rainbow_2048.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "98cd96e2",
   "metadata": {},
   "source": [
    "# RAINBOW agent playing 2048 with [ReLAx](https://github.com/nslyubaykin/relax)\n",
    "\n",
    "For ReLAx installation see: https://github.com/nslyubaykin/relax/blob/master/README.md\n",
    "\n",
    "!Note: For examining trained actor you may just load trained policies. To do that, firstly download models and put them into /trained_models directory, then, instead of running 'Run Training and Validation loop' cell, just run 'Load Models' cell\n",
    "\n",
    "!Note: Logs and videos are in the main repository of that notebook: https://github.com/nslyubaykin/rainbow_for_2048"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6d311499",
   "metadata": {},
   "source": [
    "# Play the game manually in Jupyter:\n",
    "\n",
    "To define game function we will use `Game2048` class from game_engine.py file of this repository. You may examine it if you are interested in the back-end of 2048 game."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1fa4121b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from game_engine import Game2048\n",
    "\n",
    "\n",
    "def play_2048(grid_size=4, max_pow=13):\n",
    "    \n",
    "    valid_input = ['w', 'a', 's', 'd']\n",
    "    \n",
    "    print(f'Type {valid_input} to move tiles')\n",
    "    print(f'Type \"q\" to exit the game')\n",
    "    \n",
    "    # Initialize the 2048 Game  \n",
    "    game = Game2048(grid_size=grid_size,\n",
    "                    max_pow=max_pow)\n",
    "    game.add_new_2()\n",
    "    game_over = game.is_game_over()\n",
    "    total_score = game.score\n",
    "    steps_made = 0\n",
    "    \n",
    "    # start gaming loop\n",
    "    while not game_over:\n",
    "        \n",
    "        # print game state\n",
    "        print('---------------')\n",
    "        print(f'Score: {game.score}, Inc Rew.: {game.score - total_score}, Steps made: {steps_made}')\n",
    "        plt.imshow(game.render(True))\n",
    "        plt.show()\n",
    "        \n",
    "        total_score = game.score\n",
    "        \n",
    "        # request action\n",
    "        acs = str(input('Your Move:')).lower()\n",
    "        \n",
    "        # check if it valid\n",
    "        while not acs in valid_input+['q']:\n",
    "            print(f'Invalid action: {acs}')\n",
    "            print(f'Type {valid_input} to move tiles')\n",
    "            print(f'Type \"q\" to exit the game')\n",
    "            acs = str(input('Your Move:')).lower()\n",
    "        \n",
    "        # Make action\n",
    "        change = False\n",
    "        if acs == 'w':\n",
    "            change = game.move_up()\n",
    "        elif acs == 'a':\n",
    "            change = game.move_left()\n",
    "        elif acs == 's':\n",
    "            change = game.move_down()\n",
    "        elif acs == 'd':\n",
    "            change = game.move_right()\n",
    "        elif acs == 'q':\n",
    "            print('---------------')\n",
    "            print(f'Score: {game.score}, Inc Rew.: {game.score - total_score}, Steps made: {steps_made}')\n",
    "            plt.imshow(game.render(True))\n",
    "            plt.show()\n",
    "            print(f'GAME QUIT, your score: {game.score}')\n",
    "            break\n",
    "            \n",
    "        # add new 2 to the grid\n",
    "        # if grid is affected by action\n",
    "        if change:\n",
    "            game.add_new_2()\n",
    "        \n",
    "        # check if game is over\n",
    "        game_over = game.is_game_over()\n",
    "        \n",
    "        if game_over:\n",
    "            print('---------------')\n",
    "            print(f'Score: {game.score}, Inc Rew.: {game.score - total_score}, Steps made: {steps_made}')\n",
    "            plt.imshow(game.render(True))\n",
    "            plt.show()\n",
    "            print(f'GAME OVER, your score: {game.score}')\n",
    "            \n",
    "        steps_made += 1\n",
    "            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "eda4d59b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Type ['w', 'a', 's', 'd'] to move tiles\n",
      "Type \"q\" to exit the game\n",
      "---------------\n",
      "Score: 0, Inc Rew.: 0, Steps made: 0\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your Move:d\n",
      "---------------\n",
      "Score: 0, Inc Rew.: 0, Steps made: 1\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your Move:w\n",
      "---------------\n",
      "Score: 0, Inc Rew.: 0, Steps made: 2\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your Move:d\n",
      "---------------\n",
      "Score: 4.0, Inc Rew.: 4.0, Steps made: 3\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your Move:w\n",
      "---------------\n",
      "Score: 4.0, Inc Rew.: 0.0, Steps made: 4\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your Move:d\n",
      "---------------\n",
      "Score: 8.0, Inc Rew.: 4.0, Steps made: 5\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your Move:d\n",
      "---------------\n",
      "Score: 16.0, Inc Rew.: 8.0, Steps made: 6\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your Move:w\n",
      "---------------\n",
      "Score: 20.0, Inc Rew.: 4.0, Steps made: 7\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your Move:d\n",
      "---------------\n",
      "Score: 20.0, Inc Rew.: 0.0, Steps made: 8\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your Move:w\n",
      "---------------\n",
      "Score: 24.0, Inc Rew.: 4.0, Steps made: 9\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your Move:w\n",
      "---------------\n",
      "Score: 32.0, Inc Rew.: 8.0, Steps made: 10\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your Move:w\n",
      "---------------\n",
      "Score: 48.0, Inc Rew.: 16.0, Steps made: 11\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your Move:d\n",
      "---------------\n",
      "Score: 52.0, Inc Rew.: 4.0, Steps made: 12\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your Move:q\n",
      "---------------\n",
      "Score: 52.0, Inc Rew.: 0.0, Steps made: 12\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GAME QUIT, your score: 52.0\n"
     ]
    }
   ],
   "source": [
    "# Explore your human-expert performance right in Jupyter!\n",
    "play_2048(grid_size=4, max_pow=16)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "27608979",
   "metadata": {},
   "source": [
    "# Create Gym environment:\n",
    "\n",
    "ReLAx works with Gym-like environments, and in order to work properly, custom environment should be inherited from\n",
    "`gym.Env` and have the following methods:\n",
    "\n",
    "Mandatory methods:\n",
    "\n",
    "1) `reset()` - which resets environment state to start a new rollout\n",
    "\n",
    "2) `step()` - which takes action array as an input and returns (next_obs, reward, done, info) `tuple`\n",
    "\n",
    "Methods to visualize environment\n",
    "\n",
    "1) `render()` - renders environment's state for visualization\n",
    "\n",
    "2) `close()` - closes all `cv2` windows with states visualization\n",
    "\n",
    "! Note: For an environment to work with `relax.rl.actors.Random` actor `self.action_space` attribute should be defined through `gym.spaces` class  as it uses `sample()` method of `gym.spaces` classes.\n",
    "\n",
    "In more detail custom environment based on 2048 game base logic definition is shown below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "0aba413a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2 \n",
    "import gym\n",
    "import numpy as np\n",
    "\n",
    "from gym import Env, spaces\n",
    "\n",
    "class Game2048Env(Env):\n",
    "    \n",
    "    \"\"\"\n",
    "    Gym Environment Built on top of\n",
    "    2048 Game engine from game_engine.py\n",
    "    \"\"\"\n",
    "    \n",
    "    # To enable rendering with gym.wrappers.Monitor\n",
    "    metadata = {'render.modes': ['human', 'rgb_array']}\n",
    "    \n",
    "    def __init__(self, \n",
    "                 grid_size=4, \n",
    "                 max_pow=13,\n",
    "                 grayscale=True,\n",
    "                 max_same_actions=20):\n",
    "        \n",
    "        \"\"\"\n",
    "        Args:\n",
    "        \n",
    "            grid_size: the number of tiles forming the\n",
    "            playing square grid. Default: 4\n",
    "            \n",
    "            max_pow: the maximum tile value (2**max_pow)\n",
    "            after reaching which the episode terminates.\n",
    "            Default: 13 (8192)\n",
    "            \n",
    "            grayscale: whether to return gray images\n",
    "            with 1 channel as states. Default: True\n",
    "            \n",
    "            max_same_actions: the maximum number of \n",
    "            sequentially made identical actions that \n",
    "            do not change the state of the game.\n",
    "            After reaching it, episode will terminate.\n",
    "            If None, episode won't due to any number of\n",
    "            max_same_actions. Default: 20\n",
    "            \n",
    "        \"\"\"\n",
    "        \n",
    "        # initialize 2048 game engine\n",
    "        self.grid_size = grid_size\n",
    "        self.max_pow = max_pow\n",
    "        self.grayscale = grayscale\n",
    "        \n",
    "        self.max_same_actions = max_same_actions\n",
    "        if self.max_same_actions is not None:\n",
    "            self.acs_history = []\n",
    "            self.change_history = []\n",
    "        \n",
    "        self.game = Game2048(grid_size=grid_size,\n",
    "                             max_pow=max_pow)\n",
    "        \n",
    "        # Add randomly 2 to the grid\n",
    "        self.game.add_new_2()\n",
    "        \n",
    "        # observation attrs\n",
    "        self.observation_shape = (\n",
    "            self.game.cell_height * self.game.grid_size,\n",
    "            self.game.cell_width * self.game.grid_size,\n",
    "            3\n",
    "        )\n",
    "        \n",
    "        self.observation_space = spaces.Box(\n",
    "            low = np.zeros(self.observation_shape).astype(np.uint8), \n",
    "            high = (np.ones(self.observation_shape)*255).astype(np.uint8),\n",
    "            dtype = np.uint8\n",
    "        )\n",
    "        \n",
    "        # Define an action space ranging from 0 to 4\n",
    "        # !Note `self.action_space` should be defined\n",
    "        # through `gym.spaces` class to \n",
    "        # work with `relax.rl.actors.Random` actor\n",
    "        # as it uses `sample()` method of `gym.spaces` classes\n",
    "        self.action_space = spaces.Discrete(4,)\n",
    "        self.action_meanings = ['LEFT', 'RIGHT', 'UP', 'DOWN']\n",
    "        \n",
    "    def check_same_actions(self):\n",
    "        \n",
    "        \"\"\"\n",
    "        Method to check if `self.max_same_actions` last\n",
    "        actions were the same and did not yield any change in state\n",
    "        \n",
    "        If `self.max_same_actions` is not None\n",
    "        Environment will terminate episode after \n",
    "        `self.max_same_actions` same actions that did not change the state\n",
    "        \n",
    "        Done to avoid 'frozen' actor`s behavior and\n",
    "        therefore too long trivial rollouts\n",
    "        \"\"\"\n",
    "        \n",
    "        same_actions = False\n",
    "        \n",
    "        if self.max_same_actions is not None:\n",
    "            \n",
    "            if len(self.acs_history) >= self.max_same_actions:\n",
    "                \n",
    "                assert len(self.acs_history) == len(self.change_history)\n",
    "                \n",
    "                # manage history length\n",
    "                self.acs_history = self.acs_history[-self.max_same_actions:]\n",
    "                self.change_history = self.change_history[-self.max_same_actions:]\n",
    "                \n",
    "                # Check if all last actions implied no change\n",
    "                no_change = np.logical_not(self.change_history)\n",
    "                no_change = all(no_change)\n",
    "                \n",
    "                # Check if all last actions were the same\n",
    "                n_diff_acs = len(set(self.acs_history))\n",
    "                same_acs = n_diff_acs == 1\n",
    "                \n",
    "                same_actions = no_change and same_acs\n",
    "                \n",
    "        return same_actions\n",
    "            \n",
    "    def reset(self) -> np.ndarray:\n",
    "        \n",
    "        \"\"\"\n",
    "        Reset environment to start a new rollout\n",
    "        \n",
    "        Returns:\n",
    "        \n",
    "            obs: `np.ndarray` - A numpy array containing initial \n",
    "            environment state\n",
    "        \"\"\"\n",
    "        \n",
    "        # Reset game state\n",
    "        self.game.reset()\n",
    "        \n",
    "        # Reset acs history\n",
    "        if self.max_same_actions is not None:\n",
    "            self.acs_history = []\n",
    "            self.change_history = []\n",
    "        \n",
    "        # Add randomly 2 to the grid\n",
    "        self.game.add_new_2()\n",
    "        \n",
    "        # Render initial obs\n",
    "        obs = self.game.render()\n",
    "        \n",
    "        if self.grayscale:\n",
    "            obs = obs[:, :, 0] * 0.299 + obs[:, :, 1] * 0.587 + obs[:, :, 2] * 0.114\n",
    "            obs = np.round(np.expand_dims(obs, -1)).astype(np.uint8)\n",
    "        \n",
    "        return obs.copy()\n",
    "    \n",
    "    def render(self, mode = \"human\"):\n",
    "        \n",
    "        \"\"\"\n",
    "        Render environment state for\n",
    "        visualization\n",
    "        \"\"\"\n",
    "        \n",
    "        assert mode in [\"human\", \"rgb_array\"], \"Invalid mode, must be either \\\"human\\\" or \\\"rgb_array\\\"\"\n",
    "        if mode == \"human\":\n",
    "            cv2.imshow(\"Game\", \n",
    "                       self.game.render(add_score=True)) # Render with score\n",
    "            cv2.waitKey(10)\n",
    "\n",
    "        elif mode == \"rgb_array\":\n",
    "            return self.game.render(add_score=True)\n",
    "\n",
    "    def close(self):\n",
    "        \n",
    "        \"\"\"\n",
    "        Close all cv2 windows\n",
    "        \"\"\"\n",
    "        \n",
    "        cv2.destroyAllWindows()\n",
    "        \n",
    "    def get_action_meanings(self):\n",
    "        return self.action_meanings\n",
    "    \n",
    "    def step(self, action):\n",
    "        \n",
    "        \"\"\"\n",
    "        A method to step the environment\n",
    "        \n",
    "        Args:\n",
    "        \n",
    "            action: `np.array` with a shape () or `int` - for discrete case.\n",
    "                    `np.array` with a shape (*acs_dim) - for continuos case\n",
    "                    \n",
    "        Returns a tuple of:\n",
    "            \n",
    "            obs: `np.array` with a state obtained after environment \n",
    "                 step. May also be referred as a next state\n",
    "                 \n",
    "            rew: scalar (`int` or `float`) representing the reward\n",
    "                 collected after environment step\n",
    "            \n",
    "            done: `bool` indicating whether an environment state\n",
    "                  obtained after this step is terminal\n",
    "                  aka last in the episode\n",
    "            \n",
    "            info: `dict` with some additional information if needed\n",
    "                  In `gym` envs tipycally contains\n",
    "                  'TimeLimit.truncated' field which\n",
    "                  indicates if an episode was terminated \n",
    "                  due to the time limit rather then \n",
    "                  actual termination criteria\n",
    "        \n",
    "        \"\"\"\n",
    "        \n",
    "        # Check if an action within the valid range\n",
    "        if not self.action_space.contains(action):\n",
    "            raise ValueError(\n",
    "                f\"Action: {action} is not within valid range\"\n",
    "            )\n",
    "        \n",
    "        info = {'TimeLimit.truncated': False}\n",
    "            \n",
    "        # some logs before step\n",
    "        st_score = self.game.score\n",
    "        info['max_tile'] = int(self.game.mat.max().copy())\n",
    "        \n",
    "        # Perform the action inside the game\n",
    "        change = False\n",
    "        \n",
    "        if action == 0:\n",
    "            change = self.game.move_left()\n",
    "            self.acs_history.append(0)\n",
    "        elif action == 1:\n",
    "            change = self.game.move_right()\n",
    "            self.acs_history.append(1)\n",
    "        elif action == 2:\n",
    "            change = self.game.move_up()\n",
    "            self.acs_history.append(2)\n",
    "        elif action == 3:\n",
    "            change = self.game.move_down()\n",
    "            self.acs_history.append(3)\n",
    "            \n",
    "        # Add action and change to logs\n",
    "        self.change_history.append(change)\n",
    "            \n",
    "        # If game state is changed - sample new 2\n",
    "        if change:\n",
    "            self.game.add_new_2()\n",
    "            \n",
    "        # Check if game is over\n",
    "        game_over = self.game.is_game_over()\n",
    "        \n",
    "        # Check if reached max tile (here may be considered as a time limit)\n",
    "        if self.game.mat.max() >= self.game.max_value:\n",
    "            info['TimeLimit.truncated'] = True\n",
    "            \n",
    "        # Compute incremental reward after step\n",
    "        rew = self.game.score - st_score\n",
    "        \n",
    "        # render observation after env step\n",
    "        obs = self.game.render()\n",
    "        \n",
    "        if self.grayscale:\n",
    "            obs = obs[:, :, 0] * 0.299 + obs[:, :, 1] * 0.587 + obs[:, :, 2] * 0.114\n",
    "            obs = np.round(np.expand_dims(obs, -1)).astype(np.uint8)\n",
    "            \n",
    "        # check for N same actions condition\n",
    "        same_actions = self.check_same_actions()\n",
    "        \n",
    "        done = game_over or same_actions\n",
    "            \n",
    "        return obs.copy(), rew, done, info\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "40045117",
   "metadata": {},
   "source": [
    "# Create reward wrapper:\n",
    "\n",
    "For training we will use an environment wrapper with rewards clipped to 1. In this setting, agent won't see the difference in merging small tiles vs big tiles and will act in order to avoid termination. As a side effect of this behavior, large tiles should be achieved."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "d009d4c2",
   "metadata": {},
   "outputs": [],
   "source": [
    "from math import log2\n",
    "\n",
    "class ClipRews(gym.Wrapper):  \n",
    "    \n",
    "    \"\"\"\n",
    "    Computes r_new = clip(r_old, a_max=1, a_min=None)\n",
    "    \"\"\"\n",
    "    \n",
    "    def __init__(self, env):\n",
    "        \n",
    "        gym.Wrapper.__init__(self, env)\n",
    "        \n",
    "    def _cliprew(self, reward):\n",
    "        \n",
    "        out_reward = 0\n",
    "        \n",
    "        if reward > 0:\n",
    "            out_reward = 1\n",
    "        \n",
    "        return out_reward\n",
    "    \n",
    "    def step(self, action):\n",
    "        \n",
    "        # Step an unwrapped environment\n",
    "        obs, reward, done, info = self.env.step(action)\n",
    "        \n",
    "        # Log unwrapped return to info\n",
    "        info['raw_rews'] = reward\n",
    "        \n",
    "        return obs, self._cliprew(reward), done, info\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "99bdb958",
   "metadata": {},
   "source": [
    "# Defining RAINBOW critic:\n",
    "\n",
    "!Note: The detailed RAINBOW explanation may be found [here](https://github.com/nslyubaykin/relax_rainbow_dqn_example/blob/master/rainbow_dqn_tutorial.ipynb). For the brevity of the example it will be omitted."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "65a5da3a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/nikita/.local/lib/python3.6/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "import gym\n",
    "import torch\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from tqdm import tqdm\n",
    "from inspect import getsource\n",
    "from torch.utils.tensorboard import SummaryWriter\n",
    "\n",
    "from relax.rl.critics import CategoricalDQN\n",
    "from relax.rl.actors import ArgmaxQValue\n",
    "\n",
    "from relax.zoo.critics import AtariDistributionalNoisyDuelingQCNN\n",
    "\n",
    "from relax.schedules import PiecewiseSchedule, LinearSchedule, ConstantSchedule, CombinedSchedule\n",
    "from relax.exploration import EpsilonGreedy\n",
    "\n",
    "from relax.gym.utils import get_wrapper_by_name, visualize_actor\n",
    "from relax.gym.wrappers.atari import *\n",
    "\n",
    "from relax.data.sampling import Sampler\n",
    "from relax.data.replay_buffer import ReplayBuffer"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d26c5279",
   "metadata": {},
   "source": [
    "# Constructing Distributional Discrete Deep Q-Network Critic for 2048\n",
    "\n",
    "Rainbow DQN is a distributional discrete action RL algorithm. That means that critic net is taking as an input an observations batch with a shape of (BATCH_SIZE, \\*obs.shape) (for Atari domain observation is a batch of stacked frames which then processed by CNN feature extractor) and outputting a a tensor of log probabilities with a shape (batch_size, acs_dim, n_atoms).\n",
    "\n",
    "!Note:\n",
    "            \n",
    "critic_net should have these attributes:\n",
    "\n",
    "- v_min - minimal support value of categorical distribution\n",
    "\n",
    "- v_max - maximal support value of categorical distribution\n",
    "\n",
    "- n_atoms - number of categorical distribution support elements\n",
    "\n",
    "- d_z - step of categorical distribution support =\n",
    "    (v_max-v_min)/(n_atoms-1)\n",
    "\n",
    "- support: torch.FloatTensor - categorical distribution support\n",
    "    which should be registered in model's buffer\n",
    "    \n",
    "# Dueling Architecture\n",
    "\n",
    "Dueling architecture implies splitting output layers (following after CNN feature extractor for Atari) of the deep Q network into two streams: values stream (output shape: (BATCH_SIZE, 1, N_ATOMS)) and advantages stream (output shape: (BATCH_SIZE, ACS_DIM, N_ATOMS)). Later V's and A's are used to calculate Q-values. Intuitively, the dueling architecture can learn which states are (or are not) valuable, without having to learn the effect of each action for each state.\n",
    "\n",
    "    \n",
    "# Noisy Layers\n",
    "\n",
    "NoisyNets are neural networks whose weights and biases are perturbed by a parametric function of the noise. These parameters are adapted with gradient descent. To implement NoisyNets use `relax.zoo.layers.NoisyLinear` instead of `torch.nn.Linear`.\n",
    "\n",
    "Therefore any custom user defined networks meeting this requirements should work well with `CategoricalDQN` critic\n",
    "\n",
    "__Keeping this in mind let's build neural network for RAINBOW critic__:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "78d4805e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "\n",
    "from torch import nn\n",
    "from torch.nn import functional as F\n",
    "\n",
    "from relax.zoo.layers import NoisyLinear\n",
    "from relax.zoo.critics import PreprocessImg\n",
    "\n",
    "\n",
    "class QCNN_2048(nn.Module):\n",
    "    \n",
    "    \"\"\"\n",
    "    This network is almost entirely the same as default\n",
    "    Atari-2600 implementation available at:\n",
    "    `relax.zoo.critics.AtariDistributionalNoisyDuelingQCNN`\n",
    "    except `self.conv_net` parameters that are tuned\n",
    "    to work with an input of shape (N, 60, 96, 3)\n",
    "    \"\"\"\n",
    "    \n",
    "    def __init__(self, in_channels, acs_dim,\n",
    "                 n_atoms, v_min, v_max,\n",
    "                 std_init=0.5):\n",
    "        \n",
    "        super(QCNN_2048, self).__init__()\n",
    "        \n",
    "        # Categorical DQN specific params\n",
    "        self.n_atoms = n_atoms\n",
    "        self.v_min = v_min\n",
    "        self.v_max = v_max\n",
    "        self.d_z = (v_max-v_min)/(n_atoms-1)\n",
    "        self.register_buffer('support', torch.Tensor(n_atoms))\n",
    "        self.support.data.copy_(\n",
    "            torch.tensor(\n",
    "                [v_min + i*self.d_z for i in range(n_atoms)]\n",
    "            )\n",
    "        )\n",
    "\n",
    "        self.acs_dim = acs_dim\n",
    "        \n",
    "        self.conv_net = nn.Sequential(\n",
    "            PreprocessImg(),\n",
    "            nn.Conv2d(in_channels=in_channels, out_channels=48, kernel_size=8, stride=4),\n",
    "            nn.ReLU(),\n",
    "            nn.Conv2d(in_channels=48, out_channels=72, kernel_size=4, stride=2),\n",
    "            nn.ReLU(),\n",
    "            nn.Conv2d(in_channels=72, out_channels=72, kernel_size=3, stride=1),\n",
    "            nn.ReLU(),\n",
    "            nn.Flatten(),\n",
    "        )\n",
    "        \n",
    "        self.advantages_fc = nn.Sequential(\n",
    "            NoisyLinear(2304, 512, std_init=std_init), # Hardcoded\n",
    "            #nn.Linear(2304, 512),\n",
    "            nn.ReLU(),\n",
    "            NoisyLinear(512, acs_dim * n_atoms, std_init=std_init),\n",
    "            #nn.Linear(512, acs_dim * n_atoms),\n",
    "        )\n",
    "        \n",
    "        self.values_fc = nn.Sequential(\n",
    "            NoisyLinear(2304, 512, std_init=std_init), # Hardcoded\n",
    "            #nn.Linear(2304, 512),\n",
    "            nn.ReLU(),\n",
    "            NoisyLinear(512, 1 * n_atoms, std_init=std_init),\n",
    "            #nn.Linear(512, 1 * n_atoms),\n",
    "        )\n",
    "        \n",
    "    def forward(self, x: torch.FloatTensor) -> torch.FloatTensor: \n",
    "        \n",
    "        features = self.conv_net(x)\n",
    "        \n",
    "        advantages = self.advantages_fc(features)\n",
    "        values = self.values_fc(features)\n",
    "        \n",
    "        advantages = advantages.view(-1, self.acs_dim, self.n_atoms)\n",
    "        values = values.view(-1, 1, self.n_atoms)\n",
    "        \n",
    "        logits = values + (advantages - advantages.mean(1, keepdim=True))\n",
    "        \n",
    "        log_probs = F.log_softmax(logits, dim=-1)\n",
    "        \n",
    "        return log_probs"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "54aa5d34",
   "metadata": {},
   "source": [
    "__!Note:__ On some systems `relax.zoo.layers.NoisyLinear` seems to leak memory. This issue is very unpredictable and yet not fully understood. Sometimes, installing different versions of PyTorch and CUDA may fix it. If the problem persists, as a workaround, consider not using noisy linear layers and add some non-zero exploration `eps` to `EpsilonGreedy`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e47c43f3",
   "metadata": {},
   "source": [
    "# Define Schedules for Training:\n",
    "\n",
    "Learning rate:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "7fa574e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAEICAYAAACavRnhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAHzlJREFUeJzt3X2cXVV97/HP1xkDCppgSBGSQKKJDxOvgo6ID7UWUEJrCVdDDbVXuEW5tvDSildJaq9XkbxejfaaagkqClek1UlEK3M1NrWC3quWkKEomEBkDA9JxBImD/gEOPF3/9i/wZ3DOXNOZs9DZs73/XqdV/Zee63f2uvsk/ObvfeaPYoIzMzMqnjSRO+AmZlNfk4mZmZWmZOJmZlV5mRiZmaVOZmYmVllTiZmZlaZk0mbk3SvpNNHKdZnJV0+2nUPch/Ol/SdUYz3nyVtl/RzSSeNVtwGfX1S0v8Yyz5a3I/jc7wdE9R/SFowSrG+Jemto13XnsjJZIqQ9CpJ35O0T9JuSd+V9NKJ3q9DWYtfHn8LXBwRR0bEbaPU5yP5Zf2QpC9LOhYgIt4eER+q2kdVEXF/jnd/lTiSlkj6vqSHc6w3Spo/WvtphxYnkylA0tOBrwJ/DzwDmA18EHh0IvdrijgB2DyShsP8ZH9xRBwJPAeYAawe4b4dsvLM4nPAu4HpwHxgDVApQdmhy8lkangOQER8ISL2R8SvIuJfIuL2oQqS3ibpTkk/k7RF0otL7U+UdHue1ayVdHip3evzp8u9eebzwtK2kyT9e8ZcC5TbPeFy03CXL4brp07dkPQOSdvyJ96PSKr7WZb0CkmbcmybJL0iy1cCvwtckWcJV9S0O0zSz4EO4AeSfpzlz8+zi72SNks6q9Tms5I+IWm9pF8Av99oDAARsRv4EvCCUvvHL/01ee/n5lnNLkkD5f2X9Gd5rPdI2iDphCz/oKS/z+UnS/qFpI/k+lPyjOkZkuble9yZ287P9/pnku6R9OZmfQEnAvdExDej8LOI+FJE3J/tOiT9laQfZ9xbJc0tvT2nS7o7x75GklroE0mvlXRXHu8rgHK7D0j6h9L6AeOsNVw/VkdE+DXJX8DTgQHgWuBM4Kia7ecAO4GXUvznWgCckNvuBW4BjqM4q7kTeHtuOwl4EHgZxZfqeVn/MGAacB/wLuDJwFLg18Dl2fZ84Ds1+xHAglz+bKluw34ajDeAm3J/jwd+BLy1tt/cvgf4L0AncG6uz8zt3xpqN8x7W97nJwP9wF/l+E8FfgY8tzSmfcArKX5QO7xOvMf7BI4GbgSuO5j3JNd/QHFGcwRFEn9VtluS+/j8HPNfA9/LbacCd+TyK4AfAxtL236Qy/Ny3J0Z/+HSGI8FFrXQ17OAR3Iffx84suZ9eA9wB/Bcis/ki0rHJSjOtGfk8d0FLG6hz6PzeCzNY/UuYLD0fn8A+IfSPjw+zjrHpmE/fjX4vzLRO+DXKB3I4kP/WWBH/gfqBY7JbRuAdzZody/wp6X1DwOfzOVPAB+qqb8V+D3g1cBPAJW2fY+RJZOG/TTY5xj6csn1vwC+WdsvRRK5pabtvwHn5/LjXx7DvK/lff5d4KfAk0rbvwB8oDSmzzWJ9y3gl8BeigT/j8Csg3lPgJdTfMF21on/deCC0vqTsr8TgKdQfMHPBJZTJMUdwJEUl0U/nm3mcWAy2Qu8EXhKq33l+inAutzXR3J8R5bGsmSY9/xVpfV1wPIWxvcW4ObSNuX4RpJMhh2bX098+TLXFBERd0bE+RExh+KyyXHA3+XmuRQ/hTby09LyLym+XKD4D/ruvNSwV9LejHVcvnZG/k9L941w94frp5HtNf3Wq3tcnX26j+Ke0kgcB2yPiN8ME287zb0jImZExOyIeHNE7KpTZ7j3ZC5wX0QMNmj3sVKb3RRfqrMj4ldAH7/9YeDbFD8AvDLLvl0bLCJ+AbwJeDvwgKSvSXpes76y7c0R8ccRMYsiEb8aeF+2rfKZbNTncZTe//xstnI86hl2bPZETiZTUETcRfFT4AuyaDvw7BGE2g6szC++oddTI+ILwAPA7PK1bIpLEkN+ATx1aEXSM0fYTyPl6+vHU5wl1foJxZcCNXV35vLBPjL7J8Dcmvsz5XgjidnIcO/JduD4Btf6twP/rabdUyLie7n92xSXtE4CNuX6GcDJwP+ttyMRsSEiXktxiesu4NMt9lWOsQn4MqPzmWzU5wOUPhf52Sx/Tg74TALNPpMtjc0KTiZTgKTnSXq3pDm5Ppfi/sDNWeUzwH+X9BIVFrR4M/HTwNslvSzbHSHpDyU9jeJy0SDwjryZ+waKL6QhPwAWSTpRxQ39D4ywn0beI+moHOs7gbV16qwHniPpTyR1SnoT0EVxPR7gPyiu7bdqI8VPye/NMb8G+COg5yBitGq49+QWii/Ov8nywyW9Mtt9ElghaRGApOmSzinF/TbF5aAtEfEYeWmH4mb5E86QJB2jYorvERSzA38ODJ2ZNexLxVT1t0n6nVx/HnAWB34mPyRpYY7vhZJmtvC+DDe+r1F85t6QifYdHJgwvg+8WsXv0UwHVoywH6vDyWRq+BnFjdqNKmYR3Qz8kGJaJhHxRWAl8Pms+xWKm9PDiog+4G3AFRQ3rvsp7kmQX0RvyPXdFJdCvlxq+yPgMuBfgbuBhr9IOFw/w7gBuJXiC+JrwNV14g4Ar6d4HwaA9wKvj4iHssrHgKU5W+fjTfobGvMfUUxyeAi4EnhLngmOqibv/f7cjwXA/RT3Bd6U2/4JWAX0SHqY4nNwZin09yjunQydhWyhuJ9R96yE4jviEoqzst0Ul8P+vIW+9lIkjztUzIr7Z+CfKO7JAXyU4l7Iv1Dc4L8696vZ+9Kwzzyu5wB/Q3G8FwLfLbX9BsUPHbdTfHa+SgMtvI9WQwde8jY79EkKYGFE9E/0vphZwWcmZmZWmZOJmZlV5stcZmZWmc9MzMyssrrPpJkqjj766Jg3b95E74aZ2aRy6623PpS/bNqyKZ1M5s2bR19f30TvhpnZpCLpoJ9m4ctcZmZWmZOJmZlV5mRiZmaVOZmYmVllTiZmZlaZk4mZmVXmZGJmZpVN6d8zmQgRwef+7T4Gfv7oRO+KmbWx055/DC+aO2Pc+nMyGWU79/6K/9m7GYAD/gahmdk4+p2nH+5kMpn9Jv8G3f8650W88SVzJnZnzMzGie+ZmJlZZU4mZmZWmZOJmZlV1lIykbRY0lZJ/ZKW19l+mKS1uX2jpHmlbSuyfKukM5rFlDQ/Y/RnzGmlbX8saYukzZI+P9JBm5nZ6GqaTCR1AGuAM4Eu4FxJXTXVLgD2RMQCYDWwKtt2AcuARcBi4EpJHU1irgJWZ6w9GRtJC4EVwCsjYhHwlyMetZmZjapWzkxOBvojYltEPAb0AEtq6iwBrs3l64HTJCnLeyLi0Yi4B+jPeHVjZptTMwYZ8+xcfhuwJiL2AETEgwc/3LEX+M8gm1n7aSWZzAa2l9Z3ZFndOhExCOwDZg7TtlH5TGBvxqjt6znAcyR9V9LNkhbX21lJF0rqk9S3a9euFoZnZmZVTaYb8J3AQuA1wLnApyU94TdyIuKqiOiOiO5Zsw7qr06OKv/Copm1k1aSyU5gbml9TpbVrSOpE5gODAzTtlH5ADAjY9T2tQPojYhf5yWzH1EkFzMzm2CtJJNNwMKcZTWN4oZ6b02dXuC8XF4K3BgRkeXLcrbXfIov/1saxcw2N2UMMuYNufwVirMSJB1Ncdlr20GO18zMxkDTx6lExKCki4ENQAdwTURslnQZ0BcRvcDVwHWS+oHdFMmBrLcO2AIMAhdFxH6AejGzy0uBHkmXA7dlbLLu6yRtAfYD74mIgepvgZmZVdXSs7kiYj2wvqbs/aXlR4BzGrRdCaxsJWaWb6OY7VVbHsAl+TIzs0PIZLoBPymEZwabWRtyMjEzs8qcTMaIpwabWTtxMjEzs8qcTMzMrDInEzMzq8zJxMzMKnMyGWWeGWxm7cjJxMzMKnMyGSPCc4PNrH04mZiZWWVOJmZmVpmTiZmZVeZkYmZmlTmZjLLwY4PNrA05mZiZWWVOJmPETw02s3biZGJmZpU5mZiZWWVOJmZmVpmTiZmZVeZkMso8MdjM2pGTiZmZVdZSMpG0WNJWSf2SltfZfpiktbl9o6R5pW0rsnyrpDOaxZQ0P2P0Z8xpWX6+pF2Svp+vt1YZuJmZjZ6myURSB7AGOBPoAs6V1FVT7QJgT0QsAFYDq7JtF7AMWAQsBq6U1NEk5ipgdcbak7GHrI2IE/P1mRGN2MzMRl0rZyYnA/0RsS0iHgN6gCU1dZYA1+by9cBpkpTlPRHxaETcA/RnvLoxs82pGYOMefbIh2dmZuOhlWQyG9heWt+RZXXrRMQgsA+YOUzbRuUzgb0Zo15fb5R0u6TrJc2tt7OSLpTUJ6lv165dLQzPzMyqmkw34P8PMC8iXgh8g9+eCR0gIq6KiO6I6J41a9a47qCZWbtqJZnsBMpnAXOyrG4dSZ3AdGBgmLaNygeAGRnjgL4iYiAiHs3yzwAvaWHfx50fGmxm7aiVZLIJWJizrKZR3FDvranTC5yXy0uBG6N4FnsvsCxne80HFgK3NIqZbW7KGGTMGwAkHVvq7yzgzoMbqpmZjZXOZhUiYlDSxcAGoAO4JiI2S7oM6IuIXuBq4DpJ/cBuiuRA1lsHbAEGgYsiYj9AvZjZ5aVAj6TLgdsyNsA7JJ2VcXYD51ce/RiSHxtsZm2kaTIBiIj1wPqasveXlh8BzmnQdiWwspWYWb6NYrZXbfkKYEUr+2tmZuNrMt2ANzOzQ5STiZmZVeZkYmZmlTmZjDrPDTaz9uNkYmZmlTmZjBFPDDazduJkYmZmlTmZmJlZZU4mZmZWmZOJmZlV5mQyyvzUYDNrR04mZmZWmZPJGPFDg82snTiZmJlZZU4mZmZWmZOJmZlV5mRiZmaVOZmMMs8MNrN25GRiZmaVOZmMEfm5wWbWRpxMzMysMicTMzOrrKVkImmxpK2S+iUtr7P9MElrc/tGSfNK21Zk+VZJZzSLKWl+xujPmNNq+nqjpJDUPZIBm5nZ6GuaTCR1AGuAM4Eu4FxJXTXVLgD2RMQCYDWwKtt2AcuARcBi4EpJHU1irgJWZ6w9GXtoX54GvBPYOLLhmpnZWGjlzORkoD8itkXEY0APsKSmzhLg2ly+HjhNkrK8JyIejYh7gP6MVzdmtjk1Y5Axzy718yGKZPPIQY5z3PipwWbWjlpJJrOB7aX1HVlWt05EDAL7gJnDtG1UPhPYmzEO6EvSi4G5EfG14XZW0oWS+iT17dq1q4XhmZlZVZPiBrykJwEfBd7drG5EXBUR3RHRPWvWrLHfuQb81GAzayetJJOdwNzS+pwsq1tHUicwHRgYpm2j8gFgRsYolz8NeAHwLUn3AqcAvb4Jb2Z2aGglmWwCFuYsq2kUN9R7a+r0Aufl8lLgxoiILF+Ws73mAwuBWxrFzDY3ZQwy5g0RsS8ijo6IeRExD7gZOCsi+kY4bjMzG0WdzSpExKCki4ENQAdwTURslnQZ0BcRvcDVwHWS+oHdFMmBrLcO2AIMAhdFxH6AejGzy0uBHkmXA7dlbDMzO4Q1TSYAEbEeWF9T9v7S8iPAOQ3argRWthIzy7dRzPYabn9e08p+m5nZ+JgUN+Ank/Bzg82sDTmZmJlZZU4mY8Qzg82snTiZmJlZZU4mZmZWmZOJmZlV5mRiZmaVOZmMMj812MzakZOJmZlV5mQyRvzUYDNrJ04mZmZWmZOJmZlV5mRiZmaVOZmYmVllTiajzFODzawdOZmYmVllTiZjxnODzax9OJmYmVllTiZmZlaZk4mZmVXmZGJmZpU5mYyywHODzaz9OJmYmVllLSUTSYslbZXUL2l5ne2HSVqb2zdKmlfatiLLt0o6o1lMSfMzRn/GnJblb5d0h6TvS/qOpK4qAx9rfmqwmbWTpslEUgewBjgT6ALOrfNFfgGwJyIWAKuBVdm2C1gGLAIWA1dK6mgScxWwOmPtydgAn4+I/xQRJwIfBj46wjGbmdkoa+XM5GSgPyK2RcRjQA+wpKbOEuDaXL4eOE2SsrwnIh6NiHuA/oxXN2a2OTVjkDHPBoiIh0v9HQG+OWFmdqjobKHObGB7aX0H8LJGdSJiUNI+YGaW31zTdnYu14s5E9gbEYN16iPpIuASYBpF0nkCSRcCFwIcf/zxLQzPzMyqmlQ34CNiTUQ8G7gU+OsGda6KiO6I6J41a9b47qCZWZtqJZnsBOaW1udkWd06kjqB6cDAMG0blQ8AMzJGo76guCx2dgv7Pu781GAza0etJJNNwMKcZTWN4oZ6b02dXuC8XF4K3BgRkeXLcrbXfGAhcEujmNnmpoxBxrwBQNLCUn9/CNx9cEM1M7Ox0vSeSd4DuRjYAHQA10TEZkmXAX0R0QtcDVwnqR/YTZEcyHrrgC3AIHBRROwHqBczu7wU6JF0OXBbxga4WNLpwK8pZnkNJa9DkmcGm1k7aeUGPBGxHlhfU/b+0vIjwDkN2q4EVrYSM8u3Ucz2qi1/Zyv7amZm429S3YA3M7NDk5OJmZlV5mRiZmaVOZmYmVllTiZmZlaZk8kYkR8bbGZtxMnEzMwqczIxM7PKnEzMzKwyJxMzM6vMyWSU+anBZtaOnEzMzKwyJ5Mx4onBZtZOnEzMzKwyJxMzM6vMycTMzCpzMjEzs8qcTEZZ4LnBZtZ+nEzMzKwyJ5Mx4ocGm1k7cTIxM7PKnEzMzKwyJxMzM6uspWQiabGkrZL6JS2vs/0wSWtz+0ZJ80rbVmT5VklnNIspaX7G6M+Y07L8EklbJN0u6ZuSTqgycDMzGz1Nk4mkDmANcCbQBZwrqaum2gXAnohYAKwGVmXbLmAZsAhYDFwpqaNJzFXA6oy1J2MD3AZ0R8QLgeuBD49syGPLTw02s3bUypnJyUB/RGyLiMeAHmBJTZ0lwLW5fD1wmoo/gr4E6ImIRyPiHqA/49WNmW1OzRhkzLMBIuKmiPhllt8MzDn44ZqZ2VhoJZnMBraX1ndkWd06ETEI7ANmDtO2UflMYG/GaNQXFGcrX6+3s5IulNQnqW/Xrl1NBzdWPDXYzNrJpLsBL+lPgW7gI/W2R8RVEdEdEd2zZs0a350zM2tTnS3U2QnMLa3PybJ6dXZI6gSmAwNN2tYrHwBmSOrMs5MD+pJ0OvA+4Pci4tEW9t3MzMZBK2cmm4CFOctqGsUN9d6aOr3Aebm8FLgxIiLLl+Vsr/nAQuCWRjGzzU0Zg4x5A4Ckk4BPAWdFxIMjG66ZmY2FpmcmETEo6WJgA9ABXBMRmyVdBvRFRC9wNXCdpH5gN0VyIOutA7YAg8BFEbEfoF7M7PJSoEfS5RQzuK7O8o8ARwJfLO7Tc39EnFX5HTAzs8paucxFRKwH1teUvb+0/AhwToO2K4GVrcTM8m0Us71qy09vZV8nmmcGm1k7mnQ34M3M7NDjZDJGhOcGm1n7cDIxM7PKnEzMzKwyJxMzM6vMycTMzCpzMhll4ccGm1kbcjIxM7PKnEzGimcGm1kbcTIxM7PKnEzMzKwyJxMzM6vMycTMzCpzMhllnhhsZu3IycTMzCpzMhkjnhlsZu3EycTMzCpzMjEzs8qcTMzMrDInEzMzq8zJxMzMKnMyGWV+Ar2ZtaOWkomkxZK2SuqXtLzO9sMkrc3tGyXNK21bkeVbJZ3RLKak+RmjP2NOy/JXS/p3SYOSllYZ9HiQPDnYzNpH02QiqQNYA5wJdAHnSuqqqXYBsCciFgCrgVXZtgtYBiwCFgNXSupoEnMVsDpj7cnYAPcD5wOfH9lQzcxsrLRyZnIy0B8R2yLiMaAHWFJTZwlwbS5fD5ym4kfzJUBPRDwaEfcA/Rmvbsxsc2rGIGOeDRAR90bE7cBvRjhWMzMbI60kk9nA9tL6jiyrWyciBoF9wMxh2jYqnwnszRiN+hqWpAsl9Unq27Vr18E0NTOzEZpyN+Aj4qqI6I6I7lmzZk307piZtYVWkslOYG5pfU6W1a0jqROYDgwM07ZR+QAwI2M06svMzA4xrSSTTcDCnGU1jeKGem9NnV7gvFxeCtwYEZHly3K213xgIXBLo5jZ5qaMQca8YeTDmwieG2xm7adpMsn7FxcDG4A7gXURsVnSZZLOympXAzMl9QOXAMuz7WZgHbAF+GfgoojY3yhmxroUuCRjzczYSHqppB3AOcCnJA3VPyR5YrCZtZPO5lUgItYD62vK3l9afoTiS75e25XAylZiZvk2itleteWbKC57mZnZIWbK3YA3M7Px52RiZmaVOZmYmVllTiZmZlaZk8ko81ODzawdOZmMET802MzaiZOJmZlV5mRiZmaVOZmYmVllTiZmZlaZk4mZmVXmZDLKPDPYzNqRk8kYkZ8bbGZtxMnEzMwqczIxM7PKnEzMzKwyJxMzM6vMycTMzCpzMhllfmqwmbUjJ5Mx4qcGm1k7cTIxM7PKnEzMzKwyJxMzM6uspWQiabGkrZL6JS2vs/0wSWtz+0ZJ80rbVmT5VklnNIspaX7G6M+Y05r1YWZmE6tpMpHUAawBzgS6gHMlddVUuwDYExELgNXAqmzbBSwDFgGLgSsldTSJuQpYnbH2ZOyGfZiZ2cTrbKHOyUB/RGwDkNQDLAG2lOosAT6Qy9cDV0hSlvdExKPAPZL6Mx71Ykq6EzgV+JOsc23G/USjPiJGfzLuuk3b+fT/2zaitr98bP8o742Z2aGvlWQyG9heWt8BvKxRnYgYlLQPmJnlN9e0nZ3L9WLOBPZGxGCd+o36eKi8I5IuBC4EOP7441sY3hPNeOqTWXjMkSNqC/DyZ8/kBbOnj7i9mdlk00oymVQi4irgKoDu7u4RnbW8btEzed2iZ47qfpmZTWWt3IDfCcwtrc/Jsrp1JHUC04GBYdo2Kh8AZmSM2r4a9WFmZhOslWSyCViYs6ymUdxQ762p0wucl8tLgRvzXkYvsCxnYs0HFgK3NIqZbW7KGGTMG5r0YWZmE6zpZa68P3ExsAHoAK6JiM2SLgP6IqIXuBq4Lm+w76ZIDmS9dRQ36weBiyJiP0C9mNnlpUCPpMuB2zI2jfowM7OJp6n8w313d3f09fVN9G6YmU0qkm6NiO6DaePfgDczs8qcTMzMrDInEzMzq8zJxMzMKpvSN+Al7QLuG2Hzo6n57fo24DG3B4+5PVQZ8wkRMetgGkzpZFKFpL6Dnc0w2XnM7cFjbg/jPWZf5jIzs8qcTMzMrDInk8aumugdmAAec3vwmNvDuI7Z90zMzKwyn5mYmVllTiZmZlaZk0kdkhZL2iqpX9Lyid6fZiTNlXSTpC2SNkt6Z5Y/Q9I3JN2d/x6V5ZL08Rzf7ZJeXIp1Xta/W9J5pfKXSLoj23w8/yxzwz7Gcewdkm6T9NVcny9pY+7n2vwTB+SfQVib5RslzSvFWJHlWyWdUSqv+zlo1Mc4jXeGpOsl3SXpTkkvn+rHWdK78nP9Q0lfkHT4VDvOkq6R9KCkH5bKJuy4DtdHQxHhV+lF8Uj8HwPPAqYBPwC6Jnq/muzzscCLc/lpwI+ALuDDwPIsXw6syuU/AL4OCDgF2JjlzwC25b9H5fJRue2WrKtse2aW1+1jHMd+CfB54Ku5vg5YlsufBP48l/8C+GQuLwPW5nJXHuPDgPl57DuG+xw06mOcxnst8NZcngbMmMrHmeLPdd8DPKX03p8/1Y4z8GrgxcAPS2UTdlwb9THsGMbrP8FkeQEvBzaU1lcAKyZ6vw5yDDcArwW2Asdm2bHA1lz+FHBuqf7W3H4u8KlS+aey7FjgrlL54/Ua9TFO45wDfBM4FfhqfvAfAjprjyXF3855eS53Zj3VHt+heo0+B8P1MQ7jnU7xxaqa8il7nCmSyfb8guzM43zGVDzOwDwOTCYTdlwb9THc/vsy1xMNfXiH7MiySSFP608CNgLHRMQDuemnwDG53GiMw5XvqFPOMH2Mh78D3gv8JtdnAnsjYjDXy/v5+Nhy+76sf7DvxXB9jLX5wC7gf6u4tPcZSUcwhY9zROwE/ha4H3iA4rjdytQ+zkMm8rge9Pegk8kUIulI4EvAX0bEw+VtUfx4MabzwMejjyGSXg88GBG3jkd/h4hOikshn4iIk4BfUFyaeNwUPM5HAUsoEulxwBHA4vHo+1AyGY6rk8kT7QTmltbnZNkhTdKTKRLJP0bEl7P4PyQdm9uPBR7M8kZjHK58Tp3y4foYa68EzpJ0L9BDcanrY8AMSUN/jrq8n4+PLbdPBwY4+PdiYJg+xtoOYEdEbMz16ymSy1Q+zqcD90TEroj4NfBlimM/lY/zkIk8rgf9Pehk8kSbgIU5k2MaxU283gnep2HlzIyrgTsj4qOlTb3A0IyO8yjupQyVvyVnbJwC7MtT3Q3A6yQdlT8Rvo7iOvEDwMOSTsm+3lITq14fYyoiVkTEnIiYR3GMboyINwM3AUvr7E95P5dm/cjyZTkLaD6wkOJmZd3PQbZp1MeYioifAtslPTeLTgO2MIWPM8XlrVMkPTX3aWjMU/Y4l0zkcW3UR2NjeUNpsr4oZjL8iGKWx/smen9a2N9XUZye3g58P19/QHHd95vA3cC/As/I+gLW5PjuALpLsf4M6M/Xfy2VdwM/zDZX8NunJ9TtY5zH/xp+O5vrWRRfEv3AF4HDsvzwXO/P7c8qtX9fjmsrOctluM9Boz7GaawnAn15rL9CMWtnSh9n4IPAXblf11HMyJpSxxn4AsU9oV9TnIFeMJHHdbg+Gr38OBUzM6vMl7nMzKwyJxMzM6vMycTMzCpzMjEzs8qcTMzMrDInEzMzq8zJxMzMKvv/W1cbSfVRK0sAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "lr_schedule = PiecewiseSchedule({0: 50000}, 0.0000625) #1e-4\n",
    "lr_schedule.plot(int(1e6))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a38d1fa3",
   "metadata": {},
   "source": [
    "Importance-sampling correction ($ {\\beta} $)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ffbe512e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "betta_schedule1 = LinearSchedule(0.4, 1, 10000000)\n",
    "betta_schedule2 = ConstantSchedule(1)\n",
    "betta_schedule = CombinedSchedule(betta_schedule1, betta_schedule2, min)\n",
    "betta_schedule.plot(int(2e7))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "64a1a1f8",
   "metadata": {},
   "source": [
    "# Create training and eval environments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "dd555461",
   "metadata": {},
   "outputs": [],
   "source": [
    "env = ClipRews(Game2048Env(4, 13)) # Wrapped Training Env\n",
    "eval_env = Game2048Env(4, 13) # Unwrapped Env for Evaluation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31bf16c9",
   "metadata": {},
   "source": [
    "# Visualize environment observations:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "67c99acd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "((60, 96, 1), dtype('uint8'))"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ob = eval_env.reset()\n",
    "plt.imshow(ob.squeeze(), cmap='gray')\n",
    "plt.show()\n",
    "ob.shape, ob.dtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "7785ffab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Discrete(4)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "env.action_space"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "5d794bc9",
   "metadata": {},
   "outputs": [],
   "source": [
    "acs_dim = 4"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fac04427",
   "metadata": {},
   "source": [
    "# Define ArgmaxQValue actor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "3341e81f",
   "metadata": {},
   "outputs": [],
   "source": [
    "actor = ArgmaxQValue(\n",
    "    exploration=EpsilonGreedy(\n",
    "        eps=PiecewiseSchedule(\n",
    "            {1: 50000}, # First 50k steps\n",
    "            0 # Residual steps\n",
    "        )\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8afd30ef",
   "metadata": {},
   "source": [
    "# Define CategoricalDQN critic:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "a53ab87b",
   "metadata": {},
   "outputs": [],
   "source": [
    "critic = CategoricalDQN( # Distributional\n",
    "    critic_net=QCNN_2048(  # Noisy + Dueling + Distributional\n",
    "        in_channels=1, # 1 for grayscale, 3 for RGB\n",
    "        acs_dim=acs_dim, \n",
    "        n_atoms=51,\n",
    "        v_min=-10, #-5\n",
    "        v_max=100 #45\n",
    "    ),\n",
    "    device=torch.device('cuda'),\n",
    "    learning_rate=lr_schedule,\n",
    "    batch_size=32,\n",
    "    gamma=0.99,\n",
    "    target_updates_freq=32000, #10000\n",
    "    n_steps_per_update=1,\n",
    "    #grad_norm_clipping=15, #10\n",
    "    update_freq=4,\n",
    "    prioritized_sampling=True, # Prioritized\n",
    "    alpha=0.5, #0.6\n",
    "    betta=betta_schedule,\n",
    "    priority_eps=1e-4, #1e-3\n",
    "    double_q=True, # Double\n",
    "    n_step_learning=3, # N-step\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6bc7b04",
   "metadata": {},
   "source": [
    "# Provide actor with critic:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "586b2af4",
   "metadata": {},
   "outputs": [],
   "source": [
    "actor.set_critic(critic)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "628077ea",
   "metadata": {},
   "source": [
    "# Wrap envs into `Sampler`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "1a717800",
   "metadata": {},
   "outputs": [],
   "source": [
    "sampler = Sampler(env)\n",
    "eval_sampler = Sampler(eval_env)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cb7c935a",
   "metadata": {},
   "source": [
    "# Create prioritized replay buffer\n",
    "\n",
    "!Note: `ReplayBuffer` is designed not to store lags explicitly (and not to store next states also) that is why the number of lags will not affect the amount of RAM used. However, as it still has to store 1m. experience history and each observation is an array of shape (60, 96, 1) with a dtype uint8, the total amount of RAM usage by ReplayBuffer $ \\approx $ 10^6 \\* 60 \\* 96 \\* 1 bytes ~= 5.5 gigabytes. In total, training requires $ \\approx $ 9-11 gigabytes of RAM. If your machine does not have enough RAM - consider:\n",
    "\n",
    "1) Decreasing buffer size.\n",
    "\n",
    "2) Lowering environments `max_pow` arg. This will decrease grid cell size (required to fill cell value number) and therefore decrease obs image width. However, that will require manual reingeneering of `QCNN_2048` conv net"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "9fe31248",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'uniform': <relax.data.prioritization.UniformReference at 0x7fce1432b208>,\n",
       " 'CategoricalDQN_140523079270016': <relax.data.prioritization.SumTree at 0x7fce1432b160>}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "replay_buffer = ReplayBuffer(\n",
    "    int(1e6),\n",
    "    prioritized_learners=[critic] # Prioritized\n",
    ") \n",
    "replay_buffer.prioritizers"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5df36954",
   "metadata": {},
   "source": [
    "# Visualize untrained actor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "38954d5f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/nikita/.local/lib/python3.6/site-packages/gym/logger.py:30: UserWarning: \u001b[33mWARN: Trying to monitor an environment which has no 'spec' set. This usually means you did not create it via 'gym.make', and is recommended only for advanced users.\u001b[0m\n",
      "  warnings.warn(colorize('%s: %s'%('WARN', msg % args), 'yellow'))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Simulation done, total reward: 4.0\n",
      "Loading video...\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<video alt=\"test\" autoplay \n",
       "                    loop controls style=\"height: 400px;\">\n",
       "                    <source src=\"data:video/mp4;base64,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\" type=\"video/mp4\" />\n",
       "                 </video>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize_actor(env=eval_env, actor=actor, nsteps=10000, train_sampling=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "189bbc7e",
   "metadata": {},
   "source": [
    "# Run Training and Validation loop:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "e56ce713",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 10000000/10000000 [24:44:42<00:00, 112.26it/s]  \n"
     ]
    }
   ],
   "source": [
    "log_every = 50000\n",
    "n_steps = 10000000\n",
    "logdir = '/home/nikita/Desktop/RelaxExamples/RAINBOW_2048/tensorboard_logs'\n",
    "run_name = f'rainbow_dqn_2048_game_mp13'\n",
    "logger = SummaryWriter(log_dir=f'{logdir}/{run_name}')\n",
    "all_logs = []\n",
    "\n",
    "for step in tqdm(range(n_steps)): \n",
    "    \n",
    "    # sample training batch\n",
    "    unit_pathlist = sampler.sample(actor=actor,\n",
    "                                   n_transitions=1,\n",
    "                                   max_path_length=None, \n",
    "                                   reset_when_not_done=False,\n",
    "                                   train_sampling=True)\n",
    "    \n",
    "    # add transitions to replay buffer\n",
    "    replay_buffer.add_paths(unit_pathlist)\n",
    "    \n",
    "    # update critic\n",
    "    critic_logs = critic.update(replay_buffer)\n",
    "        \n",
    "    # update actor\n",
    "    actor_logs = actor.update(replay_buffer)\n",
    "    \n",
    "    if step % log_every == 0 and step > 0:\n",
    "        \n",
    "        # run evaluation on unwrapped environment\n",
    "        eval_batch = eval_sampler.sample_n_episodes(\n",
    "            n_episodes=5,\n",
    "            actor=actor,\n",
    "            max_path_length=None, \n",
    "            train_sampling=False\n",
    "        )\n",
    "        \n",
    "        eval_logs = eval_batch.create_logs(prefix='eval')\n",
    "        \n",
    "        # create logs of replay buffer\n",
    "        buffer_logs = replay_buffer.create_logs(prefix='buffer')\n",
    "\n",
    "        logs = {**critic_logs,\n",
    "                **actor_logs,\n",
    "                **buffer_logs,\n",
    "                **eval_logs\n",
    "               }\n",
    "        all_logs.append(logs)\n",
    "        \n",
    "        for key, value in logs.items():\n",
    "            logger.add_scalar(key, value, step)\n",
    "    \n",
    "logger.flush()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "cbfb61dd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The tensorboard extension is already loaded. To reload it, use:\n",
      "  %reload_ext tensorboard\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Reusing TensorBoard on port 6006 (pid 182310), started 1 day, 1:38:42 ago. (Use '!kill 182310' to kill it.)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "      <iframe id=\"tensorboard-frame-a3265f4eba393903\" width=\"100%\" height=\"800\" frameborder=\"0\">\n",
       "      </iframe>\n",
       "      <script>\n",
       "        (function() {\n",
       "          const frame = document.getElementById(\"tensorboard-frame-a3265f4eba393903\");\n",
       "          const url = new URL(\"/\", window.location);\n",
       "          const port = 6006;\n",
       "          if (port) {\n",
       "            url.port = port;\n",
       "          }\n",
       "          frame.src = url;\n",
       "        })();\n",
       "      </script>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%load_ext tensorboard\n",
    "%tensorboard --logdir /home/nikita/Desktop/RelaxExamples/RAINBOW_2048/tensorboard_logs"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c9c716b5",
   "metadata": {},
   "source": [
    "# Plot learning curve"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "25288251",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def moving_average(x, w):\n",
    "    return np.convolve(x, np.ones(w), 'valid') / w\n",
    "\n",
    "eval_score = [l['avg_return/eval'] for l in all_logs]\n",
    "plt.plot(moving_average(eval_score, w=10))\n",
    "plt.title(f'Learning curve for 2048 game')\n",
    "plt.xlabel('Training step')\n",
    "plt.ylabel('Avg. return')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d58509d",
   "metadata": {},
   "source": [
    "# Plot estimated vs actual Q-values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "8084ba1b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('avg_return', 1131.2)\n",
      "('std_return', 517.4626170072578)\n",
      "('max_return', 1738)\n",
      "('min_return', 315)\n",
      "('mean_pathlen', 1405.1)\n",
      "('n_paths', 10)\n",
      "('n_transitions', 14051)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "batch = sampler.sample_n_episodes(actor=actor, #Note: wrapped reward!\n",
    "                                  n_episodes=10,\n",
    "                                  max_path_length=None, \n",
    "                                  train_sampling=False)\n",
    "\n",
    "print(*batch.create_logs().items(), sep='\\n')\n",
    "\n",
    "batch.add_disc_cumsum(cumsum_field='q_vals', field='rews', gamma=0.99)\n",
    "data_q_values = batch.unpack(['q_vals'])\n",
    "\n",
    "model_q_values = critic.estimate_qvalue(batch)\n",
    "\n",
    "plt.hexbin(data_q_values, model_q_values, bins=50, cmap=plt.cm.Blues)\n",
    "plt.title('Data Q-values vs Critic Q-values')\n",
    "plt.xlabel('Data Q-values')\n",
    "plt.ylabel('Critic Q-values')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b346f65",
   "metadata": {},
   "source": [
    "# Analyze agent's performance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "1a0c8525",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 100/100 [05:06<00:00,  3.07s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Experiment done, avg. return: 21972.16\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "n_paths = 100\n",
    "\n",
    "test_env = Game2048Env(4, 13) # Unwrapped Env for Evaluation\n",
    "test_sampler = Sampler(test_env, \n",
    "                       info_parse=['max_tile'])\n",
    "\n",
    "avg_return_vec = []\n",
    "tile_summary = {}\n",
    "\n",
    "for p in range(1, 14):\n",
    "    tile_summary[str(2**p)] = []\n",
    "    \n",
    "for _ in tqdm(range(n_paths)):\n",
    "    \n",
    "    path = test_sampler.sample_n_episodes(\n",
    "        n_episodes=1,\n",
    "        actor=actor,\n",
    "        train_sampling=False\n",
    "    )\n",
    "    \n",
    "    avg_return_vec.append(\n",
    "        path.create_logs()['avg_return']\n",
    "    )\n",
    "    \n",
    "    max_tile = int(path.unpack(['max_tile']).max())\n",
    "    \n",
    "    for k, v in tile_summary.items():\n",
    "        \n",
    "        if int(k) <= max_tile:\n",
    "            v.append(1)\n",
    "        else:\n",
    "            v.append(0)\n",
    "            \n",
    "for k, v in tile_summary.items():\n",
    "    tile_summary[k] = np.mean(v)\n",
    "    \n",
    "avg_return = np.mean(avg_return_vec)\n",
    "\n",
    "print(f'Experiment done, avg. return: {avg_return}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "96c75bf4",
   "metadata": {},
   "source": [
    "# Probability of reaching each tile:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "fe5be5f4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('2', 1.0)\n",
      "('4', 1.0)\n",
      "('8', 1.0)\n",
      "('16', 1.0)\n",
      "('32', 1.0)\n",
      "('64', 1.0)\n",
      "('128', 1.0)\n",
      "('256', 0.99)\n",
      "('512', 0.98)\n",
      "('1024', 0.83)\n",
      "('2048', 0.52)\n",
      "('4096', 0.01)\n",
      "('8192', 0.0)\n"
     ]
    }
   ],
   "source": [
    "print(*tile_summary.items(), sep='\\n')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da27854a",
   "metadata": {},
   "source": [
    "# Visualize trained actor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "d1e86760",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/nikita/.local/lib/python3.6/site-packages/gym/logger.py:30: UserWarning: \u001b[33mWARN: Trying to monitor an environment which has no 'spec' set. This usually means you did not create it via 'gym.make', and is recommended only for advanced users.\u001b[0m\n",
      "  warnings.warn(colorize('%s: %s'%('WARN', msg % args), 'yellow'))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Simulation done, total reward: 40720.0\n",
      "Loading video...\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<video alt=\"test\" autoplay \n",
       "                    loop controls style=\"height: 400px;\">\n",
       "                    <source src=\"data:video/mp4;base64,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\" type=\"video/mp4\" />\n",
       "                 </video>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Unwrapped reward\n",
    "visualize_actor(env=eval_env, actor=actor, nsteps=10000, train_sampling=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dd686886",
   "metadata": {},
   "source": [
    "# Save Models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "0bf661d2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saved checkpoints for ArgmaxQValue...\n",
      "exploration_global_step global_step\n",
      "Saved checkpoints for CategoricalDQN...\n",
      "models_state_dict global_step local_step n_updates n_target_updates optimizer scheduler\n"
     ]
    }
   ],
   "source": [
    "actor.save_checkpoint('trained_models', 'argmax_q_value_actor')\n",
    "critic.save_checkpoint('trained_models', 'rainbow_dqn_critic')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad7e2559",
   "metadata": {},
   "source": [
    "# Load Models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "9f6133d1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Archive:  trained_models.zip\n",
      "   creating: trained_models/\n",
      "  inflating: trained_models/argmax_q_value_actor.pth  \n",
      "  inflating: trained_models/rainbow_dqn_critic.pth  \n"
     ]
    }
   ],
   "source": [
    "!unzip trained_models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "e6131857",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded checkpoints for ArgmaxQValue...\n",
      "exploration_global_step global_step\n",
      "Loaded checkpoints for CategoricalDQN...\n",
      "models_state_dict global_step local_step n_updates n_target_updates optimizer scheduler\n"
     ]
    }
   ],
   "source": [
    "actor.load_checkpoint('trained_models', 'argmax_q_value_actor')\n",
    "critic.load_checkpoint('trained_models', 'rainbow_dqn_critic')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python Relax",
   "language": "python",
   "name": "relax"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}