experiment.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ライブラリのインポート"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import utils as ut\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "import torch\n",
    "import torchvision.models as models\n",
    "import multiprocessing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Discriminator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Discriminator(nn.Module):\n",
    "    \n",
    "    def __init__(self, item_num, user_num, emb_dim,\n",
    "                           lamda, param=None, initdelta=0.05):\n",
    "        super(Discriminator, self).__init__()\n",
    "        self.item_num = item_num\n",
    "        self.user_num = user_num\n",
    "        self.emb_dim = emb_dim\n",
    "        self.lamda = lamda\n",
    "        self.param = param\n",
    "        self.initdelta = initdelta\n",
    "        self.d_params = []\n",
    "        \n",
    "        if self.param is None:\n",
    "            self.user_embeddings = nn.Embedding(\n",
    "                self.user_num, self.emb_dim)            \n",
    "            self.item_embeddings = nn.Embedding(\n",
    "                self.item_num, self.emb_dim)            \n",
    "            self.item_bias = nn.Embedding(\n",
    "                self.item_num, 1)\n",
    "            \n",
    "            # initialize\n",
    "            torch.nn.init.uniform_(\n",
    "                self.user_embeddings.weight, a=-initdelta, b=initdelta)\n",
    "            torch.nn.init.uniform_(\n",
    "                self.item_embeddings.weight, a=-initdelta, b=initdelta)\n",
    "#             torch.nn.init.uniform_(\n",
    "#                 self.item_bias.weight, a=initdelta, b=-initdelta)\n",
    "            \n",
    "    def forward(self, user, item, label):\n",
    "        pre_logits = (self.user_embeddings(user) \\\n",
    "                              * self.item_embeddings(item)).squeeze().sum(1).view(-1,1) \\\n",
    "                                + self.item_bias(item).view(-1, 1)\n",
    "        pre_loss =  F.binary_cross_entropy_with_logits(pre_logits, label)\n",
    "        return pre_loss\n",
    "\n",
    "    def all_rating(self, user):\n",
    "        rating = torch.mm(self.user_embeddings(user).view(-1, 5),\n",
    "                                               self.item_embeddings.weight.t()) + self.item_bias\n",
    "        return all_rating\n",
    "\n",
    "    def all_logits(self, user):\n",
    "        logits = (self.user_embeddings(user) \\\n",
    "                              * self.item_embeddings.weight).sum(1) + self.item_bias\n",
    "        return all_logits\n",
    "\n",
    "    def get_reward(self, user, item):\n",
    "        reward_logits = (self.user_embeddings(user) * self.item_embeddings(item)).squeeze().sum(1).view(-1,1) + self.item_bias(item).view(-1, 1)\n",
    "        reward = 2 * (torch.sigmoid(reward_logits) - 0.5)\n",
    "        return reward"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Generator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Generator(nn.Module):\n",
    "    \n",
    "    def __init__(self, item_num, user_num, emb_dim,\n",
    "                           lamda, param=None, initdelta=0.05, lr=0.05):\n",
    "        super(Generator, self).__init__()\n",
    "        self.item_num = item_num\n",
    "        self.user_num = user_num\n",
    "        self.emb_dim = emb_dim\n",
    "        self.lamda = lamda\n",
    "        self.param = param\n",
    "        self.initdelta = initdelta\n",
    "        self.lr = lr\n",
    "        self.g_params = []\n",
    "        \n",
    "        import pickle\n",
    "        with open(\"ml-100k/model_dns_ori.pkl\", \"rb\") as f:\n",
    "            param = pickle.load(f, encoding='latin1')\n",
    "    \n",
    "        if self.param is None:\n",
    "            self.user_embeddings = nn.Embedding(\n",
    "                self.user_num, self.emb_dim)\n",
    "            self.item_embeddings = nn.Embedding(\n",
    "                self.item_num, self.emb_dim)\n",
    "            self.item_bias = torch.zeros(self.item_num)\n",
    "            \n",
    "        self.user_embeddings.weight = torch.nn.Parameter(torch.tensor(param[0]))\n",
    "        self.item_embeddings.weight = torch.nn.Parameter(torch.tensor(param[1]))\n",
    "        \n",
    "            # initialize\n",
    "#             torch.nn.init.uniform_(\n",
    "#                 self.user_embeddings.weight, a=-initdelta, b=initdelta)\n",
    "#             torch.nn.init.uniform_(\n",
    "#                 self.item_embeddings.weight, a=-initdelta, b=initdelta)\n",
    "        \n",
    "    def forward(self, user, item, reward):\n",
    "        softmax_score = F.softmax(self.all_logits(user).view(1, -1), -1)\n",
    "        i_prob = torch.gather(softmax_score.view(-1), 0, item).clamp(min=1e-8)\n",
    "        loss = - torch.mean(torch.log(i_prob) * reward) # \\\n",
    "#                    + self.lamda * (F.normalize(self.user_embeddings(user), p=2, dim=1) \\\n",
    "#                                              + F.normalize(self.item_embeddings(item), p=2, dim=1) \\\n",
    "#                                              + F.normalize(self.item_bias(item), p=2, dim=1))\n",
    "        return loss\n",
    "\n",
    "    def all_rating(self, user):\n",
    "        rating = torch.mm(self.user_embeddings(user).view(-1, 5),\n",
    "                                               self.item_embeddings.weight.t()) + self.item_bias\n",
    "        return rating\n",
    "    \n",
    "    def all_logits(self, user):\n",
    "        logits = (self.user_embeddings(user) \\\n",
    "                              * self.item_embeddings.weight).sum(1) + self.item_bias\n",
    "        return logits"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 評価関数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def dcg_at_k(r, k):\n",
    "    r = np.asfarray(r)[:k]\n",
    "    return np.sum(r / np.log2(np.arange(2, r.size + 2)))\n",
    "\n",
    "\n",
    "def ndcg_at_k(r, k):\n",
    "    dcg_max = dcg_at_k(sorted(r, reverse=True), k)\n",
    "    if not dcg_max:\n",
    "        return 0.\n",
    "    return dcg_at_k(r, k) / dcg_max\n",
    "\n",
    "def simple_test_one_user(x):\n",
    "    \n",
    "    # import pdb; pdb.set_trace()\n",
    "    rating = x[0]\n",
    "    u = x[1]\n",
    "\n",
    "    test_items = list(all_items - set(user_pos_train[u]))\n",
    "    item_score = []\n",
    "    for i in test_items:\n",
    "        item_score.append((i, rating[i]))\n",
    "\n",
    "    item_score = sorted(item_score, key=lambda x: x[1])\n",
    "    item_score.reverse()\n",
    "    item_sort = [x[0] for x in item_score]\n",
    "\n",
    "    r = []\n",
    "    for i in item_sort:\n",
    "        if i in user_pos_test[u]:\n",
    "            r.append(1)\n",
    "        else:\n",
    "            r.append(0)\n",
    "\n",
    "    p_3 = np.mean(r[:3])\n",
    "    p_5 = np.mean(r[:5])\n",
    "    p_10 = np.mean(r[:10])\n",
    "    \n",
    "    ndcg_3 = ndcg_at_k(r, 3)\n",
    "    ndcg_5 = ndcg_at_k(r, 5)\n",
    "    ndcg_10 = ndcg_at_k(r, 10)\n",
    "\n",
    "    return np.array([p_3, p_5, p_10, ndcg_3, ndcg_5, ndcg_10])\n",
    "\n",
    "def simple_test(model):\n",
    "    result = np.array([0.] * 6)\n",
    "    pool = multiprocessing.Pool(cores)\n",
    "    batch_size = 128\n",
    "    test_users = list(user_pos_test.keys())\n",
    "    test_user_num = len(test_users)\n",
    "    index = 0\n",
    "    \n",
    "    while True:\n",
    "        if index >= test_user_num:\n",
    "            break\n",
    "        user_batch = test_users[index:index + batch_size]\n",
    "        index += batch_size\n",
    "    \n",
    "#         print(user_batch)\n",
    "        user_batch_rating = model.all_rating(torch.tensor(user_batch))\n",
    "\n",
    "        user_batch_rating = user_batch_rating.detach_().cpu().numpy()\n",
    "\n",
    "        user_batch_rating_uid = zip(user_batch_rating, user_batch)\n",
    "        batch_result = pool.map(simple_test_one_user, user_batch_rating_uid)\n",
    "        for re in batch_result:\n",
    "            result += re\n",
    "\n",
    "    pool.close()\n",
    "    ret = result / test_user_num\n",
    "    ret = list(ret)\n",
    "    return ret"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ハイパーパラメーター"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "EMB_DIM = 5\n",
    "USER_NUM = 943\n",
    "ITEM_NUM = 1683\n",
    "BATCH_SIZE = 16\n",
    "INIT_DELTA = 0.05\n",
    "\n",
    "all_items = set(range(ITEM_NUM))\n",
    "workdir = \"ml-100k/\"\n",
    "DIS_TRAIN_FILE = workdir + \"dis-train.txt\"\n",
    "cores = multiprocessing.cpu_count()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ロードデータ"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# positiveな要素だけを引っ張ってくる\n",
    "user_pos_train = {}\n",
    "with open(workdir + 'movielens-100k-train.txt')as fin:\n",
    "    for line in fin:\n",
    "        line = line.split()\n",
    "        uid = int(line[0])\n",
    "        iid = int(line[1])\n",
    "        r = float(line[2])\n",
    "        if r > 3.99:\n",
    "            if uid in user_pos_train:\n",
    "                user_pos_train[uid].append(iid)\n",
    "            else:\n",
    "                user_pos_train[uid] = [iid]\n",
    "\n",
    "# testでnegativeな要素だけを引っ張ってくる                \n",
    "user_pos_test = {}\n",
    "with open(workdir + 'movielens-100k-test.txt')as fin:\n",
    "    for line in fin:\n",
    "        line = line.split()\n",
    "        uid = int(line[0])\n",
    "        iid = int(line[1])\n",
    "        r = float(line[2])\n",
    "        if r > 3.99:\n",
    "            if uid in user_pos_test:\n",
    "                user_pos_test[uid].append(iid)\n",
    "            else:\n",
    "                user_pos_test[uid] = [iid]\n",
    "\n",
    "all_users = user_pos_train.keys()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Generatorによるデータセレクト"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_for_d(model, filename):\n",
    "    data = []\n",
    "    for user in user_pos_train:\n",
    "        pos = user_pos_train[user]\n",
    "\n",
    "        rating = model.all_rating(torch.tensor(user))\n",
    "        rating = rating.detach_().cpu().numpy()\n",
    "        rating = np.array(rating) / 0.2  # Temperature\n",
    "        exp_rating = np.exp(rating)\n",
    "        prob = exp_rating / np.sum(exp_rating)\n",
    "\n",
    "        neg = np.random.choice(np.arange(ITEM_NUM), size=len(pos), p=prob.reshape(-1,))\n",
    "        for i in range(len(pos)):\n",
    "            data.append(str(user) + '\\t' + str(pos[i]) + '\\t' + str(neg[i]))\n",
    "\n",
    "    with open(filename, 'w')as fout:\n",
    "        fout.write('\\n'.join(data))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "generator = Generator(\n",
    "    ITEM_NUM, USER_NUM,EMB_DIM, lamda=0.0 / BATCH_SIZE,\n",
    "    param=None, initdelta=INIT_DELTA)\n",
    "\n",
    "discriminator = Discriminator(\n",
    "    ITEM_NUM, USER_NUM,EMB_DIM, lamda=0.0 / BATCH_SIZE,\n",
    "    param=None, initdelta=INIT_DELTA)\n",
    "\n",
    "g_optimizer = torch.optim.SGD(\n",
    "    generator.parameters(), lr=0.001, momentum=0.9)\n",
    "\n",
    "d_optimizer = torch.optim.SGD(\n",
    "    discriminator.parameters(), lr=0.001, momentum=0.9)                    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[D Epoch 0/100] [loss: 0.705989]\n",
      "[D Epoch 1/100] [loss: 0.705915]\n",
      "[D Epoch 2/100] [loss: 0.705850]\n",
      "[D Epoch 3/100] [loss: 0.705794]\n",
      "[D Epoch 4/100] [loss: 0.705746]\n",
      "[D Epoch 5/100] [loss: 0.705705]\n",
      "[D Epoch 6/100] [loss: 0.705671]\n",
      "[D Epoch 7/100] [loss: 0.705643]\n",
      "[D Epoch 8/100] [loss: 0.705620]\n",
      "[D Epoch 9/100] [loss: 0.705601]\n",
      "[D Epoch 10/100] [loss: 0.705586]\n",
      "[D Epoch 11/100] [loss: 0.705576]\n",
      "[D Epoch 12/100] [loss: 0.705567]\n",
      "[D Epoch 13/100] [loss: 0.705562]\n",
      "[D Epoch 14/100] [loss: 0.705558]\n",
      "[D Epoch 15/100] [loss: 0.705556]\n",
      "[D Epoch 16/100] [loss: 0.705555]\n",
      "[D Epoch 17/100] [loss: 0.705555]\n",
      "[D Epoch 18/100] [loss: 0.705555]\n",
      "[D Epoch 19/100] [loss: 0.705555]\n",
      "[D Epoch 20/100] [loss: 0.705555]\n",
      "[D Epoch 21/100] [loss: 0.705555]\n",
      "[D Epoch 22/100] [loss: 0.705554]\n",
      "[D Epoch 23/100] [loss: 0.705552]\n",
      "[D Epoch 24/100] [loss: 0.705549]\n",
      "[D Epoch 25/100] [loss: 0.705545]\n",
      "[D Epoch 26/100] [loss: 0.705539]\n",
      "[D Epoch 27/100] [loss: 0.705531]\n",
      "[D Epoch 28/100] [loss: 0.705522]\n",
      "[D Epoch 29/100] [loss: 0.705510]\n",
      "[D Epoch 30/100] [loss: 0.705497]\n",
      "[D Epoch 31/100] [loss: 0.705481]\n",
      "[D Epoch 32/100] [loss: 0.705463]\n",
      "[D Epoch 33/100] [loss: 0.705442]\n",
      "[D Epoch 34/100] [loss: 0.705420]\n",
      "[D Epoch 35/100] [loss: 0.705394]\n",
      "[D Epoch 36/100] [loss: 0.705367]\n",
      "[D Epoch 37/100] [loss: 0.705336]\n",
      "[D Epoch 38/100] [loss: 0.705303]\n",
      "[D Epoch 39/100] [loss: 0.705268]\n",
      "[D Epoch 40/100] [loss: 0.705230]\n",
      "[D Epoch 41/100] [loss: 0.705189]\n",
      "[D Epoch 42/100] [loss: 0.705145]\n",
      "[D Epoch 43/100] [loss: 0.705099]\n",
      "[D Epoch 44/100] [loss: 0.705050]\n",
      "[D Epoch 45/100] [loss: 0.704999]\n",
      "[D Epoch 46/100] [loss: 0.704945]\n",
      "[D Epoch 47/100] [loss: 0.704889]\n",
      "[D Epoch 48/100] [loss: 0.704830]\n",
      "[D Epoch 49/100] [loss: 0.704768]\n",
      "[D Epoch 50/100] [loss: 0.704704]\n",
      "[D Epoch 51/100] [loss: 0.704637]\n",
      "[D Epoch 52/100] [loss: 0.704568]\n",
      "[D Epoch 53/100] [loss: 0.704497]\n",
      "[D Epoch 54/100] [loss: 0.704423]\n",
      "[D Epoch 55/100] [loss: 0.704347]\n",
      "[D Epoch 56/100] [loss: 0.704269]\n",
      "[D Epoch 57/100] [loss: 0.704188]\n",
      "[D Epoch 58/100] [loss: 0.704105]\n",
      "[D Epoch 59/100] [loss: 0.704020]\n",
      "[D Epoch 60/100] [loss: 0.703933]\n",
      "[D Epoch 61/100] [loss: 0.703844]\n",
      "[D Epoch 62/100] [loss: 0.703752]\n",
      "[D Epoch 63/100] [loss: 0.703659]\n",
      "[D Epoch 64/100] [loss: 0.703564]\n",
      "[D Epoch 65/100] [loss: 0.703466]\n",
      "[D Epoch 66/100] [loss: 0.703367]\n",
      "[D Epoch 67/100] [loss: 0.703267]\n",
      "[D Epoch 68/100] [loss: 0.703164]\n",
      "[D Epoch 69/100] [loss: 0.703060]\n",
      "[D Epoch 70/100] [loss: 0.702954]\n",
      "[D Epoch 71/100] [loss: 0.702847]\n",
      "[D Epoch 72/100] [loss: 0.702738]\n",
      "[D Epoch 73/100] [loss: 0.702627]\n",
      "[D Epoch 74/100] [loss: 0.702515]\n",
      "[D Epoch 75/100] [loss: 0.702401]\n",
      "[D Epoch 76/100] [loss: 0.702286]\n",
      "[D Epoch 77/100] [loss: 0.702170]\n",
      "[D Epoch 78/100] [loss: 0.702052]\n",
      "[D Epoch 79/100] [loss: 0.701933]\n",
      "[D Epoch 80/100] [loss: 0.701813]\n",
      "[D Epoch 81/100] [loss: 0.701692]\n",
      "[D Epoch 82/100] [loss: 0.701570]\n",
      "[D Epoch 83/100] [loss: 0.701446]\n",
      "[D Epoch 84/100] [loss: 0.701321]\n",
      "[D Epoch 85/100] [loss: 0.701196]\n",
      "[D Epoch 86/100] [loss: 0.701069]\n",
      "[D Epoch 87/100] [loss: 0.700942]\n",
      "[D Epoch 88/100] [loss: 0.700813]\n",
      "[D Epoch 89/100] [loss: 0.700684]\n",
      "[D Epoch 90/100] [loss: 0.700554]\n",
      "[D Epoch 91/100] [loss: 0.700423]\n",
      "[D Epoch 92/100] [loss: 0.700291]\n",
      "[D Epoch 93/100] [loss: 0.700159]\n",
      "[D Epoch 94/100] [loss: 0.700026]\n",
      "[D Epoch 95/100] [loss: 0.699892]\n",
      "[D Epoch 96/100] [loss: 0.699757]\n",
      "[D Epoch 97/100] [loss: 0.699622]\n",
      "[D Epoch 98/100] [loss: 0.699487]\n",
      "[D Epoch 99/100] [loss: 0.699351]\n",
      "[G Epoch 0/50] [loss: 0.201384]\n",
      "epoch  0 gen:  [0.33187134502924009, 0.30614035087719282, 0.27127192982456111, 0.3434592720003079, 0.32644494241825234, 0.31276947913011299]\n",
      "[G Epoch 1/50] [loss: 0.117988]\n",
      "epoch  0 gen:  [0.33260233918128684, 0.30614035087719282, 0.27171052631578912, 0.34397383200691178, 0.32646390838418166, 0.31303248093869784]\n",
      "[G Epoch 2/50] [loss: 0.158963]\n",
      "epoch  0 gen:  [0.33333333333333365, 0.30614035087719282, 0.27149122807017512, 0.34448839201351572, 0.32651546924557218, 0.31288590682072803]\n",
      "[G Epoch 3/50] [loss: 0.129205]\n",
      "epoch  0 gen:  [0.33333333333333365, 0.30614035087719282, 0.27149122807017512, 0.34448839201351572, 0.32651546924557218, 0.31289581843409092]\n",
      "[G Epoch 4/50] [loss: 0.170880]\n",
      "epoch  0 gen:  [0.33260233918128684, 0.30614035087719282, 0.27149122807017512, 0.34397383200691178, 0.32646390838418166, 0.3128524473497204]\n",
      "[G Epoch 5/50] [loss: 0.188277]\n",
      "epoch  0 gen:  [0.33260233918128684, 0.3065789473684209, 0.27171052631578912, 0.34397383200691178, 0.32675163881732272, 0.31302529391269834]\n",
      "[G Epoch 6/50] [loss: 0.246651]\n",
      "epoch  0 gen:  [0.33260233918128684, 0.30614035087719282, 0.27149122807017512, 0.34397383200691178, 0.32646390838418166, 0.31287960764800682]\n",
      "[G Epoch 7/50] [loss: 0.340098]\n",
      "epoch  0 gen:  [0.33333333333333365, 0.3065789473684209, 0.27171052631578912, 0.34448839201351572, 0.3268031996787133, 0.31306737772616783]\n",
      "[G Epoch 8/50] [loss: 0.060388]\n",
      "epoch  0 gen:  [0.33260233918128684, 0.3065789473684209, 0.27149122807017512, 0.34397383200691178, 0.32675163881732272, 0.31287198630470675]\n",
      "[G Epoch 9/50] [loss: 0.494262]\n",
      "epoch  0 gen:  [0.33333333333333365, 0.3065789473684209, 0.27171052631578912, 0.34448839201351572, 0.3268031996787133, 0.31304496504808055]\n",
      "[G Epoch 10/50] [loss: 0.455362]\n",
      "epoch  0 gen:  [0.33333333333333365, 0.3065789473684209, 0.27171052631578912, 0.34448839201351572, 0.3268031996787133, 0.31303505343471771]\n",
      "[G Epoch 11/50] [loss: 0.692871]\n",
      "epoch  0 gen:  [0.33333333333333365, 0.3065789473684209, 0.27149122807017512, 0.34448839201351572, 0.3268031996787133, 0.31290544577571444]\n",
      "[G Epoch 12/50] [loss: 0.168519]\n",
      "epoch  0 gen:  [0.33333333333333365, 0.30614035087719282, 0.27149122807017512, 0.34448839201351572, 0.32654806414103349, 0.31291180629778675]\n",
      "[G Epoch 13/50] [loss: 0.222656]\n",
      "epoch  0 gen:  [0.33333333333333365, 0.30614035087719282, 0.27171052631578912, 0.34448839201351572, 0.32651546924557218, 0.31304576515769023]\n",
      "[G Epoch 14/50] [loss: 0.259149]\n",
      "epoch  0 gen:  [0.33333333333333365, 0.30614035087719282, 0.27171052631578912, 0.34448839201351572, 0.32651546924557218, 0.31304576515769023]\n",
      "[G Epoch 15/50] [loss: 0.569086]\n",
      "epoch  0 gen:  [0.33333333333333365, 0.30614035087719282, 0.27171052631578912, 0.34448839201351572, 0.32651546924557218, 0.31304576515769023]\n",
      "[G Epoch 16/50] [loss: 0.553748]\n",
      "epoch  0 gen:  [0.33333333333333365, 0.3065789473684209, 0.27171052631578912, 0.34448839201351572, 0.3268031996787133, 0.31307241403211949]\n",
      "[G Epoch 17/50] [loss: 0.004197]\n",
      "epoch  0 gen:  [0.33333333333333365, 0.30614035087719282, 0.27171052631578912, 0.34448839201351572, 0.32651546924557218, 0.31305762269733234]\n",
      "[G Epoch 18/50] [loss: 0.275488]\n",
      "epoch  0 gen:  [0.33333333333333365, 0.30614035087719282, 0.27171052631578912, 0.34448839201351572, 0.32654806414103349, 0.31307877455419181]\n",
      "[G Epoch 19/50] [loss: 0.468227]\n",
      "epoch  0 gen:  [0.33333333333333365, 0.3065789473684209, 0.27171052631578912, 0.34448839201351572, 0.32683579457417461, 0.31309356588897896]\n",
      "[G Epoch 20/50] [loss: 0.234694]\n",
      "epoch  0 gen:  [0.33333333333333365, 0.30614035087719282, 0.27171052631578912, 0.34448839201351572, 0.32654806414103349, 0.31309256288981724]\n",
      "[G Epoch 21/50] [loss: 0.372598]\n",
      "epoch  0 gen:  [0.33333333333333365, 0.30614035087719282, 0.27127192982456111, 0.34448839201351572, 0.32654806414103349, 0.31281352434508503]\n",
      "[G Epoch 22/50] [loss: 0.167742]\n",
      "epoch  0 gen:  [0.33333333333333365, 0.30614035087719282, 0.27127192982456111, 0.34448839201351572, 0.32654806414103349, 0.31280173399962957]\n",
      "[G Epoch 23/50] [loss: 0.097078]\n",
      "epoch  0 gen:  [0.33260233918128684, 0.30614035087719282, 0.2710526315789471, 0.34397383200691178, 0.3264639083841816, 0.31261457050133135]\n",
      "[G Epoch 24/50] [loss: 0.347342]\n",
      "epoch  0 gen:  [0.33260233918128684, 0.30614035087719282, 0.2710526315789471, 0.34397383200691178, 0.3264639083841816, 0.31261939374485176]\n",
      "[G Epoch 25/50] [loss: 0.038850]\n",
      "epoch  0 gen:  [0.33260233918128684, 0.3065789473684209, 0.2710526315789471, 0.34397383200691178, 0.32675163881732272, 0.3126399601569535]\n",
      "[G Epoch 26/50] [loss: 0.160275]\n",
      "epoch  0 gen:  [0.33260233918128684, 0.30614035087719282, 0.27127192982456105, 0.34397383200691178, 0.3264639083841816, 0.31276468809453245]\n",
      "[G Epoch 27/50] [loss: -0.033653]\n",
      "epoch  0 gen:  [0.33260233918128684, 0.30614035087719282, 0.27127192982456105, 0.34397383200691178, 0.3264639083841816, 0.31275283055489039]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[G Epoch 28/50] [loss: 0.000518]\n",
      "epoch  0 gen:  [0.33260233918128684, 0.3065789473684209, 0.27127192982456105, 0.34397383200691178, 0.32675163881732272, 0.31277947942931961]\n",
      "[G Epoch 29/50] [loss: 0.023846]\n",
      "epoch  0 gen:  [0.33260233918128684, 0.3065789473684209, 0.27149122807017512, 0.34397383200691178, 0.32678423371278403, 0.31294808022092346]\n",
      "[G Epoch 30/50] [loss: 0.276036]\n",
      "epoch  0 gen:  [0.33260233918128684, 0.3065789473684209, 0.27127192982456105, 0.34397383200691178, 0.32678423371278403, 0.31279670340891524]\n",
      "[G Epoch 31/50] [loss: 0.251526]\n",
      "epoch  0 gen:  [0.33260233918128684, 0.3065789473684209, 0.27105263157894705, 0.34410857443663651, 0.32688161564720886, 0.31275456607097391]\n",
      "[G Epoch 32/50] [loss: 0.460024]\n",
      "epoch  0 gen:  [0.33260233918128684, 0.3065789473684209, 0.27105263157894705, 0.34397383200691178, 0.32678423371278403, 0.31265718413654908]\n",
      "[G Epoch 33/50] [loss: 0.599711]\n",
      "epoch  0 gen:  [0.33260233918128684, 0.3065789473684209, 0.27105263157894705, 0.34397383200691178, 0.32678423371278403, 0.31265718413654908]\n",
      "[G Epoch 34/50] [loss: 0.185871]\n",
      "epoch  0 gen:  [0.33260233918128684, 0.3065789473684209, 0.27105263157894705, 0.34397383200691178, 0.32678423371278403, 0.31265725133073574]\n",
      "[G Epoch 35/50] [loss: 0.080080]\n",
      "epoch  0 gen:  [0.33260233918128684, 0.3065789473684209, 0.27105263157894705, 0.34397383200691178, 0.32681682860824535, 0.31266077057063857]\n",
      "[G Epoch 36/50] [loss: 0.510688]\n",
      "epoch  0 gen:  [0.33260233918128684, 0.3065789473684209, 0.27105263157894705, 0.34410857443663651, 0.32691421054267022, 0.31275815250506339]\n",
      "[G Epoch 37/50] [loss: 0.741246]\n",
      "epoch  0 gen:  [0.33260233918128684, 0.30614035087719282, 0.27105263157894705, 0.34410857443663651, 0.3266264801095291, 0.31276099378723288]\n",
      "[G Epoch 38/50] [loss: 0.155744]\n",
      "epoch  0 gen:  [0.33260233918128684, 0.30614035087719282, 0.27105263157894705, 0.34410857443663651, 0.3266264801095291, 0.31275266376425492]\n",
      "[G Epoch 39/50] [loss: 0.189791]\n",
      "epoch  0 gen:  [0.33260233918128684, 0.30614035087719282, 0.27105263157894705, 0.34410857443663651, 0.3266264801095291, 0.31276796088916792]\n",
      "[G Epoch 40/50] [loss: 0.235346]\n",
      "epoch  0 gen:  [0.33260233918128684, 0.30614035087719282, 0.27105263157894699, 0.34424331686636128, 0.32672386204395393, 0.312814376528745]\n",
      "[G Epoch 41/50] [loss: 0.762554]\n",
      "epoch  0 gen:  [0.33260233918128684, 0.30614035087719282, 0.27105263157894705, 0.34424331686636128, 0.32672386204395393, 0.31282967365365805]\n",
      "[G Epoch 42/50] [loss: 0.247948]\n",
      "epoch  0 gen:  [0.33260233918128684, 0.30614035087719282, 0.27105263157894699, 0.34424331686636128, 0.32672386204395393, 0.31283664075559309]\n",
      "[G Epoch 43/50] [loss: 0.289331]\n",
      "epoch  0 gen:  [0.33260233918128684, 0.30614035087719282, 0.27083333333333298, 0.34424331686636128, 0.32672386204395393, 0.31267485725637889]\n",
      "[G Epoch 44/50] [loss: 0.487352]\n",
      "epoch  0 gen:  [0.33260233918128684, 0.30614035087719282, 0.27083333333333298, 0.34424331686636128, 0.32672386204395393, 0.31269361470376938]\n",
      "[G Epoch 45/50] [loss: 0.130733]\n",
      "epoch  0 gen:  [0.33260233918128684, 0.30614035087719282, 0.27105263157894705, 0.34424331686636128, 0.32672386204395393, 0.31283313397613555]\n",
      "[G Epoch 46/50] [loss: -0.092086]\n",
      "epoch  0 gen:  [0.33260233918128684, 0.30614035087719282, 0.27105263157894705, 0.34424331686636128, 0.32672386204395393, 0.31280763091837582]\n",
      "[G Epoch 47/50] [loss: 0.192813]\n",
      "epoch  0 gen:  [0.33260233918128684, 0.30614035087719282, 0.27105263157894705, 0.34424331686636128, 0.32669126714849261, 0.31278647906151635]\n",
      "[G Epoch 48/50] [loss: 0.518540]\n",
      "epoch  0 gen:  [0.33260233918128684, 0.30614035087719282, 0.27105263157894705, 0.34424331686636128, 0.32669126714849261, 0.31278647906151635]\n",
      "[G Epoch 49/50] [loss: 0.056055]\n",
      "epoch  0 gen:  [0.33260233918128684, 0.30614035087719282, 0.27105263157894705, 0.34424331686636128, 0.32669126714849261, 0.31279639067487913]\n",
      "[D Epoch 0/100] [loss: 0.699214]\n",
      "[D Epoch 1/100] [loss: 0.699077]\n",
      "[D Epoch 2/100] [loss: 0.698939]\n",
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      "[D Epoch 11/100] [loss: 0.697687]\n",
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      "[D Epoch 16/100] [loss: 0.696983]\n",
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      "[D Epoch 84/100] [loss: 0.688118]\n",
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      "[D Epoch 86/100] [loss: 0.687896]\n",
      "[D Epoch 87/100] [loss: 0.687786]\n",
      "[D Epoch 88/100] [loss: 0.687676]\n",
      "[D Epoch 89/100] [loss: 0.687568]\n",
      "[D Epoch 90/100] [loss: 0.687459]\n",
      "[D Epoch 91/100] [loss: 0.687352]\n",
      "[D Epoch 92/100] [loss: 0.687245]\n",
      "[D Epoch 93/100] [loss: 0.687139]\n",
      "[D Epoch 94/100] [loss: 0.687034]\n",
      "[D Epoch 95/100] [loss: 0.686929]\n",
      "[D Epoch 96/100] [loss: 0.686826]\n",
      "[D Epoch 97/100] [loss: 0.686722]\n",
      "[D Epoch 98/100] [loss: 0.686620]\n",
      "[D Epoch 99/100] [loss: 0.686518]\n",
      "[G Epoch 0/50] [loss: 0.244812]\n",
      "epoch  1 gen:  [0.33260233918128684, 0.30614035087719282, 0.27105263157894705, 0.34410857443663651, 0.32659388521406779, 0.31274182080522583]\n",
      "[G Epoch 1/50] [loss: 0.034967]\n",
      "epoch  1 gen:  [0.33260233918128684, 0.30614035087719282, 0.27105263157894705, 0.34424331686636128, 0.32669126714849261, 0.31280501501734093]\n",
      "[G Epoch 2/50] [loss: -0.049817]\n",
      "epoch  1 gen:  [0.33260233918128684, 0.30570175438596475, 0.27105263157894705, 0.34424331686636128, 0.32640353671535144, 0.3127733449672559]\n",
      "[G Epoch 3/50] [loss: 0.197905]\n",
      "epoch  1 gen:  [0.33260233918128684, 0.30614035087719282, 0.27105263157894705, 0.34424331686636128, 0.32669126714849261, 0.31279804791540589]\n",
      "[G Epoch 4/50] [loss: -0.404915]\n",
      "epoch  1 gen:  [0.33260233918128684, 0.30614035087719282, 0.27127192982456105, 0.34424331686636128, 0.32672386204395393, 0.31296654121796302]\n",
      "[G Epoch 5/50] [loss: -0.709646]\n",
      "epoch  1 gen:  [0.33260233918128684, 0.30614035087719282, 0.27127192982456105, 0.34424331686636128, 0.32672386204395393, 0.31297231629527755]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[G Epoch 6/50] [loss: 0.053234]\n",
      "epoch  1 gen:  [0.33260233918128684, 0.30614035087719282, 0.27149122807017512, 0.34424331686636128, 0.32672386204395393, 0.3131106435430232]\n",
      "[G Epoch 7/50] [loss: 0.203388]\n",
      "epoch  1 gen:  [0.33260233918128684, 0.30614035087719282, 0.27127192982456105, 0.34424331686636128, 0.32672386204395393, 0.31297809137259214]\n",
      "[G Epoch 8/50] [loss: 0.462276]\n",
      "epoch  1 gen:  [0.33260233918128684, 0.3065789473684209, 0.27127192982456105, 0.34424331686636128, 0.32701159247709505, 0.31296737964961963]\n",
      "[G Epoch 9/50] [loss: -0.239117]\n",
      "epoch  1 gen:  [0.33260233918128684, 0.3065789473684209, 0.27127192982456105, 0.34424331686636128, 0.32701159247709505, 0.31297894850350916]\n",
      "[G Epoch 10/50] [loss: -0.109226]\n",
      "epoch  1 gen:  [0.33260233918128684, 0.30614035087719282, 0.27149122807017512, 0.34424331686636128, 0.32672386204395393, 0.31310201920056141]\n",
      "[G Epoch 11/50] [loss: 0.130236]\n",
      "epoch  1 gen:  [0.33260233918128684, 0.30614035087719282, 0.27149122807017512, 0.34424331686636128, 0.32672386204395393, 0.31310898630249645]\n",
      "[G Epoch 12/50] [loss: 0.072048]\n",
      "epoch  1 gen:  [0.33260233918128684, 0.30570175438596475, 0.27149122807017512, 0.34424331686636128, 0.32643613161081281, 0.31306257500708712]\n",
      "[G Epoch 13/50] [loss: -0.429393]\n",
      "epoch  1 gen:  [0.33260233918128684, 0.30570175438596475, 0.27149122807017512, 0.34424331686636128, 0.32650132140173543, 0.31307654509715965]\n",
      "[G Epoch 14/50] [loss: -0.194807]\n",
      "epoch  1 gen:  [0.33260233918128684, 0.30570175438596475, 0.27171052631578912, 0.34424331686636128, 0.32650132140173543, 0.31321104319386994]\n",
      "[G Epoch 15/50] [loss: 0.066224]\n",
      "epoch  1 gen:  [0.33333333333333365, 0.30614035087719282, 0.27171052631578912, 0.34475787687296511, 0.32687320759172844, 0.31328210309705096]\n",
      "[G Epoch 16/50] [loss: 0.087622]\n",
      "epoch  1 gen:  [0.33333333333333365, 0.30570175438596475, 0.27171052631578912, 0.34489261930268994, 0.32668285909301215, 0.31332188163191721]\n",
      "[G Epoch 17/50] [loss: -0.107573]\n",
      "epoch  1 gen:  [0.33333333333333365, 0.30570175438596475, 0.27171052631578912, 0.34489261930268994, 0.32668285909301215, 0.31332188163191721]\n",
      "[G Epoch 18/50] [loss: 0.145637]\n",
      "epoch  1 gen:  [0.33333333333333365, 0.30614035087719282, 0.27149122807017512, 0.34489261930268994, 0.32697058952615327, 0.3131971536943382]\n",
      "[G Epoch 19/50] [loss: 0.146177]\n",
      "epoch  1 gen:  [0.33333333333333365, 0.30570175438596475, 0.27149122807017512, 0.34489261930268994, 0.32665026419755083, 0.31316817760462662]\n",
      "[G Epoch 20/50] [loss: 0.266147]\n",
      "epoch  1 gen:  [0.33333333333333365, 0.30570175438596475, 0.27149122807017512, 0.34489261930268994, 0.32668285909301215, 0.31318236235955105]\n",
      "[G Epoch 21/50] [loss: 0.113989]\n",
      "epoch  1 gen:  [0.33333333333333365, 0.30570175438596475, 0.27149122807017512, 0.34489261930268994, 0.32674804888393477, 0.31323956283758336]\n",
      "[G Epoch 22/50] [loss: -0.337977]\n",
      "epoch  1 gen:  [0.33333333333333365, 0.30570175438596475, 0.27149122807017512, 0.34489261930268994, 0.32674804888393477, 0.31323329041573184]\n",
      "[G Epoch 23/50] [loss: -0.038811]\n",
      "epoch  1 gen:  [0.33333333333333365, 0.30570175438596475, 0.27127192982456105, 0.34489261930268994, 0.32674804888393477, 0.31307859201319421]\n",
      "[G Epoch 24/50] [loss: 0.100040]\n",
      "epoch  1 gen:  [0.33333333333333365, 0.30614035087719282, 0.27149122807017512, 0.34489261930268994, 0.32703577931707589, 0.31323606217900068]\n",
      "[G Epoch 25/50] [loss: -0.054498]\n",
      "epoch  1 gen:  [0.33333333333333365, 0.30570175438596475, 0.27105263157894699, 0.34489261930268994, 0.32671545398847346, 0.31292011788217861]\n",
      "[G Epoch 26/50] [loss: 0.122811]\n",
      "epoch  1 gen:  [0.33333333333333365, 0.30570175438596475, 0.27083333333333298, 0.34475787687296511, 0.32661807205404864, 0.31269603787598593]\n",
      "[G Epoch 27/50] [loss: -0.070016]\n",
      "epoch  1 gen:  [0.33333333333333365, 0.30570175438596475, 0.27083333333333298, 0.34489261930268994, 0.32671545398847346, 0.31276586915449028]\n",
      "[G Epoch 28/50] [loss: 0.006246]\n",
      "epoch  1 gen:  [0.33333333333333365, 0.30570175438596475, 0.27083333333333298, 0.34489261930268994, 0.32671545398847346, 0.31278146059888712]\n",
      "[G Epoch 29/50] [loss: -0.135492]\n",
      "epoch  1 gen:  [0.33333333333333365, 0.30570175438596475, 0.27061403508771892, 0.34489261930268994, 0.32671545398847346, 0.31264194132652096]\n",
      "[G Epoch 30/50] [loss: -0.016775]\n",
      "epoch  1 gen:  [0.33333333333333365, 0.30570175438596475, 0.27061403508771892, 0.34489261930268994, 0.32674804888393477, 0.31267001787216914]\n",
      "[G Epoch 31/50] [loss: 0.128029]\n",
      "epoch  1 gen:  [0.33333333333333365, 0.30614035087719282, 0.27105263157894705, 0.34489261930268994, 0.32703577931707589, 0.31296485272527813]\n",
      "[G Epoch 32/50] [loss: 0.307011]\n",
      "epoch  1 gen:  [0.33333333333333365, 0.30614035087719282, 0.27083333333333298, 0.34489261930268994, 0.32703577931707589, 0.31281670911045018]\n",
      "[G Epoch 33/50] [loss: 0.063798]\n",
      "epoch  1 gen:  [0.33333333333333365, 0.30570175438596475, 0.27105263157894705, 0.34475787687296511, 0.32668326184497126, 0.31290701406164567]\n",
      "[G Epoch 34/50] [loss: 0.155987]\n",
      "epoch  1 gen:  [0.33260233918128684, 0.30614035087719282, 0.27083333333333298, 0.34424331686636128, 0.32691164471511908, 0.31271366195167449]\n",
      "[G Epoch 35/50] [loss: 0.015877]\n",
      "epoch  1 gen:  [0.33260233918128684, 0.30570175438596475, 0.27083333333333298, 0.34424331686636128, 0.32665650917743927, 0.31273599685537046]\n",
      "[G Epoch 36/50] [loss: -0.067190]\n",
      "epoch  1 gen:  [0.33260233918128684, 0.30570175438596475, 0.27083333333333298, 0.34424331686636128, 0.32665650917743927, 0.31274019697083777]\n",
      "[G Epoch 37/50] [loss: -0.029009]\n",
      "epoch  1 gen:  [0.33260233918128684, 0.30570175438596475, 0.27105263157894705, 0.344378059296086, 0.32672129621640278, 0.31292702375552944]\n",
      "[G Epoch 38/50] [loss: 0.083326]\n",
      "epoch  1 gen:  [0.33260233918128684, 0.30570175438596475, 0.27083333333333298, 0.344378059296086, 0.32672129621640278, 0.31278086741677413]\n",
      "[G Epoch 39/50] [loss: 0.304995]\n",
      "epoch  1 gen:  [0.33260233918128684, 0.30570175438596475, 0.27083333333333298, 0.344378059296086, 0.32675389111186409, 0.31278260982881412]\n",
      "[G Epoch 40/50] [loss: 0.339058]\n",
      "epoch  1 gen:  [0.33333333333333365, 0.30570175438596475, 0.27083333333333298, 0.34475787687296511, 0.32671585674043258, 0.31277876317969222]\n",
      "[G Epoch 41/50] [loss: 0.099874]\n",
      "epoch  1 gen:  [0.33260233918128684, 0.30570175438596475, 0.27083333333333298, 0.34424331686636128, 0.32665650917743927, 0.31272803995916071]\n",
      "[G Epoch 42/50] [loss: 0.470628]\n",
      "epoch  1 gen:  [0.33260233918128684, 0.30570175438596475, 0.27083333333333298, 0.34410857443663651, 0.3265591272430145, 0.31266863354828756]\n",
      "[G Epoch 43/50] [loss: 0.342657]\n",
      "epoch  1 gen:  [0.33260233918128684, 0.30570175438596475, 0.27083333333333298, 0.34424331686636128, 0.32665650917743927, 0.3127251906940135]\n",
      "[G Epoch 44/50] [loss: 0.127312]\n",
      "epoch  1 gen:  [0.33260233918128684, 0.30570175438596475, 0.27083333333333298, 0.34424331686636128, 0.32665650917743927, 0.31271941561669891]\n",
      "[G Epoch 45/50] [loss: 0.191806]\n",
      "epoch  1 gen:  [0.33260233918128684, 0.30570175438596475, 0.27083333333333298, 0.34424331686636128, 0.32665650917743927, 0.31271941561669891]\n",
      "[G Epoch 46/50] [loss: 0.196677]\n",
      "epoch  1 gen:  [0.33333333333333365, 0.30570175438596475, 0.27083333333333298, 0.34475787687296511, 0.32671585674043258, 0.31278738752215401]\n",
      "[G Epoch 47/50] [loss: 0.031944]\n",
      "epoch  1 gen:  [0.33333333333333365, 0.30570175438596475, 0.27083333333333298, 0.34475787687296511, 0.32671585674043258, 0.31278738752215401]\n",
      "[G Epoch 48/50] [loss: -0.084206]\n",
      "epoch  1 gen:  [0.33333333333333365, 0.30570175438596475, 0.27083333333333298, 0.34489261930268994, 0.3268132386748574, 0.31286997716403503]\n",
      "[G Epoch 49/50] [loss: 0.037589]\n",
      "epoch  1 gen:  [0.33333333333333365, 0.30570175438596475, 0.27105263157894705, 0.34475787687296511, 0.32671585674043258, 0.31296853073507197]\n",
      "[D Epoch 0/100] [loss: 0.686417]\n",
      "[D Epoch 1/100] [loss: 0.686317]\n",
      "[D Epoch 2/100] [loss: 0.686217]\n",
      "[D Epoch 3/100] [loss: 0.686119]\n",
      "[D Epoch 4/100] [loss: 0.686021]\n",
      "[D Epoch 5/100] [loss: 0.685923]\n",
      "[D Epoch 6/100] [loss: 0.685827]\n",
      "[D Epoch 7/100] [loss: 0.685731]\n",
      "[D Epoch 8/100] [loss: 0.685635]\n",
      "[D Epoch 9/100] [loss: 0.685540]\n",
      "[D Epoch 10/100] [loss: 0.685447]\n",
      "[D Epoch 11/100] [loss: 0.685353]\n",
      "[D Epoch 12/100] [loss: 0.685261]\n",
      "[D Epoch 13/100] [loss: 0.685169]\n",
      "[D Epoch 14/100] [loss: 0.685078]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[D Epoch 15/100] [loss: 0.684988]\n",
      "[D Epoch 16/100] [loss: 0.684898]\n",
      "[D Epoch 17/100] [loss: 0.684809]\n",
      "[D Epoch 18/100] [loss: 0.684721]\n",
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      "[D Epoch 20/100] [loss: 0.684547]\n",
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      "[D Epoch 26/100] [loss: 0.684043]\n",
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      "[D Epoch 34/100] [loss: 0.683410]\n",
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      "[D Epoch 36/100] [loss: 0.683259]\n",
      "[D Epoch 37/100] [loss: 0.683185]\n",
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      "[D Epoch 39/100] [loss: 0.683038]\n",
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      "[D Epoch 42/100] [loss: 0.682823]\n",
      "[D Epoch 43/100] [loss: 0.682753]\n",
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      "[D Epoch 50/100] [loss: 0.682281]\n",
      "[D Epoch 51/100] [loss: 0.682216]\n",
      "[D Epoch 52/100] [loss: 0.682152]\n",
      "[D Epoch 53/100] [loss: 0.682089]\n",
      "[D Epoch 54/100] [loss: 0.682026]\n",
      "[D Epoch 55/100] [loss: 0.681964]\n",
      "[D Epoch 56/100] [loss: 0.681903]\n",
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      "[D Epoch 58/100] [loss: 0.681782]\n",
      "[D Epoch 59/100] [loss: 0.681723]\n",
      "[D Epoch 60/100] [loss: 0.681664]\n",
      "[D Epoch 61/100] [loss: 0.681606]\n",
      "[D Epoch 62/100] [loss: 0.681549]\n",
      "[D Epoch 63/100] [loss: 0.681492]\n",
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      "[D Epoch 68/100] [loss: 0.681218]\n",
      "[D Epoch 69/100] [loss: 0.681166]\n",
      "[D Epoch 70/100] [loss: 0.681113]\n",
      "[D Epoch 71/100] [loss: 0.681062]\n",
      "[D Epoch 72/100] [loss: 0.681011]\n",
      "[D Epoch 73/100] [loss: 0.680960]\n",
      "[D Epoch 74/100] [loss: 0.680911]\n",
      "[D Epoch 75/100] [loss: 0.680862]\n",
      "[D Epoch 76/100] [loss: 0.680814]\n",
      "[D Epoch 77/100] [loss: 0.680766]\n",
      "[D Epoch 78/100] [loss: 0.680719]\n",
      "[D Epoch 79/100] [loss: 0.680672]\n",
      "[D Epoch 80/100] [loss: 0.680627]\n",
      "[D Epoch 81/100] [loss: 0.680582]\n",
      "[D Epoch 82/100] [loss: 0.680537]\n",
      "[D Epoch 83/100] [loss: 0.680493]\n",
      "[D Epoch 84/100] [loss: 0.680450]\n",
      "[D Epoch 85/100] [loss: 0.680407]\n",
      "[D Epoch 86/100] [loss: 0.680365]\n",
      "[D Epoch 87/100] [loss: 0.680324]\n",
      "[D Epoch 88/100] [loss: 0.680283]\n",
      "[D Epoch 89/100] [loss: 0.680242]\n",
      "[D Epoch 90/100] [loss: 0.680202]\n",
      "[D Epoch 91/100] [loss: 0.680163]\n",
      "[D Epoch 92/100] [loss: 0.680124]\n",
      "[D Epoch 93/100] [loss: 0.680086]\n",
      "[D Epoch 94/100] [loss: 0.680049]\n",
      "[D Epoch 95/100] [loss: 0.680012]\n",
      "[D Epoch 96/100] [loss: 0.679975]\n",
      "[D Epoch 97/100] [loss: 0.679939]\n",
      "[D Epoch 98/100] [loss: 0.679904]\n",
      "[D Epoch 99/100] [loss: 0.679869]\n",
      "[G Epoch 0/50] [loss: 0.129517]\n",
      "epoch  2 gen:  [0.33333333333333365, 0.30570175438596475, 0.27105263157894705, 0.34462313444324044, 0.32661847480600775, 0.31290967804266773]\n",
      "[G Epoch 1/50] [loss: 0.058375]\n",
      "epoch  2 gen:  [0.33333333333333365, 0.30614035087719282, 0.27083333333333298, 0.34462313444324044, 0.32690620523914893, 0.3127933051178402]\n",
      "[G Epoch 2/50] [loss: -0.047851]\n",
      "epoch  2 gen:  [0.33333333333333365, 0.30570175438596475, 0.27083333333333298, 0.34462313444324044, 0.32661847480600775, 0.3127619676184345]\n",
      "[G Epoch 3/50] [loss: -0.177817]\n",
      "epoch  2 gen:  [0.33333333333333365, 0.30526315789473668, 0.27083333333333298, 0.34462313444324044, 0.32629814947740537, 0.31273198655513329]\n",
      "[G Epoch 4/50] [loss: -0.278304]\n",
      "epoch  2 gen:  [0.33333333333333365, 0.30570175438596475, 0.27061403508771892, 0.34462313444324044, 0.32661847480600775, 0.31262079110554158]\n",
      "[G Epoch 5/50] [loss: -0.164621]\n",
      "epoch  2 gen:  [0.33333333333333365, 0.30570175438596475, 0.27061403508771892, 0.34462313444324044, 0.32661847480600775, 0.31263811677955783]\n",
      "[G Epoch 6/50] [loss: -0.391428]\n",
      "epoch  2 gen:  [0.33333333333333365, 0.30570175438596475, 0.27083333333333298, 0.34462313444324044, 0.32661847480600775, 0.31277978279676616]\n",
      "[G Epoch 7/50] [loss: -0.019218]\n",
      "epoch  2 gen:  [0.33333333333333365, 0.30570175438596475, 0.27083333333333298, 0.34462313444324044, 0.32658587991054644, 0.31277422238430352]\n",
      "[G Epoch 8/50] [loss: 0.174738]\n",
      "epoch  2 gen:  [0.33333333333333365, 0.30614035087719277, 0.27061403508771897, 0.34462313444324044, 0.3268736103436875, 0.31263716576771916]\n",
      "[G Epoch 9/50] [loss: -0.177811]\n",
      "epoch  2 gen:  [0.33333333333333365, 0.30614035087719277, 0.27039473684210497, 0.34462313444324044, 0.3268736103436875, 0.312497646495353]\n",
      "[G Epoch 10/50] [loss: 0.051209]\n",
      "epoch  2 gen:  [0.33333333333333365, 0.30614035087719277, 0.27039473684210497, 0.34462313444324044, 0.32690620523914882, 0.31251879835221247]\n",
      "[G Epoch 11/50] [loss: -0.057146]\n",
      "epoch  2 gen:  [0.33333333333333365, 0.30570175438596475, 0.27039473684210497, 0.34462313444324044, 0.32661847480600775, 0.31249323593012129]\n",
      "[G Epoch 12/50] [loss: -0.230702]\n",
      "epoch  2 gen:  [0.33333333333333365, 0.30570175438596475, 0.27039473684210497, 0.34448839201351572, 0.32652109287158293, 0.31238722965323468]\n",
      "[G Epoch 13/50] [loss: -0.218338]\n",
      "epoch  2 gen:  [0.33333333333333365, 0.30570175438596475, 0.27061403508771897, 0.34448839201351572, 0.32648849797612162, 0.31253447191236533]\n",
      "[G Epoch 14/50] [loss: 0.196569]\n",
      "epoch  2 gen:  [0.33333333333333365, 0.30570175438596475, 0.27061403508771897, 0.34448839201351572, 0.32648849797612162, 0.31252546363787048]\n",
      "[G Epoch 15/50] [loss: -0.274275]\n",
      "epoch  2 gen:  [0.33333333333333365, 0.30614035087719282, 0.27061403508771897, 0.34448839201351572, 0.32677622840926274, 0.31254603004997217]\n",
      "[G Epoch 16/50] [loss: -0.231425]\n",
      "epoch  2 gen:  [0.33333333333333365, 0.30614035087719282, 0.27061403508771897, 0.34462313444324044, 0.3268736103436875, 0.31262401655463118]\n",
      "[G Epoch 17/50] [loss: -0.433837]\n",
      "epoch  2 gen:  [0.33333333333333365, 0.30570175438596475, 0.27061403508771897, 0.34462313444324044, 0.32658587991054644, 0.31263344100670265]\n",
      "[G Epoch 18/50] [loss: -0.362813]\n",
      "epoch  2 gen:  [0.33333333333333365, 0.30614035087719277, 0.27061403508771897, 0.34462313444324044, 0.3268736103436875, 0.31263960799902801]\n",
      "[G Epoch 19/50] [loss: -0.206013]\n",
      "epoch  2 gen:  [0.33333333333333365, 0.30614035087719277, 0.27061403508771897, 0.34462313444324044, 0.3268736103436875, 0.31262150424270801]\n",
      "[G Epoch 20/50] [loss: 0.310162]\n",
      "epoch  2 gen:  [0.33333333333333365, 0.30614035087719277, 0.27061403508771897, 0.34462313444324044, 0.3268736103436875, 0.31263217568118673]\n",
      "[G Epoch 21/50] [loss: -0.253849]\n",
      "epoch  2 gen:  [0.33333333333333365, 0.30614035087719277, 0.27083333333333304, 0.34462313444324044, 0.3268736103436875, 0.31277500943460629]\n",
      "[G Epoch 22/50] [loss: -0.341697]\n",
      "epoch  2 gen:  [0.33333333333333365, 0.30570175438596475, 0.2701754385964909, 0.34462313444324044, 0.32658587991054644, 0.31233432761370483]\n",
      "[G Epoch 23/50] [loss: -0.454188]\n",
      "epoch  2 gen:  [0.33333333333333365, 0.30570175438596475, 0.27061403508771897, 0.34462313444324044, 0.32658587991054644, 0.31261170891791029]\n",
      "[G Epoch 24/50] [loss: -0.124639]\n",
      "epoch  2 gen:  [0.33406432748538045, 0.30570175438596475, 0.27061403508771897, 0.34513769444984432, 0.3266048458764757, 0.31262282450743795]\n",
      "[G Epoch 25/50] [loss: -0.040767]\n",
      "epoch  2 gen:  [0.33406432748538045, 0.30570175438596475, 0.27039473684210497, 0.3450029520201196, 0.32650746394205088, 0.31238014822333243]\n",
      "[G Epoch 26/50] [loss: -0.177163]\n",
      "epoch  2 gen:  [0.33406432748538045, 0.30614035087719277, 0.27039473684210497, 0.34513769444984432, 0.32692517120507814, 0.31252248162389878]\n",
      "[G Epoch 27/50] [loss: -0.637781]\n",
      "epoch  2 gen:  [0.33406432748538045, 0.30570175438596475, 0.27039473684210497, 0.34513769444984432, 0.32663744077193707, 0.31251012724003352]\n",
      "[G Epoch 28/50] [loss: 0.265207]\n",
      "epoch  2 gen:  [0.33406432748538045, 0.30570175438596475, 0.27039473684210497, 0.3450029520201196, 0.32654005883751225, 0.31241852038292334]\n",
      "[G Epoch 29/50] [loss: -0.022372]\n",
      "epoch  2 gen:  [0.33406432748538045, 0.30614035087719282, 0.27039473684210497, 0.3450029520201196, 0.32682778927065331, 0.31241313722061953]\n",
      "[G Epoch 30/50] [loss: -0.177713]\n",
      "epoch  2 gen:  [0.33406432748538045, 0.30614035087719282, 0.27039473684210497, 0.3450029520201196, 0.32682778927065331, 0.312434503742331]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[G Epoch 31/50] [loss: -0.236862]\n",
      "epoch  2 gen:  [0.33406432748538045, 0.30614035087719282, 0.27039473684210497, 0.3450029520201196, 0.32682778927065331, 0.31242264620268889]\n",
      "[G Epoch 32/50] [loss: -0.250584]\n",
      "epoch  2 gen:  [0.33406432748538045, 0.30614035087719282, 0.2701754385964909, 0.3450029520201196, 0.32682778927065331, 0.31229175127278452]\n",
      "[G Epoch 33/50] [loss: -0.187646]\n",
      "epoch  2 gen:  [0.33406432748538045, 0.30614035087719282, 0.27039473684210497, 0.3450029520201196, 0.32682778927065331, 0.3124140218602271]\n",
      "[G Epoch 34/50] [loss: -0.265352]\n",
      "epoch  2 gen:  [0.33406432748538045, 0.30614035087719282, 0.2701754385964909, 0.34527243687956904, 0.32702255313950301, 0.31243507873440091]\n",
      "[G Epoch 35/50] [loss: -0.542150]\n",
      "epoch  2 gen:  [0.33406432748538045, 0.30614035087719282, 0.27061403508771897, 0.34527243687956904, 0.32702255313950301, 0.31268658049629955]\n",
      "[G Epoch 36/50] [loss: 0.045144]\n",
      "epoch  2 gen:  [0.33406432748538045, 0.30614035087719282, 0.2701754385964909, 0.34513769444984432, 0.32692517120507814, 0.31234149847430481]\n",
      "[G Epoch 37/50] [loss: 0.019064]\n",
      "epoch  2 gen:  [0.33406432748538045, 0.30614035087719282, 0.2701754385964909, 0.34513769444984432, 0.32692517120507814, 0.31236194276154633]\n",
      "[G Epoch 38/50] [loss: -0.495855]\n",
      "epoch  2 gen:  [0.33406432748538045, 0.30614035087719282, 0.2701754385964909, 0.34513769444984432, 0.32692517120507814, 0.31237380030118844]\n",
      "[G Epoch 39/50] [loss: -0.183828]\n",
      "epoch  2 gen:  [0.33406432748538045, 0.30614035087719282, 0.2701754385964909, 0.34513769444984432, 0.32692517120507814, 0.31237380030118844]\n",
      "[G Epoch 40/50] [loss: -0.339366]\n",
      "epoch  2 gen:  [0.33406432748538045, 0.30614035087719282, 0.27039473684210497, 0.3450029520201196, 0.326795194375192, 0.31238374554788573]\n",
      "[G Epoch 41/50] [loss: -0.419908]\n",
      "epoch  2 gen:  [0.33406432748538045, 0.30614035087719282, 0.27039473684210497, 0.3450029520201196, 0.32686038416611468, 0.31244501915836748]\n",
      "[G Epoch 42/50] [loss: -0.483959]\n",
      "epoch  2 gen:  [0.33406432748538045, 0.30614035087719282, 0.27039473684210497, 0.3450029520201196, 0.32686038416611468, 0.31243316161872536]\n",
      "[G Epoch 43/50] [loss: 0.147848]\n",
      "epoch  2 gen:  [0.33479532163742726, 0.30614035087719282, 0.27039473684210497, 0.34551751202672354, 0.32691194502750526, 0.31249798942003726]\n",
      "[G Epoch 44/50] [loss: -0.109467]\n",
      "epoch  2 gen:  [0.33479532163742726, 0.30614035087719282, 0.2701754385964909, 0.34565225445644826, 0.32697673206646877, 0.31238818263790247]\n",
      "[G Epoch 45/50] [loss: -0.131978]\n",
      "epoch  2 gen:  [0.33479532163742726, 0.30614035087719282, 0.27039473684210497, 0.34565225445644826, 0.32697673206646877, 0.31251907756780684]\n",
      "[G Epoch 46/50] [loss: -0.131476]\n",
      "epoch  2 gen:  [0.33479532163742726, 0.30614035087719282, 0.27039473684210497, 0.34565225445644826, 0.32697673206646877, 0.31251907756780684]\n",
      "[G Epoch 47/50] [loss: 0.162695]\n",
      "epoch  2 gen:  [0.33479532163742726, 0.30614035087719282, 0.27061403508771897, 0.34565225445644826, 0.32697673206646877, 0.31264755660578847]\n",
      "[G Epoch 48/50] [loss: -0.060028]\n",
      "epoch  2 gen:  [0.33479532163742726, 0.30614035087719282, 0.27039473684210497, 0.34565225445644826, 0.32694413717100745, 0.31249792571094726]\n",
      "[G Epoch 49/50] [loss: -0.072989]\n",
      "epoch  2 gen:  [0.33479532163742726, 0.30614035087719282, 0.27039473684210497, 0.34565225445644826, 0.32697673206646877, 0.31251584437062652]\n",
      "[D Epoch 0/100] [loss: 0.679834]\n",
      "[D Epoch 1/100] [loss: 0.679800]\n",
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      "[D Epoch 99/100] [loss: 0.678716]\n",
      "[G Epoch 0/50] [loss: -0.031788]\n",
      "epoch  3 gen:  [0.33479532163742726, 0.30570175438596475, 0.27039473684210497, 0.34551751202672354, 0.32659161969890282, 0.31247351983599964]\n",
      "[G Epoch 1/50] [loss: -0.755378]\n",
      "epoch  3 gen:  [0.33479532163742726, 0.30570175438596475, 0.27039473684210497, 0.34565225445644826, 0.3266890016333277, 0.31253837128864154]\n",
      "[G Epoch 2/50] [loss: -0.478416]\n",
      "epoch  3 gen:  [0.33479532163742726, 0.30570175438596475, 0.27039473684210497, 0.34551751202672354, 0.32659161969890282, 0.31244959836862479]\n",
      "[G Epoch 3/50] [loss: 0.153552]\n",
      "epoch  3 gen:  [0.33479532163742726, 0.30570175438596475, 0.27039473684210497, 0.34551751202672354, 0.32659161969890282, 0.31243666906852191]\n",
      "[G Epoch 4/50] [loss: -0.344740]\n",
      "epoch  3 gen:  [0.33479532163742726, 0.30570175438596475, 0.27039473684210497, 0.34551751202672354, 0.32655902480344151, 0.31242958659589287]\n",
      "[G Epoch 5/50] [loss: -0.327000]\n",
      "epoch  3 gen:  [0.33479532163742726, 0.30570175438596475, 0.26995614035087689, 0.34565225445644826, 0.3266890016333277, 0.31224219125761621]\n",
      "[G Epoch 6/50] [loss: -0.197826]\n",
      "epoch  3 gen:  [0.33479532163742726, 0.30614035087719282, 0.2701754385964909, 0.34551751202672354, 0.32691194502750526, 0.31232991368710933]\n",
      "[G Epoch 7/50] [loss: -0.206024]\n",
      "epoch  3 gen:  [0.33479532163742726, 0.30614035087719282, 0.27039473684210497, 0.34551751202672354, 0.32691194502750526, 0.31247640006141053]\n",
      "[G Epoch 8/50] [loss: -0.192823]\n",
      "epoch  3 gen:  [0.33479532163742726, 0.30614035087719282, 0.27017543859649096, 0.34551751202672354, 0.32687935013204394, 0.31235678108974185]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[G Epoch 9/50] [loss: -0.147155]\n",
      "epoch  3 gen:  [0.33479532163742726, 0.30614035087719282, 0.27017543859649096, 0.34565225445644826, 0.32697673206646877, 0.3124133382354678]\n",
      "[G Epoch 10/50] [loss: -0.406682]\n",
      "epoch  3 gen:  [0.33479532163742726, 0.30614035087719282, 0.27017543859649096, 0.34565225445644826, 0.32700932696193008, 0.31243946991818972]\n",
      "[G Epoch 11/50] [loss: -0.762689]\n",
      "epoch  3 gen:  [0.33479532163742726, 0.30614035087719282, 0.27017543859649096, 0.34565225445644826, 0.32697673206646877, 0.31240851499194733]\n",
      "[G Epoch 12/50] [loss: -0.319773]\n",
      "epoch  3 gen:  [0.33479532163742726, 0.30614035087719282, 0.27017543859649096, 0.34565225445644826, 0.32697673206646877, 0.31239790337341294]\n",
      "[G Epoch 13/50] [loss: -0.516966]\n",
      "epoch  3 gen:  [0.33479532163742726, 0.30614035087719282, 0.27017543859649096, 0.34551751202672354, 0.32691194502750526, 0.31238840682799396]\n",
      "[G Epoch 14/50] [loss: -0.231970]\n",
      "epoch  3 gen:  [0.33479532163742726, 0.30614035087719282, 0.27039473684210497, 0.34551751202672354, 0.32691194502750526, 0.31253971644581552]\n",
      "[G Epoch 15/50] [loss: -0.670848]\n",
      "epoch  3 gen:  [0.33479532163742726, 0.30614035087719282, 0.27017543859649096, 0.34551751202672354, 0.32691194502750526, 0.312402184449522]\n",
      "[G Epoch 16/50] [loss: -0.396996]\n",
      "epoch  3 gen:  [0.33479532163742726, 0.30614035087719282, 0.27039473684210497, 0.34551751202672354, 0.32691194502750526, 0.31255032806434996]\n",
      "[G Epoch 17/50] [loss: -0.272926]\n",
      "epoch  3 gen:  [0.33479532163742726, 0.30614035087719282, 0.27039473684210497, 0.34551751202672354, 0.32687935013204394, 0.31252316093934951]\n",
      "[G Epoch 18/50] [loss: -0.302464]\n",
      "epoch  3 gen:  [0.33552631578947406, 0.30570175438596475, 0.27039473684210497, 0.34603207203332742, 0.3266431805602934, 0.3125414990400241]\n",
      "[G Epoch 19/50] [loss: -0.504879]\n",
      "epoch  3 gen:  [0.33552631578947406, 0.30614035087719282, 0.27039473684210497, 0.34603207203332742, 0.32693091099343452, 0.31254069893041442]\n",
      "[G Epoch 20/50] [loss: -0.262752]\n",
      "epoch  3 gen:  [0.33552631578947406, 0.30570175438596475, 0.27039473684210497, 0.34603207203332742, 0.3266431805602934, 0.31251268002546628]\n",
      "[G Epoch 21/50] [loss: -0.425936]\n",
      "epoch  3 gen:  [0.33552631578947406, 0.30570175438596475, 0.27039473684210497, 0.34603207203332742, 0.32657799076937072, 0.31249264053859538]\n",
      "[G Epoch 22/50] [loss: -0.576100]\n",
      "epoch  3 gen:  [0.33625730994152081, 0.30570175438596475, 0.27039473684210497, 0.34654663203993136, 0.32666214652622266, 0.31256535325684548]\n",
      "[G Epoch 23/50] [loss: -0.716073]\n",
      "epoch  3 gen:  [0.33625730994152081, 0.30570175438596475, 0.27039473684210497, 0.34654663203993136, 0.32666214652622266, 0.31258749948895209]\n",
      "[G Epoch 24/50] [loss: -0.733202]\n",
      "epoch  3 gen:  [0.33625730994152081, 0.30570175438596475, 0.27061403508771897, 0.34654663203993136, 0.32666214652622266, 0.31271341459299395]\n",
      "[G Epoch 25/50] [loss: -0.310265]\n",
      "epoch  3 gen:  [0.33625730994152081, 0.30570175438596475, 0.27061403508771897, 0.34641188961020658, 0.32659735948725915, 0.31265453586704001]\n",
      "[G Epoch 26/50] [loss: -0.676919]\n",
      "epoch  3 gen:  [0.33625730994152081, 0.30526315789473668, 0.27061403508771897, 0.34654663203993136, 0.32640701098854291, 0.3127140753987529]\n",
      "[G Epoch 27/50] [loss: -0.604675]\n",
      "epoch  3 gen:  [0.33552631578947406, 0.30526315789473668, 0.27083333333333304, 0.34603207203332742, 0.32635545012715228, 0.31332295301806784]\n",
      "[G Epoch 28/50] [loss: -0.429900]\n",
      "epoch  3 gen:  [0.33625730994152081, 0.30526315789473668, 0.2710526315789471, 0.34641188961020658, 0.32630962905411803, 0.31344591893379126]\n",
      "[G Epoch 29/50] [loss: -0.685753]\n",
      "epoch  3 gen:  [0.33625730994152081, 0.30526315789473668, 0.27083333333333304, 0.34641188961020658, 0.32627703415865672, 0.31327213941516507]\n",
      "[G Epoch 30/50] [loss: 0.008127]\n",
      "epoch  3 gen:  [0.33625730994152081, 0.30526315789473668, 0.2710526315789471, 0.34641188961020658, 0.32630962905411803, 0.31344253014907519]\n",
      "[G Epoch 31/50] [loss: -0.149824]\n",
      "epoch  3 gen:  [0.33625730994152081, 0.30526315789473668, 0.2710526315789471, 0.34690814922759894, 0.32680588867151039, 0.31393878976646761]\n",
      "[G Epoch 32/50] [loss: -0.327267]\n",
      "epoch  3 gen:  [0.33625730994152081, 0.30526315789473668, 0.2710526315789471, 0.3465466320399313, 0.32640701098854286, 0.3135234560160533]\n",
      "[G Epoch 33/50] [loss: -0.049568]\n",
      "epoch  3 gen:  [0.33625730994152081, 0.30526315789473668, 0.2710526315789471, 0.3465466320399313, 0.32637441609308149, 0.31349834553872324]\n",
      "[G Epoch 34/50] [loss: -0.226657]\n",
      "epoch  3 gen:  [0.33625730994152081, 0.30526315789473668, 0.27083333333333304, 0.3465466320399313, 0.32634182119762017, 0.31334163302996815]\n",
      "[G Epoch 35/50] [loss: -0.364208]\n",
      "epoch  3 gen:  [0.33625730994152081, 0.30526315789473668, 0.27083333333333304, 0.34704289165732366, 0.32687067571047385, 0.31386316234100786]\n",
      "[G Epoch 36/50] [loss: -0.715717]\n",
      "epoch  3 gen:  [0.33625730994152081, 0.30526315789473668, 0.2710526315789471, 0.34704289165732366, 0.32687067571047385, 0.31402404813508544]\n",
      "[G Epoch 37/50] [loss: -0.402386]\n",
      "epoch  3 gen:  [0.33625730994152081, 0.30526315789473668, 0.2710526315789471, 0.34704289165732366, 0.32687067571047385, 0.31398871077761176]\n",
      "[G Epoch 38/50] [loss: -0.385898]\n",
      "epoch  3 gen:  [0.33625730994152081, 0.30526315789473668, 0.27127192982456111, 0.34704289165732366, 0.32687067571047385, 0.31414514869935561]\n",
      "[G Epoch 39/50] [loss: -0.628161]\n",
      "epoch  3 gen:  [0.33625730994152081, 0.30526315789473668, 0.2710526315789471, 0.34704289165732366, 0.32687067571047385, 0.31399003798259262]\n",
      "[G Epoch 40/50] [loss: -0.437068]\n",
      "epoch  3 gen:  [0.33625730994152081, 0.30526315789473668, 0.27127192982456111, 0.3465466320399313, 0.32637441609308149, 0.3136472318414365]\n",
      "[G Epoch 41/50] [loss: -0.342194]\n",
      "epoch  3 gen:  [0.33625730994152081, 0.30482456140350866, 0.2710526315789471, 0.34704289165732366, 0.32661554017279415, 0.31400705485937369]\n",
      "[G Epoch 42/50] [loss: 0.045851]\n",
      "epoch  3 gen:  [0.33625730994152081, 0.30482456140350866, 0.27127192982456111, 0.34704289165732366, 0.32661554017279415, 0.31414657413173985]\n",
      "[G Epoch 43/50] [loss: -0.341509]\n",
      "epoch  3 gen:  [0.33625730994152081, 0.30482456140350866, 0.27105263157894705, 0.34704289165732366, 0.32661554017279415, 0.31398327244573965]\n",
      "[G Epoch 44/50] [loss: -0.624710]\n",
      "epoch  3 gen:  [0.33625730994152081, 0.30482456140350866, 0.27105263157894705, 0.34704289165732366, 0.32658294527733278, 0.31395259854128166]\n",
      "[G Epoch 45/50] [loss: -0.623887]\n",
      "epoch  3 gen:  [0.33625730994152081, 0.30482456140350866, 0.27105263157894705, 0.34704289165732366, 0.32658294527733278, 0.31397301322919896]\n",
      "[G Epoch 46/50] [loss: -0.467123]\n",
      "epoch  3 gen:  [0.33625730994152081, 0.30482456140350866, 0.27105263157894705, 0.34704289165732366, 0.32658294527733278, 0.31398229508597109]\n",
      "[G Epoch 47/50] [loss: -0.455958]\n",
      "epoch  3 gen:  [0.33625730994152081, 0.30482456140350866, 0.27105263157894705, 0.34704289165732366, 0.32658294527733278, 0.31398950767779682]\n",
      "[G Epoch 48/50] [loss: -0.737024]\n",
      "epoch  3 gen:  [0.33625730994152081, 0.30482456140350866, 0.27105263157894705, 0.34704289165732366, 0.32658294527733278, 0.31394915477839869]\n",
      "[G Epoch 49/50] [loss: -0.434724]\n",
      "epoch  3 gen:  [0.33625730994152081, 0.30482456140350866, 0.27105263157894705, 0.34717763408704838, 0.32668032721175766, 0.31402441709585865]\n",
      "[D Epoch 0/100] [loss: 0.678722]\n",
      "[D Epoch 1/100] [loss: 0.678730]\n",
      "[D Epoch 2/100] [loss: 0.678737]\n",
      "[D Epoch 3/100] [loss: 0.678745]\n",
      "[D Epoch 4/100] [loss: 0.678753]\n",
      "[D Epoch 5/100] [loss: 0.678761]\n",
      "[D Epoch 6/100] [loss: 0.678770]\n",
      "[D Epoch 7/100] [loss: 0.678779]\n",
      "[D Epoch 8/100] [loss: 0.678788]\n",
      "[D Epoch 9/100] [loss: 0.678797]\n",
      "[D Epoch 10/100] [loss: 0.678807]\n",
      "[D Epoch 11/100] [loss: 0.678817]\n",
      "[D Epoch 12/100] [loss: 0.678828]\n",
      "[D Epoch 13/100] [loss: 0.678838]\n",
      "[D Epoch 14/100] [loss: 0.678849]\n",
      "[D Epoch 15/100] [loss: 0.678860]\n",
      "[D Epoch 16/100] [loss: 0.678871]\n",
      "[D Epoch 17/100] [loss: 0.678882]\n",
      "[D Epoch 18/100] [loss: 0.678894]\n",
      "[D Epoch 19/100] [loss: 0.678906]\n",
      "[D Epoch 20/100] [loss: 0.678918]\n",
      "[D Epoch 21/100] [loss: 0.678930]\n",
      "[D Epoch 22/100] [loss: 0.678943]\n",
      "[D Epoch 23/100] [loss: 0.678956]\n",
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      "[D Epoch 26/100] [loss: 0.678996]\n",
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      "[D Epoch 28/100] [loss: 0.679023]\n",
      "[D Epoch 29/100] [loss: 0.679038]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[D Epoch 30/100] [loss: 0.679052]\n",
      "[D Epoch 31/100] [loss: 0.679066]\n",
      "[D Epoch 32/100] [loss: 0.679081]\n",
      "[D Epoch 33/100] [loss: 0.679096]\n",
      "[D Epoch 34/100] [loss: 0.679111]\n",
      "[D Epoch 35/100] [loss: 0.679127]\n",
      "[D Epoch 36/100] [loss: 0.679142]\n",
      "[D Epoch 37/100] [loss: 0.679158]\n",
      "[D Epoch 38/100] [loss: 0.679174]\n",
      "[D Epoch 39/100] [loss: 0.679190]\n",
      "[D Epoch 40/100] [loss: 0.679206]\n",
      "[D Epoch 41/100] [loss: 0.679223]\n",
      "[D Epoch 42/100] [loss: 0.679240]\n",
      "[D Epoch 43/100] [loss: 0.679257]\n",
      "[D Epoch 44/100] [loss: 0.679274]\n",
      "[D Epoch 45/100] [loss: 0.679291]\n",
      "[D Epoch 46/100] [loss: 0.679308]\n",
      "[D Epoch 47/100] [loss: 0.679326]\n",
      "[D Epoch 48/100] [loss: 0.679344]\n",
      "[D Epoch 49/100] [loss: 0.679362]\n",
      "[D Epoch 50/100] [loss: 0.679380]\n",
      "[D Epoch 51/100] [loss: 0.679399]\n",
      "[D Epoch 52/100] [loss: 0.679417]\n",
      "[D Epoch 53/100] [loss: 0.679436]\n",
      "[D Epoch 54/100] [loss: 0.679454]\n",
      "[D Epoch 55/100] [loss: 0.679473]\n",
      "[D Epoch 56/100] [loss: 0.679492]\n",
      "[D Epoch 57/100] [loss: 0.679512]\n",
      "[D Epoch 58/100] [loss: 0.679531]\n",
      "[D Epoch 59/100] [loss: 0.679550]\n",
      "[D Epoch 60/100] [loss: 0.679570]\n",
      "[D Epoch 61/100] [loss: 0.679590]\n",
      "[D Epoch 62/100] [loss: 0.679610]\n",
      "[D Epoch 63/100] [loss: 0.679630]\n",
      "[D Epoch 64/100] [loss: 0.679650]\n",
      "[D Epoch 65/100] [loss: 0.679671]\n",
      "[D Epoch 66/100] [loss: 0.679691]\n",
      "[D Epoch 67/100] [loss: 0.679712]\n",
      "[D Epoch 68/100] [loss: 0.679733]\n",
      "[D Epoch 69/100] [loss: 0.679753]\n",
      "[D Epoch 70/100] [loss: 0.679774]\n",
      "[D Epoch 71/100] [loss: 0.679795]\n",
      "[D Epoch 72/100] [loss: 0.679817]\n",
      "[D Epoch 73/100] [loss: 0.679838]\n",
      "[D Epoch 74/100] [loss: 0.679860]\n",
      "[D Epoch 75/100] [loss: 0.679881]\n",
      "[D Epoch 76/100] [loss: 0.679903]\n",
      "[D Epoch 77/100] [loss: 0.679925]\n",
      "[D Epoch 78/100] [loss: 0.679947]\n",
      "[D Epoch 79/100] [loss: 0.679970]\n",
      "[D Epoch 80/100] [loss: 0.679992]\n",
      "[D Epoch 81/100] [loss: 0.680015]\n",
      "[D Epoch 82/100] [loss: 0.680037]\n",
      "[D Epoch 83/100] [loss: 0.680060]\n",
      "[D Epoch 84/100] [loss: 0.680083]\n",
      "[D Epoch 85/100] [loss: 0.680106]\n",
      "[D Epoch 86/100] [loss: 0.680129]\n",
      "[D Epoch 87/100] [loss: 0.680152]\n",
      "[D Epoch 88/100] [loss: 0.680176]\n",
      "[D Epoch 89/100] [loss: 0.680199]\n",
      "[D Epoch 90/100] [loss: 0.680223]\n",
      "[D Epoch 91/100] [loss: 0.680246]\n",
      "[D Epoch 92/100] [loss: 0.680270]\n",
      "[D Epoch 93/100] [loss: 0.680294]\n",
      "[D Epoch 94/100] [loss: 0.680318]\n",
      "[D Epoch 95/100] [loss: 0.680342]\n",
      "[D Epoch 96/100] [loss: 0.680366]\n",
      "[D Epoch 97/100] [loss: 0.680390]\n",
      "[D Epoch 98/100] [loss: 0.680414]\n",
      "[D Epoch 99/100] [loss: 0.680439]\n",
      "[G Epoch 0/50] [loss: -0.507095]\n",
      "epoch  4 gen:  [0.33625730994152081, 0.30482456140350866, 0.27105263157894705, 0.34717763408704838, 0.32668032721175766, 0.31405752513343244]\n",
      "[G Epoch 1/50] [loss: -1.240583]\n",
      "epoch  4 gen:  [0.33625730994152081, 0.30526315789473663, 0.27105263157894705, 0.34717763408704838, 0.32696805764489872, 0.31405127998205407]\n",
      "[G Epoch 2/50] [loss: -0.434500]\n",
      "epoch  4 gen:  [0.33625730994152081, 0.30526315789473668, 0.27105263157894705, 0.34717763408704838, 0.32700065254036009, 0.31408847810991813]\n",
      "[G Epoch 3/50] [loss: -0.341941]\n",
      "epoch  4 gen:  [0.33625730994152081, 0.30526315789473668, 0.27105263157894705, 0.34717763408704838, 0.32700065254036009, 0.31405704973123366]\n",
      "[G Epoch 4/50] [loss: -0.280262]\n",
      "epoch  4 gen:  [0.33625730994152081, 0.30526315789473668, 0.27105263157894705, 0.3473123765167731, 0.327112741057344, 0.31416080822523967]\n",
      "[G Epoch 5/50] [loss: -1.329315]\n",
      "epoch  4 gen:  [0.33625730994152081, 0.30526315789473668, 0.27149122807017517, 0.3473123765167731, 0.327112741057344, 0.31453025259317441]\n",
      "[G Epoch 6/50] [loss: -0.459852]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30526315789473668, 0.27127192982456111, 0.34666307408044456, 0.32694909167896957, 0.31424756547684135]\n",
      "[G Epoch 7/50] [loss: -0.836244]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30482456140350866, 0.27149122807017517, 0.34666307408044456, 0.3266613612458284, 0.3143470726539721]\n",
      "[G Epoch 8/50] [loss: -0.652242]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30526315789473663, 0.27149122807017517, 0.34666307408044456, 0.32694909167896946, 0.31437048833122105]\n",
      "[G Epoch 9/50] [loss: -0.422284]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30482456140350866, 0.27127192982456111, 0.34666307408044456, 0.3266613612458284, 0.31423545842123835]\n",
      "[G Epoch 10/50] [loss: -0.398401]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30482456140350866, 0.27127192982456111, 0.34666307408044456, 0.3266613612458284, 0.31423545842123835]\n",
      "[G Epoch 11/50] [loss: -0.920113]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30526315789473668, 0.27127192982456111, 0.34666307408044456, 0.32694909167896957, 0.31425125472961507]\n",
      "[G Epoch 12/50] [loss: -0.603252]\n",
      "epoch  4 gen:  [0.33625730994152081, 0.30526315789473668, 0.27127192982456111, 0.34717763408704838, 0.32703324743582141, 0.31431214892467924]\n",
      "[G Epoch 13/50] [loss: -0.654303]\n",
      "epoch  4 gen:  [0.33625730994152081, 0.30526315789473668, 0.27149122807017517, 0.34717763408704838, 0.32703324743582141, 0.31443068620192144]\n",
      "[G Epoch 14/50] [loss: -0.499147]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30570175438596475, 0.2710526315789471, 0.34666307408044456, 0.32726941700757195, 0.31414548805767323]\n",
      "[G Epoch 15/50] [loss: -0.665282]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30570175438596475, 0.2710526315789471, 0.34666307408044456, 0.32726941700757195, 0.31414548805767323]\n",
      "[G Epoch 16/50] [loss: -0.548240]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30570175438596475, 0.27083333333333304, 0.34666307408044456, 0.32726941700757195, 0.31400431154478031]\n",
      "[G Epoch 17/50] [loss: -0.520178]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30570175438596475, 0.2710526315789471, 0.34666307408044456, 0.32726941700757195, 0.31414383081714647]\n",
      "[G Epoch 18/50] [loss: -0.379046]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30570175438596475, 0.27127192982456111, 0.34652833165071978, 0.32720462996860844, 0.31424708281157149]\n",
      "[G Epoch 19/50] [loss: -0.806679]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30570175438596475, 0.27127192982456111, 0.34679781651016928, 0.32741410042001723, 0.3144223655406706]\n",
      "[G Epoch 20/50] [loss: -0.771873]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30570175438596475, 0.2710526315789471, 0.34679781651016928, 0.32741410042001723, 0.3142742219258427]\n",
      "[G Epoch 21/50] [loss: 0.091417]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30570175438596475, 0.27127192982456111, 0.34693255893989405, 0.32747888745898074, 0.31446155863077907]\n",
      "[G Epoch 22/50] [loss: -0.287111]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30570175438596475, 0.27127192982456111, 0.34679781651016928, 0.32734891062909455, 0.31438583690426619]\n",
      "[G Epoch 23/50] [loss: -0.418188]\n",
      "epoch  4 gen:  [0.33625730994152087, 0.30570175438596475, 0.27083333333333304, 0.34731237651677316, 0.32740047149048512, 0.31411931989284425]\n",
      "[G Epoch 24/50] [loss: -0.975723]\n",
      "epoch  4 gen:  [0.33625730994152087, 0.30570175438596475, 0.27083333333333304, 0.34744711894649793, 0.32749785342491, 0.31418251410495945]\n",
      "[G Epoch 25/50] [loss: -0.587551]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30570175438596475, 0.27061403508771897, 0.34679781651016928, 0.32734891062909455, 0.31394663686315533]\n",
      "[G Epoch 26/50] [loss: -0.745016]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30570175438596475, 0.2710526315789471, 0.34679781651016928, 0.32738150552455586, 0.31425578157277778]\n",
      "[G Epoch 27/50] [loss: -0.728715]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30614035087719277, 0.2710526315789471, 0.34679781651016928, 0.32766923595769698, 0.31422407159001975]\n",
      "[G Epoch 28/50] [loss: -0.508897]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30614035087719277, 0.27149122807017512, 0.34666307408044456, 0.32753925912781079, 0.31443150624502697]\n",
      "[G Epoch 29/50] [loss: -1.042179]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30614035087719277, 0.27149122807017517, 0.34666307408044456, 0.3275245525452517, 0.31441419783991936]\n",
      "[G Epoch 30/50] [loss: -0.390474]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30614035087719277, 0.27127192982456111, 0.34679781651016928, 0.32762193447967652, 0.31431860047514276]\n",
      "[G Epoch 31/50] [loss: -0.915754]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30614035087719277, 0.27149122807017517, 0.34679781651016928, 0.32762193447967652, 0.31445811974750887]\n",
      "[G Epoch 32/50] [loss: -0.409929]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30614035087719277, 0.27171052631578918, 0.34679781651016928, 0.32758933958421521, 0.31457648716301545]\n",
      "[G Epoch 33/50] [loss: -0.339958]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30614035087719277, 0.27171052631578918, 0.34679781651016928, 0.32758933958421521, 0.31458511150547724]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[G Epoch 34/50] [loss: -0.328392]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30614035087719277, 0.27149122807017517, 0.34666307408044456, 0.32749195764979039, 0.31435859454836268]\n",
      "[G Epoch 35/50] [loss: -1.172761]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30614035087719277, 0.27149122807017517, 0.34679781651016928, 0.32758933958421521, 0.31444559223311114]\n",
      "[G Epoch 36/50] [loss: -0.717107]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30570175438596475, 0.27149122807017517, 0.34666307408044456, 0.32720422721664932, 0.31435486450695915]\n",
      "[G Epoch 37/50] [loss: -0.298549]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30570175438596475, 0.27149122807017517, 0.34679781651016928, 0.32733420404653546, 0.31442403144576231]\n",
      "[G Epoch 38/50] [loss: -0.091307]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30570175438596475, 0.27149122807017517, 0.34666307408044456, 0.32723682211211064, 0.31437601636381873]\n",
      "[G Epoch 39/50] [loss: -1.031968]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30570175438596475, 0.27171052631578918, 0.34679781651016928, 0.32733420404653546, 0.31463102132692966]\n",
      "[G Epoch 40/50] [loss: -0.894461]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30614035087719277, 0.27149122807017517, 0.34666307408044456, 0.3275245525452517, 0.31440028711246409]\n",
      "[G Epoch 41/50] [loss: -0.774161]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30614035087719277, 0.27192982456140324, 0.34679781651016928, 0.32762193447967652, 0.31472734073913994]\n",
      "[G Epoch 42/50] [loss: -0.469460]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30614035087719277, 0.27149122807017517, 0.34679781651016928, 0.32762193447967652, 0.31446593481136431]\n",
      "[G Epoch 43/50] [loss: -1.091856]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30614035087719277, 0.27171052631578918, 0.34679781651016928, 0.32765452937513784, 0.31461718535186983]\n",
      "[G Epoch 44/50] [loss: -0.320393]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30614035087719277, 0.27171052631578918, 0.346932558939894, 0.32771931641410135, 0.31470900687383196]\n",
      "[G Epoch 45/50] [loss: -0.496944]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30614035087719277, 0.27171052631578918, 0.34679781651016928, 0.32758933958421521, 0.31457733512493591]\n",
      "[G Epoch 46/50] [loss: -1.061199]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30614035087719277, 0.27149122807017517, 0.34693255893989411, 0.32766883320573786, 0.31453571961462928]\n",
      "[G Epoch 47/50] [loss: -0.449162]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30614035087719277, 0.27149122807017517, 0.34693255893989411, 0.32770142810119918, 0.31455687147148881]\n",
      "[G Epoch 48/50] [loss: -0.436810]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30614035087719277, 0.27105263157894705, 0.34679781651016933, 0.3276040461667743, 0.31419904727024456]\n",
      "[G Epoch 49/50] [loss: -0.798696]\n",
      "epoch  4 gen:  [0.33552631578947406, 0.30614035087719277, 0.27149122807017517, 0.34693255893989411, 0.32770142810119918, 0.31454824712902701]\n",
      "[D Epoch 0/100] [loss: 0.680463]\n",
      "[D Epoch 1/100] [loss: 0.680488]\n",
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      "[D Epoch 7/100] [loss: 0.680637]\n",
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      "[D Epoch 12/100] [loss: 0.680763]\n",
      "[D Epoch 13/100] [loss: 0.680789]\n",
      "[D Epoch 14/100] [loss: 0.680814]\n",
      "[D Epoch 15/100] [loss: 0.680840]\n",
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      "[D Epoch 18/100] [loss: 0.680918]\n",
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      "[D Epoch 91/100] [loss: 0.682888]\n",
      "[D Epoch 92/100] [loss: 0.682916]\n",
      "[D Epoch 93/100] [loss: 0.682943]\n",
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      "[D Epoch 96/100] [loss: 0.683024]\n",
      "[D Epoch 97/100] [loss: 0.683051]\n",
      "[D Epoch 98/100] [loss: 0.683078]\n",
      "[D Epoch 99/100] [loss: 0.683105]\n",
      "[G Epoch 0/50] [loss: -0.881915]\n",
      "epoch  5 gen:  [0.33552631578947406, 0.30614035087719277, 0.27149122807017517, 0.34717763408704838, 0.3278638438397834, 0.31462291743350596]\n",
      "[G Epoch 1/50] [loss: -0.415853]\n",
      "epoch  5 gen:  [0.33552631578947406, 0.30614035087719277, 0.27149122807017517, 0.34731237651677321, 0.32797593235676731, 0.31475624541948172]\n",
      "[G Epoch 2/50] [loss: -0.293326]\n",
      "epoch  5 gen:  [0.33552631578947406, 0.30570175438596475, 0.27149122807017517, 0.34717763408704838, 0.32757611340664233, 0.31461675044118059]\n",
      "[G Epoch 3/50] [loss: -0.632267]\n",
      "epoch  5 gen:  [0.33552631578947406, 0.30570175438596475, 0.27149122807017517, 0.34782693652337709, 0.32806008811361925, 0.31499858029427596]\n",
      "[G Epoch 4/50] [loss: -1.037475]\n",
      "epoch  5 gen:  [0.33552631578947406, 0.30570175438596475, 0.27149122807017517, 0.3473123765167731, 0.32767349534106716, 0.31470550803314362]\n",
      "[G Epoch 5/50] [loss: -1.186247]\n",
      "epoch  5 gen:  [0.33552631578947406, 0.30570175438596475, 0.27149122807017517, 0.3473123765167731, 0.32765560702816493, 0.31474187482361471]\n",
      "[G Epoch 6/50] [loss: -0.822735]\n",
      "epoch  5 gen:  [0.33552631578947406, 0.30570175438596475, 0.27127192982456111, 0.3473123765167731, 0.32768820192362624, 0.31462666453805255]\n",
      "[G Epoch 7/50] [loss: -1.184809]\n",
      "epoch  5 gen:  [0.33552631578947406, 0.30570175438596475, 0.27127192982456111, 0.346932558939894, 0.32741369766805806, 0.31442228225994578]\n",
      "[G Epoch 8/50] [loss: -0.978906]\n",
      "epoch  5 gen:  [0.33552631578947406, 0.30526315789473668, 0.27127192982456111, 0.346932558939894, 0.32712596723491694, 0.31442158248013774]\n",
      "[G Epoch 9/50] [loss: -0.675669]\n",
      "epoch  5 gen:  [0.33625730994152087, 0.30570175438596475, 0.27127192982456111, 0.34744711894649793, 0.32743266363398726, 0.31443143274414947]\n",
      "[G Epoch 10/50] [loss: -0.877208]\n",
      "epoch  5 gen:  [0.33625730994152087, 0.30570175438596475, 0.27127192982456111, 0.34758186137622266, 0.32759523535933477, 0.31456604400402538]\n",
      "[G Epoch 11/50] [loss: -1.067836]\n",
      "epoch  5 gen:  [0.33625730994152087, 0.30526315789473668, 0.27127192982456111, 0.34782693652337709, 0.32751722214279833, 0.31470609336732497]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[G Epoch 12/50] [loss: -0.602750]\n",
      "epoch  5 gen:  [0.33625730994152087, 0.30526315789473668, 0.27127192982456111, 0.34796167895310182, 0.32764719897268446, 0.31478388464858986]\n",
      "[G Epoch 13/50] [loss: -0.903650]\n",
      "epoch  5 gen:  [0.33625730994152087, 0.30526315789473668, 0.27127192982456111, 0.3482067541002562, 0.32775913150290514, 0.31485185547976557]\n",
      "[G Epoch 14/50] [loss: -0.484257]\n",
      "epoch  5 gen:  [0.33625730994152087, 0.30482456140350866, 0.27149122807017517, 0.34782693652337709, 0.32719689681419589, 0.31479834311137517]\n",
      "[G Epoch 15/50] [loss: -0.896703]\n",
      "epoch  5 gen:  [0.33552631578947406, 0.30438596491228065, 0.27171052631578918, 0.34769219409365232, 0.32713210977523244, 0.31508732828541264]\n",
      "[G Epoch 16/50] [loss: -0.840670]\n",
      "epoch  5 gen:  [0.33552631578947406, 0.30482456140350866, 0.27127192982456111, 0.34769219409365232, 0.32738724531291225, 0.31477553152515114]\n",
      "[G Epoch 17/50] [loss: -0.794626]\n",
      "epoch  5 gen:  [0.33552631578947406, 0.30482456140350866, 0.27127192982456111, 0.34769219409365232, 0.32741984020837356, 0.31481214666805135]\n",
      "[G Epoch 18/50] [loss: -0.777824]\n",
      "epoch  5 gen:  [0.33552631578947406, 0.30482456140350866, 0.27149122807017517, 0.34769219409365232, 0.32738724531291225, 0.31492189477421217]\n",
      "[G Epoch 19/50] [loss: -1.189104]\n",
      "epoch  5 gen:  [0.33552631578947406, 0.30482456140350866, 0.27149122807017517, 0.3473123765167731, 0.32714533595280532, 0.31480049709711011]\n",
      "[G Epoch 20/50] [loss: -0.830678]\n",
      "epoch  5 gen:  [0.33625730994152087, 0.30438596491228065, 0.27171052631578918, 0.34782693652337709, 0.32690916638105483, 0.31497510113441907]\n",
      "[G Epoch 21/50] [loss: -0.793352]\n",
      "epoch  5 gen:  [0.33625730994152087, 0.30438596491228065, 0.27149122807017517, 0.34796167895310187, 0.32696918782017975, 0.31478260465690927]\n",
      "[G Epoch 22/50] [loss: -0.878320]\n",
      "epoch  5 gen:  [0.33625730994152087, 0.30438596491228065, 0.27149122807017517, 0.34796167895310187, 0.32693659292471844, 0.31475204874719276]\n",
      "[G Epoch 23/50] [loss: -0.525949]\n",
      "epoch  5 gen:  [0.33552631578947406, 0.30438596491228065, 0.27171052631578918, 0.34744711894649793, 0.32688503206332786, 0.31489488711613384]\n",
      "[G Epoch 24/50] [loss: -1.115781]\n",
      "epoch  5 gen:  [0.33625730994152087, 0.30438596491228065, 0.27149122807017517, 0.34782693652337709, 0.32680661609483225, 0.31466834948382316]\n",
      "[G Epoch 25/50] [loss: -1.137765]\n",
      "epoch  5 gen:  [0.33552631578947406, 0.30482456140350866, 0.27171052631578918, 0.34731237651677316, 0.3270753805620441, 0.31482570993590075]\n",
      "[G Epoch 26/50] [loss: -0.998177]\n",
      "epoch  5 gen:  [0.33552631578947406, 0.30526315789473668, 0.27171052631578918, 0.34693255893989405, 0.32708860673961704, 0.31467340702607122]\n",
      "[G Epoch 27/50] [loss: -1.366856]\n",
      "epoch  5 gen:  [0.33552631578947406, 0.30526315789473668, 0.27171052631578918, 0.34693255893989405, 0.32705601184415573, 0.31463350659487044]\n",
      "[G Epoch 28/50] [loss: -0.424631]\n",
      "epoch  5 gen:  [0.33625730994152087, 0.30570175438596475, 0.27171052631578918, 0.34782693652337709, 0.32766980739425561, 0.31488836107429108]\n",
      "[G Epoch 29/50] [loss: -0.727891]\n",
      "epoch  5 gen:  [0.33552631578947406, 0.30526315789473668, 0.27171052631578918, 0.34744711894649788, 0.32746525852944858, 0.31494252371995674]\n",
      "[G Epoch 30/50] [loss: -1.241035]\n",
      "epoch  5 gen:  [0.33625730994152087, 0.30526315789473668, 0.27171052631578918, 0.34796167895310182, 0.32751681939083915, 0.31502941008062069]\n",
      "[G Epoch 31/50] [loss: -0.620834]\n",
      "epoch  5 gen:  [0.33552631578947406, 0.30482456140350866, 0.27171052631578918, 0.34782693652337709, 0.3274520323518757, 0.3151222832600622]\n",
      "[G Epoch 32/50] [loss: -0.861523]\n",
      "epoch  5 gen:  [0.33552631578947406, 0.30482456140350866, 0.27149122807017517, 0.34796167895310182, 0.32754941428630052, 0.31507338963089249]\n",
      "[G Epoch 33/50] [loss: -0.813811]\n",
      "epoch  5 gen:  [0.33625730994152087, 0.30526315789473668, 0.27149122807017517, 0.34834149652998092, 0.32779132364640734, 0.31505510809817955]\n",
      "[G Epoch 34/50] [loss: -0.304403]\n",
      "epoch  5 gen:  [0.33625730994152087, 0.30482456140350866, 0.27149122807017517, 0.34847623895970575, 0.3276009751476911, 0.31510346072213974]\n",
      "[G Epoch 35/50] [loss: -0.660562]\n",
      "epoch  5 gen:  [0.33625730994152087, 0.30482456140350866, 0.27149122807017517, 0.34834149652998092, 0.32750359321326628, 0.31503164216756274]\n",
      "[G Epoch 36/50] [loss: -0.762930]\n",
      "epoch  5 gen:  [0.33625730994152087, 0.30438596491228059, 0.27149122807017517, 0.34872131410686014, 0.32749036703569334, 0.31518706353943943]\n",
      "[G Epoch 37/50] [loss: -0.563278]\n",
      "epoch  5 gen:  [0.33625730994152087, 0.30394736842105258, 0.27171052631578918, 0.34872131410686014, 0.32720263660255217, 0.31533696193427935]\n",
      "[G Epoch 38/50] [loss: -0.776910]\n",
      "epoch  5 gen:  [0.33625730994152087, 0.30570175438596475, 0.27149122807017517, 0.34872131410686014, 0.32835355833511665, 0.31524803396178736]\n",
      "[G Epoch 39/50] [loss: -0.976498]\n",
      "epoch  5 gen:  [0.33625730994152087, 0.30526315789473668, 0.27171052631578918, 0.34885605653658486, 0.32816320983640029, 0.31542173165171217]\n",
      "[G Epoch 40/50] [loss: -1.213881]\n",
      "epoch  5 gen:  [0.33625730994152087, 0.30614035087719282, 0.27149122807017517, 0.34885605653658486, 0.32873867070268253, 0.31531179504892043]\n",
      "[G Epoch 41/50] [loss: -0.611016]\n",
      "epoch  5 gen:  [0.33625730994152087, 0.30614035087719282, 0.27149122807017517, 0.34885605653658486, 0.32877126559814385, 0.31533294690577995]\n",
      "[G Epoch 42/50] [loss: -1.162595]\n",
      "epoch  5 gen:  [0.33625730994152087, 0.30526315789473668, 0.27171052631578918, 0.34899079896630969, 0.32829318666628649, 0.31549530663338282]\n",
      "[G Epoch 43/50] [loss: -1.157738]\n",
      "epoch  5 gen:  [0.33625730994152087, 0.30526315789473668, 0.27171052631578918, 0.34885605653658486, 0.32816320983640035, 0.31539465517295384]\n",
      "[G Epoch 44/50] [loss: -0.645155]\n",
      "epoch  5 gen:  [0.33625730994152087, 0.30614035087719282, 0.27171052631578918, 0.34885605653658486, 0.32873867070268253, 0.31542423784252815]\n",
      "[G Epoch 45/50] [loss: -0.502681]\n",
      "epoch  5 gen:  [0.33625730994152087, 0.30570175438596475, 0.27171052631578918, 0.34861098138943047, 0.32827381794839811, 0.31528010682107865]\n",
      "[G Epoch 46/50] [loss: -1.231115]\n",
      "epoch  5 gen:  [0.33625730994152087, 0.3065789473684209, 0.27171052631578918, 0.34861098138943047, 0.32881668391921898, 0.3152916377604541]\n",
      "[G Epoch 47/50] [loss: -0.616915]\n",
      "epoch  5 gen:  [0.33625730994152087, 0.3065789473684209, 0.27171052631578918, 0.34861098138943047, 0.32884927881468029, 0.31533727588965599]\n",
      "[G Epoch 48/50] [loss: -0.919818]\n",
      "epoch  5 gen:  [0.33625730994152087, 0.30570175438596475, 0.27171052631578918, 0.34899079896630969, 0.32854832220396629, 0.3154858276990829]\n",
      "[G Epoch 49/50] [loss: -0.321442]\n",
      "epoch  5 gen:  [0.33625730994152087, 0.30570175438596475, 0.27149122807017517, 0.34899079896630969, 0.32854832220396629, 0.31533526819233226]\n",
      "[D Epoch 0/100] [loss: 0.683132]\n",
      "[D Epoch 1/100] [loss: 0.683159]\n",
      "[D Epoch 2/100] [loss: 0.683186]\n",
      "[D Epoch 3/100] [loss: 0.683213]\n",
      "[D Epoch 4/100] [loss: 0.683240]\n",
      "[D Epoch 5/100] [loss: 0.683266]\n",
      "[D Epoch 6/100] [loss: 0.683293]\n",
      "[D Epoch 7/100] [loss: 0.683320]\n",
      "[D Epoch 8/100] [loss: 0.683346]\n",
      "[D Epoch 9/100] [loss: 0.683373]\n",
      "[D Epoch 10/100] [loss: 0.683399]\n",
      "[D Epoch 11/100] [loss: 0.683426]\n",
      "[D Epoch 12/100] [loss: 0.683452]\n",
      "[D Epoch 13/100] [loss: 0.683479]\n",
      "[D Epoch 14/100] [loss: 0.683505]\n",
      "[D Epoch 15/100] [loss: 0.683531]\n",
      "[D Epoch 16/100] [loss: 0.683558]\n",
      "[D Epoch 17/100] [loss: 0.683584]\n",
      "[D Epoch 18/100] [loss: 0.683610]\n",
      "[D Epoch 19/100] [loss: 0.683636]\n",
      "[D Epoch 20/100] [loss: 0.683662]\n",
      "[D Epoch 21/100] [loss: 0.683688]\n",
      "[D Epoch 22/100] [loss: 0.683714]\n",
      "[D Epoch 23/100] [loss: 0.683740]\n",
      "[D Epoch 24/100] [loss: 0.683766]\n",
      "[D Epoch 25/100] [loss: 0.683792]\n",
      "[D Epoch 26/100] [loss: 0.683818]\n",
      "[D Epoch 27/100] [loss: 0.683843]\n",
      "[D Epoch 28/100] [loss: 0.683869]\n",
      "[D Epoch 29/100] [loss: 0.683894]\n",
      "[D Epoch 30/100] [loss: 0.683920]\n",
      "[D Epoch 31/100] [loss: 0.683945]\n",
      "[D Epoch 32/100] [loss: 0.683970]\n",
      "[D Epoch 33/100] [loss: 0.683995]\n",
      "[D Epoch 34/100] [loss: 0.684021]\n",
      "[D Epoch 35/100] [loss: 0.684046]\n",
      "[D Epoch 36/100] [loss: 0.684071]\n",
      "[D Epoch 37/100] [loss: 0.684096]\n",
      "[D Epoch 38/100] [loss: 0.684120]\n",
      "[D Epoch 39/100] [loss: 0.684145]\n",
      "[D Epoch 40/100] [loss: 0.684170]\n",
      "[D Epoch 41/100] [loss: 0.684195]\n",
      "[D Epoch 42/100] [loss: 0.684219]\n",
      "[D Epoch 43/100] [loss: 0.684244]\n",
      "[D Epoch 44/100] [loss: 0.684269]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[D Epoch 45/100] [loss: 0.684293]\n",
      "[D Epoch 46/100] [loss: 0.684318]\n",
      "[D Epoch 47/100] [loss: 0.684342]\n",
      "[D Epoch 48/100] [loss: 0.684366]\n",
      "[D Epoch 49/100] [loss: 0.684390]\n",
      "[D Epoch 50/100] [loss: 0.684414]\n",
      "[D Epoch 51/100] [loss: 0.684439]\n",
      "[D Epoch 52/100] [loss: 0.684463]\n",
      "[D Epoch 53/100] [loss: 0.684487]\n",
      "[D Epoch 54/100] [loss: 0.684510]\n",
      "[D Epoch 55/100] [loss: 0.684534]\n",
      "[D Epoch 56/100] [loss: 0.684558]\n",
      "[D Epoch 57/100] [loss: 0.684582]\n",
      "[D Epoch 58/100] [loss: 0.684605]\n",
      "[D Epoch 59/100] [loss: 0.684629]\n",
      "[D Epoch 60/100] [loss: 0.684652]\n",
      "[D Epoch 61/100] [loss: 0.684675]\n",
      "[D Epoch 62/100] [loss: 0.684699]\n",
      "[D Epoch 63/100] [loss: 0.684722]\n",
      "[D Epoch 64/100] [loss: 0.684745]\n",
      "[D Epoch 65/100] [loss: 0.684768]\n",
      "[D Epoch 66/100] [loss: 0.684790]\n",
      "[D Epoch 67/100] [loss: 0.684813]\n",
      "[D Epoch 68/100] [loss: 0.684836]\n",
      "[D Epoch 69/100] [loss: 0.684858]\n",
      "[D Epoch 70/100] [loss: 0.684881]\n",
      "[D Epoch 71/100] [loss: 0.684903]\n",
      "[D Epoch 72/100] [loss: 0.684925]\n",
      "[D Epoch 73/100] [loss: 0.684947]\n",
      "[D Epoch 74/100] [loss: 0.684969]\n",
      "[D Epoch 75/100] [loss: 0.684991]\n",
      "[D Epoch 76/100] [loss: 0.685013]\n",
      "[D Epoch 77/100] [loss: 0.685034]\n",
      "[D Epoch 78/100] [loss: 0.685056]\n",
      "[D Epoch 79/100] [loss: 0.685077]\n",
      "[D Epoch 80/100] [loss: 0.685098]\n",
      "[D Epoch 81/100] [loss: 0.685120]\n",
      "[D Epoch 82/100] [loss: 0.685141]\n",
      "[D Epoch 83/100] [loss: 0.685162]\n",
      "[D Epoch 84/100] [loss: 0.685182]\n",
      "[D Epoch 85/100] [loss: 0.685203]\n",
      "[D Epoch 86/100] [loss: 0.685224]\n",
      "[D Epoch 87/100] [loss: 0.685244]\n",
      "[D Epoch 88/100] [loss: 0.685265]\n",
      "[D Epoch 89/100] [loss: 0.685285]\n",
      "[D Epoch 90/100] [loss: 0.685305]\n",
      "[D Epoch 91/100] [loss: 0.685325]\n",
      "[D Epoch 92/100] [loss: 0.685345]\n",
      "[D Epoch 93/100] [loss: 0.685365]\n",
      "[D Epoch 94/100] [loss: 0.685384]\n",
      "[D Epoch 95/100] [loss: 0.685404]\n",
      "[D Epoch 96/100] [loss: 0.685423]\n",
      "[D Epoch 97/100] [loss: 0.685443]\n",
      "[D Epoch 98/100] [loss: 0.685462]\n",
      "[D Epoch 99/100] [loss: 0.685481]\n",
      "[G Epoch 0/50] [loss: -1.349504]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.30526315789473668, 0.27171052631578918, 0.34885605653658497, 0.32813061494093904, 0.3153672948655552]\n",
      "[G Epoch 1/50] [loss: -0.634135]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.30526315789473668, 0.27171052631578918, 0.34885605653658497, 0.32813061494093904, 0.31536815685462982]\n",
      "[G Epoch 2/50] [loss: -0.668971]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.30570175438596475, 0.27171052631578918, 0.34885605653658497, 0.32841834537408016, 0.31538294818941698]\n",
      "[G Epoch 3/50] [loss: -0.843695]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.30614035087719282, 0.27192982456140324, 0.34885605653658497, 0.32870607580722122, 0.31555028630702731]\n",
      "[G Epoch 4/50] [loss: -0.707503]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.30614035087719282, 0.27171052631578918, 0.34899079896630969, 0.32886864753256873, 0.31551999827069571]\n",
      "[G Epoch 5/50] [loss: -0.628228]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.30614035087719282, 0.27192982456140324, 0.34899079896630969, 0.32883605263710741, 0.31564409670609028]\n",
      "[G Epoch 6/50] [loss: -0.821952]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.30570175438596475, 0.27192982456140324, 0.34899079896630969, 0.32854832220396635, 0.31562940391977135]\n",
      "[G Epoch 7/50] [loss: -0.865032]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.30570175438596475, 0.27192982456140324, 0.34899079896630969, 0.32858091709942766, 0.3156308911997846]\n",
      "[G Epoch 8/50] [loss: -0.446680]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.30614035087719282, 0.27214912280701725, 0.34899079896630969, 0.32883605263710736, 0.31577509018446281]\n",
      "[G Epoch 9/50] [loss: -1.024885]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.3065789473684209, 0.27214912280701725, 0.34885605653658486, 0.32902640113582371, 0.31566871717119105]\n",
      "[G Epoch 10/50] [loss: -0.594208]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.3065789473684209, 0.27192982456140319, 0.34899079896630969, 0.32912378307024848, 0.31560679153071647]\n",
      "[G Epoch 11/50] [loss: -1.215998]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.30614035087719282, 0.27192982456140319, 0.34912554139603441, 0.32893343457153223, 0.31570712031959319]\n",
      "[G Epoch 12/50] [loss: -1.123694]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.30614035087719282, 0.27192982456140319, 0.34926028382575913, 0.32903081650595706, 0.31576334742977324]\n",
      "[G Epoch 13/50] [loss: -0.440561]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.30570175438596475, 0.27192982456140319, 0.34885605653658497, 0.32845094026954147, 0.31555319838132606]\n",
      "[G Epoch 14/50] [loss: -1.007629]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.30570175438596475, 0.27192982456140319, 0.34899079896630969, 0.32854832220396629, 0.31560776825097947]\n",
      "[G Epoch 15/50] [loss: -0.535817]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.30570175438596475, 0.27192982456140319, 0.34912554139603441, 0.32867829903385237, 0.31568271026709716]\n",
      "[G Epoch 16/50] [loss: -0.695514]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.30570175438596475, 0.27192982456140319, 0.34885605653658497, 0.32844617466970288, 0.3154737333908727]\n",
      "[G Epoch 17/50] [loss: -1.020720]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.30570175438596475, 0.27192982456140319, 0.34885605653658491, 0.32841357977424157, 0.31544877759846374]\n",
      "[G Epoch 18/50] [loss: -0.472581]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.30614035087719282, 0.27192982456140319, 0.34885605653658491, 0.32870131020738264, 0.31548832707628655]\n",
      "[G Epoch 19/50] [loss: -0.811864]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.30614035087719282, 0.27192982456140319, 0.34861098138943053, 0.32852418788623933, 0.31535243260191442]\n",
      "[G Epoch 20/50] [loss: -0.659786]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.30570175438596475, 0.27192982456140319, 0.3484762389597057, 0.32820426530959607, 0.31529360328080591]\n",
      "[G Epoch 21/50] [loss: -1.330482]\n",
      "epoch  6 gen:  [0.33552631578947406, 0.30570175438596475, 0.27192982456140319, 0.34809642138282659, 0.328217491487169, 0.31534334098929862]\n",
      "[G Epoch 22/50] [loss: -1.188458]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.30570175438596475, 0.27192982456140319, 0.3484762389597057, 0.32810648062321202, 0.31522753579929835]\n",
      "[G Epoch 23/50] [loss: -1.176694]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.30614035087719282, 0.27192982456140319, 0.3484762389597057, 0.3284268059518145, 0.31526513623147179]\n",
      "[G Epoch 24/50] [loss: -1.130535]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.30614035087719282, 0.27192982456140319, 0.3484762389597057, 0.32845940084727582, 0.31528628808833131]\n",
      "[G Epoch 25/50] [loss: -0.445058]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.30570175438596475, 0.27192982456140319, 0.34861098138943047, 0.32826905234855946, 0.3153346909656593]\n",
      "[G Epoch 26/50] [loss: -1.482889]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.30570175438596475, 0.27192982456140319, 0.3484762389597057, 0.32817167041413464, 0.3152784638554792]\n",
      "[G Epoch 27/50] [loss: -0.763989]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.30614035087719282, 0.27192982456140319, 0.34874572381915525, 0.32865416471612546, 0.31545383133680632]\n",
      "[G Epoch 28/50] [loss: -0.702313]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.30614035087719282, 0.27192982456140319, 0.34861098138943047, 0.32852418788623933, 0.31533529754552203]\n",
      "[G Epoch 29/50] [loss: -0.926047]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.30614035087719282, 0.27192982456140319, 0.34874572381915525, 0.32862156982066415, 0.31540263065342433]\n",
      "[G Epoch 30/50] [loss: -0.903706]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.3065789473684209, 0.27192982456140319, 0.34874572381915525, 0.32890930025380521, 0.31542807769600845]\n",
      "[G Epoch 31/50] [loss: -0.629613]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.30614035087719282, 0.27192982456140319, 0.34874572381915525, 0.32862156982066415, 0.31542025346315633]\n",
      "[G Epoch 32/50] [loss: -0.580871]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.3065789473684209, 0.27192982456140319, 0.34874572381915525, 0.32890930025380521, 0.3154292697206289]\n",
      "[G Epoch 33/50] [loss: -0.530872]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.30614035087719282, 0.27171052631578918, 0.34874572381915525, 0.32862156982066415, 0.31525977998330407]\n",
      "[G Epoch 34/50] [loss: -1.439474]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.3065789473684209, 0.27192982456140319, 0.34899079896630969, 0.32911901747040995, 0.31553906998784226]\n",
      "[G Epoch 35/50] [loss: -1.175730]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.3065789473684209, 0.27192982456140319, 0.34899079896630969, 0.32908642257494863, 0.31554267627401839]\n",
      "[G Epoch 36/50] [loss: -0.873943]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch  6 gen:  [0.33625730994152087, 0.3065789473684209, 0.27192982456140319, 0.34912554139603447, 0.32921639940483477, 0.3156529980370662]\n",
      "[G Epoch 37/50] [loss: -1.037281]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.3065789473684209, 0.2721491228070172, 0.34912554139603447, 0.32921639940483477, 0.3157808937240395]\n",
      "[G Epoch 38/50] [loss: -0.692177]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.3065789473684209, 0.27192982456140319, 0.34912554139603441, 0.32921639940483477, 0.31565938178799302]\n",
      "[G Epoch 39/50] [loss: -0.729020]\n",
      "epoch  6 gen:  [0.33552631578947406, 0.30701754385964902, 0.2721491228070172, 0.34861098138943053, 0.32948516387204663, 0.31584888987943582]\n",
      "[G Epoch 40/50] [loss: -0.896365]\n",
      "epoch  6 gen:  [0.33552631578947406, 0.30701754385964902, 0.2721491228070172, 0.34809642138282665, 0.32914587257751499, 0.31561353391500746]\n",
      "[G Epoch 41/50] [loss: -1.030525]\n",
      "epoch  6 gen:  [0.33552631578947406, 0.30701754385964902, 0.2721491228070172, 0.34809642138282665, 0.32914587257751499, 0.31560276287752292]\n",
      "[G Epoch 42/50] [loss: -0.837575]\n",
      "epoch  6 gen:  [0.33552631578947406, 0.30701754385964902, 0.2721491228070172, 0.34809642138282665, 0.32911327768205367, 0.31558446028581061]\n",
      "[G Epoch 43/50] [loss: -0.957593]\n",
      "epoch  6 gen:  [0.33552631578947406, 0.30701754385964902, 0.2721491228070172, 0.34809642138282665, 0.32911327768205367, 0.31558446028581061]\n",
      "[G Epoch 44/50] [loss: -1.315073]\n",
      "epoch  6 gen:  [0.33552631578947406, 0.30701754385964902, 0.2721491228070172, 0.34809642138282665, 0.32911327768205367, 0.31559885970558699]\n",
      "[G Epoch 45/50] [loss: -0.916754]\n",
      "epoch  6 gen:  [0.33552631578947406, 0.30701754385964902, 0.2721491228070172, 0.34847623895970581, 0.3293877819376218, 0.31578354897229793]\n",
      "[G Epoch 46/50] [loss: -1.165633]\n",
      "epoch  6 gen:  [0.33552631578947406, 0.30701754385964902, 0.2721491228070172, 0.34809642138282665, 0.3290806827865923, 0.3155612164654315]\n",
      "[G Epoch 47/50] [loss: -0.966535]\n",
      "epoch  6 gen:  [0.33552631578947406, 0.30745614035087698, 0.2721491228070172, 0.34809642138282665, 0.32940100811519474, 0.31561322002688841]\n",
      "[G Epoch 48/50] [loss: -0.767321]\n",
      "epoch  6 gen:  [0.33552631578947406, 0.30701754385964891, 0.2721491228070172, 0.34809642138282665, 0.32911327768205367, 0.31558350008638181]\n",
      "[G Epoch 49/50] [loss: -0.885330]\n",
      "epoch  6 gen:  [0.33625730994152087, 0.30745614035087698, 0.2721491228070172, 0.34885605653658497, 0.32962969129772862, 0.31575706981815393]\n",
      "[D Epoch 0/100] [loss: 0.685500]\n",
      "[D Epoch 1/100] [loss: 0.685518]\n",
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      "[D Epoch 92/100] [loss: 0.686594]\n",
      "[D Epoch 93/100] [loss: 0.686598]\n",
      "[D Epoch 94/100] [loss: 0.686601]\n",
      "[D Epoch 95/100] [loss: 0.686604]\n",
      "[D Epoch 96/100] [loss: 0.686607]\n",
      "[D Epoch 97/100] [loss: 0.686609]\n",
      "[D Epoch 98/100] [loss: 0.686611]\n",
      "[D Epoch 99/100] [loss: 0.686614]\n",
      "[G Epoch 0/50] [loss: -1.059106]\n",
      "epoch  7 gen:  [0.33625730994152087, 0.30701754385964891, 0.2721491228070172, 0.34885605653658497, 0.32927677107366488, 0.31569702053835696]\n",
      "[G Epoch 1/50] [loss: -0.868718]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.30701754385964891, 0.2721491228070172, 0.34834149652998103, 0.32925780510773561, 0.3156727703911863]\n",
      "[G Epoch 2/50] [loss: -0.915642]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.30701754385964891, 0.2721491228070172, 0.34796167895310187, 0.32898330085216748, 0.31549219896126318]\n",
      "[G Epoch 3/50] [loss: -0.662111]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.3065789473684209, 0.2721491228070172, 0.34834149652998103, 0.32897007467459455, 0.31565470955698993]\n",
      "[G Epoch 4/50] [loss: -0.860652]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.30701754385964891, 0.2721491228070172, 0.34847623895970581, 0.32935518704216049, 0.31573847018120682]\n",
      "[G Epoch 5/50] [loss: -0.908616]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.3065789473684209, 0.2721491228070172, 0.34847623895970581, 0.32910005150448074, 0.31573707367498005]\n",
      "[G Epoch 6/50] [loss: -1.137426]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.3065789473684209, 0.27236842105263126, 0.34847623895970581, 0.32903486171355806, 0.31590582453160215]\n",
      "[G Epoch 7/50] [loss: -1.273883]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.30701754385964891, 0.27236842105263126, 0.34861098138943053, 0.329419974081124, 0.31598958515581899]\n",
      "[G Epoch 8/50] [loss: -1.424609]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.30701754385964891, 0.27236842105263126, 0.34861098138943053, 0.329419974081124, 0.31591306470689356]\n",
      "[G Epoch 9/50] [loss: -0.609482]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.30701754385964891, 0.2721491228070172, 0.34847623895970581, 0.32932259214669918, 0.31569181526658768]\n",
      "[G Epoch 10/50] [loss: -0.524677]\n",
      "epoch  7 gen:  [0.33479532163742726, 0.30701754385964891, 0.2723684210526312, 0.34809642138282659, 0.32936841321973337, 0.31585814346789393]\n",
      "[G Epoch 11/50] [loss: -0.882114]\n",
      "epoch  7 gen:  [0.33479532163742726, 0.30701754385964891, 0.27236842105263126, 0.34796167895310187, 0.32927103128530855, 0.31582129230116501]\n",
      "[G Epoch 12/50] [loss: -1.104047]\n",
      "epoch  7 gen:  [0.33479532163742726, 0.30701754385964891, 0.27258771929824527, 0.34796167895310187, 0.32927103128530855, 0.31595669373674334]\n",
      "[G Epoch 13/50] [loss: -1.289669]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.30701754385964891, 0.2721491228070172, 0.34847623895970581, 0.32932259214669918, 0.31570984366190652]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[G Epoch 14/50] [loss: -0.578146]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.3065789473684209, 0.2721491228070172, 0.34861098138943053, 0.32913224364798288, 0.31575146648833036]\n",
      "[G Epoch 15/50] [loss: -1.397089]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.3065789473684209, 0.2721491228070172, 0.34847623895970575, 0.32903486171355806, 0.31568130517428017]\n",
      "[G Epoch 16/50] [loss: -0.973129]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.3065789473684209, 0.27192982456140319, 0.34847623895970575, 0.32903486171355806, 0.31553316155945221]\n",
      "[G Epoch 17/50] [loss: -1.229291]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.3065789473684209, 0.2721491228070172, 0.34847623895970575, 0.32906745660901937, 0.31568063456487372]\n",
      "[G Epoch 18/50] [loss: -1.449700]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.3065789473684209, 0.27236842105263126, 0.34847623895970575, 0.32903486171355806, 0.31581391142221416]\n",
      "[G Epoch 19/50] [loss: -0.998334]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.3065789473684209, 0.27236842105263126, 0.34847623895970575, 0.32903486171355806, 0.31581968649952874]\n",
      "[G Epoch 20/50] [loss: -0.775882]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.3065789473684209, 0.27258771929824532, 0.34834149652998103, 0.32893747977913323, 0.31596054848085142]\n",
      "[G Epoch 21/50] [loss: -1.157733]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.30701754385964891, 0.27280701754385933, 0.34834149652998103, 0.3292252102122743, 0.31612063416531927]\n",
      "[G Epoch 22/50] [loss: -1.123951]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.3065789473684209, 0.27258771929824532, 0.34834149652998103, 0.32893747977913323, 0.31595888308763093]\n",
      "[G Epoch 23/50] [loss: -0.795491]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.30614035087719277, 0.27280701754385933, 0.34834149652998103, 0.32868234424145337, 0.31611043084335666]\n",
      "[G Epoch 24/50] [loss: -0.982284]\n",
      "epoch  7 gen:  [0.33479532163742726, 0.3065789473684209, 0.27280701754385933, 0.34782693652337715, 0.32891851381320392, 0.31610046403869052]\n",
      "[G Epoch 25/50] [loss: -1.071479]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.3065789473684209, 0.27280701754385933, 0.34820675410025625, 0.32887269274016967, 0.31605917870088146]\n",
      "[G Epoch 26/50] [loss: -1.076743]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.30526315789473663, 0.27280701754385933, 0.34820675410025625, 0.32804209633620773, 0.31607022551532099]\n",
      "[G Epoch 27/50] [loss: -0.806422]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.30570175438596475, 0.27280701754385933, 0.34820675410025625, 0.32836242166481011, 0.31610813984873271]\n",
      "[G Epoch 28/50] [loss: -1.229090]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.30526315789473663, 0.27280701754385933, 0.34820675410025625, 0.32807469123166905, 0.31609093262202287]\n",
      "[G Epoch 29/50] [loss: -1.052957]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.30438596491228059, 0.27280701754385933, 0.34834149652998098, 0.32760137789965021, 0.31614930324219059]\n",
      "[G Epoch 30/50] [loss: -0.990281]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.30438596491228059, 0.27258771929824532, 0.34847623895970575, 0.32769875983407504, 0.31604800000163097]\n",
      "[G Epoch 31/50] [loss: -0.873281]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.30438596491228059, 0.27280701754385933, 0.34834149652998103, 0.32759661229981168, 0.31612045828588403]\n",
      "[G Epoch 32/50] [loss: -0.919676]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.30526315789473668, 0.27280701754385933, 0.34834149652998103, 0.32817207316609387, 0.31613468525532368]\n",
      "[G Epoch 33/50] [loss: -0.757369]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.30570175438596475, 0.27280701754385933, 0.34834149652998103, 0.3284923984946963, 0.31617971028581998]\n",
      "[G Epoch 34/50] [loss: -1.009312]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.30614035087719282, 0.27258771929824532, 0.34847623895970575, 0.3288775108622623, 0.31611802992691435]\n",
      "[G Epoch 35/50] [loss: -1.174603]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.30570175438596475, 0.27258771929824527, 0.34847623895970575, 0.32858978042912113, 0.31611281760499121]\n",
      "[G Epoch 36/50] [loss: -1.228065]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.30570175438596475, 0.27236842105263126, 0.34847623895970575, 0.32858978042912113, 0.31594207974366922]\n",
      "[G Epoch 37/50] [loss: -1.242556]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.30570175438596475, 0.27236842105263126, 0.34847623895970575, 0.32858978042912113, 0.31590318396320122]\n",
      "[G Epoch 38/50] [loss: -0.677622]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.30570175438596475, 0.27258771929824532, 0.34847623895970575, 0.32855718553365981, 0.31603836669040686]\n",
      "[G Epoch 39/50] [loss: -1.373263]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.30570175438596475, 0.27258771929824532, 0.34847623895970575, 0.3285245906381985, 0.31605230137969781]\n",
      "[G Epoch 40/50] [loss: -0.995596]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.30570175438596475, 0.2721491228070172, 0.34834149652998098, 0.32842720870377368, 0.31568024723376992]\n",
      "[G Epoch 41/50] [loss: -0.987473]\n",
      "epoch  7 gen:  [0.33625730994152087, 0.30570175438596475, 0.2721491228070172, 0.34885605653658491, 0.32847876956516425, 0.31570246884143066]\n",
      "[G Epoch 42/50] [loss: -1.549801]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.30570175438596475, 0.2721491228070172, 0.34834149652998098, 0.32845980359923499, 0.31570646651692402]\n",
      "[G Epoch 43/50] [loss: -0.947700]\n",
      "epoch  7 gen:  [0.33552631578947406, 0.30570175438596475, 0.2721491228070172, 0.3484762389597057, 0.32855718553365981, 0.31577368715812498]\n",
      "[G Epoch 44/50] [loss: -1.056238]\n",
      "epoch  7 gen:  [0.33479532163742726, 0.30570175438596475, 0.2721491228070172, 0.34809642138282659, 0.32866819639761663, 0.31585150069026602]\n",
      "[G Epoch 45/50] [loss: -0.681812]\n",
      "epoch  7 gen:  [0.33479532163742726, 0.30570175438596475, 0.27236842105263126, 0.34823116381255131, 0.32880293882734135, 0.31614094152252847]\n",
      "[G Epoch 46/50] [loss: -1.522927]\n",
      "epoch  7 gen:  [0.33479532163742726, 0.30570175438596475, 0.27192982456140319, 0.34809642138282659, 0.32866819639761663, 0.31573517165815496]\n",
      "[G Epoch 47/50] [loss: -1.251838]\n",
      "epoch  7 gen:  [0.33479532163742726, 0.30570175438596475, 0.27192982456140319, 0.34809642138282659, 0.32863560150215532, 0.31571521994301099]\n",
      "[G Epoch 48/50] [loss: -0.745098]\n",
      "epoch  7 gen:  [0.33479532163742726, 0.30570175438596475, 0.27192982456140319, 0.34809642138282659, 0.32863560150215532, 0.31575466239104222]\n",
      "[G Epoch 49/50] [loss: -1.256737]\n",
      "epoch  7 gen:  [0.33479532163742726, 0.30570175438596475, 0.27192982456140319, 0.34809642138282659, 0.32863560150215532, 0.31573874903195731]\n",
      "[D Epoch 0/100] [loss: 0.686615]\n",
      "[D Epoch 1/100] [loss: 0.686617]\n",
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      "[D Epoch 11/100] [loss: 0.686621]\n",
      "[D Epoch 12/100] [loss: 0.686620]\n",
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      "[D Epoch 14/100] [loss: 0.686618]\n",
      "[D Epoch 15/100] [loss: 0.686616]\n",
      "[D Epoch 16/100] [loss: 0.686615]\n",
      "[D Epoch 17/100] [loss: 0.686612]\n",
      "[D Epoch 18/100] [loss: 0.686610]\n",
      "[D Epoch 19/100] [loss: 0.686608]\n",
      "[D Epoch 20/100] [loss: 0.686605]\n",
      "[D Epoch 21/100] [loss: 0.686601]\n",
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      "[D Epoch 31/100] [loss: 0.686557]\n",
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      "[D Epoch 40/100] [loss: 0.686494]\n",
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      "[D Epoch 43/100] [loss: 0.686469]\n",
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      "[D Epoch 55/100] [loss: 0.686340]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[D Epoch 56/100] [loss: 0.686328]\n",
      "[D Epoch 57/100] [loss: 0.686315]\n",
      "[D Epoch 58/100] [loss: 0.686302]\n",
      "[D Epoch 59/100] [loss: 0.686289]\n",
      "[D Epoch 60/100] [loss: 0.686275]\n",
      "[D Epoch 61/100] [loss: 0.686261]\n",
      "[D Epoch 62/100] [loss: 0.686247]\n",
      "[D Epoch 63/100] [loss: 0.686232]\n",
      "[D Epoch 64/100] [loss: 0.686217]\n",
      "[D Epoch 65/100] [loss: 0.686202]\n",
      "[D Epoch 66/100] [loss: 0.686186]\n",
      "[D Epoch 67/100] [loss: 0.686170]\n",
      "[D Epoch 68/100] [loss: 0.686154]\n",
      "[D Epoch 69/100] [loss: 0.686138]\n",
      "[D Epoch 70/100] [loss: 0.686121]\n",
      "[D Epoch 71/100] [loss: 0.686104]\n",
      "[D Epoch 72/100] [loss: 0.686086]\n",
      "[D Epoch 73/100] [loss: 0.686069]\n",
      "[D Epoch 74/100] [loss: 0.686050]\n",
      "[D Epoch 75/100] [loss: 0.686032]\n",
      "[D Epoch 76/100] [loss: 0.686013]\n",
      "[D Epoch 77/100] [loss: 0.685994]\n",
      "[D Epoch 78/100] [loss: 0.685975]\n",
      "[D Epoch 79/100] [loss: 0.685955]\n",
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      "[D Epoch 82/100] [loss: 0.685894]\n",
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      "[D Epoch 86/100] [loss: 0.685807]\n",
      "[D Epoch 87/100] [loss: 0.685785]\n",
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      "[D Epoch 91/100] [loss: 0.685691]\n",
      "[D Epoch 92/100] [loss: 0.685667]\n",
      "[D Epoch 93/100] [loss: 0.685643]\n",
      "[D Epoch 94/100] [loss: 0.685618]\n",
      "[D Epoch 95/100] [loss: 0.685593]\n",
      "[D Epoch 96/100] [loss: 0.685567]\n",
      "[D Epoch 97/100] [loss: 0.685541]\n",
      "[D Epoch 98/100] [loss: 0.685514]\n",
      "[D Epoch 99/100] [loss: 0.685488]\n",
      "[G Epoch 0/50] [loss: -0.971752]\n",
      "epoch  8 gen:  [0.33552631578947406, 0.30570175438596475, 0.2721491228070172, 0.34861098138943042, 0.32868716236354589, 0.31591996823811724]\n",
      "[G Epoch 1/50] [loss: -1.342803]\n",
      "epoch  8 gen:  [0.33552631578947406, 0.30570175438596475, 0.27171052631578912, 0.34861098138943042, 0.32868716236354595, 0.31558748738613029]\n",
      "[G Epoch 2/50] [loss: -1.311057]\n",
      "epoch  8 gen:  [0.33552631578947406, 0.30570175438596475, 0.27171052631578912, 0.34874572381915514, 0.32878454429797077, 0.31569472194042336]\n",
      "[G Epoch 3/50] [loss: -1.139675]\n",
      "epoch  8 gen:  [0.33552631578947406, 0.30570175438596475, 0.27171052631578912, 0.34874572381915514, 0.32882190479327061, 0.31578593473487926]\n",
      "[G Epoch 4/50] [loss: -1.306012]\n",
      "epoch  8 gen:  [0.33552631578947406, 0.30570175438596475, 0.27149122807017512, 0.34874572381915514, 0.32878930989780936, 0.31562403973835157]\n",
      "[G Epoch 5/50] [loss: -0.647414]\n",
      "epoch  8 gen:  [0.33552631578947406, 0.30526315789473663, 0.27171052631578912, 0.34888046624887992, 0.32859896139909306, 0.31576556812821155]\n",
      "[G Epoch 6/50] [loss: -1.568577]\n",
      "epoch  8 gen:  [0.33479532163742726, 0.3057017543859647, 0.27192982456140319, 0.34836590624227598, 0.32880253607538223, 0.31585956887720318]\n",
      "[G Epoch 7/50] [loss: -0.968608]\n",
      "epoch  8 gen:  [0.33552631578947406, 0.3057017543859647, 0.27192982456140319, 0.34888046624887992, 0.32888669183223418, 0.31590959715237626]\n",
      "[G Epoch 8/50] [loss: -1.318984]\n",
      "epoch  8 gen:  [0.33479532163742726, 0.30526315789473663, 0.27171052631578912, 0.34836590624227598, 0.32851480564224117, 0.31572134688846115]\n",
      "[G Epoch 9/50] [loss: -1.193605]\n",
      "epoch  8 gen:  [0.33479532163742726, 0.3057017543859647, 0.27171052631578912, 0.34836590624227598, 0.32880253607538223, 0.31568248602164689]\n",
      "[G Epoch 10/50] [loss: -0.835081]\n",
      "epoch  8 gen:  [0.33479532163742726, 0.30526315789473663, 0.27171052631578912, 0.3482311638125512, 0.32841742370781635, 0.31561770786990051]\n",
      "[G Epoch 11/50] [loss: -1.233883]\n",
      "epoch  8 gen:  [0.33479532163742726, 0.3057017543859647, 0.27171052631578912, 0.3482311638125512, 0.32870515414095741, 0.31563249920468767]\n",
      "[G Epoch 12/50] [loss: -0.956425]\n",
      "epoch  8 gen:  [0.33552631578947406, 0.30614035087719277, 0.27171052631578912, 0.34861098138943042, 0.32894706350106423, 0.31558295291186467]\n",
      "[G Epoch 13/50] [loss: -1.355123]\n",
      "epoch  8 gen:  [0.33479532163742726, 0.30614035087719277, 0.27171052631578912, 0.34809642138282654, 0.32889550263967371, 0.31557181468279022]\n",
      "[G Epoch 14/50] [loss: -1.260704]\n",
      "epoch  8 gen:  [0.33479532163742726, 0.3057017543859647, 0.27192982456140319, 0.34809642138282654, 0.32860777220653259, 0.31569939188551643]\n",
      "[G Epoch 15/50] [loss: -1.619771]\n",
      "epoch  8 gen:  [0.33479532163742726, 0.3057017543859647, 0.27192982456140319, 0.34809642138282654, 0.32860777220653259, 0.31568827031490138]\n",
      "[G Epoch 16/50] [loss: -1.216297]\n",
      "epoch  8 gen:  [0.33479532163742726, 0.30614035087719277, 0.27171052631578912, 0.34809642138282654, 0.32886290774421228, 0.31553257415338065]\n",
      "[G Epoch 17/50] [loss: -1.657958]\n",
      "epoch  8 gen:  [0.33479532163742726, 0.30614035087719277, 0.27192982456140319, 0.34823116381255131, 0.32892769478317585, 0.31573431027809329]\n",
      "[G Epoch 18/50] [loss: -0.959090]\n",
      "epoch  8 gen:  [0.33479532163742726, 0.30614035087719277, 0.27171052631578912, 0.34823116381255131, 0.32892769478317585, 0.3156001085368344]\n",
      "[G Epoch 19/50] [loss: -1.041093]\n",
      "epoch  8 gen:  [0.33479532163742726, 0.3057017543859647, 0.27171052631578912, 0.34823116381255131, 0.32863996435003473, 0.31559470019590496]\n",
      "[G Epoch 20/50] [loss: -0.706001]\n",
      "epoch  8 gen:  [0.33479532163742726, 0.3057017543859647, 0.27171052631578912, 0.34823116381255131, 0.3286725592454961, 0.31558175609803368]\n",
      "[G Epoch 21/50] [loss: -1.668922]\n",
      "epoch  8 gen:  [0.33479532163742726, 0.30526315789473663, 0.27171052631578912, 0.34809642138282659, 0.32825008638263031, 0.31542401861805425]\n",
      "[G Epoch 22/50] [loss: -1.570247]\n",
      "epoch  8 gen:  [0.33479532163742726, 0.30614035087719277, 0.27149122807017512, 0.34823116381255131, 0.32899288457409848, 0.31548051926040399]\n",
      "[G Epoch 23/50] [loss: -1.203413]\n",
      "epoch  8 gen:  [0.33479532163742726, 0.30570175438596475, 0.27171052631578912, 0.34809642138282659, 0.32857041171123269, 0.31545491332386127]\n",
      "[G Epoch 24/50] [loss: -1.205898]\n",
      "epoch  8 gen:  [0.33479532163742726, 0.30570175438596475, 0.27171052631578912, 0.34823116381255131, 0.3286725592454961, 0.31555360713241326]\n",
      "[G Epoch 25/50] [loss: -1.141765]\n",
      "epoch  8 gen:  [0.33479532163742726, 0.30482456140350861, 0.27149122807017512, 0.34823116381255131, 0.32753170179314239, 0.31531876618019999]\n",
      "[G Epoch 26/50] [loss: -0.328236]\n",
      "epoch  8 gen:  [0.33479532163742726, 0.30482456140350861, 0.27171052631578912, 0.34836590624227598, 0.32766644422286711, 0.31561988758800613]\n",
      "[G Epoch 27/50] [loss: -0.461375]\n",
      "epoch  8 gen:  [0.33552631578947406, 0.30526315789473663, 0.27171052631578912, 0.34888046624887986, 0.32800573551739881, 0.31567676273626277]\n",
      "[G Epoch 28/50] [loss: -0.981131]\n",
      "epoch  8 gen:  [0.33625730994152081, 0.30482456140350861, 0.27171052631578912, 0.34926028382575902, 0.32760222862046218, 0.31558163895185154]\n",
      "[G Epoch 29/50] [loss: -1.165064]\n",
      "epoch  8 gen:  [0.33625730994152081, 0.30482456140350861, 0.27171052631578912, 0.34912554139603424, 0.32750484668603735, 0.31549893270943014]\n",
      "[G Epoch 30/50] [loss: -1.359449]\n",
      "epoch  8 gen:  [0.33552631578947406, 0.30526315789473663, 0.27171052631578912, 0.34861098138943042, 0.3277410162577879, 0.31548041668694704]\n",
      "[G Epoch 31/50] [loss: -0.930679]\n",
      "epoch  8 gen:  [0.33625730994152081, 0.30482456140350861, 0.27192982456140319, 0.34926028382575902, 0.32763482351592349, 0.31574301244103248]\n",
      "[G Epoch 32/50] [loss: -1.320124]\n",
      "epoch  8 gen:  [0.33552631578947401, 0.30482456140350861, 0.27192982456140319, 0.3487457238191552, 0.32755066775907155, 0.31566529232061552]\n",
      "[G Epoch 33/50] [loss: -1.112378]\n",
      "epoch  8 gen:  [0.33552631578947401, 0.30482456140350861, 0.27171052631578912, 0.3487457238191552, 0.32758326265453297, 0.31552918671586982]\n",
      "[G Epoch 34/50] [loss: -0.998876]\n",
      "epoch  8 gen:  [0.33552631578947401, 0.30482456140350861, 0.27192982456140319, 0.3487457238191552, 0.32751807286361023, 0.31589574078876814]\n",
      "[G Epoch 35/50] [loss: -1.446353]\n",
      "epoch  8 gen:  [0.33552631578947401, 0.30482456140350861, 0.27192982456140319, 0.3487457238191552, 0.32751807286361023, 0.31591391465197954]\n",
      "[G Epoch 36/50] [loss: -1.395162]\n",
      "epoch  8 gen:  [0.33552631578947401, 0.30482456140350861, 0.27171052631578912, 0.34861098138943047, 0.32742069092918547, 0.31569856903961779]\n",
      "[G Epoch 37/50] [loss: -1.207572]\n",
      "epoch  8 gen:  [0.33552631578947401, 0.30482456140350861, 0.27192982456140319, 0.3487457238191552, 0.32755066775907166, 0.315918344870736]\n",
      "[G Epoch 38/50] [loss: -1.056475]\n",
      "epoch  8 gen:  [0.33552631578947401, 0.30482456140350861, 0.27192982456140319, 0.34861098138943042, 0.32748588072010809, 0.31587784502341176]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[G Epoch 39/50] [loss: -1.191746]\n",
      "epoch  8 gen:  [0.33552631578947401, 0.30482456140350861, 0.27171052631578912, 0.34847623895970564, 0.32742109368114458, 0.31573242567014786]\n",
      "[G Epoch 40/50] [loss: -1.137964]\n",
      "epoch  8 gen:  [0.33552631578947401, 0.30482456140350861, 0.27192982456140319, 0.34834149652998092, 0.32732371174671976, 0.31579931835097658]\n",
      "[G Epoch 41/50] [loss: -0.812121]\n",
      "epoch  8 gen:  [0.33552631578947401, 0.30482456140350861, 0.27171052631578912, 0.34861098138943042, 0.32745805142448536, 0.31578635048749365]\n",
      "[G Epoch 42/50] [loss: -1.561078]\n",
      "epoch  8 gen:  [0.33552631578947401, 0.30482456140350861, 0.27149122807017512, 0.34861098138943042, 0.32749064631994668, 0.31543902448593786]\n",
      "[G Epoch 43/50] [loss: -0.947068]\n",
      "epoch  8 gen:  [0.33552631578947401, 0.30482456140350861, 0.27171052631578912, 0.34874572381915514, 0.3275880282543715, 0.31588092427911196]\n",
      "[G Epoch 44/50] [loss: -1.194107]\n",
      "epoch  8 gen:  [0.33552631578947401, 0.30482456140350861, 0.27192982456140319, 0.34874572381915514, 0.3275880282543715, 0.31601107457267402]\n",
      "[G Epoch 45/50] [loss: -1.132246]\n",
      "epoch  8 gen:  [0.33552631578947401, 0.30482456140350861, 0.27192982456140319, 0.34874572381915514, 0.3275880282543715, 0.31602881276191308]\n",
      "[G Epoch 46/50] [loss: -1.622680]\n",
      "epoch  8 gen:  [0.33552631578947401, 0.30482456140350861, 0.27192982456140319, 0.34874572381915514, 0.32762062314983281, 0.31603919353146853]\n",
      "[G Epoch 47/50] [loss: -1.081807]\n",
      "epoch  8 gen:  [0.33552631578947401, 0.30482456140350861, 0.27192982456140319, 0.34888046624887992, 0.32768541018879627, 0.31608123588672421]\n",
      "[G Epoch 48/50] [loss: -1.265032]\n",
      "epoch  8 gen:  [0.33552631578947401, 0.30482456140350861, 0.27192982456140319, 0.34901520867860464, 0.32778279212322109, 0.31614689537632662]\n",
      "[G Epoch 49/50] [loss: -1.326918]\n",
      "epoch  8 gen:  [0.33552631578947401, 0.30482456140350861, 0.27171052631578912, 0.34901520867860464, 0.32781538701868246, 0.31602989499526707]\n",
      "[D Epoch 0/100] [loss: 0.685461]\n",
      "[D Epoch 1/100] [loss: 0.685433]\n",
      "[D Epoch 2/100] [loss: 0.685405]\n",
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      "[D Epoch 4/100] [loss: 0.685348]\n",
      "[D Epoch 5/100] [loss: 0.685320]\n",
      "[D Epoch 6/100] [loss: 0.685290]\n",
      "[D Epoch 7/100] [loss: 0.685261]\n",
      "[D Epoch 8/100] [loss: 0.685230]\n",
      "[D Epoch 9/100] [loss: 0.685200]\n",
      "[D Epoch 10/100] [loss: 0.685169]\n",
      "[D Epoch 11/100] [loss: 0.685138]\n",
      "[D Epoch 12/100] [loss: 0.685106]\n",
      "[D Epoch 13/100] [loss: 0.685074]\n",
      "[D Epoch 14/100] [loss: 0.685042]\n",
      "[D Epoch 15/100] [loss: 0.685009]\n",
      "[D Epoch 16/100] [loss: 0.684976]\n",
      "[D Epoch 17/100] [loss: 0.684942]\n",
      "[D Epoch 18/100] [loss: 0.684909]\n",
      "[D Epoch 19/100] [loss: 0.684874]\n",
      "[D Epoch 20/100] [loss: 0.684840]\n",
      "[D Epoch 21/100] [loss: 0.684804]\n",
      "[D Epoch 22/100] [loss: 0.684769]\n",
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      "[D Epoch 94/100] [loss: 0.681014]\n",
      "[D Epoch 95/100] [loss: 0.680943]\n",
      "[D Epoch 96/100] [loss: 0.680872]\n",
      "[D Epoch 97/100] [loss: 0.680800]\n",
      "[D Epoch 98/100] [loss: 0.680728]\n",
      "[D Epoch 99/100] [loss: 0.680655]\n",
      "[G Epoch 0/50] [loss: -0.923918]\n",
      "epoch  9 gen:  [0.33552631578947401, 0.30526315789473663, 0.27171052631578912, 0.34901520867860464, 0.32811397549652771, 0.31601558331986324]\n",
      "[G Epoch 1/50] [loss: -1.106179]\n",
      "epoch  9 gen:  [0.33552631578947401, 0.30526315789473663, 0.27171052631578912, 0.34874572381915514, 0.32839902917844555, 0.31588456659157232]\n",
      "[G Epoch 2/50] [loss: -1.374049]\n",
      "epoch  9 gen:  [0.33552631578947401, 0.30482456140350861, 0.2721491228070172, 0.34874572381915514, 0.32755066775907155, 0.31606104620174713]\n",
      "[G Epoch 3/50] [loss: -1.401463]\n",
      "epoch  9 gen:  [0.33479532163742726, 0.30482456140350861, 0.27192982456140319, 0.3482311638125512, 0.32749910689768097, 0.31583977824408765]\n",
      "[G Epoch 4/50] [loss: -1.180902]\n",
      "epoch  9 gen:  [0.33479532163742726, 0.30482456140350861, 0.27171052631578912, 0.3482311638125512, 0.3274665120022196, 0.31571680008702713]\n",
      "[G Epoch 5/50] [loss: -1.116627]\n",
      "epoch  9 gen:  [0.33479532163742726, 0.30482456140350861, 0.27171052631578912, 0.3482311638125512, 0.32749910689768097, 0.31570732453646305]\n",
      "[G Epoch 6/50] [loss: -0.945185]\n",
      "epoch  9 gen:  [0.33479532163742726, 0.30482456140350861, 0.27171052631578912, 0.34836590624227598, 0.32759648883210579, 0.31575974766127418]\n",
      "[G Epoch 7/50] [loss: -1.279191]\n",
      "epoch  9 gen:  [0.33479532163742726, 0.30482456140350861, 0.27192982456140319, 0.3482311638125512, 0.32749910689768097, 0.31584518656830246]\n",
      "[G Epoch 8/50] [loss: -1.148460]\n",
      "epoch  9 gen:  [0.33479532163742726, 0.30482456140350861, 0.27171052631578912, 0.3482311638125512, 0.32749910689768097, 0.3156970429534745]\n",
      "[G Epoch 9/50] [loss: -1.236768]\n",
      "epoch  9 gen:  [0.33479532163742726, 0.30482456140350861, 0.27149122807017512, 0.3482311638125512, 0.32749910689768097, 0.31557842498691363]\n",
      "[G Epoch 10/50] [loss: -0.709170]\n",
      "epoch  9 gen:  [0.33479532163742726, 0.30438596491228059, 0.27127192982456105, 0.34796167895310171, 0.32701661259569009, 0.31524359366004373]\n",
      "[G Epoch 11/50] [loss: -0.599240]\n",
      "epoch  9 gen:  [0.33552631578947401, 0.30482456140350861, 0.27149122807017512, 0.34834149652998092, 0.32725852195579708, 0.31539203344553146]\n",
      "[G Epoch 12/50] [loss: -1.605594]\n",
      "epoch  9 gen:  [0.33479532163742726, 0.30482456140350861, 0.27149122807017512, 0.34809642138282654, 0.32740172496325615, 0.31551023476480894]\n",
      "[G Epoch 13/50] [loss: -1.092041]\n",
      "epoch  9 gen:  [0.33479532163742726, 0.30482456140350861, 0.27149122807017512, 0.34809642138282654, 0.32740172496325615, 0.31552559046494366]\n",
      "[G Epoch 14/50] [loss: -0.791445]\n",
      "epoch  9 gen:  [0.33552631578947401, 0.30482456140350861, 0.27149122807017512, 0.34861098138943042, 0.32742069092918547, 0.31555588680958768]\n",
      "[G Epoch 15/50] [loss: -0.796191]\n",
      "epoch  9 gen:  [0.33552631578947401, 0.30482456140350861, 0.27149122807017512, 0.34861098138943042, 0.32742069092918547, 0.31556570317666993]\n",
      "[G Epoch 16/50] [loss: -1.168656]\n",
      "epoch  9 gen:  [0.33552631578947401, 0.30482456140350861, 0.27171052631578918, 0.34861098138943042, 0.32742069092918547, 0.31569773605369178]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[G Epoch 17/50] [loss: -0.826480]\n",
      "epoch  9 gen:  [0.33552631578947401, 0.30482456140350861, 0.27149122807017512, 0.34861098138943042, 0.32745328582464678, 0.31557817661356469]\n",
      "[G Epoch 18/50] [loss: -0.765723]\n",
      "epoch  9 gen:  [0.33552631578947401, 0.30482456140350861, 0.27192982456140319, 0.34874572381915514, 0.32755066775907155, 0.31591326687433585]\n",
      "[G Epoch 19/50] [loss: -0.637187]\n",
      "epoch  9 gen:  [0.33552631578947401, 0.30482456140350861, 0.27192982456140319, 0.34874572381915514, 0.32755066775907155, 0.31591349634597993]\n",
      "[G Epoch 20/50] [loss: -1.176858]\n",
      "epoch  9 gen:  [0.33552631578947401, 0.30438596491228059, 0.27192982456140319, 0.34861098138943042, 0.3271655553915056, 0.31585635802737988]\n",
      "[G Epoch 21/50] [loss: -1.607619]\n",
      "epoch  9 gen:  [0.33479532163742715, 0.30482456140350861, 0.27192982456140319, 0.34809642138282643, 0.3274451779034217, 0.3158507914081205]\n",
      "[G Epoch 22/50] [loss: -0.790557]\n",
      "epoch  9 gen:  [0.33479532163742715, 0.30438596491228059, 0.27192982456140319, 0.34809642138282643, 0.32708139963465377, 0.31579809407863113]\n",
      "[G Epoch 23/50] [loss: -1.539812]\n",
      "epoch  9 gen:  [0.33479532163742715, 0.30438596491228059, 0.27192982456140319, 0.34823116381255115, 0.32721614206437843, 0.31592426624339703]\n",
      "[G Epoch 24/50] [loss: -1.208723]\n",
      "epoch  9 gen:  [0.33479532163742715, 0.30438596491228059, 0.27192982456140319, 0.34809642138282643, 0.32708139963465377, 0.3157611901900258]\n",
      "[G Epoch 25/50] [loss: -1.179995]\n",
      "epoch  9 gen:  [0.33552631578947401, 0.30438596491228059, 0.27192982456140319, 0.34874572381915508, 0.32730029782123032, 0.31596066817949725]\n",
      "[G Epoch 26/50] [loss: -0.834320]\n",
      "epoch  9 gen:  [0.33479532163742715, 0.30438596491228059, 0.27192982456140319, 0.34823116381255115, 0.32728133185530106, 0.31594153933165875]\n",
      "[G Epoch 27/50] [loss: -1.465637]\n",
      "epoch  9 gen:  [0.33479532163742715, 0.30438596491228059, 0.27171052631578918, 0.34809642138282643, 0.3271465894255764, 0.31567590197202966]\n",
      "[G Epoch 28/50] [loss: -1.209160]\n",
      "epoch  9 gen:  [0.33479532163742715, 0.30438596491228059, 0.27149122807017517, 0.34823116381255115, 0.32728133185530106, 0.31566812999599636]\n",
      "[G Epoch 29/50] [loss: -0.664314]\n",
      "epoch  9 gen:  [0.3340643274853804, 0.30482456140350861, 0.27171052631578918, 0.34758186137622255, 0.32735016410186552, 0.31561041892495112]\n",
      "[G Epoch 30/50] [loss: -1.176258]\n",
      "epoch  9 gen:  [0.33479532163742715, 0.30482456140350861, 0.27171052631578918, 0.34809642138282643, 0.32743431985871746, 0.31567675910294668]\n",
      "[G Epoch 31/50] [loss: -1.219624]\n",
      "epoch  9 gen:  [0.33479532163742715, 0.30482456140350861, 0.27171052631578918, 0.34836590624227592, 0.32763384932740575, 0.31585061763368727]\n",
      "[G Epoch 32/50] [loss: -1.317311]\n",
      "epoch  9 gen:  [0.3347953216374272, 0.30482456140350861, 0.27171052631578918, 0.34836590624227592, 0.32764666294278649, 0.31583180304927994]\n",
      "[G Epoch 33/50] [loss: -1.463504]\n",
      "epoch  9 gen:  [0.33406432748538045, 0.30438596491228059, 0.27171052631578918, 0.34785134623567204, 0.32730737164825474, 0.31577100855475804]\n",
      "[G Epoch 34/50] [loss: -1.739758]\n",
      "epoch  9 gen:  [0.33625730994152081, 0.30482456140350861, 0.27171052631578918, 0.34939502625548374, 0.32784561378127502, 0.31597704422683709]\n",
      "[G Epoch 35/50] [loss: -1.283772]\n",
      "epoch  9 gen:  [0.33625730994152081, 0.30438596491228059, 0.27192982456140319, 0.34939502625548374, 0.32748183551250709, 0.31605813579673775]\n",
      "[G Epoch 36/50] [loss: -1.292428]\n",
      "epoch  9 gen:  [0.33625730994152081, 0.30482456140350861, 0.27192982456140319, 0.34939502625548374, 0.32781301888581371, 0.31610512684551972]\n",
      "[G Epoch 37/50] [loss: -1.442581]\n",
      "epoch  9 gen:  [0.33625730994152081, 0.30526315789473663, 0.27192982456140319, 0.34939502625548374, 0.32813334421441609, 0.31613529495985188]\n",
      "[G Epoch 38/50] [loss: -0.872478]\n",
      "epoch  9 gen:  [0.33552631578947401, 0.30526315789473663, 0.2721491228070172, 0.34874572381915508, 0.32790835358297388, 0.31613694007333948]\n",
      "[G Epoch 39/50] [loss: -1.281383]\n",
      "epoch  9 gen:  [0.33479532163742726, 0.30526315789473663, 0.27192982456140319, 0.34809642138282643, 0.32779200568261974, 0.31594585517452822]\n",
      "[G Epoch 40/50] [loss: -1.222654]\n",
      "epoch  9 gen:  [0.33479532163742726, 0.30526315789473663, 0.27171052631578918, 0.34809642138282643, 0.32779200568261974, 0.31579254756653674]\n",
      "[G Epoch 41/50] [loss: -1.079172]\n",
      "epoch  9 gen:  [0.33479532163742726, 0.30482456140350861, 0.27171052631578918, 0.34836590624227592, 0.32777508695395513, 0.31594131881527987]\n",
      "[G Epoch 42/50] [loss: -0.807039]\n",
      "epoch  9 gen:  [0.33479532163742726, 0.30482456140350861, 0.27171052631578918, 0.3482311638125512, 0.32763425207936486, 0.31585289199110489]\n",
      "[G Epoch 43/50] [loss: -2.358397]\n",
      "epoch  9 gen:  [0.33479532163742726, 0.30438596491228054, 0.27171052631578918, 0.34809642138282643, 0.32724913971179892, 0.31578233876204376]\n",
      "[G Epoch 44/50] [loss: -1.718150]\n",
      "epoch  9 gen:  [0.33406432748538045, 0.30482456140350861, 0.27171052631578918, 0.3475818613762226, 0.32743293310800753, 0.31568857943819728]\n",
      "[G Epoch 45/50] [loss: -1.236942]\n",
      "epoch  9 gen:  [0.33406432748538045, 0.30526315789473663, 0.27192982456140319, 0.3475818613762226, 0.32775325843660996, 0.31586798705475944]\n",
      "[G Epoch 46/50] [loss: -1.074629]\n",
      "epoch  9 gen:  [0.33406432748538045, 0.30570175438596475, 0.27214912280701725, 0.34744711894649782, 0.32791101203986489, 0.3159463209051861]\n",
      "[G Epoch 47/50] [loss: -1.262873]\n",
      "epoch  9 gen:  [0.33406432748538045, 0.30570175438596475, 0.27192982456140319, 0.3475818613762226, 0.32797579907882846, 0.31585050122860231]\n",
      "[G Epoch 48/50] [loss: -0.858729]\n",
      "epoch  9 gen:  [0.3347953216374272, 0.30526315789473663, 0.27214912280701725, 0.3482311638125512, 0.32790220123242547, 0.31611759588723087]\n",
      "[G Epoch 49/50] [loss: -1.154159]\n",
      "epoch  9 gen:  [0.33406432748538045, 0.30614035087719282, 0.27214912280701725, 0.34744711894649782, 0.32819874247300607, 0.31597380971488453]\n",
      "[D Epoch 0/100] [loss: 0.680581]\n",
      "[D Epoch 1/100] [loss: 0.680507]\n",
      "[D Epoch 2/100] [loss: 0.680432]\n",
      "[D Epoch 3/100] [loss: 0.680357]\n",
      "[D Epoch 4/100] [loss: 0.680281]\n",
      "[D Epoch 5/100] [loss: 0.680205]\n",
      "[D Epoch 6/100] [loss: 0.680127]\n",
      "[D Epoch 7/100] [loss: 0.680050]\n",
      "[D Epoch 8/100] [loss: 0.679972]\n",
      "[D Epoch 9/100] [loss: 0.679893]\n",
      "[D Epoch 10/100] [loss: 0.679813]\n",
      "[D Epoch 11/100] [loss: 0.679733]\n",
      "[D Epoch 12/100] [loss: 0.679653]\n",
      "[D Epoch 13/100] [loss: 0.679572]\n",
      "[D Epoch 14/100] [loss: 0.679490]\n",
      "[D Epoch 15/100] [loss: 0.679407]\n",
      "[D Epoch 16/100] [loss: 0.679324]\n",
      "[D Epoch 17/100] [loss: 0.679241]\n",
      "[D Epoch 18/100] [loss: 0.679156]\n",
      "[D Epoch 19/100] [loss: 0.679072]\n",
      "[D Epoch 20/100] [loss: 0.678986]\n",
      "[D Epoch 21/100] [loss: 0.678900]\n",
      "[D Epoch 22/100] [loss: 0.678813]\n",
      "[D Epoch 23/100] [loss: 0.678726]\n",
      "[D Epoch 24/100] [loss: 0.678638]\n",
      "[D Epoch 25/100] [loss: 0.678549]\n",
      "[D Epoch 26/100] [loss: 0.678460]\n",
      "[D Epoch 27/100] [loss: 0.678370]\n",
      "[D Epoch 28/100] [loss: 0.678280]\n",
      "[D Epoch 29/100] [loss: 0.678189]\n",
      "[D Epoch 30/100] [loss: 0.678097]\n",
      "[D Epoch 31/100] [loss: 0.678004]\n",
      "[D Epoch 32/100] [loss: 0.677911]\n",
      "[D Epoch 33/100] [loss: 0.677818]\n",
      "[D Epoch 34/100] [loss: 0.677723]\n",
      "[D Epoch 35/100] [loss: 0.677628]\n",
      "[D Epoch 36/100] [loss: 0.677533]\n",
      "[D Epoch 37/100] [loss: 0.677436]\n",
      "[D Epoch 38/100] [loss: 0.677339]\n",
      "[D Epoch 39/100] [loss: 0.677242]\n",
      "[D Epoch 40/100] [loss: 0.677143]\n",
      "[D Epoch 41/100] [loss: 0.677044]\n",
      "[D Epoch 42/100] [loss: 0.676945]\n",
      "[D Epoch 43/100] [loss: 0.676845]\n",
      "[D Epoch 44/100] [loss: 0.676744]\n",
      "[D Epoch 45/100] [loss: 0.676642]\n",
      "[D Epoch 46/100] [loss: 0.676540]\n",
      "[D Epoch 47/100] [loss: 0.676437]\n",
      "[D Epoch 48/100] [loss: 0.676334]\n",
      "[D Epoch 49/100] [loss: 0.676229]\n",
      "[D Epoch 50/100] [loss: 0.676124]\n",
      "[D Epoch 51/100] [loss: 0.676018]\n",
      "[D Epoch 52/100] [loss: 0.675912]\n",
      "[D Epoch 53/100] [loss: 0.675805]\n",
      "[D Epoch 54/100] [loss: 0.675697]\n",
      "[D Epoch 55/100] [loss: 0.675589]\n",
      "[D Epoch 56/100] [loss: 0.675479]\n",
      "[D Epoch 57/100] [loss: 0.675370]\n",
      "[D Epoch 58/100] [loss: 0.675259]\n",
      "[D Epoch 59/100] [loss: 0.675147]\n",
      "[D Epoch 60/100] [loss: 0.675035]\n",
      "[D Epoch 61/100] [loss: 0.674922]\n",
      "[D Epoch 62/100] [loss: 0.674809]\n",
      "[D Epoch 63/100] [loss: 0.674695]\n",
      "[D Epoch 64/100] [loss: 0.674580]\n",
      "[D Epoch 65/100] [loss: 0.674464]\n",
      "[D Epoch 66/100] [loss: 0.674347]\n",
      "[D Epoch 67/100] [loss: 0.674230]\n",
      "[D Epoch 68/100] [loss: 0.674112]\n",
      "[D Epoch 69/100] [loss: 0.673993]\n",
      "[D Epoch 70/100] [loss: 0.673874]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[D Epoch 71/100] [loss: 0.673754]\n",
      "[D Epoch 72/100] [loss: 0.673633]\n",
      "[D Epoch 73/100] [loss: 0.673512]\n",
      "[D Epoch 74/100] [loss: 0.673389]\n",
      "[D Epoch 75/100] [loss: 0.673267]\n",
      "[D Epoch 76/100] [loss: 0.673143]\n",
      "[D Epoch 77/100] [loss: 0.673019]\n",
      "[D Epoch 78/100] [loss: 0.672893]\n",
      "[D Epoch 79/100] [loss: 0.672767]\n",
      "[D Epoch 80/100] [loss: 0.672641]\n",
      "[D Epoch 81/100] [loss: 0.672513]\n",
      "[D Epoch 82/100] [loss: 0.672385]\n",
      "[D Epoch 83/100] [loss: 0.672256]\n",
      "[D Epoch 84/100] [loss: 0.672126]\n",
      "[D Epoch 85/100] [loss: 0.671996]\n",
      "[D Epoch 86/100] [loss: 0.671865]\n",
      "[D Epoch 87/100] [loss: 0.671732]\n",
      "[D Epoch 88/100] [loss: 0.671599]\n",
      "[D Epoch 89/100] [loss: 0.671466]\n",
      "[D Epoch 90/100] [loss: 0.671331]\n",
      "[D Epoch 91/100] [loss: 0.671196]\n",
      "[D Epoch 92/100] [loss: 0.671060]\n",
      "[D Epoch 93/100] [loss: 0.670923]\n",
      "[D Epoch 94/100] [loss: 0.670785]\n",
      "[D Epoch 95/100] [loss: 0.670647]\n",
      "[D Epoch 96/100] [loss: 0.670507]\n",
      "[D Epoch 97/100] [loss: 0.670367]\n",
      "[D Epoch 98/100] [loss: 0.670227]\n",
      "[D Epoch 99/100] [loss: 0.670085]\n",
      "[G Epoch 0/50] [loss: -0.587975]\n",
      "epoch  10 gen:  [0.33406432748538045, 0.30614035087719282, 0.27192982456140324, 0.34744711894649782, 0.32826393226392869, 0.31587374478927727]\n",
      "[G Epoch 1/50] [loss: -1.121212]\n",
      "epoch  10 gen:  [0.33552631578947401, 0.30570175438596475, 0.27171052631578918, 0.34847623895970564, 0.32806650993818798, 0.31565885652557873]\n",
      "[G Epoch 2/50] [loss: -0.927911]\n",
      "epoch  10 gen:  [0.33552631578947401, 0.30614035087719282, 0.27171052631578918, 0.34847623895970564, 0.32838683526679041, 0.31569645695775211]\n",
      "[G Epoch 3/50] [loss: -0.724418]\n",
      "epoch  10 gen:  [0.33552631578947401, 0.30570175438596475, 0.27171052631578918, 0.34847623895970564, 0.32806650993818803, 0.31581823134507475]\n",
      "[G Epoch 4/50] [loss: -0.946310]\n",
      "epoch  10 gen:  [0.33552631578947401, 0.30570175438596475, 0.27171052631578918, 0.34847623895970564, 0.32806650993818803, 0.31580902103545544]\n",
      "[G Epoch 5/50] [loss: -1.353733]\n",
      "epoch  10 gen:  [0.33552631578947401, 0.30570175438596475, 0.27171052631578918, 0.34847623895970564, 0.32813169972911066, 0.31570176585468812]\n",
      "[G Epoch 6/50] [loss: -1.141996]\n",
      "epoch  10 gen:  [0.33552631578947401, 0.30526315789473663, 0.27192982456140319, 0.34847623895970564, 0.32782418801588897, 0.31581361784481238]\n",
      "[G Epoch 7/50] [loss: -1.642244]\n",
      "epoch  10 gen:  [0.33479532163742726, 0.30614035087719282, 0.27192982456140319, 0.34796167895310171, 0.32831549312531932, 0.31577698889307459]\n",
      "[G Epoch 8/50] [loss: -0.696500]\n",
      "epoch  10 gen:  [0.33479532163742726, 0.30614035087719282, 0.27149122807017517, 0.34796167895310171, 0.32834808802078064, 0.31552066302572812]\n",
      "[G Epoch 9/50] [loss: -1.087036]\n",
      "epoch  10 gen:  [0.33479532163742726, 0.30570175438596475, 0.27171052631578918, 0.34796167895310171, 0.32806035758763952, 0.31564373372278037]\n",
      "[G Epoch 10/50] [loss: -1.059291]\n",
      "epoch  10 gen:  [0.33625730994152087, 0.3065789473684209, 0.27192982456140319, 0.34899079896630952, 0.32880217439694892, 0.31592047664208006]\n",
      "[G Epoch 11/50] [loss: -1.325331]\n",
      "epoch  10 gen:  [0.33625730994152087, 0.3065789473684209, 0.27214912280701725, 0.34899079896630952, 0.32880217439694892, 0.31619743939171557]\n",
      "[G Epoch 12/50] [loss: -1.205335]\n",
      "epoch  10 gen:  [0.33625730994152087, 0.30614035087719282, 0.27192982456140324, 0.34899079896630952, 0.3285144439638078, 0.31599273453218168]\n",
      "[G Epoch 13/50] [loss: -1.743423]\n",
      "epoch  10 gen:  [0.33552631578947406, 0.30701754385964891, 0.27171052631578918, 0.34847623895970559, 0.32898596779315759, 0.31564030185087016]\n",
      "[G Epoch 14/50] [loss: -1.066753]\n",
      "epoch  10 gen:  [0.33479532163742726, 0.3065789473684209, 0.27171052631578918, 0.34796167895310171, 0.32864667649862583, 0.31560098230054406]\n",
      "[G Epoch 15/50] [loss: -1.628991]\n",
      "epoch  10 gen:  [0.33479532163742726, 0.3065789473684209, 0.27171052631578918, 0.34796167895310171, 0.32861408160316452, 0.31559641583146919]\n",
      "[G Epoch 16/50] [loss: -1.807609]\n",
      "epoch  10 gen:  [0.33479532163742726, 0.3065789473684209, 0.27149122807017512, 0.34796167895310171, 0.32858148670770321, 0.31543475086066869]\n",
      "[G Epoch 17/50] [loss: -1.754186]\n",
      "epoch  10 gen:  [0.33479532163742726, 0.3065789473684209, 0.27171052631578918, 0.34796167895310171, 0.32861408160316452, 0.31561641271944668]\n",
      "[G Epoch 18/50] [loss: -1.482333]\n",
      "epoch  10 gen:  [0.33479532163742726, 0.3065789473684209, 0.27149122807017512, 0.34796167895310171, 0.32858148670770321, 0.31521476918536817]\n",
      "[G Epoch 19/50] [loss: -1.588427]\n",
      "epoch  10 gen:  [0.33479532163742726, 0.30614035087719282, 0.27171052631578918, 0.34796167895310171, 0.32832635117002346, 0.31550202671753402]\n",
      "[G Epoch 20/50] [loss: -1.343584]\n",
      "epoch  10 gen:  [0.33479532163742726, 0.30614035087719282, 0.27171052631578918, 0.34796167895310171, 0.32832635117002346, 0.31560185130857382]\n",
      "[G Epoch 21/50] [loss: -1.491409]\n",
      "epoch  10 gen:  [0.33479532163742726, 0.30614035087719282, 0.27171052631578918, 0.34796167895310171, 0.32826116137910077, 0.31552439273751798]\n",
      "[G Epoch 22/50] [loss: -1.479258]\n",
      "epoch  10 gen:  [0.33552631578947401, 0.30614035087719282, 0.27171052631578918, 0.34847623895970564, 0.32831272224049141, 0.31557902023971451]\n",
      "[G Epoch 23/50] [loss: -1.286108]\n",
      "epoch  10 gen:  [0.33479532163742726, 0.3065789473684209, 0.27171052631578918, 0.34796167895310171, 0.32858148670770321, 0.31556896027162645]\n",
      "[G Epoch 24/50] [loss: -1.037789]\n",
      "epoch  10 gen:  [0.33552631578947401, 0.30614035087719282, 0.27171052631578918, 0.34847623895970564, 0.32834531713595277, 0.31560594717388857]\n",
      "[G Epoch 25/50] [loss: -1.153642]\n",
      "epoch  10 gen:  [0.33479532163742726, 0.3065789473684209, 0.27171052631578918, 0.34796167895310171, 0.32854889181224189, 0.31554254325769698]\n",
      "[G Epoch 26/50] [loss: -0.663703]\n",
      "epoch  10 gen:  [0.33479532163742726, 0.3065789473684209, 0.27171052631578918, 0.34796167895310171, 0.32858148670770321, 0.31556033582735166]\n",
      "[G Epoch 27/50] [loss: -1.446542]\n",
      "epoch  10 gen:  [0.33479532163742726, 0.3065789473684209, 0.27192982456140319, 0.34782693652337693, 0.32845150987781713, 0.31555918556154205]\n",
      "[G Epoch 28/50] [loss: -0.764078]\n",
      "epoch  10 gen:  [0.33552631578947406, 0.3065789473684209, 0.27192982456140319, 0.34834149652998087, 0.32850307073920765, 0.31560910222393995]\n",
      "[G Epoch 29/50] [loss: -1.509719]\n",
      "epoch  10 gen:  [0.3347953216374272, 0.3065789473684209, 0.27192982456140319, 0.34769219409365215, 0.3283541279433923, 0.31550959927566991]\n",
      "[G Epoch 30/50] [loss: -1.488543]\n",
      "epoch  10 gen:  [0.3347953216374272, 0.30614035087719282, 0.27192982456140324, 0.34769219409365215, 0.32806639751025113, 0.31565854614370942]\n",
      "[G Epoch 31/50] [loss: -1.273230]\n",
      "epoch  10 gen:  [0.3340643274853804, 0.30614035087719282, 0.27214912280701725, 0.34731237651677305, 0.32817740837420806, 0.31586091786857279]\n",
      "[G Epoch 32/50] [loss: -1.288999]\n",
      "epoch  10 gen:  [0.3347953216374272, 0.3065789473684209, 0.27214912280701725, 0.34782693652337693, 0.32848410477327844, 0.31589502740455921]\n",
      "[G Epoch 33/50] [loss: -1.098464]\n",
      "epoch  10 gen:  [0.3347953216374272, 0.30570175438596475, 0.27192982456140324, 0.34820675410025609, 0.32815055326710307, 0.3158892360697701]\n",
      "[G Epoch 34/50] [loss: -1.415582]\n",
      "epoch  10 gen:  [0.33552631578947406, 0.30614035087719282, 0.27171052631578918, 0.34820675410025609, 0.3281179583716417, 0.31553836839405042]\n",
      "[G Epoch 35/50] [loss: -1.083200]\n",
      "epoch  10 gen:  [0.33552631578947406, 0.30614035087719282, 0.27171052631578918, 0.34858657167713525, 0.32839246262720989, 0.31574249543490746]\n",
      "[G Epoch 36/50] [loss: -0.674937]\n",
      "epoch  10 gen:  [0.33479532163742726, 0.30614035087719282, 0.27149122807017517, 0.34807201167053131, 0.32830830687035795, 0.31552180022132553]\n",
      "[G Epoch 37/50] [loss: -1.035437]\n",
      "epoch  10 gen:  [0.33479532163742726, 0.3065789473684209, 0.2710526315789471, 0.34820675410025614, 0.32869341923792394, 0.31531894885862999]\n",
      "[G Epoch 38/50] [loss: -0.761752]\n",
      "epoch  10 gen:  [0.33552631578947406, 0.3065789473684209, 0.27061403508771897, 0.34858657167713525, 0.32864759816488964, 0.31486290514420989]\n",
      "[G Epoch 39/50] [loss: -1.271489]\n",
      "epoch  10 gen:  [0.33552631578947406, 0.3065789473684209, 0.27061403508771897, 0.34858657167713525, 0.32868019306035096, 0.314824429522786]\n",
      "[G Epoch 40/50] [loss: -1.273732]\n",
      "epoch  10 gen:  [0.33552631578947406, 0.30614035087719282, 0.27083333333333304, 0.34858657167713525, 0.32839246262720989, 0.31512807479336313]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[G Epoch 41/50] [loss: -0.814039]\n",
      "epoch  10 gen:  [0.33552631578947406, 0.30614035087719282, 0.27061403508771897, 0.34858657167713525, 0.32839246262720989, 0.31498158841906193]\n",
      "[G Epoch 42/50] [loss: -0.726235]\n",
      "epoch  10 gen:  [0.33552631578947406, 0.30614035087719282, 0.27061403508771897, 0.34858657167713525, 0.32839246262720989, 0.31497054818467751]\n",
      "[G Epoch 43/50] [loss: -0.844184]\n",
      "epoch  10 gen:  [0.33552631578947406, 0.30614035087719282, 0.27083333333333304, 0.34858657167713525, 0.32839246262720989, 0.31512651397283686]\n",
      "[G Epoch 44/50] [loss: -0.964462]\n",
      "epoch  10 gen:  [0.33552631578947406, 0.30614035087719282, 0.27127192982456111, 0.34858657167713525, 0.3284250575226712, 0.31541437450940429]\n",
      "[G Epoch 45/50] [loss: -1.078469]\n",
      "epoch  10 gen:  [0.33552631578947406, 0.30614035087719282, 0.27105263157894705, 0.34858657167713525, 0.32839246262720989, 0.3152676695285434]\n",
      "[G Epoch 46/50] [loss: -1.029049]\n",
      "epoch  10 gen:  [0.33552631578947406, 0.30614035087719282, 0.27105263157894705, 0.34858657167713525, 0.32845765241813252, 0.31505788395419204]\n",
      "[G Epoch 47/50] [loss: -1.043682]\n",
      "epoch  10 gen:  [0.33552631578947406, 0.30614035087719282, 0.27127192982456111, 0.34858657167713525, 0.3284250575226712, 0.31517461518817119]\n",
      "[G Epoch 48/50] [loss: -1.063993]\n",
      "epoch  10 gen:  [0.33552631578947406, 0.30614035087719282, 0.27127192982456111, 0.34858657167713525, 0.3284250575226712, 0.3154417858985808]\n",
      "[G Epoch 49/50] [loss: -1.169873]\n",
      "epoch  10 gen:  [0.33552631578947406, 0.30614035087719282, 0.27105263157894705, 0.34858657167713525, 0.3284250575226712, 0.31505259288980741]\n",
      "[D Epoch 0/100] [loss: 0.669942]\n",
      "[D Epoch 1/100] [loss: 0.669799]\n",
      "[D Epoch 2/100] [loss: 0.669655]\n",
      "[D Epoch 3/100] [loss: 0.669510]\n",
      "[D Epoch 4/100] [loss: 0.669364]\n",
      "[D Epoch 5/100] [loss: 0.669218]\n",
      "[D Epoch 6/100] [loss: 0.669071]\n",
      "[D Epoch 7/100] [loss: 0.668923]\n",
      "[D Epoch 8/100] [loss: 0.668774]\n",
      "[D Epoch 9/100] [loss: 0.668624]\n",
      "[D Epoch 10/100] [loss: 0.668474]\n",
      "[D Epoch 11/100] [loss: 0.668323]\n",
      "[D Epoch 12/100] [loss: 0.668171]\n",
      "[D Epoch 13/100] [loss: 0.668018]\n",
      "[D Epoch 14/100] [loss: 0.667864]\n",
      "[D Epoch 15/100] [loss: 0.667710]\n",
      "[D Epoch 16/100] [loss: 0.667554]\n",
      "[D Epoch 17/100] [loss: 0.667398]\n",
      "[D Epoch 18/100] [loss: 0.667241]\n",
      "[D Epoch 19/100] [loss: 0.667083]\n",
      "[D Epoch 20/100] [loss: 0.666924]\n",
      "[D Epoch 21/100] [loss: 0.666764]\n",
      "[D Epoch 22/100] [loss: 0.666604]\n",
      "[D Epoch 23/100] [loss: 0.666443]\n",
      "[D Epoch 24/100] [loss: 0.666281]\n",
      "[D Epoch 25/100] [loss: 0.666118]\n",
      "[D Epoch 26/100] [loss: 0.665954]\n",
      "[D Epoch 27/100] [loss: 0.665789]\n",
      "[D Epoch 28/100] [loss: 0.665624]\n",
      "[D Epoch 29/100] [loss: 0.665458]\n",
      "[D Epoch 30/100] [loss: 0.665291]\n",
      "[D Epoch 31/100] [loss: 0.665122]\n",
      "[D Epoch 32/100] [loss: 0.664954]\n",
      "[D Epoch 33/100] [loss: 0.664784]\n",
      "[D Epoch 34/100] [loss: 0.664613]\n",
      "[D Epoch 35/100] [loss: 0.664441]\n",
      "[D Epoch 36/100] [loss: 0.664269]\n",
      "[D Epoch 37/100] [loss: 0.664096]\n",
      "[D Epoch 38/100] [loss: 0.663922]\n",
      "[D Epoch 39/100] [loss: 0.663746]\n",
      "[D Epoch 40/100] [loss: 0.663571]\n",
      "[D Epoch 41/100] [loss: 0.663394]\n",
      "[D Epoch 42/100] [loss: 0.663216]\n",
      "[D Epoch 43/100] [loss: 0.663038]\n",
      "[D Epoch 44/100] [loss: 0.662858]\n",
      "[D Epoch 45/100] [loss: 0.662678]\n",
      "[D Epoch 46/100] [loss: 0.662497]\n",
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      "[D Epoch 48/100] [loss: 0.662133]\n",
      "[D Epoch 49/100] [loss: 0.661949]\n",
      "[D Epoch 50/100] [loss: 0.661764]\n",
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      "[D Epoch 54/100] [loss: 0.661017]\n",
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      "[D Epoch 62/100] [loss: 0.659481]\n",
      "[D Epoch 63/100] [loss: 0.659285]\n",
      "[D Epoch 64/100] [loss: 0.659088]\n",
      "[D Epoch 65/100] [loss: 0.658890]\n",
      "[D Epoch 66/100] [loss: 0.658691]\n",
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      "[D Epoch 69/100] [loss: 0.658089]\n",
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      "[D Epoch 72/100] [loss: 0.657478]\n",
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      "[D Epoch 74/100] [loss: 0.657066]\n",
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      "[D Epoch 77/100] [loss: 0.656442]\n",
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      "[D Epoch 79/100] [loss: 0.656021]\n",
      "[D Epoch 80/100] [loss: 0.655810]\n",
      "[D Epoch 81/100] [loss: 0.655597]\n",
      "[D Epoch 82/100] [loss: 0.655383]\n",
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      "[D Epoch 85/100] [loss: 0.654737]\n",
      "[D Epoch 86/100] [loss: 0.654520]\n",
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      "[D Epoch 88/100] [loss: 0.654082]\n",
      "[D Epoch 89/100] [loss: 0.653862]\n",
      "[D Epoch 90/100] [loss: 0.653641]\n",
      "[D Epoch 91/100] [loss: 0.653419]\n",
      "[D Epoch 92/100] [loss: 0.653197]\n",
      "[D Epoch 93/100] [loss: 0.652973]\n",
      "[D Epoch 94/100] [loss: 0.652748]\n",
      "[D Epoch 95/100] [loss: 0.652522]\n",
      "[D Epoch 96/100] [loss: 0.652296]\n",
      "[D Epoch 97/100] [loss: 0.652068]\n",
      "[D Epoch 98/100] [loss: 0.651840]\n",
      "[D Epoch 99/100] [loss: 0.651610]\n",
      "[G Epoch 0/50] [loss: -0.803056]\n",
      "epoch  11 gen:  [0.33552631578947406, 0.30614035087719282, 0.27083333333333304, 0.34858657167713525, 0.3284250575226712, 0.3149216979599031]\n",
      "[G Epoch 1/50] [loss: -1.595883]\n",
      "epoch  11 gen:  [0.33552631578947406, 0.30570175438596475, 0.27083333333333304, 0.34858657167713525, 0.32813732708953014, 0.31490690662511595]\n",
      "[G Epoch 2/50] [loss: -0.806195]\n",
      "epoch  11 gen:  [0.33552631578947406, 0.30570175438596475, 0.27083333333333304, 0.34858657167713525, 0.32813732708953014, 0.31483171742696109]\n",
      "[G Epoch 3/50] [loss: -1.181740]\n",
      "epoch  11 gen:  [0.33552631578947406, 0.30614035087719277, 0.27105263157894705, 0.34858657167713525, 0.32839246262720989, 0.3149730882054913]\n",
      "[G Epoch 4/50] [loss: -1.369739]\n",
      "epoch  11 gen:  [0.33552631578947406, 0.30614035087719277, 0.27083333333333304, 0.34858657167713525, 0.3284250575226712, 0.31490900058680482]\n",
      "[G Epoch 5/50] [loss: -1.392520]\n",
      "epoch  11 gen:  [0.33552631578947406, 0.30614035087719277, 0.27083333333333304, 0.34858657167713525, 0.3284250575226712, 0.31490900058680482]\n",
      "[G Epoch 6/50] [loss: -1.233283]\n",
      "epoch  11 gen:  [0.33479532163742726, 0.30614035087719277, 0.27061403508771897, 0.34807201167053137, 0.32837349666128068, 0.31465331320324613]\n",
      "[G Epoch 7/50] [loss: -1.076676]\n",
      "epoch  11 gen:  [0.33552631578947401, 0.3057017543859647, 0.27061403508771897, 0.34872131410686008, 0.32826730391941628, 0.31475210048980773]\n",
      "[G Epoch 8/50] [loss: -1.058438]\n",
      "epoch  11 gen:  [0.33552631578947401, 0.3057017543859647, 0.27083333333333304, 0.34872131410686008, 0.32826730391941628, 0.31490024410463557]\n",
      "[G Epoch 9/50] [loss: -0.966934]\n",
      "epoch  11 gen:  [0.33552631578947401, 0.3057017543859647, 0.27083333333333304, 0.34872131410686008, 0.32826730391941628, 0.31489688491924378]\n",
      "[G Epoch 10/50] [loss: -0.986732]\n",
      "epoch  11 gen:  [0.33552631578947401, 0.30614035087719277, 0.27061403508771897, 0.34872131410686008, 0.32858762924801871, 0.31477649342501235]\n",
      "[G Epoch 11/50] [loss: -0.971964]\n",
      "epoch  11 gen:  [0.33552631578947401, 0.30614035087719277, 0.27061403508771897, 0.34872131410685997, 0.32858762924801876, 0.31481996147449198]\n",
      "[G Epoch 12/50] [loss: -1.796266]\n",
      "epoch  11 gen:  [0.33552631578947401, 0.30614035087719277, 0.27083333333333304, 0.34872131410685997, 0.32858762924801876, 0.31519424470117186]\n",
      "[G Epoch 13/50] [loss: -1.738192]\n",
      "epoch  11 gen:  [0.33552631578947401, 0.30614035087719277, 0.27149122807017512, 0.34872131410685997, 0.32858762924801876, 0.3155982622569371]\n",
      "[G Epoch 14/50] [loss: -1.117375]\n",
      "epoch  11 gen:  [0.33552631578947401, 0.30614035087719277, 0.27149122807017512, 0.34872131410686008, 0.32858762924801871, 0.31561164233633127]\n",
      "[G Epoch 15/50] [loss: -1.535032]\n",
      "epoch  11 gen:  [0.33552631578947401, 0.30614035087719277, 0.27083333333333298, 0.34872131410686008, 0.32858762924801871, 0.31517541413613753]\n",
      "[G Epoch 16/50] [loss: -1.176502]\n",
      "epoch  11 gen:  [0.33552631578947401, 0.30657894736842084, 0.27083333333333304, 0.34872131410686008, 0.32887535968115977, 0.31520821280724426]\n",
      "[G Epoch 17/50] [loss: -1.331402]\n",
      "epoch  11 gen:  [0.33479532163742726, 0.30657894736842084, 0.27039473684210497, 0.34820675410025614, 0.3288237988197692, 0.31488886963307183]\n",
      "[G Epoch 18/50] [loss: -1.606230]\n",
      "epoch  11 gen:  [0.33625730994152081, 0.30657894736842084, 0.26995614035087684, 0.34923587411346396, 0.32892692054255041, 0.31445733803508413]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[G Epoch 19/50] [loss: -1.482238]\n",
      "epoch  11 gen:  [0.33552631578947395, 0.30657894736842084, 0.27039473684210491, 0.34872131410686008, 0.32887535968115988, 0.31471475698942042]\n",
      "[G Epoch 20/50] [loss: -1.512121]\n",
      "epoch  11 gen:  [0.3347953216374272, 0.30614035087719277, 0.27039473684210491, 0.34820675410025614, 0.32853606838662819, 0.31464414612781622]\n",
      "[G Epoch 21/50] [loss: -1.322604]\n",
      "epoch  11 gen:  [0.3347953216374272, 0.30614035087719277, 0.27039473684210491, 0.34820675410025614, 0.32853606838662819, 0.31463140394856653]\n",
      "[G Epoch 22/50] [loss: -0.922538]\n",
      "epoch  11 gen:  [0.3347953216374272, 0.30614035087719277, 0.27105263157894705, 0.34820675410025614, 0.32853606838662819, 0.31506446141676187]\n",
      "[G Epoch 23/50] [loss: -1.327455]\n",
      "epoch  11 gen:  [0.3347953216374272, 0.3057017543859647, 0.27105263157894705, 0.34820675410025614, 0.32828093284894838, 0.31510234987696673]\n",
      "[G Epoch 24/50] [loss: -0.839654]\n",
      "epoch  11 gen:  [0.3340643274853804, 0.3057017543859647, 0.27127192982456111, 0.34769219409365226, 0.32819677709209644, 0.3151876912965032]\n",
      "[G Epoch 25/50] [loss: -1.093051]\n",
      "epoch  11 gen:  [0.3340643274853804, 0.3057017543859647, 0.27105263157894705, 0.34782693652337693, 0.32832675392198257, 0.31513951693591552]\n",
      "[G Epoch 26/50] [loss: -1.247699]\n",
      "epoch  11 gen:  [0.3340643274853804, 0.30614035087719277, 0.27105263157894699, 0.34782693652337693, 0.32858188945966238, 0.31510646941170561]\n",
      "[G Epoch 27/50] [loss: -1.233293]\n",
      "epoch  11 gen:  [0.3340643274853804, 0.30614035087719277, 0.27105263157894699, 0.34782693652337693, 0.32858188945966238, 0.31511928858004778]\n",
      "[G Epoch 28/50] [loss: -1.694747]\n",
      "epoch  11 gen:  [0.3340643274853804, 0.30526315789473663, 0.27105263157894699, 0.34782693652337693, 0.32803902348884151, 0.31512221328920531]\n",
      "[G Epoch 29/50] [loss: -1.729166]\n",
      "epoch  11 gen:  [0.3347953216374272, 0.30526315789473663, 0.27149122807017512, 0.34834149652998087, 0.32805798945477083, 0.3154091493624121]\n",
      "[G Epoch 30/50] [loss: -0.686082]\n",
      "epoch  11 gen:  [0.3347953216374272, 0.30570175438596475, 0.27127192982456111, 0.34834149652998087, 0.32831312499245058, 0.31527189391043553]\n",
      "[G Epoch 31/50] [loss: -1.626673]\n",
      "epoch  11 gen:  [0.33552631578947406, 0.30526315789473663, 0.27127192982456105, 0.34885605653658475, 0.32807695542069998, 0.31529309592250249]\n",
      "[G Epoch 32/50] [loss: -0.934697]\n",
      "epoch  11 gen:  [0.33552631578947406, 0.30570175438596475, 0.27105263157894705, 0.34885605653658475, 0.32836468585384115, 0.31516140088298844]\n",
      "[G Epoch 33/50] [loss: -1.016660]\n",
      "epoch  11 gen:  [0.3347953216374272, 0.30570175438596475, 0.27105263157894705, 0.34834149652998087, 0.32834571988791189, 0.31514948564723361]\n",
      "[G Epoch 34/50] [loss: -1.116386]\n",
      "epoch  11 gen:  [0.33552631578947406, 0.30570175438596475, 0.27105263157894705, 0.34885605653658475, 0.32842987564476378, 0.31520370459670743]\n",
      "[G Epoch 35/50] [loss: -1.435409]\n",
      "epoch  11 gen:  [0.33698830409356761, 0.30570175438596475, 0.27105263157894705, 0.34988517654979256, 0.32850040247208362, 0.31524615689533941]\n",
      "[G Epoch 36/50] [loss: -0.655412]\n",
      "epoch  11 gen:  [0.33625730994152087, 0.30570175438596475, 0.27149122807017512, 0.34937061654318868, 0.32844884161069299, 0.31572084248972743]\n",
      "[G Epoch 37/50] [loss: -1.662649]\n",
      "epoch  11 gen:  [0.33698830409356761, 0.30570175438596475, 0.27149122807017512, 0.3497504341200679, 0.32843561543312011, 0.31572946719375888]\n",
      "[G Epoch 38/50] [loss: -1.921920]\n",
      "epoch  11 gen:  [0.33698830409356761, 0.30526315789473663, 0.27149122807017512, 0.34988517654979256, 0.32814748224801987, 0.3157197973012425]\n",
      "[G Epoch 39/50] [loss: -1.033812]\n",
      "epoch  11 gen:  [0.33698830409356761, 0.30526315789473663, 0.27149122807017512, 0.35001991897951729, 0.3282448641824447, 0.3158061390012829]\n",
      "[G Epoch 40/50] [loss: -1.056057]\n",
      "epoch  11 gen:  [0.33771929824561436, 0.30526315789473663, 0.27105263157894705, 0.35053447898612122, 0.32829642504383533, 0.31555720074216631]\n",
      "[G Epoch 41/50] [loss: -1.295821]\n",
      "epoch  11 gen:  [0.33771929824561436, 0.30526315789473663, 0.27127192982456111, 0.35066922141584606, 0.32839380697826015, 0.31581173342720659]\n",
      "[G Epoch 42/50] [loss: -1.080137]\n",
      "epoch  11 gen:  [0.33771929824561436, 0.30482456140350861, 0.27083333333333298, 0.35066922141584606, 0.32807348164965777, 0.31519742635670533]\n",
      "[G Epoch 43/50] [loss: -0.939988]\n",
      "epoch  11 gen:  [0.33771929824561436, 0.30482456140350861, 0.27105263157894705, 0.35066922141584606, 0.32807348164965777, 0.31541627463223615]\n",
      "[G Epoch 44/50] [loss: -0.645688]\n",
      "epoch  11 gen:  [0.33552631578947406, 0.30482456140350861, 0.27083333333333304, 0.34912554139603436, 0.32791879906548599, 0.31517140151575973]\n",
      "[G Epoch 45/50] [loss: -1.804731]\n",
      "epoch  11 gen:  [0.33625730994152081, 0.30482456140350861, 0.27105263157894705, 0.34964010140263824, 0.32797035992687656, 0.31533098430190132]\n",
      "[G Epoch 46/50] [loss: -1.521621]\n",
      "epoch  11 gen:  [0.33552631578947406, 0.30482456140350861, 0.27149122807017512, 0.34912554139603436, 0.32791879906548599, 0.31558518771808775]\n",
      "[G Epoch 47/50] [loss: -1.165503]\n",
      "epoch  11 gen:  [0.33552631578947406, 0.30482456140350861, 0.27149122807017512, 0.34912554139603436, 0.3279513939609473, 0.31559427895618802]\n",
      "[G Epoch 48/50] [loss: -1.282949]\n",
      "epoch  11 gen:  [0.33552631578947406, 0.30482456140350861, 0.27127192982456111, 0.34899079896630952, 0.32788660692198379, 0.31540986806341903]\n",
      "[G Epoch 49/50] [loss: -1.313724]\n",
      "epoch  11 gen:  [0.33552631578947406, 0.30482456140350861, 0.27171052631578918, 0.34899079896630952, 0.32782141713106117, 0.31591360196459611]\n",
      "[D Epoch 0/100] [loss: 0.651380]\n",
      "[D Epoch 1/100] [loss: 0.651148]\n",
      "[D Epoch 2/100] [loss: 0.650916]\n",
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      "[D Epoch 4/100] [loss: 0.650449]\n",
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      "[D Epoch 6/100] [loss: 0.649978]\n",
      "[D Epoch 7/100] [loss: 0.649741]\n",
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      "[D Epoch 10/100] [loss: 0.649025]\n",
      "[D Epoch 11/100] [loss: 0.648785]\n",
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      "[D Epoch 13/100] [loss: 0.648301]\n",
      "[D Epoch 14/100] [loss: 0.648057]\n",
      "[D Epoch 15/100] [loss: 0.647813]\n",
      "[D Epoch 16/100] [loss: 0.647568]\n",
      "[D Epoch 17/100] [loss: 0.647322]\n",
      "[D Epoch 18/100] [loss: 0.647075]\n",
      "[D Epoch 19/100] [loss: 0.646827]\n",
      "[D Epoch 20/100] [loss: 0.646578]\n",
      "[D Epoch 21/100] [loss: 0.646328]\n",
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      "[D Epoch 28/100] [loss: 0.644555]\n",
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      "[D Epoch 37/100] [loss: 0.642209]\n",
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      "[D Epoch 39/100] [loss: 0.641677]\n",
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      "[D Epoch 41/100] [loss: 0.641141]\n",
      "[D Epoch 42/100] [loss: 0.640873]\n",
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      "[D Epoch 44/100] [loss: 0.640332]\n",
      "[D Epoch 45/100] [loss: 0.640060]\n",
      "[D Epoch 46/100] [loss: 0.639788]\n",
      "[D Epoch 47/100] [loss: 0.639514]\n",
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      "[D Epoch 50/100] [loss: 0.638688]\n",
      "[D Epoch 51/100] [loss: 0.638411]\n",
      "[D Epoch 52/100] [loss: 0.638133]\n",
      "[D Epoch 53/100] [loss: 0.637854]\n",
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      "[D Epoch 80/100] [loss: 0.629987]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[D Epoch 81/100] [loss: 0.629684]\n",
      "[D Epoch 82/100] [loss: 0.629380]\n",
      "[D Epoch 83/100] [loss: 0.629075]\n",
      "[D Epoch 84/100] [loss: 0.628769]\n",
      "[D Epoch 85/100] [loss: 0.628462]\n",
      "[D Epoch 86/100] [loss: 0.628155]\n",
      "[D Epoch 87/100] [loss: 0.627847]\n",
      "[D Epoch 88/100] [loss: 0.627537]\n",
      "[D Epoch 89/100] [loss: 0.627227]\n",
      "[D Epoch 90/100] [loss: 0.626917]\n",
      "[D Epoch 91/100] [loss: 0.626605]\n",
      "[D Epoch 92/100] [loss: 0.626293]\n",
      "[D Epoch 93/100] [loss: 0.625979]\n",
      "[D Epoch 94/100] [loss: 0.625665]\n",
      "[D Epoch 95/100] [loss: 0.625350]\n",
      "[D Epoch 96/100] [loss: 0.625034]\n",
      "[D Epoch 97/100] [loss: 0.624718]\n",
      "[D Epoch 98/100] [loss: 0.624400]\n",
      "[D Epoch 99/100] [loss: 0.624082]\n",
      "[G Epoch 0/50] [loss: -1.370675]\n",
      "epoch  12 gen:  [0.33552631578947406, 0.30526315789473663, 0.27127192982456111, 0.34899079896630952, 0.32814174245966354, 0.31565559716967667]\n",
      "[G Epoch 1/50] [loss: -1.130915]\n",
      "epoch  12 gen:  [0.33552631578947406, 0.30482456140350861, 0.27192982456140319, 0.34899079896630952, 0.32788660692198379, 0.31608913985130921]\n",
      "[G Epoch 2/50] [loss: -1.177742]\n",
      "epoch  12 gen:  [0.33552631578947406, 0.30482456140350861, 0.27171052631578912, 0.34899079896630952, 0.32788660692198379, 0.31596117073357216]\n",
      "[G Epoch 3/50] [loss: -0.508818]\n",
      "epoch  12 gen:  [0.33552631578947406, 0.30438596491228054, 0.27192982456140319, 0.34899079896630952, 0.32759887648884267, 0.3160846378101318]\n",
      "[G Epoch 4/50] [loss: -0.869328]\n",
      "epoch  12 gen:  [0.33552631578947406, 0.30438596491228054, 0.27149122807017517, 0.34899079896630952, 0.32759887648884267, 0.31554781154884759]\n",
      "[G Epoch 5/50] [loss: -1.242962]\n",
      "epoch  12 gen:  [0.33552631578947406, 0.30438596491228054, 0.27127192982456111, 0.34899079896630952, 0.32759887648884267, 0.31542269169625792]\n",
      "[G Epoch 6/50] [loss: -1.204433]\n",
      "epoch  12 gen:  [0.33552631578947406, 0.30482456140350861, 0.27127192982456111, 0.34899079896630952, 0.32788660692198379, 0.31543170795373049]\n",
      "[G Epoch 7/50] [loss: -1.244253]\n",
      "epoch  12 gen:  [0.33625730994152081, 0.30438596491228054, 0.27171052631578912, 0.34950535897291346, 0.32761784245477193, 0.31571839067644097]\n",
      "[G Epoch 8/50] [loss: -1.362515]\n",
      "epoch  12 gen:  [0.33552631578947401, 0.30482456140350861, 0.27192982456140319, 0.34899079896630952, 0.32782141713106111, 0.31608165274959366]\n",
      "[G Epoch 9/50] [loss: -1.236367]\n",
      "epoch  12 gen:  [0.33552631578947401, 0.30482456140350861, 0.27127192982456111, 0.34899079896630952, 0.32788660692198379, 0.31544927632288283]\n",
      "[G Epoch 10/50] [loss: -1.348836]\n",
      "epoch  12 gen:  [0.33552631578947401, 0.30482456140350861, 0.27149122807017512, 0.34899079896630952, 0.32788660692198379, 0.31558135502290102]\n",
      "[G Epoch 11/50] [loss: -1.357336]\n",
      "epoch  12 gen:  [0.33552631578947401, 0.30394736842105252, 0.27149122807017512, 0.34899079896630952, 0.32724595626477887, 0.3154927304188142]\n",
      "[G Epoch 12/50] [loss: -1.202983]\n",
      "epoch  12 gen:  [0.33625730994152081, 0.30438596491228054, 0.2710526315789471, 0.34950535897291346, 0.32761784245477193, 0.31527812893228224]\n",
      "[G Epoch 13/50] [loss: -1.862144]\n",
      "epoch  12 gen:  [0.33552631578947401, 0.30350877192982445, 0.27149122807017512, 0.34899079896630952, 0.32699082072709912, 0.31551260604135212]\n",
      "[G Epoch 14/50] [loss: -0.735680]\n",
      "epoch  12 gen:  [0.33552631578947401, 0.30394736842105252, 0.27149122807017512, 0.34899079896630952, 0.32721336136931756, 0.31530641799829795]\n",
      "[G Epoch 15/50] [loss: -1.356274]\n",
      "epoch  12 gen:  [0.33552631578947406, 0.30438596491228054, 0.27171052631578912, 0.34885605653658475, 0.32743630476349517, 0.31543835072522891]\n",
      "[G Epoch 16/50] [loss: -1.212244]\n",
      "epoch  12 gen:  [0.33625730994152081, 0.30438596491228054, 0.27149122807017512, 0.34937061654318868, 0.32745527072942449, 0.31531113906701091]\n",
      "[G Epoch 17/50] [loss: -1.785259]\n",
      "epoch  12 gen:  [0.33698830409356761, 0.30438596491228054, 0.27149122807017512, 0.34988517654979268, 0.32747423669535375, 0.31529337892970621]\n",
      "[G Epoch 18/50] [loss: -1.363200]\n",
      "epoch  12 gen:  [0.33625730994152087, 0.30526315789473663, 0.27171052631578918, 0.34937061654318874, 0.32806332649116798, 0.31562351306074266]\n",
      "[G Epoch 19/50] [loss: -0.657720]\n",
      "epoch  12 gen:  [0.33552631578947406, 0.30526315789473663, 0.27192982456140319, 0.34885605653658475, 0.32797917073431604, 0.31571116296280272]\n",
      "[G Epoch 20/50] [loss: -1.084444]\n",
      "epoch  12 gen:  [0.33698830409356761, 0.30526315789473663, 0.27171052631578918, 0.34988517654979268, 0.3280822924570973, 0.31565855724484404]\n",
      "[G Epoch 21/50] [loss: -1.061722]\n",
      "epoch  12 gen:  [0.33698830409356761, 0.30570175438596475, 0.27171052631578918, 0.34988517654979268, 0.32837002289023837, 0.31567615187728321]\n",
      "[G Epoch 22/50] [loss: -1.253412]\n",
      "epoch  12 gen:  [0.33698830409356761, 0.30526315789473663, 0.27192982456140319, 0.34988517654979268, 0.3280822924570973, 0.31583785677313797]\n",
      "[G Epoch 23/50] [loss: -1.049270]\n",
      "epoch  12 gen:  [0.33698830409356761, 0.30526315789473663, 0.2721491228070172, 0.34988517654979268, 0.32804969756163599, 0.31596863436945793]\n",
      "[G Epoch 24/50] [loss: -1.565180]\n",
      "epoch  12 gen:  [0.33698830409356761, 0.30526315789473663, 0.27192982456140319, 0.35001991897951734, 0.32814707949606076, 0.31586286029515531]\n",
      "[G Epoch 25/50] [loss: -1.316461]\n",
      "epoch  12 gen:  [0.33698830409356761, 0.30526315789473663, 0.2721491228070172, 0.35001991897951734, 0.32814707949606076, 0.31599216939233465]\n",
      "[G Epoch 26/50] [loss: -1.581363]\n",
      "epoch  12 gen:  [0.33698830409356761, 0.30482456140350861, 0.2721491228070172, 0.34988517654979268, 0.32776196712849481, 0.31591169405641845]\n",
      "[G Epoch 27/50] [loss: -1.925850]\n",
      "epoch  12 gen:  [0.33698830409356761, 0.30526315789473663, 0.27171052631578918, 0.34988517654979268, 0.3280822924570973, 0.31564205179252047]\n",
      "[G Epoch 28/50] [loss: -1.571564]\n",
      "epoch  12 gen:  [0.33698830409356761, 0.30526315789473663, 0.27171052631578918, 0.35001991897951734, 0.32821226928698349, 0.31572115783514482]\n",
      "[G Epoch 29/50] [loss: -1.394929]\n",
      "epoch  12 gen:  [0.33698830409356761, 0.30570175438596475, 0.2721491228070172, 0.35001991897951734, 0.32849999972012456, 0.31602950225797533]\n",
      "[G Epoch 30/50] [loss: -1.365377]\n",
      "epoch  12 gen:  [0.33698830409356761, 0.30526315789473663, 0.27149122807017512, 0.35001991897951734, 0.32817967439152207, 0.31539851173122679]\n",
      "[G Epoch 31/50] [loss: -1.634055]\n",
      "epoch  12 gen:  [0.33698830409356761, 0.30438596491228054, 0.27192982456140319, 0.34988517654979268, 0.32757202138173774, 0.31563414459794165]\n",
      "[G Epoch 32/50] [loss: -0.880241]\n",
      "epoch  12 gen:  [0.33698830409356761, 0.30482456140350861, 0.27192982456140319, 0.34988517654979268, 0.3278271569194175, 0.31579991669724344]\n",
      "[G Epoch 33/50] [loss: -1.277976]\n",
      "epoch  12 gen:  [0.33552631578947395, 0.30526315789473663, 0.27171052631578912, 0.34885605653658475, 0.32797917073431609, 0.31541356339088072]\n",
      "[G Epoch 34/50] [loss: -1.231325]\n",
      "epoch  12 gen:  [0.33552631578947395, 0.30438596491228054, 0.27171052631578912, 0.34885605653658475, 0.32743630476349528, 0.31540513257816588]\n",
      "[G Epoch 35/50] [loss: -1.258728]\n",
      "epoch  12 gen:  [0.33552631578947395, 0.30438596491228054, 0.27192982456140313, 0.34872131410686008, 0.32730156233377056, 0.31543350787802232]\n",
      "[G Epoch 36/50] [loss: -1.149601]\n",
      "epoch  12 gen:  [0.33552631578947395, 0.30394736842105252, 0.27192982456140313, 0.34872131410686008, 0.32701383190062938, 0.31540190123153611]\n",
      "[G Epoch 37/50] [loss: -2.011184]\n",
      "epoch  12 gen:  [0.33552631578947395, 0.30438596491228054, 0.27192982456140313, 0.34872131410686008, 0.32733415722923187, 0.31544297196800752]\n",
      "[G Epoch 38/50] [loss: -1.280944]\n",
      "epoch  12 gen:  [0.33625730994152075, 0.30438596491228054, 0.27192982456140313, 0.34923587411346402, 0.32738571809062245, 0.31548220651632974]\n",
      "[G Epoch 39/50] [loss: -1.658707]\n",
      "epoch  12 gen:  [0.33625730994152075, 0.30438596491228054, 0.2721491228070172, 0.34923587411346402, 0.32738571809062245, 0.3156269909457658]\n",
      "[G Epoch 40/50] [loss: -0.923828]\n",
      "epoch  12 gen:  [0.33625730994152075, 0.30394736842105252, 0.27192982456140308, 0.34923587411346402, 0.32706539276202001, 0.31544143173825118]\n",
      "[G Epoch 41/50] [loss: -1.437992]\n",
      "epoch  12 gen:  [0.33625730994152075, 0.30438596491228054, 0.27214912280701714, 0.34923587411346402, 0.32732052829969982, 0.31556762338660993]\n",
      "[G Epoch 42/50] [loss: -1.925899]\n",
      "epoch  12 gen:  [0.33625730994152075, 0.30482456140350861, 0.27171052631578907, 0.34923587411346402, 0.32764085362830225, 0.31529473027791982]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[G Epoch 43/50] [loss: -0.793249]\n",
      "epoch  12 gen:  [0.3369883040935675, 0.30526315789473663, 0.27149122807017501, 0.34975043412006795, 0.32794755002737264, 0.31522401510638676]\n",
      "[G Epoch 44/50] [loss: -1.124830]\n",
      "epoch  12 gen:  [0.33625730994152075, 0.30482456140350861, 0.27149122807017501, 0.34923587411346402, 0.32757566383737963, 0.31513261186405633]\n",
      "[G Epoch 45/50] [loss: -1.349288]\n",
      "epoch  12 gen:  [0.33625730994152075, 0.30394736842105252, 0.271271929824561, 0.34923587411346402, 0.32706539276202001, 0.31499683658672073]\n",
      "[G Epoch 46/50] [loss: -1.078575]\n",
      "epoch  12 gen:  [0.33552631578947395, 0.30438596491228054, 0.27149122807017501, 0.34872131410686014, 0.32723637254284788, 0.31507165381630542]\n",
      "[G Epoch 47/50] [loss: -1.218204]\n",
      "epoch  12 gen:  [0.33552631578947395, 0.30438596491228054, 0.27149122807017501, 0.34885605653658486, 0.32740370986803385, 0.31526235315484297]\n",
      "[G Epoch 48/50] [loss: -0.942908]\n",
      "epoch  12 gen:  [0.33552631578947395, 0.30438596491228054, 0.27149122807017506, 0.34872131410686014, 0.32736675212469313, 0.31520484838582946]\n",
      "[G Epoch 49/50] [loss: -1.062755]\n",
      "epoch  12 gen:  [0.33552631578947395, 0.30438596491228054, 0.27171052631578907, 0.34872131410686014, 0.32733415722923181, 0.31536217724332882]\n",
      "[D Epoch 0/100] [loss: 0.623763]\n",
      "[D Epoch 1/100] [loss: 0.623443]\n",
      "[D Epoch 2/100] [loss: 0.623123]\n",
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      "[D Epoch 5/100] [loss: 0.622157]\n",
      "[D Epoch 6/100] [loss: 0.621833]\n",
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      "[D Epoch 8/100] [loss: 0.621184]\n",
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      "[D Epoch 10/100] [loss: 0.620531]\n",
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      "[D Epoch 13/100] [loss: 0.619547]\n",
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      "[D Epoch 33/100] [loss: 0.612813]\n",
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      "[D Epoch 39/100] [loss: 0.610738]\n",
      "[D Epoch 40/100] [loss: 0.610390]\n",
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      "[D Epoch 48/100] [loss: 0.607584]\n",
      "[D Epoch 49/100] [loss: 0.607230]\n",
      "[D Epoch 50/100] [loss: 0.606875]\n",
      "[D Epoch 51/100] [loss: 0.606520]\n",
      "[D Epoch 52/100] [loss: 0.606165]\n",
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      "[D Epoch 54/100] [loss: 0.605452]\n",
      "[D Epoch 55/100] [loss: 0.605095]\n",
      "[D Epoch 56/100] [loss: 0.604737]\n",
      "[D Epoch 57/100] [loss: 0.604378]\n",
      "[D Epoch 58/100] [loss: 0.604019]\n",
      "[D Epoch 59/100] [loss: 0.603659]\n",
      "[D Epoch 60/100] [loss: 0.603299]\n",
      "[D Epoch 61/100] [loss: 0.602938]\n",
      "[D Epoch 62/100] [loss: 0.602576]\n",
      "[D Epoch 63/100] [loss: 0.602214]\n",
      "[D Epoch 64/100] [loss: 0.601852]\n",
      "[D Epoch 65/100] [loss: 0.601489]\n",
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      "[D Epoch 69/100] [loss: 0.600031]\n",
      "[D Epoch 70/100] [loss: 0.599666]\n",
      "[D Epoch 71/100] [loss: 0.599300]\n",
      "[D Epoch 72/100] [loss: 0.598933]\n",
      "[D Epoch 73/100] [loss: 0.598566]\n",
      "[D Epoch 74/100] [loss: 0.598198]\n",
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      "[D Epoch 76/100] [loss: 0.597461]\n",
      "[D Epoch 77/100] [loss: 0.597092]\n",
      "[D Epoch 78/100] [loss: 0.596723]\n",
      "[D Epoch 79/100] [loss: 0.596353]\n",
      "[D Epoch 80/100] [loss: 0.595982]\n",
      "[D Epoch 81/100] [loss: 0.595611]\n",
      "[D Epoch 82/100] [loss: 0.595240]\n",
      "[D Epoch 83/100] [loss: 0.594868]\n",
      "[D Epoch 84/100] [loss: 0.594495]\n",
      "[D Epoch 85/100] [loss: 0.594123]\n",
      "[D Epoch 86/100] [loss: 0.593749]\n",
      "[D Epoch 87/100] [loss: 0.593375]\n",
      "[D Epoch 88/100] [loss: 0.593001]\n",
      "[D Epoch 89/100] [loss: 0.592627]\n",
      "[D Epoch 90/100] [loss: 0.592252]\n",
      "[D Epoch 91/100] [loss: 0.591876]\n",
      "[D Epoch 92/100] [loss: 0.591500]\n",
      "[D Epoch 93/100] [loss: 0.591124]\n",
      "[D Epoch 94/100] [loss: 0.590747]\n",
      "[D Epoch 95/100] [loss: 0.590370]\n",
      "[D Epoch 96/100] [loss: 0.589992]\n",
      "[D Epoch 97/100] [loss: 0.589614]\n",
      "[D Epoch 98/100] [loss: 0.589236]\n",
      "[D Epoch 99/100] [loss: 0.588857]\n",
      "[G Epoch 0/50] [loss: -1.432723]\n",
      "epoch  13 gen:  [0.33552631578947395, 0.30438596491228054, 0.27171052631578907, 0.34872131410686014, 0.32726896743830919, 0.31529535621173183]\n",
      "[G Epoch 1/50] [loss: -1.811307]\n",
      "epoch  13 gen:  [0.33625730994152075, 0.30438596491228054, 0.27192982456140313, 0.34910113168373924, 0.32722314636527494, 0.31535821084143123]\n",
      "[G Epoch 2/50] [loss: -0.941975]\n",
      "epoch  13 gen:  [0.33625730994152075, 0.30394736842105252, 0.2721491228070172, 0.34923587411346402, 0.32713058255294264, 0.31564377628401347]\n",
      "[G Epoch 3/50] [loss: -1.496907]\n",
      "epoch  13 gen:  [0.33771929824561431, 0.30350877192982445, 0.27171052631578907, 0.35026499412667178, 0.32691337894712141, 0.31541948446379231]\n",
      "[G Epoch 4/50] [loss: -0.569907]\n",
      "epoch  13 gen:  [0.33771929824561431, 0.30350877192982445, 0.27192982456140313, 0.35026499412667178, 0.32691337894712141, 0.31555900373615847]\n",
      "[G Epoch 5/50] [loss: -1.160864]\n",
      "epoch  13 gen:  [0.3369883040935675, 0.30350877192982445, 0.27214912280701714, 0.34988517654979268, 0.32695920002015566, 0.31572706572501164]\n",
      "[G Epoch 6/50] [loss: -1.739114]\n",
      "epoch  13 gen:  [0.33771929824561431, 0.30350877192982445, 0.27192982456140313, 0.35039973655639656, 0.32694557109062361, 0.31555903763308785]\n",
      "[G Epoch 7/50] [loss: -1.590941]\n",
      "epoch  13 gen:  [0.33625730994152075, 0.30350877192982445, 0.27192982456140313, 0.34937061654318874, 0.32690763915876508, 0.31552307074068503]\n",
      "[G Epoch 8/50] [loss: -1.258400]\n",
      "epoch  13 gen:  [0.3369883040935675, 0.30350877192982445, 0.27171052631578912, 0.34975043412006795, 0.32686181808573084, 0.31536801765646516]\n",
      "[G Epoch 9/50] [loss: -1.024754]\n",
      "epoch  13 gen:  [0.33771929824561436, 0.30350877192982445, 0.27192982456140313, 0.35039973655639656, 0.32701076088154624, 0.31559386422281427]\n",
      "[G Epoch 10/50] [loss: -1.904289]\n",
      "epoch  13 gen:  [0.33771929824561436, 0.30350877192982445, 0.27171052631578912, 0.35039973655639656, 0.32701076088154624, 0.31547286220701237]\n",
      "[G Epoch 11/50] [loss: -1.051105]\n",
      "epoch  13 gen:  [0.33771929824561436, 0.30350877192982445, 0.27171052631578912, 0.35039973655639656, 0.32704335577700755, 0.31551868866576127]\n",
      "[G Epoch 12/50] [loss: -1.716435]\n",
      "epoch  13 gen:  [0.33771929824561436, 0.30350877192982445, 0.27149122807017512, 0.35039973655639656, 0.32704335577700755, 0.31537916939339516]\n",
      "[G Epoch 13/50] [loss: -1.020415]\n",
      "epoch  13 gen:  [0.33845029239766111, 0.30350877192982445, 0.2723684210526312, 0.35091429656300049, 0.32706232174293687, 0.3159257717851866]\n",
      "[G Epoch 14/50] [loss: -0.835342]\n",
      "epoch  13 gen:  [0.33845029239766111, 0.30350877192982445, 0.27192982456140313, 0.35091429656300049, 0.32709491663839818, 0.31567892522988539]\n",
      "[G Epoch 15/50] [loss: -1.152290]\n",
      "epoch  13 gen:  [0.33845029239766111, 0.30394736842105252, 0.27192982456140313, 0.35091429656300049, 0.32738264707153925, 0.31573070743304088]\n",
      "[G Epoch 16/50] [loss: -1.637234]\n",
      "epoch  13 gen:  [0.33845029239766111, 0.30394736842105252, 0.27171052631578912, 0.35091429656300049, 0.32735005217607793, 0.3155631140080315]\n",
      "[G Epoch 17/50] [loss: -1.647987]\n",
      "epoch  13 gen:  [0.33845029239766111, 0.30394736842105252, 0.27171052631578912, 0.35091429656300049, 0.32738264707153925, 0.31560942265523262]\n",
      "[G Epoch 18/50] [loss: -1.307666]\n",
      "epoch  13 gen:  [0.33845029239766111, 0.30350877192982445, 0.27192982456140313, 0.35091429656300049, 0.32709491663839818, 0.31573992567012615]\n",
      "[G Epoch 19/50] [loss: -1.469218]\n",
      "epoch  13 gen:  [0.33771929824561436, 0.30394736842105252, 0.27171052631578912, 0.35039973655639656, 0.32729849131468736, 0.31555996907503636]\n",
      "[G Epoch 20/50] [loss: -0.932452]\n",
      "epoch  13 gen:  [0.33771929824561436, 0.30350877192982445, 0.27214912280701714, 0.35039973655639656, 0.32697816598608492, 0.31577258964261845]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[G Epoch 21/50] [loss: -1.222988]\n",
      "epoch  13 gen:  [0.33771929824561436, 0.30350877192982445, 0.27192982456140319, 0.35039973655639656, 0.32701076088154624, 0.31565303020249136]\n",
      "[G Epoch 22/50] [loss: -0.925465]\n",
      "epoch  13 gen:  [0.33771929824561436, 0.30394736842105252, 0.27171052631578912, 0.35039973655639656, 0.3272984913146873, 0.31551035473066114]\n",
      "[G Epoch 23/50] [loss: -0.875251]\n",
      "epoch  13 gen:  [0.33771929824561436, 0.30394736842105252, 0.27149122807017512, 0.35039973655639656, 0.3272984913146873, 0.31537173775693295]\n",
      "[G Epoch 24/50] [loss: -0.888614]\n",
      "epoch  13 gen:  [0.33845029239766111, 0.30394736842105252, 0.27171052631578912, 0.35091429656300049, 0.32738264707153925, 0.315579757754885]\n",
      "[G Epoch 25/50] [loss: -1.601693]\n",
      "epoch  13 gen:  [0.33845029239766111, 0.30394736842105252, 0.27149122807017512, 0.35091429656300049, 0.32738264707153925, 0.31544023848251884]\n",
      "[G Epoch 26/50] [loss: -1.118327]\n",
      "epoch  13 gen:  [0.33845029239766111, 0.30350877192982445, 0.27171052631578912, 0.35077955413327566, 0.32703012959943467, 0.31577612872870009]\n",
      "[G Epoch 27/50] [loss: -0.746963]\n",
      "epoch  13 gen:  [0.33845029239766111, 0.30263157894736831, 0.27171052631578912, 0.35091429656300049, 0.32648686087665463, 0.31573359443393267]\n",
      "[G Epoch 28/50] [loss: -1.232936]\n",
      "epoch  13 gen:  [0.33771929824561436, 0.30307017543859638, 0.27192982456140319, 0.35039973655639656, 0.32675562534386648, 0.3159156851302134]\n",
      "[G Epoch 29/50] [loss: -1.084258]\n",
      "epoch  13 gen:  [0.33771929824561436, 0.30350877192982445, 0.27149122807017512, 0.35039973655639656, 0.32697816598608487, 0.31559837407030805]\n",
      "[G Epoch 30/50] [loss: -0.651303]\n",
      "epoch  13 gen:  [0.33698830409356761, 0.30394736842105252, 0.27149122807017512, 0.34988517654979268, 0.32724693045329667, 0.31560319703403672]\n",
      "[G Epoch 31/50] [loss: -0.975510]\n",
      "epoch  13 gen:  [0.33698830409356761, 0.30350877192982445, 0.27192982456140319, 0.34988517654979268, 0.3269592000201556, 0.31588496284819517]\n",
      "[G Epoch 32/50] [loss: -1.427236]\n",
      "epoch  13 gen:  [0.33625730994152081, 0.30350877192982445, 0.2721491228070172, 0.34923587411346396, 0.32681025722434026, 0.31596066856675903]\n",
      "[G Epoch 33/50] [loss: -0.769210]\n",
      "epoch  13 gen:  [0.33698830409356756, 0.30350877192982445, 0.27171052631578912, 0.34988517654979268, 0.32695920002015566, 0.31575810920805869]\n",
      "[G Epoch 34/50] [loss: -1.411738]\n",
      "epoch  13 gen:  [0.33625730994152081, 0.30350877192982445, 0.2721491228070172, 0.34937061654318874, 0.32687504426330372, 0.31597442210451948]\n",
      "[G Epoch 35/50] [loss: -1.230347]\n",
      "epoch  13 gen:  [0.33698830409356761, 0.30350877192982445, 0.27171052631578912, 0.34988517654979268, 0.3269592000201556, 0.3157384447330252]\n",
      "[G Epoch 36/50] [loss: -1.357959]\n",
      "epoch  13 gen:  [0.33698830409356761, 0.30350877192982445, 0.27171052631578912, 0.34988517654979268, 0.3269592000201556, 0.315747069075487]\n",
      "[G Epoch 37/50] [loss: -1.062115]\n",
      "epoch  13 gen:  [0.33771929824561436, 0.30350877192982445, 0.27149122807017512, 0.35039973655639656, 0.32701076088154624, 0.31564100927412858]\n",
      "[G Epoch 38/50] [loss: -1.362778]\n",
      "epoch  13 gen:  [0.33698830409356761, 0.30307017543859632, 0.27171052631578918, 0.34988517654979268, 0.32667146958701454, 0.31571976548536457]\n",
      "[G Epoch 39/50] [loss: -1.450062]\n",
      "epoch  13 gen:  [0.33698830409356761, 0.30350877192982445, 0.27192982456140319, 0.34988517654979268, 0.3269592000201556, 0.31587265414398308]\n",
      "[G Epoch 40/50] [loss: -1.252354]\n",
      "epoch  13 gen:  [0.33698830409356761, 0.30350877192982445, 0.27280701754385928, 0.34988517654979268, 0.3269592000201556, 0.31640637428730717]\n",
      "[G Epoch 41/50] [loss: -0.680674]\n",
      "epoch  13 gen:  [0.33698830409356761, 0.30307017543859632, 0.27302631578947334, 0.34975043412006795, 0.3265414927571284, 0.31642242479605959]\n",
      "[G Epoch 42/50] [loss: -1.119909]\n",
      "epoch  13 gen:  [0.33698830409356761, 0.30307017543859632, 0.27258771929824521, 0.34988517654979268, 0.32663887469155323, 0.31615424878989312]\n",
      "[G Epoch 43/50] [loss: -1.317890]\n",
      "epoch  13 gen:  [0.33771929824561436, 0.30307017543859632, 0.27280701754385928, 0.35039973655639656, 0.32669043555294386, 0.31646443522121837]\n",
      "[G Epoch 44/50] [loss: -1.287758]\n",
      "epoch  13 gen:  [0.33771929824561436, 0.30263157894736831, 0.27280701754385928, 0.35039973655639656, 0.32640270511980268, 0.31646238606568083]\n",
      "[G Epoch 45/50] [loss: -1.095532]\n",
      "epoch  13 gen:  [0.33771929824561436, 0.30307017543859632, 0.27280701754385928, 0.35039973655639656, 0.32669043555294386, 0.31648272255386822]\n",
      "[G Epoch 46/50] [loss: -1.418186]\n",
      "epoch  13 gen:  [0.33698830409356761, 0.30307017543859632, 0.27302631578947334, 0.34988517654979268, 0.32660627979609197, 0.31655233476765521]\n",
      "[G Epoch 47/50] [loss: -1.377682]\n",
      "epoch  13 gen:  [0.33698830409356761, 0.30350877192982445, 0.27302631578947328, 0.34988517654979268, 0.32689401022923303, 0.31644095864887534]\n",
      "[G Epoch 48/50] [loss: -1.066805]\n",
      "epoch  13 gen:  [0.33698830409356761, 0.30350877192982445, 0.27302631578947334, 0.34988517654979268, 0.32689401022923303, 0.31660252153823676]\n",
      "[G Epoch 49/50] [loss: -1.382089]\n",
      "epoch  13 gen:  [0.33771929824561436, 0.30350877192982439, 0.27324561403508735, 0.35039973655639656, 0.32694557109062361, 0.31679079601232252]\n",
      "[D Epoch 0/100] [loss: 0.588478]\n",
      "[D Epoch 1/100] [loss: 0.588099]\n",
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      "[D Epoch 33/100] [loss: 0.575786]\n",
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      "[D Epoch 35/100] [loss: 0.575008]\n",
      "[D Epoch 36/100] [loss: 0.574618]\n",
      "[D Epoch 37/100] [loss: 0.574229]\n",
      "[D Epoch 38/100] [loss: 0.573839]\n",
      "[D Epoch 39/100] [loss: 0.573449]\n",
      "[D Epoch 40/100] [loss: 0.573059]\n",
      "[D Epoch 41/100] [loss: 0.572668]\n",
      "[D Epoch 42/100] [loss: 0.572278]\n",
      "[D Epoch 43/100] [loss: 0.571887]\n",
      "[D Epoch 44/100] [loss: 0.571497]\n",
      "[D Epoch 45/100] [loss: 0.571106]\n",
      "[D Epoch 46/100] [loss: 0.570715]\n",
      "[D Epoch 47/100] [loss: 0.570324]\n",
      "[D Epoch 48/100] [loss: 0.569932]\n",
      "[D Epoch 49/100] [loss: 0.569541]\n",
      "[D Epoch 50/100] [loss: 0.569149]\n",
      "[D Epoch 51/100] [loss: 0.568758]\n",
      "[D Epoch 52/100] [loss: 0.568366]\n",
      "[D Epoch 53/100] [loss: 0.567974]\n",
      "[D Epoch 54/100] [loss: 0.567582]\n",
      "[D Epoch 55/100] [loss: 0.567190]\n",
      "[D Epoch 56/100] [loss: 0.566797]\n",
      "[D Epoch 57/100] [loss: 0.566405]\n",
      "[D Epoch 58/100] [loss: 0.566013]\n",
      "[D Epoch 59/100] [loss: 0.565620]\n",
      "[D Epoch 60/100] [loss: 0.565227]\n",
      "[D Epoch 61/100] [loss: 0.564834]\n",
      "[D Epoch 62/100] [loss: 0.564442]\n",
      "[D Epoch 63/100] [loss: 0.564049]\n",
      "[D Epoch 64/100] [loss: 0.563655]\n",
      "[D Epoch 65/100] [loss: 0.563262]\n",
      "[D Epoch 66/100] [loss: 0.562869]\n",
      "[D Epoch 67/100] [loss: 0.562476]\n",
      "[D Epoch 68/100] [loss: 0.562083]\n",
      "[D Epoch 69/100] [loss: 0.561689]\n",
      "[D Epoch 70/100] [loss: 0.561296]\n",
      "[D Epoch 71/100] [loss: 0.560903]\n",
      "[D Epoch 72/100] [loss: 0.560510]\n",
      "[D Epoch 73/100] [loss: 0.560117]\n",
      "[D Epoch 74/100] [loss: 0.559723]\n",
      "[D Epoch 75/100] [loss: 0.559330]\n",
      "[D Epoch 76/100] [loss: 0.558937]\n",
      "[D Epoch 77/100] [loss: 0.558544]\n",
      "[D Epoch 78/100] [loss: 0.558151]\n",
      "[D Epoch 79/100] [loss: 0.557757]\n",
      "[D Epoch 80/100] [loss: 0.557364]\n",
      "[D Epoch 81/100] [loss: 0.556971]\n",
      "[D Epoch 82/100] [loss: 0.556578]\n",
      "[D Epoch 83/100] [loss: 0.556185]\n",
      "[D Epoch 84/100] [loss: 0.555792]\n",
      "[D Epoch 85/100] [loss: 0.555399]\n",
      "[D Epoch 86/100] [loss: 0.555006]\n",
      "[D Epoch 87/100] [loss: 0.554613]\n",
      "[D Epoch 88/100] [loss: 0.554220]\n",
      "[D Epoch 89/100] [loss: 0.553828]\n",
      "[D Epoch 90/100] [loss: 0.553435]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[D Epoch 91/100] [loss: 0.553042]\n",
      "[D Epoch 92/100] [loss: 0.552650]\n",
      "[D Epoch 93/100] [loss: 0.552257]\n",
      "[D Epoch 94/100] [loss: 0.551865]\n",
      "[D Epoch 95/100] [loss: 0.551473]\n",
      "[D Epoch 96/100] [loss: 0.551080]\n",
      "[D Epoch 97/100] [loss: 0.550688]\n",
      "[D Epoch 98/100] [loss: 0.550296]\n",
      "[D Epoch 99/100] [loss: 0.549904]\n",
      "[G Epoch 0/50] [loss: -1.818725]\n",
      "epoch  14 gen:  [0.33625730994152081, 0.30350877192982445, 0.2723684210526312, 0.34937061654318874, 0.3268424493678424, 0.31612071050909968]\n",
      "[G Epoch 1/50] [loss: -1.414334]\n",
      "epoch  14 gen:  [0.33698830409356756, 0.30350877192982445, 0.27258771929824527, 0.34988517654979268, 0.32692660512469435, 0.31635737702961364]\n",
      "[G Epoch 2/50] [loss: -0.606696]\n",
      "epoch  14 gen:  [0.33625730994152081, 0.30394736842105252, 0.27258771929824527, 0.34937061654318874, 0.32709758490552227, 0.31627404512386476]\n",
      "[G Epoch 3/50] [loss: -1.037645]\n",
      "epoch  14 gen:  [0.33625730994152081, 0.30438596491228054, 0.2723684210526312, 0.34937061654318874, 0.32732012554774065, 0.31596629913379115]\n",
      "[G Epoch 4/50] [loss: -1.367328]\n",
      "epoch  14 gen:  [0.33625730994152081, 0.30394736842105252, 0.27236842105263126, 0.34937061654318874, 0.3270649900100609, 0.31612726349417081]\n",
      "[G Epoch 5/50] [loss: -1.315321]\n",
      "epoch  14 gen:  [0.33625730994152081, 0.30350877192982445, 0.27236842105263126, 0.34937061654318874, 0.32680985447238109, 0.31613240014894101]\n",
      "[G Epoch 6/50] [loss: -1.249896]\n",
      "epoch  14 gen:  [0.33552631578947406, 0.30350877192982445, 0.27258771929824527, 0.34872131410686014, 0.32666091167656569, 0.31615864408457323]\n",
      "[G Epoch 7/50] [loss: -1.190290]\n",
      "epoch  14 gen:  [0.33625730994152081, 0.30219298245614024, 0.27236842105263126, 0.34923587411346402, 0.32584928123853291, 0.31600909843709513]\n",
      "[G Epoch 8/50] [loss: -1.004029]\n",
      "epoch  14 gen:  [0.33625730994152087, 0.30307017543859632, 0.27258771929824527, 0.34923587411346396, 0.32645733700027646, 0.31618334265993847]\n",
      "[G Epoch 9/50] [loss: -1.152027]\n",
      "epoch  14 gen:  [0.33625730994152087, 0.30307017543859632, 0.27236842105263126, 0.34923587411346396, 0.32642474210481515, 0.31611781526903371]\n",
      "[G Epoch 10/50] [loss: -1.236978]\n",
      "epoch  14 gen:  [0.33698830409356761, 0.30263157894736831, 0.27258771929824532, 0.3497504341200679, 0.32618857253306455, 0.31630016082740214]\n",
      "[G Epoch 11/50] [loss: -1.274106]\n",
      "epoch  14 gen:  [0.33698830409356761, 0.30219298245614024, 0.2721491228070172, 0.34988517654979268, 0.32599822403434831, 0.31598949478851091]\n",
      "[G Epoch 12/50] [loss: -1.450607]\n",
      "epoch  14 gen:  [0.33698830409356761, 0.30263157894736831, 0.27258771929824532, 0.34988517654979268, 0.32628595446748937, 0.31636843314555629]\n",
      "[G Epoch 13/50] [loss: -2.063334]\n",
      "epoch  14 gen:  [0.33698830409356761, 0.30087719298245608, 0.27280701754385933, 0.3497504341200679, 0.32503765080050029, 0.31635589525174362]\n",
      "[G Epoch 14/50] [loss: -1.135495]\n",
      "epoch  14 gen:  [0.33698830409356761, 0.30219298245614024, 0.27280701754385933, 0.3497504341200679, 0.32599862678630748, 0.31648688493801003]\n",
      "[G Epoch 15/50] [loss: -1.607993]\n",
      "epoch  14 gen:  [0.33771929824561436, 0.30263157894736831, 0.27236842105263126, 0.35039973655639656, 0.326435300015264, 0.31627083437956521]\n",
      "[G Epoch 16/50] [loss: -1.401328]\n",
      "epoch  14 gen:  [0.33625730994152081, 0.30263157894736831, 0.27258771929824532, 0.34937061654318874, 0.32633217829248284, 0.31631577765435515]\n",
      "[G Epoch 17/50] [loss: -1.732464]\n",
      "epoch  14 gen:  [0.33698830409356756, 0.30263157894736831, 0.27280701754385933, 0.34988517654979268, 0.32638373915387342, 0.31647466840767463]\n",
      "[G Epoch 18/50] [loss: -1.140053]\n",
      "epoch  14 gen:  [0.33771929824561436, 0.30219298245614024, 0.27258771929824532, 0.35039973655639656, 0.32614756958212293, 0.31635262524690849]\n",
      "[G Epoch 19/50] [loss: -1.719388]\n",
      "epoch  14 gen:  [0.33771929824561436, 0.30307017543859632, 0.27236842105263126, 0.35039973655639656, 0.32672303044840517, 0.31625066071964131]\n",
      "[G Epoch 20/50] [loss: -1.831779]\n",
      "epoch  14 gen:  [0.33698830409356761, 0.30219298245614024, 0.2721491228070172, 0.34988517654979268, 0.3260960087207323, 0.31603283867071386]\n",
      "[G Epoch 21/50] [loss: -1.204772]\n",
      "epoch  14 gen:  [0.33698830409356756, 0.30307017543859632, 0.27236842105263126, 0.34975043412006795, 0.3265414927571284, 0.31609866745734932]\n",
      "[G Epoch 22/50] [loss: -1.560739]\n",
      "epoch  14 gen:  [0.33771929824561436, 0.30175438596491222, 0.2721491228070172, 0.35026499412667184, 0.32576245721455704, 0.3159616433568786]\n",
      "[G Epoch 23/50] [loss: -1.247519]\n",
      "epoch  14 gen:  [0.33698830409356756, 0.30219298245614024, 0.27236842105263126, 0.34975043412006795, 0.32596603189084616, 0.31606087742025846]\n",
      "[G Epoch 24/50] [loss: -1.258492]\n",
      "epoch  14 gen:  [0.33552631578947395, 0.30175438596491216, 0.27236842105263126, 0.34872131410686014, 0.32557517973492389, 0.31598613424539107]\n",
      "[G Epoch 25/50] [loss: -1.087929]\n",
      "epoch  14 gen:  [0.33552631578947395, 0.30175438596491216, 0.27236842105263126, 0.34872131410686014, 0.32557517973492389, 0.31600867993006626]\n",
      "[G Epoch 26/50] [loss: -1.242768]\n",
      "epoch  14 gen:  [0.33552631578947395, 0.30175438596491216, 0.27236842105263126, 0.34872131410686014, 0.32557517973492389, 0.31597100801690048]\n",
      "[G Epoch 27/50] [loss: -1.470393]\n",
      "epoch  14 gen:  [0.33625730994152075, 0.30263157894736831, 0.27258771929824527, 0.34923587411346396, 0.32620220146259671, 0.31618615375845649]\n",
      "[G Epoch 28/50] [loss: -1.373377]\n",
      "epoch  14 gen:  [0.33625730994152075, 0.30175438596491216, 0.27280701754385933, 0.34923587411346402, 0.32562674059631452, 0.31629047313457542]\n",
      "[G Epoch 29/50] [loss: -1.399071]\n",
      "epoch  14 gen:  [0.33698830409356761, 0.30175438596491216, 0.27280701754385928, 0.3494809492606184, 0.3254835375888554, 0.31618123878989829]\n",
      "[G Epoch 30/50] [loss: -1.017599]\n",
      "epoch  14 gen:  [0.33698830409356761, 0.30219298245614018, 0.27302631578947334, 0.3494809492606184, 0.32577126802199652, 0.31634759460502559]\n",
      "[G Epoch 31/50] [loss: -1.487735]\n",
      "epoch  14 gen:  [0.33625730994152075, 0.30175438596491216, 0.27302631578947334, 0.34896638925401452, 0.32546457162292614, 0.3163315358904748]\n",
      "[G Epoch 32/50] [loss: -1.538782]\n",
      "epoch  14 gen:  [0.33698830409356756, 0.30175438596491216, 0.27258771929824521, 0.34975043412006795, 0.32571089635316641, 0.31622050436753613]\n",
      "[G Epoch 33/50] [loss: -1.369040]\n",
      "epoch  14 gen:  [0.33698830409356756, 0.30263157894736831, 0.2723684210526312, 0.34961569169034323, 0.32615638038956241, 0.31603726193015408]\n",
      "[G Epoch 34/50] [loss: -1.626014]\n",
      "epoch  14 gen:  [0.33698830409356756, 0.30263157894736831, 0.2723684210526312, 0.34961569169034323, 0.32618897528502377, 0.31606355096418354]\n",
      "[G Epoch 35/50] [loss: -1.220453]\n",
      "epoch  14 gen:  [0.33552631578947395, 0.30263157894736831, 0.2723684210526312, 0.34872131410686014, 0.32615064060120608, 0.3160317072754889]\n",
      "[G Epoch 36/50] [loss: -1.299126]\n",
      "epoch  14 gen:  [0.33625730994152075, 0.30219298245614024, 0.27258771929824527, 0.34910113168373924, 0.32581708909503065, 0.31612569549837072]\n",
      "[G Epoch 37/50] [loss: -1.657776]\n",
      "epoch  14 gen:  [0.33625730994152075, 0.30263157894736831, 0.27192982456140319, 0.34910113168373924, 0.32613741442363314, 0.31574408584650859]\n",
      "[G Epoch 38/50] [loss: -1.661942]\n",
      "epoch  14 gen:  [0.33552631578947401, 0.30219298245614024, 0.27192982456140319, 0.34858657167713536, 0.3257981231291015, 0.31552954328642474]\n",
      "[G Epoch 39/50] [loss: -1.106075]\n",
      "epoch  14 gen:  [0.33552631578947401, 0.30175438596491222, 0.27236842105263126, 0.34858657167713536, 0.32551039269596044, 0.31594254331226257]\n",
      "[G Epoch 40/50] [loss: -1.338002]\n",
      "epoch  14 gen:  [0.33552631578947401, 0.30263157894736831, 0.27192982456140313, 0.34858657167713536, 0.32605325866678125, 0.3155342229987369]\n",
      "[G Epoch 41/50] [loss: -1.793982]\n",
      "epoch  14 gen:  [0.33552631578947401, 0.30219298245614024, 0.27258771929824521, 0.34845182924741064, 0.32570074119467668, 0.31606495048568894]\n",
      "[G Epoch 42/50] [loss: -1.572715]\n",
      "epoch  14 gen:  [0.33552631578947401, 0.30219298245614024, 0.2723684210526312, 0.34845182924741064, 0.32566814629921537, 0.31588810194490891]\n",
      "[G Epoch 43/50] [loss: -1.852872]\n",
      "epoch  14 gen:  [0.33552631578947401, 0.30175438596491222, 0.2723684210526312, 0.34845182924741064, 0.32534782097061293, 0.31583174433485317]\n",
      "[G Epoch 44/50] [loss: -0.606771]\n",
      "epoch  14 gen:  [0.33625730994152087, 0.30219298245614024, 0.27192982456140313, 0.34896638925401446, 0.32568711226514463, 0.31554896471111837]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[G Epoch 45/50] [loss: -0.706610]\n",
      "epoch  14 gen:  [0.33625730994152087, 0.30219298245614024, 0.27171052631578907, 0.34896638925401446, 0.32571970716060594, 0.31530269145437273]\n",
      "[G Epoch 46/50] [loss: -0.977212]\n",
      "epoch  14 gen:  [0.33625730994152087, 0.30219298245614024, 0.27214912280701714, 0.34896638925401446, 0.32571970716060594, 0.31561271817301706]\n",
      "[G Epoch 47/50] [loss: -1.039399]\n",
      "epoch  14 gen:  [0.33698830409356761, 0.30219298245614024, 0.2723684210526312, 0.34948094926061846, 0.32577126802199646, 0.31576840685370394]\n",
      "[G Epoch 48/50] [loss: -1.536139]\n",
      "epoch  14 gen:  [0.33698830409356761, 0.30219298245614024, 0.2723684210526312, 0.34948094926061846, 0.32577126802199646, 0.315768406853704]\n",
      "[G Epoch 49/50] [loss: -1.620250]\n",
      "epoch  14 gen:  [0.33625730994152087, 0.30219298245614024, 0.27258771929824521, 0.34896638925401446, 0.32571970716060594, 0.31586573518093919]\n"
     ]
    }
   ],
   "source": [
    "from torch import nn\n",
    "from torch import autograd\n",
    "\n",
    "generator.train()\n",
    "discriminator.train()\n",
    "for epoch in range(15):\n",
    "    if epoch >= 0:\n",
    "        for d_epoch in range(100):\n",
    "            if d_epoch % 5 == 0:\n",
    "                generate_for_d(generator, DIS_TRAIN_FILE)\n",
    "                train_size = ut.file_len(DIS_TRAIN_FILE)\n",
    "            index = 1\n",
    "            while True:\n",
    "                if index > train_size:\n",
    "                    break\n",
    "                if index + BATCH_SIZE <= train_size + 1:\n",
    "                    users, items, labels = ut.get_batch_data(\n",
    "                        DIS_TRAIN_FILE, index, BATCH_SIZE)\n",
    "                else:\n",
    "                    users, items, labels = ut.get_batch_data(\n",
    "                        DIS_TRAIN_FILE, index, train_size - index + 1)\n",
    "                    \n",
    "                index += BATCH_SIZE\n",
    "                users = torch.tensor(users).view(-1, 1)\n",
    "                items = torch.tensor(items).view(-1, 1)\n",
    "                labels = torch.tensor(labels).view(-1, 1)\n",
    "    \n",
    "                d_loss = discriminator(users, items, labels)\n",
    "                d_optimizer.zero_grad()\n",
    "                d_loss.backward()\n",
    "                d_optimizer.step()\n",
    "            print(\"\\r[D Epoch %d/%d] [loss: %f]\" %(d_epoch, 100, d_loss.item()))\n",
    "\n",
    "        for g_epoch in range(50):\n",
    "            for user in user_pos_train:\n",
    "                sample_lambda = 0.2\n",
    "                pos = user_pos_train[user]\n",
    "\n",
    "                rating = generator.all_logits(torch.tensor(user))\n",
    "                rating = rating.detach_().cpu().numpy()\n",
    "                exp_rating = np.exp(rating)\n",
    "                prob = exp_rating / np.sum(exp_rating)\n",
    "                \n",
    "                pn = (1 - sample_lambda) * prob\n",
    "                pn[pos] += sample_lambda * 1.0 / len(pos)\n",
    "                \n",
    "                sample = np.random.choice(range(ITEM_NUM), 2*len(pos), p=pn)\n",
    "                reward = discriminator.get_reward(torch.tensor([user] * 2 * len(pos)), torch.tensor(sample))\n",
    "                reward = reward.detach_().cpu().numpy()\n",
    "                reward = reward * prob[sample] / pn[sample]\n",
    "\n",
    "                g_loss = generator(torch.tensor(user), torch.tensor(sample), torch.tensor(reward))\n",
    "                g_optimizer.zero_grad()\n",
    "                g_loss.backward()\n",
    "                g_optimizer.step()\n",
    "                \n",
    "            print(\"\\r[G Epoch %d/%d] [loss: %f]\" %(g_epoch, 50, g_loss.item()))\n",
    "            result = simple_test(generator)\n",
    "            print(\"epoch \", epoch, \"gen: \", result)\n",
    "#             buf = '\\t'.join([str(x) for x in result])\n",
    "#             gen_log.write(str(epoch) + '\\t' + buf + '\\n')\n",
    "#             gen_log.flush()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'param' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m-----------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                             Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-21-a9d3e426e883>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mgenerator\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0muser_embeddings\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mweight\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mParameter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtensor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mparam\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mgenerator\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitem_embeddings\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mweight\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mParameter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtensor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mparam\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'param' is not defined"
     ]
    }
   ],
   "source": [
    "generator.user_embeddings.weight = torch.nn.Parameter(torch.tensor(param[0]))\n",
    "generator.item_embeddings.weight = torch.nn.Parameter(torch.tensor(param[1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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