Asteroids_SQIL_DDQN_Imitation.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Asteroids-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 = 'AsteroidsNoFrameskip-v4'\n",
        "DS_NAME = 'Asteroids'\n",
        "SAVE_DIR = 'gdrive/MyDrive/SQIL/Imitation/Asteroids'\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": "4ef69302-fbed-4d39-d71d-59d1ffe08f24"
      },
      "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": "8ae7f947-513d-4141-b8dc-89db8944d136"
      },
      "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: 0:23:08\n",
            "SMA Length: 2490.440\n",
            "SMA Reward: 422.800\n",
            "SMA Loss: 0.562\n",
            "Max reward: 3270.0\n",
            "---------- 1841500 / 2000000.0 ----------\n",
            "Num Games: 2391\n",
            "Num Frames: 1841499\n",
            "FPS: 114\n",
            "ETA: 0:23:06\n",
            "SMA Length: 2490.440\n",
            "SMA Reward: 422.800\n",
            "SMA Loss: 0.583\n",
            "Max reward: 3270.0\n",
            "---------- 1841750 / 2000000.0 ----------\n",
            "Num Games: 2391\n",
            "Num Frames: 1841749\n",
            "FPS: 114\n",
            "ETA: 0:23:03\n",
            "SMA Length: 2490.440\n",
            "SMA Reward: 422.800\n",
            "SMA Loss: 0.573\n",
            "Max reward: 3270.0\n",
            "---------- 1842000 / 2000000.0 ----------\n",
            "Num Games: 2392\n",
            "Num Frames: 1841999\n",
            "FPS: 114\n",
            "ETA: 0:23:01\n",
            "SMA Length: 2487.480\n",
            "SMA Reward: 422.800\n",
            "SMA Loss: 0.550\n",
            "Max reward: 3270.0\n",
            "---------- 1842250 / 2000000.0 ----------\n",
            "Num Games: 2392\n",
            "Num Frames: 1842249\n",
            "FPS: 114\n",
            "ETA: 0:22:59\n",
            "SMA Length: 2487.480\n",
            "SMA Reward: 422.800\n",
            "SMA Loss: 0.622\n",
            "Max reward: 3270.0\n",
            "---------- 1842500 / 2000000.0 ----------\n",
            "Num Games: 2393\n",
            "Num Frames: 1842499\n",
            "FPS: 114\n",
            "ETA: 0:22:57\n",
            "SMA Length: 2501.400\n",
            "SMA Reward: 425.800\n",
            "SMA Loss: 0.575\n",
            "Max reward: 3270.0\n",
            "---------- 1842750 / 2000000.0 ----------\n",
            "Num Games: 2393\n",
            "Num Frames: 1842749\n",
            "FPS: 114\n",
            "ETA: 0:22:55\n",
            "SMA Length: 2501.400\n",
            "SMA Reward: 425.800\n",
            "SMA Loss: 0.532\n",
            "Max reward: 3270.0\n",
            "---------- 1843000 / 2000000.0 ----------\n",
            "Num Games: 2393\n",
            "Num Frames: 1842999\n",
            "FPS: 114\n",
            "ETA: 0:22:52\n",
            "SMA Length: 2501.400\n",
            "SMA Reward: 425.800\n",
            "SMA Loss: 0.512\n",
            "Max reward: 3270.0\n",
            "---------- 1843250 / 2000000.0 ----------\n",
            "Num Games: 2394\n",
            "Num Frames: 1843249\n",
            "FPS: 114\n",
            "ETA: 0:22:50\n",
            "SMA Length: 2495.200\n",
            "SMA Reward: 424.800\n",
            "SMA Loss: 0.623\n",
            "Max reward: 3270.0\n",
            "---------- 1843500 / 2000000.0 ----------\n",
            "Num Games: 2395\n",
            "Num Frames: 1843499\n",
            "FPS: 114\n",
            "ETA: 0:22:48\n",
            "SMA Length: 2487.640\n",
            "SMA Reward: 425.400\n",
            "SMA Loss: 0.624\n",
            "Max reward: 3270.0\n",
            "---------- 1843750 / 2000000.0 ----------\n",
            "Num Games: 2395\n",
            "Num Frames: 1843749\n",
            "FPS: 114\n",
            "ETA: 0:22:46\n",
            "SMA Length: 2487.640\n",
            "SMA Reward: 425.400\n",
            "SMA Loss: 0.580\n",
            "Max reward: 3270.0\n",
            "---------- 1844000 / 2000000.0 ----------\n",
            "Num Games: 2395\n",
            "Num Frames: 1843999\n",
            "FPS: 114\n",
            "ETA: 0:22:44\n",
            "SMA Length: 2487.640\n",
            "SMA Reward: 425.400\n",
            "SMA Loss: 0.569\n",
            "Max reward: 3270.0\n",
            "---------- 1844250 / 2000000.0 ----------\n",
            "Num Games: 2396\n",
            "Num Frames: 1844249\n",
            "FPS: 114\n",
            "ETA: 0:22:42\n",
            "SMA Length: 2506.000\n",
            "SMA Reward: 425.800\n",
            "SMA Loss: 0.566\n",
            "Max reward: 3270.0\n",
            "---------- 1844500 / 2000000.0 ----------\n",
            "Num Games: 2396\n",
            "Num Frames: 1844499\n",
            "FPS: 114\n",
            "ETA: 0:22:39\n",
            "SMA Length: 2506.000\n",
            "SMA Reward: 425.800\n",
            "SMA Loss: 0.541\n",
            "Max reward: 3270.0\n",
            "---------- 1844750 / 2000000.0 ----------\n",
            "Num Games: 2396\n",
            "Num Frames: 1844749\n",
            "FPS: 114\n",
            "ETA: 0:22:37\n",
            "SMA Length: 2506.000\n",
            "SMA Reward: 425.800\n",
            "SMA Loss: 0.514\n",
            "Max reward: 3270.0\n",
            "---------- 1845000 / 2000000.0 ----------\n",
            "Num Games: 2397\n",
            "Num Frames: 1844999\n",
            "FPS: 114\n",
            "ETA: 0:22:35\n",
            "SMA Length: 2524.960\n",
            "SMA Reward: 419.400\n",
            "SMA Loss: 0.559\n",
            "Max reward: 3270.0\n",
            "---------- 1845250 / 2000000.0 ----------\n",
            "Num Games: 2397\n",
            "Num Frames: 1845249\n",
            "FPS: 114\n",
            "ETA: 0:22:33\n",
            "SMA Length: 2524.960\n",
            "SMA Reward: 419.400\n",
            "SMA Loss: 0.512\n",
            "Max reward: 3270.0\n",
            "---------- 1845500 / 2000000.0 ----------\n",
            "Num Games: 2398\n",
            "Num Frames: 1845499\n",
            "FPS: 114\n",
            "ETA: 0:22:31\n",
            "SMA Length: 2539.040\n",
            "SMA Reward: 418.800\n",
            "SMA Loss: 0.694\n",
            "Max reward: 3270.0\n",
            "---------- 1845750 / 2000000.0 ----------\n",
            "Num Games: 2398\n",
            "Num Frames: 1845749\n",
            "FPS: 114\n",
            "ETA: 0:22:28\n",
            "SMA Length: 2539.040\n",
            "SMA Reward: 418.800\n",
            "SMA Loss: 0.603\n",
            "Max reward: 3270.0\n",
            "---------- 1846000 / 2000000.0 ----------\n",
            "Num Games: 2398\n",
            "Num Frames: 1845999\n",
            "FPS: 114\n",
            "ETA: 0:22:26\n",
            "SMA Length: 2539.040\n",
            "SMA Reward: 418.800\n",
            "SMA Loss: 0.588\n",
            "Max reward: 3270.0\n",
            "---------- 1846250 / 2000000.0 ----------\n",
            "Num Games: 2398\n",
            "Num Frames: 1846249\n",
            "FPS: 114\n",
            "ETA: 0:22:24\n",
            "SMA Length: 2539.040\n",
            "SMA Reward: 418.800\n",
            "SMA Loss: 0.534\n",
            "Max reward: 3270.0\n",
            "---------- 1846500 / 2000000.0 ----------\n",
            "Num Games: 2399\n",
            "Num Frames: 1846499\n",
            "FPS: 114\n",
            "ETA: 0:22:22\n",
            "SMA Length: 2556.560\n",
            "SMA Reward: 418.800\n",
            "SMA Loss: 0.564\n",
            "Max reward: 3270.0\n",
            "---------- 1846750 / 2000000.0 ----------\n",
            "Num Games: 2399\n",
            "Num Frames: 1846749\n",
            "FPS: 114\n",
            "ETA: 0:22:20\n",
            "SMA Length: 2556.560\n",
            "SMA Reward: 418.800\n",
            "SMA Loss: 0.544\n",
            "Max reward: 3270.0\n",
            "---------- 1847000 / 2000000.0 ----------\n",
            "Num Games: 2399\n",
            "Num Frames: 1846999\n",
            "FPS: 114\n",
            "ETA: 0:22:18\n",
            "SMA Length: 2556.560\n",
            "SMA Reward: 418.800\n",
            "SMA Loss: 0.596\n",
            "Max reward: 3270.0\n",
            "---------- 1847250 / 2000000.0 ----------\n",
            "Num Games: 2399\n",
            "Num Frames: 1847249\n",
            "FPS: 114\n",
            "ETA: 0:22:15\n",
            "SMA Length: 2556.560\n",
            "SMA Reward: 418.800\n",
            "SMA Loss: 0.577\n",
            "Max reward: 3270.0\n",
            "---------- 1847500 / 2000000.0 ----------\n",
            "Num Games: 2399\n",
            "Num Frames: 1847499\n",
            "FPS: 114\n",
            "ETA: 0:22:13\n",
            "SMA Length: 2556.560\n",
            "SMA Reward: 418.800\n",
            "SMA Loss: 0.554\n",
            "Max reward: 3270.0\n",
            "---------- 1847750 / 2000000.0 ----------\n",
            "Num Games: 2399\n",
            "Num Frames: 1847749\n",
            "FPS: 114\n",
            "ETA: 0:22:11\n",
            "SMA Length: 2556.560\n",
            "SMA Reward: 418.800\n",
            "SMA Loss: 0.526\n",
            "Max reward: 3270.0\n",
            "---------- 1848000 / 2000000.0 ----------\n",
            "Num Games: 2400\n",
            "Num Frames: 1847999\n",
            "FPS: 114\n",
            "ETA: 0:22:09\n",
            "SMA Length: 2635.160\n",
            "SMA Reward: 437.800\n",
            "SMA Loss: 0.585\n",
            "Max reward: 3270.0\n",
            "---------- 1848250 / 2000000.0 ----------\n",
            "Num Games: 2401\n",
            "Num Frames: 1848249\n",
            "FPS: 114\n",
            "ETA: 0:22:07\n",
            "SMA Length: 2610.320\n",
            "SMA Reward: 427.400\n",
            "SMA Loss: 0.564\n",
            "Max reward: 3270.0\n",
            "---------- 1848500 / 2000000.0 ----------\n",
            "Num Games: 2401\n",
            "Num Frames: 1848499\n",
            "FPS: 114\n",
            "ETA: 0:22:04\n",
            "SMA Length: 2610.320\n",
            "SMA Reward: 427.400\n",
            "SMA Loss: 0.526\n",
            "Max reward: 3270.0\n",
            "---------- 1848750 / 2000000.0 ----------\n",
            "Num Games: 2401\n",
            "Num Frames: 1848749\n",
            "FPS: 114\n",
            "ETA: 0:22:02\n",
            "SMA Length: 2610.320\n",
            "SMA Reward: 427.400\n",
            "SMA Loss: 0.533\n",
            "Max reward: 3270.0\n",
            "---------- 1849000 / 2000000.0 ----------\n",
            "Num Games: 2402\n",
            "Num Frames: 1848999\n",
            "FPS: 114\n",
            "ETA: 0:22:00\n",
            "SMA Length: 2560.240\n",
            "SMA Reward: 424.800\n",
            "SMA Loss: 0.554\n",
            "Max reward: 3270.0\n",
            "---------- 1849250 / 2000000.0 ----------\n",
            "Num Games: 2402\n",
            "Num Frames: 1849249\n",
            "FPS: 114\n",
            "ETA: 0:21:58\n",
            "SMA Length: 2560.240\n",
            "SMA Reward: 424.800\n",
            "SMA Loss: 0.606\n",
            "Max reward: 3270.0\n",
            "---------- 1849500 / 2000000.0 ----------\n",
            "Num Games: 2403\n",
            "Num Frames: 1849499\n",
            "FPS: 114\n",
            "ETA: 0:21:56\n",
            "SMA Length: 2573.720\n",
            "SMA Reward: 425.800\n",
            "SMA Loss: 0.528\n",
            "Max reward: 3270.0\n",
            "---------- 1849750 / 2000000.0 ----------\n",
            "Num Games: 2403\n",
            "Num Frames: 1849749\n",
            "FPS: 114\n",
            "ETA: 0:21:54\n",
            "SMA Length: 2573.720\n",
            "SMA Reward: 425.800\n",
            "SMA Loss: 0.544\n",
            "Max reward: 3270.0\n",
            "---------- 1850000 / 2000000.0 ----------\n",
            "Num Games: 2403\n",
            "Num Frames: 1849999\n",
            "FPS: 114\n",
            "ETA: 0:21:51\n",
            "SMA Length: 2573.720\n",
            "SMA Reward: 425.800\n",
            "SMA Loss: 0.521\n",
            "Max reward: 3270.0\n",
            "---------- 1850250 / 2000000.0 ----------\n",
            "Num Games: 2403\n",
            "Num Frames: 1850249\n",
            "FPS: 114\n",
            "ETA: 0:21:49\n",
            "SMA Length: 2573.720\n",
            "SMA Reward: 425.800\n",
            "SMA Loss: 0.589\n",
            "Max reward: 3270.0\n",
            "---------- 1850500 / 2000000.0 ----------\n",
            "Num Games: 2404\n",
            "Num Frames: 1850499\n",
            "FPS: 114\n",
            "ETA: 0:21:47\n",
            "SMA Length: 2608.400\n",
            "SMA Reward: 423.200\n",
            "SMA Loss: 0.630\n",
            "Max reward: 3270.0\n",
            "---------- 1850750 / 2000000.0 ----------\n",
            "Num Games: 2404\n",
            "Num Frames: 1850749\n",
            "FPS: 114\n",
            "ETA: 0:21:45\n",
            "SMA Length: 2608.400\n",
            "SMA Reward: 423.200\n",
            "SMA Loss: 0.538\n",
            "Max reward: 3270.0\n",
            "---------- 1851000 / 2000000.0 ----------\n",
            "Num Games: 2404\n",
            "Num Frames: 1850999\n",
            "FPS: 114\n",
            "ETA: 0:21:43\n",
            "SMA Length: 2608.400\n",
            "SMA Reward: 423.200\n",
            "SMA Loss: 0.607\n",
            "Max reward: 3270.0\n",
            "---------- 1851250 / 2000000.0 ----------\n",
            "Num Games: 2405\n",
            "Num Frames: 1851249\n",
            "FPS: 114\n",
            "ETA: 0:21:40\n",
            "SMA Length: 2638.520\n",
            "SMA Reward: 419.200\n",
            "SMA Loss: 0.727\n",
            "Max reward: 3270.0\n",
            "---------- 1851500 / 2000000.0 ----------\n",
            "Num Games: 2405\n",
            "Num Frames: 1851499\n",
            "FPS: 114\n",
            "ETA: 0:21:38\n",
            "SMA Length: 2638.520\n",
            "SMA Reward: 419.200\n",
            "SMA Loss: 0.589\n",
            "Max reward: 3270.0\n",
            "---------- 1851750 / 2000000.0 ----------\n",
            "Num Games: 2406\n",
            "Num Frames: 1851749\n",
            "FPS: 114\n",
            "ETA: 0:21:36\n",
            "SMA Length: 2615.360\n",
            "SMA Reward: 411.800\n",
            "SMA Loss: 0.614\n",
            "Max reward: 3270.0\n",
            "---------- 1852000 / 2000000.0 ----------\n",
            "Num Games: 2406\n",
            "Num Frames: 1851999\n",
            "FPS: 114\n",
            "ETA: 0:21:34\n",
            "SMA Length: 2615.360\n",
            "SMA Reward: 411.800\n",
            "SMA Loss: 0.552\n",
            "Max reward: 3270.0\n",
            "---------- 1852250 / 2000000.0 ----------\n",
            "Num Games: 2407\n",
            "Num Frames: 1852249\n",
            "FPS: 114\n",
            "ETA: 0:21:32\n",
            "SMA Length: 2587.760\n",
            "SMA Reward: 402.400\n",
            "SMA Loss: 0.491\n",
            "Max reward: 3270.0\n",
            "---------- 1852500 / 2000000.0 ----------\n",
            "Num Games: 2407\n",
            "Num Frames: 1852499\n",
            "FPS: 114\n",
            "ETA: 0:21:30\n",
            "SMA Length: 2587.760\n",
            "SMA Reward: 402.400\n",
            "SMA Loss: 0.572\n",
            "Max reward: 3270.0\n",
            "---------- 1852750 / 2000000.0 ----------\n",
            "Num Games: 2408\n",
            "Num Frames: 1852749\n",
            "FPS: 114\n",
            "ETA: 0:21:27\n",
            "SMA Length: 2600.120\n",
            "SMA Reward: 396.400\n",
            "SMA Loss: 0.541\n",
            "Max reward: 3270.0\n",
            "---------- 1853000 / 2000000.0 ----------\n",
            "Num Games: 2408\n",
            "Num Frames: 1852999\n",
            "FPS: 114\n",
            "ETA: 0:21:25\n",
            "SMA Length: 2600.120\n",
            "SMA Reward: 396.400\n",
            "SMA Loss: 0.584\n",
            "Max reward: 3270.0\n",
            "---------- 1853250 / 2000000.0 ----------\n",
            "Num Games: 2408\n",
            "Num Frames: 1853249\n",
            "FPS: 114\n",
            "ETA: 0:21:23\n",
            "SMA Length: 2600.120\n",
            "SMA Reward: 396.400\n",
            "SMA Loss: 0.489\n",
            "Max reward: 3270.0\n",
            "---------- 1853500 / 2000000.0 ----------\n",
            "Num Games: 2408\n",
            "Num Frames: 1853499\n",
            "FPS: 114\n",
            "ETA: 0:21:21\n",
            "SMA Length: 2600.120\n",
            "SMA Reward: 396.400\n",
            "SMA Loss: 0.534\n",
            "Max reward: 3270.0\n",
            "---------- 1853750 / 2000000.0 ----------\n",
            "Num Games: 2409\n",
            "Num Frames: 1853749\n",
            "FPS: 114\n",
            "ETA: 0:21:19\n",
            "SMA Length: 2634.960\n",
            "SMA Reward: 392.400\n",
            "SMA Loss: 0.531\n",
            "Max reward: 3270.0\n",
            "---------- 1854000 / 2000000.0 ----------\n",
            "Num Games: 2409\n",
            "Num Frames: 1853999\n",
            "FPS: 114\n",
            "ETA: 0:21:16\n",
            "SMA Length: 2634.960\n",
            "SMA Reward: 392.400\n",
            "SMA Loss: 0.530\n",
            "Max reward: 3270.0\n",
            "---------- 1854250 / 2000000.0 ----------\n",
            "Num Games: 2409\n",
            "Num Frames: 1854249\n",
            "FPS: 114\n",
            "ETA: 0:21:14\n",
            "SMA Length: 2634.960\n",
            "SMA Reward: 392.400\n",
            "SMA Loss: 0.543\n",
            "Max reward: 3270.0\n",
            "---------- 1854500 / 2000000.0 ----------\n",
            "Num Games: 2409\n",
            "Num Frames: 1854499\n",
            "FPS: 114\n",
            "ETA: 0:21:12\n",
            "SMA Length: 2634.960\n",
            "SMA Reward: 392.400\n",
            "SMA Loss: 0.585\n",
            "Max reward: 3270.0\n",
            "---------- 1854750 / 2000000.0 ----------\n",
            "Num Games: 2410\n",
            "Num Frames: 1854749\n",
            "FPS: 114\n",
            "ETA: 0:21:10\n",
            "SMA Length: 2670.920\n",
            "SMA Reward: 397.200\n",
            "SMA Loss: 0.503\n",
            "Max reward: 3270.0\n",
            "---------- 1855000 / 2000000.0 ----------\n",
            "Num Games: 2411\n",
            "Num Frames: 1854999\n",
            "FPS: 114\n",
            "ETA: 0:21:08\n",
            "SMA Length: 2638.160\n",
            "SMA Reward: 390.200\n",
            "SMA Loss: 0.626\n",
            "Max reward: 3270.0\n",
            "---------- 1855250 / 2000000.0 ----------\n",
            "Num Games: 2411\n",
            "Num Frames: 1855249\n",
            "FPS: 114\n",
            "ETA: 0:21:06\n",
            "SMA Length: 2638.160\n",
            "SMA Reward: 390.200\n",
            "SMA Loss: 0.550\n",
            "Max reward: 3270.0\n",
            "---------- 1855500 / 2000000.0 ----------\n",
            "Num Games: 2412\n",
            "Num Frames: 1855499\n",
            "FPS: 114\n",
            "ETA: 0:21:03\n",
            "SMA Length: 2648.400\n",
            "SMA Reward: 388.200\n",
            "SMA Loss: 0.609\n",
            "Max reward: 3270.0\n",
            "---------- 1855750 / 2000000.0 ----------\n",
            "Num Games: 2412\n",
            "Num Frames: 1855749\n",
            "FPS: 114\n",
            "ETA: 0:21:01\n",
            "SMA Length: 2648.400\n",
            "SMA Reward: 388.200\n",
            "SMA Loss: 0.521\n",
            "Max reward: 3270.0\n",
            "---------- 1856000 / 2000000.0 ----------\n",
            "Num Games: 2412\n",
            "Num Frames: 1855999\n",
            "FPS: 114\n",
            "ETA: 0:20:59\n",
            "SMA Length: 2648.400\n",
            "SMA Reward: 388.200\n",
            "SMA Loss: 0.532\n",
            "Max reward: 3270.0\n",
            "---------- 1856250 / 2000000.0 ----------\n",
            "Num Games: 2413\n",
            "Num Frames: 1856249\n",
            "FPS: 114\n",
            "ETA: 0:20:57\n",
            "SMA Length: 2677.120\n",
            "SMA Reward: 389.600\n",
            "SMA Loss: 0.523\n",
            "Max reward: 3270.0\n",
            "---------- 1856500 / 2000000.0 ----------\n",
            "Num Games: 2413\n",
            "Num Frames: 1856499\n",
            "FPS: 114\n",
            "ETA: 0:20:55\n",
            "SMA Length: 2677.120\n",
            "SMA Reward: 389.600\n",
            "SMA Loss: 0.538\n",
            "Max reward: 3270.0\n",
            "---------- 1856750 / 2000000.0 ----------\n",
            "Num Games: 2413\n",
            "Num Frames: 1856749\n",
            "FPS: 114\n",
            "ETA: 0:20:52\n",
            "SMA Length: 2677.120\n",
            "SMA Reward: 389.600\n",
            "SMA Loss: 0.572\n",
            "Max reward: 3270.0\n",
            "---------- 1857000 / 2000000.0 ----------\n",
            "Num Games: 2414\n",
            "Num Frames: 1856999\n",
            "FPS: 114\n",
            "ETA: 0:20:50\n",
            "SMA Length: 2668.760\n",
            "SMA Reward: 386.000\n",
            "SMA Loss: 0.508\n",
            "Max reward: 3270.0\n",
            "---------- 1857250 / 2000000.0 ----------\n",
            "Num Games: 2414\n",
            "Num Frames: 1857249\n",
            "FPS: 114\n",
            "ETA: 0:20:48\n",
            "SMA Length: 2668.760\n",
            "SMA Reward: 386.000\n",
            "SMA Loss: 0.517\n",
            "Max reward: 3270.0\n",
            "---------- 1857500 / 2000000.0 ----------\n",
            "Num Games: 2415\n",
            "Num Frames: 1857499\n",
            "FPS: 114\n",
            "ETA: 0:20:46\n",
            "SMA Length: 2676.760\n",
            "SMA Reward: 384.200\n",
            "SMA Loss: 0.517\n",
            "Max reward: 3270.0\n",
            "---------- 1857750 / 2000000.0 ----------\n",
            "Num Games: 2415\n",
            "Num Frames: 1857749\n",
            "FPS: 114\n",
            "ETA: 0:20:44\n",
            "SMA Length: 2676.760\n",
            "SMA Reward: 384.200\n",
            "SMA Loss: 0.548\n",
            "Max reward: 3270.0\n",
            "---------- 1858000 / 2000000.0 ----------\n",
            "Num Games: 2415\n",
            "Num Frames: 1857999\n",
            "FPS: 114\n",
            "ETA: 0:20:42\n",
            "SMA Length: 2676.760\n",
            "SMA Reward: 384.200\n",
            "SMA Loss: 0.537\n",
            "Max reward: 3270.0\n",
            "---------- 1858250 / 2000000.0 ----------\n",
            "Num Games: 2416\n",
            "Num Frames: 1858249\n",
            "FPS: 114\n",
            "ETA: 0:20:39\n",
            "SMA Length: 2687.200\n",
            "SMA Reward: 379.800\n",
            "SMA Loss: 0.556\n",
            "Max reward: 3270.0\n",
            "---------- 1858500 / 2000000.0 ----------\n",
            "Num Games: 2416\n",
            "Num Frames: 1858499\n",
            "FPS: 114\n",
            "ETA: 0:20:37\n",
            "SMA Length: 2687.200\n",
            "SMA Reward: 379.800\n",
            "SMA Loss: 0.632\n",
            "Max reward: 3270.0\n",
            "---------- 1858750 / 2000000.0 ----------\n",
            "Num Games: 2416\n",
            "Num Frames: 1858749\n",
            "FPS: 114\n",
            "ETA: 0:20:35\n",
            "SMA Length: 2687.200\n",
            "SMA Reward: 379.800\n",
            "SMA Loss: 0.497\n",
            "Max reward: 3270.0\n",
            "---------- 1859000 / 2000000.0 ----------\n",
            "Num Games: 2416\n",
            "Num Frames: 1858999\n",
            "FPS: 114\n",
            "ETA: 0:20:33\n",
            "SMA Length: 2687.200\n",
            "SMA Reward: 379.800\n",
            "SMA Loss: 0.658\n",
            "Max reward: 3270.0\n",
            "---------- 1859250 / 2000000.0 ----------\n",
            "Num Games: 2417\n",
            "Num Frames: 1859249\n",
            "FPS: 114\n",
            "ETA: 0:20:31\n",
            "SMA Length: 2725.120\n",
            "SMA Reward: 379.400\n",
            "SMA Loss: 0.551\n",
            "Max reward: 3270.0\n",
            "---------- 1859500 / 2000000.0 ----------\n",
            "Num Games: 2417\n",
            "Num Frames: 1859499\n",
            "FPS: 114\n",
            "ETA: 0:20:28\n",
            "SMA Length: 2725.120\n",
            "SMA Reward: 379.400\n",
            "SMA Loss: 0.566\n",
            "Max reward: 3270.0\n",
            "---------- 1859750 / 2000000.0 ----------\n",
            "Num Games: 2418\n",
            "Num Frames: 1859749\n",
            "FPS: 114\n",
            "ETA: 0:20:26\n",
            "SMA Length: 2699.760\n",
            "SMA Reward: 373.000\n",
            "SMA Loss: 0.516\n",
            "Max reward: 3270.0\n",
            "---------- 1860000 / 2000000.0 ----------\n",
            "Num Games: 2419\n",
            "Num Frames: 1859999\n",
            "FPS: 114\n",
            "ETA: 0:20:24\n",
            "SMA Length: 2680.240\n",
            "SMA Reward: 370.000\n",
            "SMA Loss: 0.604\n",
            "Max reward: 3270.0\n",
            "---------- 1860250 / 2000000.0 ----------\n",
            "Num Games: 2419\n",
            "Num Frames: 1860249\n",
            "FPS: 114\n",
            "ETA: 0:20:22\n",
            "SMA Length: 2680.240\n",
            "SMA Reward: 370.000\n",
            "SMA Loss: 0.552\n",
            "Max reward: 3270.0\n",
            "---------- 1860500 / 2000000.0 ----------\n",
            "Num Games: 2419\n",
            "Num Frames: 1860499\n",
            "FPS: 114\n",
            "ETA: 0:20:20\n",
            "SMA Length: 2680.240\n",
            "SMA Reward: 370.000\n",
            "SMA Loss: 0.547\n",
            "Max reward: 3270.0\n",
            "---------- 1860750 / 2000000.0 ----------\n",
            "Num Games: 2419\n",
            "Num Frames: 1860749\n",
            "FPS: 114\n",
            "ETA: 0:20:18\n",
            "SMA Length: 2680.240\n",
            "SMA Reward: 370.000\n",
            "SMA Loss: 0.581\n",
            "Max reward: 3270.0\n",
            "---------- 1861000 / 2000000.0 ----------\n",
            "Num Games: 2420\n",
            "Num Frames: 1860999\n",
            "FPS: 114\n",
            "ETA: 0:20:15\n",
            "SMA Length: 2721.640\n",
            "SMA Reward: 378.000\n",
            "SMA Loss: 0.490\n",
            "Max reward: 3270.0\n",
            "---------- 1861250 / 2000000.0 ----------\n",
            "Num Games: 2420\n",
            "Num Frames: 1861249\n",
            "FPS: 114\n",
            "ETA: 0:20:13\n",
            "SMA Length: 2721.640\n",
            "SMA Reward: 378.000\n",
            "SMA Loss: 0.533\n",
            "Max reward: 3270.0\n",
            "---------- 1861500 / 2000000.0 ----------\n",
            "Num Games: 2420\n",
            "Num Frames: 1861499\n",
            "FPS: 114\n",
            "ETA: 0:20:11\n",
            "SMA Length: 2721.640\n",
            "SMA Reward: 378.000\n",
            "SMA Loss: 0.622\n",
            "Max reward: 3270.0\n",
            "---------- 1861750 / 2000000.0 ----------\n",
            "Num Games: 2421\n",
            "Num Frames: 1861749\n",
            "FPS: 114\n",
            "ETA: 0:20:09\n",
            "SMA Length: 2682.800\n",
            "SMA Reward: 365.000\n",
            "SMA Loss: 0.488\n",
            "Max reward: 3270.0\n",
            "---------- 1862000 / 2000000.0 ----------\n",
            "Num Games: 2421\n",
            "Num Frames: 1861999\n",
            "FPS: 114\n",
            "ETA: 0:20:07\n",
            "SMA Length: 2682.800\n",
            "SMA Reward: 365.000\n",
            "SMA Loss: 0.630\n",
            "Max reward: 3270.0\n",
            "---------- 1862250 / 2000000.0 ----------\n",
            "Num Games: 2421\n",
            "Num Frames: 1862249\n",
            "FPS: 114\n",
            "ETA: 0:20:04\n",
            "SMA Length: 2682.800\n",
            "SMA Reward: 365.000\n",
            "SMA Loss: 0.526\n",
            "Max reward: 3270.0\n",
            "---------- 1862500 / 2000000.0 ----------\n",
            "Num Games: 2421\n",
            "Num Frames: 1862499\n",
            "FPS: 114\n",
            "ETA: 0:20:02\n",
            "SMA Length: 2682.800\n",
            "SMA Reward: 365.000\n",
            "SMA Loss: 0.591\n",
            "Max reward: 3270.0\n",
            "---------- 1862750 / 2000000.0 ----------\n",
            "Num Games: 2421\n",
            "Num Frames: 1862749\n",
            "FPS: 114\n",
            "ETA: 0:20:00\n",
            "SMA Length: 2682.800\n",
            "SMA Reward: 365.000\n",
            "SMA Loss: 0.647\n",
            "Max reward: 3270.0\n",
            "---------- 1863000 / 2000000.0 ----------\n",
            "Num Games: 2422\n",
            "Num Frames: 1862999\n",
            "FPS: 114\n",
            "ETA: 0:19:58\n",
            "SMA Length: 2751.920\n",
            "SMA Reward: 376.400\n",
            "SMA Loss: 0.559\n",
            "Max reward: 3270.0\n",
            "---------- 1863250 / 2000000.0 ----------\n",
            "Num Games: 2422\n",
            "Num Frames: 1863249\n",
            "FPS: 114\n",
            "ETA: 0:19:56\n",
            "SMA Length: 2751.920\n",
            "SMA Reward: 376.400\n",
            "SMA Loss: 0.566\n",
            "Max reward: 3270.0\n",
            "---------- 1863500 / 2000000.0 ----------\n",
            "Num Games: 2423\n",
            "Num Frames: 1863499\n",
            "FPS: 114\n",
            "ETA: 0:19:53\n",
            "SMA Length: 2728.120\n",
            "SMA Reward: 378.400\n",
            "SMA Loss: 0.556\n",
            "Max reward: 3270.0\n",
            "---------- 1863750 / 2000000.0 ----------\n",
            "Num Games: 2424\n",
            "Num Frames: 1863749\n",
            "FPS: 114\n",
            "ETA: 0:19:51\n",
            "SMA Length: 2719.960\n",
            "SMA Reward: 381.800\n",
            "SMA Loss: 0.556\n",
            "Max reward: 3270.0\n",
            "---------- 1864000 / 2000000.0 ----------\n",
            "Num Games: 2424\n",
            "Num Frames: 1863999\n",
            "FPS: 114\n",
            "ETA: 0:19:49\n",
            "SMA Length: 2719.960\n",
            "SMA Reward: 381.800\n",
            "SMA Loss: 0.546\n",
            "Max reward: 3270.0\n",
            "---------- 1864250 / 2000000.0 ----------\n",
            "Num Games: 2425\n",
            "Num Frames: 1864249\n",
            "FPS: 114\n",
            "ETA: 0:19:47\n",
            "SMA Length: 2709.080\n",
            "SMA Reward: 383.800\n",
            "SMA Loss: 0.537\n",
            "Max reward: 3270.0\n",
            "---------- 1864500 / 2000000.0 ----------\n",
            "Num Games: 2425\n",
            "Num Frames: 1864499\n",
            "FPS: 114\n",
            "ETA: 0:19:45\n",
            "SMA Length: 2709.080\n",
            "SMA Reward: 383.800\n",
            "SMA Loss: 0.510\n",
            "Max reward: 3270.0\n",
            "---------- 1864750 / 2000000.0 ----------\n",
            "Num Games: 2425\n",
            "Num Frames: 1864749\n",
            "FPS: 114\n",
            "ETA: 0:19:43\n",
            "SMA Length: 2709.080\n",
            "SMA Reward: 383.800\n",
            "SMA Loss: 0.584\n",
            "Max reward: 3270.0\n",
            "---------- 1865000 / 2000000.0 ----------\n",
            "Num Games: 2426\n",
            "Num Frames: 1864999\n",
            "FPS: 114\n",
            "ETA: 0:19:40\n",
            "SMA Length: 2723.040\n",
            "SMA Reward: 386.800\n",
            "SMA Loss: 0.584\n",
            "Max reward: 3270.0\n",
            "---------- 1865250 / 2000000.0 ----------\n",
            "Num Games: 2426\n",
            "Num Frames: 1865249\n",
            "FPS: 114\n",
            "ETA: 0:19:38\n",
            "SMA Length: 2723.040\n",
            "SMA Reward: 386.800\n",
            "SMA Loss: 0.509\n",
            "Max reward: 3270.0\n",
            "---------- 1865500 / 2000000.0 ----------\n",
            "Num Games: 2426\n",
            "Num Frames: 1865499\n",
            "FPS: 114\n",
            "ETA: 0:19:36\n",
            "SMA Length: 2723.040\n",
            "SMA Reward: 386.800\n",
            "SMA Loss: 0.541\n",
            "Max reward: 3270.0\n",
            "---------- 1865750 / 2000000.0 ----------\n",
            "Num Games: 2426\n",
            "Num Frames: 1865749\n",
            "FPS: 114\n",
            "ETA: 0:19:34\n",
            "SMA Length: 2723.040\n",
            "SMA Reward: 386.800\n",
            "SMA Loss: 0.560\n",
            "Max reward: 3270.0\n",
            "---------- 1866000 / 2000000.0 ----------\n",
            "Num Games: 2426\n",
            "Num Frames: 1865999\n",
            "FPS: 114\n",
            "ETA: 0:19:32\n",
            "SMA Length: 2723.040\n",
            "SMA Reward: 386.800\n",
            "SMA Loss: 0.607\n",
            "Max reward: 3270.0\n",
            "---------- 1866250 / 2000000.0 ----------\n",
            "Num Games: 2427\n",
            "Num Frames: 1866249\n",
            "FPS: 114\n",
            "ETA: 0:19:29\n",
            "SMA Length: 2797.920\n",
            "SMA Reward: 402.600\n",
            "SMA Loss: 0.537\n",
            "Max reward: 3270.0\n",
            "---------- 1866500 / 2000000.0 ----------\n",
            "Num Games: 2427\n",
            "Num Frames: 1866499\n",
            "FPS: 114\n",
            "ETA: 0:19:27\n",
            "SMA Length: 2797.920\n",
            "SMA Reward: 402.600\n",
            "SMA Loss: 0.538\n",
            "Max reward: 3270.0\n",
            "---------- 1866750 / 2000000.0 ----------\n",
            "Num Games: 2428\n",
            "Num Frames: 1866749\n",
            "FPS: 114\n",
            "ETA: 0:19:25\n",
            "SMA Length: 2784.800\n",
            "SMA Reward: 401.200\n",
            "SMA Loss: 0.534\n",
            "Max reward: 3270.0\n",
            "---------- 1867000 / 2000000.0 ----------\n",
            "Num Games: 2428\n",
            "Num Frames: 1866999\n",
            "FPS: 114\n",
            "ETA: 0:19:23\n",
            "SMA Length: 2784.800\n",
            "SMA Reward: 401.200\n",
            "SMA Loss: 0.569\n",
            "Max reward: 3270.0\n",
            "---------- 1867250 / 2000000.0 ----------\n",
            "Num Games: 2429\n",
            "Num Frames: 1867249\n",
            "FPS: 114\n",
            "ETA: 0:19:21\n",
            "SMA Length: 2748.760\n",
            "SMA Reward: 398.200\n",
            "SMA Loss: 0.546\n",
            "Max reward: 3270.0\n",
            "---------- 1867500 / 2000000.0 ----------\n",
            "Num Games: 2430\n",
            "Num Frames: 1867499\n",
            "FPS: 114\n",
            "ETA: 0:19:19\n",
            "SMA Length: 2703.480\n",
            "SMA Reward: 397.200\n",
            "SMA Loss: 0.533\n",
            "Max reward: 3270.0\n",
            "---------- 1867750 / 2000000.0 ----------\n",
            "Num Games: 2430\n",
            "Num Frames: 1867749\n",
            "FPS: 114\n",
            "ETA: 0:19:16\n",
            "SMA Length: 2703.480\n",
            "SMA Reward: 397.200\n",
            "SMA Loss: 0.504\n",
            "Max reward: 3270.0\n",
            "---------- 1868000 / 2000000.0 ----------\n",
            "Num Games: 2430\n",
            "Num Frames: 1867999\n",
            "FPS: 114\n",
            "ETA: 0:19:14\n",
            "SMA Length: 2703.480\n",
            "SMA Reward: 397.200\n",
            "SMA Loss: 0.598\n",
            "Max reward: 3270.0\n",
            "---------- 1868250 / 2000000.0 ----------\n",
            "Num Games: 2431\n",
            "Num Frames: 1868249\n",
            "FPS: 114\n",
            "ETA: 0:19:12\n",
            "SMA Length: 2708.800\n",
            "SMA Reward: 396.800\n",
            "SMA Loss: 0.540\n",
            "Max reward: 3270.0\n",
            "---------- 1868500 / 2000000.0 ----------\n",
            "Num Games: 2432\n",
            "Num Frames: 1868499\n",
            "FPS: 114\n",
            "ETA: 0:19:10\n",
            "SMA Length: 2674.160\n",
            "SMA Reward: 394.200\n",
            "SMA Loss: 0.526\n",
            "Max reward: 3270.0\n",
            "---------- 1868750 / 2000000.0 ----------\n",
            "Num Games: 2432\n",
            "Num Frames: 1868749\n",
            "FPS: 114\n",
            "ETA: 0:19:08\n",
            "SMA Length: 2674.160\n",
            "SMA Reward: 394.200\n",
            "SMA Loss: 0.601\n",
            "Max reward: 3270.0\n",
            "---------- 1869000 / 2000000.0 ----------\n",
            "Num Games: 2432\n",
            "Num Frames: 1868999\n",
            "FPS: 114\n",
            "ETA: 0:19:05\n",
            "SMA Length: 2674.160\n",
            "SMA Reward: 394.200\n",
            "SMA Loss: 0.573\n",
            "Max reward: 3270.0\n",
            "---------- 1869250 / 2000000.0 ----------\n",
            "Num Games: 2432\n",
            "Num Frames: 1869249\n",
            "FPS: 114\n",
            "ETA: 0:19:03\n",
            "SMA Length: 2674.160\n",
            "SMA Reward: 394.200\n",
            "SMA Loss: 0.517\n",
            "Max reward: 3270.0\n",
            "---------- 1869500 / 2000000.0 ----------\n",
            "Num Games: 2432\n",
            "Num Frames: 1869499\n",
            "FPS: 114\n",
            "ETA: 0:19:01\n",
            "SMA Length: 2674.160\n",
            "SMA Reward: 394.200\n",
            "SMA Loss: 0.498\n",
            "Max reward: 3270.0\n",
            "---------- 1869750 / 2000000.0 ----------\n",
            "Num Games: 2432\n",
            "Num Frames: 1869749\n",
            "FPS: 114\n",
            "ETA: 0:18:59\n",
            "SMA Length: 2674.160\n",
            "SMA Reward: 394.200\n",
            "SMA Loss: 0.511\n",
            "Max reward: 3270.0\n",
            "---------- 1870000 / 2000000.0 ----------\n",
            "Num Games: 2433\n",
            "Num Frames: 1869999\n",
            "FPS: 114\n",
            "ETA: 0:18:57\n",
            "SMA Length: 2722.160\n",
            "SMA Reward: 388.800\n",
            "SMA Loss: 0.490\n",
            "Max reward: 3270.0\n",
            "---------- 1870250 / 2000000.0 ----------\n",
            "Num Games: 2433\n",
            "Num Frames: 1870249\n",
            "FPS: 114\n",
            "ETA: 0:18:55\n",
            "SMA Length: 2722.160\n",
            "SMA Reward: 388.800\n",
            "SMA Loss: 0.542\n",
            "Max reward: 3270.0\n",
            "---------- 1870500 / 2000000.0 ----------\n",
            "Num Games: 2434\n",
            "Num Frames: 1870499\n",
            "FPS: 114\n",
            "ETA: 0:18:52\n",
            "SMA Length: 2727.760\n",
            "SMA Reward: 385.400\n",
            "SMA Loss: 0.567\n",
            "Max reward: 3270.0\n",
            "---------- 1870750 / 2000000.0 ----------\n",
            "Num Games: 2434\n",
            "Num Frames: 1870749\n",
            "FPS: 114\n",
            "ETA: 0:18:50\n",
            "SMA Length: 2727.760\n",
            "SMA Reward: 385.400\n",
            "SMA Loss: 0.533\n",
            "Max reward: 3270.0\n",
            "---------- 1871000 / 2000000.0 ----------\n",
            "Num Games: 2434\n",
            "Num Frames: 1870999\n",
            "FPS: 114\n",
            "ETA: 0:18:48\n",
            "SMA Length: 2727.760\n",
            "SMA Reward: 385.400\n",
            "SMA Loss: 0.546\n",
            "Max reward: 3270.0\n",
            "---------- 1871250 / 2000000.0 ----------\n",
            "Num Games: 2434\n",
            "Num Frames: 1871249\n",
            "FPS: 114\n",
            "ETA: 0:18:46\n",
            "SMA Length: 2727.760\n",
            "SMA Reward: 385.400\n",
            "SMA Loss: 0.539\n",
            "Max reward: 3270.0\n",
            "---------- 1871500 / 2000000.0 ----------\n",
            "Num Games: 2435\n",
            "Num Frames: 1871499\n",
            "FPS: 114\n",
            "ETA: 0:18:44\n",
            "SMA Length: 2747.600\n",
            "SMA Reward: 389.400\n",
            "SMA Loss: 0.560\n",
            "Max reward: 3270.0\n",
            "---------- 1871750 / 2000000.0 ----------\n",
            "Num Games: 2436\n",
            "Num Frames: 1871749\n",
            "FPS: 114\n",
            "ETA: 0:18:41\n",
            "SMA Length: 2733.760\n",
            "SMA Reward: 394.000\n",
            "SMA Loss: 0.539\n",
            "Max reward: 3270.0\n",
            "---------- 1872000 / 2000000.0 ----------\n",
            "Num Games: 2436\n",
            "Num Frames: 1871999\n",
            "FPS: 114\n",
            "ETA: 0:18:39\n",
            "SMA Length: 2733.760\n",
            "SMA Reward: 394.000\n",
            "SMA Loss: 0.613\n",
            "Max reward: 3270.0\n",
            "---------- 1872250 / 2000000.0 ----------\n",
            "Num Games: 2436\n",
            "Num Frames: 1872249\n",
            "FPS: 114\n",
            "ETA: 0:18:37\n",
            "SMA Length: 2733.760\n",
            "SMA Reward: 394.000\n",
            "SMA Loss: 0.524\n",
            "Max reward: 3270.0\n",
            "---------- 1872500 / 2000000.0 ----------\n",
            "Num Games: 2436\n",
            "Num Frames: 1872499\n",
            "FPS: 114\n",
            "ETA: 0:18:35\n",
            "SMA Length: 2733.760\n",
            "SMA Reward: 394.000\n",
            "SMA Loss: 0.560\n",
            "Max reward: 3270.0\n",
            "---------- 1872750 / 2000000.0 ----------\n",
            "Num Games: 2437\n",
            "Num Frames: 1872749\n",
            "FPS: 114\n",
            "ETA: 0:18:33\n",
            "SMA Length: 2782.800\n",
            "SMA Reward: 402.800\n",
            "SMA Loss: 0.577\n",
            "Max reward: 3270.0\n",
            "---------- 1873000 / 2000000.0 ----------\n",
            "Num Games: 2437\n",
            "Num Frames: 1872999\n",
            "FPS: 114\n",
            "ETA: 0:18:31\n",
            "SMA Length: 2782.800\n",
            "SMA Reward: 402.800\n",
            "SMA Loss: 0.539\n",
            "Max reward: 3270.0\n",
            "---------- 1873250 / 2000000.0 ----------\n",
            "Num Games: 2437\n",
            "Num Frames: 1873249\n",
            "FPS: 114\n",
            "ETA: 0:18:28\n",
            "SMA Length: 2782.800\n",
            "SMA Reward: 402.800\n",
            "SMA Loss: 0.550\n",
            "Max reward: 3270.0\n",
            "---------- 1873500 / 2000000.0 ----------\n",
            "Num Games: 2438\n",
            "Num Frames: 1873499\n",
            "FPS: 114\n",
            "ETA: 0:18:26\n",
            "SMA Length: 2761.360\n",
            "SMA Reward: 397.400\n",
            "SMA Loss: 0.543\n",
            "Max reward: 3270.0\n",
            "---------- 1873750 / 2000000.0 ----------\n",
            "Num Games: 2438\n",
            "Num Frames: 1873749\n",
            "FPS: 114\n",
            "ETA: 0:18:24\n",
            "SMA Length: 2761.360\n",
            "SMA Reward: 397.400\n",
            "SMA Loss: 0.500\n",
            "Max reward: 3270.0\n",
            "---------- 1874000 / 2000000.0 ----------\n",
            "Num Games: 2439\n",
            "Num Frames: 1873999\n",
            "FPS: 114\n",
            "ETA: 0:18:22\n",
            "SMA Length: 2753.280\n",
            "SMA Reward: 396.400\n",
            "SMA Loss: 0.527\n",
            "Max reward: 3270.0\n",
            "---------- 1874250 / 2000000.0 ----------\n",
            "Num Games: 2440\n",
            "Num Frames: 1874249\n",
            "FPS: 114\n",
            "ETA: 0:18:20\n",
            "SMA Length: 2737.080\n",
            "SMA Reward: 397.000\n",
            "SMA Loss: 0.545\n",
            "Max reward: 3270.0\n",
            "---------- 1874500 / 2000000.0 ----------\n",
            "Num Games: 2440\n",
            "Num Frames: 1874499\n",
            "FPS: 114\n",
            "ETA: 0:18:17\n",
            "SMA Length: 2737.080\n",
            "SMA Reward: 397.000\n",
            "SMA Loss: 0.539\n",
            "Max reward: 3270.0\n",
            "---------- 1874750 / 2000000.0 ----------\n",
            "Num Games: 2440\n",
            "Num Frames: 1874749\n",
            "FPS: 114\n",
            "ETA: 0:18:15\n",
            "SMA Length: 2737.080\n",
            "SMA Reward: 397.000\n",
            "SMA Loss: 0.606\n",
            "Max reward: 3270.0\n",
            "---------- 1875000 / 2000000.0 ----------\n",
            "Num Games: 2441\n",
            "Num Frames: 1874999\n",
            "FPS: 114\n",
            "ETA: 0:18:13\n",
            "SMA Length: 2751.000\n",
            "SMA Reward: 399.600\n",
            "SMA Loss: 0.588\n",
            "Max reward: 3270.0\n",
            "---------- 1875250 / 2000000.0 ----------\n",
            "Num Games: 2441\n",
            "Num Frames: 1875249\n",
            "FPS: 114\n",
            "ETA: 0:18:11\n",
            "SMA Length: 2751.000\n",
            "SMA Reward: 399.600\n",
            "SMA Loss: 0.553\n",
            "Max reward: 3270.0\n",
            "---------- 1875500 / 2000000.0 ----------\n",
            "Num Games: 2442\n",
            "Num Frames: 1875499\n",
            "FPS: 114\n",
            "ETA: 0:18:09\n",
            "SMA Length: 2746.640\n",
            "SMA Reward: 400.600\n",
            "SMA Loss: 0.538\n",
            "Max reward: 3270.0\n",
            "---------- 1875750 / 2000000.0 ----------\n",
            "Num Games: 2442\n",
            "Num Frames: 1875749\n",
            "FPS: 114\n",
            "ETA: 0:18:06\n",
            "SMA Length: 2746.640\n",
            "SMA Reward: 400.600\n",
            "SMA Loss: 0.539\n",
            "Max reward: 3270.0\n",
            "---------- 1876000 / 2000000.0 ----------\n",
            "Num Games: 2443\n",
            "Num Frames: 1875999\n",
            "FPS: 114\n",
            "ETA: 0:18:04\n",
            "SMA Length: 2739.920\n",
            "SMA Reward: 395.600\n",
            "SMA Loss: 0.517\n",
            "Max reward: 3270.0\n",
            "---------- 1876250 / 2000000.0 ----------\n",
            "Num Games: 2443\n",
            "Num Frames: 1876249\n",
            "FPS: 114\n",
            "ETA: 0:18:02\n",
            "SMA Length: 2739.920\n",
            "SMA Reward: 395.600\n",
            "SMA Loss: 0.563\n",
            "Max reward: 3270.0\n",
            "---------- 1876500 / 2000000.0 ----------\n",
            "Num Games: 2443\n",
            "Num Frames: 1876499\n",
            "FPS: 114\n",
            "ETA: 0:18:00\n",
            "SMA Length: 2739.920\n",
            "SMA Reward: 395.600\n",
            "SMA Loss: 0.485\n",
            "Max reward: 3270.0\n",
            "---------- 1876750 / 2000000.0 ----------\n",
            "Num Games: 2444\n",
            "Num Frames: 1876749\n",
            "FPS: 114\n",
            "ETA: 0:17:58\n",
            "SMA Length: 2750.160\n",
            "SMA Reward: 405.000\n",
            "SMA Loss: 0.555\n",
            "Max reward: 3270.0\n",
            "---------- 1877000 / 2000000.0 ----------\n",
            "Num Games: 2444\n",
            "Num Frames: 1876999\n",
            "FPS: 114\n",
            "ETA: 0:17:56\n",
            "SMA Length: 2750.160\n",
            "SMA Reward: 405.000\n",
            "SMA Loss: 0.567\n",
            "Max reward: 3270.0\n",
            "---------- 1877250 / 2000000.0 ----------\n",
            "Num Games: 2445\n",
            "Num Frames: 1877249\n",
            "FPS: 114\n",
            "ETA: 0:17:53\n",
            "SMA Length: 2743.000\n",
            "SMA Reward: 403.400\n",
            "SMA Loss: 0.533\n",
            "Max reward: 3270.0\n",
            "---------- 1877500 / 2000000.0 ----------\n",
            "Num Games: 2446\n",
            "Num Frames: 1877499\n",
            "FPS: 114\n",
            "ETA: 0:17:51\n",
            "SMA Length: 2707.960\n",
            "SMA Reward: 398.600\n",
            "SMA Loss: 0.549\n",
            "Max reward: 3270.0\n",
            "---------- 1877750 / 2000000.0 ----------\n",
            "Num Games: 2447\n",
            "Num Frames: 1877749\n",
            "FPS: 114\n",
            "ETA: 0:17:49\n",
            "SMA Length: 2673.480\n",
            "SMA Reward: 398.000\n",
            "SMA Loss: 0.588\n",
            "Max reward: 3270.0\n",
            "---------- 1878000 / 2000000.0 ----------\n",
            "Num Games: 2447\n",
            "Num Frames: 1877999\n",
            "FPS: 114\n",
            "ETA: 0:17:47\n",
            "SMA Length: 2673.480\n",
            "SMA Reward: 398.000\n",
            "SMA Loss: 0.530\n",
            "Max reward: 3270.0\n",
            "---------- 1878250 / 2000000.0 ----------\n",
            "Num Games: 2448\n",
            "Num Frames: 1878249\n",
            "FPS: 114\n",
            "ETA: 0:17:45\n",
            "SMA Length: 2661.120\n",
            "SMA Reward: 406.000\n",
            "SMA Loss: 0.587\n",
            "Max reward: 3270.0\n",
            "---------- 1878500 / 2000000.0 ----------\n",
            "Num Games: 2449\n",
            "Num Frames: 1878499\n",
            "FPS: 114\n",
            "ETA: 0:17:42\n",
            "SMA Length: 2610.240\n",
            "SMA Reward: 404.000\n",
            "SMA Loss: 0.524\n",
            "Max reward: 3270.0\n",
            "---------- 1878750 / 2000000.0 ----------\n",
            "Num Games: 2449\n",
            "Num Frames: 1878749\n",
            "FPS: 114\n",
            "ETA: 0:17:40\n",
            "SMA Length: 2610.240\n",
            "SMA Reward: 404.000\n",
            "SMA Loss: 0.522\n",
            "Max reward: 3270.0\n",
            "---------- 1879000 / 2000000.0 ----------\n",
            "Num Games: 2450\n",
            "Num Frames: 1878999\n",
            "FPS: 114\n",
            "ETA: 0:17:38\n",
            "SMA Length: 2541.400\n",
            "SMA Reward: 380.600\n",
            "SMA Loss: 0.545\n",
            "Max reward: 3270.0\n",
            "---------- 1879250 / 2000000.0 ----------\n",
            "Num Games: 2450\n",
            "Num Frames: 1879249\n",
            "FPS: 114\n",
            "ETA: 0:17:36\n",
            "SMA Length: 2541.400\n",
            "SMA Reward: 380.600\n",
            "SMA Loss: 0.547\n",
            "Max reward: 3270.0\n",
            "---------- 1879500 / 2000000.0 ----------\n",
            "Num Games: 2450\n",
            "Num Frames: 1879499\n",
            "FPS: 114\n",
            "ETA: 0:17:34\n",
            "SMA Length: 2541.400\n",
            "SMA Reward: 380.600\n",
            "SMA Loss: 0.550\n",
            "Max reward: 3270.0\n",
            "---------- 1879750 / 2000000.0 ----------\n",
            "Num Games: 2451\n",
            "Num Frames: 1879749\n",
            "FPS: 114\n",
            "ETA: 0:17:32\n",
            "SMA Length: 2561.400\n",
            "SMA Reward: 385.000\n",
            "SMA Loss: 0.606\n",
            "Max reward: 3270.0\n",
            "---------- 1880000 / 2000000.0 ----------\n",
            "Num Games: 2451\n",
            "Num Frames: 1879999\n",
            "FPS: 114\n",
            "ETA: 0:17:29\n",
            "SMA Length: 2561.400\n",
            "SMA Reward: 385.000\n",
            "SMA Loss: 0.513\n",
            "Max reward: 3270.0\n",
            "---------- 1880250 / 2000000.0 ----------\n",
            "Num Games: 2452\n",
            "Num Frames: 1880249\n",
            "FPS: 114\n",
            "ETA: 0:17:27\n",
            "SMA Length: 2567.600\n",
            "SMA Reward: 377.600\n",
            "SMA Loss: 0.631\n",
            "Max reward: 3270.0\n",
            "---------- 1880500 / 2000000.0 ----------\n",
            "Num Games: 2452\n",
            "Num Frames: 1880499\n",
            "FPS: 114\n",
            "ETA: 0:17:25\n",
            "SMA Length: 2567.600\n",
            "SMA Reward: 377.600\n",
            "SMA Loss: 0.546\n",
            "Max reward: 3270.0\n",
            "---------- 1880750 / 2000000.0 ----------\n",
            "Num Games: 2453\n",
            "Num Frames: 1880749\n",
            "FPS: 114\n",
            "ETA: 0:17:23\n",
            "SMA Length: 2544.040\n",
            "SMA Reward: 378.200\n",
            "SMA Loss: 0.548\n",
            "Max reward: 3270.0\n",
            "---------- 1881000 / 2000000.0 ----------\n",
            "Num Games: 2453\n",
            "Num Frames: 1880999\n",
            "FPS: 114\n",
            "ETA: 0:17:21\n",
            "SMA Length: 2544.040\n",
            "SMA Reward: 378.200\n",
            "SMA Loss: 0.498\n",
            "Max reward: 3270.0\n",
            "---------- 1881250 / 2000000.0 ----------\n",
            "Num Games: 2453\n",
            "Num Frames: 1881249\n",
            "FPS: 114\n",
            "ETA: 0:17:18\n",
            "SMA Length: 2544.040\n",
            "SMA Reward: 378.200\n",
            "SMA Loss: 0.601\n",
            "Max reward: 3270.0\n",
            "---------- 1881500 / 2000000.0 ----------\n",
            "Num Games: 2454\n",
            "Num Frames: 1881499\n",
            "FPS: 114\n",
            "ETA: 0:17:16\n",
            "SMA Length: 2543.000\n",
            "SMA Reward: 383.200\n",
            "SMA Loss: 0.558\n",
            "Max reward: 3270.0\n",
            "---------- 1881750 / 2000000.0 ----------\n",
            "Num Games: 2454\n",
            "Num Frames: 1881749\n",
            "FPS: 114\n",
            "ETA: 0:17:14\n",
            "SMA Length: 2543.000\n",
            "SMA Reward: 383.200\n",
            "SMA Loss: 0.610\n",
            "Max reward: 3270.0\n",
            "---------- 1882000 / 2000000.0 ----------\n",
            "Num Games: 2454\n",
            "Num Frames: 1881999\n",
            "FPS: 114\n",
            "ETA: 0:17:12\n",
            "SMA Length: 2543.000\n",
            "SMA Reward: 383.200\n",
            "SMA Loss: 0.598\n",
            "Max reward: 3270.0\n",
            "---------- 1882250 / 2000000.0 ----------\n",
            "Num Games: 2455\n",
            "Num Frames: 1882249\n",
            "FPS: 114\n",
            "ETA: 0:17:10\n",
            "SMA Length: 2542.400\n",
            "SMA Reward: 389.200\n",
            "SMA Loss: 0.577\n",
            "Max reward: 3270.0\n",
            "---------- 1882500 / 2000000.0 ----------\n",
            "Num Games: 2455\n",
            "Num Frames: 1882499\n",
            "FPS: 114\n",
            "ETA: 0:17:08\n",
            "SMA Length: 2542.400\n",
            "SMA Reward: 389.200\n",
            "SMA Loss: 0.566\n",
            "Max reward: 3270.0\n",
            "---------- 1882750 / 2000000.0 ----------\n",
            "Num Games: 2456\n",
            "Num Frames: 1882749\n",
            "FPS: 114\n",
            "ETA: 0:17:05\n",
            "SMA Length: 2547.680\n",
            "SMA Reward: 390.600\n",
            "SMA Loss: 0.574\n",
            "Max reward: 3270.0\n",
            "---------- 1883000 / 2000000.0 ----------\n",
            "Num Games: 2456\n",
            "Num Frames: 1882999\n",
            "FPS: 114\n",
            "ETA: 0:17:03\n",
            "SMA Length: 2547.680\n",
            "SMA Reward: 390.600\n",
            "SMA Loss: 0.536\n",
            "Max reward: 3270.0\n",
            "---------- 1883250 / 2000000.0 ----------\n",
            "Num Games: 2457\n",
            "Num Frames: 1883249\n",
            "FPS: 114\n",
            "ETA: 0:17:01\n",
            "SMA Length: 2539.240\n",
            "SMA Reward: 391.600\n",
            "SMA Loss: 0.631\n",
            "Max reward: 3270.0\n",
            "---------- 1883500 / 2000000.0 ----------\n",
            "Num Games: 2457\n",
            "Num Frames: 1883499\n",
            "FPS: 114\n",
            "ETA: 0:16:59\n",
            "SMA Length: 2539.240\n",
            "SMA Reward: 391.600\n",
            "SMA Loss: 0.620\n",
            "Max reward: 3270.0\n",
            "---------- 1883750 / 2000000.0 ----------\n",
            "Num Games: 2458\n",
            "Num Frames: 1883749\n",
            "FPS: 114\n",
            "ETA: 0:16:57\n",
            "SMA Length: 2523.200\n",
            "SMA Reward: 392.600\n",
            "SMA Loss: 0.513\n",
            "Max reward: 3270.0\n",
            "---------- 1884000 / 2000000.0 ----------\n",
            "Num Games: 2458\n",
            "Num Frames: 1883999\n",
            "FPS: 114\n",
            "ETA: 0:16:54\n",
            "SMA Length: 2523.200\n",
            "SMA Reward: 392.600\n",
            "SMA Loss: 0.512\n",
            "Max reward: 3270.0\n",
            "---------- 1884250 / 2000000.0 ----------\n",
            "Num Games: 2459\n",
            "Num Frames: 1884249\n",
            "FPS: 114\n",
            "ETA: 0:16:52\n",
            "SMA Length: 2491.360\n",
            "SMA Reward: 397.200\n",
            "SMA Loss: 0.587\n",
            "Max reward: 3270.0\n",
            "---------- 1884500 / 2000000.0 ----------\n",
            "Num Games: 2459\n",
            "Num Frames: 1884499\n",
            "FPS: 114\n",
            "ETA: 0:16:50\n",
            "SMA Length: 2491.360\n",
            "SMA Reward: 397.200\n",
            "SMA Loss: 0.608\n",
            "Max reward: 3270.0\n",
            "---------- 1884750 / 2000000.0 ----------\n",
            "Num Games: 2460\n",
            "Num Frames: 1884749\n",
            "FPS: 114\n",
            "ETA: 0:16:48\n",
            "SMA Length: 2452.360\n",
            "SMA Reward: 392.800\n",
            "SMA Loss: 0.542\n",
            "Max reward: 3270.0\n",
            "---------- 1885000 / 2000000.0 ----------\n",
            "Num Games: 2461\n",
            "Num Frames: 1884999\n",
            "FPS: 114\n",
            "ETA: 0:16:46\n",
            "SMA Length: 2449.040\n",
            "SMA Reward: 392.400\n",
            "SMA Loss: 0.597\n",
            "Max reward: 3270.0\n",
            "---------- 1885250 / 2000000.0 ----------\n",
            "Num Games: 2462\n",
            "Num Frames: 1885249\n",
            "FPS: 114\n",
            "ETA: 0:16:43\n",
            "SMA Length: 2434.600\n",
            "SMA Reward: 386.400\n",
            "SMA Loss: 0.481\n",
            "Max reward: 3270.0\n",
            "---------- 1885500 / 2000000.0 ----------\n",
            "Num Games: 2462\n",
            "Num Frames: 1885499\n",
            "FPS: 114\n",
            "ETA: 0:16:41\n",
            "SMA Length: 2434.600\n",
            "SMA Reward: 386.400\n",
            "SMA Loss: 0.565\n",
            "Max reward: 3270.0\n",
            "---------- 1885750 / 2000000.0 ----------\n",
            "Num Games: 2462\n",
            "Num Frames: 1885749\n",
            "FPS: 114\n",
            "ETA: 0:16:39\n",
            "SMA Length: 2434.600\n",
            "SMA Reward: 386.400\n",
            "SMA Loss: 0.564\n",
            "Max reward: 3270.0\n",
            "---------- 1886000 / 2000000.0 ----------\n",
            "Num Games: 2463\n",
            "Num Frames: 1885999\n",
            "FPS: 114\n",
            "ETA: 0:16:37\n",
            "SMA Length: 2434.360\n",
            "SMA Reward: 385.000\n",
            "SMA Loss: 0.520\n",
            "Max reward: 3270.0\n",
            "---------- 1886250 / 2000000.0 ----------\n",
            "Num Games: 2463\n",
            "Num Frames: 1886249\n",
            "FPS: 114\n",
            "ETA: 0:16:35\n",
            "SMA Length: 2434.360\n",
            "SMA Reward: 385.000\n",
            "SMA Loss: 0.526\n",
            "Max reward: 3270.0\n",
            "---------- 1886500 / 2000000.0 ----------\n",
            "Num Games: 2464\n",
            "Num Frames: 1886499\n",
            "FPS: 114\n",
            "ETA: 0:16:33\n",
            "SMA Length: 2421.240\n",
            "SMA Reward: 385.000\n",
            "SMA Loss: 0.507\n",
            "Max reward: 3270.0\n",
            "---------- 1886750 / 2000000.0 ----------\n",
            "Num Games: 2464\n",
            "Num Frames: 1886749\n",
            "FPS: 114\n",
            "ETA: 0:16:30\n",
            "SMA Length: 2421.240\n",
            "SMA Reward: 385.000\n",
            "SMA Loss: 0.621\n",
            "Max reward: 3270.0\n",
            "---------- 1887000 / 2000000.0 ----------\n",
            "Num Games: 2465\n",
            "Num Frames: 1886999\n",
            "FPS: 114\n",
            "ETA: 0:16:28\n",
            "SMA Length: 2417.040\n",
            "SMA Reward: 389.800\n",
            "SMA Loss: 0.506\n",
            "Max reward: 3270.0\n",
            "---------- 1887250 / 2000000.0 ----------\n",
            "Num Games: 2465\n",
            "Num Frames: 1887249\n",
            "FPS: 114\n",
            "ETA: 0:16:26\n",
            "SMA Length: 2417.040\n",
            "SMA Reward: 389.800\n",
            "SMA Loss: 0.521\n",
            "Max reward: 3270.0\n",
            "---------- 1887500 / 2000000.0 ----------\n",
            "Num Games: 2466\n",
            "Num Frames: 1887499\n",
            "FPS: 114\n",
            "ETA: 0:16:24\n",
            "SMA Length: 2394.120\n",
            "SMA Reward: 391.800\n",
            "SMA Loss: 0.564\n",
            "Max reward: 3270.0\n",
            "---------- 1887750 / 2000000.0 ----------\n",
            "Num Games: 2467\n",
            "Num Frames: 1887749\n",
            "FPS: 114\n",
            "ETA: 0:16:22\n",
            "SMA Length: 2334.800\n",
            "SMA Reward: 387.200\n",
            "SMA Loss: 0.502\n",
            "Max reward: 3270.0\n",
            "---------- 1888000 / 2000000.0 ----------\n",
            "Num Games: 2467\n",
            "Num Frames: 1887999\n",
            "FPS: 114\n",
            "ETA: 0:16:19\n",
            "SMA Length: 2334.800\n",
            "SMA Reward: 387.200\n",
            "SMA Loss: 0.536\n",
            "Max reward: 3270.0\n",
            "---------- 1888250 / 2000000.0 ----------\n",
            "Num Games: 2468\n",
            "Num Frames: 1888249\n",
            "FPS: 114\n",
            "ETA: 0:16:17\n",
            "SMA Length: 2333.160\n",
            "SMA Reward: 386.600\n",
            "SMA Loss: 0.522\n",
            "Max reward: 3270.0\n",
            "---------- 1888500 / 2000000.0 ----------\n",
            "Num Games: 2468\n",
            "Num Frames: 1888499\n",
            "FPS: 114\n",
            "ETA: 0:16:15\n",
            "SMA Length: 2333.160\n",
            "SMA Reward: 386.600\n",
            "SMA Loss: 0.556\n",
            "Max reward: 3270.0\n",
            "---------- 1888750 / 2000000.0 ----------\n",
            "Num Games: 2469\n",
            "Num Frames: 1888749\n",
            "FPS: 114\n",
            "ETA: 0:16:13\n",
            "SMA Length: 2355.280\n",
            "SMA Reward: 391.000\n",
            "SMA Loss: 0.539\n",
            "Max reward: 3270.0\n",
            "---------- 1889000 / 2000000.0 ----------\n",
            "Num Games: 2470\n",
            "Num Frames: 1888999\n",
            "FPS: 114\n",
            "ETA: 0:16:11\n",
            "SMA Length: 2298.520\n",
            "SMA Reward: 382.000\n",
            "SMA Loss: 0.558\n",
            "Max reward: 3270.0\n",
            "---------- 1889250 / 2000000.0 ----------\n",
            "Num Games: 2470\n",
            "Num Frames: 1889249\n",
            "FPS: 114\n",
            "ETA: 0:16:09\n",
            "SMA Length: 2298.520\n",
            "SMA Reward: 382.000\n",
            "SMA Loss: 0.536\n",
            "Max reward: 3270.0\n",
            "---------- 1889500 / 2000000.0 ----------\n",
            "Num Games: 2471\n",
            "Num Frames: 1889499\n",
            "FPS: 114\n",
            "ETA: 0:16:06\n",
            "SMA Length: 2282.800\n",
            "SMA Reward: 378.600\n",
            "SMA Loss: 0.586\n",
            "Max reward: 3270.0\n",
            "---------- 1889750 / 2000000.0 ----------\n",
            "Num Games: 2472\n",
            "Num Frames: 1889749\n",
            "FPS: 114\n",
            "ETA: 0:16:04\n",
            "SMA Length: 2198.480\n",
            "SMA Reward: 362.600\n",
            "SMA Loss: 0.510\n",
            "Max reward: 3270.0\n",
            "---------- 1890000 / 2000000.0 ----------\n",
            "Num Games: 2472\n",
            "Num Frames: 1889999\n",
            "FPS: 114\n",
            "ETA: 0:16:02\n",
            "SMA Length: 2198.480\n",
            "SMA Reward: 362.600\n",
            "SMA Loss: 0.528\n",
            "Max reward: 3270.0\n",
            "---------- 1890250 / 2000000.0 ----------\n",
            "Num Games: 2473\n",
            "Num Frames: 1890249\n",
            "FPS: 114\n",
            "ETA: 0:16:00\n",
            "SMA Length: 2197.400\n",
            "SMA Reward: 362.000\n",
            "SMA Loss: 0.554\n",
            "Max reward: 3270.0\n",
            "---------- 1890500 / 2000000.0 ----------\n",
            "Num Games: 2473\n",
            "Num Frames: 1890499\n",
            "FPS: 114\n",
            "ETA: 0:15:58\n",
            "SMA Length: 2197.400\n",
            "SMA Reward: 362.000\n",
            "SMA Loss: 0.636\n",
            "Max reward: 3270.0\n",
            "---------- 1890750 / 2000000.0 ----------\n",
            "Num Games: 2473\n",
            "Num Frames: 1890749\n",
            "FPS: 114\n",
            "ETA: 0:15:55\n",
            "SMA Length: 2197.400\n",
            "SMA Reward: 362.000\n",
            "SMA Loss: 0.525\n",
            "Max reward: 3270.0\n",
            "---------- 1891000 / 2000000.0 ----------\n",
            "Num Games: 2473\n",
            "Num Frames: 1890999\n",
            "FPS: 114\n",
            "ETA: 0:15:53\n",
            "SMA Length: 2197.400\n",
            "SMA Reward: 362.000\n",
            "SMA Loss: 0.551\n",
            "Max reward: 3270.0\n",
            "---------- 1891250 / 2000000.0 ----------\n",
            "Num Games: 2473\n",
            "Num Frames: 1891249\n",
            "FPS: 114\n",
            "ETA: 0:15:51\n",
            "SMA Length: 2197.400\n",
            "SMA Reward: 362.000\n",
            "SMA Loss: 0.616\n",
            "Max reward: 3270.0\n",
            "---------- 1891500 / 2000000.0 ----------\n",
            "Num Games: 2473\n",
            "Num Frames: 1891499\n",
            "FPS: 114\n",
            "ETA: 0:15:49\n",
            "SMA Length: 2197.400\n",
            "SMA Reward: 362.000\n",
            "SMA Loss: 0.607\n",
            "Max reward: 3270.0\n",
            "---------- 1891750 / 2000000.0 ----------\n",
            "Num Games: 2473\n",
            "Num Frames: 1891749\n",
            "FPS: 114\n",
            "ETA: 0:15:47\n",
            "SMA Length: 2197.400\n",
            "SMA Reward: 362.000\n",
            "SMA Loss: 0.526\n",
            "Max reward: 3270.0\n",
            "---------- 1892000 / 2000000.0 ----------\n",
            "Num Games: 2474\n",
            "Num Frames: 1891999\n",
            "FPS: 114\n",
            "ETA: 0:15:45\n",
            "SMA Length: 2327.440\n",
            "SMA Reward: 370.000\n",
            "SMA Loss: 0.579\n",
            "Max reward: 3270.0\n",
            "---------- 1892250 / 2000000.0 ----------\n",
            "Num Games: 2474\n",
            "Num Frames: 1892249\n",
            "FPS: 114\n",
            "ETA: 0:15:42\n",
            "SMA Length: 2327.440\n",
            "SMA Reward: 370.000\n",
            "SMA Loss: 0.520\n",
            "Max reward: 3270.0\n",
            "---------- 1892500 / 2000000.0 ----------\n",
            "Num Games: 2475\n",
            "Num Frames: 1892499\n",
            "FPS: 114\n",
            "ETA: 0:15:40\n",
            "SMA Length: 2306.880\n",
            "SMA Reward: 368.400\n",
            "SMA Loss: 0.515\n",
            "Max reward: 3270.0\n",
            "---------- 1892750 / 2000000.0 ----------\n",
            "Num Games: 2476\n",
            "Num Frames: 1892749\n",
            "FPS: 114\n",
            "ETA: 0:15:38\n",
            "SMA Length: 2276.360\n",
            "SMA Reward: 363.600\n",
            "SMA Loss: 0.608\n",
            "Max reward: 3270.0\n",
            "---------- 1893000 / 2000000.0 ----------\n",
            "Num Games: 2476\n",
            "Num Frames: 1892999\n",
            "FPS: 114\n",
            "ETA: 0:15:36\n",
            "SMA Length: 2276.360\n",
            "SMA Reward: 363.600\n",
            "SMA Loss: 0.601\n",
            "Max reward: 3270.0\n",
            "---------- 1893250 / 2000000.0 ----------\n",
            "Num Games: 2477\n",
            "Num Frames: 1893249\n",
            "FPS: 114\n",
            "ETA: 0:15:34\n",
            "SMA Length: 2218.840\n",
            "SMA Reward: 349.600\n",
            "SMA Loss: 0.580\n",
            "Max reward: 3270.0\n",
            "---------- 1893500 / 2000000.0 ----------\n",
            "Num Games: 2477\n",
            "Num Frames: 1893499\n",
            "FPS: 114\n",
            "ETA: 0:15:31\n",
            "SMA Length: 2218.840\n",
            "SMA Reward: 349.600\n",
            "SMA Loss: 0.578\n",
            "Max reward: 3270.0\n",
            "---------- 1893750 / 2000000.0 ----------\n",
            "Num Games: 2478\n",
            "Num Frames: 1893749\n",
            "FPS: 114\n",
            "ETA: 0:15:29\n",
            "SMA Length: 2223.160\n",
            "SMA Reward: 349.600\n",
            "SMA Loss: 0.588\n",
            "Max reward: 3270.0\n",
            "---------- 1894000 / 2000000.0 ----------\n",
            "Num Games: 2478\n",
            "Num Frames: 1893999\n",
            "FPS: 114\n",
            "ETA: 0:15:27\n",
            "SMA Length: 2223.160\n",
            "SMA Reward: 349.600\n",
            "SMA Loss: 0.520\n",
            "Max reward: 3270.0\n",
            "---------- 1894250 / 2000000.0 ----------\n",
            "Num Games: 2479\n",
            "Num Frames: 1894249\n",
            "FPS: 114\n",
            "ETA: 0:15:25\n",
            "SMA Length: 2219.600\n",
            "SMA Reward: 353.200\n",
            "SMA Loss: 0.559\n",
            "Max reward: 3270.0\n",
            "---------- 1894500 / 2000000.0 ----------\n",
            "Num Games: 2480\n",
            "Num Frames: 1894499\n",
            "FPS: 114\n",
            "ETA: 0:15:23\n",
            "SMA Length: 2228.320\n",
            "SMA Reward: 357.400\n",
            "SMA Loss: 0.536\n",
            "Max reward: 3270.0\n",
            "---------- 1894750 / 2000000.0 ----------\n",
            "Num Games: 2480\n",
            "Num Frames: 1894749\n",
            "FPS: 114\n",
            "ETA: 0:15:20\n",
            "SMA Length: 2228.320\n",
            "SMA Reward: 357.400\n",
            "SMA Loss: 0.553\n",
            "Max reward: 3270.0\n",
            "---------- 1895000 / 2000000.0 ----------\n",
            "Num Games: 2481\n",
            "Num Frames: 1894999\n",
            "FPS: 114\n",
            "ETA: 0:15:18\n",
            "SMA Length: 2204.800\n",
            "SMA Reward: 358.400\n",
            "SMA Loss: 0.572\n",
            "Max reward: 3270.0\n",
            "---------- 1895250 / 2000000.0 ----------\n",
            "Num Games: 2481\n",
            "Num Frames: 1895249\n",
            "FPS: 114\n",
            "ETA: 0:15:16\n",
            "SMA Length: 2204.800\n",
            "SMA Reward: 358.400\n",
            "SMA Loss: 0.529\n",
            "Max reward: 3270.0\n",
            "---------- 1895500 / 2000000.0 ----------\n",
            "Num Games: 2482\n",
            "Num Frames: 1895499\n",
            "FPS: 114\n",
            "ETA: 0:15:14\n",
            "SMA Length: 2211.160\n",
            "SMA Reward: 364.600\n",
            "SMA Loss: 0.511\n",
            "Max reward: 3270.0\n",
            "---------- 1895750 / 2000000.0 ----------\n",
            "Num Games: 2482\n",
            "Num Frames: 1895749\n",
            "FPS: 114\n",
            "ETA: 0:15:12\n",
            "SMA Length: 2211.160\n",
            "SMA Reward: 364.600\n",
            "SMA Loss: 0.580\n",
            "Max reward: 3270.0\n",
            "---------- 1896000 / 2000000.0 ----------\n",
            "Num Games: 2483\n",
            "Num Frames: 1895999\n",
            "FPS: 114\n",
            "ETA: 0:15:10\n",
            "SMA Length: 2134.440\n",
            "SMA Reward: 367.600\n",
            "SMA Loss: 0.488\n",
            "Max reward: 3270.0\n",
            "---------- 1896250 / 2000000.0 ----------\n",
            "Num Games: 2484\n",
            "Num Frames: 1896249\n",
            "FPS: 114\n",
            "ETA: 0:15:07\n",
            "SMA Length: 2107.600\n",
            "SMA Reward: 365.600\n",
            "SMA Loss: 0.554\n",
            "Max reward: 3270.0\n",
            "---------- 1896500 / 2000000.0 ----------\n",
            "Num Games: 2484\n",
            "Num Frames: 1896499\n",
            "FPS: 114\n",
            "ETA: 0:15:05\n",
            "SMA Length: 2107.600\n",
            "SMA Reward: 365.600\n",
            "SMA Loss: 0.584\n",
            "Max reward: 3270.0\n",
            "---------- 1896750 / 2000000.0 ----------\n",
            "Num Games: 2485\n",
            "Num Frames: 1896749\n",
            "FPS: 114\n",
            "ETA: 0:15:03\n",
            "SMA Length: 2093.200\n",
            "SMA Reward: 360.600\n",
            "SMA Loss: 0.555\n",
            "Max reward: 3270.0\n",
            "---------- 1897000 / 2000000.0 ----------\n",
            "Num Games: 2485\n",
            "Num Frames: 1896999\n",
            "FPS: 114\n",
            "ETA: 0:15:01\n",
            "SMA Length: 2093.200\n",
            "SMA Reward: 360.600\n",
            "SMA Loss: 0.523\n",
            "Max reward: 3270.0\n",
            "---------- 1897250 / 2000000.0 ----------\n",
            "Num Games: 2486\n",
            "Num Frames: 1897249\n",
            "FPS: 114\n",
            "ETA: 0:14:59\n",
            "SMA Length: 2089.520\n",
            "SMA Reward: 357.000\n",
            "SMA Loss: 0.566\n",
            "Max reward: 3270.0\n",
            "---------- 1897500 / 2000000.0 ----------\n",
            "Num Games: 2486\n",
            "Num Frames: 1897499\n",
            "FPS: 114\n",
            "ETA: 0:14:56\n",
            "SMA Length: 2089.520\n",
            "SMA Reward: 357.000\n",
            "SMA Loss: 0.526\n",
            "Max reward: 3270.0\n",
            "---------- 1897750 / 2000000.0 ----------\n",
            "Num Games: 2486\n",
            "Num Frames: 1897749\n",
            "FPS: 114\n",
            "ETA: 0:14:54\n",
            "SMA Length: 2089.520\n",
            "SMA Reward: 357.000\n",
            "SMA Loss: 0.574\n",
            "Max reward: 3270.0\n",
            "---------- 1898000 / 2000000.0 ----------\n",
            "Num Games: 2486\n",
            "Num Frames: 1897999\n",
            "FPS: 114\n",
            "ETA: 0:14:52\n",
            "SMA Length: 2089.520\n",
            "SMA Reward: 357.000\n",
            "SMA Loss: 0.514\n",
            "Max reward: 3270.0\n",
            "---------- 1898250 / 2000000.0 ----------\n",
            "Num Games: 2487\n",
            "Num Frames: 1898249\n",
            "FPS: 114\n",
            "ETA: 0:14:50\n",
            "SMA Length: 2088.560\n",
            "SMA Reward: 356.000\n",
            "SMA Loss: 0.514\n",
            "Max reward: 3270.0\n",
            "---------- 1898500 / 2000000.0 ----------\n",
            "Num Games: 2487\n",
            "Num Frames: 1898499\n",
            "FPS: 114\n",
            "ETA: 0:14:48\n",
            "SMA Length: 2088.560\n",
            "SMA Reward: 356.000\n",
            "SMA Loss: 0.534\n",
            "Max reward: 3270.0\n",
            "---------- 1898750 / 2000000.0 ----------\n",
            "Num Games: 2488\n",
            "Num Frames: 1898749\n",
            "FPS: 114\n",
            "ETA: 0:14:46\n",
            "SMA Length: 2087.760\n",
            "SMA Reward: 356.400\n",
            "SMA Loss: 0.557\n",
            "Max reward: 3270.0\n",
            "---------- 1899000 / 2000000.0 ----------\n",
            "Num Games: 2488\n",
            "Num Frames: 1898999\n",
            "FPS: 114\n",
            "ETA: 0:14:43\n",
            "SMA Length: 2087.760\n",
            "SMA Reward: 356.400\n",
            "SMA Loss: 0.562\n",
            "Max reward: 3270.0\n",
            "---------- 1899250 / 2000000.0 ----------\n",
            "Num Games: 2489\n",
            "Num Frames: 1899249\n",
            "FPS: 114\n",
            "ETA: 0:14:41\n",
            "SMA Length: 2085.960\n",
            "SMA Reward: 349.800\n",
            "SMA Loss: 0.547\n",
            "Max reward: 3270.0\n",
            "---------- 1899500 / 2000000.0 ----------\n",
            "Num Games: 2489\n",
            "Num Frames: 1899499\n",
            "FPS: 114\n",
            "ETA: 0:14:39\n",
            "SMA Length: 2085.960\n",
            "SMA Reward: 349.800\n",
            "SMA Loss: 0.547\n",
            "Max reward: 3270.0\n",
            "---------- 1899750 / 2000000.0 ----------\n",
            "Num Games: 2490\n",
            "Num Frames: 1899749\n",
            "FPS: 114\n",
            "ETA: 0:14:37\n",
            "SMA Length: 2098.640\n",
            "SMA Reward: 359.200\n",
            "SMA Loss: 0.523\n",
            "Max reward: 3270.0\n",
            "---------- 1900000 / 2000000.0 ----------\n",
            "Num Games: 2490\n",
            "Num Frames: 1899999\n",
            "FPS: 114\n",
            "ETA: 0:14:35\n",
            "SMA Length: 2098.640\n",
            "SMA Reward: 359.200\n",
            "SMA Loss: 0.508\n",
            "Max reward: 3270.0\n",
            "---------- 1900250 / 2000000.0 ----------\n",
            "Num Games: 2491\n",
            "Num Frames: 1900249\n",
            "FPS: 114\n",
            "ETA: 0:14:32\n",
            "SMA Length: 2089.920\n",
            "SMA Reward: 360.600\n",
            "SMA Loss: 0.605\n",
            "Max reward: 3270.0\n",
            "---------- 1900500 / 2000000.0 ----------\n",
            "Num Games: 2491\n",
            "Num Frames: 1900499\n",
            "FPS: 114\n",
            "ETA: 0:14:30\n",
            "SMA Length: 2089.920\n",
            "SMA Reward: 360.600\n",
            "SMA Loss: 0.648\n",
            "Max reward: 3270.0\n",
            "---------- 1900750 / 2000000.0 ----------\n",
            "Num Games: 2491\n",
            "Num Frames: 1900749\n",
            "FPS: 114\n",
            "ETA: 0:14:28\n",
            "SMA Length: 2089.920\n",
            "SMA Reward: 360.600\n",
            "SMA Loss: 0.570\n",
            "Max reward: 3270.0\n",
            "---------- 1901000 / 2000000.0 ----------\n",
            "Num Games: 2492\n",
            "Num Frames: 1900999\n",
            "FPS: 114\n",
            "ETA: 0:14:26\n",
            "SMA Length: 2098.480\n",
            "SMA Reward: 360.200\n",
            "SMA Loss: 0.571\n",
            "Max reward: 3270.0\n",
            "---------- 1901250 / 2000000.0 ----------\n",
            "Num Games: 2492\n",
            "Num Frames: 1901249\n",
            "FPS: 114\n",
            "ETA: 0:14:24\n",
            "SMA Length: 2098.480\n",
            "SMA Reward: 360.200\n",
            "SMA Loss: 0.553\n",
            "Max reward: 3270.0\n",
            "---------- 1901500 / 2000000.0 ----------\n",
            "Num Games: 2493\n",
            "Num Frames: 1901499\n",
            "FPS: 114\n",
            "ETA: 0:14:21\n",
            "SMA Length: 2094.440\n",
            "SMA Reward: 359.200\n",
            "SMA Loss: 0.566\n",
            "Max reward: 3270.0\n",
            "---------- 1901750 / 2000000.0 ----------\n",
            "Num Games: 2493\n",
            "Num Frames: 1901749\n",
            "FPS: 114\n",
            "ETA: 0:14:19\n",
            "SMA Length: 2094.440\n",
            "SMA Reward: 359.200\n",
            "SMA Loss: 0.571\n",
            "Max reward: 3270.0\n",
            "---------- 1902000 / 2000000.0 ----------\n",
            "Num Games: 2494\n",
            "Num Frames: 1901999\n",
            "FPS: 114\n",
            "ETA: 0:14:17\n",
            "SMA Length: 2064.960\n",
            "SMA Reward: 354.800\n",
            "SMA Loss: 0.507\n",
            "Max reward: 3270.0\n",
            "---------- 1902250 / 2000000.0 ----------\n",
            "Num Games: 2494\n",
            "Num Frames: 1902249\n",
            "FPS: 114\n",
            "ETA: 0:14:15\n",
            "SMA Length: 2064.960\n",
            "SMA Reward: 354.800\n",
            "SMA Loss: 0.566\n",
            "Max reward: 3270.0\n",
            "---------- 1902500 / 2000000.0 ----------\n",
            "Num Games: 2495\n",
            "Num Frames: 1902499\n",
            "FPS: 114\n",
            "ETA: 0:14:13\n",
            "SMA Length: 2081.120\n",
            "SMA Reward: 354.800\n",
            "SMA Loss: 0.521\n",
            "Max reward: 3270.0\n",
            "---------- 1902750 / 2000000.0 ----------\n",
            "Num Games: 2495\n",
            "Num Frames: 1902749\n",
            "FPS: 114\n",
            "ETA: 0:14:11\n",
            "SMA Length: 2081.120\n",
            "SMA Reward: 354.800\n",
            "SMA Loss: 0.530\n",
            "Max reward: 3270.0\n",
            "---------- 1903000 / 2000000.0 ----------\n",
            "Num Games: 2495\n",
            "Num Frames: 1902999\n",
            "FPS: 114\n",
            "ETA: 0:14:08\n",
            "SMA Length: 2081.120\n",
            "SMA Reward: 354.800\n",
            "SMA Loss: 0.551\n",
            "Max reward: 3270.0\n",
            "---------- 1903250 / 2000000.0 ----------\n",
            "Num Games: 2496\n",
            "Num Frames: 1903249\n",
            "FPS: 114\n",
            "ETA: 0:14:06\n",
            "SMA Length: 2130.640\n",
            "SMA Reward: 354.200\n",
            "SMA Loss: 0.579\n",
            "Max reward: 3270.0\n",
            "---------- 1903500 / 2000000.0 ----------\n",
            "Num Games: 2496\n",
            "Num Frames: 1903499\n",
            "FPS: 114\n",
            "ETA: 0:14:04\n",
            "SMA Length: 2130.640\n",
            "SMA Reward: 354.200\n",
            "SMA Loss: 0.486\n",
            "Max reward: 3270.0\n",
            "---------- 1903750 / 2000000.0 ----------\n",
            "Num Games: 2497\n",
            "Num Frames: 1903749\n",
            "FPS: 114\n",
            "ETA: 0:14:02\n",
            "SMA Length: 2132.080\n",
            "SMA Reward: 358.200\n",
            "SMA Loss: 0.498\n",
            "Max reward: 3270.0\n",
            "---------- 1904000 / 2000000.0 ----------\n",
            "Num Games: 2497\n",
            "Num Frames: 1903999\n",
            "FPS: 114\n",
            "ETA: 0:14:00\n",
            "SMA Length: 2132.080\n",
            "SMA Reward: 358.200\n",
            "SMA Loss: 0.554\n",
            "Max reward: 3270.0\n",
            "---------- 1904250 / 2000000.0 ----------\n",
            "Num Games: 2497\n",
            "Num Frames: 1904249\n",
            "FPS: 114\n",
            "ETA: 0:13:57\n",
            "SMA Length: 2132.080\n",
            "SMA Reward: 358.200\n",
            "SMA Loss: 0.512\n",
            "Max reward: 3270.0\n",
            "---------- 1904500 / 2000000.0 ----------\n",
            "Num Games: 2497\n",
            "Num Frames: 1904499\n",
            "FPS: 114\n",
            "ETA: 0:13:55\n",
            "SMA Length: 2132.080\n",
            "SMA Reward: 358.200\n",
            "SMA Loss: 0.600\n",
            "Max reward: 3270.0\n",
            "---------- 1904750 / 2000000.0 ----------\n",
            "Num Games: 2498\n",
            "Num Frames: 1904749\n",
            "FPS: 114\n",
            "ETA: 0:13:53\n",
            "SMA Length: 2188.200\n",
            "SMA Reward: 363.600\n",
            "SMA Loss: 0.529\n",
            "Max reward: 3270.0\n",
            "---------- 1905000 / 2000000.0 ----------\n",
            "Num Games: 2498\n",
            "Num Frames: 1904999\n",
            "FPS: 114\n",
            "ETA: 0:13:51\n",
            "SMA Length: 2188.200\n",
            "SMA Reward: 363.600\n",
            "SMA Loss: 0.511\n",
            "Max reward: 3270.0\n",
            "---------- 1905250 / 2000000.0 ----------\n",
            "Num Games: 2498\n",
            "Num Frames: 1905249\n",
            "FPS: 114\n",
            "ETA: 0:13:49\n",
            "SMA Length: 2188.200\n",
            "SMA Reward: 363.600\n",
            "SMA Loss: 0.559\n",
            "Max reward: 3270.0\n",
            "---------- 1905500 / 2000000.0 ----------\n",
            "Num Games: 2498\n",
            "Num Frames: 1905499\n",
            "FPS: 114\n",
            "ETA: 0:13:47\n",
            "SMA Length: 2188.200\n",
            "SMA Reward: 363.600\n",
            "SMA Loss: 0.655\n",
            "Max reward: 3270.0\n",
            "---------- 1905750 / 2000000.0 ----------\n",
            "Num Games: 2498\n",
            "Num Frames: 1905749\n",
            "FPS: 114\n",
            "ETA: 0:13:44\n",
            "SMA Length: 2188.200\n",
            "SMA Reward: 363.600\n",
            "SMA Loss: 0.488\n",
            "Max reward: 3270.0\n",
            "---------- 1906000 / 2000000.0 ----------\n",
            "Num Games: 2498\n",
            "Num Frames: 1905999\n",
            "FPS: 114\n",
            "ETA: 0:13:42\n",
            "SMA Length: 2188.200\n",
            "SMA Reward: 363.600\n",
            "SMA Loss: 0.497\n",
            "Max reward: 3270.0\n",
            "---------- 1906250 / 2000000.0 ----------\n",
            "Num Games: 2498\n",
            "Num Frames: 1906249\n",
            "FPS: 114\n",
            "ETA: 0:13:40\n",
            "SMA Length: 2188.200\n",
            "SMA Reward: 363.600\n",
            "SMA Loss: 0.602\n",
            "Max reward: 3270.0\n",
            "---------- 1906500 / 2000000.0 ----------\n",
            "Num Games: 2499\n",
            "Num Frames: 1906499\n",
            "FPS: 114\n",
            "ETA: 0:13:38\n",
            "SMA Length: 2290.480\n",
            "SMA Reward: 368.600\n",
            "SMA Loss: 0.517\n",
            "Max reward: 3270.0\n",
            "---------- 1906750 / 2000000.0 ----------\n",
            "Num Games: 2499\n",
            "Num Frames: 1906749\n",
            "FPS: 114\n",
            "ETA: 0:13:36\n",
            "SMA Length: 2290.480\n",
            "SMA Reward: 368.600\n",
            "SMA Loss: 0.542\n",
            "Max reward: 3270.0\n",
            "---------- 1907000 / 2000000.0 ----------\n",
            "Num Games: 2500\n",
            "Num Frames: 1906999\n",
            "FPS: 114\n",
            "ETA: 0:13:33\n",
            "SMA Length: 2292.280\n",
            "SMA Reward: 374.600\n",
            "SMA Loss: 0.534\n",
            "Max reward: 3270.0\n",
            "---------- 1907250 / 2000000.0 ----------\n",
            "Num Games: 2501\n",
            "Num Frames: 1907249\n",
            "FPS: 114\n",
            "ETA: 0:13:31\n",
            "SMA Length: 2267.400\n",
            "SMA Reward: 369.600\n",
            "SMA Loss: 0.508\n",
            "Max reward: 3270.0\n",
            "---------- 1907500 / 2000000.0 ----------\n",
            "Num Games: 2501\n",
            "Num Frames: 1907499\n",
            "FPS: 114\n",
            "ETA: 0:13:29\n",
            "SMA Length: 2267.400\n",
            "SMA Reward: 369.600\n",
            "SMA Loss: 0.557\n",
            "Max reward: 3270.0\n",
            "---------- 1907750 / 2000000.0 ----------\n",
            "Num Games: 2501\n",
            "Num Frames: 1907749\n",
            "FPS: 114\n",
            "ETA: 0:13:27\n",
            "SMA Length: 2267.400\n",
            "SMA Reward: 369.600\n",
            "SMA Loss: 0.567\n",
            "Max reward: 3270.0\n",
            "---------- 1908000 / 2000000.0 ----------\n",
            "Num Games: 2501\n",
            "Num Frames: 1907999\n",
            "FPS: 114\n",
            "ETA: 0:13:25\n",
            "SMA Length: 2267.400\n",
            "SMA Reward: 369.600\n",
            "SMA Loss: 0.555\n",
            "Max reward: 3270.0\n",
            "---------- 1908250 / 2000000.0 ----------\n",
            "Num Games: 2501\n",
            "Num Frames: 1908249\n",
            "FPS: 114\n",
            "ETA: 0:13:22\n",
            "SMA Length: 2267.400\n",
            "SMA Reward: 369.600\n",
            "SMA Loss: 0.486\n",
            "Max reward: 3270.0\n",
            "---------- 1908500 / 2000000.0 ----------\n",
            "Num Games: 2501\n",
            "Num Frames: 1908499\n",
            "FPS: 114\n",
            "ETA: 0:13:20\n",
            "SMA Length: 2267.400\n",
            "SMA Reward: 369.600\n",
            "SMA Loss: 0.528\n",
            "Max reward: 3270.0\n",
            "---------- 1908750 / 2000000.0 ----------\n",
            "Num Games: 2502\n",
            "Num Frames: 1908749\n",
            "FPS: 114\n",
            "ETA: 0:13:18\n",
            "SMA Length: 2328.320\n",
            "SMA Reward: 375.000\n",
            "SMA Loss: 0.665\n",
            "Max reward: 3270.0\n",
            "---------- 1909000 / 2000000.0 ----------\n",
            "Num Games: 2502\n",
            "Num Frames: 1908999\n",
            "FPS: 114\n",
            "ETA: 0:13:16\n",
            "SMA Length: 2328.320\n",
            "SMA Reward: 375.000\n",
            "SMA Loss: 0.533\n",
            "Max reward: 3270.0\n",
            "---------- 1909250 / 2000000.0 ----------\n",
            "Num Games: 2502\n",
            "Num Frames: 1909249\n",
            "FPS: 114\n",
            "ETA: 0:13:14\n",
            "SMA Length: 2328.320\n",
            "SMA Reward: 375.000\n",
            "SMA Loss: 0.541\n",
            "Max reward: 3270.0\n",
            "---------- 1909500 / 2000000.0 ----------\n",
            "Num Games: 2503\n",
            "Num Frames: 1909499\n",
            "FPS: 114\n",
            "ETA: 0:13:12\n",
            "SMA Length: 2357.600\n",
            "SMA Reward: 384.400\n",
            "SMA Loss: 0.507\n",
            "Max reward: 3270.0\n",
            "---------- 1909750 / 2000000.0 ----------\n",
            "Num Games: 2504\n",
            "Num Frames: 1909749\n",
            "FPS: 114\n",
            "ETA: 0:13:09\n",
            "SMA Length: 2328.000\n",
            "SMA Reward: 383.000\n",
            "SMA Loss: 0.533\n",
            "Max reward: 3270.0\n",
            "---------- 1910000 / 2000000.0 ----------\n",
            "Num Games: 2504\n",
            "Num Frames: 1909999\n",
            "FPS: 114\n",
            "ETA: 0:13:07\n",
            "SMA Length: 2328.000\n",
            "SMA Reward: 383.000\n",
            "SMA Loss: 0.536\n",
            "Max reward: 3270.0\n",
            "---------- 1910250 / 2000000.0 ----------\n",
            "Num Games: 2505\n",
            "Num Frames: 1910249\n",
            "FPS: 114\n",
            "ETA: 0:13:05\n",
            "SMA Length: 2300.080\n",
            "SMA Reward: 379.600\n",
            "SMA Loss: 0.596\n",
            "Max reward: 3270.0\n",
            "---------- 1910500 / 2000000.0 ----------\n",
            "Num Games: 2505\n",
            "Num Frames: 1910499\n",
            "FPS: 114\n",
            "ETA: 0:13:03\n",
            "SMA Length: 2300.080\n",
            "SMA Reward: 379.600\n",
            "SMA Loss: 0.606\n",
            "Max reward: 3270.0\n",
            "---------- 1910750 / 2000000.0 ----------\n",
            "Num Games: 2506\n",
            "Num Frames: 1910749\n",
            "FPS: 114\n",
            "ETA: 0:13:01\n",
            "SMA Length: 2292.760\n",
            "SMA Reward: 379.600\n",
            "SMA Loss: 0.594\n",
            "Max reward: 3270.0\n",
            "---------- 1911000 / 2000000.0 ----------\n",
            "Num Games: 2506\n",
            "Num Frames: 1910999\n",
            "FPS: 114\n",
            "ETA: 0:12:58\n",
            "SMA Length: 2292.760\n",
            "SMA Reward: 379.600\n",
            "SMA Loss: 0.526\n",
            "Max reward: 3270.0\n",
            "---------- 1911250 / 2000000.0 ----------\n",
            "Num Games: 2507\n",
            "Num Frames: 1911249\n",
            "FPS: 114\n",
            "ETA: 0:12:56\n",
            "SMA Length: 2287.600\n",
            "SMA Reward: 377.600\n",
            "SMA Loss: 0.596\n",
            "Max reward: 3270.0\n",
            "---------- 1911500 / 2000000.0 ----------\n",
            "Num Games: 2508\n",
            "Num Frames: 1911499\n",
            "FPS: 114\n",
            "ETA: 0:12:54\n",
            "SMA Length: 2291.040\n",
            "SMA Reward: 385.600\n",
            "SMA Loss: 0.540\n",
            "Max reward: 3270.0\n",
            "---------- 1911750 / 2000000.0 ----------\n",
            "Num Games: 2508\n",
            "Num Frames: 1911749\n",
            "FPS: 114\n",
            "ETA: 0:12:52\n",
            "SMA Length: 2291.040\n",
            "SMA Reward: 385.600\n",
            "SMA Loss: 0.621\n",
            "Max reward: 3270.0\n",
            "---------- 1912000 / 2000000.0 ----------\n",
            "Num Games: 2508\n",
            "Num Frames: 1911999\n",
            "FPS: 114\n",
            "ETA: 0:12:50\n",
            "SMA Length: 2291.040\n",
            "SMA Reward: 385.600\n",
            "SMA Loss: 0.535\n",
            "Max reward: 3270.0\n",
            "---------- 1912250 / 2000000.0 ----------\n",
            "Num Games: 2509\n",
            "Num Frames: 1912249\n",
            "FPS: 114\n",
            "ETA: 0:12:47\n",
            "SMA Length: 2316.600\n",
            "SMA Reward: 387.000\n",
            "SMA Loss: 0.533\n",
            "Max reward: 3270.0\n",
            "---------- 1912500 / 2000000.0 ----------\n",
            "Num Games: 2509\n",
            "Num Frames: 1912499\n",
            "FPS: 114\n",
            "ETA: 0:12:45\n",
            "SMA Length: 2316.600\n",
            "SMA Reward: 387.000\n",
            "SMA Loss: 0.660\n",
            "Max reward: 3270.0\n",
            "---------- 1912750 / 2000000.0 ----------\n",
            "Num Games: 2509\n",
            "Num Frames: 1912749\n",
            "FPS: 114\n",
            "ETA: 0:12:43\n",
            "SMA Length: 2316.600\n",
            "SMA Reward: 387.000\n",
            "SMA Loss: 0.574\n",
            "Max reward: 3270.0\n",
            "---------- 1913000 / 2000000.0 ----------\n",
            "Num Games: 2510\n",
            "Num Frames: 1912999\n",
            "FPS: 114\n",
            "ETA: 0:12:41\n",
            "SMA Length: 2332.240\n",
            "SMA Reward: 392.000\n",
            "SMA Loss: 0.529\n",
            "Max reward: 3270.0\n",
            "---------- 1913250 / 2000000.0 ----------\n",
            "Num Games: 2510\n",
            "Num Frames: 1913249\n",
            "FPS: 114\n",
            "ETA: 0:12:39\n",
            "SMA Length: 2332.240\n",
            "SMA Reward: 392.000\n",
            "SMA Loss: 0.537\n",
            "Max reward: 3270.0\n",
            "---------- 1913500 / 2000000.0 ----------\n",
            "Num Games: 2510\n",
            "Num Frames: 1913499\n",
            "FPS: 114\n",
            "ETA: 0:12:37\n",
            "SMA Length: 2332.240\n",
            "SMA Reward: 392.000\n",
            "SMA Loss: 0.513\n",
            "Max reward: 3270.0\n",
            "---------- 1913750 / 2000000.0 ----------\n",
            "Num Games: 2511\n",
            "Num Frames: 1913749\n",
            "FPS: 114\n",
            "ETA: 0:12:34\n",
            "SMA Length: 2365.520\n",
            "SMA Reward: 398.400\n",
            "SMA Loss: 0.510\n",
            "Max reward: 3270.0\n",
            "---------- 1914000 / 2000000.0 ----------\n",
            "Num Games: 2511\n",
            "Num Frames: 1913999\n",
            "FPS: 114\n",
            "ETA: 0:12:32\n",
            "SMA Length: 2365.520\n",
            "SMA Reward: 398.400\n",
            "SMA Loss: 0.559\n",
            "Max reward: 3270.0\n",
            "---------- 1914250 / 2000000.0 ----------\n",
            "Num Games: 2511\n",
            "Num Frames: 1914249\n",
            "FPS: 114\n",
            "ETA: 0:12:30\n",
            "SMA Length: 2365.520\n",
            "SMA Reward: 398.400\n",
            "SMA Loss: 0.505\n",
            "Max reward: 3270.0\n",
            "---------- 1914500 / 2000000.0 ----------\n",
            "Num Games: 2512\n",
            "Num Frames: 1914499\n",
            "FPS: 114\n",
            "ETA: 0:12:28\n",
            "SMA Length: 2396.520\n",
            "SMA Reward: 401.400\n",
            "SMA Loss: 0.535\n",
            "Max reward: 3270.0\n",
            "---------- 1914750 / 2000000.0 ----------\n",
            "Num Games: 2512\n",
            "Num Frames: 1914749\n",
            "FPS: 114\n",
            "ETA: 0:12:26\n",
            "SMA Length: 2396.520\n",
            "SMA Reward: 401.400\n",
            "SMA Loss: 0.504\n",
            "Max reward: 3270.0\n",
            "---------- 1915000 / 2000000.0 ----------\n",
            "Num Games: 2513\n",
            "Num Frames: 1914999\n",
            "FPS: 114\n",
            "ETA: 0:12:23\n",
            "SMA Length: 2379.640\n",
            "SMA Reward: 399.000\n",
            "SMA Loss: 0.589\n",
            "Max reward: 3270.0\n",
            "---------- 1915250 / 2000000.0 ----------\n",
            "Num Games: 2513\n",
            "Num Frames: 1915249\n",
            "FPS: 114\n",
            "ETA: 0:12:21\n",
            "SMA Length: 2379.640\n",
            "SMA Reward: 399.000\n",
            "SMA Loss: 0.528\n",
            "Max reward: 3270.0\n",
            "---------- 1915500 / 2000000.0 ----------\n",
            "Num Games: 2514\n",
            "Num Frames: 1915499\n",
            "FPS: 114\n",
            "ETA: 0:12:19\n",
            "SMA Length: 2383.680\n",
            "SMA Reward: 402.000\n",
            "SMA Loss: 0.536\n",
            "Max reward: 3270.0\n",
            "---------- 1915750 / 2000000.0 ----------\n",
            "Num Games: 2514\n",
            "Num Frames: 1915749\n",
            "FPS: 114\n",
            "ETA: 0:12:17\n",
            "SMA Length: 2383.680\n",
            "SMA Reward: 402.000\n",
            "SMA Loss: 0.576\n",
            "Max reward: 3270.0\n",
            "---------- 1916000 / 2000000.0 ----------\n",
            "Num Games: 2514\n",
            "Num Frames: 1915999\n",
            "FPS: 114\n",
            "ETA: 0:12:15\n",
            "SMA Length: 2383.680\n",
            "SMA Reward: 402.000\n",
            "SMA Loss: 0.524\n",
            "Max reward: 3270.0\n",
            "---------- 1916250 / 2000000.0 ----------\n",
            "Num Games: 2515\n",
            "Num Frames: 1916249\n",
            "FPS: 114\n",
            "ETA: 0:12:13\n",
            "SMA Length: 2401.800\n",
            "SMA Reward: 407.000\n",
            "SMA Loss: 0.561\n",
            "Max reward: 3270.0\n",
            "---------- 1916500 / 2000000.0 ----------\n",
            "Num Games: 2515\n",
            "Num Frames: 1916499\n",
            "FPS: 114\n",
            "ETA: 0:12:10\n",
            "SMA Length: 2401.800\n",
            "SMA Reward: 407.000\n",
            "SMA Loss: 0.488\n",
            "Max reward: 3270.0\n",
            "---------- 1916750 / 2000000.0 ----------\n",
            "Num Games: 2515\n",
            "Num Frames: 1916749\n",
            "FPS: 114\n",
            "ETA: 0:12:08\n",
            "SMA Length: 2401.800\n",
            "SMA Reward: 407.000\n",
            "SMA Loss: 0.627\n",
            "Max reward: 3270.0\n",
            "---------- 1917000 / 2000000.0 ----------\n",
            "Num Games: 2516\n",
            "Num Frames: 1916999\n",
            "FPS: 114\n",
            "ETA: 0:12:06\n",
            "SMA Length: 2434.720\n",
            "SMA Reward: 406.400\n",
            "SMA Loss: 0.550\n",
            "Max reward: 3270.0\n",
            "---------- 1917250 / 2000000.0 ----------\n",
            "Num Games: 2516\n",
            "Num Frames: 1917249\n",
            "FPS: 114\n",
            "ETA: 0:12:04\n",
            "SMA Length: 2434.720\n",
            "SMA Reward: 406.400\n",
            "SMA Loss: 0.556\n",
            "Max reward: 3270.0\n",
            "---------- 1917500 / 2000000.0 ----------\n",
            "Num Games: 2517\n",
            "Num Frames: 1917499\n",
            "FPS: 114\n",
            "ETA: 0:12:02\n",
            "SMA Length: 2452.840\n",
            "SMA Reward: 405.000\n",
            "SMA Loss: 0.552\n",
            "Max reward: 3270.0\n",
            "---------- 1917750 / 2000000.0 ----------\n",
            "Num Games: 2517\n",
            "Num Frames: 1917749\n",
            "FPS: 114\n",
            "ETA: 0:11:59\n",
            "SMA Length: 2452.840\n",
            "SMA Reward: 405.000\n",
            "SMA Loss: 0.489\n",
            "Max reward: 3270.0\n",
            "---------- 1918000 / 2000000.0 ----------\n",
            "Num Games: 2517\n",
            "Num Frames: 1917999\n",
            "FPS: 114\n",
            "ETA: 0:11:57\n",
            "SMA Length: 2452.840\n",
            "SMA Reward: 405.000\n",
            "SMA Loss: 0.584\n",
            "Max reward: 3270.0\n",
            "---------- 1918250 / 2000000.0 ----------\n",
            "Num Games: 2518\n",
            "Num Frames: 1918249\n",
            "FPS: 114\n",
            "ETA: 0:11:55\n",
            "SMA Length: 2466.120\n",
            "SMA Reward: 402.600\n",
            "SMA Loss: 0.568\n",
            "Max reward: 3270.0\n",
            "---------- 1918500 / 2000000.0 ----------\n",
            "Num Games: 2518\n",
            "Num Frames: 1918499\n",
            "FPS: 114\n",
            "ETA: 0:11:53\n",
            "SMA Length: 2466.120\n",
            "SMA Reward: 402.600\n",
            "SMA Loss: 0.464\n",
            "Max reward: 3270.0\n",
            "---------- 1918750 / 2000000.0 ----------\n",
            "Num Games: 2518\n",
            "Num Frames: 1918749\n",
            "FPS: 114\n",
            "ETA: 0:11:51\n",
            "SMA Length: 2466.120\n",
            "SMA Reward: 402.600\n",
            "SMA Loss: 0.551\n",
            "Max reward: 3270.0\n",
            "---------- 1919000 / 2000000.0 ----------\n",
            "Num Games: 2518\n",
            "Num Frames: 1918999\n",
            "FPS: 114\n",
            "ETA: 0:11:48\n",
            "SMA Length: 2466.120\n",
            "SMA Reward: 402.600\n",
            "SMA Loss: 0.522\n",
            "Max reward: 3270.0\n",
            "---------- 1919250 / 2000000.0 ----------\n",
            "Num Games: 2519\n",
            "Num Frames: 1919249\n",
            "FPS: 114\n",
            "ETA: 0:11:46\n",
            "SMA Length: 2508.080\n",
            "SMA Reward: 414.600\n",
            "SMA Loss: 0.592\n",
            "Max reward: 3270.0\n",
            "---------- 1919500 / 2000000.0 ----------\n",
            "Num Games: 2519\n",
            "Num Frames: 1919499\n",
            "FPS: 114\n",
            "ETA: 0:11:44\n",
            "SMA Length: 2508.080\n",
            "SMA Reward: 414.600\n",
            "SMA Loss: 0.484\n",
            "Max reward: 3270.0\n",
            "---------- 1919750 / 2000000.0 ----------\n",
            "Num Games: 2519\n",
            "Num Frames: 1919749\n",
            "FPS: 114\n",
            "ETA: 0:11:42\n",
            "SMA Length: 2508.080\n",
            "SMA Reward: 414.600\n",
            "SMA Loss: 0.525\n",
            "Max reward: 3270.0\n",
            "---------- 1920000 / 2000000.0 ----------\n",
            "Num Games: 2520\n",
            "Num Frames: 1919999\n",
            "FPS: 114\n",
            "ETA: 0:11:40\n",
            "SMA Length: 2537.040\n",
            "SMA Reward: 417.600\n",
            "SMA Loss: 0.519\n",
            "Max reward: 3270.0\n",
            "---------- 1920250 / 2000000.0 ----------\n",
            "Num Games: 2520\n",
            "Num Frames: 1920249\n",
            "FPS: 114\n",
            "ETA: 0:11:38\n",
            "SMA Length: 2537.040\n",
            "SMA Reward: 417.600\n",
            "SMA Loss: 0.595\n",
            "Max reward: 3270.0\n",
            "---------- 1920500 / 2000000.0 ----------\n",
            "Num Games: 2520\n",
            "Num Frames: 1920499\n",
            "FPS: 114\n",
            "ETA: 0:11:35\n",
            "SMA Length: 2537.040\n",
            "SMA Reward: 417.600\n",
            "SMA Loss: 0.564\n",
            "Max reward: 3270.0\n",
            "---------- 1920750 / 2000000.0 ----------\n",
            "Num Games: 2520\n",
            "Num Frames: 1920749\n",
            "FPS: 114\n",
            "ETA: 0:11:33\n",
            "SMA Length: 2537.040\n",
            "SMA Reward: 417.600\n",
            "SMA Loss: 0.608\n",
            "Max reward: 3270.0\n",
            "---------- 1921000 / 2000000.0 ----------\n",
            "Num Games: 2521\n",
            "Num Frames: 1920999\n",
            "FPS: 114\n",
            "ETA: 0:11:31\n",
            "SMA Length: 2577.680\n",
            "SMA Reward: 425.000\n",
            "SMA Loss: 0.550\n",
            "Max reward: 3270.0\n",
            "---------- 1921250 / 2000000.0 ----------\n",
            "Num Games: 2521\n",
            "Num Frames: 1921249\n",
            "FPS: 114\n",
            "ETA: 0:11:29\n",
            "SMA Length: 2577.680\n",
            "SMA Reward: 425.000\n",
            "SMA Loss: 0.556\n",
            "Max reward: 3270.0\n",
            "---------- 1921500 / 2000000.0 ----------\n",
            "Num Games: 2522\n",
            "Num Frames: 1921499\n",
            "FPS: 114\n",
            "ETA: 0:11:27\n",
            "SMA Length: 2587.960\n",
            "SMA Reward: 432.000\n",
            "SMA Loss: 0.520\n",
            "Max reward: 3270.0\n",
            "---------- 1921750 / 2000000.0 ----------\n",
            "Num Games: 2522\n",
            "Num Frames: 1921749\n",
            "FPS: 114\n",
            "ETA: 0:11:24\n",
            "SMA Length: 2587.960\n",
            "SMA Reward: 432.000\n",
            "SMA Loss: 0.529\n",
            "Max reward: 3270.0\n",
            "---------- 1922000 / 2000000.0 ----------\n",
            "Num Games: 2522\n",
            "Num Frames: 1921999\n",
            "FPS: 114\n",
            "ETA: 0:11:22\n",
            "SMA Length: 2587.960\n",
            "SMA Reward: 432.000\n",
            "SMA Loss: 0.547\n",
            "Max reward: 3270.0\n",
            "---------- 1922250 / 2000000.0 ----------\n",
            "Num Games: 2523\n",
            "Num Frames: 1922249\n",
            "FPS: 114\n",
            "ETA: 0:11:20\n",
            "SMA Length: 2618.720\n",
            "SMA Reward: 437.600\n",
            "SMA Loss: 0.587\n",
            "Max reward: 3270.0\n",
            "---------- 1922500 / 2000000.0 ----------\n",
            "Num Games: 2523\n",
            "Num Frames: 1922499\n",
            "FPS: 114\n",
            "ETA: 0:11:18\n",
            "SMA Length: 2618.720\n",
            "SMA Reward: 437.600\n",
            "SMA Loss: 0.533\n",
            "Max reward: 3270.0\n",
            "---------- 1922750 / 2000000.0 ----------\n",
            "Num Games: 2524\n",
            "Num Frames: 1922749\n",
            "FPS: 114\n",
            "ETA: 0:11:16\n",
            "SMA Length: 2518.160\n",
            "SMA Reward: 437.600\n",
            "SMA Loss: 0.512\n",
            "Max reward: 3270.0\n",
            "---------- 1923000 / 2000000.0 ----------\n",
            "Num Games: 2524\n",
            "Num Frames: 1922999\n",
            "FPS: 114\n",
            "ETA: 0:11:13\n",
            "SMA Length: 2518.160\n",
            "SMA Reward: 437.600\n",
            "SMA Loss: 0.617\n",
            "Max reward: 3270.0\n",
            "---------- 1923250 / 2000000.0 ----------\n",
            "Num Games: 2524\n",
            "Num Frames: 1923249\n",
            "FPS: 114\n",
            "ETA: 0:11:11\n",
            "SMA Length: 2518.160\n",
            "SMA Reward: 437.600\n",
            "SMA Loss: 0.633\n",
            "Max reward: 3270.0\n",
            "---------- 1923500 / 2000000.0 ----------\n",
            "Num Games: 2524\n",
            "Num Frames: 1923499\n",
            "FPS: 114\n",
            "ETA: 0:11:09\n",
            "SMA Length: 2518.160\n",
            "SMA Reward: 437.600\n",
            "SMA Loss: 0.587\n",
            "Max reward: 3270.0\n",
            "---------- 1923750 / 2000000.0 ----------\n",
            "Num Games: 2525\n",
            "Num Frames: 1923749\n",
            "FPS: 114\n",
            "ETA: 0:11:07\n",
            "SMA Length: 2573.400\n",
            "SMA Reward: 439.600\n",
            "SMA Loss: 0.601\n",
            "Max reward: 3270.0\n",
            "---------- 1924000 / 2000000.0 ----------\n",
            "Num Games: 2525\n",
            "Num Frames: 1923999\n",
            "FPS: 114\n",
            "ETA: 0:11:05\n",
            "SMA Length: 2573.400\n",
            "SMA Reward: 439.600\n",
            "SMA Loss: 0.583\n",
            "Max reward: 3270.0\n",
            "---------- 1924250 / 2000000.0 ----------\n",
            "Num Games: 2526\n",
            "Num Frames: 1924249\n",
            "FPS: 114\n",
            "ETA: 0:11:03\n",
            "SMA Length: 2582.840\n",
            "SMA Reward: 441.400\n",
            "SMA Loss: 0.539\n",
            "Max reward: 3270.0\n",
            "---------- 1924500 / 2000000.0 ----------\n",
            "Num Games: 2526\n",
            "Num Frames: 1924499\n",
            "FPS: 114\n",
            "ETA: 0:11:00\n",
            "SMA Length: 2582.840\n",
            "SMA Reward: 441.400\n",
            "SMA Loss: 0.582\n",
            "Max reward: 3270.0\n",
            "---------- 1924750 / 2000000.0 ----------\n",
            "Num Games: 2526\n",
            "Num Frames: 1924749\n",
            "FPS: 114\n",
            "ETA: 0:10:58\n",
            "SMA Length: 2582.840\n",
            "SMA Reward: 441.400\n",
            "SMA Loss: 0.561\n",
            "Max reward: 3270.0\n",
            "---------- 1925000 / 2000000.0 ----------\n",
            "Num Games: 2527\n",
            "Num Frames: 1924999\n",
            "FPS: 114\n",
            "ETA: 0:10:56\n",
            "SMA Length: 2584.200\n",
            "SMA Reward: 439.400\n",
            "SMA Loss: 0.556\n",
            "Max reward: 3270.0\n",
            "---------- 1925250 / 2000000.0 ----------\n",
            "Num Games: 2528\n",
            "Num Frames: 1925249\n",
            "FPS: 114\n",
            "ETA: 0:10:54\n",
            "SMA Length: 2585.320\n",
            "SMA Reward: 442.400\n",
            "SMA Loss: 0.568\n",
            "Max reward: 3270.0\n",
            "---------- 1925500 / 2000000.0 ----------\n",
            "Num Games: 2528\n",
            "Num Frames: 1925499\n",
            "FPS: 114\n",
            "ETA: 0:10:52\n",
            "SMA Length: 2585.320\n",
            "SMA Reward: 442.400\n",
            "SMA Loss: 0.532\n",
            "Max reward: 3270.0\n",
            "---------- 1925750 / 2000000.0 ----------\n",
            "Num Games: 2529\n",
            "Num Frames: 1925749\n",
            "FPS: 114\n",
            "ETA: 0:10:49\n",
            "SMA Length: 2595.840\n",
            "SMA Reward: 438.400\n",
            "SMA Loss: 0.603\n",
            "Max reward: 3270.0\n",
            "---------- 1926000 / 2000000.0 ----------\n",
            "Num Games: 2529\n",
            "Num Frames: 1925999\n",
            "FPS: 114\n",
            "ETA: 0:10:47\n",
            "SMA Length: 2595.840\n",
            "SMA Reward: 438.400\n",
            "SMA Loss: 0.569\n",
            "Max reward: 3270.0\n",
            "---------- 1926250 / 2000000.0 ----------\n",
            "Num Games: 2530\n",
            "Num Frames: 1926249\n",
            "FPS: 114\n",
            "ETA: 0:10:45\n",
            "SMA Length: 2592.120\n",
            "SMA Reward: 437.800\n",
            "SMA Loss: 0.557\n",
            "Max reward: 3270.0\n",
            "---------- 1926500 / 2000000.0 ----------\n",
            "Num Games: 2531\n",
            "Num Frames: 1926499\n",
            "FPS: 114\n",
            "ETA: 0:10:43\n",
            "SMA Length: 2572.280\n",
            "SMA Reward: 438.200\n",
            "SMA Loss: 0.584\n",
            "Max reward: 3270.0\n",
            "---------- 1926750 / 2000000.0 ----------\n",
            "Num Games: 2532\n",
            "Num Frames: 1926749\n",
            "FPS: 114\n",
            "ETA: 0:10:41\n",
            "SMA Length: 2563.360\n",
            "SMA Reward: 433.600\n",
            "SMA Loss: 0.537\n",
            "Max reward: 3270.0\n",
            "---------- 1927000 / 2000000.0 ----------\n",
            "Num Games: 2532\n",
            "Num Frames: 1926999\n",
            "FPS: 114\n",
            "ETA: 0:10:39\n",
            "SMA Length: 2563.360\n",
            "SMA Reward: 433.600\n",
            "SMA Loss: 0.522\n",
            "Max reward: 3270.0\n",
            "---------- 1927250 / 2000000.0 ----------\n",
            "Num Games: 2533\n",
            "Num Frames: 1927249\n",
            "FPS: 114\n",
            "ETA: 0:10:36\n",
            "SMA Length: 2567.000\n",
            "SMA Reward: 434.000\n",
            "SMA Loss: 0.576\n",
            "Max reward: 3270.0\n",
            "---------- 1927500 / 2000000.0 ----------\n",
            "Num Games: 2533\n",
            "Num Frames: 1927499\n",
            "FPS: 114\n",
            "ETA: 0:10:34\n",
            "SMA Length: 2567.000\n",
            "SMA Reward: 434.000\n",
            "SMA Loss: 0.526\n",
            "Max reward: 3270.0\n",
            "---------- 1927750 / 2000000.0 ----------\n",
            "Num Games: 2534\n",
            "Num Frames: 1927749\n",
            "FPS: 114\n",
            "ETA: 0:10:32\n",
            "SMA Length: 2589.240\n",
            "SMA Reward: 436.000\n",
            "SMA Loss: 0.529\n",
            "Max reward: 3270.0\n",
            "---------- 1928000 / 2000000.0 ----------\n",
            "Num Games: 2534\n",
            "Num Frames: 1927999\n",
            "FPS: 114\n",
            "ETA: 0:10:30\n",
            "SMA Length: 2589.240\n",
            "SMA Reward: 436.000\n",
            "SMA Loss: 0.521\n",
            "Max reward: 3270.0\n",
            "---------- 1928250 / 2000000.0 ----------\n",
            "Num Games: 2535\n",
            "Num Frames: 1928249\n",
            "FPS: 114\n",
            "ETA: 0:10:28\n",
            "SMA Length: 2578.920\n",
            "SMA Reward: 442.000\n",
            "SMA Loss: 0.574\n",
            "Max reward: 3270.0\n",
            "---------- 1928500 / 2000000.0 ----------\n",
            "Num Games: 2535\n",
            "Num Frames: 1928499\n",
            "FPS: 114\n",
            "ETA: 0:10:25\n",
            "SMA Length: 2578.920\n",
            "SMA Reward: 442.000\n",
            "SMA Loss: 0.543\n",
            "Max reward: 3270.0\n",
            "---------- 1928750 / 2000000.0 ----------\n",
            "Num Games: 2535\n",
            "Num Frames: 1928749\n",
            "FPS: 114\n",
            "ETA: 0:10:23\n",
            "SMA Length: 2578.920\n",
            "SMA Reward: 442.000\n",
            "SMA Loss: 0.614\n",
            "Max reward: 3270.0\n",
            "---------- 1929000 / 2000000.0 ----------\n",
            "Num Games: 2535\n",
            "Num Frames: 1928999\n",
            "FPS: 114\n",
            "ETA: 0:10:21\n",
            "SMA Length: 2578.920\n",
            "SMA Reward: 442.000\n",
            "SMA Loss: 0.612\n",
            "Max reward: 3270.0\n",
            "---------- 1929250 / 2000000.0 ----------\n",
            "Num Games: 2535\n",
            "Num Frames: 1929249\n",
            "FPS: 114\n",
            "ETA: 0:10:19\n",
            "SMA Length: 2578.920\n",
            "SMA Reward: 442.000\n",
            "SMA Loss: 0.585\n",
            "Max reward: 3270.0\n",
            "---------- 1929500 / 2000000.0 ----------\n",
            "Num Games: 2536\n",
            "Num Frames: 1929499\n",
            "FPS: 114\n",
            "ETA: 0:10:17\n",
            "SMA Length: 2636.800\n",
            "SMA Reward: 453.400\n",
            "SMA Loss: 0.611\n",
            "Max reward: 3270.0\n",
            "---------- 1929750 / 2000000.0 ----------\n",
            "Num Games: 2536\n",
            "Num Frames: 1929749\n",
            "FPS: 114\n",
            "ETA: 0:10:14\n",
            "SMA Length: 2636.800\n",
            "SMA Reward: 453.400\n",
            "SMA Loss: 0.531\n",
            "Max reward: 3270.0\n",
            "---------- 1930000 / 2000000.0 ----------\n",
            "Num Games: 2536\n",
            "Num Frames: 1929999\n",
            "FPS: 114\n",
            "ETA: 0:10:12\n",
            "SMA Length: 2636.800\n",
            "SMA Reward: 453.400\n",
            "SMA Loss: 0.694\n",
            "Max reward: 3270.0\n",
            "---------- 1930250 / 2000000.0 ----------\n",
            "Num Games: 2536\n",
            "Num Frames: 1930249\n",
            "FPS: 114\n",
            "ETA: 0:10:10\n",
            "SMA Length: 2636.800\n",
            "SMA Reward: 453.400\n",
            "SMA Loss: 0.540\n",
            "Max reward: 3270.0\n",
            "---------- 1930500 / 2000000.0 ----------\n",
            "Num Games: 2537\n",
            "Num Frames: 1930499\n",
            "FPS: 114\n",
            "ETA: 0:10:08\n",
            "SMA Length: 2632.920\n",
            "SMA Reward: 455.400\n",
            "SMA Loss: 0.587\n",
            "Max reward: 3270.0\n",
            "---------- 1930750 / 2000000.0 ----------\n",
            "Num Games: 2537\n",
            "Num Frames: 1930749\n",
            "FPS: 114\n",
            "ETA: 0:10:06\n",
            "SMA Length: 2632.920\n",
            "SMA Reward: 455.400\n",
            "SMA Loss: 0.594\n",
            "Max reward: 3270.0\n",
            "---------- 1931000 / 2000000.0 ----------\n",
            "Num Games: 2538\n",
            "Num Frames: 1930999\n",
            "FPS: 114\n",
            "ETA: 0:10:04\n",
            "SMA Length: 2640.400\n",
            "SMA Reward: 459.000\n",
            "SMA Loss: 0.554\n",
            "Max reward: 3270.0\n",
            "---------- 1931250 / 2000000.0 ----------\n",
            "Num Games: 2538\n",
            "Num Frames: 1931249\n",
            "FPS: 114\n",
            "ETA: 0:10:01\n",
            "SMA Length: 2640.400\n",
            "SMA Reward: 459.000\n",
            "SMA Loss: 0.580\n",
            "Max reward: 3270.0\n",
            "---------- 1931500 / 2000000.0 ----------\n",
            "Num Games: 2539\n",
            "Num Frames: 1931499\n",
            "FPS: 114\n",
            "ETA: 0:09:59\n",
            "SMA Length: 2645.240\n",
            "SMA Reward: 459.600\n",
            "SMA Loss: 0.563\n",
            "Max reward: 3270.0\n",
            "---------- 1931750 / 2000000.0 ----------\n",
            "Num Games: 2539\n",
            "Num Frames: 1931749\n",
            "FPS: 114\n",
            "ETA: 0:09:57\n",
            "SMA Length: 2645.240\n",
            "SMA Reward: 459.600\n",
            "SMA Loss: 0.541\n",
            "Max reward: 3270.0\n",
            "---------- 1932000 / 2000000.0 ----------\n",
            "Num Games: 2540\n",
            "Num Frames: 1931999\n",
            "FPS: 114\n",
            "ETA: 0:09:55\n",
            "SMA Length: 2635.280\n",
            "SMA Reward: 450.600\n",
            "SMA Loss: 0.546\n",
            "Max reward: 3270.0\n",
            "---------- 1932250 / 2000000.0 ----------\n",
            "Num Games: 2540\n",
            "Num Frames: 1932249\n",
            "FPS: 114\n",
            "ETA: 0:09:53\n",
            "SMA Length: 2635.280\n",
            "SMA Reward: 450.600\n",
            "SMA Loss: 0.548\n",
            "Max reward: 3270.0\n",
            "---------- 1932500 / 2000000.0 ----------\n",
            "Num Games: 2541\n",
            "Num Frames: 1932499\n",
            "FPS: 114\n",
            "ETA: 0:09:50\n",
            "SMA Length: 2635.120\n",
            "SMA Reward: 445.600\n",
            "SMA Loss: 0.594\n",
            "Max reward: 3270.0\n",
            "---------- 1932750 / 2000000.0 ----------\n",
            "Num Games: 2541\n",
            "Num Frames: 1932749\n",
            "FPS: 114\n",
            "ETA: 0:09:48\n",
            "SMA Length: 2635.120\n",
            "SMA Reward: 445.600\n",
            "SMA Loss: 0.595\n",
            "Max reward: 3270.0\n",
            "---------- 1933000 / 2000000.0 ----------\n",
            "Num Games: 2541\n",
            "Num Frames: 1932999\n",
            "FPS: 114\n",
            "ETA: 0:09:46\n",
            "SMA Length: 2635.120\n",
            "SMA Reward: 445.600\n",
            "SMA Loss: 0.547\n",
            "Max reward: 3270.0\n",
            "---------- 1933250 / 2000000.0 ----------\n",
            "Num Games: 2541\n",
            "Num Frames: 1933249\n",
            "FPS: 114\n",
            "ETA: 0:09:44\n",
            "SMA Length: 2635.120\n",
            "SMA Reward: 445.600\n",
            "SMA Loss: 0.708\n",
            "Max reward: 3270.0\n",
            "---------- 1933500 / 2000000.0 ----------\n",
            "Num Games: 2541\n",
            "Num Frames: 1933499\n",
            "FPS: 114\n",
            "ETA: 0:09:42\n",
            "SMA Length: 2635.120\n",
            "SMA Reward: 445.600\n",
            "SMA Loss: 0.545\n",
            "Max reward: 3270.0\n",
            "---------- 1933750 / 2000000.0 ----------\n",
            "Num Games: 2541\n",
            "Num Frames: 1933749\n",
            "FPS: 114\n",
            "ETA: 0:09:39\n",
            "SMA Length: 2635.120\n",
            "SMA Reward: 445.600\n",
            "SMA Loss: 0.516\n",
            "Max reward: 3270.0\n",
            "---------- 1934000 / 2000000.0 ----------\n",
            "Num Games: 2541\n",
            "Num Frames: 1933999\n",
            "FPS: 114\n",
            "ETA: 0:09:37\n",
            "SMA Length: 2635.120\n",
            "SMA Reward: 445.600\n",
            "SMA Loss: 0.572\n",
            "Max reward: 3270.0\n",
            "---------- 1934250 / 2000000.0 ----------\n",
            "Num Games: 2542\n",
            "Num Frames: 1934249\n",
            "FPS: 114\n",
            "ETA: 0:09:35\n",
            "SMA Length: 2719.720\n",
            "SMA Reward: 461.400\n",
            "SMA Loss: 0.541\n",
            "Max reward: 3270.0\n",
            "---------- 1934500 / 2000000.0 ----------\n",
            "Num Games: 2542\n",
            "Num Frames: 1934499\n",
            "FPS: 114\n",
            "ETA: 0:09:33\n",
            "SMA Length: 2719.720\n",
            "SMA Reward: 461.400\n",
            "SMA Loss: 0.550\n",
            "Max reward: 3270.0\n",
            "---------- 1934750 / 2000000.0 ----------\n",
            "Num Games: 2542\n",
            "Num Frames: 1934749\n",
            "FPS: 114\n",
            "ETA: 0:09:31\n",
            "SMA Length: 2719.720\n",
            "SMA Reward: 461.400\n",
            "SMA Loss: 0.537\n",
            "Max reward: 3270.0\n",
            "---------- 1935000 / 2000000.0 ----------\n",
            "Num Games: 2543\n",
            "Num Frames: 1934999\n",
            "FPS: 114\n",
            "ETA: 0:09:29\n",
            "SMA Length: 2733.320\n",
            "SMA Reward: 464.400\n",
            "SMA Loss: 0.557\n",
            "Max reward: 3270.0\n",
            "---------- 1935250 / 2000000.0 ----------\n",
            "Num Games: 2543\n",
            "Num Frames: 1935249\n",
            "FPS: 114\n",
            "ETA: 0:09:26\n",
            "SMA Length: 2733.320\n",
            "SMA Reward: 464.400\n",
            "SMA Loss: 0.501\n",
            "Max reward: 3270.0\n",
            "---------- 1935500 / 2000000.0 ----------\n",
            "Num Games: 2544\n",
            "Num Frames: 1935499\n",
            "FPS: 114\n",
            "ETA: 0:09:24\n",
            "SMA Length: 2752.520\n",
            "SMA Reward: 464.800\n",
            "SMA Loss: 0.582\n",
            "Max reward: 3270.0\n",
            "---------- 1935750 / 2000000.0 ----------\n",
            "Num Games: 2544\n",
            "Num Frames: 1935749\n",
            "FPS: 114\n",
            "ETA: 0:09:22\n",
            "SMA Length: 2752.520\n",
            "SMA Reward: 464.800\n",
            "SMA Loss: 0.580\n",
            "Max reward: 3270.0\n",
            "---------- 1936000 / 2000000.0 ----------\n",
            "Num Games: 2544\n",
            "Num Frames: 1935999\n",
            "FPS: 114\n",
            "ETA: 0:09:20\n",
            "SMA Length: 2752.520\n",
            "SMA Reward: 464.800\n",
            "SMA Loss: 0.570\n",
            "Max reward: 3270.0\n",
            "---------- 1936250 / 2000000.0 ----------\n",
            "Num Games: 2545\n",
            "Num Frames: 1936249\n",
            "FPS: 114\n",
            "ETA: 0:09:18\n",
            "SMA Length: 2767.880\n",
            "SMA Reward: 472.400\n",
            "SMA Loss: 0.569\n",
            "Max reward: 3270.0\n",
            "---------- 1936500 / 2000000.0 ----------\n",
            "Num Games: 2545\n",
            "Num Frames: 1936499\n",
            "FPS: 114\n",
            "ETA: 0:09:15\n",
            "SMA Length: 2767.880\n",
            "SMA Reward: 472.400\n",
            "SMA Loss: 0.569\n",
            "Max reward: 3270.0\n",
            "---------- 1936750 / 2000000.0 ----------\n",
            "Num Games: 2546\n",
            "Num Frames: 1936749\n",
            "FPS: 114\n",
            "ETA: 0:09:13\n",
            "SMA Length: 2725.240\n",
            "SMA Reward: 473.800\n",
            "SMA Loss: 0.569\n",
            "Max reward: 3270.0\n",
            "---------- 1937000 / 2000000.0 ----------\n",
            "Num Games: 2547\n",
            "Num Frames: 1936999\n",
            "FPS: 114\n",
            "ETA: 0:09:11\n",
            "SMA Length: 2735.080\n",
            "SMA Reward: 468.400\n",
            "SMA Loss: 0.500\n",
            "Max reward: 3270.0\n",
            "---------- 1937250 / 2000000.0 ----------\n",
            "Num Games: 2547\n",
            "Num Frames: 1937249\n",
            "FPS: 114\n",
            "ETA: 0:09:09\n",
            "SMA Length: 2735.080\n",
            "SMA Reward: 468.400\n",
            "SMA Loss: 0.641\n",
            "Max reward: 3270.0\n",
            "---------- 1937500 / 2000000.0 ----------\n",
            "Num Games: 2548\n",
            "Num Frames: 1937499\n",
            "FPS: 114\n",
            "ETA: 0:09:07\n",
            "SMA Length: 2679.320\n",
            "SMA Reward: 456.400\n",
            "SMA Loss: 0.571\n",
            "Max reward: 3270.0\n",
            "---------- 1937750 / 2000000.0 ----------\n",
            "Num Games: 2548\n",
            "Num Frames: 1937749\n",
            "FPS: 114\n",
            "ETA: 0:09:05\n",
            "SMA Length: 2679.320\n",
            "SMA Reward: 456.400\n",
            "SMA Loss: 0.563\n",
            "Max reward: 3270.0\n",
            "---------- 1938000 / 2000000.0 ----------\n",
            "Num Games: 2548\n",
            "Num Frames: 1937999\n",
            "FPS: 114\n",
            "ETA: 0:09:02\n",
            "SMA Length: 2679.320\n",
            "SMA Reward: 456.400\n",
            "SMA Loss: 0.496\n",
            "Max reward: 3270.0\n",
            "---------- 1938250 / 2000000.0 ----------\n",
            "Num Games: 2549\n",
            "Num Frames: 1938249\n",
            "FPS: 114\n",
            "ETA: 0:09:00\n",
            "SMA Length: 2604.920\n",
            "SMA Reward: 457.400\n",
            "SMA Loss: 0.510\n",
            "Max reward: 3270.0\n",
            "---------- 1938500 / 2000000.0 ----------\n",
            "Num Games: 2549\n",
            "Num Frames: 1938499\n",
            "FPS: 114\n",
            "ETA: 0:08:58\n",
            "SMA Length: 2604.920\n",
            "SMA Reward: 457.400\n",
            "SMA Loss: 0.544\n",
            "Max reward: 3270.0\n",
            "---------- 1938750 / 2000000.0 ----------\n",
            "Num Games: 2550\n",
            "Num Frames: 1938749\n",
            "FPS: 114\n",
            "ETA: 0:08:56\n",
            "SMA Length: 2601.520\n",
            "SMA Reward: 454.400\n",
            "SMA Loss: 0.595\n",
            "Max reward: 3270.0\n",
            "---------- 1939000 / 2000000.0 ----------\n",
            "Num Games: 2550\n",
            "Num Frames: 1938999\n",
            "FPS: 114\n",
            "ETA: 0:08:54\n",
            "SMA Length: 2601.520\n",
            "SMA Reward: 454.400\n",
            "SMA Loss: 0.582\n",
            "Max reward: 3270.0\n",
            "---------- 1939250 / 2000000.0 ----------\n",
            "Num Games: 2551\n",
            "Num Frames: 1939249\n",
            "FPS: 114\n",
            "ETA: 0:08:51\n",
            "SMA Length: 2621.880\n",
            "SMA Reward: 456.400\n",
            "SMA Loss: 0.563\n",
            "Max reward: 3270.0\n",
            "---------- 1939500 / 2000000.0 ----------\n",
            "Num Games: 2551\n",
            "Num Frames: 1939499\n",
            "FPS: 114\n",
            "ETA: 0:08:49\n",
            "SMA Length: 2621.880\n",
            "SMA Reward: 456.400\n",
            "SMA Loss: 0.523\n",
            "Max reward: 3270.0\n",
            "---------- 1939750 / 2000000.0 ----------\n",
            "Num Games: 2551\n",
            "Num Frames: 1939749\n",
            "FPS: 114\n",
            "ETA: 0:08:47\n",
            "SMA Length: 2621.880\n",
            "SMA Reward: 456.400\n",
            "SMA Loss: 0.546\n",
            "Max reward: 3270.0\n",
            "---------- 1940000 / 2000000.0 ----------\n",
            "Num Games: 2551\n",
            "Num Frames: 1939999\n",
            "FPS: 114\n",
            "ETA: 0:08:45\n",
            "SMA Length: 2621.880\n",
            "SMA Reward: 456.400\n",
            "SMA Loss: 0.528\n",
            "Max reward: 3270.0\n",
            "---------- 1940250 / 2000000.0 ----------\n",
            "Num Games: 2552\n",
            "Num Frames: 1940249\n",
            "FPS: 114\n",
            "ETA: 0:08:43\n",
            "SMA Length: 2581.960\n",
            "SMA Reward: 462.400\n",
            "SMA Loss: 0.642\n",
            "Max reward: 3270.0\n",
            "---------- 1940500 / 2000000.0 ----------\n",
            "Num Games: 2552\n",
            "Num Frames: 1940499\n",
            "FPS: 114\n",
            "ETA: 0:08:40\n",
            "SMA Length: 2581.960\n",
            "SMA Reward: 462.400\n",
            "SMA Loss: 0.603\n",
            "Max reward: 3270.0\n",
            "---------- 1940750 / 2000000.0 ----------\n",
            "Num Games: 2553\n",
            "Num Frames: 1940749\n",
            "FPS: 114\n",
            "ETA: 0:08:38\n",
            "SMA Length: 2568.080\n",
            "SMA Reward: 451.800\n",
            "SMA Loss: 0.541\n",
            "Max reward: 3270.0\n",
            "---------- 1941000 / 2000000.0 ----------\n",
            "Num Games: 2553\n",
            "Num Frames: 1940999\n",
            "FPS: 114\n",
            "ETA: 0:08:36\n",
            "SMA Length: 2568.080\n",
            "SMA Reward: 451.800\n",
            "SMA Loss: 0.576\n",
            "Max reward: 3270.0\n",
            "---------- 1941250 / 2000000.0 ----------\n",
            "Num Games: 2554\n",
            "Num Frames: 1941249\n",
            "FPS: 114\n",
            "ETA: 0:08:34\n",
            "SMA Length: 2573.480\n",
            "SMA Reward: 452.800\n",
            "SMA Loss: 0.619\n",
            "Max reward: 3270.0\n",
            "---------- 1941500 / 2000000.0 ----------\n",
            "Num Games: 2554\n",
            "Num Frames: 1941499\n",
            "FPS: 114\n",
            "ETA: 0:08:32\n",
            "SMA Length: 2573.480\n",
            "SMA Reward: 452.800\n",
            "SMA Loss: 0.618\n",
            "Max reward: 3270.0\n",
            "---------- 1941750 / 2000000.0 ----------\n",
            "Num Games: 2554\n",
            "Num Frames: 1941749\n",
            "FPS: 114\n",
            "ETA: 0:08:30\n",
            "SMA Length: 2573.480\n",
            "SMA Reward: 452.800\n",
            "SMA Loss: 0.544\n",
            "Max reward: 3270.0\n",
            "---------- 1942000 / 2000000.0 ----------\n",
            "Num Games: 2555\n",
            "Num Frames: 1941999\n",
            "FPS: 114\n",
            "ETA: 0:08:27\n",
            "SMA Length: 2603.320\n",
            "SMA Reward: 459.800\n",
            "SMA Loss: 0.568\n",
            "Max reward: 3270.0\n",
            "---------- 1942250 / 2000000.0 ----------\n",
            "Num Games: 2555\n",
            "Num Frames: 1942249\n",
            "FPS: 114\n",
            "ETA: 0:08:25\n",
            "SMA Length: 2603.320\n",
            "SMA Reward: 459.800\n",
            "SMA Loss: 0.642\n",
            "Max reward: 3270.0\n",
            "---------- 1942500 / 2000000.0 ----------\n",
            "Num Games: 2556\n",
            "Num Frames: 1942499\n",
            "FPS: 114\n",
            "ETA: 0:08:23\n",
            "SMA Length: 2606.800\n",
            "SMA Reward: 464.800\n",
            "SMA Loss: 0.574\n",
            "Max reward: 3270.0\n",
            "---------- 1942750 / 2000000.0 ----------\n",
            "Num Games: 2556\n",
            "Num Frames: 1942749\n",
            "FPS: 114\n",
            "ETA: 0:08:21\n",
            "SMA Length: 2606.800\n",
            "SMA Reward: 464.800\n",
            "SMA Loss: 0.559\n",
            "Max reward: 3270.0\n",
            "---------- 1943000 / 2000000.0 ----------\n",
            "Num Games: 2556\n",
            "Num Frames: 1942999\n",
            "FPS: 114\n",
            "ETA: 0:08:19\n",
            "SMA Length: 2606.800\n",
            "SMA Reward: 464.800\n",
            "SMA Loss: 0.545\n",
            "Max reward: 3270.0\n",
            "---------- 1943250 / 2000000.0 ----------\n",
            "Num Games: 2556\n",
            "Num Frames: 1943249\n",
            "FPS: 114\n",
            "ETA: 0:08:16\n",
            "SMA Length: 2606.800\n",
            "SMA Reward: 464.800\n",
            "SMA Loss: 0.563\n",
            "Max reward: 3270.0\n",
            "---------- 1943500 / 2000000.0 ----------\n",
            "Num Games: 2557\n",
            "Num Frames: 1943499\n",
            "FPS: 114\n",
            "ETA: 0:08:14\n",
            "SMA Length: 2638.160\n",
            "SMA Reward: 474.200\n",
            "SMA Loss: 0.475\n",
            "Max reward: 3270.0\n",
            "---------- 1943750 / 2000000.0 ----------\n",
            "Num Games: 2557\n",
            "Num Frames: 1943749\n",
            "FPS: 114\n",
            "ETA: 0:08:12\n",
            "SMA Length: 2638.160\n",
            "SMA Reward: 474.200\n",
            "SMA Loss: 0.571\n",
            "Max reward: 3270.0\n",
            "---------- 1944000 / 2000000.0 ----------\n",
            "Num Games: 2557\n",
            "Num Frames: 1943999\n",
            "FPS: 114\n",
            "ETA: 0:08:10\n",
            "SMA Length: 2638.160\n",
            "SMA Reward: 474.200\n",
            "SMA Loss: 0.582\n",
            "Max reward: 3270.0\n",
            "---------- 1944250 / 2000000.0 ----------\n",
            "Num Games: 2558\n",
            "Num Frames: 1944249\n",
            "FPS: 114\n",
            "ETA: 0:08:08\n",
            "SMA Length: 2677.520\n",
            "SMA Reward: 466.200\n",
            "SMA Loss: 0.529\n",
            "Max reward: 3270.0\n",
            "---------- 1944500 / 2000000.0 ----------\n",
            "Num Games: 2558\n",
            "Num Frames: 1944499\n",
            "FPS: 114\n",
            "ETA: 0:08:05\n",
            "SMA Length: 2677.520\n",
            "SMA Reward: 466.200\n",
            "SMA Loss: 0.499\n",
            "Max reward: 3270.0\n",
            "---------- 1944750 / 2000000.0 ----------\n",
            "Num Games: 2559\n",
            "Num Frames: 1944749\n",
            "FPS: 114\n",
            "ETA: 0:08:03\n",
            "SMA Length: 2642.200\n",
            "SMA Reward: 460.200\n",
            "SMA Loss: 0.570\n",
            "Max reward: 3270.0\n",
            "---------- 1945000 / 2000000.0 ----------\n",
            "Num Games: 2560\n",
            "Num Frames: 1944999\n",
            "FPS: 114\n",
            "ETA: 0:08:01\n",
            "SMA Length: 2616.280\n",
            "SMA Reward: 457.600\n",
            "SMA Loss: 0.630\n",
            "Max reward: 3270.0\n",
            "---------- 1945250 / 2000000.0 ----------\n",
            "Num Games: 2560\n",
            "Num Frames: 1945249\n",
            "FPS: 114\n",
            "ETA: 0:07:59\n",
            "SMA Length: 2616.280\n",
            "SMA Reward: 457.600\n",
            "SMA Loss: 0.504\n",
            "Max reward: 3270.0\n",
            "---------- 1945500 / 2000000.0 ----------\n",
            "Num Games: 2561\n",
            "Num Frames: 1945499\n",
            "FPS: 114\n",
            "ETA: 0:07:57\n",
            "SMA Length: 2602.840\n",
            "SMA Reward: 456.600\n",
            "SMA Loss: 0.621\n",
            "Max reward: 3270.0\n",
            "---------- 1945750 / 2000000.0 ----------\n",
            "Num Games: 2561\n",
            "Num Frames: 1945749\n",
            "FPS: 114\n",
            "ETA: 0:07:55\n",
            "SMA Length: 2602.840\n",
            "SMA Reward: 456.600\n",
            "SMA Loss: 0.504\n",
            "Max reward: 3270.0\n",
            "---------- 1946000 / 2000000.0 ----------\n",
            "Num Games: 2562\n",
            "Num Frames: 1945999\n",
            "FPS: 114\n",
            "ETA: 0:07:52\n",
            "SMA Length: 2567.280\n",
            "SMA Reward: 452.800\n",
            "SMA Loss: 0.527\n",
            "Max reward: 3270.0\n",
            "---------- 1946250 / 2000000.0 ----------\n",
            "Num Games: 2562\n",
            "Num Frames: 1946249\n",
            "FPS: 114\n",
            "ETA: 0:07:50\n",
            "SMA Length: 2567.280\n",
            "SMA Reward: 452.800\n",
            "SMA Loss: 0.534\n",
            "Max reward: 3270.0\n",
            "---------- 1946500 / 2000000.0 ----------\n",
            "Num Games: 2563\n",
            "Num Frames: 1946499\n",
            "FPS: 114\n",
            "ETA: 0:07:48\n",
            "SMA Length: 2569.920\n",
            "SMA Reward: 452.600\n",
            "SMA Loss: 0.637\n",
            "Max reward: 3270.0\n",
            "---------- 1946750 / 2000000.0 ----------\n",
            "Num Games: 2564\n",
            "Num Frames: 1946749\n",
            "FPS: 114\n",
            "ETA: 0:07:46\n",
            "SMA Length: 2565.320\n",
            "SMA Reward: 453.200\n",
            "SMA Loss: 0.579\n",
            "Max reward: 3270.0\n",
            "---------- 1947000 / 2000000.0 ----------\n",
            "Num Games: 2564\n",
            "Num Frames: 1946999\n",
            "FPS: 114\n",
            "ETA: 0:07:44\n",
            "SMA Length: 2565.320\n",
            "SMA Reward: 453.200\n",
            "SMA Loss: 0.607\n",
            "Max reward: 3270.0\n",
            "---------- 1947250 / 2000000.0 ----------\n",
            "Num Games: 2565\n",
            "Num Frames: 1947249\n",
            "FPS: 114\n",
            "ETA: 0:07:41\n",
            "SMA Length: 2544.080\n",
            "SMA Reward: 443.400\n",
            "SMA Loss: 0.546\n",
            "Max reward: 3270.0\n",
            "---------- 1947500 / 2000000.0 ----------\n",
            "Num Games: 2565\n",
            "Num Frames: 1947499\n",
            "FPS: 114\n",
            "ETA: 0:07:39\n",
            "SMA Length: 2544.080\n",
            "SMA Reward: 443.400\n",
            "SMA Loss: 0.532\n",
            "Max reward: 3270.0\n",
            "---------- 1947750 / 2000000.0 ----------\n",
            "Num Games: 2565\n",
            "Num Frames: 1947749\n",
            "FPS: 114\n",
            "ETA: 0:07:37\n",
            "SMA Length: 2544.080\n",
            "SMA Reward: 443.400\n",
            "SMA Loss: 0.590\n",
            "Max reward: 3270.0\n",
            "---------- 1948000 / 2000000.0 ----------\n",
            "Num Games: 2566\n",
            "Num Frames: 1947999\n",
            "FPS: 114\n",
            "ETA: 0:07:35\n",
            "SMA Length: 2526.360\n",
            "SMA Reward: 439.600\n",
            "SMA Loss: 0.552\n",
            "Max reward: 3270.0\n",
            "---------- 1948250 / 2000000.0 ----------\n",
            "Num Games: 2566\n",
            "Num Frames: 1948249\n",
            "FPS: 114\n",
            "ETA: 0:07:33\n",
            "SMA Length: 2526.360\n",
            "SMA Reward: 439.600\n",
            "SMA Loss: 0.558\n",
            "Max reward: 3270.0\n",
            "---------- 1948500 / 2000000.0 ----------\n",
            "Num Games: 2566\n",
            "Num Frames: 1948499\n",
            "FPS: 114\n",
            "ETA: 0:07:30\n",
            "SMA Length: 2526.360\n",
            "SMA Reward: 439.600\n",
            "SMA Loss: 0.539\n",
            "Max reward: 3270.0\n",
            "---------- 1948750 / 2000000.0 ----------\n",
            "Num Games: 2567\n",
            "Num Frames: 1948749\n",
            "FPS: 114\n",
            "ETA: 0:07:28\n",
            "SMA Length: 2549.520\n",
            "SMA Reward: 444.000\n",
            "SMA Loss: 0.497\n",
            "Max reward: 3270.0\n",
            "---------- 1949000 / 2000000.0 ----------\n",
            "Num Games: 2567\n",
            "Num Frames: 1948999\n",
            "FPS: 114\n",
            "ETA: 0:07:26\n",
            "SMA Length: 2549.520\n",
            "SMA Reward: 444.000\n",
            "SMA Loss: 0.636\n",
            "Max reward: 3270.0\n",
            "---------- 1949250 / 2000000.0 ----------\n",
            "Num Games: 2568\n",
            "Num Frames: 1949249\n",
            "FPS: 114\n",
            "ETA: 0:07:24\n",
            "SMA Length: 2549.880\n",
            "SMA Reward: 448.400\n",
            "SMA Loss: 0.516\n",
            "Max reward: 3270.0\n",
            "---------- 1949500 / 2000000.0 ----------\n",
            "Num Games: 2568\n",
            "Num Frames: 1949499\n",
            "FPS: 114\n",
            "ETA: 0:07:22\n",
            "SMA Length: 2549.880\n",
            "SMA Reward: 448.400\n",
            "SMA Loss: 0.512\n",
            "Max reward: 3270.0\n",
            "---------- 1949750 / 2000000.0 ----------\n",
            "Num Games: 2569\n",
            "Num Frames: 1949749\n",
            "FPS: 114\n",
            "ETA: 0:07:20\n",
            "SMA Length: 2487.160\n",
            "SMA Reward: 436.000\n",
            "SMA Loss: 0.583\n",
            "Max reward: 3270.0\n",
            "---------- 1950000 / 2000000.0 ----------\n",
            "Num Games: 2569\n",
            "Num Frames: 1949999\n",
            "FPS: 114\n",
            "ETA: 0:07:17\n",
            "SMA Length: 2487.160\n",
            "SMA Reward: 436.000\n",
            "SMA Loss: 0.570\n",
            "Max reward: 3270.0\n",
            "---------- 1950250 / 2000000.0 ----------\n",
            "Num Games: 2570\n",
            "Num Frames: 1950249\n",
            "FPS: 114\n",
            "ETA: 0:07:15\n",
            "SMA Length: 2477.080\n",
            "SMA Reward: 435.000\n",
            "SMA Loss: 0.558\n",
            "Max reward: 3270.0\n",
            "---------- 1950500 / 2000000.0 ----------\n",
            "Num Games: 2570\n",
            "Num Frames: 1950499\n",
            "FPS: 114\n",
            "ETA: 0:07:13\n",
            "SMA Length: 2477.080\n",
            "SMA Reward: 435.000\n",
            "SMA Loss: 0.613\n",
            "Max reward: 3270.0\n",
            "---------- 1950750 / 2000000.0 ----------\n",
            "Num Games: 2571\n",
            "Num Frames: 1950749\n",
            "FPS: 114\n",
            "ETA: 0:07:11\n",
            "SMA Length: 2444.000\n",
            "SMA Reward: 429.000\n",
            "SMA Loss: 0.513\n",
            "Max reward: 3270.0\n",
            "---------- 1951000 / 2000000.0 ----------\n",
            "Num Games: 2571\n",
            "Num Frames: 1950999\n",
            "FPS: 114\n",
            "ETA: 0:07:09\n",
            "SMA Length: 2444.000\n",
            "SMA Reward: 429.000\n",
            "SMA Loss: 0.587\n",
            "Max reward: 3270.0\n",
            "---------- 1951250 / 2000000.0 ----------\n",
            "Num Games: 2572\n",
            "Num Frames: 1951249\n",
            "FPS: 114\n",
            "ETA: 0:07:06\n",
            "SMA Length: 2441.560\n",
            "SMA Reward: 424.000\n",
            "SMA Loss: 0.545\n",
            "Max reward: 3270.0\n",
            "---------- 1951500 / 2000000.0 ----------\n",
            "Num Games: 2572\n",
            "Num Frames: 1951499\n",
            "FPS: 114\n",
            "ETA: 0:07:04\n",
            "SMA Length: 2441.560\n",
            "SMA Reward: 424.000\n",
            "SMA Loss: 0.521\n",
            "Max reward: 3270.0\n",
            "---------- 1951750 / 2000000.0 ----------\n",
            "Num Games: 2573\n",
            "Num Frames: 1951749\n",
            "FPS: 114\n",
            "ETA: 0:07:02\n",
            "SMA Length: 2428.800\n",
            "SMA Reward: 418.600\n",
            "SMA Loss: 0.578\n",
            "Max reward: 3270.0\n",
            "---------- 1952000 / 2000000.0 ----------\n",
            "Num Games: 2573\n",
            "Num Frames: 1951999\n",
            "FPS: 114\n",
            "ETA: 0:07:00\n",
            "SMA Length: 2428.800\n",
            "SMA Reward: 418.600\n",
            "SMA Loss: 0.537\n",
            "Max reward: 3270.0\n",
            "---------- 1952250 / 2000000.0 ----------\n",
            "Num Games: 2574\n",
            "Num Frames: 1952249\n",
            "FPS: 114\n",
            "ETA: 0:06:58\n",
            "SMA Length: 2406.520\n",
            "SMA Reward: 406.200\n",
            "SMA Loss: 0.602\n",
            "Max reward: 3270.0\n",
            "---------- 1952500 / 2000000.0 ----------\n",
            "Num Games: 2575\n",
            "Num Frames: 1952499\n",
            "FPS: 114\n",
            "ETA: 0:06:55\n",
            "SMA Length: 2358.880\n",
            "SMA Reward: 398.800\n",
            "SMA Loss: 0.536\n",
            "Max reward: 3270.0\n",
            "---------- 1952750 / 2000000.0 ----------\n",
            "Num Games: 2575\n",
            "Num Frames: 1952749\n",
            "FPS: 114\n",
            "ETA: 0:06:53\n",
            "SMA Length: 2358.880\n",
            "SMA Reward: 398.800\n",
            "SMA Loss: 0.622\n",
            "Max reward: 3270.0\n",
            "---------- 1953000 / 2000000.0 ----------\n",
            "Num Games: 2576\n",
            "Num Frames: 1952999\n",
            "FPS: 114\n",
            "ETA: 0:06:51\n",
            "SMA Length: 2355.520\n",
            "SMA Reward: 406.800\n",
            "SMA Loss: 0.517\n",
            "Max reward: 3270.0\n",
            "---------- 1953250 / 2000000.0 ----------\n",
            "Num Games: 2576\n",
            "Num Frames: 1953249\n",
            "FPS: 114\n",
            "ETA: 0:06:49\n",
            "SMA Length: 2355.520\n",
            "SMA Reward: 406.800\n",
            "SMA Loss: 0.519\n",
            "Max reward: 3270.0\n",
            "---------- 1953500 / 2000000.0 ----------\n",
            "Num Games: 2577\n",
            "Num Frames: 1953499\n",
            "FPS: 114\n",
            "ETA: 0:06:47\n",
            "SMA Length: 2355.520\n",
            "SMA Reward: 408.800\n",
            "SMA Loss: 0.477\n",
            "Max reward: 3270.0\n",
            "---------- 1953750 / 2000000.0 ----------\n",
            "Num Games: 2577\n",
            "Num Frames: 1953749\n",
            "FPS: 114\n",
            "ETA: 0:06:45\n",
            "SMA Length: 2355.520\n",
            "SMA Reward: 408.800\n",
            "SMA Loss: 0.491\n",
            "Max reward: 3270.0\n",
            "---------- 1954000 / 2000000.0 ----------\n",
            "Num Games: 2578\n",
            "Num Frames: 1953999\n",
            "FPS: 114\n",
            "ETA: 0:06:42\n",
            "SMA Length: 2360.240\n",
            "SMA Reward: 409.400\n",
            "SMA Loss: 0.460\n",
            "Max reward: 3270.0\n",
            "---------- 1954250 / 2000000.0 ----------\n",
            "Num Games: 2578\n",
            "Num Frames: 1954249\n",
            "FPS: 114\n",
            "ETA: 0:06:40\n",
            "SMA Length: 2360.240\n",
            "SMA Reward: 409.400\n",
            "SMA Loss: 0.496\n",
            "Max reward: 3270.0\n",
            "---------- 1954500 / 2000000.0 ----------\n",
            "Num Games: 2579\n",
            "Num Frames: 1954499\n",
            "FPS: 114\n",
            "ETA: 0:06:38\n",
            "SMA Length: 2347.760\n",
            "SMA Reward: 410.800\n",
            "SMA Loss: 0.492\n",
            "Max reward: 3270.0\n",
            "---------- 1954750 / 2000000.0 ----------\n",
            "Num Games: 2579\n",
            "Num Frames: 1954749\n",
            "FPS: 114\n",
            "ETA: 0:06:36\n",
            "SMA Length: 2347.760\n",
            "SMA Reward: 410.800\n",
            "SMA Loss: 0.482\n",
            "Max reward: 3270.0\n",
            "---------- 1955000 / 2000000.0 ----------\n",
            "Num Games: 2580\n",
            "Num Frames: 1954999\n",
            "FPS: 114\n",
            "ETA: 0:06:34\n",
            "SMA Length: 2361.640\n",
            "SMA Reward: 418.800\n",
            "SMA Loss: 0.508\n",
            "Max reward: 3270.0\n",
            "---------- 1955250 / 2000000.0 ----------\n",
            "Num Games: 2580\n",
            "Num Frames: 1955249\n",
            "FPS: 114\n",
            "ETA: 0:06:31\n",
            "SMA Length: 2361.640\n",
            "SMA Reward: 418.800\n",
            "SMA Loss: 0.523\n",
            "Max reward: 3270.0\n",
            "---------- 1955500 / 2000000.0 ----------\n",
            "Num Games: 2581\n",
            "Num Frames: 1955499\n",
            "FPS: 114\n",
            "ETA: 0:06:29\n",
            "SMA Length: 2383.840\n",
            "SMA Reward: 418.400\n",
            "SMA Loss: 0.551\n",
            "Max reward: 3270.0\n",
            "---------- 1955750 / 2000000.0 ----------\n",
            "Num Games: 2581\n",
            "Num Frames: 1955749\n",
            "FPS: 114\n",
            "ETA: 0:06:27\n",
            "SMA Length: 2383.840\n",
            "SMA Reward: 418.400\n",
            "SMA Loss: 0.645\n",
            "Max reward: 3270.0\n",
            "---------- 1956000 / 2000000.0 ----------\n",
            "Num Games: 2582\n",
            "Num Frames: 1955999\n",
            "FPS: 114\n",
            "ETA: 0:06:25\n",
            "SMA Length: 2402.640\n",
            "SMA Reward: 423.800\n",
            "SMA Loss: 0.617\n",
            "Max reward: 3270.0\n",
            "---------- 1956250 / 2000000.0 ----------\n",
            "Num Games: 2582\n",
            "Num Frames: 1956249\n",
            "FPS: 114\n",
            "ETA: 0:06:23\n",
            "SMA Length: 2402.640\n",
            "SMA Reward: 423.800\n",
            "SMA Loss: 0.514\n",
            "Max reward: 3270.0\n",
            "---------- 1956500 / 2000000.0 ----------\n",
            "Num Games: 2583\n",
            "Num Frames: 1956499\n",
            "FPS: 114\n",
            "ETA: 0:06:20\n",
            "SMA Length: 2395.320\n",
            "SMA Reward: 420.800\n",
            "SMA Loss: 0.534\n",
            "Max reward: 3270.0\n",
            "---------- 1956750 / 2000000.0 ----------\n",
            "Num Games: 2583\n",
            "Num Frames: 1956749\n",
            "FPS: 114\n",
            "ETA: 0:06:18\n",
            "SMA Length: 2395.320\n",
            "SMA Reward: 420.800\n",
            "SMA Loss: 0.559\n",
            "Max reward: 3270.0\n",
            "---------- 1957000 / 2000000.0 ----------\n",
            "Num Games: 2584\n",
            "Num Frames: 1956999\n",
            "FPS: 114\n",
            "ETA: 0:06:16\n",
            "SMA Length: 2392.200\n",
            "SMA Reward: 423.200\n",
            "SMA Loss: 0.593\n",
            "Max reward: 3270.0\n",
            "---------- 1957250 / 2000000.0 ----------\n",
            "Num Games: 2585\n",
            "Num Frames: 1957249\n",
            "FPS: 114\n",
            "ETA: 0:06:14\n",
            "SMA Length: 2381.720\n",
            "SMA Reward: 419.200\n",
            "SMA Loss: 0.603\n",
            "Max reward: 3270.0\n",
            "---------- 1957500 / 2000000.0 ----------\n",
            "Num Games: 2585\n",
            "Num Frames: 1957499\n",
            "FPS: 114\n",
            "ETA: 0:06:12\n",
            "SMA Length: 2381.720\n",
            "SMA Reward: 419.200\n",
            "SMA Loss: 0.572\n",
            "Max reward: 3270.0\n",
            "---------- 1957750 / 2000000.0 ----------\n",
            "Num Games: 2585\n",
            "Num Frames: 1957749\n",
            "FPS: 114\n",
            "ETA: 0:06:10\n",
            "SMA Length: 2381.720\n",
            "SMA Reward: 419.200\n",
            "SMA Loss: 0.615\n",
            "Max reward: 3270.0\n",
            "---------- 1958000 / 2000000.0 ----------\n",
            "Num Games: 2585\n",
            "Num Frames: 1957999\n",
            "FPS: 114\n",
            "ETA: 0:06:07\n",
            "SMA Length: 2381.720\n",
            "SMA Reward: 419.200\n",
            "SMA Loss: 0.482\n",
            "Max reward: 3270.0\n",
            "---------- 1958250 / 2000000.0 ----------\n",
            "Num Games: 2586\n",
            "Num Frames: 1958249\n",
            "FPS: 114\n",
            "ETA: 0:06:05\n",
            "SMA Length: 2365.200\n",
            "SMA Reward: 412.200\n",
            "SMA Loss: 0.541\n",
            "Max reward: 3270.0\n",
            "---------- 1958500 / 2000000.0 ----------\n",
            "Num Games: 2586\n",
            "Num Frames: 1958499\n",
            "FPS: 114\n",
            "ETA: 0:06:03\n",
            "SMA Length: 2365.200\n",
            "SMA Reward: 412.200\n",
            "SMA Loss: 0.562\n",
            "Max reward: 3270.0\n",
            "---------- 1958750 / 2000000.0 ----------\n",
            "Num Games: 2587\n",
            "Num Frames: 1958749\n",
            "FPS: 114\n",
            "ETA: 0:06:01\n",
            "SMA Length: 2318.560\n",
            "SMA Reward: 405.800\n",
            "SMA Loss: 0.504\n",
            "Max reward: 3270.0\n",
            "---------- 1959000 / 2000000.0 ----------\n",
            "Num Games: 2587\n",
            "Num Frames: 1958999\n",
            "FPS: 114\n",
            "ETA: 0:05:59\n",
            "SMA Length: 2318.560\n",
            "SMA Reward: 405.800\n",
            "SMA Loss: 0.603\n",
            "Max reward: 3270.0\n",
            "---------- 1959250 / 2000000.0 ----------\n",
            "Num Games: 2588\n",
            "Num Frames: 1959249\n",
            "FPS: 114\n",
            "ETA: 0:05:56\n",
            "SMA Length: 2321.040\n",
            "SMA Reward: 400.800\n",
            "SMA Loss: 0.468\n",
            "Max reward: 3270.0\n",
            "---------- 1959500 / 2000000.0 ----------\n",
            "Num Games: 2589\n",
            "Num Frames: 1959499\n",
            "FPS: 114\n",
            "ETA: 0:05:54\n",
            "SMA Length: 2300.280\n",
            "SMA Reward: 398.200\n",
            "SMA Loss: 0.554\n",
            "Max reward: 3270.0\n",
            "---------- 1959750 / 2000000.0 ----------\n",
            "Num Games: 2589\n",
            "Num Frames: 1959749\n",
            "FPS: 114\n",
            "ETA: 0:05:52\n",
            "SMA Length: 2300.280\n",
            "SMA Reward: 398.200\n",
            "SMA Loss: 0.553\n",
            "Max reward: 3270.0\n",
            "---------- 1960000 / 2000000.0 ----------\n",
            "Num Games: 2590\n",
            "Num Frames: 1959999\n",
            "FPS: 114\n",
            "ETA: 0:05:50\n",
            "SMA Length: 2301.320\n",
            "SMA Reward: 400.200\n",
            "SMA Loss: 0.517\n",
            "Max reward: 3270.0\n",
            "---------- 1960250 / 2000000.0 ----------\n",
            "Num Games: 2590\n",
            "Num Frames: 1960249\n",
            "FPS: 114\n",
            "ETA: 0:05:48\n",
            "SMA Length: 2301.320\n",
            "SMA Reward: 400.200\n",
            "SMA Loss: 0.560\n",
            "Max reward: 3270.0\n",
            "---------- 1960500 / 2000000.0 ----------\n",
            "Num Games: 2591\n",
            "Num Frames: 1960499\n",
            "FPS: 114\n",
            "ETA: 0:05:45\n",
            "SMA Length: 2290.640\n",
            "SMA Reward: 400.200\n",
            "SMA Loss: 0.562\n",
            "Max reward: 3270.0\n",
            "---------- 1960750 / 2000000.0 ----------\n",
            "Num Games: 2591\n",
            "Num Frames: 1960749\n",
            "FPS: 114\n",
            "ETA: 0:05:43\n",
            "SMA Length: 2290.640\n",
            "SMA Reward: 400.200\n",
            "SMA Loss: 0.478\n",
            "Max reward: 3270.0\n",
            "---------- 1961000 / 2000000.0 ----------\n",
            "Num Games: 2591\n",
            "Num Frames: 1960999\n",
            "FPS: 114\n",
            "ETA: 0:05:41\n",
            "SMA Length: 2290.640\n",
            "SMA Reward: 400.200\n",
            "SMA Loss: 0.561\n",
            "Max reward: 3270.0\n",
            "---------- 1961250 / 2000000.0 ----------\n",
            "Num Games: 2592\n",
            "Num Frames: 1961249\n",
            "FPS: 114\n",
            "ETA: 0:05:39\n",
            "SMA Length: 2210.640\n",
            "SMA Reward: 385.400\n",
            "SMA Loss: 0.581\n",
            "Max reward: 3270.0\n",
            "---------- 1961500 / 2000000.0 ----------\n",
            "Num Games: 2593\n",
            "Num Frames: 1961499\n",
            "FPS: 114\n",
            "ETA: 0:05:37\n",
            "SMA Length: 2181.120\n",
            "SMA Reward: 379.600\n",
            "SMA Loss: 0.503\n",
            "Max reward: 3270.0\n",
            "---------- 1961750 / 2000000.0 ----------\n",
            "Num Games: 2593\n",
            "Num Frames: 1961749\n",
            "FPS: 114\n",
            "ETA: 0:05:35\n",
            "SMA Length: 2181.120\n",
            "SMA Reward: 379.600\n",
            "SMA Loss: 0.519\n",
            "Max reward: 3270.0\n",
            "---------- 1962000 / 2000000.0 ----------\n",
            "Num Games: 2594\n",
            "Num Frames: 1961999\n",
            "FPS: 114\n",
            "ETA: 0:05:32\n",
            "SMA Length: 2176.920\n",
            "SMA Reward: 372.800\n",
            "SMA Loss: 0.496\n",
            "Max reward: 3270.0\n",
            "---------- 1962250 / 2000000.0 ----------\n",
            "Num Games: 2594\n",
            "Num Frames: 1962249\n",
            "FPS: 114\n",
            "ETA: 0:05:30\n",
            "SMA Length: 2176.920\n",
            "SMA Reward: 372.800\n",
            "SMA Loss: 0.531\n",
            "Max reward: 3270.0\n",
            "---------- 1962500 / 2000000.0 ----------\n",
            "Num Games: 2595\n",
            "Num Frames: 1962499\n",
            "FPS: 114\n",
            "ETA: 0:05:28\n",
            "SMA Length: 2149.520\n",
            "SMA Reward: 368.800\n",
            "SMA Loss: 0.480\n",
            "Max reward: 3270.0\n",
            "---------- 1962750 / 2000000.0 ----------\n",
            "Num Games: 2596\n",
            "Num Frames: 1962749\n",
            "FPS: 114\n",
            "ETA: 0:05:26\n",
            "SMA Length: 2153.960\n",
            "SMA Reward: 368.800\n",
            "SMA Loss: 0.502\n",
            "Max reward: 3270.0\n",
            "---------- 1963000 / 2000000.0 ----------\n",
            "Num Games: 2596\n",
            "Num Frames: 1962999\n",
            "FPS: 114\n",
            "ETA: 0:05:24\n",
            "SMA Length: 2153.960\n",
            "SMA Reward: 368.800\n",
            "SMA Loss: 0.550\n",
            "Max reward: 3270.0\n",
            "---------- 1963250 / 2000000.0 ----------\n",
            "Num Games: 2597\n",
            "Num Frames: 1963249\n",
            "FPS: 114\n",
            "ETA: 0:05:21\n",
            "SMA Length: 2151.720\n",
            "SMA Reward: 371.200\n",
            "SMA Loss: 0.488\n",
            "Max reward: 3270.0\n",
            "---------- 1963500 / 2000000.0 ----------\n",
            "Num Games: 2597\n",
            "Num Frames: 1963499\n",
            "FPS: 114\n",
            "ETA: 0:05:19\n",
            "SMA Length: 2151.720\n",
            "SMA Reward: 371.200\n",
            "SMA Loss: 0.733\n",
            "Max reward: 3270.0\n",
            "---------- 1963750 / 2000000.0 ----------\n",
            "Num Games: 2597\n",
            "Num Frames: 1963749\n",
            "FPS: 114\n",
            "ETA: 0:05:17\n",
            "SMA Length: 2151.720\n",
            "SMA Reward: 371.200\n",
            "SMA Loss: 0.579\n",
            "Max reward: 3270.0\n",
            "---------- 1964000 / 2000000.0 ----------\n",
            "Num Games: 2598\n",
            "Num Frames: 1963999\n",
            "FPS: 114\n",
            "ETA: 0:05:15\n",
            "SMA Length: 2183.280\n",
            "SMA Reward: 387.200\n",
            "SMA Loss: 0.496\n",
            "Max reward: 3270.0\n",
            "---------- 1964250 / 2000000.0 ----------\n",
            "Num Games: 2598\n",
            "Num Frames: 1964249\n",
            "FPS: 114\n",
            "ETA: 0:05:13\n",
            "SMA Length: 2183.280\n",
            "SMA Reward: 387.200\n",
            "SMA Loss: 0.543\n",
            "Max reward: 3270.0\n",
            "---------- 1964500 / 2000000.0 ----------\n",
            "Num Games: 2599\n",
            "Num Frames: 1964499\n",
            "FPS: 114\n",
            "ETA: 0:05:10\n",
            "SMA Length: 2170.480\n",
            "SMA Reward: 384.200\n",
            "SMA Loss: 0.609\n",
            "Max reward: 3270.0\n",
            "---------- 1964750 / 2000000.0 ----------\n",
            "Num Games: 2599\n",
            "Num Frames: 1964749\n",
            "FPS: 114\n",
            "ETA: 0:05:08\n",
            "SMA Length: 2170.480\n",
            "SMA Reward: 384.200\n",
            "SMA Loss: 0.518\n",
            "Max reward: 3270.0\n",
            "---------- 1965000 / 2000000.0 ----------\n",
            "Num Games: 2600\n",
            "Num Frames: 1964999\n",
            "FPS: 114\n",
            "ETA: 0:05:06\n",
            "SMA Length: 2173.640\n",
            "SMA Reward: 386.200\n",
            "SMA Loss: 0.625\n",
            "Max reward: 3270.0\n",
            "---------- 1965250 / 2000000.0 ----------\n",
            "Num Games: 2600\n",
            "Num Frames: 1965249\n",
            "FPS: 114\n",
            "ETA: 0:05:04\n",
            "SMA Length: 2173.640\n",
            "SMA Reward: 386.200\n",
            "SMA Loss: 0.583\n",
            "Max reward: 3270.0\n",
            "---------- 1965500 / 2000000.0 ----------\n",
            "Num Games: 2601\n",
            "Num Frames: 1965499\n",
            "FPS: 114\n",
            "ETA: 0:05:02\n",
            "SMA Length: 2153.520\n",
            "SMA Reward: 386.800\n",
            "SMA Loss: 0.507\n",
            "Max reward: 3270.0\n",
            "---------- 1965750 / 2000000.0 ----------\n",
            "Num Games: 2601\n",
            "Num Frames: 1965749\n",
            "FPS: 114\n",
            "ETA: 0:04:59\n",
            "SMA Length: 2153.520\n",
            "SMA Reward: 386.800\n",
            "SMA Loss: 0.533\n",
            "Max reward: 3270.0\n",
            "---------- 1966000 / 2000000.0 ----------\n",
            "Num Games: 2602\n",
            "Num Frames: 1965999\n",
            "FPS: 114\n",
            "ETA: 0:04:57\n",
            "SMA Length: 2129.960\n",
            "SMA Reward: 383.800\n",
            "SMA Loss: 0.517\n",
            "Max reward: 3270.0\n",
            "---------- 1966250 / 2000000.0 ----------\n",
            "Num Games: 2602\n",
            "Num Frames: 1966249\n",
            "FPS: 114\n",
            "ETA: 0:04:55\n",
            "SMA Length: 2129.960\n",
            "SMA Reward: 383.800\n",
            "SMA Loss: 0.624\n",
            "Max reward: 3270.0\n",
            "---------- 1966500 / 2000000.0 ----------\n",
            "Num Games: 2603\n",
            "Num Frames: 1966499\n",
            "FPS: 114\n",
            "ETA: 0:04:53\n",
            "SMA Length: 2127.560\n",
            "SMA Reward: 387.400\n",
            "SMA Loss: 0.514\n",
            "Max reward: 3270.0\n",
            "---------- 1966750 / 2000000.0 ----------\n",
            "Num Games: 2603\n",
            "Num Frames: 1966749\n",
            "FPS: 114\n",
            "ETA: 0:04:51\n",
            "SMA Length: 2127.560\n",
            "SMA Reward: 387.400\n",
            "SMA Loss: 0.564\n",
            "Max reward: 3270.0\n",
            "---------- 1967000 / 2000000.0 ----------\n",
            "Num Games: 2603\n",
            "Num Frames: 1966999\n",
            "FPS: 114\n",
            "ETA: 0:04:49\n",
            "SMA Length: 2127.560\n",
            "SMA Reward: 387.400\n",
            "SMA Loss: 0.565\n",
            "Max reward: 3270.0\n",
            "---------- 1967250 / 2000000.0 ----------\n",
            "Num Games: 2604\n",
            "Num Frames: 1967249\n",
            "FPS: 114\n",
            "ETA: 0:04:46\n",
            "SMA Length: 2149.960\n",
            "SMA Reward: 389.800\n",
            "SMA Loss: 0.488\n",
            "Max reward: 3270.0\n",
            "---------- 1967500 / 2000000.0 ----------\n",
            "Num Games: 2604\n",
            "Num Frames: 1967499\n",
            "FPS: 114\n",
            "ETA: 0:04:44\n",
            "SMA Length: 2149.960\n",
            "SMA Reward: 389.800\n",
            "SMA Loss: 0.555\n",
            "Max reward: 3270.0\n",
            "---------- 1967750 / 2000000.0 ----------\n",
            "Num Games: 2604\n",
            "Num Frames: 1967749\n",
            "FPS: 114\n",
            "ETA: 0:04:42\n",
            "SMA Length: 2149.960\n",
            "SMA Reward: 389.800\n",
            "SMA Loss: 0.544\n",
            "Max reward: 3270.0\n",
            "---------- 1968000 / 2000000.0 ----------\n",
            "Num Games: 2605\n",
            "Num Frames: 1967999\n",
            "FPS: 114\n",
            "ETA: 0:04:40\n",
            "SMA Length: 2135.160\n",
            "SMA Reward: 387.200\n",
            "SMA Loss: 0.538\n",
            "Max reward: 3270.0\n",
            "---------- 1968250 / 2000000.0 ----------\n",
            "Num Games: 2605\n",
            "Num Frames: 1968249\n",
            "FPS: 114\n",
            "ETA: 0:04:38\n",
            "SMA Length: 2135.160\n",
            "SMA Reward: 387.200\n",
            "SMA Loss: 0.507\n",
            "Max reward: 3270.0\n",
            "---------- 1968500 / 2000000.0 ----------\n",
            "Num Games: 2605\n",
            "Num Frames: 1968499\n",
            "FPS: 114\n",
            "ETA: 0:04:35\n",
            "SMA Length: 2135.160\n",
            "SMA Reward: 387.200\n",
            "SMA Loss: 0.562\n",
            "Max reward: 3270.0\n",
            "---------- 1968750 / 2000000.0 ----------\n",
            "Num Games: 2605\n",
            "Num Frames: 1968749\n",
            "FPS: 114\n",
            "ETA: 0:04:33\n",
            "SMA Length: 2135.160\n",
            "SMA Reward: 387.200\n",
            "SMA Loss: 0.578\n",
            "Max reward: 3270.0\n",
            "---------- 1969000 / 2000000.0 ----------\n",
            "Num Games: 2606\n",
            "Num Frames: 1968999\n",
            "FPS: 114\n",
            "ETA: 0:04:31\n",
            "SMA Length: 2166.720\n",
            "SMA Reward: 390.200\n",
            "SMA Loss: 0.526\n",
            "Max reward: 3270.0\n",
            "---------- 1969250 / 2000000.0 ----------\n",
            "Num Games: 2606\n",
            "Num Frames: 1969249\n",
            "FPS: 114\n",
            "ETA: 0:04:29\n",
            "SMA Length: 2166.720\n",
            "SMA Reward: 390.200\n",
            "SMA Loss: 0.548\n",
            "Max reward: 3270.0\n",
            "---------- 1969500 / 2000000.0 ----------\n",
            "Num Games: 2607\n",
            "Num Frames: 1969499\n",
            "FPS: 114\n",
            "ETA: 0:04:27\n",
            "SMA Length: 2151.040\n",
            "SMA Reward: 387.200\n",
            "SMA Loss: 0.535\n",
            "Max reward: 3270.0\n",
            "---------- 1969750 / 2000000.0 ----------\n",
            "Num Games: 2607\n",
            "Num Frames: 1969749\n",
            "FPS: 114\n",
            "ETA: 0:04:24\n",
            "SMA Length: 2151.040\n",
            "SMA Reward: 387.200\n",
            "SMA Loss: 0.549\n",
            "Max reward: 3270.0\n",
            "---------- 1970000 / 2000000.0 ----------\n",
            "Num Games: 2608\n",
            "Num Frames: 1969999\n",
            "FPS: 114\n",
            "ETA: 0:04:22\n",
            "SMA Length: 2115.480\n",
            "SMA Reward: 392.200\n",
            "SMA Loss: 0.534\n",
            "Max reward: 3270.0\n",
            "---------- 1970250 / 2000000.0 ----------\n",
            "Num Games: 2608\n",
            "Num Frames: 1970249\n",
            "FPS: 114\n",
            "ETA: 0:04:20\n",
            "SMA Length: 2115.480\n",
            "SMA Reward: 392.200\n",
            "SMA Loss: 0.474\n",
            "Max reward: 3270.0\n",
            "---------- 1970500 / 2000000.0 ----------\n",
            "Num Games: 2609\n",
            "Num Frames: 1970499\n",
            "FPS: 114\n",
            "ETA: 0:04:18\n",
            "SMA Length: 2138.640\n",
            "SMA Reward: 398.200\n",
            "SMA Loss: 0.595\n",
            "Max reward: 3270.0\n",
            "---------- 1970750 / 2000000.0 ----------\n",
            "Num Games: 2609\n",
            "Num Frames: 1970749\n",
            "FPS: 114\n",
            "ETA: 0:04:16\n",
            "SMA Length: 2138.640\n",
            "SMA Reward: 398.200\n",
            "SMA Loss: 0.520\n",
            "Max reward: 3270.0\n",
            "---------- 1971000 / 2000000.0 ----------\n",
            "Num Games: 2609\n",
            "Num Frames: 1970999\n",
            "FPS: 114\n",
            "ETA: 0:04:14\n",
            "SMA Length: 2138.640\n",
            "SMA Reward: 398.200\n",
            "SMA Loss: 0.590\n",
            "Max reward: 3270.0\n",
            "---------- 1971250 / 2000000.0 ----------\n",
            "Num Games: 2610\n",
            "Num Frames: 1971249\n",
            "FPS: 114\n",
            "ETA: 0:04:11\n",
            "SMA Length: 2159.480\n",
            "SMA Reward: 400.200\n",
            "SMA Loss: 0.525\n",
            "Max reward: 3270.0\n",
            "---------- 1971500 / 2000000.0 ----------\n",
            "Num Games: 2610\n",
            "Num Frames: 1971499\n",
            "FPS: 114\n",
            "ETA: 0:04:09\n",
            "SMA Length: 2159.480\n",
            "SMA Reward: 400.200\n",
            "SMA Loss: 0.534\n",
            "Max reward: 3270.0\n",
            "---------- 1971750 / 2000000.0 ----------\n",
            "Num Games: 2611\n",
            "Num Frames: 1971749\n",
            "FPS: 114\n",
            "ETA: 0:04:07\n",
            "SMA Length: 2156.080\n",
            "SMA Reward: 398.200\n",
            "SMA Loss: 0.629\n",
            "Max reward: 3270.0\n",
            "---------- 1972000 / 2000000.0 ----------\n",
            "Num Games: 2611\n",
            "Num Frames: 1971999\n",
            "FPS: 114\n",
            "ETA: 0:04:05\n",
            "SMA Length: 2156.080\n",
            "SMA Reward: 398.200\n",
            "SMA Loss: 0.602\n",
            "Max reward: 3270.0\n",
            "---------- 1972250 / 2000000.0 ----------\n",
            "Num Games: 2612\n",
            "Num Frames: 1972249\n",
            "FPS: 114\n",
            "ETA: 0:04:03\n",
            "SMA Length: 2173.280\n",
            "SMA Reward: 399.600\n",
            "SMA Loss: 0.530\n",
            "Max reward: 3270.0\n",
            "---------- 1972500 / 2000000.0 ----------\n",
            "Num Games: 2612\n",
            "Num Frames: 1972499\n",
            "FPS: 114\n",
            "ETA: 0:04:00\n",
            "SMA Length: 2173.280\n",
            "SMA Reward: 399.600\n",
            "SMA Loss: 0.516\n",
            "Max reward: 3270.0\n",
            "---------- 1972750 / 2000000.0 ----------\n",
            "Num Games: 2613\n",
            "Num Frames: 1972749\n",
            "FPS: 114\n",
            "ETA: 0:03:58\n",
            "SMA Length: 2170.680\n",
            "SMA Reward: 401.200\n",
            "SMA Loss: 0.579\n",
            "Max reward: 3270.0\n",
            "---------- 1973000 / 2000000.0 ----------\n",
            "Num Games: 2613\n",
            "Num Frames: 1972999\n",
            "FPS: 114\n",
            "ETA: 0:03:56\n",
            "SMA Length: 2170.680\n",
            "SMA Reward: 401.200\n",
            "SMA Loss: 0.610\n",
            "Max reward: 3270.0\n",
            "---------- 1973250 / 2000000.0 ----------\n",
            "Num Games: 2614\n",
            "Num Frames: 1973249\n",
            "FPS: 114\n",
            "ETA: 0:03:54\n",
            "SMA Length: 2183.880\n",
            "SMA Reward: 402.600\n",
            "SMA Loss: 0.558\n",
            "Max reward: 3270.0\n",
            "---------- 1973500 / 2000000.0 ----------\n",
            "Num Games: 2614\n",
            "Num Frames: 1973499\n",
            "FPS: 114\n",
            "ETA: 0:03:52\n",
            "SMA Length: 2183.880\n",
            "SMA Reward: 402.600\n",
            "SMA Loss: 0.495\n",
            "Max reward: 3270.0\n",
            "---------- 1973750 / 2000000.0 ----------\n",
            "Num Games: 2615\n",
            "Num Frames: 1973749\n",
            "FPS: 114\n",
            "ETA: 0:03:49\n",
            "SMA Length: 2173.240\n",
            "SMA Reward: 402.400\n",
            "SMA Loss: 0.540\n",
            "Max reward: 3270.0\n",
            "---------- 1974000 / 2000000.0 ----------\n",
            "Num Games: 2616\n",
            "Num Frames: 1973999\n",
            "FPS: 114\n",
            "ETA: 0:03:47\n",
            "SMA Length: 2154.680\n",
            "SMA Reward: 406.200\n",
            "SMA Loss: 0.494\n",
            "Max reward: 3270.0\n",
            "---------- 1974250 / 2000000.0 ----------\n",
            "Num Games: 2616\n",
            "Num Frames: 1974249\n",
            "FPS: 114\n",
            "ETA: 0:03:45\n",
            "SMA Length: 2154.680\n",
            "SMA Reward: 406.200\n",
            "SMA Loss: 0.554\n",
            "Max reward: 3270.0\n",
            "---------- 1974500 / 2000000.0 ----------\n",
            "Num Games: 2617\n",
            "Num Frames: 1974499\n",
            "FPS: 114\n",
            "ETA: 0:03:43\n",
            "SMA Length: 2131.200\n",
            "SMA Reward: 403.200\n",
            "SMA Loss: 0.646\n",
            "Max reward: 3270.0\n",
            "---------- 1974750 / 2000000.0 ----------\n",
            "Num Games: 2617\n",
            "Num Frames: 1974749\n",
            "FPS: 114\n",
            "ETA: 0:03:41\n",
            "SMA Length: 2131.200\n",
            "SMA Reward: 403.200\n",
            "SMA Loss: 0.538\n",
            "Max reward: 3270.0\n",
            "---------- 1975000 / 2000000.0 ----------\n",
            "Num Games: 2617\n",
            "Num Frames: 1974999\n",
            "FPS: 114\n",
            "ETA: 0:03:38\n",
            "SMA Length: 2131.200\n",
            "SMA Reward: 403.200\n",
            "SMA Loss: 0.580\n",
            "Max reward: 3270.0\n",
            "---------- 1975250 / 2000000.0 ----------\n",
            "Num Games: 2618\n",
            "Num Frames: 1975249\n",
            "FPS: 114\n",
            "ETA: 0:03:36\n",
            "SMA Length: 2140.960\n",
            "SMA Reward: 415.200\n",
            "SMA Loss: 0.598\n",
            "Max reward: 3270.0\n",
            "---------- 1975500 / 2000000.0 ----------\n",
            "Num Games: 2618\n",
            "Num Frames: 1975499\n",
            "FPS: 114\n",
            "ETA: 0:03:34\n",
            "SMA Length: 2140.960\n",
            "SMA Reward: 415.200\n",
            "SMA Loss: 0.593\n",
            "Max reward: 3270.0\n",
            "---------- 1975750 / 2000000.0 ----------\n",
            "Num Games: 2619\n",
            "Num Frames: 1975749\n",
            "FPS: 114\n",
            "ETA: 0:03:32\n",
            "SMA Length: 2149.000\n",
            "SMA Reward: 414.600\n",
            "SMA Loss: 0.654\n",
            "Max reward: 3270.0\n",
            "---------- 1976000 / 2000000.0 ----------\n",
            "Num Games: 2619\n",
            "Num Frames: 1975999\n",
            "FPS: 114\n",
            "ETA: 0:03:30\n",
            "SMA Length: 2149.000\n",
            "SMA Reward: 414.600\n",
            "SMA Loss: 0.561\n",
            "Max reward: 3270.0\n",
            "---------- 1976250 / 2000000.0 ----------\n",
            "Num Games: 2619\n",
            "Num Frames: 1976249\n",
            "FPS: 114\n",
            "ETA: 0:03:28\n",
            "SMA Length: 2149.000\n",
            "SMA Reward: 414.600\n",
            "SMA Loss: 0.552\n",
            "Max reward: 3270.0\n",
            "---------- 1976500 / 2000000.0 ----------\n",
            "Num Games: 2620\n",
            "Num Frames: 1976499\n",
            "FPS: 114\n",
            "ETA: 0:03:25\n",
            "SMA Length: 2147.440\n",
            "SMA Reward: 408.200\n",
            "SMA Loss: 0.478\n",
            "Max reward: 3270.0\n",
            "---------- 1976750 / 2000000.0 ----------\n",
            "Num Games: 2621\n",
            "Num Frames: 1976749\n",
            "FPS: 114\n",
            "ETA: 0:03:23\n",
            "SMA Length: 2144.560\n",
            "SMA Reward: 408.200\n",
            "SMA Loss: 0.490\n",
            "Max reward: 3270.0\n",
            "---------- 1977000 / 2000000.0 ----------\n",
            "Num Games: 2621\n",
            "Num Frames: 1976999\n",
            "FPS: 114\n",
            "ETA: 0:03:21\n",
            "SMA Length: 2144.560\n",
            "SMA Reward: 408.200\n",
            "SMA Loss: 0.566\n",
            "Max reward: 3270.0\n",
            "---------- 1977250 / 2000000.0 ----------\n",
            "Num Games: 2622\n",
            "Num Frames: 1977249\n",
            "FPS: 114\n",
            "ETA: 0:03:19\n",
            "SMA Length: 2147.200\n",
            "SMA Reward: 411.200\n",
            "SMA Loss: 0.547\n",
            "Max reward: 3270.0\n",
            "---------- 1977500 / 2000000.0 ----------\n",
            "Num Games: 2622\n",
            "Num Frames: 1977499\n",
            "FPS: 114\n",
            "ETA: 0:03:17\n",
            "SMA Length: 2147.200\n",
            "SMA Reward: 411.200\n",
            "SMA Loss: 0.508\n",
            "Max reward: 3270.0\n",
            "---------- 1977750 / 2000000.0 ----------\n",
            "Num Games: 2622\n",
            "Num Frames: 1977749\n",
            "FPS: 114\n",
            "ETA: 0:03:14\n",
            "SMA Length: 2147.200\n",
            "SMA Reward: 411.200\n",
            "SMA Loss: 0.554\n",
            "Max reward: 3270.0\n",
            "---------- 1978000 / 2000000.0 ----------\n",
            "Num Games: 2622\n",
            "Num Frames: 1977999\n",
            "FPS: 114\n",
            "ETA: 0:03:12\n",
            "SMA Length: 2147.200\n",
            "SMA Reward: 411.200\n",
            "SMA Loss: 0.556\n",
            "Max reward: 3270.0\n",
            "---------- 1978250 / 2000000.0 ----------\n",
            "Num Games: 2622\n",
            "Num Frames: 1978249\n",
            "FPS: 114\n",
            "ETA: 0:03:10\n",
            "SMA Length: 2147.200\n",
            "SMA Reward: 411.200\n",
            "SMA Loss: 0.566\n",
            "Max reward: 3270.0\n",
            "---------- 1978500 / 2000000.0 ----------\n",
            "Num Games: 2622\n",
            "Num Frames: 1978499\n",
            "FPS: 114\n",
            "ETA: 0:03:08\n",
            "SMA Length: 2147.200\n",
            "SMA Reward: 411.200\n",
            "SMA Loss: 0.595\n",
            "Max reward: 3270.0\n",
            "---------- 1978750 / 2000000.0 ----------\n",
            "Num Games: 2623\n",
            "Num Frames: 1978749\n",
            "FPS: 114\n",
            "ETA: 0:03:06\n",
            "SMA Length: 2220.120\n",
            "SMA Reward: 427.000\n",
            "SMA Loss: 0.551\n",
            "Max reward: 3270.0\n",
            "---------- 1979000 / 2000000.0 ----------\n",
            "Num Games: 2623\n",
            "Num Frames: 1978999\n",
            "FPS: 114\n",
            "ETA: 0:03:03\n",
            "SMA Length: 2220.120\n",
            "SMA Reward: 427.000\n",
            "SMA Loss: 0.490\n",
            "Max reward: 3270.0\n",
            "---------- 1979250 / 2000000.0 ----------\n",
            "Num Games: 2624\n",
            "Num Frames: 1979249\n",
            "FPS: 114\n",
            "ETA: 0:03:01\n",
            "SMA Length: 2228.920\n",
            "SMA Reward: 430.400\n",
            "SMA Loss: 0.606\n",
            "Max reward: 3270.0\n",
            "---------- 1979500 / 2000000.0 ----------\n",
            "Num Games: 2624\n",
            "Num Frames: 1979499\n",
            "FPS: 114\n",
            "ETA: 0:02:59\n",
            "SMA Length: 2228.920\n",
            "SMA Reward: 430.400\n",
            "SMA Loss: 0.526\n",
            "Max reward: 3270.0\n",
            "---------- 1979750 / 2000000.0 ----------\n",
            "Num Games: 2625\n",
            "Num Frames: 1979749\n",
            "FPS: 114\n",
            "ETA: 0:02:57\n",
            "SMA Length: 2243.680\n",
            "SMA Reward: 429.400\n",
            "SMA Loss: 0.597\n",
            "Max reward: 3270.0\n",
            "---------- 1980000 / 2000000.0 ----------\n",
            "Num Games: 2625\n",
            "Num Frames: 1979999\n",
            "FPS: 114\n",
            "ETA: 0:02:55\n",
            "SMA Length: 2243.680\n",
            "SMA Reward: 429.400\n",
            "SMA Loss: 0.485\n",
            "Max reward: 3270.0\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": "6119181d-9a74-4735-b11a-289f5d79dcbb"
      },
      "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": []
          }
        }
      ]
    }
  ]
}