mlp_lm.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from torch.utils.tensorboard import SummaryWriter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "device = \"cpu\" #\"cuda\" if torch.cuda.is_available() else \"cpu\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load les données\n",
    "\n",
    "fichier = open('villes.txt')\n",
    "donnees = fichier.read()\n",
    "villes = donnees.replace('\\n', ',').split(',')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# preparation des données\n",
    "\n",
    "# on rajoute le token . au début et en fin\n",
    "for ville, i in zip(villes, range(len(villes))):\n",
    "    villes[i] = ville + '.'\n",
    "\n",
    "# création du vocabulaire\n",
    "vocabulaire = []\n",
    "\n",
    "for ville in villes:\n",
    "    for c in ville:\n",
    "        if c not in vocabulaire:\n",
    "            vocabulaire.append(c)\n",
    "\n",
    "vocabulaire = sorted(vocabulaire)\n",
    "vocabulaire[0] = '.'\n",
    "vocabulaire[3] = \" \"\n",
    "\n",
    "# pour convertir char <-> int\n",
    "char_to_int = {}\n",
    "int_to_char = {}\n",
    "\n",
    "for (c, i) in zip(vocabulaire, range(len(vocabulaire))):\n",
    "    char_to_int[c] = i\n",
    "    int_to_char[i] = c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# création du dataset : a refaire\n",
    "\n",
    "X = []\n",
    "Y = []\n",
    "\n",
    "for ville in villes:\n",
    "    context = [0] * 3 # ATTENTION\n",
    "\n",
    "    for ch in ville:\n",
    "        X.append(context)\n",
    "        Y.append(char_to_int[ch])\n",
    "\n",
    "        context = context[1:] + [char_to_int[ch]]\n",
    "\n",
    "\n",
    "X = torch.tensor(X) # (M, 3), int64\n",
    "Y = torch.tensor(Y) # (M), int64\n",
    "\n",
    "n1 = int(0.8*X.shape[0])\n",
    "\n",
    "X_train = X[:n1]\n",
    "X_test = X[n1:]\n",
    "\n",
    "Y_train = Y[:n1]\n",
    "Y_test= Y[n1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_batch(batch_size):\n",
    "    ix = torch.randint(X_train.shape[0], (batch_size,))\n",
    "\n",
    "    if device == 'cuda':\n",
    "        Xb = X_train[ix].pin_memory().to(device, non_blocking=True)\n",
    "        Yb = Y_train[ix].pin_memory().to(device, non_blocking=True)\n",
    "    else:\n",
    "        Xb = X_train[ix].to(device)\n",
    "        Yb = Y_train[ix].to(device)\n",
    "    \n",
    "    return Xb, Yb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "lr = 0.03\n",
    "batch_size = 64\n",
    "embed_dim = 16\n",
    "hidden_dim = 100\n",
    "context_len = 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "C = torch.randn((len(vocabulaire), embed_dim))\n",
    "\n",
    "W1 = torch.randn((embed_dim*context_len, hidden_dim))\n",
    "b1 = torch.zeros(hidden_dim)\n",
    "\n",
    "W2 = torch.randn((hidden_dim, len(vocabulaire)))\n",
    "b2 = torch.zeros(len(vocabulaire))\n",
    "\n",
    "parameters = [C, W1, b1, W2, b2]\n",
    "\n",
    "for p in parameters:\n",
    "    p.requires_grad = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "writer = SummaryWriter(log_dir=\"runs/mlp/batch_size=\" + str(batch_size) + \"_lr=\" + str(lr))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "lri = []\n",
    "\n",
    "for i in range(10000):\n",
    "    Xb, Yb = get_batch(batch_size)\n",
    "\n",
    "    Z1 = C[Xb].view(-1, context_len*embed_dim) @ W1 + b1\n",
    "    A1 = F.tanh(Z1)\n",
    "\n",
    "    Z2 = A1 @ W2 + b2\n",
    "\n",
    "    loss = F.cross_entropy(Z2, Yb)\n",
    "\n",
    "    for p in parameters:\n",
    "        p.grad = None\n",
    "\n",
    "    loss.backward()\n",
    "\n",
    "    for p in parameters:\n",
    "        p.data += -lr * p.grad\n",
    "\n",
    "    #plt.plot(lri, lossi)\n",
    "\n",
    "    if i%50==0:\n",
    "        writer.add_scalar(\"train_loss\", loss.item(), global_step=i)\n",
    "\n",
    "        \"\"\"\n",
    "        with torch.no_grad():\n",
    "            writer.add_scalars(\"update_to_data\", {\"C\": (lr*C.grad.std() / C.data.std()).log10().item(),\n",
    "                                                  \"W1\": (lr*W1.grad.std() / W1.data.std()).log10().item(), \n",
    "                                                  \"W2\": (lr*W2.grad.std() / W2.data.std()).log10().item(), \n",
    "                                                  \"W3\": (lr*W3.grad.std() / W3.data.std()).log10().item(), \n",
    "                                                  \"W4\": (lr*W4.grad.std() / W4.data.std()).log10().item()}, \n",
    "                                                  global_step=i)\n",
    "        \"\"\"\n",
    "                                                  \n",
    "\n",
    "    \"\"\"\n",
    "    if i%1000==0:\n",
    "        writer.add_histogram(\"A1\", A1, global_step=i)\n",
    "        writer.add_histogram(\"A2\", A2, global_step=i)\n",
    "        writer.add_histogram(\"A3\", A3, global_step=i)\n",
    "\n",
    "        writer.add_image(\"A1_saturation\", (torch.abs(A1) > 0.97).view(1, batch_size, -1), global_step=i)\n",
    "        writer.add_image(\"A2_saturation\", (torch.abs(A2) > 0.97).view(1, batch_size, -1), global_step=i)\n",
    "        writer.add_image(\"A3_saturation\", (torch.abs(A3) > 0.97).view(1, batch_size, -1), global_step=i)\n",
    "    \"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "writer.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f937ad70e90>]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(stepi, lossi)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(2.1199, grad_fn=<NllLossBackward0>)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Z1 = C[X_train].view(-1, context_len*16) @ W1 + b1\n",
    "A1 = torch.tanh(Z1)\n",
    "\n",
    "Z2 = A1 @ W2 + b2\n",
    "\n",
    "loss = F.cross_entropy(Z2, Y_train)\n",
    "loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(2.1307, grad_fn=<NllLossBackward0>)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Z1 = C[X_test].view(-1, context_len*16) @ W1 + b1\n",
    "A1 = torch.tanh(Z1)\n",
    "\n",
    "Z2 = A1 @ W2 + b2\n",
    "\n",
    "loss = F.cross_entropy(Z2, Y_test)\n",
    "loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "...montol.\n",
      "...naiselphin-di-rouer-shén-le-blans.\n",
      "...houx.\n",
      "...troffes-d'ole-fe-des.\n",
      "...luphe-bon-pergdebotches.\n",
      "...ossies.\n",
      "...le vaivones.\n",
      "...saincourt-sézan.\n",
      "...bois.\n",
      "...soppesse-ssis.\n"
     ]
    }
   ],
   "source": [
    "# sample\n",
    "\n",
    "g = torch.Generator().manual_seed(40 + 7)\n",
    "\n",
    "for _ in range(10):\n",
    "    nom = \"...\"\n",
    "    while nom[-1] != \".\" or len(nom) == 3:\n",
    "        char_moins_3 = nom[-3]\n",
    "        char_moins_2 = nom[-2]\n",
    "        char_moins_1 = nom[-1]\n",
    "\n",
    "        id_moins_3 = char_to_int[char_moins_3]\n",
    "        id_moins_2 = char_to_int[char_moins_2]\n",
    "        id_moins_1 = char_to_int[char_moins_1]\n",
    "\n",
    "        x = torch.asarray([id_moins_3, id_moins_2, id_moins_1]).view(-1, context_len)\n",
    "\n",
    "        Z1 = C[x].view(-1, context_len*16) @ W1 + b1\n",
    "        A1 = torch.tanh(Z1)\n",
    "\n",
    "        Z2 = A1 @ W2 + b2\n",
    "        A2 = F.softmax(Z2, dim=1)\n",
    "\n",
    "        next_id = torch.multinomial(A2, num_samples=1, replacement=True, generator=g).item()\n",
    "        next_char = int_to_char[next_id]\n",
    "\n",
    "        nom = nom + next_char\n",
    "    print(nom)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# manip des données"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = torch.utils.data.TensorDataset(X_train, Y_train)\n",
    "train_loader = torch.utils.data.DataLoader(dataset, batch_size=32, shuffle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([32, 3])\n",
      "torch.Size([28, 3])\n"
     ]
    }
   ],
   "source": [
    "for step, (Xb, Yb) in enumerate(train_loader): #une epoch\n",
    "    print(Xb.shape)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ou"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(20):\n",
    "    Xb, Yb = next(iter(train_loader))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "from torch.profiler import profile, record_function, ProfilerActivity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "torch23",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.3"
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  "orig_nbformat": 4
 },
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