Pong_SQIL_DDQN_Imitation.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Pong-SQIL-DDQN-Imitation.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "NWh4SgNK8QX8"
      },
      "source": [
        "!pip install stable-baselines3\n",
        "!pip install git+https://github.com/indrasweb/expert-offline-rl.git"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bcAEehFW8V9o"
      },
      "source": [
        "import numpy as np\n",
        "from google.colab import drive\n",
        "import gym\n",
        "import os\n",
        "import pandas as pd\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "from time import time\n",
        "import datetime\n",
        "from eorl import OfflineDataset\n",
        "\n",
        "import torch as T\n",
        "import torch.nn as nn\n",
        "import torch.nn.functional as F\n",
        "from torch.optim import Adam\n",
        "\n",
        "from stable_baselines3.common.utils import set_random_seed\n",
        "from stable_baselines3.common.env_util import make_atari_env\n",
        "from stable_baselines3.common.vec_env import VecFrameStack, VecTransposeImage\n",
        "from stable_baselines3.common.monitor import Monitor\n",
        "from stable_baselines3.common.buffers import ReplayBuffer"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rHLGsoGa8g9u"
      },
      "source": [
        "ENV_NAME = 'PongNoFrameskip-v4'\n",
        "DS_NAME = 'Pong'\n",
        "SAVE_DIR = 'gdrive/MyDrive/SQIL/Imitation/Pong'\n",
        "\n",
        "SEED = 1337             # torch, np and py seeds\n",
        "ONLINE_STEPS = 2e6      # total env steps to train for (2 million)\n",
        "EXPERT_STEPS = 3e5      # total expert steps to mix into replay buffer\n",
        "BATCH_SIZE = 32         # steps in each train batch\n",
        "GAMMA = 0.99            # reward discounting coefficient\n",
        "MEM_SIZE = 25000        # replay memory size\n",
        "TARGET_UPDATE = 10000   # steps between target updates\n",
        "LEARNING_STARTS = 20000 # number of steps before learning starts\n",
        "TRAIN_FREQUENCY = 4     # number of steps between behaviour policy updates\n",
        "EPS_START = 1           # begin by taking completely random actions...\n",
        "EPS_END = 0.1           # end by taking random actions 10% of time...\n",
        "EPS_DECAY = 500000      # after 500,000 env steps."
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ZetSka4S97jH",
        "outputId": "b3e0fd41-ac5b-4b7c-e60f-c569c526115c"
      },
      "source": [
        "DEVICE = T.device('cuda' if T.cuda.is_available() else 'cpu')\n",
        "print('Using', DEVICE)\n",
        "\n",
        "drive.mount('/content/gdrive/')\n",
        "if not os.path.exists(SAVE_DIR):\n",
        "    os.makedirs(SAVE_DIR)\n",
        "\n",
        "set_random_seed(SEED)\n",
        "\n",
        "ds = OfflineDataset(\n",
        "    DS_NAME, \n",
        "    dataset_size=EXPERT_STEPS, \n",
        "    framestack=4, \n",
        "    shuffle=True\n",
        ")"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Using cuda\n",
            "Mounted at /content/gdrive/\n",
            "downloading data...\n",
            "decompressing data...\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EETM-KOK1Bmw"
      },
      "source": [
        "class Logger:\n",
        "\n",
        "    def __init__(self, print_rate=250):\n",
        "        self.log = {'ep_r':[], 'ep_l':[], 'loss':[]}\n",
        "        self.n_ep = 0              # total games/episodes\n",
        "        self.n_update = 1          # total weight updates\n",
        "        self.n_frames = 0          # env steps (total from checkpoint)\n",
        "        self.run_frames = 0        # env steps (for this run)\n",
        "        self.max_rwd = -np.inf     # max rwd out of all games played\n",
        "        self.start_time = time()   # time we started *this* run\n",
        "        self.last_checkpoint = 0   # total_frames at last checkpoint\n",
        "        self.print_rate = print_rate\n",
        "\n",
        "    def eta(self):  # get hh:mm:ss left to train\n",
        "        elapsed_time = time() - self.start_time\n",
        "        frames_left = ONLINE_STEPS - self.n_frames\n",
        "        sec_per_frame = elapsed_time / self.n_frames\n",
        "        sec_left = int(frames_left * sec_per_frame)\n",
        "        eta_str = str(datetime.timedelta(seconds=sec_left))\n",
        "        return eta_str\n",
        "\n",
        "    def fps(self):  # get frames per second\n",
        "        elapsed_time = time() - self.start_time\n",
        "        fps = int(self.run_frames / elapsed_time)\n",
        "        return fps\n",
        "\n",
        "    def sma(self, x):  # simple moving average\n",
        "        if not x: return 0\n",
        "        div = 50 if len(x) > 50 else len(x)\n",
        "        return sum(list(zip(*x[-div:]))[-1])/div\n",
        "\n",
        "    def print_log(self):\n",
        "        fps = self.fps()\n",
        "        eta = self.eta()\n",
        "        print('-'*10, self.n_update, '/', ONLINE_STEPS, '-'*10)\n",
        "        print('Num Games:', self.n_ep)\n",
        "        print('Num Frames:', self.n_frames)\n",
        "        print('FPS:', fps)\n",
        "        print('ETA:', eta)\n",
        "        print(f'SMA Length: {self.sma(self.log[\"ep_l\"]):.3f}')\n",
        "        print(f'SMA Reward: {self.sma(self.log[\"ep_r\"]):.3f}')\n",
        "        print(f'SMA Loss: {self.sma(self.log[\"loss\"]):.3f}')\n",
        "        print('Max reward:', self.max_rwd)\n",
        "\n",
        "    def record(self, ep, loss):\n",
        "        \n",
        "        self.n_update += 1\n",
        "        self.n_frames += 1\n",
        "        self.run_frames += 1\n",
        "        fr = (self.n_frames, self.n_update)\n",
        "\n",
        "        # stats about finished episodes/games\n",
        "        if ep:\n",
        "            self.log['ep_l'].append(fr+(ep['l'],))\n",
        "            self.log['ep_r'].append(fr+(ep['r'],))\n",
        "            if ep['r'] > self.max_rwd: self.max_rwd = ep['r']\n",
        "            self.n_ep += 1\n",
        "             \n",
        "        # nn training statistics\n",
        "        if loss:\n",
        "            self.log['loss'].append(fr+(loss,))\n",
        "        \n",
        "        # print log\n",
        "        if self.n_update % self.print_rate == 0:\n",
        "            self.print_log()"
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xTy2gFpaEdym"
      },
      "source": [
        "def ob_to_torch(x):\n",
        "    x = T.from_numpy(x).float()\n",
        "    x = x.to(DEVICE)\n",
        "    return x\n",
        "\n",
        "class DDQN(nn.Module):\n",
        "\n",
        "    def __init__(self, in_shape, num_actions):\n",
        "        super(DDQN, self).__init__()\n",
        "        \n",
        "        self.conv = nn.Sequential(\n",
        "            nn.Conv2d(in_shape[0], 32, 8, 4),\n",
        "            nn.ReLU(True),\n",
        "            nn.Conv2d(32, 64, 4, 2),\n",
        "            nn.ReLU(True),\n",
        "            nn.Conv2d(64, 64, 3, 1),\n",
        "            nn.ReLU(True),\n",
        "            nn.Conv2d(64, 1024, 7, 1),\n",
        "            nn.ReLU(True),\n",
        "            nn.Flatten()\n",
        "        )\n",
        "        self.flat_size = self.conv(T.rand(1, *in_shape)).size(1)\n",
        "        self.split = self.flat_size//2\n",
        "        self.value = nn.Linear(self.split, 1)\n",
        "        self.advantage = nn.Linear(self.split, num_actions)\n",
        "        self.apply(self.weights_init)  # important\n",
        "\n",
        "    @staticmethod\n",
        "    def weights_init(m):\n",
        "        if isinstance(m, nn.Conv2d):\n",
        "            nn.init.kaiming_normal_(m.weight, nonlinearity='relu')\n",
        "            nn.init.constant_(m.bias, 0)\n",
        "        elif isinstance(m, nn.Linear):\n",
        "            nn.init.kaiming_normal_(m.weight, nonlinearity='relu')\n",
        "\n",
        "    def forward(self, x):\n",
        "        x = self.conv(x)\n",
        "        v_split = x[:,:self.split]\n",
        "        a_split = x[:,self.split:]\n",
        "        v = self.value(v_split)\n",
        "        a = self.advantage(a_split)\n",
        "        a = a - T.mean(a, 1, keepdim=True)\n",
        "        q_value = v + a\n",
        "        return q_value"
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Omo1M7VK_cuk"
      },
      "source": [
        "def new_run():\n",
        "    # setup gym environment (MaxAndSkip=4 by default)\n",
        "    env = make_atari_env(ENV_NAME, seed=SEED, monitor_dir=SAVE_DIR+ENV_NAME)\n",
        "    # env = VecTransposeImage(env)\n",
        "    env = VecFrameStack(env, n_stack=4)\n",
        "    env = VecTransposeImage(env)\n",
        "    env.observation_space.dtype = np.float32\n",
        "    obs_space = env.observation_space\n",
        "    act_space = env.action_space\n",
        "    n_actions = act_space.n\n",
        "    buf = ReplayBuffer(MEM_SIZE, obs_space, act_space, DEVICE)\n",
        "    logger = Logger()\n",
        "\n",
        "    # setup dueling Q-networks\n",
        "    policy_net = DDQN(obs_space.shape, n_actions).to(DEVICE)\n",
        "    target_net = DDQN(obs_space.shape, n_actions).to(DEVICE)\n",
        "    target_net.load_state_dict(policy_net.state_dict())\n",
        "    target_net.eval()\n",
        "    optim = Adam(policy_net.parameters(), lr=1e-4)\n",
        "\n",
        "    return env, buf, policy_net, target_net, optim, n_actions, logger"
      ],
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pmW2w8uE4DKG"
      },
      "source": [
        "env, replay_buffer, policy, target, optim, n_actions, logger = new_run()\n",
        "obs = env.reset()/255"
      ],
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AMnGbEBRggV9",
        "outputId": "505a5dd1-5295-4646-90c4-0b0799da411d"
      },
      "source": [
        "for step in range(int(ONLINE_STEPS)):\n",
        "\n",
        "    # epsilon greedy choose next action\n",
        "    eps = EPS_END + (EPS_START-EPS_END)*np.exp(-1.*step/EPS_DECAY)\n",
        "    if np.random.random() > eps:\n",
        "        with T.no_grad(): action = policy(ob_to_torch(obs)).max(1)[1].item()\n",
        "    else:\n",
        "        action = np.random.randint(n_actions)\n",
        "\n",
        "    # step env and store transition\n",
        "    next_obs, rwd, done, info = env.step([action])\n",
        "    next_obs = next_obs/255\n",
        "    replay_buffer.add(obs, next_obs, action, rwd, done)\n",
        "    obs = next_obs\n",
        "    ep = info[0].get('episode')\n",
        "\n",
        "    # train model\n",
        "    if step > LEARNING_STARTS and step % TRAIN_FREQUENCY == 0:\n",
        "        mb = replay_buffer.sample(BATCH_SIZE//2)\n",
        "        # SQIL: sample expert data w/ reward == 1 and all online data == 0\n",
        "        e_obs, e_acts, _, e_dones, e_next_obs = ds.batch(BATCH_SIZE//2)\n",
        "        B_obs = T.cat((mb.observations, ob_to_torch(e_obs/255)))\n",
        "        B_next_obs = T.cat((mb.next_observations, ob_to_torch(e_next_obs/255)))\n",
        "        B_actions = T.cat((mb.actions, T.from_numpy(e_acts[:,None]).to(DEVICE)))\n",
        "        B_rewards = T.cat((T.zeros_like(mb.rewards), T.ones_like(mb.rewards)))\n",
        "        # get q-values of our taken actions\n",
        "        q_obs = policy(B_obs).gather(1, B_actions)\n",
        "        # pretend we follow the greedy policy after taking those actions\n",
        "        greedy_actions = policy(B_next_obs).max(1)[1].view(-1,1)\n",
        "        # stabilise q estimates with target network\n",
        "        q_next_obs = target(B_next_obs).gather(1, greedy_actions)\n",
        "        # estimated (discounted) future total reward of next_obs\n",
        "        expected_future_reward = q_next_obs*GAMMA + B_rewards\n",
        "        # optimize our Q-network for more accurate Q-values\n",
        "        loss = F.smooth_l1_loss(q_obs, expected_future_reward)\n",
        "\n",
        "        optim.zero_grad()\n",
        "        loss.backward()\n",
        "        # gradient clipping\n",
        "        nn.utils.clip_grad_norm_(policy.parameters(), 1)\n",
        "        optim.step()\n",
        "        logger.record(ep, loss.item())\n",
        "    elif step > LEARNING_STARTS:\n",
        "        logger.record(ep, None)\n",
        "\n",
        "    # update target network\n",
        "    if step % TARGET_UPDATE == 0:\n",
        "        target.load_state_dict(policy.state_dict())"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "ETA: 0:23:19\n",
            "SMA Length: 3725.580\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.406\n",
            "Max reward: -16.0\n",
            "---------- 1841500 / 2000000.0 ----------\n",
            "Num Games: 2051\n",
            "Num Frames: 1841499\n",
            "FPS: 113\n",
            "ETA: 0:23:17\n",
            "SMA Length: 3725.580\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.348\n",
            "Max reward: -16.0\n",
            "---------- 1841750 / 2000000.0 ----------\n",
            "Num Games: 2051\n",
            "Num Frames: 1841749\n",
            "FPS: 113\n",
            "ETA: 0:23:15\n",
            "SMA Length: 3725.580\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.364\n",
            "Max reward: -16.0\n",
            "---------- 1842000 / 2000000.0 ----------\n",
            "Num Games: 2052\n",
            "Num Frames: 1841999\n",
            "FPS: 113\n",
            "ETA: 0:23:13\n",
            "SMA Length: 3725.400\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.342\n",
            "Max reward: -16.0\n",
            "---------- 1842250 / 2000000.0 ----------\n",
            "Num Games: 2052\n",
            "Num Frames: 1842249\n",
            "FPS: 113\n",
            "ETA: 0:23:11\n",
            "SMA Length: 3725.400\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.362\n",
            "Max reward: -16.0\n",
            "---------- 1842500 / 2000000.0 ----------\n",
            "Num Games: 2052\n",
            "Num Frames: 1842499\n",
            "FPS: 113\n",
            "ETA: 0:23:08\n",
            "SMA Length: 3725.400\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.285\n",
            "Max reward: -16.0\n",
            "---------- 1842750 / 2000000.0 ----------\n",
            "Num Games: 2053\n",
            "Num Frames: 1842749\n",
            "FPS: 113\n",
            "ETA: 0:23:06\n",
            "SMA Length: 3733.860\n",
            "SMA Reward: -19.940\n",
            "SMA Loss: 0.336\n",
            "Max reward: -16.0\n",
            "---------- 1843000 / 2000000.0 ----------\n",
            "Num Games: 2053\n",
            "Num Frames: 1842999\n",
            "FPS: 113\n",
            "ETA: 0:23:04\n",
            "SMA Length: 3733.860\n",
            "SMA Reward: -19.940\n",
            "SMA Loss: 0.323\n",
            "Max reward: -16.0\n",
            "---------- 1843250 / 2000000.0 ----------\n",
            "Num Games: 2053\n",
            "Num Frames: 1843249\n",
            "FPS: 113\n",
            "ETA: 0:23:02\n",
            "SMA Length: 3733.860\n",
            "SMA Reward: -19.940\n",
            "SMA Loss: 0.386\n",
            "Max reward: -16.0\n",
            "---------- 1843500 / 2000000.0 ----------\n",
            "Num Games: 2053\n",
            "Num Frames: 1843499\n",
            "FPS: 113\n",
            "ETA: 0:23:00\n",
            "SMA Length: 3733.860\n",
            "SMA Reward: -19.940\n",
            "SMA Loss: 0.332\n",
            "Max reward: -16.0\n",
            "---------- 1843750 / 2000000.0 ----------\n",
            "Num Games: 2054\n",
            "Num Frames: 1843749\n",
            "FPS: 113\n",
            "ETA: 0:22:57\n",
            "SMA Length: 3736.920\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.331\n",
            "Max reward: -16.0\n",
            "---------- 1844000 / 2000000.0 ----------\n",
            "Num Games: 2054\n",
            "Num Frames: 1843999\n",
            "FPS: 113\n",
            "ETA: 0:22:55\n",
            "SMA Length: 3736.920\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.344\n",
            "Max reward: -16.0\n",
            "---------- 1844250 / 2000000.0 ----------\n",
            "Num Games: 2054\n",
            "Num Frames: 1844249\n",
            "FPS: 113\n",
            "ETA: 0:22:53\n",
            "SMA Length: 3736.920\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.290\n",
            "Max reward: -16.0\n",
            "---------- 1844500 / 2000000.0 ----------\n",
            "Num Games: 2055\n",
            "Num Frames: 1844499\n",
            "FPS: 113\n",
            "ETA: 0:22:51\n",
            "SMA Length: 3743.140\n",
            "SMA Reward: -19.940\n",
            "SMA Loss: 0.339\n",
            "Max reward: -16.0\n",
            "---------- 1844750 / 2000000.0 ----------\n",
            "Num Games: 2055\n",
            "Num Frames: 1844749\n",
            "FPS: 113\n",
            "ETA: 0:22:48\n",
            "SMA Length: 3743.140\n",
            "SMA Reward: -19.940\n",
            "SMA Loss: 0.352\n",
            "Max reward: -16.0\n",
            "---------- 1845000 / 2000000.0 ----------\n",
            "Num Games: 2055\n",
            "Num Frames: 1844999\n",
            "FPS: 113\n",
            "ETA: 0:22:46\n",
            "SMA Length: 3743.140\n",
            "SMA Reward: -19.940\n",
            "SMA Loss: 0.265\n",
            "Max reward: -16.0\n",
            "---------- 1845250 / 2000000.0 ----------\n",
            "Num Games: 2055\n",
            "Num Frames: 1845249\n",
            "FPS: 113\n",
            "ETA: 0:22:44\n",
            "SMA Length: 3743.140\n",
            "SMA Reward: -19.940\n",
            "SMA Loss: 0.232\n",
            "Max reward: -16.0\n",
            "---------- 1845500 / 2000000.0 ----------\n",
            "Num Games: 2056\n",
            "Num Frames: 1845499\n",
            "FPS: 113\n",
            "ETA: 0:22:42\n",
            "SMA Length: 3749.720\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.325\n",
            "Max reward: -16.0\n",
            "---------- 1845750 / 2000000.0 ----------\n",
            "Num Games: 2056\n",
            "Num Frames: 1845749\n",
            "FPS: 113\n",
            "ETA: 0:22:40\n",
            "SMA Length: 3749.720\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.245\n",
            "Max reward: -16.0\n",
            "---------- 1846000 / 2000000.0 ----------\n",
            "Num Games: 2056\n",
            "Num Frames: 1845999\n",
            "FPS: 113\n",
            "ETA: 0:22:37\n",
            "SMA Length: 3749.720\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.333\n",
            "Max reward: -16.0\n",
            "---------- 1846250 / 2000000.0 ----------\n",
            "Num Games: 2056\n",
            "Num Frames: 1846249\n",
            "FPS: 113\n",
            "ETA: 0:22:35\n",
            "SMA Length: 3749.720\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.232\n",
            "Max reward: -16.0\n",
            "---------- 1846500 / 2000000.0 ----------\n",
            "Num Games: 2057\n",
            "Num Frames: 1846499\n",
            "FPS: 113\n",
            "ETA: 0:22:33\n",
            "SMA Length: 3754.280\n",
            "SMA Reward: -19.940\n",
            "SMA Loss: 0.281\n",
            "Max reward: -16.0\n",
            "---------- 1846750 / 2000000.0 ----------\n",
            "Num Games: 2057\n",
            "Num Frames: 1846749\n",
            "FPS: 113\n",
            "ETA: 0:22:31\n",
            "SMA Length: 3754.280\n",
            "SMA Reward: -19.940\n",
            "SMA Loss: 0.291\n",
            "Max reward: -16.0\n",
            "---------- 1847000 / 2000000.0 ----------\n",
            "Num Games: 2057\n",
            "Num Frames: 1846999\n",
            "FPS: 113\n",
            "ETA: 0:22:29\n",
            "SMA Length: 3754.280\n",
            "SMA Reward: -19.940\n",
            "SMA Loss: 0.277\n",
            "Max reward: -16.0\n",
            "---------- 1847250 / 2000000.0 ----------\n",
            "Num Games: 2058\n",
            "Num Frames: 1847249\n",
            "FPS: 113\n",
            "ETA: 0:22:26\n",
            "SMA Length: 3742.720\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.344\n",
            "Max reward: -16.0\n",
            "---------- 1847500 / 2000000.0 ----------\n",
            "Num Games: 2058\n",
            "Num Frames: 1847499\n",
            "FPS: 113\n",
            "ETA: 0:22:24\n",
            "SMA Length: 3742.720\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.284\n",
            "Max reward: -16.0\n",
            "---------- 1847750 / 2000000.0 ----------\n",
            "Num Games: 2058\n",
            "Num Frames: 1847749\n",
            "FPS: 113\n",
            "ETA: 0:22:22\n",
            "SMA Length: 3742.720\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.259\n",
            "Max reward: -16.0\n",
            "---------- 1848000 / 2000000.0 ----------\n",
            "Num Games: 2058\n",
            "Num Frames: 1847999\n",
            "FPS: 113\n",
            "ETA: 0:22:20\n",
            "SMA Length: 3742.720\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.375\n",
            "Max reward: -16.0\n",
            "---------- 1848250 / 2000000.0 ----------\n",
            "Num Games: 2059\n",
            "Num Frames: 1848249\n",
            "FPS: 113\n",
            "ETA: 0:22:18\n",
            "SMA Length: 3748.980\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.277\n",
            "Max reward: -16.0\n",
            "---------- 1848500 / 2000000.0 ----------\n",
            "Num Games: 2059\n",
            "Num Frames: 1848499\n",
            "FPS: 113\n",
            "ETA: 0:22:15\n",
            "SMA Length: 3748.980\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.277\n",
            "Max reward: -16.0\n",
            "---------- 1848750 / 2000000.0 ----------\n",
            "Num Games: 2059\n",
            "Num Frames: 1848749\n",
            "FPS: 113\n",
            "ETA: 0:22:13\n",
            "SMA Length: 3748.980\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.309\n",
            "Max reward: -16.0\n",
            "---------- 1849000 / 2000000.0 ----------\n",
            "Num Games: 2060\n",
            "Num Frames: 1848999\n",
            "FPS: 113\n",
            "ETA: 0:22:11\n",
            "SMA Length: 3739.300\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.284\n",
            "Max reward: -16.0\n",
            "---------- 1849250 / 2000000.0 ----------\n",
            "Num Games: 2060\n",
            "Num Frames: 1849249\n",
            "FPS: 113\n",
            "ETA: 0:22:09\n",
            "SMA Length: 3739.300\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.349\n",
            "Max reward: -16.0\n",
            "---------- 1849500 / 2000000.0 ----------\n",
            "Num Games: 2060\n",
            "Num Frames: 1849499\n",
            "FPS: 113\n",
            "ETA: 0:22:07\n",
            "SMA Length: 3739.300\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.248\n",
            "Max reward: -16.0\n",
            "---------- 1849750 / 2000000.0 ----------\n",
            "Num Games: 2060\n",
            "Num Frames: 1849749\n",
            "FPS: 113\n",
            "ETA: 0:22:04\n",
            "SMA Length: 3739.300\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.351\n",
            "Max reward: -16.0\n",
            "---------- 1850000 / 2000000.0 ----------\n",
            "Num Games: 2061\n",
            "Num Frames: 1849999\n",
            "FPS: 113\n",
            "ETA: 0:22:02\n",
            "SMA Length: 3746.420\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.292\n",
            "Max reward: -16.0\n",
            "---------- 1850250 / 2000000.0 ----------\n",
            "Num Games: 2061\n",
            "Num Frames: 1850249\n",
            "FPS: 113\n",
            "ETA: 0:22:00\n",
            "SMA Length: 3746.420\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.434\n",
            "Max reward: -16.0\n",
            "---------- 1850500 / 2000000.0 ----------\n",
            "Num Games: 2061\n",
            "Num Frames: 1850499\n",
            "FPS: 113\n",
            "ETA: 0:21:58\n",
            "SMA Length: 3746.420\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.422\n",
            "Max reward: -16.0\n",
            "---------- 1850750 / 2000000.0 ----------\n",
            "Num Games: 2061\n",
            "Num Frames: 1850749\n",
            "FPS: 113\n",
            "ETA: 0:21:56\n",
            "SMA Length: 3746.420\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.395\n",
            "Max reward: -16.0\n",
            "---------- 1851000 / 2000000.0 ----------\n",
            "Num Games: 2062\n",
            "Num Frames: 1850999\n",
            "FPS: 113\n",
            "ETA: 0:21:53\n",
            "SMA Length: 3753.120\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.330\n",
            "Max reward: -16.0\n",
            "---------- 1851250 / 2000000.0 ----------\n",
            "Num Games: 2062\n",
            "Num Frames: 1851249\n",
            "FPS: 113\n",
            "ETA: 0:21:51\n",
            "SMA Length: 3753.120\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.332\n",
            "Max reward: -16.0\n",
            "---------- 1851500 / 2000000.0 ----------\n",
            "Num Games: 2062\n",
            "Num Frames: 1851499\n",
            "FPS: 113\n",
            "ETA: 0:21:49\n",
            "SMA Length: 3753.120\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.373\n",
            "Max reward: -16.0\n",
            "---------- 1851750 / 2000000.0 ----------\n",
            "Num Games: 2063\n",
            "Num Frames: 1851749\n",
            "FPS: 113\n",
            "ETA: 0:21:47\n",
            "SMA Length: 3750.780\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.337\n",
            "Max reward: -16.0\n",
            "---------- 1852000 / 2000000.0 ----------\n",
            "Num Games: 2063\n",
            "Num Frames: 1851999\n",
            "FPS: 113\n",
            "ETA: 0:21:45\n",
            "SMA Length: 3750.780\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.389\n",
            "Max reward: -16.0\n",
            "---------- 1852250 / 2000000.0 ----------\n",
            "Num Games: 2063\n",
            "Num Frames: 1852249\n",
            "FPS: 113\n",
            "ETA: 0:21:42\n",
            "SMA Length: 3750.780\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.361\n",
            "Max reward: -16.0\n",
            "---------- 1852500 / 2000000.0 ----------\n",
            "Num Games: 2064\n",
            "Num Frames: 1852499\n",
            "FPS: 113\n",
            "ETA: 0:21:40\n",
            "SMA Length: 3742.940\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.338\n",
            "Max reward: -16.0\n",
            "---------- 1852750 / 2000000.0 ----------\n",
            "Num Games: 2064\n",
            "Num Frames: 1852749\n",
            "FPS: 113\n",
            "ETA: 0:21:38\n",
            "SMA Length: 3742.940\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.279\n",
            "Max reward: -16.0\n",
            "---------- 1853000 / 2000000.0 ----------\n",
            "Num Games: 2064\n",
            "Num Frames: 1852999\n",
            "FPS: 113\n",
            "ETA: 0:21:36\n",
            "SMA Length: 3742.940\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.317\n",
            "Max reward: -16.0\n",
            "---------- 1853250 / 2000000.0 ----------\n",
            "Num Games: 2064\n",
            "Num Frames: 1853249\n",
            "FPS: 113\n",
            "ETA: 0:21:34\n",
            "SMA Length: 3742.940\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.328\n",
            "Max reward: -16.0\n",
            "---------- 1853500 / 2000000.0 ----------\n",
            "Num Games: 2065\n",
            "Num Frames: 1853499\n",
            "FPS: 113\n",
            "ETA: 0:21:31\n",
            "SMA Length: 3747.860\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.385\n",
            "Max reward: -16.0\n",
            "---------- 1853750 / 2000000.0 ----------\n",
            "Num Games: 2065\n",
            "Num Frames: 1853749\n",
            "FPS: 113\n",
            "ETA: 0:21:29\n",
            "SMA Length: 3747.860\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.388\n",
            "Max reward: -16.0\n",
            "---------- 1854000 / 2000000.0 ----------\n",
            "Num Games: 2065\n",
            "Num Frames: 1853999\n",
            "FPS: 113\n",
            "ETA: 0:21:27\n",
            "SMA Length: 3747.860\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.276\n",
            "Max reward: -16.0\n",
            "---------- 1854250 / 2000000.0 ----------\n",
            "Num Games: 2065\n",
            "Num Frames: 1854249\n",
            "FPS: 113\n",
            "ETA: 0:21:25\n",
            "SMA Length: 3747.860\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.291\n",
            "Max reward: -16.0\n",
            "---------- 1854500 / 2000000.0 ----------\n",
            "Num Games: 2066\n",
            "Num Frames: 1854499\n",
            "FPS: 113\n",
            "ETA: 0:21:23\n",
            "SMA Length: 3753.700\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.245\n",
            "Max reward: -16.0\n",
            "---------- 1854750 / 2000000.0 ----------\n",
            "Num Games: 2066\n",
            "Num Frames: 1854749\n",
            "FPS: 113\n",
            "ETA: 0:21:20\n",
            "SMA Length: 3753.700\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.273\n",
            "Max reward: -16.0\n",
            "---------- 1855000 / 2000000.0 ----------\n",
            "Num Games: 2066\n",
            "Num Frames: 1854999\n",
            "FPS: 113\n",
            "ETA: 0:21:18\n",
            "SMA Length: 3753.700\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.306\n",
            "Max reward: -16.0\n",
            "---------- 1855250 / 2000000.0 ----------\n",
            "Num Games: 2066\n",
            "Num Frames: 1855249\n",
            "FPS: 113\n",
            "ETA: 0:21:16\n",
            "SMA Length: 3753.700\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.357\n",
            "Max reward: -16.0\n",
            "---------- 1855500 / 2000000.0 ----------\n",
            "Num Games: 2067\n",
            "Num Frames: 1855499\n",
            "FPS: 113\n",
            "ETA: 0:21:14\n",
            "SMA Length: 3766.080\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.277\n",
            "Max reward: -16.0\n",
            "---------- 1855750 / 2000000.0 ----------\n",
            "Num Games: 2067\n",
            "Num Frames: 1855749\n",
            "FPS: 113\n",
            "ETA: 0:21:12\n",
            "SMA Length: 3766.080\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.322\n",
            "Max reward: -16.0\n",
            "---------- 1856000 / 2000000.0 ----------\n",
            "Num Games: 2067\n",
            "Num Frames: 1855999\n",
            "FPS: 113\n",
            "ETA: 0:21:09\n",
            "SMA Length: 3766.080\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.302\n",
            "Max reward: -16.0\n",
            "---------- 1856250 / 2000000.0 ----------\n",
            "Num Games: 2068\n",
            "Num Frames: 1856249\n",
            "FPS: 113\n",
            "ETA: 0:21:07\n",
            "SMA Length: 3762.420\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.258\n",
            "Max reward: -16.0\n",
            "---------- 1856500 / 2000000.0 ----------\n",
            "Num Games: 2068\n",
            "Num Frames: 1856499\n",
            "FPS: 113\n",
            "ETA: 0:21:05\n",
            "SMA Length: 3762.420\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.311\n",
            "Max reward: -16.0\n",
            "---------- 1856750 / 2000000.0 ----------\n",
            "Num Games: 2068\n",
            "Num Frames: 1856749\n",
            "FPS: 113\n",
            "ETA: 0:21:03\n",
            "SMA Length: 3762.420\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.289\n",
            "Max reward: -16.0\n",
            "---------- 1857000 / 2000000.0 ----------\n",
            "Num Games: 2068\n",
            "Num Frames: 1856999\n",
            "FPS: 113\n",
            "ETA: 0:21:01\n",
            "SMA Length: 3762.420\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.339\n",
            "Max reward: -16.0\n",
            "---------- 1857250 / 2000000.0 ----------\n",
            "Num Games: 2069\n",
            "Num Frames: 1857249\n",
            "FPS: 113\n",
            "ETA: 0:20:58\n",
            "SMA Length: 3772.380\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.332\n",
            "Max reward: -16.0\n",
            "---------- 1857500 / 2000000.0 ----------\n",
            "Num Games: 2069\n",
            "Num Frames: 1857499\n",
            "FPS: 113\n",
            "ETA: 0:20:56\n",
            "SMA Length: 3772.380\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.277\n",
            "Max reward: -16.0\n",
            "---------- 1857750 / 2000000.0 ----------\n",
            "Num Games: 2069\n",
            "Num Frames: 1857749\n",
            "FPS: 113\n",
            "ETA: 0:20:54\n",
            "SMA Length: 3772.380\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.322\n",
            "Max reward: -16.0\n",
            "---------- 1858000 / 2000000.0 ----------\n",
            "Num Games: 2069\n",
            "Num Frames: 1857999\n",
            "FPS: 113\n",
            "ETA: 0:20:52\n",
            "SMA Length: 3772.380\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.355\n",
            "Max reward: -16.0\n",
            "---------- 1858250 / 2000000.0 ----------\n",
            "Num Games: 2070\n",
            "Num Frames: 1858249\n",
            "FPS: 113\n",
            "ETA: 0:20:50\n",
            "SMA Length: 3771.440\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.321\n",
            "Max reward: -16.0\n",
            "---------- 1858500 / 2000000.0 ----------\n",
            "Num Games: 2070\n",
            "Num Frames: 1858499\n",
            "FPS: 113\n",
            "ETA: 0:20:47\n",
            "SMA Length: 3771.440\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.357\n",
            "Max reward: -16.0\n",
            "---------- 1858750 / 2000000.0 ----------\n",
            "Num Games: 2070\n",
            "Num Frames: 1858749\n",
            "FPS: 113\n",
            "ETA: 0:20:45\n",
            "SMA Length: 3771.440\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.334\n",
            "Max reward: -16.0\n",
            "---------- 1859000 / 2000000.0 ----------\n",
            "Num Games: 2070\n",
            "Num Frames: 1858999\n",
            "FPS: 113\n",
            "ETA: 0:20:43\n",
            "SMA Length: 3771.440\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.410\n",
            "Max reward: -16.0\n",
            "---------- 1859250 / 2000000.0 ----------\n",
            "Num Games: 2071\n",
            "Num Frames: 1859249\n",
            "FPS: 113\n",
            "ETA: 0:20:41\n",
            "SMA Length: 3774.620\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.301\n",
            "Max reward: -16.0\n",
            "---------- 1859500 / 2000000.0 ----------\n",
            "Num Games: 2071\n",
            "Num Frames: 1859499\n",
            "FPS: 113\n",
            "ETA: 0:20:39\n",
            "SMA Length: 3774.620\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.244\n",
            "Max reward: -16.0\n",
            "---------- 1859750 / 2000000.0 ----------\n",
            "Num Games: 2071\n",
            "Num Frames: 1859749\n",
            "FPS: 113\n",
            "ETA: 0:20:36\n",
            "SMA Length: 3774.620\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.268\n",
            "Max reward: -16.0\n",
            "---------- 1860000 / 2000000.0 ----------\n",
            "Num Games: 2072\n",
            "Num Frames: 1859999\n",
            "FPS: 113\n",
            "ETA: 0:20:34\n",
            "SMA Length: 3774.080\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.320\n",
            "Max reward: -16.0\n",
            "---------- 1860250 / 2000000.0 ----------\n",
            "Num Games: 2072\n",
            "Num Frames: 1860249\n",
            "FPS: 113\n",
            "ETA: 0:20:32\n",
            "SMA Length: 3774.080\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.343\n",
            "Max reward: -16.0\n",
            "---------- 1860500 / 2000000.0 ----------\n",
            "Num Games: 2072\n",
            "Num Frames: 1860499\n",
            "FPS: 113\n",
            "ETA: 0:20:30\n",
            "SMA Length: 3774.080\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.319\n",
            "Max reward: -16.0\n",
            "---------- 1860750 / 2000000.0 ----------\n",
            "Num Games: 2072\n",
            "Num Frames: 1860749\n",
            "FPS: 113\n",
            "ETA: 0:20:27\n",
            "SMA Length: 3774.080\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.348\n",
            "Max reward: -16.0\n",
            "---------- 1861000 / 2000000.0 ----------\n",
            "Num Games: 2073\n",
            "Num Frames: 1860999\n",
            "FPS: 113\n",
            "ETA: 0:20:25\n",
            "SMA Length: 3771.840\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.313\n",
            "Max reward: -16.0\n",
            "---------- 1861250 / 2000000.0 ----------\n",
            "Num Games: 2073\n",
            "Num Frames: 1861249\n",
            "FPS: 113\n",
            "ETA: 0:20:23\n",
            "SMA Length: 3771.840\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.401\n",
            "Max reward: -16.0\n",
            "---------- 1861500 / 2000000.0 ----------\n",
            "Num Games: 2073\n",
            "Num Frames: 1861499\n",
            "FPS: 113\n",
            "ETA: 0:20:21\n",
            "SMA Length: 3771.840\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.355\n",
            "Max reward: -16.0\n",
            "---------- 1861750 / 2000000.0 ----------\n",
            "Num Games: 2073\n",
            "Num Frames: 1861749\n",
            "FPS: 113\n",
            "ETA: 0:20:19\n",
            "SMA Length: 3771.840\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.323\n",
            "Max reward: -16.0\n",
            "---------- 1862000 / 2000000.0 ----------\n",
            "Num Games: 2074\n",
            "Num Frames: 1861999\n",
            "FPS: 113\n",
            "ETA: 0:20:16\n",
            "SMA Length: 3755.340\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.354\n",
            "Max reward: -16.0\n",
            "---------- 1862250 / 2000000.0 ----------\n",
            "Num Games: 2074\n",
            "Num Frames: 1862249\n",
            "FPS: 113\n",
            "ETA: 0:20:14\n",
            "SMA Length: 3755.340\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.342\n",
            "Max reward: -16.0\n",
            "---------- 1862500 / 2000000.0 ----------\n",
            "Num Games: 2074\n",
            "Num Frames: 1862499\n",
            "FPS: 113\n",
            "ETA: 0:20:12\n",
            "SMA Length: 3755.340\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.372\n",
            "Max reward: -16.0\n",
            "---------- 1862750 / 2000000.0 ----------\n",
            "Num Games: 2075\n",
            "Num Frames: 1862749\n",
            "FPS: 113\n",
            "ETA: 0:20:10\n",
            "SMA Length: 3755.240\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.344\n",
            "Max reward: -16.0\n",
            "---------- 1863000 / 2000000.0 ----------\n",
            "Num Games: 2075\n",
            "Num Frames: 1862999\n",
            "FPS: 113\n",
            "ETA: 0:20:08\n",
            "SMA Length: 3755.240\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.437\n",
            "Max reward: -16.0\n",
            "---------- 1863250 / 2000000.0 ----------\n",
            "Num Games: 2075\n",
            "Num Frames: 1863249\n",
            "FPS: 113\n",
            "ETA: 0:20:05\n",
            "SMA Length: 3755.240\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.356\n",
            "Max reward: -16.0\n",
            "---------- 1863500 / 2000000.0 ----------\n",
            "Num Games: 2075\n",
            "Num Frames: 1863499\n",
            "FPS: 113\n",
            "ETA: 0:20:03\n",
            "SMA Length: 3755.240\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.341\n",
            "Max reward: -16.0\n",
            "---------- 1863750 / 2000000.0 ----------\n",
            "Num Games: 2076\n",
            "Num Frames: 1863749\n",
            "FPS: 113\n",
            "ETA: 0:20:01\n",
            "SMA Length: 3741.140\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.351\n",
            "Max reward: -16.0\n",
            "---------- 1864000 / 2000000.0 ----------\n",
            "Num Games: 2076\n",
            "Num Frames: 1863999\n",
            "FPS: 113\n",
            "ETA: 0:19:59\n",
            "SMA Length: 3741.140\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.318\n",
            "Max reward: -16.0\n",
            "---------- 1864250 / 2000000.0 ----------\n",
            "Num Games: 2076\n",
            "Num Frames: 1864249\n",
            "FPS: 113\n",
            "ETA: 0:19:57\n",
            "SMA Length: 3741.140\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.334\n",
            "Max reward: -16.0\n",
            "---------- 1864500 / 2000000.0 ----------\n",
            "Num Games: 2077\n",
            "Num Frames: 1864499\n",
            "FPS: 113\n",
            "ETA: 0:19:54\n",
            "SMA Length: 3723.400\n",
            "SMA Reward: -20.100\n",
            "SMA Loss: 0.364\n",
            "Max reward: -16.0\n",
            "---------- 1864750 / 2000000.0 ----------\n",
            "Num Games: 2077\n",
            "Num Frames: 1864749\n",
            "FPS: 113\n",
            "ETA: 0:19:52\n",
            "SMA Length: 3723.400\n",
            "SMA Reward: -20.100\n",
            "SMA Loss: 0.408\n",
            "Max reward: -16.0\n",
            "---------- 1865000 / 2000000.0 ----------\n",
            "Num Games: 2077\n",
            "Num Frames: 1864999\n",
            "FPS: 113\n",
            "ETA: 0:19:50\n",
            "SMA Length: 3723.400\n",
            "SMA Reward: -20.100\n",
            "SMA Loss: 0.347\n",
            "Max reward: -16.0\n",
            "---------- 1865250 / 2000000.0 ----------\n",
            "Num Games: 2077\n",
            "Num Frames: 1865249\n",
            "FPS: 113\n",
            "ETA: 0:19:48\n",
            "SMA Length: 3723.400\n",
            "SMA Reward: -20.100\n",
            "SMA Loss: 0.320\n",
            "Max reward: -16.0\n",
            "---------- 1865500 / 2000000.0 ----------\n",
            "Num Games: 2078\n",
            "Num Frames: 1865499\n",
            "FPS: 113\n",
            "ETA: 0:19:46\n",
            "SMA Length: 3716.960\n",
            "SMA Reward: -20.100\n",
            "SMA Loss: 0.311\n",
            "Max reward: -16.0\n",
            "---------- 1865750 / 2000000.0 ----------\n",
            "Num Games: 2078\n",
            "Num Frames: 1865749\n",
            "FPS: 113\n",
            "ETA: 0:19:43\n",
            "SMA Length: 3716.960\n",
            "SMA Reward: -20.100\n",
            "SMA Loss: 0.280\n",
            "Max reward: -16.0\n",
            "---------- 1866000 / 2000000.0 ----------\n",
            "Num Games: 2078\n",
            "Num Frames: 1865999\n",
            "FPS: 113\n",
            "ETA: 0:19:41\n",
            "SMA Length: 3716.960\n",
            "SMA Reward: -20.100\n",
            "SMA Loss: 0.359\n",
            "Max reward: -16.0\n",
            "---------- 1866250 / 2000000.0 ----------\n",
            "Num Games: 2078\n",
            "Num Frames: 1866249\n",
            "FPS: 113\n",
            "ETA: 0:19:39\n",
            "SMA Length: 3716.960\n",
            "SMA Reward: -20.100\n",
            "SMA Loss: 0.254\n",
            "Max reward: -16.0\n",
            "---------- 1866500 / 2000000.0 ----------\n",
            "Num Games: 2079\n",
            "Num Frames: 1866499\n",
            "FPS: 113\n",
            "ETA: 0:19:37\n",
            "SMA Length: 3723.500\n",
            "SMA Reward: -20.100\n",
            "SMA Loss: 0.321\n",
            "Max reward: -16.0\n",
            "---------- 1866750 / 2000000.0 ----------\n",
            "Num Games: 2079\n",
            "Num Frames: 1866749\n",
            "FPS: 113\n",
            "ETA: 0:19:35\n",
            "SMA Length: 3723.500\n",
            "SMA Reward: -20.100\n",
            "SMA Loss: 0.292\n",
            "Max reward: -16.0\n",
            "---------- 1867000 / 2000000.0 ----------\n",
            "Num Games: 2079\n",
            "Num Frames: 1866999\n",
            "FPS: 113\n",
            "ETA: 0:19:33\n",
            "SMA Length: 3723.500\n",
            "SMA Reward: -20.100\n",
            "SMA Loss: 0.294\n",
            "Max reward: -16.0\n",
            "---------- 1867250 / 2000000.0 ----------\n",
            "Num Games: 2080\n",
            "Num Frames: 1867249\n",
            "FPS: 113\n",
            "ETA: 0:19:30\n",
            "SMA Length: 3708.840\n",
            "SMA Reward: -20.140\n",
            "SMA Loss: 0.273\n",
            "Max reward: -16.0\n",
            "---------- 1867500 / 2000000.0 ----------\n",
            "Num Games: 2080\n",
            "Num Frames: 1867499\n",
            "FPS: 113\n",
            "ETA: 0:19:28\n",
            "SMA Length: 3708.840\n",
            "SMA Reward: -20.140\n",
            "SMA Loss: 0.300\n",
            "Max reward: -16.0\n",
            "---------- 1867750 / 2000000.0 ----------\n",
            "Num Games: 2080\n",
            "Num Frames: 1867749\n",
            "FPS: 113\n",
            "ETA: 0:19:26\n",
            "SMA Length: 3708.840\n",
            "SMA Reward: -20.140\n",
            "SMA Loss: 0.319\n",
            "Max reward: -16.0\n",
            "---------- 1868000 / 2000000.0 ----------\n",
            "Num Games: 2081\n",
            "Num Frames: 1867999\n",
            "FPS: 113\n",
            "ETA: 0:19:24\n",
            "SMA Length: 3695.900\n",
            "SMA Reward: -20.160\n",
            "SMA Loss: 0.242\n",
            "Max reward: -16.0\n",
            "---------- 1868250 / 2000000.0 ----------\n",
            "Num Games: 2081\n",
            "Num Frames: 1868249\n",
            "FPS: 113\n",
            "ETA: 0:19:22\n",
            "SMA Length: 3695.900\n",
            "SMA Reward: -20.160\n",
            "SMA Loss: 0.330\n",
            "Max reward: -16.0\n",
            "---------- 1868500 / 2000000.0 ----------\n",
            "Num Games: 2081\n",
            "Num Frames: 1868499\n",
            "FPS: 113\n",
            "ETA: 0:19:19\n",
            "SMA Length: 3695.900\n",
            "SMA Reward: -20.160\n",
            "SMA Loss: 0.326\n",
            "Max reward: -16.0\n",
            "---------- 1868750 / 2000000.0 ----------\n",
            "Num Games: 2081\n",
            "Num Frames: 1868749\n",
            "FPS: 113\n",
            "ETA: 0:19:17\n",
            "SMA Length: 3695.900\n",
            "SMA Reward: -20.160\n",
            "SMA Loss: 0.278\n",
            "Max reward: -16.0\n",
            "---------- 1869000 / 2000000.0 ----------\n",
            "Num Games: 2082\n",
            "Num Frames: 1868999\n",
            "FPS: 113\n",
            "ETA: 0:19:15\n",
            "SMA Length: 3666.740\n",
            "SMA Reward: -20.200\n",
            "SMA Loss: 0.344\n",
            "Max reward: -16.0\n",
            "---------- 1869250 / 2000000.0 ----------\n",
            "Num Games: 2082\n",
            "Num Frames: 1869249\n",
            "FPS: 113\n",
            "ETA: 0:19:13\n",
            "SMA Length: 3666.740\n",
            "SMA Reward: -20.200\n",
            "SMA Loss: 0.304\n",
            "Max reward: -16.0\n",
            "---------- 1869500 / 2000000.0 ----------\n",
            "Num Games: 2082\n",
            "Num Frames: 1869499\n",
            "FPS: 113\n",
            "ETA: 0:19:11\n",
            "SMA Length: 3666.740\n",
            "SMA Reward: -20.200\n",
            "SMA Loss: 0.331\n",
            "Max reward: -16.0\n",
            "---------- 1869750 / 2000000.0 ----------\n",
            "Num Games: 2083\n",
            "Num Frames: 1869749\n",
            "FPS: 113\n",
            "ETA: 0:19:08\n",
            "SMA Length: 3656.500\n",
            "SMA Reward: -20.200\n",
            "SMA Loss: 0.307\n",
            "Max reward: -16.0\n",
            "---------- 1870000 / 2000000.0 ----------\n",
            "Num Games: 2083\n",
            "Num Frames: 1869999\n",
            "FPS: 113\n",
            "ETA: 0:19:06\n",
            "SMA Length: 3656.500\n",
            "SMA Reward: -20.200\n",
            "SMA Loss: 0.305\n",
            "Max reward: -16.0\n",
            "---------- 1870250 / 2000000.0 ----------\n",
            "Num Games: 2083\n",
            "Num Frames: 1870249\n",
            "FPS: 113\n",
            "ETA: 0:19:04\n",
            "SMA Length: 3656.500\n",
            "SMA Reward: -20.200\n",
            "SMA Loss: 0.359\n",
            "Max reward: -16.0\n",
            "---------- 1870500 / 2000000.0 ----------\n",
            "Num Games: 2083\n",
            "Num Frames: 1870499\n",
            "FPS: 113\n",
            "ETA: 0:19:02\n",
            "SMA Length: 3656.500\n",
            "SMA Reward: -20.200\n",
            "SMA Loss: 0.373\n",
            "Max reward: -16.0\n",
            "---------- 1870750 / 2000000.0 ----------\n",
            "Num Games: 2084\n",
            "Num Frames: 1870749\n",
            "FPS: 113\n",
            "ETA: 0:19:00\n",
            "SMA Length: 3661.180\n",
            "SMA Reward: -20.180\n",
            "SMA Loss: 0.419\n",
            "Max reward: -16.0\n",
            "---------- 1871000 / 2000000.0 ----------\n",
            "Num Games: 2084\n",
            "Num Frames: 1870999\n",
            "FPS: 113\n",
            "ETA: 0:18:57\n",
            "SMA Length: 3661.180\n",
            "SMA Reward: -20.180\n",
            "SMA Loss: 0.358\n",
            "Max reward: -16.0\n",
            "---------- 1871250 / 2000000.0 ----------\n",
            "Num Games: 2084\n",
            "Num Frames: 1871249\n",
            "FPS: 113\n",
            "ETA: 0:18:55\n",
            "SMA Length: 3661.180\n",
            "SMA Reward: -20.180\n",
            "SMA Loss: 0.325\n",
            "Max reward: -16.0\n",
            "---------- 1871500 / 2000000.0 ----------\n",
            "Num Games: 2084\n",
            "Num Frames: 1871499\n",
            "FPS: 113\n",
            "ETA: 0:18:53\n",
            "SMA Length: 3661.180\n",
            "SMA Reward: -20.180\n",
            "SMA Loss: 0.352\n",
            "Max reward: -16.0\n",
            "---------- 1871750 / 2000000.0 ----------\n",
            "Num Games: 2085\n",
            "Num Frames: 1871749\n",
            "FPS: 113\n",
            "ETA: 0:18:51\n",
            "SMA Length: 3650.360\n",
            "SMA Reward: -20.160\n",
            "SMA Loss: 0.296\n",
            "Max reward: -16.0\n",
            "---------- 1872000 / 2000000.0 ----------\n",
            "Num Games: 2085\n",
            "Num Frames: 1871999\n",
            "FPS: 113\n",
            "ETA: 0:18:49\n",
            "SMA Length: 3650.360\n",
            "SMA Reward: -20.160\n",
            "SMA Loss: 0.441\n",
            "Max reward: -16.0\n",
            "---------- 1872250 / 2000000.0 ----------\n",
            "Num Games: 2085\n",
            "Num Frames: 1872249\n",
            "FPS: 113\n",
            "ETA: 0:18:46\n",
            "SMA Length: 3650.360\n",
            "SMA Reward: -20.160\n",
            "SMA Loss: 0.406\n",
            "Max reward: -16.0\n",
            "---------- 1872500 / 2000000.0 ----------\n",
            "Num Games: 2086\n",
            "Num Frames: 1872499\n",
            "FPS: 113\n",
            "ETA: 0:18:44\n",
            "SMA Length: 3650.500\n",
            "SMA Reward: -20.160\n",
            "SMA Loss: 0.397\n",
            "Max reward: -16.0\n",
            "---------- 1872750 / 2000000.0 ----------\n",
            "Num Games: 2086\n",
            "Num Frames: 1872749\n",
            "FPS: 113\n",
            "ETA: 0:18:42\n",
            "SMA Length: 3650.500\n",
            "SMA Reward: -20.160\n",
            "SMA Loss: 0.320\n",
            "Max reward: -16.0\n",
            "---------- 1873000 / 2000000.0 ----------\n",
            "Num Games: 2086\n",
            "Num Frames: 1872999\n",
            "FPS: 113\n",
            "ETA: 0:18:40\n",
            "SMA Length: 3650.500\n",
            "SMA Reward: -20.160\n",
            "SMA Loss: 0.301\n",
            "Max reward: -16.0\n",
            "---------- 1873250 / 2000000.0 ----------\n",
            "Num Games: 2086\n",
            "Num Frames: 1873249\n",
            "FPS: 113\n",
            "ETA: 0:18:38\n",
            "SMA Length: 3650.500\n",
            "SMA Reward: -20.160\n",
            "SMA Loss: 0.314\n",
            "Max reward: -16.0\n",
            "---------- 1873500 / 2000000.0 ----------\n",
            "Num Games: 2087\n",
            "Num Frames: 1873499\n",
            "FPS: 113\n",
            "ETA: 0:18:35\n",
            "SMA Length: 3634.480\n",
            "SMA Reward: -20.180\n",
            "SMA Loss: 0.325\n",
            "Max reward: -16.0\n",
            "---------- 1873750 / 2000000.0 ----------\n",
            "Num Games: 2087\n",
            "Num Frames: 1873749\n",
            "FPS: 113\n",
            "ETA: 0:18:33\n",
            "SMA Length: 3634.480\n",
            "SMA Reward: -20.180\n",
            "SMA Loss: 0.347\n",
            "Max reward: -16.0\n",
            "---------- 1874000 / 2000000.0 ----------\n",
            "Num Games: 2087\n",
            "Num Frames: 1873999\n",
            "FPS: 113\n",
            "ETA: 0:18:31\n",
            "SMA Length: 3634.480\n",
            "SMA Reward: -20.180\n",
            "SMA Loss: 0.413\n",
            "Max reward: -16.0\n",
            "---------- 1874250 / 2000000.0 ----------\n",
            "Num Games: 2088\n",
            "Num Frames: 1874249\n",
            "FPS: 113\n",
            "ETA: 0:18:29\n",
            "SMA Length: 3627.340\n",
            "SMA Reward: -20.180\n",
            "SMA Loss: 0.241\n",
            "Max reward: -16.0\n",
            "---------- 1874500 / 2000000.0 ----------\n",
            "Num Games: 2088\n",
            "Num Frames: 1874499\n",
            "FPS: 113\n",
            "ETA: 0:18:27\n",
            "SMA Length: 3627.340\n",
            "SMA Reward: -20.180\n",
            "SMA Loss: 0.301\n",
            "Max reward: -16.0\n",
            "---------- 1874750 / 2000000.0 ----------\n",
            "Num Games: 2088\n",
            "Num Frames: 1874749\n",
            "FPS: 113\n",
            "ETA: 0:18:24\n",
            "SMA Length: 3627.340\n",
            "SMA Reward: -20.180\n",
            "SMA Loss: 0.288\n",
            "Max reward: -16.0\n",
            "---------- 1875000 / 2000000.0 ----------\n",
            "Num Games: 2088\n",
            "Num Frames: 1874999\n",
            "FPS: 113\n",
            "ETA: 0:18:22\n",
            "SMA Length: 3627.340\n",
            "SMA Reward: -20.180\n",
            "SMA Loss: 0.267\n",
            "Max reward: -16.0\n",
            "---------- 1875250 / 2000000.0 ----------\n",
            "Num Games: 2089\n",
            "Num Frames: 1875249\n",
            "FPS: 113\n",
            "ETA: 0:18:20\n",
            "SMA Length: 3614.400\n",
            "SMA Reward: -20.200\n",
            "SMA Loss: 0.331\n",
            "Max reward: -16.0\n",
            "---------- 1875500 / 2000000.0 ----------\n",
            "Num Games: 2089\n",
            "Num Frames: 1875499\n",
            "FPS: 113\n",
            "ETA: 0:18:18\n",
            "SMA Length: 3614.400\n",
            "SMA Reward: -20.200\n",
            "SMA Loss: 0.301\n",
            "Max reward: -16.0\n",
            "---------- 1875750 / 2000000.0 ----------\n",
            "Num Games: 2089\n",
            "Num Frames: 1875749\n",
            "FPS: 113\n",
            "ETA: 0:18:15\n",
            "SMA Length: 3614.400\n",
            "SMA Reward: -20.200\n",
            "SMA Loss: 0.314\n",
            "Max reward: -16.0\n",
            "---------- 1876000 / 2000000.0 ----------\n",
            "Num Games: 2090\n",
            "Num Frames: 1875999\n",
            "FPS: 113\n",
            "ETA: 0:18:13\n",
            "SMA Length: 3596.200\n",
            "SMA Reward: -20.240\n",
            "SMA Loss: 0.333\n",
            "Max reward: -16.0\n",
            "---------- 1876250 / 2000000.0 ----------\n",
            "Num Games: 2090\n",
            "Num Frames: 1876249\n",
            "FPS: 113\n",
            "ETA: 0:18:11\n",
            "SMA Length: 3596.200\n",
            "SMA Reward: -20.240\n",
            "SMA Loss: 0.320\n",
            "Max reward: -16.0\n",
            "---------- 1876500 / 2000000.0 ----------\n",
            "Num Games: 2090\n",
            "Num Frames: 1876499\n",
            "FPS: 113\n",
            "ETA: 0:18:09\n",
            "SMA Length: 3596.200\n",
            "SMA Reward: -20.240\n",
            "SMA Loss: 0.324\n",
            "Max reward: -16.0\n",
            "---------- 1876750 / 2000000.0 ----------\n",
            "Num Games: 2090\n",
            "Num Frames: 1876749\n",
            "FPS: 113\n",
            "ETA: 0:18:07\n",
            "SMA Length: 3596.200\n",
            "SMA Reward: -20.240\n",
            "SMA Loss: 0.280\n",
            "Max reward: -16.0\n",
            "---------- 1877000 / 2000000.0 ----------\n",
            "Num Games: 2091\n",
            "Num Frames: 1876999\n",
            "FPS: 113\n",
            "ETA: 0:18:05\n",
            "SMA Length: 3602.800\n",
            "SMA Reward: -20.200\n",
            "SMA Loss: 0.392\n",
            "Max reward: -16.0\n",
            "---------- 1877250 / 2000000.0 ----------\n",
            "Num Games: 2091\n",
            "Num Frames: 1877249\n",
            "FPS: 113\n",
            "ETA: 0:18:02\n",
            "SMA Length: 3602.800\n",
            "SMA Reward: -20.200\n",
            "SMA Loss: 0.349\n",
            "Max reward: -16.0\n",
            "---------- 1877500 / 2000000.0 ----------\n",
            "Num Games: 2091\n",
            "Num Frames: 1877499\n",
            "FPS: 113\n",
            "ETA: 0:18:00\n",
            "SMA Length: 3602.800\n",
            "SMA Reward: -20.200\n",
            "SMA Loss: 0.301\n",
            "Max reward: -16.0\n",
            "---------- 1877750 / 2000000.0 ----------\n",
            "Num Games: 2091\n",
            "Num Frames: 1877749\n",
            "FPS: 113\n",
            "ETA: 0:17:58\n",
            "SMA Length: 3602.800\n",
            "SMA Reward: -20.200\n",
            "SMA Loss: 0.305\n",
            "Max reward: -16.0\n",
            "---------- 1878000 / 2000000.0 ----------\n",
            "Num Games: 2092\n",
            "Num Frames: 1877999\n",
            "FPS: 113\n",
            "ETA: 0:17:56\n",
            "SMA Length: 3602.720\n",
            "SMA Reward: -20.180\n",
            "SMA Loss: 0.314\n",
            "Max reward: -16.0\n",
            "---------- 1878250 / 2000000.0 ----------\n",
            "Num Games: 2092\n",
            "Num Frames: 1878249\n",
            "FPS: 113\n",
            "ETA: 0:17:54\n",
            "SMA Length: 3602.720\n",
            "SMA Reward: -20.180\n",
            "SMA Loss: 0.328\n",
            "Max reward: -16.0\n",
            "---------- 1878500 / 2000000.0 ----------\n",
            "Num Games: 2092\n",
            "Num Frames: 1878499\n",
            "FPS: 113\n",
            "ETA: 0:17:51\n",
            "SMA Length: 3602.720\n",
            "SMA Reward: -20.180\n",
            "SMA Loss: 0.280\n",
            "Max reward: -16.0\n",
            "---------- 1878750 / 2000000.0 ----------\n",
            "Num Games: 2093\n",
            "Num Frames: 1878749\n",
            "FPS: 113\n",
            "ETA: 0:17:49\n",
            "SMA Length: 3614.520\n",
            "SMA Reward: -20.180\n",
            "SMA Loss: 0.287\n",
            "Max reward: -16.0\n",
            "---------- 1879000 / 2000000.0 ----------\n",
            "Num Games: 2093\n",
            "Num Frames: 1878999\n",
            "FPS: 113\n",
            "ETA: 0:17:47\n",
            "SMA Length: 3614.520\n",
            "SMA Reward: -20.180\n",
            "SMA Loss: 0.358\n",
            "Max reward: -16.0\n",
            "---------- 1879250 / 2000000.0 ----------\n",
            "Num Games: 2093\n",
            "Num Frames: 1879249\n",
            "FPS: 113\n",
            "ETA: 0:17:45\n",
            "SMA Length: 3614.520\n",
            "SMA Reward: -20.180\n",
            "SMA Loss: 0.301\n",
            "Max reward: -16.0\n",
            "---------- 1879500 / 2000000.0 ----------\n",
            "Num Games: 2093\n",
            "Num Frames: 1879499\n",
            "FPS: 113\n",
            "ETA: 0:17:42\n",
            "SMA Length: 3614.520\n",
            "SMA Reward: -20.180\n",
            "SMA Loss: 0.295\n",
            "Max reward: -16.0\n",
            "---------- 1879750 / 2000000.0 ----------\n",
            "Num Games: 2094\n",
            "Num Frames: 1879749\n",
            "FPS: 113\n",
            "ETA: 0:17:40\n",
            "SMA Length: 3612.760\n",
            "SMA Reward: -20.180\n",
            "SMA Loss: 0.262\n",
            "Max reward: -16.0\n",
            "---------- 1880000 / 2000000.0 ----------\n",
            "Num Games: 2094\n",
            "Num Frames: 1879999\n",
            "FPS: 113\n",
            "ETA: 0:17:38\n",
            "SMA Length: 3612.760\n",
            "SMA Reward: -20.180\n",
            "SMA Loss: 0.275\n",
            "Max reward: -16.0\n",
            "---------- 1880250 / 2000000.0 ----------\n",
            "Num Games: 2094\n",
            "Num Frames: 1880249\n",
            "FPS: 113\n",
            "ETA: 0:17:36\n",
            "SMA Length: 3612.760\n",
            "SMA Reward: -20.180\n",
            "SMA Loss: 0.450\n",
            "Max reward: -16.0\n",
            "---------- 1880500 / 2000000.0 ----------\n",
            "Num Games: 2095\n",
            "Num Frames: 1880499\n",
            "FPS: 113\n",
            "ETA: 0:17:34\n",
            "SMA Length: 3609.040\n",
            "SMA Reward: -20.180\n",
            "SMA Loss: 0.347\n",
            "Max reward: -16.0\n",
            "---------- 1880750 / 2000000.0 ----------\n",
            "Num Games: 2095\n",
            "Num Frames: 1880749\n",
            "FPS: 113\n",
            "ETA: 0:17:31\n",
            "SMA Length: 3609.040\n",
            "SMA Reward: -20.180\n",
            "SMA Loss: 0.398\n",
            "Max reward: -16.0\n",
            "---------- 1881000 / 2000000.0 ----------\n",
            "Num Games: 2095\n",
            "Num Frames: 1880999\n",
            "FPS: 113\n",
            "ETA: 0:17:29\n",
            "SMA Length: 3609.040\n",
            "SMA Reward: -20.180\n",
            "SMA Loss: 0.407\n",
            "Max reward: -16.0\n",
            "---------- 1881250 / 2000000.0 ----------\n",
            "Num Games: 2095\n",
            "Num Frames: 1881249\n",
            "FPS: 113\n",
            "ETA: 0:17:27\n",
            "SMA Length: 3609.040\n",
            "SMA Reward: -20.180\n",
            "SMA Loss: 0.328\n",
            "Max reward: -16.0\n",
            "---------- 1881500 / 2000000.0 ----------\n",
            "Num Games: 2096\n",
            "Num Frames: 1881499\n",
            "FPS: 113\n",
            "ETA: 0:17:25\n",
            "SMA Length: 3599.100\n",
            "SMA Reward: -20.160\n",
            "SMA Loss: 0.370\n",
            "Max reward: -16.0\n",
            "---------- 1881750 / 2000000.0 ----------\n",
            "Num Games: 2096\n",
            "Num Frames: 1881749\n",
            "FPS: 113\n",
            "ETA: 0:17:23\n",
            "SMA Length: 3599.100\n",
            "SMA Reward: -20.160\n",
            "SMA Loss: 0.359\n",
            "Max reward: -16.0\n",
            "---------- 1882000 / 2000000.0 ----------\n",
            "Num Games: 2096\n",
            "Num Frames: 1881999\n",
            "FPS: 113\n",
            "ETA: 0:17:20\n",
            "SMA Length: 3599.100\n",
            "SMA Reward: -20.160\n",
            "SMA Loss: 0.268\n",
            "Max reward: -16.0\n",
            "---------- 1882250 / 2000000.0 ----------\n",
            "Num Games: 2096\n",
            "Num Frames: 1882249\n",
            "FPS: 113\n",
            "ETA: 0:17:18\n",
            "SMA Length: 3599.100\n",
            "SMA Reward: -20.160\n",
            "SMA Loss: 0.299\n",
            "Max reward: -16.0\n",
            "---------- 1882500 / 2000000.0 ----------\n",
            "Num Games: 2097\n",
            "Num Frames: 1882499\n",
            "FPS: 113\n",
            "ETA: 0:17:16\n",
            "SMA Length: 3611.960\n",
            "SMA Reward: -20.120\n",
            "SMA Loss: 0.389\n",
            "Max reward: -16.0\n",
            "---------- 1882750 / 2000000.0 ----------\n",
            "Num Games: 2097\n",
            "Num Frames: 1882749\n",
            "FPS: 113\n",
            "ETA: 0:17:14\n",
            "SMA Length: 3611.960\n",
            "SMA Reward: -20.120\n",
            "SMA Loss: 0.331\n",
            "Max reward: -16.0\n",
            "---------- 1883000 / 2000000.0 ----------\n",
            "Num Games: 2097\n",
            "Num Frames: 1882999\n",
            "FPS: 113\n",
            "ETA: 0:17:12\n",
            "SMA Length: 3611.960\n",
            "SMA Reward: -20.120\n",
            "SMA Loss: 0.413\n",
            "Max reward: -16.0\n",
            "---------- 1883250 / 2000000.0 ----------\n",
            "Num Games: 2097\n",
            "Num Frames: 1883249\n",
            "FPS: 113\n",
            "ETA: 0:17:09\n",
            "SMA Length: 3611.960\n",
            "SMA Reward: -20.120\n",
            "SMA Loss: 0.386\n",
            "Max reward: -16.0\n",
            "---------- 1883500 / 2000000.0 ----------\n",
            "Num Games: 2098\n",
            "Num Frames: 1883499\n",
            "FPS: 113\n",
            "ETA: 0:17:07\n",
            "SMA Length: 3620.920\n",
            "SMA Reward: -20.120\n",
            "SMA Loss: 0.407\n",
            "Max reward: -16.0\n",
            "---------- 1883750 / 2000000.0 ----------\n",
            "Num Games: 2098\n",
            "Num Frames: 1883749\n",
            "FPS: 113\n",
            "ETA: 0:17:05\n",
            "SMA Length: 3620.920\n",
            "SMA Reward: -20.120\n",
            "SMA Loss: 0.348\n",
            "Max reward: -16.0\n",
            "---------- 1884000 / 2000000.0 ----------\n",
            "Num Games: 2098\n",
            "Num Frames: 1883999\n",
            "FPS: 113\n",
            "ETA: 0:17:03\n",
            "SMA Length: 3620.920\n",
            "SMA Reward: -20.120\n",
            "SMA Loss: 0.335\n",
            "Max reward: -16.0\n",
            "---------- 1884250 / 2000000.0 ----------\n",
            "Num Games: 2098\n",
            "Num Frames: 1884249\n",
            "FPS: 113\n",
            "ETA: 0:17:01\n",
            "SMA Length: 3620.920\n",
            "SMA Reward: -20.120\n",
            "SMA Loss: 0.355\n",
            "Max reward: -16.0\n",
            "---------- 1884500 / 2000000.0 ----------\n",
            "Num Games: 2099\n",
            "Num Frames: 1884499\n",
            "FPS: 113\n",
            "ETA: 0:16:58\n",
            "SMA Length: 3650.780\n",
            "SMA Reward: -20.100\n",
            "SMA Loss: 0.356\n",
            "Max reward: -16.0\n",
            "---------- 1884750 / 2000000.0 ----------\n",
            "Num Games: 2099\n",
            "Num Frames: 1884749\n",
            "FPS: 113\n",
            "ETA: 0:16:56\n",
            "SMA Length: 3650.780\n",
            "SMA Reward: -20.100\n",
            "SMA Loss: 0.302\n",
            "Max reward: -16.0\n",
            "---------- 1885000 / 2000000.0 ----------\n",
            "Num Games: 2099\n",
            "Num Frames: 1884999\n",
            "FPS: 113\n",
            "ETA: 0:16:54\n",
            "SMA Length: 3650.780\n",
            "SMA Reward: -20.100\n",
            "SMA Loss: 0.371\n",
            "Max reward: -16.0\n",
            "---------- 1885250 / 2000000.0 ----------\n",
            "Num Games: 2099\n",
            "Num Frames: 1885249\n",
            "FPS: 113\n",
            "ETA: 0:16:52\n",
            "SMA Length: 3650.780\n",
            "SMA Reward: -20.100\n",
            "SMA Loss: 0.313\n",
            "Max reward: -16.0\n",
            "---------- 1885500 / 2000000.0 ----------\n",
            "Num Games: 2100\n",
            "Num Frames: 1885499\n",
            "FPS: 113\n",
            "ETA: 0:16:50\n",
            "SMA Length: 3651.120\n",
            "SMA Reward: -20.120\n",
            "SMA Loss: 0.366\n",
            "Max reward: -16.0\n",
            "---------- 1885750 / 2000000.0 ----------\n",
            "Num Games: 2100\n",
            "Num Frames: 1885749\n",
            "FPS: 113\n",
            "ETA: 0:16:47\n",
            "SMA Length: 3651.120\n",
            "SMA Reward: -20.120\n",
            "SMA Loss: 0.316\n",
            "Max reward: -16.0\n",
            "---------- 1886000 / 2000000.0 ----------\n",
            "Num Games: 2100\n",
            "Num Frames: 1885999\n",
            "FPS: 113\n",
            "ETA: 0:16:45\n",
            "SMA Length: 3651.120\n",
            "SMA Reward: -20.120\n",
            "SMA Loss: 0.257\n",
            "Max reward: -16.0\n",
            "---------- 1886250 / 2000000.0 ----------\n",
            "Num Games: 2100\n",
            "Num Frames: 1886249\n",
            "FPS: 113\n",
            "ETA: 0:16:43\n",
            "SMA Length: 3651.120\n",
            "SMA Reward: -20.120\n",
            "SMA Loss: 0.314\n",
            "Max reward: -16.0\n",
            "---------- 1886500 / 2000000.0 ----------\n",
            "Num Games: 2101\n",
            "Num Frames: 1886499\n",
            "FPS: 113\n",
            "ETA: 0:16:41\n",
            "SMA Length: 3656.840\n",
            "SMA Reward: -20.100\n",
            "SMA Loss: 0.271\n",
            "Max reward: -16.0\n",
            "---------- 1886750 / 2000000.0 ----------\n",
            "Num Games: 2101\n",
            "Num Frames: 1886749\n",
            "FPS: 113\n",
            "ETA: 0:16:39\n",
            "SMA Length: 3656.840\n",
            "SMA Reward: -20.100\n",
            "SMA Loss: 0.275\n",
            "Max reward: -16.0\n",
            "---------- 1887000 / 2000000.0 ----------\n",
            "Num Games: 2101\n",
            "Num Frames: 1886999\n",
            "FPS: 113\n",
            "ETA: 0:16:36\n",
            "SMA Length: 3656.840\n",
            "SMA Reward: -20.100\n",
            "SMA Loss: 0.290\n",
            "Max reward: -16.0\n",
            "---------- 1887250 / 2000000.0 ----------\n",
            "Num Games: 2101\n",
            "Num Frames: 1887249\n",
            "FPS: 113\n",
            "ETA: 0:16:34\n",
            "SMA Length: 3656.840\n",
            "SMA Reward: -20.100\n",
            "SMA Loss: 0.274\n",
            "Max reward: -16.0\n",
            "---------- 1887500 / 2000000.0 ----------\n",
            "Num Games: 2102\n",
            "Num Frames: 1887499\n",
            "FPS: 113\n",
            "ETA: 0:16:32\n",
            "SMA Length: 3667.900\n",
            "SMA Reward: -20.100\n",
            "SMA Loss: 0.298\n",
            "Max reward: -16.0\n",
            "---------- 1887750 / 2000000.0 ----------\n",
            "Num Games: 2102\n",
            "Num Frames: 1887749\n",
            "FPS: 113\n",
            "ETA: 0:16:30\n",
            "SMA Length: 3667.900\n",
            "SMA Reward: -20.100\n",
            "SMA Loss: 0.310\n",
            "Max reward: -16.0\n",
            "---------- 1888000 / 2000000.0 ----------\n",
            "Num Games: 2102\n",
            "Num Frames: 1887999\n",
            "FPS: 113\n",
            "ETA: 0:16:28\n",
            "SMA Length: 3667.900\n",
            "SMA Reward: -20.100\n",
            "SMA Loss: 0.310\n",
            "Max reward: -16.0\n",
            "---------- 1888250 / 2000000.0 ----------\n",
            "Num Games: 2102\n",
            "Num Frames: 1888249\n",
            "FPS: 113\n",
            "ETA: 0:16:25\n",
            "SMA Length: 3667.900\n",
            "SMA Reward: -20.100\n",
            "SMA Loss: 0.294\n",
            "Max reward: -16.0\n",
            "---------- 1888500 / 2000000.0 ----------\n",
            "Num Games: 2103\n",
            "Num Frames: 1888499\n",
            "FPS: 113\n",
            "ETA: 0:16:23\n",
            "SMA Length: 3674.980\n",
            "SMA Reward: -20.100\n",
            "SMA Loss: 0.260\n",
            "Max reward: -16.0\n",
            "---------- 1888750 / 2000000.0 ----------\n",
            "Num Games: 2103\n",
            "Num Frames: 1888749\n",
            "FPS: 113\n",
            "ETA: 0:16:21\n",
            "SMA Length: 3674.980\n",
            "SMA Reward: -20.100\n",
            "SMA Loss: 0.261\n",
            "Max reward: -16.0\n",
            "---------- 1889000 / 2000000.0 ----------\n",
            "Num Games: 2103\n",
            "Num Frames: 1888999\n",
            "FPS: 113\n",
            "ETA: 0:16:19\n",
            "SMA Length: 3674.980\n",
            "SMA Reward: -20.100\n",
            "SMA Loss: 0.257\n",
            "Max reward: -16.0\n",
            "---------- 1889250 / 2000000.0 ----------\n",
            "Num Games: 2103\n",
            "Num Frames: 1889249\n",
            "FPS: 113\n",
            "ETA: 0:16:17\n",
            "SMA Length: 3674.980\n",
            "SMA Reward: -20.100\n",
            "SMA Loss: 0.388\n",
            "Max reward: -16.0\n",
            "---------- 1889500 / 2000000.0 ----------\n",
            "Num Games: 2104\n",
            "Num Frames: 1889499\n",
            "FPS: 113\n",
            "ETA: 0:16:14\n",
            "SMA Length: 3675.700\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.334\n",
            "Max reward: -16.0\n",
            "---------- 1889750 / 2000000.0 ----------\n",
            "Num Games: 2104\n",
            "Num Frames: 1889749\n",
            "FPS: 113\n",
            "ETA: 0:16:12\n",
            "SMA Length: 3675.700\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.339\n",
            "Max reward: -16.0\n",
            "---------- 1890000 / 2000000.0 ----------\n",
            "Num Games: 2104\n",
            "Num Frames: 1889999\n",
            "FPS: 113\n",
            "ETA: 0:16:10\n",
            "SMA Length: 3675.700\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.301\n",
            "Max reward: -16.0\n",
            "---------- 1890250 / 2000000.0 ----------\n",
            "Num Games: 2104\n",
            "Num Frames: 1890249\n",
            "FPS: 113\n",
            "ETA: 0:16:08\n",
            "SMA Length: 3675.700\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.342\n",
            "Max reward: -16.0\n",
            "---------- 1890500 / 2000000.0 ----------\n",
            "Num Games: 2105\n",
            "Num Frames: 1890499\n",
            "FPS: 113\n",
            "ETA: 0:16:06\n",
            "SMA Length: 3694.440\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.368\n",
            "Max reward: -16.0\n",
            "---------- 1890750 / 2000000.0 ----------\n",
            "Num Games: 2105\n",
            "Num Frames: 1890749\n",
            "FPS: 113\n",
            "ETA: 0:16:03\n",
            "SMA Length: 3694.440\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.413\n",
            "Max reward: -16.0\n",
            "---------- 1891000 / 2000000.0 ----------\n",
            "Num Games: 2105\n",
            "Num Frames: 1890999\n",
            "FPS: 113\n",
            "ETA: 0:16:01\n",
            "SMA Length: 3694.440\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.459\n",
            "Max reward: -16.0\n",
            "---------- 1891250 / 2000000.0 ----------\n",
            "Num Games: 2105\n",
            "Num Frames: 1891249\n",
            "FPS: 113\n",
            "ETA: 0:15:59\n",
            "SMA Length: 3694.440\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.312\n",
            "Max reward: -16.0\n",
            "---------- 1891500 / 2000000.0 ----------\n",
            "Num Games: 2106\n",
            "Num Frames: 1891499\n",
            "FPS: 113\n",
            "ETA: 0:15:57\n",
            "SMA Length: 3699.240\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.365\n",
            "Max reward: -16.0\n",
            "---------- 1891750 / 2000000.0 ----------\n",
            "Num Games: 2106\n",
            "Num Frames: 1891749\n",
            "FPS: 113\n",
            "ETA: 0:15:55\n",
            "SMA Length: 3699.240\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.345\n",
            "Max reward: -16.0\n",
            "---------- 1892000 / 2000000.0 ----------\n",
            "Num Games: 2106\n",
            "Num Frames: 1891999\n",
            "FPS: 113\n",
            "ETA: 0:15:52\n",
            "SMA Length: 3699.240\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.353\n",
            "Max reward: -16.0\n",
            "---------- 1892250 / 2000000.0 ----------\n",
            "Num Games: 2106\n",
            "Num Frames: 1892249\n",
            "FPS: 113\n",
            "ETA: 0:15:50\n",
            "SMA Length: 3699.240\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.400\n",
            "Max reward: -16.0\n",
            "---------- 1892500 / 2000000.0 ----------\n",
            "Num Games: 2107\n",
            "Num Frames: 1892499\n",
            "FPS: 113\n",
            "ETA: 0:15:48\n",
            "SMA Length: 3698.520\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.316\n",
            "Max reward: -16.0\n",
            "---------- 1892750 / 2000000.0 ----------\n",
            "Num Games: 2107\n",
            "Num Frames: 1892749\n",
            "FPS: 113\n",
            "ETA: 0:15:46\n",
            "SMA Length: 3698.520\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.390\n",
            "Max reward: -16.0\n",
            "---------- 1893000 / 2000000.0 ----------\n",
            "Num Games: 2107\n",
            "Num Frames: 1892999\n",
            "FPS: 113\n",
            "ETA: 0:15:44\n",
            "SMA Length: 3698.520\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.375\n",
            "Max reward: -16.0\n",
            "---------- 1893250 / 2000000.0 ----------\n",
            "Num Games: 2107\n",
            "Num Frames: 1893249\n",
            "FPS: 113\n",
            "ETA: 0:15:41\n",
            "SMA Length: 3698.520\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.423\n",
            "Max reward: -16.0\n",
            "---------- 1893500 / 2000000.0 ----------\n",
            "Num Games: 2108\n",
            "Num Frames: 1893499\n",
            "FPS: 113\n",
            "ETA: 0:15:39\n",
            "SMA Length: 3720.240\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.325\n",
            "Max reward: -16.0\n",
            "---------- 1893750 / 2000000.0 ----------\n",
            "Num Games: 2108\n",
            "Num Frames: 1893749\n",
            "FPS: 113\n",
            "ETA: 0:15:37\n",
            "SMA Length: 3720.240\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.360\n",
            "Max reward: -16.0\n",
            "---------- 1894000 / 2000000.0 ----------\n",
            "Num Games: 2108\n",
            "Num Frames: 1893999\n",
            "FPS: 113\n",
            "ETA: 0:15:35\n",
            "SMA Length: 3720.240\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.333\n",
            "Max reward: -16.0\n",
            "---------- 1894250 / 2000000.0 ----------\n",
            "Num Games: 2108\n",
            "Num Frames: 1894249\n",
            "FPS: 113\n",
            "ETA: 0:15:33\n",
            "SMA Length: 3720.240\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.349\n",
            "Max reward: -16.0\n",
            "---------- 1894500 / 2000000.0 ----------\n",
            "Num Games: 2109\n",
            "Num Frames: 1894499\n",
            "FPS: 113\n",
            "ETA: 0:15:30\n",
            "SMA Length: 3726.500\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.346\n",
            "Max reward: -16.0\n",
            "---------- 1894750 / 2000000.0 ----------\n",
            "Num Games: 2109\n",
            "Num Frames: 1894749\n",
            "FPS: 113\n",
            "ETA: 0:15:28\n",
            "SMA Length: 3726.500\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.275\n",
            "Max reward: -16.0\n",
            "---------- 1895000 / 2000000.0 ----------\n",
            "Num Games: 2109\n",
            "Num Frames: 1894999\n",
            "FPS: 113\n",
            "ETA: 0:15:26\n",
            "SMA Length: 3726.500\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.290\n",
            "Max reward: -16.0\n",
            "---------- 1895250 / 2000000.0 ----------\n",
            "Num Games: 2110\n",
            "Num Frames: 1895249\n",
            "FPS: 113\n",
            "ETA: 0:15:24\n",
            "SMA Length: 3718.100\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.338\n",
            "Max reward: -16.0\n",
            "---------- 1895500 / 2000000.0 ----------\n",
            "Num Games: 2110\n",
            "Num Frames: 1895499\n",
            "FPS: 113\n",
            "ETA: 0:15:22\n",
            "SMA Length: 3718.100\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.353\n",
            "Max reward: -16.0\n",
            "---------- 1895750 / 2000000.0 ----------\n",
            "Num Games: 2110\n",
            "Num Frames: 1895749\n",
            "FPS: 113\n",
            "ETA: 0:15:19\n",
            "SMA Length: 3718.100\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.362\n",
            "Max reward: -16.0\n",
            "---------- 1896000 / 2000000.0 ----------\n",
            "Num Games: 2110\n",
            "Num Frames: 1895999\n",
            "FPS: 113\n",
            "ETA: 0:15:17\n",
            "SMA Length: 3718.100\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.336\n",
            "Max reward: -16.0\n",
            "---------- 1896250 / 2000000.0 ----------\n",
            "Num Games: 2111\n",
            "Num Frames: 1896249\n",
            "FPS: 113\n",
            "ETA: 0:15:15\n",
            "SMA Length: 3709.600\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.326\n",
            "Max reward: -16.0\n",
            "---------- 1896500 / 2000000.0 ----------\n",
            "Num Games: 2111\n",
            "Num Frames: 1896499\n",
            "FPS: 113\n",
            "ETA: 0:15:13\n",
            "SMA Length: 3709.600\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.350\n",
            "Max reward: -16.0\n",
            "---------- 1896750 / 2000000.0 ----------\n",
            "Num Games: 2111\n",
            "Num Frames: 1896749\n",
            "FPS: 113\n",
            "ETA: 0:15:11\n",
            "SMA Length: 3709.600\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.293\n",
            "Max reward: -16.0\n",
            "---------- 1897000 / 2000000.0 ----------\n",
            "Num Games: 2112\n",
            "Num Frames: 1896999\n",
            "FPS: 113\n",
            "ETA: 0:15:08\n",
            "SMA Length: 3706.880\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.329\n",
            "Max reward: -16.0\n",
            "---------- 1897250 / 2000000.0 ----------\n",
            "Num Games: 2112\n",
            "Num Frames: 1897249\n",
            "FPS: 113\n",
            "ETA: 0:15:06\n",
            "SMA Length: 3706.880\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.396\n",
            "Max reward: -16.0\n",
            "---------- 1897500 / 2000000.0 ----------\n",
            "Num Games: 2112\n",
            "Num Frames: 1897499\n",
            "FPS: 113\n",
            "ETA: 0:15:04\n",
            "SMA Length: 3706.880\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.350\n",
            "Max reward: -16.0\n",
            "---------- 1897750 / 2000000.0 ----------\n",
            "Num Games: 2112\n",
            "Num Frames: 1897749\n",
            "FPS: 113\n",
            "ETA: 0:15:02\n",
            "SMA Length: 3706.880\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.286\n",
            "Max reward: -16.0\n",
            "---------- 1898000 / 2000000.0 ----------\n",
            "Num Games: 2113\n",
            "Num Frames: 1897999\n",
            "FPS: 113\n",
            "ETA: 0:15:00\n",
            "SMA Length: 3711.180\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.273\n",
            "Max reward: -16.0\n",
            "---------- 1898250 / 2000000.0 ----------\n",
            "Num Games: 2113\n",
            "Num Frames: 1898249\n",
            "FPS: 113\n",
            "ETA: 0:14:57\n",
            "SMA Length: 3711.180\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.317\n",
            "Max reward: -16.0\n",
            "---------- 1898500 / 2000000.0 ----------\n",
            "Num Games: 2113\n",
            "Num Frames: 1898499\n",
            "FPS: 113\n",
            "ETA: 0:14:55\n",
            "SMA Length: 3711.180\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.236\n",
            "Max reward: -16.0\n",
            "---------- 1898750 / 2000000.0 ----------\n",
            "Num Games: 2113\n",
            "Num Frames: 1898749\n",
            "FPS: 113\n",
            "ETA: 0:14:53\n",
            "SMA Length: 3711.180\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.281\n",
            "Max reward: -16.0\n",
            "---------- 1899000 / 2000000.0 ----------\n",
            "Num Games: 2114\n",
            "Num Frames: 1898999\n",
            "FPS: 113\n",
            "ETA: 0:14:51\n",
            "SMA Length: 3726.880\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.274\n",
            "Max reward: -16.0\n",
            "---------- 1899250 / 2000000.0 ----------\n",
            "Num Games: 2114\n",
            "Num Frames: 1899249\n",
            "FPS: 113\n",
            "ETA: 0:14:49\n",
            "SMA Length: 3726.880\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.282\n",
            "Max reward: -16.0\n",
            "---------- 1899500 / 2000000.0 ----------\n",
            "Num Games: 2114\n",
            "Num Frames: 1899499\n",
            "FPS: 113\n",
            "ETA: 0:14:46\n",
            "SMA Length: 3726.880\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.279\n",
            "Max reward: -16.0\n",
            "---------- 1899750 / 2000000.0 ----------\n",
            "Num Games: 2115\n",
            "Num Frames: 1899749\n",
            "FPS: 113\n",
            "ETA: 0:14:44\n",
            "SMA Length: 3721.960\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.346\n",
            "Max reward: -16.0\n",
            "---------- 1900000 / 2000000.0 ----------\n",
            "Num Games: 2115\n",
            "Num Frames: 1899999\n",
            "FPS: 113\n",
            "ETA: 0:14:42\n",
            "SMA Length: 3721.960\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.359\n",
            "Max reward: -16.0\n",
            "---------- 1900250 / 2000000.0 ----------\n",
            "Num Games: 2115\n",
            "Num Frames: 1900249\n",
            "FPS: 113\n",
            "ETA: 0:14:40\n",
            "SMA Length: 3721.960\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.412\n",
            "Max reward: -16.0\n",
            "---------- 1900500 / 2000000.0 ----------\n",
            "Num Games: 2116\n",
            "Num Frames: 1900499\n",
            "FPS: 113\n",
            "ETA: 0:14:38\n",
            "SMA Length: 3705.920\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.408\n",
            "Max reward: -16.0\n",
            "---------- 1900750 / 2000000.0 ----------\n",
            "Num Games: 2116\n",
            "Num Frames: 1900749\n",
            "FPS: 113\n",
            "ETA: 0:14:35\n",
            "SMA Length: 3705.920\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.351\n",
            "Max reward: -16.0\n",
            "---------- 1901000 / 2000000.0 ----------\n",
            "Num Games: 2116\n",
            "Num Frames: 1900999\n",
            "FPS: 113\n",
            "ETA: 0:14:33\n",
            "SMA Length: 3705.920\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.415\n",
            "Max reward: -16.0\n",
            "---------- 1901250 / 2000000.0 ----------\n",
            "Num Games: 2116\n",
            "Num Frames: 1901249\n",
            "FPS: 113\n",
            "ETA: 0:14:31\n",
            "SMA Length: 3705.920\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.352\n",
            "Max reward: -16.0\n",
            "---------- 1901500 / 2000000.0 ----------\n",
            "Num Games: 2117\n",
            "Num Frames: 1901499\n",
            "FPS: 113\n",
            "ETA: 0:14:29\n",
            "SMA Length: 3701.320\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.363\n",
            "Max reward: -16.0\n",
            "---------- 1901750 / 2000000.0 ----------\n",
            "Num Games: 2117\n",
            "Num Frames: 1901749\n",
            "FPS: 113\n",
            "ETA: 0:14:27\n",
            "SMA Length: 3701.320\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.283\n",
            "Max reward: -16.0\n",
            "---------- 1902000 / 2000000.0 ----------\n",
            "Num Games: 2117\n",
            "Num Frames: 1901999\n",
            "FPS: 113\n",
            "ETA: 0:14:24\n",
            "SMA Length: 3701.320\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.311\n",
            "Max reward: -16.0\n",
            "---------- 1902250 / 2000000.0 ----------\n",
            "Num Games: 2117\n",
            "Num Frames: 1902249\n",
            "FPS: 113\n",
            "ETA: 0:14:22\n",
            "SMA Length: 3701.320\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.309\n",
            "Max reward: -16.0\n",
            "---------- 1902500 / 2000000.0 ----------\n",
            "Num Games: 2118\n",
            "Num Frames: 1902499\n",
            "FPS: 113\n",
            "ETA: 0:14:20\n",
            "SMA Length: 3731.700\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.363\n",
            "Max reward: -16.0\n",
            "---------- 1902750 / 2000000.0 ----------\n",
            "Num Games: 2118\n",
            "Num Frames: 1902749\n",
            "FPS: 113\n",
            "ETA: 0:14:18\n",
            "SMA Length: 3731.700\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.357\n",
            "Max reward: -16.0\n",
            "---------- 1903000 / 2000000.0 ----------\n",
            "Num Games: 2118\n",
            "Num Frames: 1902999\n",
            "FPS: 113\n",
            "ETA: 0:14:16\n",
            "SMA Length: 3731.700\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.364\n",
            "Max reward: -16.0\n",
            "---------- 1903250 / 2000000.0 ----------\n",
            "Num Games: 2118\n",
            "Num Frames: 1903249\n",
            "FPS: 113\n",
            "ETA: 0:14:13\n",
            "SMA Length: 3731.700\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.288\n",
            "Max reward: -16.0\n",
            "---------- 1903500 / 2000000.0 ----------\n",
            "Num Games: 2119\n",
            "Num Frames: 1903499\n",
            "FPS: 113\n",
            "ETA: 0:14:11\n",
            "SMA Length: 3709.360\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.287\n",
            "Max reward: -16.0\n",
            "---------- 1903750 / 2000000.0 ----------\n",
            "Num Games: 2119\n",
            "Num Frames: 1903749\n",
            "FPS: 113\n",
            "ETA: 0:14:09\n",
            "SMA Length: 3709.360\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.338\n",
            "Max reward: -16.0\n",
            "---------- 1904000 / 2000000.0 ----------\n",
            "Num Games: 2119\n",
            "Num Frames: 1903999\n",
            "FPS: 113\n",
            "ETA: 0:14:07\n",
            "SMA Length: 3709.360\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.292\n",
            "Max reward: -16.0\n",
            "---------- 1904250 / 2000000.0 ----------\n",
            "Num Games: 2120\n",
            "Num Frames: 1904249\n",
            "FPS: 113\n",
            "ETA: 0:14:04\n",
            "SMA Length: 3700.320\n",
            "SMA Reward: -20.120\n",
            "SMA Loss: 0.337\n",
            "Max reward: -16.0\n",
            "---------- 1904500 / 2000000.0 ----------\n",
            "Num Games: 2120\n",
            "Num Frames: 1904499\n",
            "FPS: 113\n",
            "ETA: 0:14:02\n",
            "SMA Length: 3700.320\n",
            "SMA Reward: -20.120\n",
            "SMA Loss: 0.362\n",
            "Max reward: -16.0\n",
            "---------- 1904750 / 2000000.0 ----------\n",
            "Num Games: 2120\n",
            "Num Frames: 1904749\n",
            "FPS: 113\n",
            "ETA: 0:14:00\n",
            "SMA Length: 3700.320\n",
            "SMA Reward: -20.120\n",
            "SMA Loss: 0.321\n",
            "Max reward: -16.0\n",
            "---------- 1905000 / 2000000.0 ----------\n",
            "Num Games: 2120\n",
            "Num Frames: 1904999\n",
            "FPS: 113\n",
            "ETA: 0:13:58\n",
            "SMA Length: 3700.320\n",
            "SMA Reward: -20.120\n",
            "SMA Loss: 0.371\n",
            "Max reward: -16.0\n",
            "---------- 1905250 / 2000000.0 ----------\n",
            "Num Games: 2121\n",
            "Num Frames: 1905249\n",
            "FPS: 113\n",
            "ETA: 0:13:56\n",
            "SMA Length: 3707.560\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.389\n",
            "Max reward: -16.0\n",
            "---------- 1905500 / 2000000.0 ----------\n",
            "Num Games: 2121\n",
            "Num Frames: 1905499\n",
            "FPS: 113\n",
            "ETA: 0:13:53\n",
            "SMA Length: 3707.560\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.303\n",
            "Max reward: -16.0\n",
            "---------- 1905750 / 2000000.0 ----------\n",
            "Num Games: 2121\n",
            "Num Frames: 1905749\n",
            "FPS: 113\n",
            "ETA: 0:13:51\n",
            "SMA Length: 3707.560\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.332\n",
            "Max reward: -16.0\n",
            "---------- 1906000 / 2000000.0 ----------\n",
            "Num Games: 2122\n",
            "Num Frames: 1905999\n",
            "FPS: 113\n",
            "ETA: 0:13:49\n",
            "SMA Length: 3701.840\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.276\n",
            "Max reward: -16.0\n",
            "---------- 1906250 / 2000000.0 ----------\n",
            "Num Games: 2122\n",
            "Num Frames: 1906249\n",
            "FPS: 113\n",
            "ETA: 0:13:47\n",
            "SMA Length: 3701.840\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.321\n",
            "Max reward: -16.0\n",
            "---------- 1906500 / 2000000.0 ----------\n",
            "Num Games: 2122\n",
            "Num Frames: 1906499\n",
            "FPS: 113\n",
            "ETA: 0:13:45\n",
            "SMA Length: 3701.840\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.292\n",
            "Max reward: -16.0\n",
            "---------- 1906750 / 2000000.0 ----------\n",
            "Num Games: 2122\n",
            "Num Frames: 1906749\n",
            "FPS: 113\n",
            "ETA: 0:13:42\n",
            "SMA Length: 3701.840\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.384\n",
            "Max reward: -16.0\n",
            "---------- 1907000 / 2000000.0 ----------\n",
            "Num Games: 2123\n",
            "Num Frames: 1906999\n",
            "FPS: 113\n",
            "ETA: 0:13:40\n",
            "SMA Length: 3698.100\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.331\n",
            "Max reward: -16.0\n",
            "---------- 1907250 / 2000000.0 ----------\n",
            "Num Games: 2123\n",
            "Num Frames: 1907249\n",
            "FPS: 113\n",
            "ETA: 0:13:38\n",
            "SMA Length: 3698.100\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.271\n",
            "Max reward: -16.0\n",
            "---------- 1907500 / 2000000.0 ----------\n",
            "Num Games: 2123\n",
            "Num Frames: 1907499\n",
            "FPS: 113\n",
            "ETA: 0:13:36\n",
            "SMA Length: 3698.100\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.280\n",
            "Max reward: -16.0\n",
            "---------- 1907750 / 2000000.0 ----------\n",
            "Num Games: 2123\n",
            "Num Frames: 1907749\n",
            "FPS: 113\n",
            "ETA: 0:13:34\n",
            "SMA Length: 3698.100\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.267\n",
            "Max reward: -16.0\n",
            "---------- 1908000 / 2000000.0 ----------\n",
            "Num Games: 2124\n",
            "Num Frames: 1907999\n",
            "FPS: 113\n",
            "ETA: 0:13:31\n",
            "SMA Length: 3702.980\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.281\n",
            "Max reward: -16.0\n",
            "---------- 1908250 / 2000000.0 ----------\n",
            "Num Games: 2124\n",
            "Num Frames: 1908249\n",
            "FPS: 113\n",
            "ETA: 0:13:29\n",
            "SMA Length: 3702.980\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.394\n",
            "Max reward: -16.0\n",
            "---------- 1908500 / 2000000.0 ----------\n",
            "Num Games: 2124\n",
            "Num Frames: 1908499\n",
            "FPS: 113\n",
            "ETA: 0:13:27\n",
            "SMA Length: 3702.980\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.321\n",
            "Max reward: -16.0\n",
            "---------- 1908750 / 2000000.0 ----------\n",
            "Num Games: 2125\n",
            "Num Frames: 1908749\n",
            "FPS: 113\n",
            "ETA: 0:13:25\n",
            "SMA Length: 3703.240\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.309\n",
            "Max reward: -16.0\n",
            "---------- 1909000 / 2000000.0 ----------\n",
            "Num Games: 2125\n",
            "Num Frames: 1908999\n",
            "FPS: 113\n",
            "ETA: 0:13:23\n",
            "SMA Length: 3703.240\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.292\n",
            "Max reward: -16.0\n",
            "---------- 1909250 / 2000000.0 ----------\n",
            "Num Games: 2125\n",
            "Num Frames: 1909249\n",
            "FPS: 113\n",
            "ETA: 0:13:20\n",
            "SMA Length: 3703.240\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.357\n",
            "Max reward: -16.0\n",
            "---------- 1909500 / 2000000.0 ----------\n",
            "Num Games: 2126\n",
            "Num Frames: 1909499\n",
            "FPS: 113\n",
            "ETA: 0:13:18\n",
            "SMA Length: 3693.120\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.267\n",
            "Max reward: -16.0\n",
            "---------- 1909750 / 2000000.0 ----------\n",
            "Num Games: 2126\n",
            "Num Frames: 1909749\n",
            "FPS: 113\n",
            "ETA: 0:13:16\n",
            "SMA Length: 3693.120\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.252\n",
            "Max reward: -16.0\n",
            "---------- 1910000 / 2000000.0 ----------\n",
            "Num Games: 2126\n",
            "Num Frames: 1909999\n",
            "FPS: 113\n",
            "ETA: 0:13:14\n",
            "SMA Length: 3693.120\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.285\n",
            "Max reward: -16.0\n",
            "---------- 1910250 / 2000000.0 ----------\n",
            "Num Games: 2126\n",
            "Num Frames: 1910249\n",
            "FPS: 113\n",
            "ETA: 0:13:12\n",
            "SMA Length: 3693.120\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.479\n",
            "Max reward: -16.0\n",
            "---------- 1910500 / 2000000.0 ----------\n",
            "Num Games: 2127\n",
            "Num Frames: 1910499\n",
            "FPS: 113\n",
            "ETA: 0:13:09\n",
            "SMA Length: 3693.120\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.391\n",
            "Max reward: -16.0\n",
            "---------- 1910750 / 2000000.0 ----------\n",
            "Num Games: 2127\n",
            "Num Frames: 1910749\n",
            "FPS: 113\n",
            "ETA: 0:13:07\n",
            "SMA Length: 3693.120\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.375\n",
            "Max reward: -16.0\n",
            "---------- 1911000 / 2000000.0 ----------\n",
            "Num Games: 2127\n",
            "Num Frames: 1910999\n",
            "FPS: 113\n",
            "ETA: 0:13:05\n",
            "SMA Length: 3693.120\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.332\n",
            "Max reward: -16.0\n",
            "---------- 1911250 / 2000000.0 ----------\n",
            "Num Games: 2128\n",
            "Num Frames: 1911249\n",
            "FPS: 113\n",
            "ETA: 0:13:03\n",
            "SMA Length: 3681.180\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.269\n",
            "Max reward: -16.0\n",
            "---------- 1911500 / 2000000.0 ----------\n",
            "Num Games: 2128\n",
            "Num Frames: 1911499\n",
            "FPS: 113\n",
            "ETA: 0:13:01\n",
            "SMA Length: 3681.180\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.317\n",
            "Max reward: -16.0\n",
            "---------- 1911750 / 2000000.0 ----------\n",
            "Num Games: 2128\n",
            "Num Frames: 1911749\n",
            "FPS: 113\n",
            "ETA: 0:12:58\n",
            "SMA Length: 3681.180\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.392\n",
            "Max reward: -16.0\n",
            "---------- 1912000 / 2000000.0 ----------\n",
            "Num Games: 2128\n",
            "Num Frames: 1911999\n",
            "FPS: 113\n",
            "ETA: 0:12:56\n",
            "SMA Length: 3681.180\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.279\n",
            "Max reward: -16.0\n",
            "---------- 1912250 / 2000000.0 ----------\n",
            "Num Games: 2129\n",
            "Num Frames: 1912249\n",
            "FPS: 113\n",
            "ETA: 0:12:54\n",
            "SMA Length: 3686.340\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.329\n",
            "Max reward: -16.0\n",
            "---------- 1912500 / 2000000.0 ----------\n",
            "Num Games: 2129\n",
            "Num Frames: 1912499\n",
            "FPS: 113\n",
            "ETA: 0:12:52\n",
            "SMA Length: 3686.340\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.306\n",
            "Max reward: -16.0\n",
            "---------- 1912750 / 2000000.0 ----------\n",
            "Num Games: 2129\n",
            "Num Frames: 1912749\n",
            "FPS: 113\n",
            "ETA: 0:12:50\n",
            "SMA Length: 3686.340\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.384\n",
            "Max reward: -16.0\n",
            "---------- 1913000 / 2000000.0 ----------\n",
            "Num Games: 2129\n",
            "Num Frames: 1912999\n",
            "FPS: 113\n",
            "ETA: 0:12:47\n",
            "SMA Length: 3686.340\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.341\n",
            "Max reward: -16.0\n",
            "---------- 1913250 / 2000000.0 ----------\n",
            "Num Games: 2130\n",
            "Num Frames: 1913249\n",
            "FPS: 113\n",
            "ETA: 0:12:45\n",
            "SMA Length: 3692.440\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.307\n",
            "Max reward: -16.0\n",
            "---------- 1913500 / 2000000.0 ----------\n",
            "Num Games: 2130\n",
            "Num Frames: 1913499\n",
            "FPS: 113\n",
            "ETA: 0:12:43\n",
            "SMA Length: 3692.440\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.301\n",
            "Max reward: -16.0\n",
            "---------- 1913750 / 2000000.0 ----------\n",
            "Num Games: 2130\n",
            "Num Frames: 1913749\n",
            "FPS: 113\n",
            "ETA: 0:12:41\n",
            "SMA Length: 3692.440\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.326\n",
            "Max reward: -16.0\n",
            "---------- 1914000 / 2000000.0 ----------\n",
            "Num Games: 2131\n",
            "Num Frames: 1913999\n",
            "FPS: 113\n",
            "ETA: 0:12:39\n",
            "SMA Length: 3696.460\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.335\n",
            "Max reward: -16.0\n",
            "---------- 1914250 / 2000000.0 ----------\n",
            "Num Games: 2131\n",
            "Num Frames: 1914249\n",
            "FPS: 113\n",
            "ETA: 0:12:36\n",
            "SMA Length: 3696.460\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.328\n",
            "Max reward: -16.0\n",
            "---------- 1914500 / 2000000.0 ----------\n",
            "Num Games: 2131\n",
            "Num Frames: 1914499\n",
            "FPS: 113\n",
            "ETA: 0:12:34\n",
            "SMA Length: 3696.460\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.306\n",
            "Max reward: -16.0\n",
            "---------- 1914750 / 2000000.0 ----------\n",
            "Num Games: 2131\n",
            "Num Frames: 1914749\n",
            "FPS: 113\n",
            "ETA: 0:12:32\n",
            "SMA Length: 3696.460\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.353\n",
            "Max reward: -16.0\n",
            "---------- 1915000 / 2000000.0 ----------\n",
            "Num Games: 2132\n",
            "Num Frames: 1914999\n",
            "FPS: 113\n",
            "ETA: 0:12:30\n",
            "SMA Length: 3708.160\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.292\n",
            "Max reward: -16.0\n",
            "---------- 1915250 / 2000000.0 ----------\n",
            "Num Games: 2132\n",
            "Num Frames: 1915249\n",
            "FPS: 113\n",
            "ETA: 0:12:27\n",
            "SMA Length: 3708.160\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.310\n",
            "Max reward: -16.0\n",
            "---------- 1915500 / 2000000.0 ----------\n",
            "Num Games: 2132\n",
            "Num Frames: 1915499\n",
            "FPS: 113\n",
            "ETA: 0:12:25\n",
            "SMA Length: 3708.160\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.309\n",
            "Max reward: -16.0\n",
            "---------- 1915750 / 2000000.0 ----------\n",
            "Num Games: 2133\n",
            "Num Frames: 1915749\n",
            "FPS: 113\n",
            "ETA: 0:12:23\n",
            "SMA Length: 3705.220\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.270\n",
            "Max reward: -16.0\n",
            "---------- 1916000 / 2000000.0 ----------\n",
            "Num Games: 2133\n",
            "Num Frames: 1915999\n",
            "FPS: 113\n",
            "ETA: 0:12:21\n",
            "SMA Length: 3705.220\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.284\n",
            "Max reward: -16.0\n",
            "---------- 1916250 / 2000000.0 ----------\n",
            "Num Games: 2133\n",
            "Num Frames: 1916249\n",
            "FPS: 113\n",
            "ETA: 0:12:19\n",
            "SMA Length: 3705.220\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.295\n",
            "Max reward: -16.0\n",
            "---------- 1916500 / 2000000.0 ----------\n",
            "Num Games: 2133\n",
            "Num Frames: 1916499\n",
            "FPS: 113\n",
            "ETA: 0:12:16\n",
            "SMA Length: 3705.220\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.330\n",
            "Max reward: -16.0\n",
            "---------- 1916750 / 2000000.0 ----------\n",
            "Num Games: 2134\n",
            "Num Frames: 1916749\n",
            "FPS: 113\n",
            "ETA: 0:12:14\n",
            "SMA Length: 3697.980\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.321\n",
            "Max reward: -16.0\n",
            "---------- 1917000 / 2000000.0 ----------\n",
            "Num Games: 2134\n",
            "Num Frames: 1916999\n",
            "FPS: 113\n",
            "ETA: 0:12:12\n",
            "SMA Length: 3697.980\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.274\n",
            "Max reward: -16.0\n",
            "---------- 1917250 / 2000000.0 ----------\n",
            "Num Games: 2134\n",
            "Num Frames: 1917249\n",
            "FPS: 113\n",
            "ETA: 0:12:10\n",
            "SMA Length: 3697.980\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.276\n",
            "Max reward: -16.0\n",
            "---------- 1917500 / 2000000.0 ----------\n",
            "Num Games: 2134\n",
            "Num Frames: 1917499\n",
            "FPS: 113\n",
            "ETA: 0:12:08\n",
            "SMA Length: 3697.980\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.271\n",
            "Max reward: -16.0\n",
            "---------- 1917750 / 2000000.0 ----------\n",
            "Num Games: 2135\n",
            "Num Frames: 1917749\n",
            "FPS: 113\n",
            "ETA: 0:12:05\n",
            "SMA Length: 3702.740\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.300\n",
            "Max reward: -16.0\n",
            "---------- 1918000 / 2000000.0 ----------\n",
            "Num Games: 2135\n",
            "Num Frames: 1917999\n",
            "FPS: 113\n",
            "ETA: 0:12:03\n",
            "SMA Length: 3702.740\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.263\n",
            "Max reward: -16.0\n",
            "---------- 1918250 / 2000000.0 ----------\n",
            "Num Games: 2135\n",
            "Num Frames: 1918249\n",
            "FPS: 113\n",
            "ETA: 0:12:01\n",
            "SMA Length: 3702.740\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.273\n",
            "Max reward: -16.0\n",
            "---------- 1918500 / 2000000.0 ----------\n",
            "Num Games: 2135\n",
            "Num Frames: 1918499\n",
            "FPS: 113\n",
            "ETA: 0:11:59\n",
            "SMA Length: 3702.740\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.286\n",
            "Max reward: -16.0\n",
            "---------- 1918750 / 2000000.0 ----------\n",
            "Num Games: 2136\n",
            "Num Frames: 1918749\n",
            "FPS: 113\n",
            "ETA: 0:11:57\n",
            "SMA Length: 3704.800\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.264\n",
            "Max reward: -16.0\n",
            "---------- 1919000 / 2000000.0 ----------\n",
            "Num Games: 2136\n",
            "Num Frames: 1918999\n",
            "FPS: 113\n",
            "ETA: 0:11:54\n",
            "SMA Length: 3704.800\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.282\n",
            "Max reward: -16.0\n",
            "---------- 1919250 / 2000000.0 ----------\n",
            "Num Games: 2136\n",
            "Num Frames: 1919249\n",
            "FPS: 113\n",
            "ETA: 0:11:52\n",
            "SMA Length: 3704.800\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.232\n",
            "Max reward: -16.0\n",
            "---------- 1919500 / 2000000.0 ----------\n",
            "Num Games: 2137\n",
            "Num Frames: 1919499\n",
            "FPS: 113\n",
            "ETA: 0:11:50\n",
            "SMA Length: 3705.840\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.329\n",
            "Max reward: -16.0\n",
            "---------- 1919750 / 2000000.0 ----------\n",
            "Num Games: 2137\n",
            "Num Frames: 1919749\n",
            "FPS: 113\n",
            "ETA: 0:11:48\n",
            "SMA Length: 3705.840\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.315\n",
            "Max reward: -16.0\n",
            "---------- 1920000 / 2000000.0 ----------\n",
            "Num Games: 2137\n",
            "Num Frames: 1919999\n",
            "FPS: 113\n",
            "ETA: 0:11:46\n",
            "SMA Length: 3705.840\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.307\n",
            "Max reward: -16.0\n",
            "---------- 1920250 / 2000000.0 ----------\n",
            "Num Games: 2138\n",
            "Num Frames: 1920249\n",
            "FPS: 113\n",
            "ETA: 0:11:43\n",
            "SMA Length: 3703.560\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.339\n",
            "Max reward: -16.0\n",
            "---------- 1920500 / 2000000.0 ----------\n",
            "Num Games: 2138\n",
            "Num Frames: 1920499\n",
            "FPS: 113\n",
            "ETA: 0:11:41\n",
            "SMA Length: 3703.560\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.357\n",
            "Max reward: -16.0\n",
            "---------- 1920750 / 2000000.0 ----------\n",
            "Num Games: 2138\n",
            "Num Frames: 1920749\n",
            "FPS: 113\n",
            "ETA: 0:11:39\n",
            "SMA Length: 3703.560\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.328\n",
            "Max reward: -16.0\n",
            "---------- 1921000 / 2000000.0 ----------\n",
            "Num Games: 2138\n",
            "Num Frames: 1920999\n",
            "FPS: 113\n",
            "ETA: 0:11:37\n",
            "SMA Length: 3703.560\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.337\n",
            "Max reward: -16.0\n",
            "---------- 1921250 / 2000000.0 ----------\n",
            "Num Games: 2139\n",
            "Num Frames: 1921249\n",
            "FPS: 113\n",
            "ETA: 0:11:35\n",
            "SMA Length: 3701.260\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.289\n",
            "Max reward: -16.0\n",
            "---------- 1921500 / 2000000.0 ----------\n",
            "Num Games: 2139\n",
            "Num Frames: 1921499\n",
            "FPS: 113\n",
            "ETA: 0:11:32\n",
            "SMA Length: 3701.260\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.270\n",
            "Max reward: -16.0\n",
            "---------- 1921750 / 2000000.0 ----------\n",
            "Num Games: 2139\n",
            "Num Frames: 1921749\n",
            "FPS: 113\n",
            "ETA: 0:11:30\n",
            "SMA Length: 3701.260\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.344\n",
            "Max reward: -16.0\n",
            "---------- 1922000 / 2000000.0 ----------\n",
            "Num Games: 2139\n",
            "Num Frames: 1921999\n",
            "FPS: 113\n",
            "ETA: 0:11:28\n",
            "SMA Length: 3701.260\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.285\n",
            "Max reward: -16.0\n",
            "---------- 1922250 / 2000000.0 ----------\n",
            "Num Games: 2140\n",
            "Num Frames: 1922249\n",
            "FPS: 113\n",
            "ETA: 0:11:26\n",
            "SMA Length: 3714.900\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.368\n",
            "Max reward: -16.0\n",
            "---------- 1922500 / 2000000.0 ----------\n",
            "Num Games: 2140\n",
            "Num Frames: 1922499\n",
            "FPS: 113\n",
            "ETA: 0:11:24\n",
            "SMA Length: 3714.900\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.279\n",
            "Max reward: -16.0\n",
            "---------- 1922750 / 2000000.0 ----------\n",
            "Num Games: 2140\n",
            "Num Frames: 1922749\n",
            "FPS: 113\n",
            "ETA: 0:11:21\n",
            "SMA Length: 3714.900\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.318\n",
            "Max reward: -16.0\n",
            "---------- 1923000 / 2000000.0 ----------\n",
            "Num Games: 2141\n",
            "Num Frames: 1922999\n",
            "FPS: 113\n",
            "ETA: 0:11:19\n",
            "SMA Length: 3702.600\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.318\n",
            "Max reward: -16.0\n",
            "---------- 1923250 / 2000000.0 ----------\n",
            "Num Games: 2141\n",
            "Num Frames: 1923249\n",
            "FPS: 113\n",
            "ETA: 0:11:17\n",
            "SMA Length: 3702.600\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.268\n",
            "Max reward: -16.0\n",
            "---------- 1923500 / 2000000.0 ----------\n",
            "Num Games: 2141\n",
            "Num Frames: 1923499\n",
            "FPS: 113\n",
            "ETA: 0:11:15\n",
            "SMA Length: 3702.600\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.288\n",
            "Max reward: -16.0\n",
            "---------- 1923750 / 2000000.0 ----------\n",
            "Num Games: 2141\n",
            "Num Frames: 1923749\n",
            "FPS: 113\n",
            "ETA: 0:11:12\n",
            "SMA Length: 3702.600\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.319\n",
            "Max reward: -16.0\n",
            "---------- 1924000 / 2000000.0 ----------\n",
            "Num Games: 2142\n",
            "Num Frames: 1923999\n",
            "FPS: 113\n",
            "ETA: 0:11:10\n",
            "SMA Length: 3702.600\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.318\n",
            "Max reward: -16.0\n",
            "---------- 1924250 / 2000000.0 ----------\n",
            "Num Games: 2142\n",
            "Num Frames: 1924249\n",
            "FPS: 113\n",
            "ETA: 0:11:08\n",
            "SMA Length: 3702.600\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.306\n",
            "Max reward: -16.0\n",
            "---------- 1924500 / 2000000.0 ----------\n",
            "Num Games: 2142\n",
            "Num Frames: 1924499\n",
            "FPS: 113\n",
            "ETA: 0:11:06\n",
            "SMA Length: 3702.600\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.263\n",
            "Max reward: -16.0\n",
            "---------- 1924750 / 2000000.0 ----------\n",
            "Num Games: 2142\n",
            "Num Frames: 1924749\n",
            "FPS: 113\n",
            "ETA: 0:11:04\n",
            "SMA Length: 3702.600\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.360\n",
            "Max reward: -16.0\n",
            "---------- 1925000 / 2000000.0 ----------\n",
            "Num Games: 2143\n",
            "Num Frames: 1924999\n",
            "FPS: 113\n",
            "ETA: 0:11:01\n",
            "SMA Length: 3704.680\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.297\n",
            "Max reward: -16.0\n",
            "---------- 1925250 / 2000000.0 ----------\n",
            "Num Games: 2143\n",
            "Num Frames: 1925249\n",
            "FPS: 113\n",
            "ETA: 0:10:59\n",
            "SMA Length: 3704.680\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.281\n",
            "Max reward: -16.0\n",
            "---------- 1925500 / 2000000.0 ----------\n",
            "Num Games: 2143\n",
            "Num Frames: 1925499\n",
            "FPS: 113\n",
            "ETA: 0:10:57\n",
            "SMA Length: 3704.680\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.315\n",
            "Max reward: -16.0\n",
            "---------- 1925750 / 2000000.0 ----------\n",
            "Num Games: 2143\n",
            "Num Frames: 1925749\n",
            "FPS: 113\n",
            "ETA: 0:10:55\n",
            "SMA Length: 3704.680\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.307\n",
            "Max reward: -16.0\n",
            "---------- 1926000 / 2000000.0 ----------\n",
            "Num Games: 2144\n",
            "Num Frames: 1925999\n",
            "FPS: 113\n",
            "ETA: 0:10:53\n",
            "SMA Length: 3720.040\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.295\n",
            "Max reward: -16.0\n",
            "---------- 1926250 / 2000000.0 ----------\n",
            "Num Games: 2144\n",
            "Num Frames: 1926249\n",
            "FPS: 113\n",
            "ETA: 0:10:50\n",
            "SMA Length: 3720.040\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.337\n",
            "Max reward: -16.0\n",
            "---------- 1926500 / 2000000.0 ----------\n",
            "Num Games: 2144\n",
            "Num Frames: 1926499\n",
            "FPS: 113\n",
            "ETA: 0:10:48\n",
            "SMA Length: 3720.040\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.366\n",
            "Max reward: -16.0\n",
            "---------- 1926750 / 2000000.0 ----------\n",
            "Num Games: 2145\n",
            "Num Frames: 1926749\n",
            "FPS: 113\n",
            "ETA: 0:10:46\n",
            "SMA Length: 3727.520\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.225\n",
            "Max reward: -16.0\n",
            "---------- 1927000 / 2000000.0 ----------\n",
            "Num Games: 2145\n",
            "Num Frames: 1926999\n",
            "FPS: 113\n",
            "ETA: 0:10:44\n",
            "SMA Length: 3727.520\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.298\n",
            "Max reward: -16.0\n",
            "---------- 1927250 / 2000000.0 ----------\n",
            "Num Games: 2145\n",
            "Num Frames: 1927249\n",
            "FPS: 113\n",
            "ETA: 0:10:42\n",
            "SMA Length: 3727.520\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.359\n",
            "Max reward: -16.0\n",
            "---------- 1927500 / 2000000.0 ----------\n",
            "Num Games: 2145\n",
            "Num Frames: 1927499\n",
            "FPS: 113\n",
            "ETA: 0:10:39\n",
            "SMA Length: 3727.520\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.253\n",
            "Max reward: -16.0\n",
            "---------- 1927750 / 2000000.0 ----------\n",
            "Num Games: 2146\n",
            "Num Frames: 1927749\n",
            "FPS: 113\n",
            "ETA: 0:10:37\n",
            "SMA Length: 3731.840\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.303\n",
            "Max reward: -16.0\n",
            "---------- 1928000 / 2000000.0 ----------\n",
            "Num Games: 2146\n",
            "Num Frames: 1927999\n",
            "FPS: 113\n",
            "ETA: 0:10:35\n",
            "SMA Length: 3731.840\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.289\n",
            "Max reward: -16.0\n",
            "---------- 1928250 / 2000000.0 ----------\n",
            "Num Games: 2146\n",
            "Num Frames: 1928249\n",
            "FPS: 113\n",
            "ETA: 0:10:33\n",
            "SMA Length: 3731.840\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.282\n",
            "Max reward: -16.0\n",
            "---------- 1928500 / 2000000.0 ----------\n",
            "Num Games: 2146\n",
            "Num Frames: 1928499\n",
            "FPS: 113\n",
            "ETA: 0:10:31\n",
            "SMA Length: 3731.840\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.288\n",
            "Max reward: -16.0\n",
            "---------- 1928750 / 2000000.0 ----------\n",
            "Num Games: 2147\n",
            "Num Frames: 1928749\n",
            "FPS: 113\n",
            "ETA: 0:10:28\n",
            "SMA Length: 3739.180\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.304\n",
            "Max reward: -16.0\n",
            "---------- 1929000 / 2000000.0 ----------\n",
            "Num Games: 2147\n",
            "Num Frames: 1928999\n",
            "FPS: 113\n",
            "ETA: 0:10:26\n",
            "SMA Length: 3739.180\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.307\n",
            "Max reward: -16.0\n",
            "---------- 1929250 / 2000000.0 ----------\n",
            "Num Games: 2147\n",
            "Num Frames: 1929249\n",
            "FPS: 113\n",
            "ETA: 0:10:24\n",
            "SMA Length: 3739.180\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.311\n",
            "Max reward: -16.0\n",
            "---------- 1929500 / 2000000.0 ----------\n",
            "Num Games: 2147\n",
            "Num Frames: 1929499\n",
            "FPS: 113\n",
            "ETA: 0:10:22\n",
            "SMA Length: 3739.180\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.233\n",
            "Max reward: -16.0\n",
            "---------- 1929750 / 2000000.0 ----------\n",
            "Num Games: 2148\n",
            "Num Frames: 1929749\n",
            "FPS: 113\n",
            "ETA: 0:10:20\n",
            "SMA Length: 3735.700\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.276\n",
            "Max reward: -16.0\n",
            "---------- 1930000 / 2000000.0 ----------\n",
            "Num Games: 2148\n",
            "Num Frames: 1929999\n",
            "FPS: 113\n",
            "ETA: 0:10:17\n",
            "SMA Length: 3735.700\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.287\n",
            "Max reward: -16.0\n",
            "---------- 1930250 / 2000000.0 ----------\n",
            "Num Games: 2148\n",
            "Num Frames: 1930249\n",
            "FPS: 113\n",
            "ETA: 0:10:15\n",
            "SMA Length: 3735.700\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.435\n",
            "Max reward: -16.0\n",
            "---------- 1930500 / 2000000.0 ----------\n",
            "Num Games: 2148\n",
            "Num Frames: 1930499\n",
            "FPS: 113\n",
            "ETA: 0:10:13\n",
            "SMA Length: 3735.700\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.375\n",
            "Max reward: -16.0\n",
            "---------- 1930750 / 2000000.0 ----------\n",
            "Num Games: 2149\n",
            "Num Frames: 1930749\n",
            "FPS: 113\n",
            "ETA: 0:10:11\n",
            "SMA Length: 3722.260\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.383\n",
            "Max reward: -16.0\n",
            "---------- 1931000 / 2000000.0 ----------\n",
            "Num Games: 2149\n",
            "Num Frames: 1930999\n",
            "FPS: 113\n",
            "ETA: 0:10:09\n",
            "SMA Length: 3722.260\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.334\n",
            "Max reward: -16.0\n",
            "---------- 1931250 / 2000000.0 ----------\n",
            "Num Games: 2149\n",
            "Num Frames: 1931249\n",
            "FPS: 113\n",
            "ETA: 0:10:06\n",
            "SMA Length: 3722.260\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.345\n",
            "Max reward: -16.0\n",
            "---------- 1931500 / 2000000.0 ----------\n",
            "Num Games: 2149\n",
            "Num Frames: 1931499\n",
            "FPS: 113\n",
            "ETA: 0:10:04\n",
            "SMA Length: 3722.260\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.315\n",
            "Max reward: -16.0\n",
            "---------- 1931750 / 2000000.0 ----------\n",
            "Num Games: 2150\n",
            "Num Frames: 1931749\n",
            "FPS: 113\n",
            "ETA: 0:10:02\n",
            "SMA Length: 3714.400\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.362\n",
            "Max reward: -16.0\n",
            "---------- 1932000 / 2000000.0 ----------\n",
            "Num Games: 2150\n",
            "Num Frames: 1931999\n",
            "FPS: 113\n",
            "ETA: 0:10:00\n",
            "SMA Length: 3714.400\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.416\n",
            "Max reward: -16.0\n",
            "---------- 1932250 / 2000000.0 ----------\n",
            "Num Games: 2150\n",
            "Num Frames: 1932249\n",
            "FPS: 113\n",
            "ETA: 0:09:57\n",
            "SMA Length: 3714.400\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.353\n",
            "Max reward: -16.0\n",
            "---------- 1932500 / 2000000.0 ----------\n",
            "Num Games: 2150\n",
            "Num Frames: 1932499\n",
            "FPS: 113\n",
            "ETA: 0:09:55\n",
            "SMA Length: 3714.400\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.262\n",
            "Max reward: -16.0\n",
            "---------- 1932750 / 2000000.0 ----------\n",
            "Num Games: 2151\n",
            "Num Frames: 1932749\n",
            "FPS: 113\n",
            "ETA: 0:09:53\n",
            "SMA Length: 3719.020\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.308\n",
            "Max reward: -16.0\n",
            "---------- 1933000 / 2000000.0 ----------\n",
            "Num Games: 2151\n",
            "Num Frames: 1932999\n",
            "FPS: 113\n",
            "ETA: 0:09:51\n",
            "SMA Length: 3719.020\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.398\n",
            "Max reward: -16.0\n",
            "---------- 1933250 / 2000000.0 ----------\n",
            "Num Games: 2151\n",
            "Num Frames: 1933249\n",
            "FPS: 113\n",
            "ETA: 0:09:49\n",
            "SMA Length: 3719.020\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.301\n",
            "Max reward: -16.0\n",
            "---------- 1933500 / 2000000.0 ----------\n",
            "Num Games: 2151\n",
            "Num Frames: 1933499\n",
            "FPS: 113\n",
            "ETA: 0:09:46\n",
            "SMA Length: 3719.020\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.349\n",
            "Max reward: -16.0\n",
            "---------- 1933750 / 2000000.0 ----------\n",
            "Num Games: 2152\n",
            "Num Frames: 1933749\n",
            "FPS: 113\n",
            "ETA: 0:09:44\n",
            "SMA Length: 3719.120\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.310\n",
            "Max reward: -16.0\n",
            "---------- 1934000 / 2000000.0 ----------\n",
            "Num Games: 2152\n",
            "Num Frames: 1933999\n",
            "FPS: 113\n",
            "ETA: 0:09:42\n",
            "SMA Length: 3719.120\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.386\n",
            "Max reward: -16.0\n",
            "---------- 1934250 / 2000000.0 ----------\n",
            "Num Games: 2152\n",
            "Num Frames: 1934249\n",
            "FPS: 113\n",
            "ETA: 0:09:40\n",
            "SMA Length: 3719.120\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.372\n",
            "Max reward: -16.0\n",
            "---------- 1934500 / 2000000.0 ----------\n",
            "Num Games: 2152\n",
            "Num Frames: 1934499\n",
            "FPS: 113\n",
            "ETA: 0:09:38\n",
            "SMA Length: 3719.120\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.322\n",
            "Max reward: -16.0\n",
            "---------- 1934750 / 2000000.0 ----------\n",
            "Num Games: 2153\n",
            "Num Frames: 1934749\n",
            "FPS: 113\n",
            "ETA: 0:09:35\n",
            "SMA Length: 3716.140\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.370\n",
            "Max reward: -16.0\n",
            "---------- 1935000 / 2000000.0 ----------\n",
            "Num Games: 2153\n",
            "Num Frames: 1934999\n",
            "FPS: 113\n",
            "ETA: 0:09:33\n",
            "SMA Length: 3716.140\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.281\n",
            "Max reward: -16.0\n",
            "---------- 1935250 / 2000000.0 ----------\n",
            "Num Games: 2153\n",
            "Num Frames: 1935249\n",
            "FPS: 113\n",
            "ETA: 0:09:31\n",
            "SMA Length: 3716.140\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.321\n",
            "Max reward: -16.0\n",
            "---------- 1935500 / 2000000.0 ----------\n",
            "Num Games: 2154\n",
            "Num Frames: 1935499\n",
            "FPS: 113\n",
            "ETA: 0:09:29\n",
            "SMA Length: 3713.180\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.352\n",
            "Max reward: -16.0\n",
            "---------- 1935750 / 2000000.0 ----------\n",
            "Num Games: 2154\n",
            "Num Frames: 1935749\n",
            "FPS: 113\n",
            "ETA: 0:09:27\n",
            "SMA Length: 3713.180\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.332\n",
            "Max reward: -16.0\n",
            "---------- 1936000 / 2000000.0 ----------\n",
            "Num Games: 2154\n",
            "Num Frames: 1935999\n",
            "FPS: 113\n",
            "ETA: 0:09:24\n",
            "SMA Length: 3713.180\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.265\n",
            "Max reward: -16.0\n",
            "---------- 1936250 / 2000000.0 ----------\n",
            "Num Games: 2154\n",
            "Num Frames: 1936249\n",
            "FPS: 113\n",
            "ETA: 0:09:22\n",
            "SMA Length: 3713.180\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.291\n",
            "Max reward: -16.0\n",
            "---------- 1936500 / 2000000.0 ----------\n",
            "Num Games: 2155\n",
            "Num Frames: 1936499\n",
            "FPS: 113\n",
            "ETA: 0:09:20\n",
            "SMA Length: 3694.480\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.265\n",
            "Max reward: -16.0\n",
            "---------- 1936750 / 2000000.0 ----------\n",
            "Num Games: 2155\n",
            "Num Frames: 1936749\n",
            "FPS: 113\n",
            "ETA: 0:09:18\n",
            "SMA Length: 3694.480\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.333\n",
            "Max reward: -16.0\n",
            "---------- 1937000 / 2000000.0 ----------\n",
            "Num Games: 2155\n",
            "Num Frames: 1936999\n",
            "FPS: 113\n",
            "ETA: 0:09:16\n",
            "SMA Length: 3694.480\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.318\n",
            "Max reward: -16.0\n",
            "---------- 1937250 / 2000000.0 ----------\n",
            "Num Games: 2156\n",
            "Num Frames: 1937249\n",
            "FPS: 113\n",
            "ETA: 0:09:13\n",
            "SMA Length: 3691.180\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.329\n",
            "Max reward: -16.0\n",
            "---------- 1937500 / 2000000.0 ----------\n",
            "Num Games: 2156\n",
            "Num Frames: 1937499\n",
            "FPS: 113\n",
            "ETA: 0:09:11\n",
            "SMA Length: 3691.180\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.274\n",
            "Max reward: -16.0\n",
            "---------- 1937750 / 2000000.0 ----------\n",
            "Num Games: 2156\n",
            "Num Frames: 1937749\n",
            "FPS: 113\n",
            "ETA: 0:09:09\n",
            "SMA Length: 3691.180\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.316\n",
            "Max reward: -16.0\n",
            "---------- 1938000 / 2000000.0 ----------\n",
            "Num Games: 2156\n",
            "Num Frames: 1937999\n",
            "FPS: 113\n",
            "ETA: 0:09:07\n",
            "SMA Length: 3691.180\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.291\n",
            "Max reward: -16.0\n",
            "---------- 1938250 / 2000000.0 ----------\n",
            "Num Games: 2157\n",
            "Num Frames: 1938249\n",
            "FPS: 113\n",
            "ETA: 0:09:05\n",
            "SMA Length: 3687.380\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.327\n",
            "Max reward: -16.0\n",
            "---------- 1938500 / 2000000.0 ----------\n",
            "Num Games: 2157\n",
            "Num Frames: 1938499\n",
            "FPS: 113\n",
            "ETA: 0:09:02\n",
            "SMA Length: 3687.380\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.243\n",
            "Max reward: -16.0\n",
            "---------- 1938750 / 2000000.0 ----------\n",
            "Num Games: 2157\n",
            "Num Frames: 1938749\n",
            "FPS: 113\n",
            "ETA: 0:09:00\n",
            "SMA Length: 3687.380\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.301\n",
            "Max reward: -16.0\n",
            "---------- 1939000 / 2000000.0 ----------\n",
            "Num Games: 2158\n",
            "Num Frames: 1938999\n",
            "FPS: 113\n",
            "ETA: 0:08:58\n",
            "SMA Length: 3658.000\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.298\n",
            "Max reward: -16.0\n",
            "---------- 1939250 / 2000000.0 ----------\n",
            "Num Games: 2158\n",
            "Num Frames: 1939249\n",
            "FPS: 113\n",
            "ETA: 0:08:56\n",
            "SMA Length: 3658.000\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.260\n",
            "Max reward: -16.0\n",
            "---------- 1939500 / 2000000.0 ----------\n",
            "Num Games: 2158\n",
            "Num Frames: 1939499\n",
            "FPS: 113\n",
            "ETA: 0:08:54\n",
            "SMA Length: 3658.000\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.242\n",
            "Max reward: -16.0\n",
            "---------- 1939750 / 2000000.0 ----------\n",
            "Num Games: 2158\n",
            "Num Frames: 1939749\n",
            "FPS: 113\n",
            "ETA: 0:08:51\n",
            "SMA Length: 3658.000\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.366\n",
            "Max reward: -16.0\n",
            "---------- 1940000 / 2000000.0 ----------\n",
            "Num Games: 2159\n",
            "Num Frames: 1939999\n",
            "FPS: 113\n",
            "ETA: 0:08:49\n",
            "SMA Length: 3653.980\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.299\n",
            "Max reward: -16.0\n",
            "---------- 1940250 / 2000000.0 ----------\n",
            "Num Games: 2159\n",
            "Num Frames: 1940249\n",
            "FPS: 113\n",
            "ETA: 0:08:47\n",
            "SMA Length: 3653.980\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.374\n",
            "Max reward: -16.0\n",
            "---------- 1940500 / 2000000.0 ----------\n",
            "Num Games: 2159\n",
            "Num Frames: 1940499\n",
            "FPS: 113\n",
            "ETA: 0:08:45\n",
            "SMA Length: 3653.980\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.357\n",
            "Max reward: -16.0\n",
            "---------- 1940750 / 2000000.0 ----------\n",
            "Num Games: 2159\n",
            "Num Frames: 1940749\n",
            "FPS: 113\n",
            "ETA: 0:08:42\n",
            "SMA Length: 3653.980\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.416\n",
            "Max reward: -16.0\n",
            "---------- 1941000 / 2000000.0 ----------\n",
            "Num Games: 2160\n",
            "Num Frames: 1940999\n",
            "FPS: 113\n",
            "ETA: 0:08:40\n",
            "SMA Length: 3673.220\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.353\n",
            "Max reward: -16.0\n",
            "---------- 1941250 / 2000000.0 ----------\n",
            "Num Games: 2160\n",
            "Num Frames: 1941249\n",
            "FPS: 113\n",
            "ETA: 0:08:38\n",
            "SMA Length: 3673.220\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.349\n",
            "Max reward: -16.0\n",
            "---------- 1941500 / 2000000.0 ----------\n",
            "Num Games: 2160\n",
            "Num Frames: 1941499\n",
            "FPS: 113\n",
            "ETA: 0:08:36\n",
            "SMA Length: 3673.220\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.332\n",
            "Max reward: -16.0\n",
            "---------- 1941750 / 2000000.0 ----------\n",
            "Num Games: 2161\n",
            "Num Frames: 1941749\n",
            "FPS: 113\n",
            "ETA: 0:08:34\n",
            "SMA Length: 3667.980\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.306\n",
            "Max reward: -16.0\n",
            "---------- 1942000 / 2000000.0 ----------\n",
            "Num Games: 2161\n",
            "Num Frames: 1941999\n",
            "FPS: 113\n",
            "ETA: 0:08:31\n",
            "SMA Length: 3667.980\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.363\n",
            "Max reward: -16.0\n",
            "---------- 1942250 / 2000000.0 ----------\n",
            "Num Games: 2161\n",
            "Num Frames: 1942249\n",
            "FPS: 113\n",
            "ETA: 0:08:29\n",
            "SMA Length: 3667.980\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.354\n",
            "Max reward: -16.0\n",
            "---------- 1942500 / 2000000.0 ----------\n",
            "Num Games: 2161\n",
            "Num Frames: 1942499\n",
            "FPS: 113\n",
            "ETA: 0:08:27\n",
            "SMA Length: 3667.980\n",
            "SMA Reward: -20.040\n",
            "SMA Loss: 0.273\n",
            "Max reward: -16.0\n",
            "---------- 1942750 / 2000000.0 ----------\n",
            "Num Games: 2162\n",
            "Num Frames: 1942749\n",
            "FPS: 113\n",
            "ETA: 0:08:25\n",
            "SMA Length: 3679.040\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.356\n",
            "Max reward: -16.0\n",
            "---------- 1943000 / 2000000.0 ----------\n",
            "Num Games: 2162\n",
            "Num Frames: 1942999\n",
            "FPS: 113\n",
            "ETA: 0:08:23\n",
            "SMA Length: 3679.040\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.298\n",
            "Max reward: -16.0\n",
            "---------- 1943250 / 2000000.0 ----------\n",
            "Num Games: 2162\n",
            "Num Frames: 1943249\n",
            "FPS: 113\n",
            "ETA: 0:08:20\n",
            "SMA Length: 3679.040\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.340\n",
            "Max reward: -16.0\n",
            "---------- 1943500 / 2000000.0 ----------\n",
            "Num Games: 2162\n",
            "Num Frames: 1943499\n",
            "FPS: 113\n",
            "ETA: 0:08:18\n",
            "SMA Length: 3679.040\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.350\n",
            "Max reward: -16.0\n",
            "---------- 1943750 / 2000000.0 ----------\n",
            "Num Games: 2163\n",
            "Num Frames: 1943749\n",
            "FPS: 113\n",
            "ETA: 0:08:16\n",
            "SMA Length: 3679.320\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.305\n",
            "Max reward: -16.0\n",
            "---------- 1944000 / 2000000.0 ----------\n",
            "Num Games: 2163\n",
            "Num Frames: 1943999\n",
            "FPS: 113\n",
            "ETA: 0:08:14\n",
            "SMA Length: 3679.320\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.326\n",
            "Max reward: -16.0\n",
            "---------- 1944250 / 2000000.0 ----------\n",
            "Num Games: 2163\n",
            "Num Frames: 1944249\n",
            "FPS: 113\n",
            "ETA: 0:08:12\n",
            "SMA Length: 3679.320\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.282\n",
            "Max reward: -16.0\n",
            "---------- 1944500 / 2000000.0 ----------\n",
            "Num Games: 2163\n",
            "Num Frames: 1944499\n",
            "FPS: 113\n",
            "ETA: 0:08:09\n",
            "SMA Length: 3679.320\n",
            "SMA Reward: -20.060\n",
            "SMA Loss: 0.271\n",
            "Max reward: -16.0\n",
            "---------- 1944750 / 2000000.0 ----------\n",
            "Num Games: 2164\n",
            "Num Frames: 1944749\n",
            "FPS: 113\n",
            "ETA: 0:08:07\n",
            "SMA Length: 3683.460\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.333\n",
            "Max reward: -16.0\n",
            "---------- 1945000 / 2000000.0 ----------\n",
            "Num Games: 2164\n",
            "Num Frames: 1944999\n",
            "FPS: 113\n",
            "ETA: 0:08:05\n",
            "SMA Length: 3683.460\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.276\n",
            "Max reward: -16.0\n",
            "---------- 1945250 / 2000000.0 ----------\n",
            "Num Games: 2164\n",
            "Num Frames: 1945249\n",
            "FPS: 113\n",
            "ETA: 0:08:03\n",
            "SMA Length: 3683.460\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.299\n",
            "Max reward: -16.0\n",
            "---------- 1945500 / 2000000.0 ----------\n",
            "Num Games: 2164\n",
            "Num Frames: 1945499\n",
            "FPS: 113\n",
            "ETA: 0:08:01\n",
            "SMA Length: 3683.460\n",
            "SMA Reward: -20.080\n",
            "SMA Loss: 0.278\n",
            "Max reward: -16.0\n",
            "---------- 1945750 / 2000000.0 ----------\n",
            "Num Games: 2165\n",
            "Num Frames: 1945749\n",
            "FPS: 113\n",
            "ETA: 0:07:58\n",
            "SMA Length: 3701.300\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.327\n",
            "Max reward: -16.0\n",
            "---------- 1946000 / 2000000.0 ----------\n",
            "Num Games: 2165\n",
            "Num Frames: 1945999\n",
            "FPS: 113\n",
            "ETA: 0:07:56\n",
            "SMA Length: 3701.300\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.338\n",
            "Max reward: -16.0\n",
            "---------- 1946250 / 2000000.0 ----------\n",
            "Num Games: 2165\n",
            "Num Frames: 1946249\n",
            "FPS: 113\n",
            "ETA: 0:07:54\n",
            "SMA Length: 3701.300\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.239\n",
            "Max reward: -16.0\n",
            "---------- 1946500 / 2000000.0 ----------\n",
            "Num Games: 2165\n",
            "Num Frames: 1946499\n",
            "FPS: 113\n",
            "ETA: 0:07:52\n",
            "SMA Length: 3701.300\n",
            "SMA Reward: -20.020\n",
            "SMA Loss: 0.287\n",
            "Max reward: -16.0\n",
            "---------- 1946750 / 2000000.0 ----------\n",
            "Num Games: 2166\n",
            "Num Frames: 1946749\n",
            "FPS: 113\n",
            "ETA: 0:07:50\n",
            "SMA Length: 3712.340\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.318\n",
            "Max reward: -16.0\n",
            "---------- 1947000 / 2000000.0 ----------\n",
            "Num Games: 2166\n",
            "Num Frames: 1946999\n",
            "FPS: 113\n",
            "ETA: 0:07:47\n",
            "SMA Length: 3712.340\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.331\n",
            "Max reward: -16.0\n",
            "---------- 1947250 / 2000000.0 ----------\n",
            "Num Games: 2166\n",
            "Num Frames: 1947249\n",
            "FPS: 113\n",
            "ETA: 0:07:45\n",
            "SMA Length: 3712.340\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.285\n",
            "Max reward: -16.0\n",
            "---------- 1947500 / 2000000.0 ----------\n",
            "Num Games: 2166\n",
            "Num Frames: 1947499\n",
            "FPS: 113\n",
            "ETA: 0:07:43\n",
            "SMA Length: 3712.340\n",
            "SMA Reward: -20.000\n",
            "SMA Loss: 0.380\n",
            "Max reward: -16.0\n",
            "---------- 1947750 / 2000000.0 ----------\n",
            "Num Games: 2167\n",
            "Num Frames: 1947749\n",
            "FPS: 113\n",
            "ETA: 0:07:41\n",
            "SMA Length: 3725.620\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.325\n",
            "Max reward: -16.0\n",
            "---------- 1948000 / 2000000.0 ----------\n",
            "Num Games: 2167\n",
            "Num Frames: 1947999\n",
            "FPS: 113\n",
            "ETA: 0:07:39\n",
            "SMA Length: 3725.620\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.226\n",
            "Max reward: -16.0\n",
            "---------- 1948250 / 2000000.0 ----------\n",
            "Num Games: 2167\n",
            "Num Frames: 1948249\n",
            "FPS: 113\n",
            "ETA: 0:07:36\n",
            "SMA Length: 3725.620\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.309\n",
            "Max reward: -16.0\n",
            "---------- 1948500 / 2000000.0 ----------\n",
            "Num Games: 2168\n",
            "Num Frames: 1948499\n",
            "FPS: 113\n",
            "ETA: 0:07:34\n",
            "SMA Length: 3694.980\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.319\n",
            "Max reward: -16.0\n",
            "---------- 1948750 / 2000000.0 ----------\n",
            "Num Games: 2168\n",
            "Num Frames: 1948749\n",
            "FPS: 113\n",
            "ETA: 0:07:32\n",
            "SMA Length: 3694.980\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.318\n",
            "Max reward: -16.0\n",
            "---------- 1949000 / 2000000.0 ----------\n",
            "Num Games: 2168\n",
            "Num Frames: 1948999\n",
            "FPS: 113\n",
            "ETA: 0:07:30\n",
            "SMA Length: 3694.980\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.319\n",
            "Max reward: -16.0\n",
            "---------- 1949250 / 2000000.0 ----------\n",
            "Num Games: 2168\n",
            "Num Frames: 1949249\n",
            "FPS: 113\n",
            "ETA: 0:07:27\n",
            "SMA Length: 3694.980\n",
            "SMA Reward: -19.980\n",
            "SMA Loss: 0.252\n",
            "Max reward: -16.0\n",
            "---------- 1949500 / 2000000.0 ----------\n",
            "Num Games: 2169\n",
            "Num Frames: 1949499\n",
            "FPS: 113\n",
            "ETA: 0:07:25\n",
            "SMA Length: 3703.640\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.274\n",
            "Max reward: -16.0\n",
            "---------- 1949750 / 2000000.0 ----------\n",
            "Num Games: 2169\n",
            "Num Frames: 1949749\n",
            "FPS: 113\n",
            "ETA: 0:07:23\n",
            "SMA Length: 3703.640\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.321\n",
            "Max reward: -16.0\n",
            "---------- 1950000 / 2000000.0 ----------\n",
            "Num Games: 2169\n",
            "Num Frames: 1949999\n",
            "FPS: 113\n",
            "ETA: 0:07:21\n",
            "SMA Length: 3703.640\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.320\n",
            "Max reward: -16.0\n",
            "---------- 1950250 / 2000000.0 ----------\n",
            "Num Games: 2169\n",
            "Num Frames: 1950249\n",
            "FPS: 113\n",
            "ETA: 0:07:19\n",
            "SMA Length: 3703.640\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.423\n",
            "Max reward: -16.0\n",
            "---------- 1950500 / 2000000.0 ----------\n",
            "Num Games: 2170\n",
            "Num Frames: 1950499\n",
            "FPS: 113\n",
            "ETA: 0:07:16\n",
            "SMA Length: 3708.400\n",
            "SMA Reward: -19.940\n",
            "SMA Loss: 0.387\n",
            "Max reward: -16.0\n",
            "---------- 1950750 / 2000000.0 ----------\n",
            "Num Games: 2170\n",
            "Num Frames: 1950749\n",
            "FPS: 113\n",
            "ETA: 0:07:14\n",
            "SMA Length: 3708.400\n",
            "SMA Reward: -19.940\n",
            "SMA Loss: 0.379\n",
            "Max reward: -16.0\n",
            "---------- 1951000 / 2000000.0 ----------\n",
            "Num Games: 2170\n",
            "Num Frames: 1950999\n",
            "FPS: 113\n",
            "ETA: 0:07:12\n",
            "SMA Length: 3708.400\n",
            "SMA Reward: -19.940\n",
            "SMA Loss: 0.385\n",
            "Max reward: -16.0\n",
            "---------- 1951250 / 2000000.0 ----------\n",
            "Num Games: 2171\n",
            "Num Frames: 1951249\n",
            "FPS: 113\n",
            "ETA: 0:07:10\n",
            "SMA Length: 3709.860\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.369\n",
            "Max reward: -16.0\n",
            "---------- 1951500 / 2000000.0 ----------\n",
            "Num Games: 2171\n",
            "Num Frames: 1951499\n",
            "FPS: 113\n",
            "ETA: 0:07:08\n",
            "SMA Length: 3709.860\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.366\n",
            "Max reward: -16.0\n",
            "---------- 1951750 / 2000000.0 ----------\n",
            "Num Games: 2171\n",
            "Num Frames: 1951749\n",
            "FPS: 113\n",
            "ETA: 0:07:05\n",
            "SMA Length: 3709.860\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.430\n",
            "Max reward: -16.0\n",
            "---------- 1952000 / 2000000.0 ----------\n",
            "Num Games: 2171\n",
            "Num Frames: 1951999\n",
            "FPS: 113\n",
            "ETA: 0:07:03\n",
            "SMA Length: 3709.860\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.283\n",
            "Max reward: -16.0\n",
            "---------- 1952250 / 2000000.0 ----------\n",
            "Num Games: 2172\n",
            "Num Frames: 1952249\n",
            "FPS: 113\n",
            "ETA: 0:07:01\n",
            "SMA Length: 3720.240\n",
            "SMA Reward: -19.940\n",
            "SMA Loss: 0.314\n",
            "Max reward: -16.0\n",
            "---------- 1952500 / 2000000.0 ----------\n",
            "Num Games: 2172\n",
            "Num Frames: 1952499\n",
            "FPS: 113\n",
            "ETA: 0:06:59\n",
            "SMA Length: 3720.240\n",
            "SMA Reward: -19.940\n",
            "SMA Loss: 0.319\n",
            "Max reward: -16.0\n",
            "---------- 1952750 / 2000000.0 ----------\n",
            "Num Games: 2172\n",
            "Num Frames: 1952749\n",
            "FPS: 113\n",
            "ETA: 0:06:57\n",
            "SMA Length: 3720.240\n",
            "SMA Reward: -19.940\n",
            "SMA Loss: 0.311\n",
            "Max reward: -16.0\n",
            "---------- 1953000 / 2000000.0 ----------\n",
            "Num Games: 2172\n",
            "Num Frames: 1952999\n",
            "FPS: 113\n",
            "ETA: 0:06:54\n",
            "SMA Length: 3720.240\n",
            "SMA Reward: -19.940\n",
            "SMA Loss: 0.314\n",
            "Max reward: -16.0\n",
            "---------- 1953250 / 2000000.0 ----------\n",
            "Num Games: 2173\n",
            "Num Frames: 1953249\n",
            "FPS: 113\n",
            "ETA: 0:06:52\n",
            "SMA Length: 3732.720\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.288\n",
            "Max reward: -16.0\n",
            "---------- 1953500 / 2000000.0 ----------\n",
            "Num Games: 2173\n",
            "Num Frames: 1953499\n",
            "FPS: 113\n",
            "ETA: 0:06:50\n",
            "SMA Length: 3732.720\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.307\n",
            "Max reward: -16.0\n",
            "---------- 1953750 / 2000000.0 ----------\n",
            "Num Games: 2173\n",
            "Num Frames: 1953749\n",
            "FPS: 113\n",
            "ETA: 0:06:48\n",
            "SMA Length: 3732.720\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.286\n",
            "Max reward: -16.0\n",
            "---------- 1954000 / 2000000.0 ----------\n",
            "Num Games: 2173\n",
            "Num Frames: 1953999\n",
            "FPS: 113\n",
            "ETA: 0:06:46\n",
            "SMA Length: 3732.720\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.374\n",
            "Max reward: -16.0\n",
            "---------- 1954250 / 2000000.0 ----------\n",
            "Num Games: 2173\n",
            "Num Frames: 1954249\n",
            "FPS: 113\n",
            "ETA: 0:06:43\n",
            "SMA Length: 3732.720\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.351\n",
            "Max reward: -16.0\n",
            "---------- 1954500 / 2000000.0 ----------\n",
            "Num Games: 2174\n",
            "Num Frames: 1954499\n",
            "FPS: 113\n",
            "ETA: 0:06:41\n",
            "SMA Length: 3745.040\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.329\n",
            "Max reward: -16.0\n",
            "---------- 1954750 / 2000000.0 ----------\n",
            "Num Games: 2174\n",
            "Num Frames: 1954749\n",
            "FPS: 113\n",
            "ETA: 0:06:39\n",
            "SMA Length: 3745.040\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.334\n",
            "Max reward: -16.0\n",
            "---------- 1955000 / 2000000.0 ----------\n",
            "Num Games: 2174\n",
            "Num Frames: 1954999\n",
            "FPS: 113\n",
            "ETA: 0:06:37\n",
            "SMA Length: 3745.040\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.349\n",
            "Max reward: -16.0\n",
            "---------- 1955250 / 2000000.0 ----------\n",
            "Num Games: 2175\n",
            "Num Frames: 1955249\n",
            "FPS: 113\n",
            "ETA: 0:06:35\n",
            "SMA Length: 3743.280\n",
            "SMA Reward: -19.940\n",
            "SMA Loss: 0.327\n",
            "Max reward: -16.0\n",
            "---------- 1955500 / 2000000.0 ----------\n",
            "Num Games: 2175\n",
            "Num Frames: 1955499\n",
            "FPS: 113\n",
            "ETA: 0:06:32\n",
            "SMA Length: 3743.280\n",
            "SMA Reward: -19.940\n",
            "SMA Loss: 0.341\n",
            "Max reward: -16.0\n",
            "---------- 1955750 / 2000000.0 ----------\n",
            "Num Games: 2175\n",
            "Num Frames: 1955749\n",
            "FPS: 113\n",
            "ETA: 0:06:30\n",
            "SMA Length: 3743.280\n",
            "SMA Reward: -19.940\n",
            "SMA Loss: 0.400\n",
            "Max reward: -16.0\n",
            "---------- 1956000 / 2000000.0 ----------\n",
            "Num Games: 2175\n",
            "Num Frames: 1955999\n",
            "FPS: 113\n",
            "ETA: 0:06:28\n",
            "SMA Length: 3743.280\n",
            "SMA Reward: -19.940\n",
            "SMA Loss: 0.321\n",
            "Max reward: -16.0\n",
            "---------- 1956250 / 2000000.0 ----------\n",
            "Num Games: 2176\n",
            "Num Frames: 1956249\n",
            "FPS: 113\n",
            "ETA: 0:06:26\n",
            "SMA Length: 3750.760\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.272\n",
            "Max reward: -16.0\n",
            "---------- 1956500 / 2000000.0 ----------\n",
            "Num Games: 2176\n",
            "Num Frames: 1956499\n",
            "FPS: 113\n",
            "ETA: 0:06:23\n",
            "SMA Length: 3750.760\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.337\n",
            "Max reward: -16.0\n",
            "---------- 1956750 / 2000000.0 ----------\n",
            "Num Games: 2176\n",
            "Num Frames: 1956749\n",
            "FPS: 113\n",
            "ETA: 0:06:21\n",
            "SMA Length: 3750.760\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.337\n",
            "Max reward: -16.0\n",
            "---------- 1957000 / 2000000.0 ----------\n",
            "Num Games: 2177\n",
            "Num Frames: 1956999\n",
            "FPS: 113\n",
            "ETA: 0:06:19\n",
            "SMA Length: 3753.000\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.274\n",
            "Max reward: -16.0\n",
            "---------- 1957250 / 2000000.0 ----------\n",
            "Num Games: 2177\n",
            "Num Frames: 1957249\n",
            "FPS: 113\n",
            "ETA: 0:06:17\n",
            "SMA Length: 3753.000\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.322\n",
            "Max reward: -16.0\n",
            "---------- 1957500 / 2000000.0 ----------\n",
            "Num Games: 2177\n",
            "Num Frames: 1957499\n",
            "FPS: 113\n",
            "ETA: 0:06:15\n",
            "SMA Length: 3753.000\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.415\n",
            "Max reward: -16.0\n",
            "---------- 1957750 / 2000000.0 ----------\n",
            "Num Games: 2177\n",
            "Num Frames: 1957749\n",
            "FPS: 113\n",
            "ETA: 0:06:12\n",
            "SMA Length: 3753.000\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.364\n",
            "Max reward: -16.0\n",
            "---------- 1958000 / 2000000.0 ----------\n",
            "Num Games: 2178\n",
            "Num Frames: 1957999\n",
            "FPS: 113\n",
            "ETA: 0:06:10\n",
            "SMA Length: 3772.620\n",
            "SMA Reward: -19.880\n",
            "SMA Loss: 0.310\n",
            "Max reward: -16.0\n",
            "---------- 1958250 / 2000000.0 ----------\n",
            "Num Games: 2178\n",
            "Num Frames: 1958249\n",
            "FPS: 113\n",
            "ETA: 0:06:08\n",
            "SMA Length: 3772.620\n",
            "SMA Reward: -19.880\n",
            "SMA Loss: 0.355\n",
            "Max reward: -16.0\n",
            "---------- 1958500 / 2000000.0 ----------\n",
            "Num Games: 2178\n",
            "Num Frames: 1958499\n",
            "FPS: 113\n",
            "ETA: 0:06:06\n",
            "SMA Length: 3772.620\n",
            "SMA Reward: -19.880\n",
            "SMA Loss: 0.379\n",
            "Max reward: -16.0\n",
            "---------- 1958750 / 2000000.0 ----------\n",
            "Num Games: 2178\n",
            "Num Frames: 1958749\n",
            "FPS: 113\n",
            "ETA: 0:06:04\n",
            "SMA Length: 3772.620\n",
            "SMA Reward: -19.880\n",
            "SMA Loss: 0.365\n",
            "Max reward: -16.0\n",
            "---------- 1959000 / 2000000.0 ----------\n",
            "Num Games: 2179\n",
            "Num Frames: 1958999\n",
            "FPS: 113\n",
            "ETA: 0:06:01\n",
            "SMA Length: 3754.700\n",
            "SMA Reward: -19.900\n",
            "SMA Loss: 0.312\n",
            "Max reward: -16.0\n",
            "---------- 1959250 / 2000000.0 ----------\n",
            "Num Games: 2179\n",
            "Num Frames: 1959249\n",
            "FPS: 113\n",
            "ETA: 0:05:59\n",
            "SMA Length: 3754.700\n",
            "SMA Reward: -19.900\n",
            "SMA Loss: 0.336\n",
            "Max reward: -16.0\n",
            "---------- 1959500 / 2000000.0 ----------\n",
            "Num Games: 2179\n",
            "Num Frames: 1959499\n",
            "FPS: 113\n",
            "ETA: 0:05:57\n",
            "SMA Length: 3754.700\n",
            "SMA Reward: -19.900\n",
            "SMA Loss: 0.314\n",
            "Max reward: -16.0\n",
            "---------- 1959750 / 2000000.0 ----------\n",
            "Num Games: 2180\n",
            "Num Frames: 1959749\n",
            "FPS: 113\n",
            "ETA: 0:05:55\n",
            "SMA Length: 3748.120\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.263\n",
            "Max reward: -16.0\n",
            "---------- 1960000 / 2000000.0 ----------\n",
            "Num Games: 2180\n",
            "Num Frames: 1959999\n",
            "FPS: 113\n",
            "ETA: 0:05:53\n",
            "SMA Length: 3748.120\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.325\n",
            "Max reward: -16.0\n",
            "---------- 1960250 / 2000000.0 ----------\n",
            "Num Games: 2180\n",
            "Num Frames: 1960249\n",
            "FPS: 113\n",
            "ETA: 0:05:50\n",
            "SMA Length: 3748.120\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.442\n",
            "Max reward: -16.0\n",
            "---------- 1960500 / 2000000.0 ----------\n",
            "Num Games: 2181\n",
            "Num Frames: 1960499\n",
            "FPS: 113\n",
            "ETA: 0:05:48\n",
            "SMA Length: 3748.080\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.358\n",
            "Max reward: -16.0\n",
            "---------- 1960750 / 2000000.0 ----------\n",
            "Num Games: 2181\n",
            "Num Frames: 1960749\n",
            "FPS: 113\n",
            "ETA: 0:05:46\n",
            "SMA Length: 3748.080\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.361\n",
            "Max reward: -16.0\n",
            "---------- 1961000 / 2000000.0 ----------\n",
            "Num Games: 2181\n",
            "Num Frames: 1960999\n",
            "FPS: 113\n",
            "ETA: 0:05:44\n",
            "SMA Length: 3748.080\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.387\n",
            "Max reward: -16.0\n",
            "---------- 1961250 / 2000000.0 ----------\n",
            "Num Games: 2181\n",
            "Num Frames: 1961249\n",
            "FPS: 113\n",
            "ETA: 0:05:42\n",
            "SMA Length: 3748.080\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.399\n",
            "Max reward: -16.0\n",
            "---------- 1961500 / 2000000.0 ----------\n",
            "Num Games: 2181\n",
            "Num Frames: 1961499\n",
            "FPS: 113\n",
            "ETA: 0:05:39\n",
            "SMA Length: 3748.080\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.391\n",
            "Max reward: -16.0\n",
            "---------- 1961750 / 2000000.0 ----------\n",
            "Num Games: 2182\n",
            "Num Frames: 1961749\n",
            "FPS: 113\n",
            "ETA: 0:05:37\n",
            "SMA Length: 3752.300\n",
            "SMA Reward: -19.940\n",
            "SMA Loss: 0.338\n",
            "Max reward: -16.0\n",
            "---------- 1962000 / 2000000.0 ----------\n",
            "Num Games: 2182\n",
            "Num Frames: 1961999\n",
            "FPS: 113\n",
            "ETA: 0:05:35\n",
            "SMA Length: 3752.300\n",
            "SMA Reward: -19.940\n",
            "SMA Loss: 0.372\n",
            "Max reward: -16.0\n",
            "---------- 1962250 / 2000000.0 ----------\n",
            "Num Games: 2182\n",
            "Num Frames: 1962249\n",
            "FPS: 113\n",
            "ETA: 0:05:33\n",
            "SMA Length: 3752.300\n",
            "SMA Reward: -19.940\n",
            "SMA Loss: 0.378\n",
            "Max reward: -16.0\n",
            "---------- 1962500 / 2000000.0 ----------\n",
            "Num Games: 2183\n",
            "Num Frames: 1962499\n",
            "FPS: 113\n",
            "ETA: 0:05:31\n",
            "SMA Length: 3759.900\n",
            "SMA Reward: -19.900\n",
            "SMA Loss: 0.319\n",
            "Max reward: -16.0\n",
            "---------- 1962750 / 2000000.0 ----------\n",
            "Num Games: 2183\n",
            "Num Frames: 1962749\n",
            "FPS: 113\n",
            "ETA: 0:05:28\n",
            "SMA Length: 3759.900\n",
            "SMA Reward: -19.900\n",
            "SMA Loss: 0.320\n",
            "Max reward: -16.0\n",
            "---------- 1963000 / 2000000.0 ----------\n",
            "Num Games: 2183\n",
            "Num Frames: 1962999\n",
            "FPS: 113\n",
            "ETA: 0:05:26\n",
            "SMA Length: 3759.900\n",
            "SMA Reward: -19.900\n",
            "SMA Loss: 0.443\n",
            "Max reward: -16.0\n",
            "---------- 1963250 / 2000000.0 ----------\n",
            "Num Games: 2183\n",
            "Num Frames: 1963249\n",
            "FPS: 113\n",
            "ETA: 0:05:24\n",
            "SMA Length: 3759.900\n",
            "SMA Reward: -19.900\n",
            "SMA Loss: 0.341\n",
            "Max reward: -16.0\n",
            "---------- 1963500 / 2000000.0 ----------\n",
            "Num Games: 2184\n",
            "Num Frames: 1963499\n",
            "FPS: 113\n",
            "ETA: 0:05:22\n",
            "SMA Length: 3755.560\n",
            "SMA Reward: -19.900\n",
            "SMA Loss: 0.359\n",
            "Max reward: -16.0\n",
            "---------- 1963750 / 2000000.0 ----------\n",
            "Num Games: 2184\n",
            "Num Frames: 1963749\n",
            "FPS: 113\n",
            "ETA: 0:05:20\n",
            "SMA Length: 3755.560\n",
            "SMA Reward: -19.900\n",
            "SMA Loss: 0.404\n",
            "Max reward: -16.0\n",
            "---------- 1964000 / 2000000.0 ----------\n",
            "Num Games: 2184\n",
            "Num Frames: 1963999\n",
            "FPS: 113\n",
            "ETA: 0:05:17\n",
            "SMA Length: 3755.560\n",
            "SMA Reward: -19.900\n",
            "SMA Loss: 0.350\n",
            "Max reward: -16.0\n",
            "---------- 1964250 / 2000000.0 ----------\n",
            "Num Games: 2185\n",
            "Num Frames: 1964249\n",
            "FPS: 113\n",
            "ETA: 0:05:15\n",
            "SMA Length: 3755.680\n",
            "SMA Reward: -19.900\n",
            "SMA Loss: 0.423\n",
            "Max reward: -16.0\n",
            "---------- 1964500 / 2000000.0 ----------\n",
            "Num Games: 2185\n",
            "Num Frames: 1964499\n",
            "FPS: 113\n",
            "ETA: 0:05:13\n",
            "SMA Length: 3755.680\n",
            "SMA Reward: -19.900\n",
            "SMA Loss: 0.374\n",
            "Max reward: -16.0\n",
            "---------- 1964750 / 2000000.0 ----------\n",
            "Num Games: 2185\n",
            "Num Frames: 1964749\n",
            "FPS: 113\n",
            "ETA: 0:05:11\n",
            "SMA Length: 3755.680\n",
            "SMA Reward: -19.900\n",
            "SMA Loss: 0.341\n",
            "Max reward: -16.0\n",
            "---------- 1965000 / 2000000.0 ----------\n",
            "Num Games: 2185\n",
            "Num Frames: 1964999\n",
            "FPS: 113\n",
            "ETA: 0:05:08\n",
            "SMA Length: 3755.680\n",
            "SMA Reward: -19.900\n",
            "SMA Loss: 0.294\n",
            "Max reward: -16.0\n",
            "---------- 1965250 / 2000000.0 ----------\n",
            "Num Games: 2186\n",
            "Num Frames: 1965249\n",
            "FPS: 113\n",
            "ETA: 0:05:06\n",
            "SMA Length: 3752.380\n",
            "SMA Reward: -19.860\n",
            "SMA Loss: 0.289\n",
            "Max reward: -16.0\n",
            "---------- 1965500 / 2000000.0 ----------\n",
            "Num Games: 2186\n",
            "Num Frames: 1965499\n",
            "FPS: 113\n",
            "ETA: 0:05:04\n",
            "SMA Length: 3752.380\n",
            "SMA Reward: -19.860\n",
            "SMA Loss: 0.354\n",
            "Max reward: -16.0\n",
            "---------- 1965750 / 2000000.0 ----------\n",
            "Num Games: 2186\n",
            "Num Frames: 1965749\n",
            "FPS: 113\n",
            "ETA: 0:05:02\n",
            "SMA Length: 3752.380\n",
            "SMA Reward: -19.860\n",
            "SMA Loss: 0.372\n",
            "Max reward: -16.0\n",
            "---------- 1966000 / 2000000.0 ----------\n",
            "Num Games: 2186\n",
            "Num Frames: 1965999\n",
            "FPS: 113\n",
            "ETA: 0:05:00\n",
            "SMA Length: 3752.380\n",
            "SMA Reward: -19.860\n",
            "SMA Loss: 0.422\n",
            "Max reward: -16.0\n",
            "---------- 1966250 / 2000000.0 ----------\n",
            "Num Games: 2187\n",
            "Num Frames: 1966249\n",
            "FPS: 113\n",
            "ETA: 0:04:57\n",
            "SMA Length: 3764.220\n",
            "SMA Reward: -19.860\n",
            "SMA Loss: 0.280\n",
            "Max reward: -16.0\n",
            "---------- 1966500 / 2000000.0 ----------\n",
            "Num Games: 2187\n",
            "Num Frames: 1966499\n",
            "FPS: 113\n",
            "ETA: 0:04:55\n",
            "SMA Length: 3764.220\n",
            "SMA Reward: -19.860\n",
            "SMA Loss: 0.369\n",
            "Max reward: -16.0\n",
            "---------- 1966750 / 2000000.0 ----------\n",
            "Num Games: 2187\n",
            "Num Frames: 1966749\n",
            "FPS: 113\n",
            "ETA: 0:04:53\n",
            "SMA Length: 3764.220\n",
            "SMA Reward: -19.860\n",
            "SMA Loss: 0.377\n",
            "Max reward: -16.0\n",
            "---------- 1967000 / 2000000.0 ----------\n",
            "Num Games: 2187\n",
            "Num Frames: 1966999\n",
            "FPS: 113\n",
            "ETA: 0:04:51\n",
            "SMA Length: 3764.220\n",
            "SMA Reward: -19.860\n",
            "SMA Loss: 0.302\n",
            "Max reward: -16.0\n",
            "---------- 1967250 / 2000000.0 ----------\n",
            "Num Games: 2188\n",
            "Num Frames: 1967249\n",
            "FPS: 113\n",
            "ETA: 0:04:49\n",
            "SMA Length: 3768.120\n",
            "SMA Reward: -19.880\n",
            "SMA Loss: 0.326\n",
            "Max reward: -16.0\n",
            "---------- 1967500 / 2000000.0 ----------\n",
            "Num Games: 2188\n",
            "Num Frames: 1967499\n",
            "FPS: 113\n",
            "ETA: 0:04:46\n",
            "SMA Length: 3768.120\n",
            "SMA Reward: -19.880\n",
            "SMA Loss: 0.340\n",
            "Max reward: -16.0\n",
            "---------- 1967750 / 2000000.0 ----------\n",
            "Num Games: 2188\n",
            "Num Frames: 1967749\n",
            "FPS: 113\n",
            "ETA: 0:04:44\n",
            "SMA Length: 3768.120\n",
            "SMA Reward: -19.880\n",
            "SMA Loss: 0.299\n",
            "Max reward: -16.0\n",
            "---------- 1968000 / 2000000.0 ----------\n",
            "Num Games: 2189\n",
            "Num Frames: 1967999\n",
            "FPS: 113\n",
            "ETA: 0:04:42\n",
            "SMA Length: 3772.940\n",
            "SMA Reward: -19.900\n",
            "SMA Loss: 0.394\n",
            "Max reward: -16.0\n",
            "---------- 1968250 / 2000000.0 ----------\n",
            "Num Games: 2189\n",
            "Num Frames: 1968249\n",
            "FPS: 113\n",
            "ETA: 0:04:40\n",
            "SMA Length: 3772.940\n",
            "SMA Reward: -19.900\n",
            "SMA Loss: 0.305\n",
            "Max reward: -16.0\n",
            "---------- 1968500 / 2000000.0 ----------\n",
            "Num Games: 2189\n",
            "Num Frames: 1968499\n",
            "FPS: 113\n",
            "ETA: 0:04:38\n",
            "SMA Length: 3772.940\n",
            "SMA Reward: -19.900\n",
            "SMA Loss: 0.366\n",
            "Max reward: -16.0\n",
            "---------- 1968750 / 2000000.0 ----------\n",
            "Num Games: 2189\n",
            "Num Frames: 1968749\n",
            "FPS: 113\n",
            "ETA: 0:04:35\n",
            "SMA Length: 3772.940\n",
            "SMA Reward: -19.900\n",
            "SMA Loss: 0.361\n",
            "Max reward: -16.0\n",
            "---------- 1969000 / 2000000.0 ----------\n",
            "Num Games: 2190\n",
            "Num Frames: 1968999\n",
            "FPS: 113\n",
            "ETA: 0:04:33\n",
            "SMA Length: 3776.420\n",
            "SMA Reward: -19.840\n",
            "SMA Loss: 0.246\n",
            "Max reward: -16.0\n",
            "---------- 1969250 / 2000000.0 ----------\n",
            "Num Games: 2190\n",
            "Num Frames: 1969249\n",
            "FPS: 113\n",
            "ETA: 0:04:31\n",
            "SMA Length: 3776.420\n",
            "SMA Reward: -19.840\n",
            "SMA Loss: 0.376\n",
            "Max reward: -16.0\n",
            "---------- 1969500 / 2000000.0 ----------\n",
            "Num Games: 2190\n",
            "Num Frames: 1969499\n",
            "FPS: 113\n",
            "ETA: 0:04:29\n",
            "SMA Length: 3776.420\n",
            "SMA Reward: -19.840\n",
            "SMA Loss: 0.373\n",
            "Max reward: -16.0\n",
            "---------- 1969750 / 2000000.0 ----------\n",
            "Num Games: 2190\n",
            "Num Frames: 1969749\n",
            "FPS: 113\n",
            "ETA: 0:04:27\n",
            "SMA Length: 3776.420\n",
            "SMA Reward: -19.840\n",
            "SMA Loss: 0.347\n",
            "Max reward: -16.0\n",
            "---------- 1970000 / 2000000.0 ----------\n",
            "Num Games: 2191\n",
            "Num Frames: 1969999\n",
            "FPS: 113\n",
            "ETA: 0:04:24\n",
            "SMA Length: 3770.200\n",
            "SMA Reward: -19.860\n",
            "SMA Loss: 0.286\n",
            "Max reward: -16.0\n",
            "---------- 1970250 / 2000000.0 ----------\n",
            "Num Games: 2191\n",
            "Num Frames: 1970249\n",
            "FPS: 113\n",
            "ETA: 0:04:22\n",
            "SMA Length: 3770.200\n",
            "SMA Reward: -19.860\n",
            "SMA Loss: 0.439\n",
            "Max reward: -16.0\n",
            "---------- 1970500 / 2000000.0 ----------\n",
            "Num Games: 2191\n",
            "Num Frames: 1970499\n",
            "FPS: 113\n",
            "ETA: 0:04:20\n",
            "SMA Length: 3770.200\n",
            "SMA Reward: -19.860\n",
            "SMA Loss: 0.375\n",
            "Max reward: -16.0\n",
            "---------- 1970750 / 2000000.0 ----------\n",
            "Num Games: 2192\n",
            "Num Frames: 1970749\n",
            "FPS: 113\n",
            "ETA: 0:04:18\n",
            "SMA Length: 3772.760\n",
            "SMA Reward: -19.860\n",
            "SMA Loss: 0.412\n",
            "Max reward: -16.0\n",
            "---------- 1971000 / 2000000.0 ----------\n",
            "Num Games: 2192\n",
            "Num Frames: 1970999\n",
            "FPS: 113\n",
            "ETA: 0:04:16\n",
            "SMA Length: 3772.760\n",
            "SMA Reward: -19.860\n",
            "SMA Loss: 0.405\n",
            "Max reward: -16.0\n",
            "---------- 1971250 / 2000000.0 ----------\n",
            "Num Games: 2192\n",
            "Num Frames: 1971249\n",
            "FPS: 113\n",
            "ETA: 0:04:13\n",
            "SMA Length: 3772.760\n",
            "SMA Reward: -19.860\n",
            "SMA Loss: 0.395\n",
            "Max reward: -16.0\n",
            "---------- 1971500 / 2000000.0 ----------\n",
            "Num Games: 2192\n",
            "Num Frames: 1971499\n",
            "FPS: 113\n",
            "ETA: 0:04:11\n",
            "SMA Length: 3772.760\n",
            "SMA Reward: -19.860\n",
            "SMA Loss: 0.351\n",
            "Max reward: -16.0\n",
            "---------- 1971750 / 2000000.0 ----------\n",
            "Num Games: 2193\n",
            "Num Frames: 1971749\n",
            "FPS: 113\n",
            "ETA: 0:04:09\n",
            "SMA Length: 3774.540\n",
            "SMA Reward: -19.880\n",
            "SMA Loss: 0.299\n",
            "Max reward: -16.0\n",
            "---------- 1972000 / 2000000.0 ----------\n",
            "Num Games: 2193\n",
            "Num Frames: 1971999\n",
            "FPS: 113\n",
            "ETA: 0:04:07\n",
            "SMA Length: 3774.540\n",
            "SMA Reward: -19.880\n",
            "SMA Loss: 0.387\n",
            "Max reward: -16.0\n",
            "---------- 1972250 / 2000000.0 ----------\n",
            "Num Games: 2193\n",
            "Num Frames: 1972249\n",
            "FPS: 113\n",
            "ETA: 0:04:04\n",
            "SMA Length: 3774.540\n",
            "SMA Reward: -19.880\n",
            "SMA Loss: 0.307\n",
            "Max reward: -16.0\n",
            "---------- 1972500 / 2000000.0 ----------\n",
            "Num Games: 2193\n",
            "Num Frames: 1972499\n",
            "FPS: 113\n",
            "ETA: 0:04:02\n",
            "SMA Length: 3774.540\n",
            "SMA Reward: -19.880\n",
            "SMA Loss: 0.343\n",
            "Max reward: -16.0\n",
            "---------- 1972750 / 2000000.0 ----------\n",
            "Num Games: 2194\n",
            "Num Frames: 1972749\n",
            "FPS: 113\n",
            "ETA: 0:04:00\n",
            "SMA Length: 3759.980\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.373\n",
            "Max reward: -16.0\n",
            "---------- 1973000 / 2000000.0 ----------\n",
            "Num Games: 2194\n",
            "Num Frames: 1972999\n",
            "FPS: 113\n",
            "ETA: 0:03:58\n",
            "SMA Length: 3759.980\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.282\n",
            "Max reward: -16.0\n",
            "---------- 1973250 / 2000000.0 ----------\n",
            "Num Games: 2194\n",
            "Num Frames: 1973249\n",
            "FPS: 113\n",
            "ETA: 0:03:56\n",
            "SMA Length: 3759.980\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.334\n",
            "Max reward: -16.0\n",
            "---------- 1973500 / 2000000.0 ----------\n",
            "Num Games: 2195\n",
            "Num Frames: 1973499\n",
            "FPS: 113\n",
            "ETA: 0:03:53\n",
            "SMA Length: 3754.380\n",
            "SMA Reward: -19.940\n",
            "SMA Loss: 0.320\n",
            "Max reward: -16.0\n",
            "---------- 1973750 / 2000000.0 ----------\n",
            "Num Games: 2195\n",
            "Num Frames: 1973749\n",
            "FPS: 113\n",
            "ETA: 0:03:51\n",
            "SMA Length: 3754.380\n",
            "SMA Reward: -19.940\n",
            "SMA Loss: 0.272\n",
            "Max reward: -16.0\n",
            "---------- 1974000 / 2000000.0 ----------\n",
            "Num Games: 2195\n",
            "Num Frames: 1973999\n",
            "FPS: 113\n",
            "ETA: 0:03:49\n",
            "SMA Length: 3754.380\n",
            "SMA Reward: -19.940\n",
            "SMA Loss: 0.355\n",
            "Max reward: -16.0\n",
            "---------- 1974250 / 2000000.0 ----------\n",
            "Num Games: 2195\n",
            "Num Frames: 1974249\n",
            "FPS: 113\n",
            "ETA: 0:03:47\n",
            "SMA Length: 3754.380\n",
            "SMA Reward: -19.940\n",
            "SMA Loss: 0.351\n",
            "Max reward: -16.0\n",
            "---------- 1974500 / 2000000.0 ----------\n",
            "Num Games: 2196\n",
            "Num Frames: 1974499\n",
            "FPS: 113\n",
            "ETA: 0:03:45\n",
            "SMA Length: 3765.740\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.332\n",
            "Max reward: -16.0\n",
            "---------- 1974750 / 2000000.0 ----------\n",
            "Num Games: 2196\n",
            "Num Frames: 1974749\n",
            "FPS: 113\n",
            "ETA: 0:03:42\n",
            "SMA Length: 3765.740\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.289\n",
            "Max reward: -16.0\n",
            "---------- 1975000 / 2000000.0 ----------\n",
            "Num Games: 2196\n",
            "Num Frames: 1974999\n",
            "FPS: 113\n",
            "ETA: 0:03:40\n",
            "SMA Length: 3765.740\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.351\n",
            "Max reward: -16.0\n",
            "---------- 1975250 / 2000000.0 ----------\n",
            "Num Games: 2196\n",
            "Num Frames: 1975249\n",
            "FPS: 113\n",
            "ETA: 0:03:38\n",
            "SMA Length: 3765.740\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.356\n",
            "Max reward: -16.0\n",
            "---------- 1975500 / 2000000.0 ----------\n",
            "Num Games: 2197\n",
            "Num Frames: 1975499\n",
            "FPS: 113\n",
            "ETA: 0:03:36\n",
            "SMA Length: 3760.260\n",
            "SMA Reward: -19.900\n",
            "SMA Loss: 0.288\n",
            "Max reward: -16.0\n",
            "---------- 1975750 / 2000000.0 ----------\n",
            "Num Games: 2197\n",
            "Num Frames: 1975749\n",
            "FPS: 113\n",
            "ETA: 0:03:34\n",
            "SMA Length: 3760.260\n",
            "SMA Reward: -19.900\n",
            "SMA Loss: 0.314\n",
            "Max reward: -16.0\n",
            "---------- 1976000 / 2000000.0 ----------\n",
            "Num Games: 2197\n",
            "Num Frames: 1975999\n",
            "FPS: 113\n",
            "ETA: 0:03:31\n",
            "SMA Length: 3760.260\n",
            "SMA Reward: -19.900\n",
            "SMA Loss: 0.315\n",
            "Max reward: -16.0\n",
            "---------- 1976250 / 2000000.0 ----------\n",
            "Num Games: 2197\n",
            "Num Frames: 1976249\n",
            "FPS: 113\n",
            "ETA: 0:03:29\n",
            "SMA Length: 3760.260\n",
            "SMA Reward: -19.900\n",
            "SMA Loss: 0.333\n",
            "Max reward: -16.0\n",
            "---------- 1976500 / 2000000.0 ----------\n",
            "Num Games: 2198\n",
            "Num Frames: 1976499\n",
            "FPS: 113\n",
            "ETA: 0:03:27\n",
            "SMA Length: 3750.300\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.251\n",
            "Max reward: -16.0\n",
            "---------- 1976750 / 2000000.0 ----------\n",
            "Num Games: 2198\n",
            "Num Frames: 1976749\n",
            "FPS: 113\n",
            "ETA: 0:03:25\n",
            "SMA Length: 3750.300\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.269\n",
            "Max reward: -16.0\n",
            "---------- 1977000 / 2000000.0 ----------\n",
            "Num Games: 2198\n",
            "Num Frames: 1976999\n",
            "FPS: 113\n",
            "ETA: 0:03:23\n",
            "SMA Length: 3750.300\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.286\n",
            "Max reward: -16.0\n",
            "---------- 1977250 / 2000000.0 ----------\n",
            "Num Games: 2199\n",
            "Num Frames: 1977249\n",
            "FPS: 113\n",
            "ETA: 0:03:20\n",
            "SMA Length: 3741.660\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.308\n",
            "Max reward: -16.0\n",
            "---------- 1977500 / 2000000.0 ----------\n",
            "Num Games: 2199\n",
            "Num Frames: 1977499\n",
            "FPS: 113\n",
            "ETA: 0:03:18\n",
            "SMA Length: 3741.660\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.255\n",
            "Max reward: -16.0\n",
            "---------- 1977750 / 2000000.0 ----------\n",
            "Num Games: 2199\n",
            "Num Frames: 1977749\n",
            "FPS: 113\n",
            "ETA: 0:03:16\n",
            "SMA Length: 3741.660\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.355\n",
            "Max reward: -16.0\n",
            "---------- 1978000 / 2000000.0 ----------\n",
            "Num Games: 2199\n",
            "Num Frames: 1977999\n",
            "FPS: 113\n",
            "ETA: 0:03:14\n",
            "SMA Length: 3741.660\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.343\n",
            "Max reward: -16.0\n",
            "---------- 1978250 / 2000000.0 ----------\n",
            "Num Games: 2200\n",
            "Num Frames: 1978249\n",
            "FPS: 113\n",
            "ETA: 0:03:12\n",
            "SMA Length: 3739.220\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.338\n",
            "Max reward: -16.0\n",
            "---------- 1978500 / 2000000.0 ----------\n",
            "Num Games: 2200\n",
            "Num Frames: 1978499\n",
            "FPS: 113\n",
            "ETA: 0:03:09\n",
            "SMA Length: 3739.220\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.325\n",
            "Max reward: -16.0\n",
            "---------- 1978750 / 2000000.0 ----------\n",
            "Num Games: 2200\n",
            "Num Frames: 1978749\n",
            "FPS: 113\n",
            "ETA: 0:03:07\n",
            "SMA Length: 3739.220\n",
            "SMA Reward: -19.920\n",
            "SMA Loss: 0.253\n",
            "Max reward: -16.0\n",
            "---------- 1979000 / 2000000.0 ----------\n",
            "Num Games: 2201\n",
            "Num Frames: 1978999\n",
            "FPS: 113\n",
            "ETA: 0:03:05\n",
            "SMA Length: 3727.000\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.277\n",
            "Max reward: -16.0\n",
            "---------- 1979250 / 2000000.0 ----------\n",
            "Num Games: 2201\n",
            "Num Frames: 1979249\n",
            "FPS: 113\n",
            "ETA: 0:03:03\n",
            "SMA Length: 3727.000\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.287\n",
            "Max reward: -16.0\n",
            "---------- 1979500 / 2000000.0 ----------\n",
            "Num Games: 2201\n",
            "Num Frames: 1979499\n",
            "FPS: 113\n",
            "ETA: 0:03:00\n",
            "SMA Length: 3727.000\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.263\n",
            "Max reward: -16.0\n",
            "---------- 1979750 / 2000000.0 ----------\n",
            "Num Games: 2201\n",
            "Num Frames: 1979749\n",
            "FPS: 113\n",
            "ETA: 0:02:58\n",
            "SMA Length: 3727.000\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.276\n",
            "Max reward: -16.0\n",
            "---------- 1980000 / 2000000.0 ----------\n",
            "Num Games: 2202\n",
            "Num Frames: 1979999\n",
            "FPS: 113\n",
            "ETA: 0:02:56\n",
            "SMA Length: 3708.980\n",
            "SMA Reward: -19.960\n",
            "SMA Loss: 0.305\n",
            "Max reward: -16.0\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wR4-HlyZkMtJ"
      },
      "source": [
        "checkpoint = {\n",
        "    'policy': policy.state_dict(),\n",
        "    'optim': optim.state_dict(),\n",
        "    'logger': logger\n",
        "}\n",
        "T.save(checkpoint, SAVE_DIR+ENV_NAME+'.final_checkpoint')"
      ],
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DvT4-AH1IP_K",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "1a719330-5c27-45d2-fc3b-777860503cbc"
      },
      "source": [
        "def plot_log(log, ylabel):\n",
        "    sns.set()\n",
        "\n",
        "    # compute rolling avg and std\n",
        "    df = pd.DataFrame(log, columns =['Steps', 'Iters', ylabel])\n",
        "    sma_y = df[ylabel].rolling(100).mean()\n",
        "    std_y = df[ylabel].rolling(100).std()\n",
        "    \n",
        "    # plot with seaborn\n",
        "    fig, ax = plt.subplots(figsize=(10,10))\n",
        "    ax.set_xlabel('Timesteps')\n",
        "    ax.set_ylabel(ylabel)\n",
        "    clrs = sns.color_palette(\"husl\", 8)\n",
        "\n",
        "    # fill standard deviation\n",
        "    ax.plot(df['Steps'], sma_y, label=ylabel, c=clrs[0])\n",
        "    ax.fill_between(df['Steps'], sma_y-std_y,  sma_y+std_y, \n",
        "                    alpha=0.3, facecolor=clrs[0]) \n",
        "    ax.legend(loc='upper left')\n",
        "    plt.savefig(SAVE_DIR+ENV_NAME+'.'+ylabel+'.plt.png', \n",
        "                dpi=300, pad_inches=0)\n",
        "    plt.show()\n",
        "\n",
        "plot_log(logger.log['ep_r'], 'Reward')\n",
        "plot_log(logger.log['ep_l'], 'Length')\n",
        "plot_log(logger.log['loss'], 'Loss')"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    }
  ]
}