loss: 0.5835, F1: 0.43, Precision: 0.65, Recall: 0.32\n",
      "Epoch: 16/100, Loss: 0.5809, F1: 0.42, Precision: 0.68, Recall: 0.3\n",
      "Epoch: 17/100, Loss: 0.5783, F1: 0.46, Precision: 0.66, Recall: 0.35\n",
      "Epoch: 18/100, Loss: 0.5757, F1: 0.44, Precision: 0.68, Recall: 0.32\n",
      "Epoch: 19/100, Loss: 0.5721, F1: 0.46, Precision: 0.69, Recall: 0.34\n",
      "Epoch: 20/100, Loss: 0.5692, F1: 0.43, Precision: 0.69, Recall: 0.31\n",
      "Epoch: 21/100, Loss: 0.5683, F1: 0.54, Precision: 0.68, Recall: 0.45\n",
      "Epoch: 22/100, Loss: 0.5652, F1: 0.46, Precision: 0.71, Recall: 0.34\n",
      "Epoch: 23/100, Loss: 0.5606, F1: 0.52, Precision: 0.7, Recall: 0.42\n",
      "Epoch: 24/100, Loss: 0.5587, F1: 0.5, Precision: 0.71, Recall: 0.39\n",
      "Epoch: 25/100, Loss: 0.5563, F1: 0.54, Precision: 0.7, Recall: 0.44\n",
      "Epoch: 26/100, Loss: 0.554, F1: 0.51, Precision: 0.72, Recall: 0.39\n",
      "Epoch: 27/100, Loss: 0.5513, F1: 0.55, Precision: 0.72, Recall: 0.44\n",
      "Epoch: 28/100, Loss: 0.5488, F1: 0.55, Precision: 0.72, Recall: 0.45\n",
      "Epoch: 29/100, Loss: 0.5466, F1: 0.55, Precision: 0.72, Recall: 0.45\n",
      "Epoch: 30/100, Loss: 0.5445, F1: 0.56, Precision: 0.72, Recall: 0.46\n",
      "Epoch: 31/100, Loss: 0.5423, F1: 0.56, Precision: 0.73, Recall: 0.46\n",
      "Epoch: 32/100, Loss: 0.5386, F1: 0.6, Precision: 0.72, Recall: 0.51\n",
      "Epoch: 33/100, Loss: 0.5382, F1: 0.64, Precision: 0.69, Recall: 0.6\n",
      "Epoch: 34/100, Loss: 0.5404, F1: 0.63, Precision: 0.69, Recall: 0.58\n",
      "Epoch: 35/100, Loss: 0.5377, F1: 0.55, Precision: 0.75, Recall: 0.44\n",
      "Epoch: 36/100, Loss: 0.5315, F1: 0.61, Precision: 0.72, Recall: 0.53\n",
      "Epoch: 37/100, Loss: 0.531, F1: 0.65, Precision: 0.7, Recall: 0.6\n",
      "Epoch: 38/100, Loss: 0.5311, F1: 0.59, Precision: 0.73, Recall: 0.5\n",
      "Epoch: 39/100, Loss: 0.5277, F1: 0.61, Precision: 0.72, Recall: 0.53\n",
      "Epoch: 40/100, Loss: 0.5271, F1: 0.59, Precision: 0.73, Recall: 0.5\n",
      "Epoch: 41/100, Loss: 0.5256, F1: 0.6, Precision: 0.73, Recall: 0.51\n",
      "Epoch: 42/100, Loss: 0.524, F1: 0.59, Precision: 0.75, Recall: 0.48\n",
      "Epoch: 43/100, Loss: 0.5203, F1: 0.6, Precision: 0.74, Recall: 0.51\n",
      "Epoch: 44/100, Loss: 0.5207, F1: 0.58, Precision: 0.74, Recall: 0.48\n",
      "Epoch: 45/100, Loss: 0.5183, F1: 0.63, Precision: 0.73, Recall: 0.55\n",
      "Epoch: 46/100, Loss: 0.5178, F1: 0.61, Precision: 0.73, Recall: 0.53\n",
      "Epoch: 47/100, Loss: 0.5187, F1: 0.59, Precision: 0.75, Recall: 0.49\n",
      "Epoch: 48/100, Loss: 0.5166, F1: 0.59, Precision: 0.75, Recall: 0.48\n",
      "Epoch: 49/100, Loss: 0.5123, F1: 0.6, Precision: 0.74, Recall: 0.5\n",
      "Epoch: 50/100, Loss: 0.5139, F1: 0.59, Precision: 0.76, Recall: 0.48\n",
      "Epoch: 51/100, Loss: 0.5136, F1: 0.57, Precision: 0.77, Recall: 0.45\n",
      "Epoch: 52/100, Loss: 0.5097, F1: 0.68, Precision: 0.7, Recall: 0.66\n",
      "Epoch: 53/100, Loss: 0.5095, F1: 0.65, Precision: 0.71, Recall: 0.6\n",
      "Epoch: 54/100, Loss: 0.512, F1: 0.65, Precision: 0.73, Recall: 0.58\n",
      "Epoch: 55/100, Loss: 0.511, F1: 0.62, Precision: 0.75, Recall: 0.53\n",
      "Epoch: 56/100, Loss: 0.5066, F1: 0.61, Precision: 0.75, Recall: 0.52\n",
      "Epoch: 57/100, Loss: 0.5058, F1: 0.6, Precision: 0.75, Recall: 0.5\n",
      "Epoch: 58/100, Loss: 0.5033, F1: 0.61, Precision: 0.75, Recall: 0.52\n",
      "Epoch: 59/100, Loss: 0.5012, F1: 0.66, Precision: 0.72, Recall: 0.61\n",
      "Epoch: 60/100, Loss: 0.5031, F1: 0.68, Precision: 0.71, Recall: 0.65\n",
      "Epoch: 61/100, Loss: 0.5015, F1: 0.62, Precision: 0.76, Recall: 0.53\n",
      "Epoch: 62/100, Loss: 0.4988, F1: 0.63, Precision: 0.75, Recall: 0.55\n",
      "Epoch: 63/100, Loss: 0.4974, F1: 0.61, Precision: 0.77, Recall: 0.5\n",
      "Epoch: 64/100, Loss: 0.4992, F1: 0.66, Precision: 0.74, Recall: 0.59\n",
      "Epoch: 65/100, Loss: 0.4972, F1: 0.64, Precision: 0.76, Recall: 0.56\n",
      "Epoch: 66/100, Loss: 0.4972, F1: 0.66, Precision: 0.75, Recall: 0.59\n",
      "Epoch: 67/100, Loss: 0.4962, F1: 0.65, Precision: 0.75, Recall: 0.57\n",
      "Epoch: 68/100, Loss: 0.4944, F1: 0.67, Precision: 0.74, Recall: 0.61\n",
      "Epoch: 69/100, Loss: 0.4935, F1: 0.63, Precision: 0.76, Recall: 0.54\n",
      "Epoch: 70/100, Loss: 0.4954, F1: 0.64, Precision: 0.76, Recall: 0.56\n",
      "Epoch: 71/100, Loss: 0.4947, F1: 0.64, Precision: 0.76, Recall: 0.56\n",
      "Epoch: 72/100, Loss: 0.4917, F1: 0.63, Precision: 0.77, Recall: 0.53\n",
      "Epoch: 73/100, Loss: 0.4911, F1: 0.68, Precision: 0.73, Recall: 0.63\n",
      "Epoch: 74/100, Loss: 0.4872, F1: 0.65, Precision: 0.76, Recall: 0.57\n",
      "Epoch: 75/100, Loss: 0.4938, F1: 0.59, Precision: 0.78, Recall: 0.48\n",
      "Epoch: 76/100, Loss: 0.4902, F1: 0.62, Precision: 0.77, Recall: 0.52\n",
      "Epoch: 77/100, Loss: 0.4911, F1: 0.65, Precision: 0.76, Recall: 0.57\n",
      "Epoch: 78/100, Loss: 0.4861, F1: 0.61, Precision: 0.78, Recall: 0.5\n",
      "Epoch: 79/100, Loss: 0.4886, F1: 0.63, Precision: 0.76, Recall: 0.54\n",
      "Epoch: 80/100, Loss: 0.4891, F1: 0.6, Precision: 0.78, Recall: 0.49\n",
      "Epoch: 81/100, Loss: 0.4894, F1: 0.62, Precision: 0.78, Recall: 0.51\n",
      "Epoch: 82/100, Loss: 0.4898, F1: 0.62, Precision: 0.78, Recall: 0.51\n",
      "Epoch: 83/100, Loss: 0.4848, F1: 0.64, Precision: 0.76, Recall: 0.56\n",
      "Epoch: 84/100, Loss: 0.4847, F1: 0.66, Precision: 0.76, Recall: 0.58\n",
      "Epoch: 85/100, Loss: 0.4855, F1: 0.69, Precision: 0.74, Recall: 0.65\n",
      "Epoch: 86/100, Loss: 0.4853, F1: 0.68, Precision: 0.75, Recall: 0.62\n",
      "Epoch: 87/100, Loss: 0.4831, F1: 0.69, Precision: 0.74, Recall: 0.65\n",
      "Epoch: 88/100, Loss: 0.4786, F1: 0.67, Precision: 0.75, Recall: 0.61\n",
      "Epoch: 89/100, Loss: 0.4792, F1: 0.66, Precision: 0.76, Recall: 0.59\n",
      "Epoch: 90/100, Loss: 0.4814, F1: 0.67, Precision: 0.76, Recall: 0.6\n",
      "Epoch: 91/100, Loss: 0.4806, F1: 0.63, Precision: 0.77, Recall: 0.54\n",
      "Epoch: 92/100, Loss: 0.4796, F1: 0.64, Precision: 0.78, Recall: 0.54\n",
      "Epoch: 93/100, Loss: 0.4785, F1: 0.66, Precision: 0.76, Recall: 0.59\n",
      "Epoch: 94/100, Loss: 0.48, F1: 0.64, Precision: 0.78, Recall: 0.54\n",
      "Epoch: 95/100, Loss: 0.4769, F1: 0.66, Precision: 0.77, Recall: 0.57\n",
      "Epoch: 96/100, Loss: 0.4748, F1: 0.66, Precision: 0.76, Recall: 0.59\n",
      "Epoch: 97/100, Loss: 0.4788, F1: 0.67, Precision: 0.77, Recall: 0.59\n",
      "Epoch: 98/100, Loss: 0.4762, F1: 0.71, Precision: 0.74, Recall: 0.68\n",
      "Epoch: 99/100, Loss: 0.4747, F1: 0.69, Precision: 0.75, Recall: 0.64\n",
      "Epoch: 100/100, Loss: 0.4729, F1: 0.71, Precision: 0.74, Recall: 0.68\n",
      "Training fold 2\n",
      "Epoch: 1/100, Loss: 0.6203, F1: 0, Precision: 0, Recall: 0.0\n",
      "Epoch: 2/100, Loss: 0.6123, F1: 0, Precision: 0, Recall: 0.0\n",
      "Epoch: 3/100, Loss: 0.6098, F1: 0, Precision: 0, Recall: 0.0\n",
      "Epoch: 4/100, Loss: 0.6066, F1: 0, Precision: 0, Recall: 0.0\n",
      "Epoch: 5/100, Loss: 0.6039, F1: 0.02, Precision: 0.63, Recall: 0.01\n",
      "Epoch: 6/100, Loss: 0.6008, F1: 0.17, Precision: 0.63, Recall: 0.1\n",
      "Epoch: 7/100, Loss: 0.5981, F1: 0.3, Precision: 0.64, Recall: 0.2\n",
      "Epoch: 8/100, Loss: 0.5955, F1: 0.32, Precision: 0.63, Recall: 0.21\n",
      "Epoch: 9/100, Loss: 0.5941, F1: 0.32, Precision: 0.63, Recall: 0.21\n",
      "Epoch: 10/100, Loss: 0.5921, F1: 0.36, Precision: 0.63, Recall: 0.25\n",
      "Epoch: 11/100, Loss: 0.5897, F1: 0.34, Precision: 0.64, Recall: 0.23\n",
      "Epoch: 12/100, Loss: 0.5882, F1: 0.38, Precision: 0.64, Recall: 0.27\n",
      "Epoch: 13/100, Loss: 0.5863, F1: 0.41, Precision: 0.64, Recall: 0.3\n",
      "Epoch: 14/100, Loss: 0.5841, F1: 0.43, Precision: 0.64, Recall: 0.32\n",
      "Epoch: 15/100, Loss: 0.5814, F1: 0.42, Precision: 0.65, Recall: 0.31\n",
      "Epoch: 16/100, Loss: 0.5806, F1: 0.46, Precision: 0.65, Recall: 0.36\n",
      "Epoch: 17/100, Loss: 0.5782, F1: 0.45, Precision: 0.66, Recall: 0.34\n",
      "Epoch: 18/100, Loss: 0.5775, F1: 0.44, Precision: 0.66, Recall: 0.33\n",
      "Epoch: 19/100, Loss: 0.5751, F1: 0.47, Precision: 0.66, Recall: 0.37\n",
      "Epoch: 20/100, Loss: 0.5727, F1: 0.52, Precision: 0.66, Recall: 0.43\n",
      "Epoch: 21/100, Loss: 0.571, F1: 0.5, Precision: 0.67, Recall: 0.4\n",
      "Epoch: 22/100, Loss: 0.5689, F1: 0.49, Precision: 0.67, Recall: 0.39\n",
      "Epoch: 23/100, Loss: 0.5678, F1: 0.47, Precision: 0.68, Recall: 0.36\n",
      "Epoch: 24/100, Loss: 0.5644, F1: 0.53, Precision: 0.68, Recall: 0.43\n",
      "Epoch: 25/100, Loss: 0.5623, F1: 0.5, Precision: 0.68, Recall: 0.39\n",
      "Epoch: 26/100, Loss: 0.5607, F1: 0.53, Precision: 0.68, Recall: 0.44\n",
      "Epoch: 27/100, Loss: 0.5603, F1: 0.47, Precision: 0.69, Recall: 0.36\n",
      "Epoch: 28/100, Loss: 0.5578, F1: 0.53, Precision: 0.68, Recall: 0.43\n",
      "Epoch: 29/100, Loss: 0.5561, F1: 0.55, Precision: 0.69, Recall: 0.46\n",
      "Epoch: 30/100, Loss: 0.5535, F1: 0.52, Precision: 0.7, Recall: 0.42\n",
      "Epoch: 31/100, Loss: 0.553, F1: 0.54, Precision: 0.68, Recall: 0.45\n",
      "Epoch: 32/100, Loss: 0.5528, F1: 0.57, Precision: 0.67, Recall: 0.5\n",
      "Epoch: 33/100, Loss: 0.5485, F1: 0.56, Precision: 0.69, Recall: 0.47\n",
      "Epoch: 34/100, Loss: 0.5478, F1: 0.54, Precision: 0.7, Recall: 0.44\n",
      "Epoch: 35/100, Loss: 0.5449, F1: 0.57, Precision: 0.69, Recall: 0.49\n",
      "Epoch: 36/100, Loss: 0.5445, F1: 0.56, Precision: 0.69, Recall: 0.47\n",
      "Epoch: 37/100, Loss: 0.5426, F1: 0.57, Precision: 0.69, Recall: 0.48\n",
      "Epoch: 38/100, Loss: 0.5414, F1: 0.57, Precision: 0.71, Recall: 0.48\n",
      "Epoch: 39/100, Loss: 0.5396, F1: 0.55, Precision: 0.72, Recall: 0.45\n",
      "Epoch: 40/100, Loss: 0.539, F1: 0.58, Precision: 0.7, Recall: 0.49\n",
      "Epoch: 41/100, Loss: 0.5378, F1: 0.58, Precision: 0.71, Recall: 0.49\n",
      "Epoch: 42/100, Loss: 0.536, F1: 0.62, Precision: 0.69, Recall: 0.57\n",
      "Epoch: 43/100, Loss: 0.5335, F1: 0.6, Precision: 0.7, Recall: 0.52\n",
      "Epoch: 44/100, Loss: 0.5334, F1: 0.62, Precision: 0.7, Recall: 0.55\n",
      "Epoch: 45/100, Loss: 0.5325, F1: 0.58, Precision: 0.72, Recall: 0.49\n",
      "Epoch: 46/100, Loss: 0.5305, F1: 0.59, Precision: 0.71, Recall: 0.51\n",
      "Epoch: 47/100, Loss: 0.5272, F1: 0.58, Precision: 0.72, Recall: 0.49\n",
      "Epoch: 48/100, Loss: 0.5245, F1: 0.66, Precision: 0.67, Recall: 0.66\n",
      "Epoch: 49/100, Loss: 0.5264, F1: 0.61, Precision: 0.72, Recall: 0.53\n",
      "Epoch: 50/100, Loss: 0.5237, F1: 0.59, Precision: 0.73, Recall: 0.5\n",
      "Epoch: 51/100, Loss: 0.5232, F1: 0.62, Precision: 0.72, Recall: 0.54\n",
      "Epoch: 52/100, Loss: 0.5231, F1: 0.66, Precision: 0.68, Recall: 0.65\n",
      "Epoch: 53/100, Loss: 0.5227, F1: 0.67, Precision: 0.69, Recall: 0.65\n",
      "Epoch: 54/100, Loss: 0.5212, F1: 0.62, Precision: 0.72, Recall: 0.54\n",
      "Epoch: 55/100, Loss: 0.5183, F1: 0.63, Precision: 0.73, Recall: 0.55\n",
      "Epoch: 56/100, Loss: 0.5152, F1: 0.6, Precision: 0.74, Recall: 0.51\n",
      "Epoch: 57/100, Loss: 0.5141, F1: 0.65, Precision: 0.71, Recall: 0.6\n",
      "Epoch: 58/100, Loss: 0.5136, F1: 0.64, Precision: 0.71, Recall: 0.59\n",
      "Epoch: 59/100, Loss: 0.511, F1: 0.63, Precision: 0.73, Recall: 0.56\n",
      "Epoch: 60/100, Loss: 0.5099, F1: 0.59, Precision: 0.75, Recall: 0.49\n",
      "Epoch: 61/100, Loss: 0.5097, F1: 0.64, Precision: 0.73, Recall: 0.57\n",
      "Epoch: 62/100, Loss: 0.5052, F1: 0.63, Precision: 0.74, Recall: 0.55\n",
      "Epoch: 63/100, Loss: 0.5104, F1: 0.65, Precision: 0.73, Recall: 0.58\n",
      "Epoch: 64/100, Loss: 0.5036, F1: 0.62, Precision: 0.73, Recall: 0.54\n",
      "Epoch: 65/100, Loss: 0.5024, F1: 0.62, Precision: 0.74, Recall: 0.54\n",
      "Epoch: 66/100, Loss: 0.5056, F1: 0.64, Precision: 0.73, Recall: 0.57\n",
      "Epoch: 67/100, Loss: 0.5038, F1: 0.67, Precision: 0.72, Recall: 0.63\n",
      "Epoch: 68/100, Loss: 0.5023, F1: 0.68, Precision: 0.73, Recall: 0.63\n",
      "Epoch: 69/100, Loss: 0.5022, F1: 0.66, Precision: 0.73, Recall: 0.61\n",
      "Epoch: 70/100, Loss: 0.5006, F1: 0.67, Precision: 0.72, Recall: 0.63\n",
      "Epoch: 71/100, Loss: 0.5013, F1: 0.68, Precision: 0.72, Recall: 0.64\n",
      "Epoch: 72/100, Loss: 0.4978, F1: 0.68, Precision: 0.72, Recall: 0.64\n",
      "Epoch: 73/100, Loss: 0.4981, F1: 0.63, Precision: 0.75, Recall: 0.55\n",
      "Epoch: 74/100, Loss: 0.5, F1: 0.54, Precision: 0.79, Recall: 0.41\n",
      "Epoch: 75/100, Loss: 0.5003, F1: 0.62, Precision: 0.76, Recall: 0.53\n",
      "Epoch: 76/100, Loss: 0.4943, F1: 0.65, Precision: 0.75, Recall: 0.57\n",
      "Epoch: 77/100, Loss: 0.493, F1: 0.66, Precision: 0.74, Recall: 0.59\n",
      "Epoch: 78/100, Loss: 0.4947, F1: 0.71, Precision: 0.69, Recall: 0.74\n",
      "Epoch: 79/100, Loss: 0.4922, F1: 0.68, Precision: 0.72, Recall: 0.65\n",
      "Epoch: 80/100, Loss: 0.4901, F1: 0.61, Precision: 0.77, Recall: 0.5\n",
      "Epoch: 81/100, Loss: 0.4945, F1: 0.66, Precision: 0.74, Recall: 0.6\n",
      "Epoch: 82/100, Loss: 0.4899, F1: 0.68, Precision: 0.73, Recall: 0.64\n",
      "Epoch: 83/100, Loss: 0.485, F1: 0.64, Precision: 0.76, Recall: 0.56\n",
      "Epoch: 84/100, Loss: 0.4877, F1: 0.65, Precision: 0.75, Recall: 0.57\n",
      "Epoch: 85/100, Loss: 0.488, F1: 0.69, Precision: 0.73, Recall: 0.65\n",
      "Epoch: 86/100, Loss: 0.4845, F1: 0.69, Precision: 0.73, Recall: 0.66\n",
      "Epoch: 87/100, Loss: 0.485, F1: 0.66, Precision: 0.75, Recall: 0.59\n",
      "Epoch: 88/100, Loss: 0.481, F1: 0.64, Precision: 0.77, Recall: 0.55\n",
      "Epoch: 89/100, Loss: 0.4826, F1: 0.63, Precision: 0.77, Recall: 0.53\n",
      "Epoch: 90/100, Loss: 0.4813, F1: 0.67, Precision: 0.75, Recall: 0.61\n",
      "Epoch: 91/100, Loss: 0.4814, F1: 0.64, Precision: 0.77, Recall: 0.55\n",
      "Epoch: 92/100, Loss: 0.4791, F1: 0.67, Precision: 0.76, Recall: 0.6\n",
      "Epoch: 93/100, Loss: 0.4833, F1: 0.66, Precision: 0.76, Recall: 0.59\n",
      "Epoch: 94/100, Loss: 0.4852, F1: 0.68, Precision: 0.75, Recall: 0.62\n",
      "Epoch: 95/100, Loss: 0.4841, F1: 0.68, Precision: 0.75, Recall: 0.62\n",
      "Epoch: 96/100, Loss: 0.4777, F1: 0.69, Precision: 0.74, Recall: 0.64\n",
      "Epoch: 97/100, Loss: 0.4768, F1: 0.68, Precision: 0.75, Recall: 0.62\n",
      "Epoch: 98/100, Loss: 0.4735, F1: 0.7, Precision: 0.75, Recall: 0.65\n",
      "Epoch: 99/100, Loss: 0.4714, F1: 0.67, Precision: 0.76, Recall: 0.6\n",
      "Epoch: 100/100, Loss: 0.4732, F1: 0.67, Precision: 0.76, Recall: 0.6\n"
     ]
    }
   ],
   "source": [
    "# Train all of the folds and collate statistics and confusion matrix from all folds\n",
    "fold_results_list = list()\n",
    "confusion_matrix_list = list()\n",
    "fold_count = 0\n",
    "\n",
    "while True:\n",
    "    try:\n",
    "        train_ds = StockDataset.from_file(f'data/train-{fold_count}.npz')\n",
    "        test_ds = StockDataset.from_file(f'data/test-{fold_count}.npz')\n",
    "    except:\n",
    "        break;\n",
    "    \n",
    "    print(f'Training fold {fold_count}')\n",
    "    fold_results, c_matrix = train_and_validate_single_fold(train_ds,test_ds)\n",
    "    \n",
    "    fold_results_list.append(fold_results)\n",
    "    confusion_matrix_list.append(c_matrix)\n",
    "    fold_count += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fold  F1 Score  Precision  Recall\n",
      "   0      0.58        0.6    0.57\n",
      "   1      0.57       0.61    0.54\n",
      "   2      0.56       0.63    0.51\n"
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       "<Figure size 1008x216 with 3 Axes>"
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   "source": [
    "# Plot the results for each fold and inspect statistics\n",
    "for i, fold_result in enumerate(fold_results_list):\n",
    "    plot_model_training_results(*fold_result)\n",
    "\n",
    "print('Fold  F1 Score  Precision  Recall')\n",
    "for i, matrix in enumerate(confusion_matrix_list):\n",
    "    a, p, r = binary_measures(matrix)\n",
    "    print(f'%4s' % f'{i}' + f'%10s' % f'{round(a,2)}' + f'%11s' % f'{round(p,2)}' + f'%8s' % f'{round(r,2)}')"
   ]
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Model Benchmark\n",
    "We will now load the full dataset and see what kind of precision, recall and accuracy we would expect if we made decisions by tossing a coin. Since our dataset includes 12 offsets, this is an average over the last year; there may be seasonal variations in terms of precision and accuracy that we can look further into if interested."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_full_ds = StockDataset.from_file('data/train-full.npz')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of samples: 5826\n",
      "Number of positive samples: 2711\n",
      "Number of negative samples: 3115\n"
     ]
    }
   ],
   "source": [
    "count_total = len(train_full_ds[:][1])\n",
    "count_positive = train_full_ds[:][1].sum()\n",
    "count_negative = count_total - count_positive\n",
    "print(f'Number of samples: {count_total}')\n",
    "print(f'Number of positive samples: {count_positive}')\n",
    "print(f'Number of negative samples: {count_negative}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Coin toss F1:        0.48\n",
      "Coin toss precision: 0.47\n",
      "Coin toss recall:    0.5\n"
     ]
    }
   ],
   "source": [
    "# If we toss a coin and pick a stock, our precision and recall are\n",
    "# as follows (this is the most naive of \"models\")\n",
    "coin_p = 0.5\n",
    "coin_toss_true_pos = coin_p*count_positive / count_total\n",
    "coin_toss_true_neg = (1-coin_p)*count_negative / count_total\n",
    "coin_toss_false_pos = coin_p*count_negative / count_total\n",
    "coin_toss_false_neg = (1-coin_p)*count_positive / count_total\n",
    "\n",
    "coin_toss_matrix = np.array([[coin_toss_true_pos,coin_toss_false_pos],[coin_toss_true_neg,coin_toss_false_neg]])\n",
    "\n",
    "coin_toss_f1, coin_toss_precision, coin_toss_recall = binary_measures(coin_toss_matrix)\n",
    "print(f'Coin toss F1:        {round(coin_toss_f1,2)}')\n",
    "print(f'Coin toss precision: {round(coin_toss_precision,2)}')\n",
    "print(f'Coin toss recall:    {round(coin_toss_recall,2)}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                 True     False\n",
      "Positives:         94       135\n",
      "Negatives:         21         6\n",
      "\n",
      "F1 score:  0.57\n",
      "Precision: 0.41\n",
      "Recall:    0.94\n"
     ]
    }
   ],
   "source": [
    "# We can also compare our model to historical analysts recommendations. \n",
    "# Historical analyst recommendations were scraped from the internet and\n",
    "# only date back 2 quarters; comparisons are therefore limited in this regard\n",
    "from model.benchmark import get_analyst_confusion_matrix_for_quarter\n",
    "\n",
    "analyst_matrix_one = get_analyst_confusion_matrix_for_quarter(quarter_offset=1,output=False)\n",
    "analyst_matrix_two = get_analyst_confusion_matrix_for_quarter(quarter_offset=2,output=False)\n",
    "analyst_matrix = np.add(analyst_matrix_one,analyst_matrix_two)\n",
    "\n",
    "print( '           %10s' % 'True' + '%10s' % 'False')\n",
    "print(f'Positives: %10s' % f'{analyst_matrix[0][0]}' + '%10s' % f'{analyst_matrix[0][1]}')\n",
    "print(f'Negatives: %10s' % f'{analyst_matrix[1][0]}' + '%10s' % f'{analyst_matrix[1][1]}')\n",
    "print('')\n",
    "\n",
    "binary_measures(analyst_matrix,output=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                 True     False\n",
      "Positives:       1469       917\n",
      "Negatives:       2198      1242\n",
      "\n",
      "F1 score:  0.58\n",
      "Precision: 0.62\n",
      "Recall:    0.54\n"
     ]
    }
   ],
   "source": [
    "# Combine confusion matrices across all folds to see how we compare to a coin-toss and analyst benchmarks\n",
    "cumulative_matrix = np.zeros([2,2],dtype='int')\n",
    "for matrix in confusion_matrix_list:\n",
    "    cumulative_matrix = np.add(cumulative_matrix,matrix)\n",
    "\n",
    "print( '           %10s' % 'True' + '%10s' % 'False')\n",
    "print(f'Positives: %10s' % f'{cumulative_matrix[0][0]}' + '%10s' % f'{cumulative_matrix[0][1]}')\n",
    "print(f'Negatives: %10s' % f'{cumulative_matrix[1][0]}' + '%10s' % f'{cumulative_matrix[1][1]}')\n",
    "print('')\n",
    "\n",
    "binary_measures(cumulative_matrix,output=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Model Training: Final Model\n",
    "Having now cross-validated the model, we will train the final model using *all* of the training data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "torch.manual_seed(42)\n",
    "\n",
    "device    = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
    "loss_fn   = torch.nn.BCEWithLogitsLoss(pos_weight=torch.from_numpy(np.array([0.8])))\n",
    "train_dl  = torch.utils.data.DataLoader(train_full_ds, batch_size=300,shuffle=True,collate_fn = StockDataset.collate_data)\n",
    "\n",
    "model     = StockClassifier(train_ds.get_prediction_interval(),\n",
    "                            train_ds.get_data_interval(),\n",
    "                            train_ds.get_categorical_feature_count(),\n",
    "                            train_ds.get_categorical_feature_embedding_dims(),\n",
    "                            train_ds.get_daily_feature_count(),\n",
    "                            train_ds.get_quarterly_feature_count(),\n",
    "                            embeddings_hidden_dim=10,\n",
    "                            hidden_dim=500)\n",
    "\n",
    "optimizer = torch.optim.Adam(model.parameters(),lr=0.0001)\n",
    "estimator = StockClassifierEstimator(model,optimizer,loss_fn,device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 1, Loss: 0.617727530002594\n",
      "Epoch: 2, Loss: 0.6112611144781113\n",
      "Epoch: 3, Loss: 0.6084293037652969\n",
      "Epoch: 4, Loss: 0.6056293994188309\n",
      "Epoch: 5, Loss: 0.6023160934448242\n",
      "Epoch: 6, Loss: 0.599285364151001\n",
      "Epoch: 7, Loss: 0.5950583517551422\n",
      "Epoch: 8, Loss: 0.5929939210414886\n",
      "Epoch: 9, Loss: 0.5901900976896286\n",
      "Epoch: 10, Loss: 0.5877386331558228\n",
      "Epoch: 11, Loss: 0.583875298500061\n",
      "Epoch: 12, Loss: 0.5820230841636658\n",
      "Epoch: 13, Loss: 0.5790147423744202\n",
      "Epoch: 14, Loss: 0.5746128767728805\n",
      "Epoch: 15, Loss: 0.5733597666025162\n",
      "Epoch: 16, Loss: 0.5714214742183685\n",
      "Epoch: 17, Loss: 0.5676583886146546\n",
      "Epoch: 18, Loss: 0.5666690051555634\n",
      "Epoch: 19, Loss: 0.5611539214849472\n",
      "Epoch: 20, Loss: 0.559359735250473\n",
      "Epoch: 21, Loss: 0.5572911173105239\n",
      "Epoch: 22, Loss: 0.554633030295372\n",
      "Epoch: 23, Loss: 0.5531659573316574\n",
      "Epoch: 24, Loss: 0.550723311305046\n",
      "Epoch: 25, Loss: 0.5500970721244812\n",
      "Epoch: 26, Loss: 0.5471415281295776\n",
      "Epoch: 27, Loss: 0.5473725587129593\n",
      "Epoch: 28, Loss: 0.5419301390647888\n",
      "Epoch: 29, Loss: 0.5406255036592483\n",
      "Epoch: 30, Loss: 0.5403604656457901\n",
      "Epoch: 31, Loss: 0.537504979968071\n",
      "Epoch: 32, Loss: 0.534691059589386\n",
      "Epoch: 33, Loss: 0.5331694111227989\n",
      "Epoch: 34, Loss: 0.534544026851654\n",
      "Epoch: 35, Loss: 0.5297681152820587\n",
      "Epoch: 36, Loss: 0.5301587596535683\n",
      "Epoch: 37, Loss: 0.5261325687170029\n",
      "Epoch: 38, Loss: 0.5282322034239769\n",
      "Epoch: 39, Loss: 0.526187913119793\n",
      "Epoch: 40, Loss: 0.5253055468201637\n",
      "Epoch: 41, Loss: 0.5260348215699195\n",
      "Epoch: 42, Loss: 0.5193114206194878\n",
      "Epoch: 43, Loss: 0.5215487584471703\n",
      "Epoch: 44, Loss: 0.5216895148158074\n",
      "Epoch: 45, Loss: 0.5177462697029114\n",
      "Epoch: 46, Loss: 0.5195790082216263\n",
      "Epoch: 47, Loss: 0.5167645931243896\n",
      "Epoch: 48, Loss: 0.5191451713442803\n",
      "Epoch: 49, Loss: 0.5147800028324128\n",
      "Epoch: 50, Loss: 0.5137620583176613\n",
      "Epoch: 51, Loss: 0.5138638123869896\n",
      "Epoch: 52, Loss: 0.511254258453846\n",
      "Epoch: 53, Loss: 0.5095694795250892\n",
      "Epoch: 54, Loss: 0.5108632102608681\n",
      "Epoch: 55, Loss: 0.5085951313376427\n",
      "Epoch: 56, Loss: 0.5079487189650536\n",
      "Epoch: 57, Loss: 0.5083929568529129\n",
      "Epoch: 58, Loss: 0.5087398603558541\n",
      "Epoch: 59, Loss: 0.5039169132709503\n",
      "Epoch: 60, Loss: 0.505093301832676\n",
      "Epoch: 61, Loss: 0.5047737151384354\n",
      "Epoch: 62, Loss: 0.5068321853876114\n",
      "Epoch: 63, Loss: 0.5027351155877113\n",
      "Epoch: 64, Loss: 0.5027321323752403\n",
      "Epoch: 65, Loss: 0.5004667699337005\n",
      "Epoch: 66, Loss: 0.4999452576041222\n",
      "Epoch: 67, Loss: 0.5004080668091774\n",
      "Epoch: 68, Loss: 0.49978467375040053\n",
      "Epoch: 69, Loss: 0.5014644086360931\n",
      "Epoch: 70, Loss: 0.4965911015868187\n",
      "Epoch: 71, Loss: 0.5002026572823525\n",
      "Epoch: 72, Loss: 0.49672710001468656\n",
      "Epoch: 73, Loss: 0.4985674634575844\n",
      "Epoch: 74, Loss: 0.5013602286577225\n",
      "Epoch: 75, Loss: 0.49533054381608965\n",
      "Epoch: 76, Loss: 0.49487933367490766\n",
      "Epoch: 77, Loss: 0.49818556308746337\n",
      "Epoch: 78, Loss: 0.4891029343008995\n",
      "Epoch: 79, Loss: 0.4988276645541191\n",
      "Epoch: 80, Loss: 0.49084414541721344\n",
      "Epoch: 81, Loss: 0.4904294952750206\n",
      "Epoch: 82, Loss: 0.49080854207277297\n",
      "Epoch: 83, Loss: 0.4877339154481888\n",
      "Epoch: 84, Loss: 0.48972893208265306\n",
      "Epoch: 85, Loss: 0.4864335596561432\n",
      "Epoch: 86, Loss: 0.49047791212797165\n",
      "Epoch: 87, Loss: 0.48980356752872467\n",
      "Epoch: 88, Loss: 0.49184801876544954\n",
      "Epoch: 89, Loss: 0.4851426720619202\n",
      "Epoch: 90, Loss: 0.48528567105531695\n",
      "Epoch: 91, Loss: 0.48502234518527987\n",
      "Epoch: 92, Loss: 0.4861078172922134\n",
      "Epoch: 93, Loss: 0.48426433503627775\n",
      "Epoch: 94, Loss: 0.48479096591472626\n",
      "Epoch: 95, Loss: 0.48589213490486144\n",
      "Epoch: 96, Loss: 0.48151457905769346\n",
      "Epoch: 97, Loss: 0.4827362895011902\n",
      "Epoch: 98, Loss: 0.48398946076631544\n",
      "Epoch: 99, Loss: 0.4800272434949875\n",
      "Epoch: 100, Loss: 0.48113777190446855\n"
     ]
    }
   ],
   "source": [
    "estimator.fit(train_dl, epochs=100, output=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save the trained model for later use (predictions)\n",
    "model.to_file('data')"
   ]
  }
 ],
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