code/02_emotion_learning.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Emotion learning\n",
    "Here we train an emotional encoder based on a dataset with RL trajectories from a previously trained RL agent."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dependencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# The following code was run on Python 3.9.7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: pandas==1.4.1 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (1.4.1)\n",
      "Requirement already satisfied: numpy>=1.18.5 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from pandas==1.4.1) (1.22.2)\n",
      "Requirement already satisfied: python-dateutil>=2.8.1 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from pandas==1.4.1) (2.8.2)\n",
      "Requirement already satisfied: pytz>=2020.1 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from pandas==1.4.1) (2024.1)\n",
      "Requirement already satisfied: six>=1.5 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from python-dateutil>=2.8.1->pandas==1.4.1) (1.16.0)\n",
      "\u001b[33mWARNING: You are using pip version 21.2.4; however, version 24.0 is available.\n",
      "You should consider upgrading via the '/Users/Alberto/Code/love-emotional-framework/.venv/bin/python -m pip install --upgrade pip' command.\u001b[0m\n",
      "Note: you may need to restart the kernel to use updated packages.\n",
      "Requirement already satisfied: numpy==1.22.2 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (1.22.2)\n",
      "\u001b[33mWARNING: You are using pip version 21.2.4; however, version 24.0 is available.\n",
      "You should consider upgrading via the '/Users/Alberto/Code/love-emotional-framework/.venv/bin/python -m pip install --upgrade pip' command.\u001b[0m\n",
      "Note: you may need to restart the kernel to use updated packages.\n",
      "Requirement already satisfied: tensorflow==2.8.0 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (2.8.0)\n",
      "Requirement already satisfied: h5py>=2.9.0 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from tensorflow==2.8.0) (3.10.0)\n",
      "Requirement already satisfied: six>=1.12.0 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from tensorflow==2.8.0) (1.16.0)\n",
      "Requirement already satisfied: grpcio<2.0,>=1.24.3 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from tensorflow==2.8.0) (1.60.1)\n",
      "Requirement already satisfied: absl-py>=0.4.0 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from tensorflow==2.8.0) (2.1.0)\n",
      "Requirement already satisfied: google-pasta>=0.1.1 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from tensorflow==2.8.0) (0.2.0)\n",
      "Requirement already satisfied: termcolor>=1.1.0 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from tensorflow==2.8.0) (2.4.0)\n",
      "Requirement already satisfied: libclang>=9.0.1 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from tensorflow==2.8.0) (16.0.6)\n",
      "Requirement already satisfied: opt-einsum>=2.3.2 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from tensorflow==2.8.0) (3.3.0)\n",
      "Requirement already satisfied: tensorflow-io-gcs-filesystem>=0.23.1 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from tensorflow==2.8.0) (0.36.0)\n",
      "Requirement already satisfied: protobuf>=3.9.2 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from tensorflow==2.8.0) (3.19.4)\n",
      "Requirement already satisfied: keras<2.9,>=2.8.0rc0 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from tensorflow==2.8.0) (2.8.0)\n",
      "Requirement already satisfied: wrapt>=1.11.0 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from tensorflow==2.8.0) (1.16.0)\n",
      "Requirement already satisfied: typing-extensions>=3.6.6 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from tensorflow==2.8.0) (4.9.0)\n",
      "Requirement already satisfied: tensorboard<2.9,>=2.8 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from tensorflow==2.8.0) (2.8.0)\n",
      "Requirement already satisfied: keras-preprocessing>=1.1.1 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from tensorflow==2.8.0) (1.1.2)\n",
      "Requirement already satisfied: tf-estimator-nightly==2.8.0.dev2021122109 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from tensorflow==2.8.0) (2.8.0.dev2021122109)\n",
      "Requirement already satisfied: numpy>=1.20 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from tensorflow==2.8.0) (1.22.2)\n",
      "Requirement already satisfied: gast>=0.2.1 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from tensorflow==2.8.0) (0.5.4)\n",
      "Requirement already satisfied: flatbuffers>=1.12 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from tensorflow==2.8.0) (23.5.26)\n",
      "Requirement already satisfied: astunparse>=1.6.0 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from tensorflow==2.8.0) (1.6.3)\n",
      "Requirement already satisfied: setuptools in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from tensorflow==2.8.0) (57.4.0)\n",
      "Requirement already satisfied: wheel<1.0,>=0.23.0 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from astunparse>=1.6.0->tensorflow==2.8.0) (0.42.0)\n",
      "Requirement already satisfied: requests<3,>=2.21.0 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from tensorboard<2.9,>=2.8->tensorflow==2.8.0) (2.31.0)\n",
      "Requirement already satisfied: google-auth<3,>=1.6.3 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from tensorboard<2.9,>=2.8->tensorflow==2.8.0) (2.28.0)\n",
      "Requirement already satisfied: tensorboard-data-server<0.7.0,>=0.6.0 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from tensorboard<2.9,>=2.8->tensorflow==2.8.0) (0.6.1)\n",
      "Requirement already satisfied: markdown>=2.6.8 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from tensorboard<2.9,>=2.8->tensorflow==2.8.0) (3.5.2)\n",
      "Requirement already satisfied: tensorboard-plugin-wit>=1.6.0 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from tensorboard<2.9,>=2.8->tensorflow==2.8.0) (1.8.1)\n",
      "Requirement already satisfied: werkzeug>=0.11.15 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from tensorboard<2.9,>=2.8->tensorflow==2.8.0) (3.0.1)\n",
      "Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from tensorboard<2.9,>=2.8->tensorflow==2.8.0) (0.4.6)\n",
      "Requirement already satisfied: rsa<5,>=3.1.4 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from google-auth<3,>=1.6.3->tensorboard<2.9,>=2.8->tensorflow==2.8.0) (4.9)\n",
      "Requirement already satisfied: cachetools<6.0,>=2.0.0 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from google-auth<3,>=1.6.3->tensorboard<2.9,>=2.8->tensorflow==2.8.0) (5.3.2)\n",
      "Requirement already satisfied: pyasn1-modules>=0.2.1 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from google-auth<3,>=1.6.3->tensorboard<2.9,>=2.8->tensorflow==2.8.0) (0.3.0)\n",
      "Requirement already satisfied: requests-oauthlib>=0.7.0 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard<2.9,>=2.8->tensorflow==2.8.0) (1.3.1)\n",
      "Requirement already satisfied: importlib-metadata>=4.4 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from markdown>=2.6.8->tensorboard<2.9,>=2.8->tensorflow==2.8.0) (7.0.1)\n",
      "Requirement already satisfied: zipp>=0.5 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from importlib-metadata>=4.4->markdown>=2.6.8->tensorboard<2.9,>=2.8->tensorflow==2.8.0) (3.17.0)\n",
      "Requirement already satisfied: pyasn1<0.6.0,>=0.4.6 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard<2.9,>=2.8->tensorflow==2.8.0) (0.5.1)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from requests<3,>=2.21.0->tensorboard<2.9,>=2.8->tensorflow==2.8.0) (2024.2.2)\n",
      "Requirement already satisfied: urllib3<3,>=1.21.1 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from requests<3,>=2.21.0->tensorboard<2.9,>=2.8->tensorflow==2.8.0) (2.2.0)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from requests<3,>=2.21.0->tensorboard<2.9,>=2.8->tensorflow==2.8.0) (3.6)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from requests<3,>=2.21.0->tensorboard<2.9,>=2.8->tensorflow==2.8.0) (3.3.2)\n",
      "Requirement already satisfied: oauthlib>=3.0.0 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard<2.9,>=2.8->tensorflow==2.8.0) (3.2.2)\n",
      "Requirement already satisfied: MarkupSafe>=2.1.1 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from werkzeug>=0.11.15->tensorboard<2.9,>=2.8->tensorflow==2.8.0) (2.1.5)\n",
      "\u001b[33mWARNING: You are using pip version 21.2.4; however, version 24.0 is available.\n",
      "You should consider upgrading via the '/Users/Alberto/Code/love-emotional-framework/.venv/bin/python -m pip install --upgrade pip' command.\u001b[0m\n",
      "Note: you may need to restart the kernel to use updated packages.\n",
      "Requirement already satisfied: matplotlib==3.1.1 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (3.1.1)\n",
      "Requirement already satisfied: python-dateutil>=2.1 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from matplotlib==3.1.1) (2.8.2)\n",
      "Requirement already satisfied: numpy>=1.11 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from matplotlib==3.1.1) (1.22.2)\n",
      "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from matplotlib==3.1.1) (3.1.1)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from matplotlib==3.1.1) (1.4.5)\n",
      "Requirement already satisfied: cycler>=0.10 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from matplotlib==3.1.1) (0.12.1)\n",
      "Requirement already satisfied: six>=1.5 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (from python-dateutil>=2.1->matplotlib==3.1.1) (1.16.0)\n",
      "\u001b[33mWARNING: You are using pip version 21.2.4; however, version 24.0 is available.\n",
      "You should consider upgrading via the '/Users/Alberto/Code/love-emotional-framework/.venv/bin/python -m pip install --upgrade pip' command.\u001b[0m\n",
      "Note: you may need to restart the kernel to use updated packages.\n",
      "Requirement already satisfied: protobuf==3.19.4 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (3.19.4)\n",
      "\u001b[33mWARNING: You are using pip version 21.2.4; however, version 24.0 is available.\n",
      "You should consider upgrading via the '/Users/Alberto/Code/love-emotional-framework/.venv/bin/python -m pip install --upgrade pip' command.\u001b[0m\n",
      "Note: you may need to restart the kernel to use updated packages.\n",
      "Requirement already satisfied: keras==2.8.0 in /Users/Alberto/Code/love-emotional-framework/.venv/lib/python3.9/site-packages (2.8.0)\n",
      "\u001b[33mWARNING: You are using pip version 21.2.4; however, version 24.0 is available.\n",
      "You should consider upgrading via the '/Users/Alberto/Code/love-emotional-framework/.venv/bin/python -m pip install --upgrade pip' command.\u001b[0m\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "# Installation of libraries (in the specific versions used).\n",
    "%pip install pandas==1.4.1\n",
    "%pip install numpy==1.22.2\n",
    "%pip install tensorflow==2.8.0\n",
    "%pip install matplotlib==3.1.1\n",
    "%pip install protobuf==3.19.4\n",
    "%pip install keras==2.8.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Enable automatic reloading of external modules before executing code here.\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import packages.\n",
    "import os\n",
    "import sys\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import random\n",
    "from matplotlib import pyplot as plt\n",
    "import tensorflow as tf\n",
    "from tensorflow.keras.optimizers import Adam\n",
    "import keras\n",
    "from keras import layers, Sequential"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import modules.\n",
    "module_path = os.path.abspath(os.path.join('modules'))\n",
    "if module_path not in sys.path:\n",
    "    sys.path.append(module_path)\n",
    "\n",
    "import time_series_tools as ts_tools"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Auxiliary code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "def reset_random_seeds(seed):\n",
    "    os.environ['PYTHONHASHSEED']=str(seed)\n",
    "    tf.random.set_seed(seed)\n",
    "    np.random.seed(seed)\n",
    "    random.seed(seed)\n",
    "\n",
    "def plot_examples(x_orig, x_reg, n_samples=10, seed=0):\n",
    "    n = 10  \n",
    "    plt.figure(figsize=(20, 4))\n",
    "    random.seed(seed)\n",
    "    rnd_idx_list = [random.randint(0, len(x_orig) - 1) for _ in range(n_samples)]\n",
    "    for i, idx in enumerate(rnd_idx_list):\n",
    "        # display original\n",
    "        ax = plt.subplot(2, n, i + 1)\n",
    "        if i == 0:\n",
    "            ax.set_ylabel(\"Input\", fontweight=600)\n",
    "        else:\n",
    "            ax.get_yaxis().set_visible(False)\n",
    "        plt.plot(x_orig[idx])\n",
    "        ax.get_xaxis().set_visible(False)\n",
    "        \n",
    "\n",
    "        # display regeneration\n",
    "        ax = plt.subplot(2, n, i + 1 + n)\n",
    "        if i == 0:\n",
    "            ax.set_ylabel(\"Output\", fontweight=600)\n",
    "        else:\n",
    "            ax.get_yaxis().set_visible(False)\n",
    "        plt.plot(x_reg[idx])\n",
    "        ax.get_xaxis().set_visible(False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training of the emotional encoder"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Prepare dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Read dataset with Trajectories\n",
    "* train_dataset\n",
    "* test_dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "48\n",
      "12\n"
     ]
    }
   ],
   "source": [
    "# Paths to the lists with training / test trajectories to use.\n",
    "path_to_trajectories = os.path.join(os.path.dirname(os.getcwd()), 'data', 'original', 'trajectories')\n",
    "train_set_files_list_f = os.path.join(path_to_trajectories, 'train_set_files.txt')\n",
    "test_set_files_list_f = os.path.join(path_to_trajectories, 'test_set_files.txt')\n",
    "experiment_id = 'Exp-05.01'\n",
    "columns = ['Step', 'Reward', 'Value']\n",
    "\n",
    "with open(train_set_files_list_f) as f:\n",
    "    train_set_list = f.readlines()\n",
    "    train_set_list = [os.path.join(path_to_trajectories, line.rstrip()) for line in train_set_list]\n",
    "\n",
    "with open(test_set_files_list_f) as f:\n",
    "    test_set_list = f.readlines()\n",
    "    test_set_list = [os.path.join(path_to_trajectories, line.rstrip()) for line in test_set_list]\n",
    "\n",
    "train_dataset = ts_tools.read_all_trajectories_in_file_list(\n",
    "    train_set_list,\n",
    "    experiment_id=experiment_id,\n",
    "    columns=columns\n",
    ")\n",
    "test_dataset = ts_tools.read_all_trajectories_in_file_list(\n",
    "    test_set_list,\n",
    "    experiment_id=experiment_id,\n",
    "    columns=columns\n",
    ")\n",
    "\n",
    "print(len(train_dataset))\n",
    "print(len(test_dataset))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Exp-05.01 (episode_8.txt)\n",
      "     Step      Reward      Value\n",
      "0       0    0.000000  68.482445\n",
      "1       1   -0.805425  70.415993\n",
      "2       2    0.178258  69.390709\n",
      "3       3    3.428645  66.379517\n",
      "4       4    2.729565  65.271263\n",
      "..    ...         ...        ...\n",
      "358   358   -0.000003  75.849434\n",
      "359   359   -0.000001  75.849434\n",
      "360   360    0.000001  75.849434\n",
      "361   361    0.000002  75.849426\n",
      "362   362  100.000000   0.000000\n",
      "\n",
      "[363 rows x 3 columns]\n"
     ]
    },
    {
     "data": {
      "application/javascript": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  const JS_MIME_TYPE = 'application/javascript';\n  const HTML_MIME_TYPE = 'text/html';\n  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n  const CLASS_NAME = 'output_bokeh rendered_html';\n\n  /**\n   * Render data to the DOM node\n   */\n  function render(props, node) {\n    const script = document.createElement(\"script\");\n    node.appendChild(script);\n  }\n\n  /**\n   * Handle when an output is cleared or removed\n   */\n  function handleClearOutput(event, handle) {\n    const cell = handle.cell;\n\n    const id = cell.output_area._bokeh_element_id;\n    const server_id = cell.output_area._bokeh_server_id;\n    // Clean up Bokeh references\n    if (id != null && id in Bokeh.index) {\n      Bokeh.index[id].model.document.clear();\n      delete Bokeh.index[id];\n    }\n\n    if (server_id !== undefined) {\n      // Clean up Bokeh references\n      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n      cell.notebook.kernel.execute(cmd_clean, {\n        iopub: {\n          output: function(msg) {\n            const id = msg.content.text.trim();\n            if (id in Bokeh.index) {\n              Bokeh.index[id].model.document.clear();\n              delete Bokeh.index[id];\n            }\n          }\n        }\n      });\n      // Destroy server and session\n      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n      cell.notebook.kernel.execute(cmd_destroy);\n    }\n  }\n\n  /**\n   * Handle when a new output is added\n   */\n  function handleAddOutput(event, handle) {\n    const output_area = handle.output_area;\n    const output = handle.output;\n\n    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n      return\n    }\n\n    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n\n    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n      // store reference to embed id on output_area\n      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n    }\n    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n      const bk_div = document.createElement(\"div\");\n      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n      const script_attrs = bk_div.children[0].attributes;\n      for (let i = 0; i < script_attrs.length; i++) {\n        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n      }\n      // store reference to server id on output_area\n      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n    }\n  }\n\n  function register_renderer(events, OutputArea) {\n\n    function append_mime(data, metadata, element) {\n      // create a DOM node to render to\n      const toinsert = this.create_output_subarea(\n        metadata,\n        CLASS_NAME,\n        EXEC_MIME_TYPE\n      );\n      this.keyboard_manager.register_events(toinsert);\n      // Render to node\n      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n      render(props, toinsert[toinsert.length - 1]);\n      element.append(toinsert);\n      return toinsert\n    }\n\n    /* Handle when an output is cleared or removed */\n    events.on('clear_output.CodeCell', handleClearOutput);\n    events.on('delete.Cell', handleClearOutput);\n\n    /* Handle when a new output is added */\n    events.on('output_added.OutputArea', handleAddOutput);\n\n    /**\n     * Register the mime type and append_mime function with output_area\n     */\n    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n      /* Is output safe? */\n      safe: true,\n      /* Index of renderer in `output_area.display_order` */\n      index: 0\n    });\n  }\n\n  // register the mime type if in Jupyter Notebook environment and previously unregistered\n  if (root.Jupyter !== undefined) {\n    const events = require('base/js/events');\n    const OutputArea = require('notebook/js/outputarea').OutputArea;\n\n    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n      register_renderer(events, OutputArea);\n    }\n  }\n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  const NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    const el = document.getElementById(null);\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.2.min.js\"];\n  const css_urls = [];\n  \n\n  const inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      const cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));",
      "application/vnd.bokehjs_load.v0+json": ""
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"f02cb2a4-e022-42dd-a08b-8a783ba2384d\" data-root-id=\"1002\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": "(function(root) {\n  function embed_document(root) {\n    \n  const docs_json = {\"1241173a-e554-4d19-93e2-53abba4a919b\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1013\"}],\"center\":[{\"id\":\"1016\"},{\"id\":\"1020\"},{\"id\":\"1051\"}],\"height\":400,\"left\":[{\"id\":\"1017\"}],\"output_backend\":\"svg\",\"renderers\":[{\"id\":\"1039\"},{\"id\":\"1057\"}],\"title\":{\"id\":\"1003\"},\"toolbar\":{\"id\":\"1028\"},\"width\":800,\"x_range\":{\"id\":\"1005\"},\"x_scale\":{\"id\":\"1009\"},\"y_range\":{\"id\":\"1007\"},\"y_scale\":{\"id\":\"1011\"}},\"id\":\"1002\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"data\":{\"x\":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,182,183,184,185,186,187,188,189,190,191,192,193,194,195,196,197,198,199,200,201,202,203,204,205,206,207,208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,223,224,225,226,227,228,229,230,231,232,233,234,235,236,237,238,239,240,241,242,243,244,245,246,247,248,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,274,275,276,277,278,279,280,281,282,283,284,285,286,287,288,289,290,291,292,293,294,295,296,297,298,299,300,301,302,303,304,305,306,307,308,309,310,311,312,313,314,315,316,317,318,319,320,321,322,323,324,325,326,327,328,329,330,331,332,333,334,335,336,337,338,339,340,341,342,343,344,345,346,347,348,349,350,351,352,353,354,355,356,357,358,359,360,361,362],\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[363]}},\"selected\":{\"id\":\"1069\"},\"selection_policy\":{\"id\":\"1068\"}},\"id\":\"1053\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1025\",\"type\":\"ResetTool\"},{\"attributes\":{\"line_color\":\"#2ca02c\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1036\",\"type\":\"Line\"},{\"attributes\":{\"overlay\":{\"id\":\"1027\"}},\"id\":\"1023\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1053\"},\"glyph\":{\"id\":\"1054\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1056\"},\"nonselection_glyph\":{\"id\":\"1055\"},\"view\":{\"id\":\"1058\"}},\"id\":\"1057\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1027\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1018\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1043\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1046\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1021\",\"type\":\"PanTool\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#ff7f0e\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1056\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1044\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"1014\",\"type\":\"BasicTicker\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#ff7f0e\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1055\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"1053\"}},\"id\":\"1058\",\"type\":\"CDSView\"},{\"attributes\":{\"label\":{\"value\":\"Value\"},\"renderers\":[{\"id\":\"1057\"}]},\"id\":\"1071\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"1049\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1068\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1048\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1069\",\"type\":\"Selection\"},{\"attributes\":{\"axis\":{\"id\":\"1017\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"1020\",\"type\":\"Grid\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"Exp-05.01 (episode_8.txt)\"},\"id\":\"1003\",\"type\":\"Title\"},{\"attributes\":{\"axis_label\":\"Step\",\"coordinates\":null,\"formatter\":{\"id\":\"1046\"},\"group\":null,\"major_label_policy\":{\"id\":\"1047\"},\"ticker\":{\"id\":\"1014\"}},\"id\":\"1013\",\"type\":\"LinearAxis\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#2ca02c\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1038\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1022\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"1043\"},\"group\":null,\"major_label_policy\":{\"id\":\"1044\"},\"ticker\":{\"id\":\"1018\"}},\"id\":\"1017\",\"type\":\"LinearAxis\"},{\"attributes\":{\"line_color\":\"#ff7f0e\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1054\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1024\",\"type\":\"SaveTool\"},{\"attributes\":{\"end\":362},\"id\":\"1005\",\"type\":\"Range1d\"},{\"attributes\":{},\"id\":\"1009\",\"type\":\"LinearScale\"},{\"attributes\":{\"axis\":{\"id\":\"1013\"},\"coordinates\":null,\"group\":null,\"minor_grid_line_alpha\":0.1,\"minor_grid_line_color\":\"navy\",\"ticker\":null},\"id\":\"1016\",\"type\":\"Grid\"},{\"attributes\":{\"tools\":[{\"id\":\"1021\"},{\"id\":\"1022\"},{\"id\":\"1023\"},{\"id\":\"1024\"},{\"id\":\"1025\"},{\"id\":\"1026\"},{\"id\":\"1072\"}]},\"id\":\"1028\",\"type\":\"Toolbar\"},{\"attributes\":{\"label\":{\"value\":\"Reward\"},\"renderers\":[{\"id\":\"1039\"}]},\"id\":\"1052\",\"type\":\"LegendItem\"},{\"attributes\":{\"callback\":null,\"mode\":\"vline\",\"muted_policy\":\"ignore\",\"tooltips\":\"y: @y, x: @x\"},\"id\":\"1072\",\"type\":\"HoverTool\"},{\"attributes\":{},\"id\":\"1026\",\"type\":\"HelpTool\"},{\"attributes\":{\"click_policy\":\"mute\",\"coordinates\":null,\"group\":null,\"items\":[{\"id\":\"1052\"},{\"id\":\"1071\"}],\"location\":\"center_left\"},\"id\":\"1051\",\"type\":\"Legend\"},{\"attributes\":{},\"id\":\"1047\",\"type\":\"AllLabels\"},{\"attributes\":{\"end\":105.0,\"start\":-22.677087783813477},\"id\":\"1007\",\"type\":\"Range1d\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#2ca02c\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1037\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"1035\"}},\"id\":\"1040\",\"type\":\"CDSView\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1035\"},\"glyph\":{\"id\":\"1036\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1038\"},\"nonselection_glyph\":{\"id\":\"1037\"},\"view\":{\"id\":\"1040\"}},\"id\":\"1039\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1011\",\"type\":\"LinearScale\"},{\"attributes\":{\"data\":{\"x\":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,182,183,184,185,186,187,188,189,190,191,192,193,194,195,196,197,198,199,200,201,202,203,204,205,206,207,208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,223,224,225,226,227,228,229,230,231,232,233,234,235,236,237,238,239,240,241,242,243,244,245,246,247,248,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,274,275,276,277,278,279,280,281,282,283,284,285,286,287,288,289,290,291,292,293,294,295,296,297,298,299,300,301,302,303,304,305,306,307,308,309,310,311,312,313,314,315,316,317,318,319,320,321,322,323,324,325,326,327,328,329,330,331,332,333,334,335,336,337,338,339,340,341,342,343,344,345,346,347,348,349,350,351,352,353,354,355,356,357,358,359,360,361,362],\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[363]}},\"selected\":{\"id\":\"1049\"},\"selection_policy\":{\"id\":\"1048\"}},\"id\":\"1035\",\"type\":\"ColumnDataSource\"}],\"root_ids\":[\"1002\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.2\"}};\n  const render_items = [{\"docid\":\"1241173a-e554-4d19-93e2-53abba4a919b\",\"root_ids\":[\"1002\"],\"roots\":{\"1002\":\"f02cb2a4-e022-42dd-a08b-8a783ba2384d\"}}];\n  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n\n  }\n  if (root.Bokeh !== undefined) {\n    embed_document(root);\n  } else {\n    let attempts = 0;\n    const timer = setInterval(function(root) {\n      if (root.Bokeh !== undefined) {\n        clearInterval(timer);\n        embed_document(root);\n      } else {\n        attempts++;\n        if (attempts > 100) {\n          clearInterval(timer);\n          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n        }\n      }\n    }, 10, root)\n  }\n})(window);",
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1002"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Take a look at one trajectory.\n",
    "print(train_dataset[0])\n",
    "train_dataset[0].plot(plot_width=800, plot_height=400)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Normalize the Trajectories\n",
    "* norm_train_dataset\n",
    "* norm_test_dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# NOTES:\n",
    "# 1. Keep means and std.dev to rescale normalized model outputs.\n",
    "# 2. Normalize test-set with train-set stats (to prevent test-set leakage).\n",
    "\n",
    "norm_train_dataset, mean_dict, std_dict = ts_tools.z_score_normalize_trajectory_list(train_dataset)\n",
    "norm_test_dataset, _, _ = ts_tools.z_score_normalize_trajectory_list(test_dataset, mean_dict, std_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  const JS_MIME_TYPE = 'application/javascript';\n  const HTML_MIME_TYPE = 'text/html';\n  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n  const CLASS_NAME = 'output_bokeh rendered_html';\n\n  /**\n   * Render data to the DOM node\n   */\n  function render(props, node) {\n    const script = document.createElement(\"script\");\n    node.appendChild(script);\n  }\n\n  /**\n   * Handle when an output is cleared or removed\n   */\n  function handleClearOutput(event, handle) {\n    const cell = handle.cell;\n\n    const id = cell.output_area._bokeh_element_id;\n    const server_id = cell.output_area._bokeh_server_id;\n    // Clean up Bokeh references\n    if (id != null && id in Bokeh.index) {\n      Bokeh.index[id].model.document.clear();\n      delete Bokeh.index[id];\n    }\n\n    if (server_id !== undefined) {\n      // Clean up Bokeh references\n      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n      cell.notebook.kernel.execute(cmd_clean, {\n        iopub: {\n          output: function(msg) {\n            const id = msg.content.text.trim();\n            if (id in Bokeh.index) {\n              Bokeh.index[id].model.document.clear();\n              delete Bokeh.index[id];\n            }\n          }\n        }\n      });\n      // Destroy server and session\n      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n      cell.notebook.kernel.execute(cmd_destroy);\n    }\n  }\n\n  /**\n   * Handle when a new output is added\n   */\n  function handleAddOutput(event, handle) {\n    const output_area = handle.output_area;\n    const output = handle.output;\n\n    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n      return\n    }\n\n    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n\n    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n      // store reference to embed id on output_area\n      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n    }\n    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n      const bk_div = document.createElement(\"div\");\n      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n      const script_attrs = bk_div.children[0].attributes;\n      for (let i = 0; i < script_attrs.length; i++) {\n        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n      }\n      // store reference to server id on output_area\n      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n    }\n  }\n\n  function register_renderer(events, OutputArea) {\n\n    function append_mime(data, metadata, element) {\n      // create a DOM node to render to\n      const toinsert = this.create_output_subarea(\n        metadata,\n        CLASS_NAME,\n        EXEC_MIME_TYPE\n      );\n      this.keyboard_manager.register_events(toinsert);\n      // Render to node\n      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n      render(props, toinsert[toinsert.length - 1]);\n      element.append(toinsert);\n      return toinsert\n    }\n\n    /* Handle when an output is cleared or removed */\n    events.on('clear_output.CodeCell', handleClearOutput);\n    events.on('delete.Cell', handleClearOutput);\n\n    /* Handle when a new output is added */\n    events.on('output_added.OutputArea', handleAddOutput);\n\n    /**\n     * Register the mime type and append_mime function with output_area\n     */\n    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n      /* Is output safe? */\n      safe: true,\n      /* Index of renderer in `output_area.display_order` */\n      index: 0\n    });\n  }\n\n  // register the mime type if in Jupyter Notebook environment and previously unregistered\n  if (root.Jupyter !== undefined) {\n    const events = require('base/js/events');\n    const OutputArea = require('notebook/js/outputarea').OutputArea;\n\n    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n      register_renderer(events, OutputArea);\n    }\n  }\n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  const NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    const el = document.getElementById(null);\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.2.min.js\"];\n  const css_urls = [];\n  \n\n  const inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      const cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));",
      "application/vnd.bokehjs_load.v0+json": ""
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"e0326af6-d67d-4061-b3e3-d8b4c2b0182d\" data-root-id=\"1146\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": "(function(root) {\n  function embed_document(root) {\n    \n  const docs_json = {\"07f04a80-dc4a-483d-bc69-80d8ade4a619\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1157\"}],\"center\":[{\"id\":\"1160\"},{\"id\":\"1164\"},{\"id\":\"1195\"}],\"height\":400,\"left\":[{\"id\":\"1161\"}],\"output_backend\":\"svg\",\"renderers\":[{\"id\":\"1183\"},{\"id\":\"1201\"}],\"title\":{\"id\":\"1147\"},\"toolbar\":{\"id\":\"1172\"},\"width\":800,\"x_range\":{\"id\":\"1149\"},\"x_scale\":{\"id\":\"1153\"},\"y_range\":{\"id\":\"1151\"},\"y_scale\":{\"id\":\"1155\"}},\"id\":\"1146\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"1162\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"1161\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"1164\",\"type\":\"Grid\"},{\"attributes\":{\"line_color\":\"#2ca02c\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1180\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#ff7f0e\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1199\",\"type\":\"Line\"},{\"attributes\":{\"axis_label\":\"Step\",\"coordinates\":null,\"formatter\":{\"id\":\"1190\"},\"group\":null,\"major_label_policy\":{\"id\":\"1191\"},\"ticker\":{\"id\":\"1158\"}},\"id\":\"1157\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1169\",\"type\":\"ResetTool\"},{\"attributes\":{\"end\":22.729798065868515,\"start\":-8.286224888826009},\"id\":\"1151\",\"type\":\"Range1d\"},{\"attributes\":{},\"id\":\"1188\",\"type\":\"AllLabels\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1171\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1197\"},\"glyph\":{\"id\":\"1198\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1200\"},\"nonselection_glyph\":{\"id\":\"1199\"},\"view\":{\"id\":\"1202\"}},\"id\":\"1201\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"click_policy\":\"mute\",\"coordinates\":null,\"group\":null,\"items\":[{\"id\":\"1196\"},{\"id\":\"1215\"}],\"location\":\"top_left\"},\"id\":\"1195\",\"type\":\"Legend\"},{\"attributes\":{\"data\":{\"x\":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,182,183,184,185,186,187,188,189,190,191,192,193,194,195,196,197,198,199,200,201,202,203,204,205,206,207,208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,223,224,225,226,227,228,229,230,231,232,233,234,235,236,237,238,239,240,241,242,243,244,245,246,247,248,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,274,275,276,277,278,279,280,281,282,283,284,285,286,287,288,289,290,291,292,293,294,295,296,297,298,299,300,301,302,303,304,305,306,307,308,309,310,311,312,313,314,315,316,317,318,319,320,321,322,323,324,325,326,327,328,329,330,331,332,333,334,335,336,337,338,339,340,341,342,343,344,345,346,347,348,349,350,351,352,353,354,355,356,357,358,359,360,361,362],\"y\":{\"__ndarray__\":\"xwA/DSZ3vr8mwGpOIdHQv0m6Kmr/Uba/gTDAfcOM3z9cE5dCaZDXP53ry/+7SeA/ItEq3JOT0D8oPt3eShvMv7qbm4TXCcq/26GVLC6m4D/8x1sKuXfCv2rj+vIkteI/5cA3w4h1hD+0ov68S+nPP5JYOm/IH+C/Qmaos8lr0j8VhaPlZMuiP/6rlR1QbtO/Rg8kZRX+1b+aOupfjT23v7HCrOaHkOG/LP3ypf/kxj8X+P2dXIfgv4m5LBRTDdS/NV13JgPwzD/XYxdBVUvFPzbU+7zky60/uaiMnp4ty7/BnAzkAhfMP5wFrYOfUuC/vicUqItWqD9C9IDqTu7dv5xZsJNqw9U/oamzi4eI0r97c3E5Wtzdv9DzgmhmaMY/B0IILRyszj9Z5XuIeEXcvwmfQ0DhzN8/QyUkXCch0b8OpiOuX37av/FV4pb5L98/SDYxH1rh2b+Uq2RHT3LSP1dDyRWXX94/1SI8yXEO4z+5xp6H8gHmP1vEN2Wi5sq/hrQx+hW/nD+Or5blWhbPPz0lepYoyJ6/ELZbOHhx078uaL00TmHWv+O5+E26O9+/qRy0Pastyj8tOD3mG3rAPxgmydbIcd+/ktD1s+sf3L/DAVUk+Jq7P+t+SOelCNY/bOcT8V/Z5j/a13Fw8+bEPwrbmsOkRJ8/N6SRY8kW0L9TSuZvayrBv3lLwXrMDtW/+Tr/QEqHqz+iv81/2omnvzC0w67/w94/SBkZnWPMtj8rgHVUTcvDP3biG9RPraq/VK/vGhFx4L+uzUCHc8TAv0c+i9KxYt+/hZW7N1uDzD/kX4UESi7Sv2GLlqru3+C/rtqKYYWh1T/HpejBTYzcv5v32hp32eI/Qon5V96L5D90eLCtUrLcP4I4qkuWUtG/iZEVG1Yrwz+8jXiDEYLPPx4SIptrJdM/8pOSn+Xi1L/RlC/gdgzhv7bytSC4G8U/JPbHiQDlmj8bRdu+O2Tfv77TUTbfPNe/lKYIk6eDpr+HVfAw1SfEP9eNEdSQIeC/Ur6QNLDTub+Ap1uGNWDev+2bwd3eE9e/YhS+5Kag5D85p8le4Nl+vwhymEIKi9u/Z4QA2H8p4L+ZPtyVogTgPwTRTs8Ajt2/czXnyfyg2T8wGldnKVjfvxwm0JMKktY/2eNBb2mi3L/5rprqFP3ZP9M4AosIRbE/GABmNKhR3D+R+/cGXNnlP0jArqPmcMw/RfpUc6dT2r9laF8ULVriP7+qt1Nz5dy/hTpiqDXf1D8NdcSykTTgv2V1XH4rYd2/KreRg6HOsT/ZjnuW+p/iP5XSk9I0vZg/qDT4Eazt27+u8BpEuMPgPyj/26JebN2/WPa8CK+14D+QFuL5AoDkP+ztmIu2ZN+//x89J61Hpb+scERLflTcPwF1NIKjwty/IE9j38wH37/SugyHKbriP2GhIZfpRNA//mRb+cZgyD8RbBXv9tjhvxZXZJb32eK//DcaaWtX4b8E2S9wTRThvwN9oBkk6N2/noMJgQe6wD9OT3rHt7TkP7Gh5RxmL96/VPjgY6qv4j90QhslMHHAP2Urcx21Kd6/bIsu9pHc2b980nacggHfP4HZCPge+JE/o9x/7cdgwz+kts4lqprgv4eqvaNDc9u/HwjGtDjfmT9au9QNHkalv/35eM0pFuU/rQJTp5I44b/rM6dJS3jiv4U9a96TVOO/1v0DmEKG4b8dCYTwf3C5vzCauUdeTNU/NJrDHIH6wr9zNu4vIP66P4gadlF5sOK/aBqHagr/wT9nXyslGe3gv2hNymlN1OE/AQ2iay/ZwD8KhGc7+3/gv3RVuKrVX7w/sFDBkRKO3b89h83iOYTSP9qD7aDEGq6/GBMEQx5U5D95z7Y6jN3jP4zInaObfd+/e/DmcNGhq7+JseRocoTJP6Lyzbsr772/geeO7uR04T9BKl1NrqvivxTIpGr4luG/1SsXS6Dzw799LutJYdXKP8g3mNwxDYM/uwBRhdR70z/MuLieO/Dev/lbAQSOWMw/ALnzlZwy3r8nmm1M+dPWP1UHx6cL3dI/aYMzRygrzj9B9bhX5ivZvzdIXu+cw9M/bUdiXSiV3b/WY8dDQxy1v/gyFZG/Stw/unJ7yQfNmD9misNxskzXv76Xz6jhasU/wyQsXaDf2b8kSQswMwvhvz6E/qDVC92/+BggyNxTx7+i50k2+2zXPzvRacHCPpk/XHtatTpt1r8QI7yYN9/WP771rx5DWta/q4LssKvX0j+7GV5SeO7Wv/4/VbquSFO/4nfY8kNV2b9tPsQyQCvevxaza5X1adw/ZSBgDbMG3r/PcGQ9P7C7Px0LoXXxetU/bQEAi1WvsT9zDZQVyMqcv9qtWISVuvw/Ds3xnbzJ5b9EroBfCcfpv7/Z2KCad+2/pJfB8ogt5r8KMNWd98nIv9G33aHJn+u/yWIYaCAevT8xmpcjrifBP0FzGrJgnto/r05MeRlw+z+oU5/aiBbIPwEExip8Abk/jTPhHDW1o78XHHSXFOX+v2EcGKp34Pw/kf/80qtkqD9J5Y0LM7R6P4GwgSdYq3M/V7/41KMFcD+U5U5EQzFnP6fIZsHivVw/qDZZcdpPRj8bYWrLLAs5v90fsxT8jFe/I27wc3djZL9B6+vWxOhsv5sNrlfss3K/fkduYCvqdr+/dYylqhl7vwPWxNlaQX+/8Xra4Y2xgb/PQwdvQL+Dv8bTVhlqyIW/vnJhCzzPh7+AFMKGw9KJvzJ0QDJV0ou/tJAgCkLPjb8VfH0nuMiPv36jY2/F35C/x1NuX+vZkb+8BRPVF9KSv6A1nJyXx5O/uXZzOkK9lL+J6ZCNlrCVvx0CDNzfopa//qMD+GuUl7+wzPWRDIOYv/89SHV5cJm/lHkia0tdmr+Uzn29SUibv9yZaF3xMZy/MAuguTkanb/sJKH96ACev+XdZjyS5p6/rAKB5b7Ln7+xWDXWE1egv8Wurirgx6C/E+OmTTM4ob+kGd+ix6ehv+v9gOOJFqK/DAsb2BeFor+VplerpfKivymTaWvuX6O/bVmyaljMo79KISAhJzikv4uq/72Zo6S/aEHv3VkOpb+3FzpaeXilv5FxwBdC4qW/lvIKkMwrsb8OoFSkpL+4v/0nxzSO1aA/DW7kGfLIPT/lrtaLB5j8v+hfj72dEmm/VQkywH5xw78zojFyUDr7v+hZZLKrarO/X3wEVw93z79iN6wtrcj3P6xIOfUXTP4/FsYfI9LySb8gTm8xo56YP2dGBy5bw58/ReP0T/vdmr9HozxSpN2Hv7PNCVl6poe/T/k9uzVZir+DdQ7Vc2+Mv1xDPwGDgY6/nbS/UQ1JkL/bS3PYY1GRvxAkMqTcWZK/nBiwU/CEwb+8hIW5EQO9v9Ily/sjC7q/3IbedDMQvr/RI/H+0Ym+v5sR+q/Jvr2/kY/ytjIuvr/XQ50zuI++v+iZHRKxXb6/wAPXaBVgvr/zrUdjcn6+vzbiMOv5c76/188cdLJyvr9HX+ZivXe+v6Mnso/3dr6/n1S4AGV2vr99WX2nC3e+v4+3KPhZdO6/QD6NyHcxCsDX0RYy/Re5v8xbuGBktfc/J9rNEKqwAEDIob+Fw++kP+8jnsRQwLu/hP3HwoR3v79L8DAuhcm5v8Qi/rDXaLy/vvnlNmQWv78C/M6kJsa9vwZMfCUg1L2/stkCSM2tvr9oawv79GO+v4Wa5GGrWL6/3WbIdhp6vr/RYGczs3W+v9eteLnwcb6/cFK6SUp2vr/P5wa8cHe+v0Cj1UlYdr6/Tpqe07F2vr88a7bqSHe+v7fUvisFd76/kLm32Ad3vr9rQpa5LXe+v9yHJKopd76/inS/hCJ3vr8xwobFIHe+v96WyQvUujFA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[363]}},\"selected\":{\"id\":\"1193\"},\"selection_policy\":{\"id\":\"1192\"}},\"id\":\"1179\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1166\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1158\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1192\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1155\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1168\",\"type\":\"SaveTool\"},{\"attributes\":{\"source\":{\"id\":\"1179\"}},\"id\":\"1184\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1170\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1193\",\"type\":\"Selection\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#2ca02c\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1181\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"Exp-05.01 (episode_8.txt)\"},\"id\":\"1147\",\"type\":\"Title\"},{\"attributes\":{\"data\":{\"x\":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,182,183,184,185,186,187,188,189,190,191,192,193,194,195,196,197,198,199,200,201,202,203,204,205,206,207,208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,223,224,225,226,227,228,229,230,231,232,233,234,235,236,237,238,239,240,241,242,243,244,245,246,247,248,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,274,275,276,277,278,279,280,281,282,283,284,285,286,287,288,289,290,291,292,293,294,295,296,297,298,299,300,301,302,303,304,305,306,307,308,309,310,311,312,313,314,315,316,317,318,319,320,321,322,323,324,325,326,327,328,329,330,331,332,333,334,335,336,337,338,339,340,341,342,343,344,345,346,347,348,349,350,351,352,353,354,355,356,357,358,359,360,361,362],\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[363]}},\"selected\":{\"id\":\"1213\"},\"selection_policy\":{\"id\":\"1212\"}},\"id\":\"1197\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"tools\":[{\"id\":\"1165\"},{\"id\":\"1166\"},{\"id\":\"1167\"},{\"id\":\"1168\"},{\"id\":\"1169\"},{\"id\":\"1170\"},{\"id\":\"1216\"}]},\"id\":\"1172\",\"type\":\"Toolbar\"},{\"attributes\":{\"callback\":null,\"mode\":\"vline\",\"muted_policy\":\"ignore\",\"tooltips\":\"y: @y, x: @x\"},\"id\":\"1216\",\"type\":\"HoverTool\"},{\"attributes\":{\"line_color\":\"#ff7f0e\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1198\",\"type\":\"Line\"},{\"attributes\":{\"label\":{\"value\":\"Reward\"},\"renderers\":[{\"id\":\"1183\"}]},\"id\":\"1196\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"1187\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1165\",\"type\":\"PanTool\"},{\"attributes\":{\"source\":{\"id\":\"1197\"}},\"id\":\"1202\",\"type\":\"CDSView\"},{\"attributes\":{\"axis\":{\"id\":\"1157\"},\"coordinates\":null,\"group\":null,\"minor_grid_line_alpha\":0.1,\"minor_grid_line_color\":\"navy\",\"ticker\":null},\"id\":\"1160\",\"type\":\"Grid\"},{\"attributes\":{\"overlay\":{\"id\":\"1171\"}},\"id\":\"1167\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"label\":{\"value\":\"Value\"},\"renderers\":[{\"id\":\"1201\"}]},\"id\":\"1215\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"1212\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1179\"},\"glyph\":{\"id\":\"1180\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1182\"},\"nonselection_glyph\":{\"id\":\"1181\"},\"view\":{\"id\":\"1184\"}},\"id\":\"1183\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1213\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1190\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#ff7f0e\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1200\",\"type\":\"Line\"},{\"attributes\":{\"end\":362},\"id\":\"1149\",\"type\":\"Range1d\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"1187\"},\"group\":null,\"major_label_policy\":{\"id\":\"1188\"},\"ticker\":{\"id\":\"1162\"}},\"id\":\"1161\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1191\",\"type\":\"AllLabels\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#2ca02c\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1182\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1153\",\"type\":\"LinearScale\"}],\"root_ids\":[\"1146\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.2\"}};\n  const render_items = [{\"docid\":\"07f04a80-dc4a-483d-bc69-80d8ade4a619\",\"root_ids\":[\"1146\"],\"roots\":{\"1146\":\"e0326af6-d67d-4061-b3e3-d8b4c2b0182d\"}}];\n  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n\n  }\n  if (root.Bokeh !== undefined) {\n    embed_document(root);\n  } else {\n    let attempts = 0;\n    const timer = setInterval(function(root) {\n      if (root.Bokeh !== undefined) {\n        clearInterval(timer);\n        embed_document(root);\n      } else {\n        attempts++;\n        if (attempts > 100) {\n          clearInterval(timer);\n          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n        }\n      }\n    }, 10, root)\n  }\n})(window);",
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1146"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Take a look at a normalized trajectory.\n",
    "norm_train_dataset[0].plot(plot_width=800, plot_height=400)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Create a list of normalized sequences for training\n",
    "Shape = (None, 20, 2)\n",
    "* norm_train_seqs\n",
    "* norm_test_seqs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "16281\n",
      "3939\n"
     ]
    }
   ],
   "source": [
    "columns = ['Reward', 'Value']\n",
    "encoding_window = 20\n",
    "\n",
    "random_seed = 9\n",
    "reset_random_seeds(random_seed)\n",
    "\n",
    "norm_train_seqs = ts_tools.create_sequences_from_trajectory_list(norm_train_dataset, encoding_window, columns=columns)\n",
    "norm_test_seqs = ts_tools.create_sequences_from_trajectory_list(norm_test_dataset, encoding_window, columns=columns)\n",
    "print(len(norm_train_seqs))\n",
    "print(len(norm_test_seqs))\n",
    "\n",
    "train_seqs = ts_tools.create_sequences_from_trajectory_list(train_dataset, encoding_window, columns=columns)\n",
    "test_seqs = ts_tools.create_sequences_from_trajectory_list(test_dataset, encoding_window, columns=columns)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(20, 2)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "norm_train_seqs[0].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x14614f7f0>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Take a look at a non-normalized sequence.\n",
    "train_seqs[0].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x146247790>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Take a look at a normalized sequence.\n",
    "norm_train_seqs[0].plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Define and train model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(16281, 20, 2)\n",
      "(3939, 20, 2)\n"
     ]
    }
   ],
   "source": [
    "x_train = np.array(norm_train_seqs)\n",
    "x_test = np.array(norm_test_seqs)\n",
    "print(x_train.shape)\n",
    "print(x_test.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Hyperparameters\n",
    "encoding_dim = 5\n",
    "\n",
    "l1_filters = 32\n",
    "l1_kernel_size = 5\n",
    "l1_strides = 2\n",
    "\n",
    "l2_filters = 16\n",
    "l2_kernel_size = 5\n",
    "l2_strides = 2\n",
    "\n",
    "padding = 'same'\n",
    "activation = 'relu'\n",
    "\n",
    "random_seed = 9\n",
    "reset_random_seeds(random_seed)\n",
    "\n",
    "# Dimension of the Dense layer in the decoder depends on these:\n",
    "decoder_dense_dim = int(x_train.shape[1] / (l1_strides * l2_strides))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-02-18 17:03:58.445014: I tensorflow/core/platform/cpu_feature_guard.cc:151] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 FMA\n",
      "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n"
     ]
    }
   ],
   "source": [
    "conv_1d_encoder_b = Sequential(\n",
    "    [\n",
    "        layers.Input(shape=(x_train.shape[1], x_train.shape[2])),  # -> (None, 20, 2)\n",
    "        layers.Conv1D(\n",
    "            filters=l1_filters, kernel_size=l1_kernel_size, padding=\"same\",  # -> (None, 10, 32)\n",
    "            strides=l1_strides, activation=\"relu\"\n",
    "        ),\n",
    "        layers.Conv1D(\n",
    "            filters=l2_filters, kernel_size=l2_kernel_size, padding=\"same\",  # -> (None, 5, 16)\n",
    "            strides=l2_strides, activation=\"relu\"\n",
    "        ),\n",
    "        layers.Flatten(),  # -> (None, 5 * 16)\n",
    "        layers.Dense(encoding_dim, activation='relu'),  # -> (None, 5)\n",
    "    ]\n",
    ")\n",
    "conv_1d_decoder_b = Sequential(\n",
    "    [\n",
    "        layers.Input(shape=(encoding_dim)),  # -> (None, 5)\n",
    "        layers.Dense(decoder_dense_dim * l2_filters, activation='relu'),  # -> (None, 5 * 16)\n",
    "        layers.Reshape((decoder_dense_dim, l2_filters)),  # -> (None, 5, 16)\n",
    "        layers.Conv1DTranspose(\n",
    "            filters=l2_filters, kernel_size=l2_kernel_size, padding=\"same\",  # -> (None, 10, 16)\n",
    "            strides=l2_strides, activation=\"relu\",\n",
    "        ),\n",
    "        layers.Conv1DTranspose(\n",
    "            filters=l1_filters, kernel_size=l1_kernel_size, padding=\"same\",  # -> (None, 20, 32)\n",
    "            strides=l1_strides, activation=\"relu\"\n",
    "        ),\n",
    "        layers.Conv1DTranspose(filters=x_train.shape[2], kernel_size=5, padding=\"same\"), # -> (None, 20, 2)\n",
    "    ]\n",
    ")\n",
    "conv_1d_model_b = Sequential([conv_1d_encoder_b, conv_1d_decoder_b])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      " Layer (type)                Output Shape              Param #   \n",
      "=================================================================\n",
      " conv1d (Conv1D)             (None, 10, 32)            352       \n",
      "                                                                 \n",
      " conv1d_1 (Conv1D)           (None, 5, 16)             2576      \n",
      "                                                                 \n",
      " flatten (Flatten)           (None, 80)                0         \n",
      "                                                                 \n",
      " dense (Dense)               (None, 5)                 405       \n",
      "                                                                 \n",
      "=================================================================\n",
      "Total params: 3,333\n",
      "Trainable params: 3,333\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n",
      "Model: \"sequential_1\"\n",
      "_________________________________________________________________\n",
      " Layer (type)                Output Shape              Param #   \n",
      "=================================================================\n",
      " dense_1 (Dense)             (None, 80)                480       \n",
      "                                                                 \n",
      " reshape (Reshape)           (None, 5, 16)             0         \n",
      "                                                                 \n",
      " conv1d_transpose (Conv1DTra  (None, 10, 16)           1296      \n",
      " nspose)                                                         \n",
      "                                                                 \n",
      " conv1d_transpose_1 (Conv1DT  (None, 20, 32)           2592      \n",
      " ranspose)                                                       \n",
      "                                                                 \n",
      " conv1d_transpose_2 (Conv1DT  (None, 20, 2)            322       \n",
      " ranspose)                                                       \n",
      "                                                                 \n",
      "=================================================================\n",
      "Total params: 4,690\n",
      "Trainable params: 4,690\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n",
      "Model: \"sequential_2\"\n",
      "_________________________________________________________________\n",
      " Layer (type)                Output Shape              Param #   \n",
      "=================================================================\n",
      " sequential (Sequential)     (None, 5)                 3333      \n",
      "                                                                 \n",
      " sequential_1 (Sequential)   (None, 20, 2)             4690      \n",
      "                                                                 \n",
      "=================================================================\n",
      "Total params: 8,023\n",
      "Trainable params: 8,023\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "conv_1d_model_b.compile(optimizer=Adam(learning_rate=0.001), loss=\"mse\")\n",
    "conv_1d_model_b.build((None, x_train.shape[1], x_train.shape[2]))  #(None, 20, 2)\n",
    "conv_1d_encoder_b.summary()\n",
    "conv_1d_decoder_b.summary()\n",
    "conv_1d_model_b.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/50\n",
      "1466/1466 [==============================] - 5s 3ms/step - loss: 0.2603 - val_loss: 0.1660\n",
      "Epoch 2/50\n",
      "1466/1466 [==============================] - 3s 2ms/step - loss: 0.2199 - val_loss: 0.1472\n",
      "Epoch 3/50\n",
      "1466/1466 [==============================] - 4s 3ms/step - loss: 0.2045 - val_loss: 0.1376\n",
      "Epoch 4/50\n",
      "1466/1466 [==============================] - 3s 2ms/step - loss: 0.1994 - val_loss: 0.1298\n",
      "Epoch 5/50\n",
      "1466/1466 [==============================] - 3s 2ms/step - loss: 0.1889 - val_loss: 0.1266\n",
      "Epoch 6/50\n",
      "1466/1466 [==============================] - 4s 3ms/step - loss: 0.1868 - val_loss: 0.1262\n",
      "Epoch 7/50\n",
      "1466/1466 [==============================] - 4s 3ms/step - loss: 0.1859 - val_loss: 0.1246\n",
      "Epoch 8/50\n",
      "1466/1466 [==============================] - 4s 2ms/step - loss: 0.1842 - val_loss: 0.1230\n",
      "Epoch 9/50\n",
      "1466/1466 [==============================] - 4s 2ms/step - loss: 0.1833 - val_loss: 0.1221\n",
      "Epoch 10/50\n",
      "1466/1466 [==============================] - 4s 2ms/step - loss: 0.1819 - val_loss: 0.1244\n",
      "Epoch 11/50\n",
      "1466/1466 [==============================] - 5s 3ms/step - loss: 0.1810 - val_loss: 0.1210\n",
      "Epoch 12/50\n",
      "1466/1466 [==============================] - 4s 3ms/step - loss: 0.1807 - val_loss: 0.1217\n",
      "Epoch 13/50\n",
      "1466/1466 [==============================] - 4s 3ms/step - loss: 0.1799 - val_loss: 0.1196\n",
      "Epoch 14/50\n",
      "1466/1466 [==============================] - 4s 3ms/step - loss: 0.1791 - val_loss: 0.1201\n",
      "Epoch 15/50\n",
      "1466/1466 [==============================] - 4s 3ms/step - loss: 0.1774 - val_loss: 0.1203\n",
      "Epoch 16/50\n",
      "1466/1466 [==============================] - 5s 4ms/step - loss: 0.1762 - val_loss: 0.1188\n",
      "Epoch 17/50\n",
      "1466/1466 [==============================] - 5s 3ms/step - loss: 0.1757 - val_loss: 0.1202\n",
      "Epoch 18/50\n",
      "1466/1466 [==============================] - 5s 3ms/step - loss: 0.1745 - val_loss: 0.1191\n",
      "Epoch 19/50\n",
      "1466/1466 [==============================] - 4s 3ms/step - loss: 0.1732 - val_loss: 0.1182\n",
      "Epoch 20/50\n",
      "1466/1466 [==============================] - 4s 3ms/step - loss: 0.1725 - val_loss: 0.1233\n",
      "Epoch 21/50\n",
      "1466/1466 [==============================] - 4s 3ms/step - loss: 0.1722 - val_loss: 0.1178\n",
      "Epoch 22/50\n",
      "1466/1466 [==============================] - 3s 2ms/step - loss: 0.1707 - val_loss: 0.1213\n",
      "Epoch 23/50\n",
      "1466/1466 [==============================] - 4s 3ms/step - loss: 0.1698 - val_loss: 0.1178\n",
      "Epoch 24/50\n",
      "1466/1466 [==============================] - 4s 2ms/step - loss: 0.1697 - val_loss: 0.1167\n",
      "Epoch 25/50\n",
      "1466/1466 [==============================] - 4s 3ms/step - loss: 0.1684 - val_loss: 0.1179\n",
      "Epoch 26/50\n",
      "1466/1466 [==============================] - 4s 3ms/step - loss: 0.1681 - val_loss: 0.1194\n",
      "Epoch 27/50\n",
      "1466/1466 [==============================] - 4s 2ms/step - loss: 0.1676 - val_loss: 0.1198\n",
      "Epoch 28/50\n",
      "1466/1466 [==============================] - 4s 3ms/step - loss: 0.1671 - val_loss: 0.1167\n",
      "Epoch 29/50\n",
      "1466/1466 [==============================] - 4s 2ms/step - loss: 0.1666 - val_loss: 0.1198\n"
     ]
    }
   ],
   "source": [
    "history_b = conv_1d_model_b.fit(\n",
    "    x_train, x_train,\n",
    "    epochs=50,\n",
    "    batch_size=10,\n",
    "    validation_split=0.1,\n",
    "    callbacks=[\n",
    "    \tkeras.callbacks.EarlyStopping(monitor=\"val_loss\", patience=5, mode=\"min\")\n",
    "    ],\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Model metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_test_pred_b = conv_1d_model_b.predict(x_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Check regeneration (normalized values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x400 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_examples(x_test, x_test_pred_b, seed=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x400 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_examples(x_test, x_test_pred_b, seed=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sample_idx = 10\n",
    "\n",
    "plt.plot(x_test[sample_idx])\n",
    "plt.plot(x_test_pred_b[sample_idx], linestyle='dashed')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get metrics (unnormalized values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "mean_list = [mean_dict[c] for c in columns]\n",
    "std_list = [std_dict[c] for c in columns]\n",
    "\n",
    "x_test_regenerated = ts_tools.invert_normalization_of_sample_list(x_test_pred_b, mean_list, std_list)  # list of np.ndarray\n",
    "reg_seqs = [pd.DataFrame(x, columns=columns) for x in x_test_regenerated]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x147e78250>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "s = 400\n",
    "test_seqs[s].plot()\n",
    "reg_seqs[s].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             MAE        MSE      RMSE\n",
      "Reward  2.119717   9.752419  3.122886\n",
      "Value   2.994652  22.020405  4.692590\n"
     ]
    }
   ],
   "source": [
    "mae, mse, rmse = ts_tools.calculate_prediction_errors_of_list(test_seqs, reg_seqs, verbose=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Save model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "conv_1d_model = conv_1d_model_b\n",
    "conv_1d_encoder = conv_1d_encoder_b\n",
    "conv_1d_decoder = conv_1d_decoder_b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/Users/Alberto/Code/love-emotional-framework/data/new_runs'"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "output_path = os.path.join(os.path.dirname(os.getcwd()), 'data', 'new_runs')\n",
    "output_path\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-02-18 17:16:10.575644: W tensorflow/python/util/util.cc:368] Sets are not currently considered sequences, but this may change in the future, so consider avoiding using them.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: /Users/Alberto/Code/love-emotional-framework/data/new_runs/conv_1d_model_06/assets\n",
      "WARNING:tensorflow:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.\n",
      "INFO:tensorflow:Assets written to: /Users/Alberto/Code/love-emotional-framework/data/new_runs/conv_1d_model_06_encoder/assets\n",
      "WARNING:tensorflow:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.\n",
      "INFO:tensorflow:Assets written to: /Users/Alberto/Code/love-emotional-framework/data/new_runs/conv_1d_model_06_decoder/assets\n"
     ]
    }
   ],
   "source": [
    "# Save the model\n",
    "output_path = os.path.join(os.path.dirname(os.getcwd()), 'data', 'new_runs')\n",
    "model_name = 'conv_1d_model_06'\n",
    "\n",
    "conv_1d_model.save(os.path.join(output_path, f'{model_name}'))\n",
    "conv_1d_encoder.save(os.path.join(output_path, f'{model_name}_encoder'))\n",
    "conv_1d_decoder.save(os.path.join(output_path, f'{model_name}_decoder'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x400 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Reload and test the model a bit.\n",
    "loaded_model = keras.models.load_model(os.path.join(output_path, f'{model_name}'))\n",
    "x_test_pred_after = loaded_model.predict(x_test)\n",
    "plot_examples(x_test, x_test_pred_after, seed=23)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}