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@Z30G0D
Created November 9, 2018 13:51
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Japanese VAE model
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{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import tensorflow as tf\n",
"import matplotlib.pyplot as plt\n",
"import cv2\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"data1 = np.load('Japanese.npy')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"data1 =data1/160"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x21e82032f60>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(data1[788,:,:], cmap='gray')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"tf.reset_default_graph()\n",
"# sess = tf.InteractiveSession\n",
"batch_size = 32\n",
"\n",
"X_in = tf.placeholder(dtype=tf.float32, shape=[None, 72, 72], name='X')\n",
"Y = tf.placeholder(dtype=tf.float32, shape=[None, 72, 72], name='Y')\n",
"Y_flat = tf.reshape(Y, shape=[-1, 72 * 72])\n",
"keep_prob = tf.placeholder(dtype=tf.float32, shape=(), name='keep_prob')\n",
"\n",
"dec_in_channels = 1\n",
"n_latent = 12\n",
"\n",
"reshaped_dim = [-1, 7, 7, dec_in_channels]\n",
"inputs_decoder = int(49 * dec_in_channels / 2)\n",
"\n",
"\n",
"def lrelu(x, alpha=0.3):\n",
" return tf.maximum(x, tf.multiply(x, alpha))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"def encoder(X_in, keep_prob):\n",
" activation = lrelu\n",
" with tf.variable_scope(\"encoder\", reuse=None):\n",
" X = tf.reshape(X_in, shape=[-1, 72, 72, 1])\n",
" x = tf.layers.conv2d(X, filters=64, kernel_size=4, strides=2, padding='same', activation=activation)\n",
" x = tf.nn.dropout(x, keep_prob)\n",
" x = tf.layers.conv2d(x, filters=64, kernel_size=4, strides=2, padding='same', activation=activation)\n",
" x = tf.nn.dropout(x, keep_prob)\n",
" x = tf.layers.conv2d(x, filters=64, kernel_size=4, strides=1, padding='same', activation=activation)\n",
" x = tf.nn.dropout(x, keep_prob)\n",
" x = tf.layers.Flatten()(x)\n",
" mn = tf.layers.dense(x, units=n_latent)\n",
" sd = 0.5 * tf.layers.dense(x, units=n_latent) \n",
" epsilon = tf.random_normal(tf.stack([tf.shape(x)[0], n_latent])) \n",
" z = mn + tf.multiply(epsilon, tf.exp(sd))\n",
" \n",
" return z, mn, sd"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def decoder(sampled_z, keep_prob):\n",
" with tf.variable_scope(\"decoder\", reuse=None):\n",
" x = tf.layers.dense(sampled_z, units=inputs_decoder, activation=lrelu)\n",
" x = tf.layers.dense(x, units=inputs_decoder * 2 + 1, activation=lrelu)\n",
" x = tf.reshape(x, reshaped_dim)\n",
" x = tf.layers.conv2d_transpose(x, filters=64, kernel_size=4, strides=2, padding='same', activation=tf.nn.relu)\n",
" x = tf.nn.dropout(x, keep_prob)\n",
" x = tf.layers.conv2d_transpose(x, filters=64, kernel_size=4, strides=1, padding='same', activation=tf.nn.relu)\n",
" x = tf.nn.dropout(x, keep_prob)\n",
" x = tf.layers.conv2d_transpose(x, filters=64, kernel_size=4, strides=1, padding='same', activation=tf.nn.relu)\n",
" x = tf.layers.Flatten()(x)\n",
" x = tf.layers.dense(x, units=72*72, activation=tf.nn.sigmoid)\n",
" img = tf.reshape(x, shape=[-1, 72, 72])\n",
" return img"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"sess = tf.Session()\n",
"sampled, mn, sd = encoder(X_in, keep_prob)\n",
"dec = decoder(sampled, keep_prob)\n",
"# dec.eval"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Configuring loss function:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"unreshaped = tf.reshape(dec, [-1, 72*72])\n",
"img_loss = tf.reduce_sum(tf.squared_difference(unreshaped, Y_flat), 1)\n",
"latent_loss = -0.5 * tf.reduce_sum(1.0 + 2.0 * sd - tf.square(mn) - tf.exp(2.0 * sd), 1)\n",
"loss = tf.reduce_mean(img_loss + latent_loss ) \n",
"\n",
"optimizer = tf.train.AdamOptimizer(0.0005).minimize(loss)\n",
"sess = tf.Session()\n",
"sess.run(tf.global_variables_initializer())"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"(6113, 72, 72)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data1.shape"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"def next_batch(num, data):\n",
" '''\n",
" Return a total of `num` random samples and labels. \n",
" '''\n",
" idx = np.arange(0 , len(data))\n",
" np.random.shuffle(idx)\n",
" idx = idx[:num]\n",
" data_shuffle = [data[ i] for i in idx]\n",
" return np.asarray(data_shuffle)\n",
"# batch = next_batch(batch_size, data1)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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K1+zDPh7f+ta3qm03GN2bXXfdtdo2bpTS25lHqmxU37nQlpbrSuhiuPZ2fLFeoK/Rpd+lnt3Mh+tqFFwhjK6BmRgj67o2unxG/nWRbEIp9ZXqe1/JcHbB7jq6EFJr3VAzHLoizoW1E86v1zRr4Hhcb90haxIGrsEJJ5zw9Gj1GxoanntoL35DwwhiWqn+Cius0B166KFJhsUjUno11GrDjUBL06SZCiOkX9LME088sdo2T9RlsDOPWnu/y6j2+EiqAhIpoVTO6LqZCaPNRqd1UdRre31poPfsDq7Sfqm7Y5OuWkdg1sSSUO/XbIqZD2m5UXAzDpb3eh076ijycb0dp+6MmRGPm01Ihp8XoZvhPSuocg1sNmp2wGfZLIjugO6Na6w4SXGYGZdBJum4445rVL+hoWFitBe/oWEEMa1baP3qV7+qggW7mUiz+7Z+UqOskELKLfUR6uItlTSq73ZPfVptqaVRV12GZDhqq/hEeqiOXeFG3w62diAa7IyaDNNGuxH1uQxGvK0xcO4se5ZC65Jdeuml1VaQ4jwqnnH7Kq/pPeqqeI4ZF5uuCt0ZXQl3y/XZUuyUDGcFbJAqjfe56JsvG29uuOGG1XZt3EfCbIrj1i1xvX3udOcGHaem6rq3X/yGhhFEe/EbGkYQ0xrVX2aZZbp99903ybBww3JE6aHChYsuuqja0kCjnDa5lBLaLcZGimuvvfaEn5XeG12W6u+www7VHjQ6HMAot1Fro9OOqU8AopugZlzqa3bAbkSKiIxGG2m2hNTosn3ynRcpbV/kX0GK5dM+Z86jNFY3R+282QfHbx2FUXrdCumw96WLkQy7Q66/rpE0XnGVunq/wz0MnF/dCjv56Iro/ila0l3UzR2Iyw4++OBntCy3oaFhLkZ78RsaRhDTSvVXXHHF7ogjjkgyLGhQuy119RwjrUZFpWxSossvv7za0jVpqQ0Nd95552qr6TbjoOuhDl3NdDJMa6XrinCMFlu+KXSHLPV1XtSSS4n7xm3GQVGN1F3XQMHTe97znmpLe3W3zDJYIyF91rWxs5J1EUa7/d6LL7642n3iIl0e3QrpvDQ5GabZW2+9dbXd4sruSLo9ltb6rCk0M2Ohi3LyySdX27lzTh2bOxxP9B6cffbZeeihhxrVb2homB3txW9oGEFM+265A2rT1yTz2GOPrbY92o2cWxIqfZPSSteNooo11lij2lJFo7TSeKPgdkUxAp0M03jp6Oqrr15thSXSeNdDuufuutYS2AxTqqj7YKZESHft9e72Y4qTzKw4v1J0OxnpDriN2VFHHVVtabnz++Y3v3nCMeuSOO/Os65Qn5tnHUEyLOixXsRsgZRb1/Oyyy6rtlp9n2ufCZ996z+8HwVbrqtzpMBtsAYHHXRQ7rzzzkb1GxoaZkd78RsaRhDtxW9oGEFMu3JvkJrxe03vqHbSZ99qq62qbaGCaTXr4i14uP7666tt6vDss8+u9lprrVXt8dteD6DfpX+sGjAZTivqY7rhhYot98vzfH1HVYaq3axhd74cg70PTCu5UYOpN/sD+FkLYSyysninT1lm6um8886rtrEIYzEq9KyJX3XVVautz+3x6667rtrGgFQ8WqCVDLcq69uHz70TnV/jPcY7TIt6D66T74GxK9N2xkH8rHM3SIteccUV+clPfvK0bJO9TCnl2lLKLaWU75VS9h073rbKbmiYSzEVqv94kv27rlslyZpJ9iqlvDJtq+yGhrkWU9lQ44Ekg51xf1lKuSXJUkk2T/L6sdNOT3JdkvdNdq3nPe95lUa5ZbGpjnXXXbfapj2kvaaYpHhSUSmwaRXplN9rQYmtjqRW0kOLMaz3T5Itt9yy2qq6THWZkjPNpLJOxZobgZhuNO2l2yNVNPUkbVQlaYHM5z73uWpL6b3PPrpqesoCJxVq1u/3ped0/6ThpiZVAzoGXQxTpT5PqiiTYVfK1LFzrZJSqu+1TL3ZiVmqb8GVLc/cLOMf/uEfqv3pT3+62hO120pmuUbO/2R4UsG9sc0zX5Pkxkxxq+y2W25Dw7MPU37xSykvSPKFJPt1XTflN7jrupO7rlu967rVx/8yNjQ0zBlMqfVWKWX+zHzpz+q6bhDmfaiUsiRbZT/cf4WZ+PGPf1xpy2abbVaPS9+MWEuVpKVSHIswjHL2bd0svd9ggw2qrTJu2223rfaXvvSlahsVVsU2/h80KasKPRVh1q1bIORmDkaLzQKorLPFlm6PGQ4LTXRXpK7ST+F3SVelt2Yi3IxEZaTKON0t1YlG8o2myxTNrPhMSLFtzWbk35p4KXYyXP/u8+hGGKo4XX874lo0pTsrdJ+8Z1WYFinZzszjPqeDTIbFaZNhKlH9kuQzSW7puu4o/qptld3QMJdiKr/4ayfZOcl3SimDGtgPZubW2OeNbZt9d5Ktez7f0NDwLMO0Cnhe/OIXdwNhzcc+9rF6XNGO9E0hhZFvBTOKbTzHDqennXZatY1e6zJIvRWwGF229t+uqeNpo1FlBUN2TnVjCLd7dn8+qbUUWiprtsOIvfXiXkdBS9/21oqfpJ/Wwm+33XbVlk5Ljb1f3TDXwCIYz7GIZscdd6y2UXbXz0i896UrJCUfvwmKayid9rhU30Igx63bts8++1R7jz32qLbu3Kabblpt3Q3dPOfRdZpoe/kLL7wwjzzySCvSaWhomB3txW9oGEFM64YaySyBgTp56a2Rb6m1lEtBjq6KUVvpp+Kc7373u9WWDkufjcRL46R31kKP31DjhBNOqLZ16NLXc889t9pSNvX8ttKylkCXZv/996+2WnddJl0Pz3HudKvMpnhvfelYI/DWURjJdx4dj+M0a2Jdu1F9qbuUXuGK7bysEdAdUEefDLtSzrVrZudiI//S8hkzZlRbN8958bnzGddV8/l1DewereBnMDbrPiZD+8VvaBhBtBe/oWEEMa1R/SWWWKIbRIOlfooYFL/YqsqNKfqEGJaESsU8rgDEjTyMdku9Fbyo4ZcO66okwxTXsarVV0vvvdkCTIpndsHor7RfsY10VWopPdatUPzTp0mXDuuq7LbbbtU2Q2F2wFZdRtd1Zzzuc9DXqsqNS4Qbl7hHoXUTuhLJcM2DUXTdD9vCmVGwFFdXRDGaHXd1VW2lZQm0z6Cfddze52CDjxkzZuT2229vUf2GhobZ0V78hoYRxLRS/ZVWWqk7+uijkwzvyXbqqadW27Jcaax0Sorudfpo0K677lrtI488stpSSMUZ6vml7VJsswCWqCbD0XK7/0hrpdB9Wy5LlXUNpK9Gmu2iY2nwJz/5yWpbymrUWSquW6GwyTmVxjovZjukvXbpsf5Bim0Z79e//vVqmzXQVTEjsMUWW1TbOgLdB+fHeoFk2NVz44wvf/nL1fYZ6dscxXJwx+336YY5R2Y7zD65F6AugO/HwCX9+Mc/nnvuuadR/YaGhtnRXvyGhhHEtFL9ZZddthsIHCyn7aO9RpGNhEqHjdJ73K4zl1xySbWNFhshllYbsTei6pildFLmZFjo4j3YSWZ8s8cBzEaoYzeCLcX1Pr0fhSdmHZxrj59//vnVdnMNtfq6NGZiFEgpPFG04txZO9CXudEl8ZqOX9fA7/L6zpvX0bVJhjMuCn10ASyPtUuR3XuclxtuuKHauoy6f7pt1ojYMFRxlYIf6yIG7sbRRx/dqH5DQ8PEaC9+Q8MIYlqp/nLLLdcddNBBSYZpqfTWqLBddKTG6s2N1Lq9sZ+VDrufmzTQCL/HpX1SK8+RcibDgqF11lmn2go0dAGM5urSGF2WpnrPUkUjxwqbpKJG1M2guB222nOj8Z5/+umnV9sGoQqBdDfMuOgmScvV1Su2UVDkGHRPdKPMSvhZ50fqnQw/g7o6zoU022ap0nJdBudFV8eslOttFsCuSbpkXsfy4f322y9JssMOO+R73/teo/oNDQ2zo734DQ0jiGml+ksvvXQ36Epi9F5aKiU0iixtlCYbCVX/L022nNYovZF8hR5G9S3xlAJK6ex/nwxr1y0p9X50B+zGoxtjNFcNvNuHS2s/9alPVdt7003ye3VvNt9882qfeeaZ1dbFkHKaTTGLceedd1bb++2L0vtZx6nL5zilup5vRsDyVsUvCm3cPiwZdhuEVNy1MdqvK2V3nZ122qnaPpu+c2ZudEV8xs1E2ZxUN3TgVpx00km57777GtVvaGiYHe3Fb2gYQcyxZpv2tJf62WFELbIRTxtsqnWWNtn5xvJThRtGx80CSBWtBVCcIRV1i6NkuJ+89Fit+/bbb1/tSy+9dMLvcxzOhTRQ7bqaeesCjMxLDxWkSCfV/1sj4XX6RE5mOxS5SK0ds+frVinI0a1wve1P71rqqlhT4Jr5rCTDroLuh1uluTZmYvq6DunCOr9mIHQfdBkcj/PifdqtajAvJ510Uu6///6nZbfcBUsp/1FK+a+x3XL/cez4cqWUG8d2yz23lLLAE12roaHh2YGpUP3fJlmv67pVk6yWZKNSyppJDk9y9NhuuT9Nstsk12hoaHgWYSq75XZJBrxx/rH/uiTrJdlh7PjpSQ5KcuL4zw992Xzz1eijVFEaK8VR/CKNNZqra6AIw+iqJZTSL12Grbbaqtq6HqKPMo8vy5XK6aIYkXXLLhs/9vXrN6pvaaYdXBSV9HURMtr/iU98YsIxu72ZGRE707htllRXV8pmkN6v7o998qXVlq4a1Xeupb3WFNjz3zqNvu44yfAWYkbydQlcS7NAZqIsn/a46+o2WwqEFDb5Tth733O8n8H545/FPkwpuFdKmXdsF52Hk1yV5IdJftZ13WCV783MrbMn+mzdLXf8JgYNDQ1zBlN68buu+33XdaslWTrJ65KsMtFpPZ+tu+X6L2ZDQ8Ocw5Pqq9913c9KKdclWTPJC0sp84396i+d5P5JP5yZAopBGaY0W+GCNM3dRtXJK+JwF1kbI0q5pKVG1hX5SKHsuqJ+/Pjjj6+2kWavnwy7HGYCLKc1cmxmxS4v/kOpm2EkXNfI77WDi9HfvsaQ6s2l1kbsFRSZBfFedJOkyXvttVe17QjkGBRIKbyR0jse3QTvUZGSLs+gIWUyfL/J8LZeisu8H0U4Pi/Ouy6D4ioFXzfffHO1nTtpv+vnZ/uyA4MxWJo+GaYS1V+8lPLCMfuPkrwxyS1Jrk0ycIzbbrkNDXMRpvKLv2SS00sp82bmPxTndV13WSnl5iTnlFI+luRbmbmVdkNDw1yAqUT1/zvJayY4fkdm+vtTxmOPPVZFEDZx3GGHHaotBTPKK6WVMiuWOe6446pt2e/ee+9dbcUjN954Y7UVXkirFbNY3mumQEqXDAs9jGa7NZeUbJtttqm296++3ei9mnPpt9kBo+tSUfX8uhV+1rnWrbCkWepuhsbSVSPnliS7X4AukxF4y42l2M6166ebZ9bA+TQTY1/8ZLimwr9TeOSauTbu9uy4zTiZKfnqV79abZ8py2yl/T7Lfu9E5ceWOU+GJtltaBhBtBe/oWEEMa1a/Ze//OXdYCdZo91nnHFGtaU+Un0ppA0apUd2PDF6rdbZSLARe+m5EV47obgdltdROJMMZymknQpd/LxiEO9T+m1nG6m4un0j3hP1XE+Gt+gy6u49GNU2YyGlVShiT/sjjjii2u49YDRaV0VqLKTejl+3QvfMLEOfvl6Rj1mAZJjGS611DZ07zzHj5Hrohnl9z7fOw9oD3TNdT8vTFVQN3JPDDz88d911VyvLbWhomB3txW9oGEE8KQHPU8Wjjz5ahRmWhGobzVTAY+96o7lSfaOx9l/ffffdq+0WWtImaak0zsip7oNuhZQ8GRZfSN3VaCtQsbGk5Z4KTswIOO4dd9yx2lJfXRSptWIYKbFiITMWUnQpqm6PUXcFVUbsjWRL3c1WOKdSd0Uxhx12WLVdD+dHUZD3azbB5yMZptMf/ehHq63eXtGZz4jdeC6//PJquza6Rqeddlq1dQHMAPlZRWcK0+z0NKD9ugiTof3iNzSMINqL39AwgphWqt91XaWFUjDpS98OrkZIjS5b6qrGXLp66KGHVtuSS+m9LobRd+mkTTHV80tXk2G6bqRd+q0u3QaVliIrchK6DEZ27SEvlVVvbnmoEXIj84pEFOFWgWt8AAAgAElEQVQY1bbLjTRbN8f5dV3VubsngXTYjIuiFHfRtT/9oIlrMlxu3LeDsnOeDGdZ3v/+91dbt0pBjvcmXfc+FX+ZZbHTjhWrrtNgV+nxn9UlEQN3cfweD31ov/gNDSOI9uI3NIwgppXqzzPPPLWUUDGFFNrIvJFTKYzliFJXabKdY4zMK/6RQknPpa5SacUc0rvxkVSj6J5nJFyqKR31s2YLvAeFNwqhdG+MNPtZG3jq0tjhyN1vDzzwwGrbe19hj1H6XXfdtdrHHntsta0ROOqoo6qty3feeedV23lQUKWL5JjtVqTYSf2/widdx2T4ORIKm3SBdOF0OS644IIJx2RTTUVLXt/1UFiny+s51qwMuh3ZeWoytF/8hoYRRHvxGxpGENO+W+4//dM/JRmmwEZq7X1uya0RT6mltPSiiy6qtq6BQhWpkJHcPffcs9pGb432G431HPX4ybB7IIWUXuoeWPpqdxZdILv/GNnVXdEF2HDDDSe8B10aI/ZSUWm2ohWpuHTacl27Gll3IaV1DIpWnB+zBo5fd87nQ/fM58Mx6GqNp8SOT3fIcbiWf//3f19tsyMKj3xmzbKYfdFl+vznP19tG2yarXLepfqDjMWpp56aBx54oGn1GxoaZkd78RsaRhDTSvUXW2yxzk4kA7irqOORvkmBjXLaIcVto3QZFGEofvH6Um+j4Iowdtlll2ofcsgh1VYbngxH7N/73vdWWwGM4px111232kaqzWqY7ehrBml02Qi/ghnvR9poFyCp+8Ybb1xtRUsPPPBAtaXoZj6k8Qpb+kprPV8XRhGV+n9dLBtsKtK64YYbqq0QaHwptdkFy6p1GXWxrGG4/vrrq21zT9evr37AdfW51l3xnq1bMBs0cPPOOOOMPPjgg43qNzQ0zI724jc0jCCmVcCz8MIL14ipEUm7pFxxxRXVlspIzaSudlKRikrjvY4dUiwnld4a/dUNMcIrBXT8ybA74X1KQY3+9m3HZfnxhz/84Wp7/7oGZikUKnlNI+q6VZYG60pYQmpWwwh0X7bCebSewZ2SLas28u11FML09e1XFON8+lnLfnUNxo9VkZAujdkO++ErtDKj4/d5P7pP3r/z7tq7vZul0ZYZD1yAp3ULraRuo/WtUsplY39uu+U2NMyleDJUf9/M3EhjgLZbbkPDXIopRfVLKUtn5o64Byd5b5JNkzyS5E+6rnu8lLJWkoO6rnvTJJfJsssu282YMSPJcFTb0lqFC2eddVa11VkrErEpo5FTI+vSQM+XoqltN/KtUEd3w8i/PeaTYQp9zTXXVNudaq0lUKDi9mBrrrlmtRXYKLzxfEtFpcSOx0440mA1//aoNxLumkn7bRYqdXU9dL3MPvhdioXsUNSXAdE9cY8Ar3/44YdX24ySLk8yvB5+3u/2fixjttzXugK1/boWdjtynRTq2H1JV1JX1bUfPI9nn312Hnrooactqn9MkhlJBk/BizPF3XIbGhqefZjK3nmbJHm467pveniCUyekDm6TbZ69oaFhzuEJqX4p5dAkOyd5PMmCSRZOclGSN+VJUv1FFlmkG1DEbbfdth6XsrgzqEIPddLq6hXnSF3VqlsCrBhCoYaRYKOrUlQj6x43upwMU0XdA8UkRvgV25gtMBKs2EYhkB1cPC6dNAugO+D8er6ln9JVaakNUq2R8LjU2IyD8+X1XXvps6IgI+W6c4prvC/rIKwPUS+fDK+THXz233//artOukBG8nXndKuMxusaucbnnHNOtf/5n/+52nY1shzYGpeBOztjxozcfvvtT53qd133ga7rlu667mVJtkvyla7rdkzbLbehYa7FUxHwvC/Je0spt2emz992y21omEvwpAQ8Xdddl+S6MftJ75Y733zzVW2ygg7FEJbZSpmlq1I5o5+Kf9RP6w4ozrD80ki+NF5xilpyaab0ORmmgYqKdC3Un0trLcXVddEd6ivTVN9t1kGxkFkKteRG1M18eH1jNFJ018ZovJHvyy67rNpmK6T93pfltFJ06baugdFuOzSZDVEXL2VOhoU6H/zgB6vtc9G3A7FrowvhXEj1rTsxC6LOX9qvO+5ce83BrsDj60b60CS7DQ0jiPbiNzSMIKZVq7/oootmhx12SJJceOGFQ8cHUDOv8MYyTSPZnq/L4DWl4ur2pXfq6xV3WPqpGyKlk34mw/RNeq8eXFt6rzsh3fV+jN47Dl0DXQlLYr2+VF93QDGPVNx5l37qVrgGumSWSUtHzaAMGkYmwzRZjbxumJF8Mw66Ybp2ZlK8/vhx6zZ43LX0u7feeutqS9EVOTkXuo8Kfhy33+vaWNLr8ztYs7aFVkNDQy/ai9/QMIKYVqr/y1/+sooa1lprrYkHRGRaOinNUmBiaa2UUDopzTRibQmjn7XLibTf7/Wz0s/x97D99ttX28i2tNzSXamf96+AyRoDxyTlNnJsGagRcoUnjse5UDyiS6KLpftkpPnUU0+t9r777ltt6b2ulEIr188uPerWdXOkxq634h8j9Lo/ybBwyuyC15XGW2NgCa0umWIx3SqfWTMFZhpcD69jzYrPx2BddfEmQ/vFb2gYQbQXv6FhBDGtzTYty5WCqZO+9NJLq20UVn1zX2mtQgpFHJb9mk0wuqqgSBpnlNTSXY9Lq5Nhmua1pJNG9fuyCJb0GkV2d2G3tTKboKZdHb5jsLzXeZG6e2+6FbokXlOqr8jHyLRl1Za9KsjRXTLaLe211NUxOP/j9zwYwOcjGXYtXA8j896DEfXxHZgmQl/W6Nprr62266EAzS5Tfq/zO3ABjjzyyNx9992t2WZDQ8PsaC9+Q8MIYlqj+r/73e+qIERqJu03+mmprJRNmu1uqApeFJ7YqUWKbVS7T6sujVMnrTBECpgMU1ZdFO9NmmoU+nOf+1y11bQr2pFmG+WVBkvdLZU1G+HcvfGNb6y2YhO/13F6L7ozzpdResfsvUt7jWrrbkjddWekwApydCUsXT3ggAOqbdejJDn//POrLeX+9re/PeG4rRGxhsF50T0zc6MQyrJh3TPdSrMgPk+KeQbz+7Q322xoaHjuoL34DQ0jiGml+vPMM0+NMJtNkCq7JZZ0rE+D7DlSRaO2Rv7VYUvRzCw4NnXruhJnn312taVfyTC1tmGoO6MqPnHc3v9NN91Ubenr2972tmp/4QtfqLb1DLvvvnu1L7744mqb4bBB5emnn15tswA2qLSjjPdsNkUBi8Ibo/26ALp8rofrp8u33XbbVVvqrbto1uOd73xntXX5dGeS4SavPlO6HLpVX/zirL4zzqMZCNfm3e9+d7XdfsuybcU8fq/Re+fxggsuqPZAvKVAazK0X/yGhhFEe/EbGkYQ0071xwsnkuFIrRF1KVFfWaqlu55jNx6jqOqkjeRLw90qSzq5xx57VFvKqbY7GaaEUmUpvfegvtoIthp7v8PmlkagPcdmjZa7SssV5Bhd1q1SMKIb0tfYsy+LYXRc/bsdfsyyGLG+/PLLq21mwci3WRy3D1OYZRbA2o9k+Hkxw2GDVCm3OyfrkukaWsatm2TnJ9fbeTRT0tckVAHawE1qVL+hoaEX7cVvaBhBTCvVX2ihheoOn9JMbWmWemVplq6Bmm6pnzTIyLG036aY0mdFKLoS0kGFQEaUk+HorLT2K1/5SrXXWWedatsVxxLPVVZZJRNBKqu4QzfmIx/5SLVPOOGEahvlVjxjyalNMnW9FAg571dffXW1zYhI9S31lQK7Nj4Hftf73ve+ahuNN/qu6/Xxj3+82u7f0NfdKenPUuhy6Gb43d6z1N0mqopzFPOY+XCOdPMOO+ywaisc0z0b2K7LZJjSWaWUHyX5ZZLfJ3m867rVSymLJjk3ycuS/CjJNl3X/bTvGg0NDc8ePBmq/4au61brum7wc/P+JNeM7ZZ7zdifGxoa5gJMdbfcHyVZveu6H3PstiSv77rugVLKkkmu67pu5b5rJMmKK67YDaLNRlvtn2+XFOmOdNhe6YplbLhohF8XwGiuIgldA3dOtdf5ySefXG2p5Xh6ddttt1Vb18KosqIiS1Ol1tJ4o7XWDPTtR6g23s48uknWArjFle6JUW0FQtJ46apl1Ztsskm1nRNdDDMrlqgeeOCB1bb7kGupLl3XwDk3U2BWxTLZZFgMY4bAddIFtMGqoigFYkb4+zI00nvdCkVIuiG6lWbIBs/NiSeemPvuu+9pK8vtkvxLKeWbpZRBTmuJruseSJKx/7+k99MNDQ3PKkw1uLd213X3l1JekuSqUsqtT/iJMYz9Q7FHMvyvckNDw5zDlF78ruvuH/v/w6WUizJz66yHSilLQvUf7vnsyUlOTpIVVlihG0SeFbko1DEyrR7a5pzrrrtutY2UGzk1Miv98rPSfsew3HLLTXiOx80ISG+T4eivwiBpudFsabz01e/QndA1ch6lwbo6jkERjnRSCmnXHem9pdFq0nVJjKJ7vq5E3xZlQuptJuIzn5m1RaPXdJ18JnxunNtjjz126Pu8f/Xwiquk3GYFdI18Bu0gZX2CbpIZIN1KhV+6sFdeeWW1veeNNtooybAbNRmekOqXUp5fSlloYCfZMMl3k1ySmbvkJm233IaGuQpT+cVfIslFY//yzZfk7K7rriyl3JTkvFLKbknuTrL1JNdoaGh4FuEJX/yxXXFXneD4T5KsP/sn+vGb3/ymat+NKFuWK+2VcimescGk1EpKpEjEc4wuS7mM5KofF29+85urLV018psMR1vVaKs532mnnSb8PiPYCj2cL69juacU/a1vfWu17W+vHtwotWM2uiylN4MizTRK7Z4ECnKkyWZujOr31QJIb3W3pO4+Q3334rwphEmGS2vPPffcag8EZ8lwDYOZFe/fe/a5M9PgdXRtLeNVq69oqc99GLi2un6ToUl2GxpGEO3Fb2gYQUyrVn+++ear1E4KLHU3em20WCouzbTJokIVxRp95Zjq7aXudqMxouwWWNYUXHfddRHS0Q033LDa0jej5dJ7xTymPxU8qUWXvipsMmJvw0ldA7fHMtuhiMiSXrXuugwKVYwqO3771it4sQON2RDp8zbbbFNt6W3fevfVFBx99NHVds+CZPhZkE4rhDrllFOqraugS2qE3+fFZ9BnTRdOmq5rYBbH7JPCqcHzNFWtfvvFb2gYQbQXv6FhBDGtW2gttthi3UC/rdBD+qK22uM2upTi2dlFeiTlsYxViqoARMqp8KRPJy29H4gnBpCyOVaFRNJpqaUujfcv5baBp66Ex+3pLv10jow69+n/dUkUFBktNwKvht05tUGokXy/y3u3b7003nF6X865XYN0MXQBHH8yXCew9dazMtO6HM6dGQVdnb7uP17HrIMRfm0FWEb1zQJ4b4Pdf/fcc898//vfb1toNTQ0zI724jc0jCDai9/QMIKY1nTe/PPPX1Vu+uCmNyx+0CdzMwR9beuZra+3LdGtt84qJrSdlcdNMVmzro+vv24rsPFddvVh7YrqcVN7n/rUp6ptescCDpWLdta1C7BFOsYp7Lh78MEHV1sFnXNt7wMLfJwXU5amIPVxd95552rbksr0l3AMxp4suDK1ZXdb197Puifee9/73mqbmkyS7bffvtqumeO2oMhYhopJ78G4lPEUU5LGR/TrTfFa0GWsR6XqIGZkHGYytF/8hoYRRHvxGxpGENOazltmmWW6Ad0yLWMhiKkUaYudVtdee+1qm56TftlayZSRNM5aa2m4BT4WiKyxxhrVlvbaqitJ9tlnn2qrUHQPOL9DdZjpSal+X5ss781iISmnyj3HY2sst+dWSenzoZukyk6XwRSkcyql1bUzFSqVVnloStGUqFTa4yradA1MF47vjCy19n58jnxeVP6tv/6sWjXr/GfMmFFti4h8dt70pjdV2+fDYh/n0WdCqj9I85111ll56KGHWjqvoaFhdrQXv6FhBDGtVH/ZZZftBvTHogXprYo467Olw0ZFVU1ZgKMyTkpoWyYVc2YZVETpGkilVX5JE5Nkgw02mPDztlYyS2EmwwiuUAVnh19VarYA+7u/+7tqO0fem8dVhFlTr2pOt0I1mdcxm7D88stXW6pr5P+8886rtu6M0XTprWtgFsPIui6iKjldFTcZSYb7I7gRhtcy6u7zouvl+QM1XTLs6jiPzrvvgdkqXR2zSZ4zWNdjjjkm99xzT6P6DQ0Ns6O9+A0NI4hpFfAsuOCClV4rrLAWWiGGFEfKLI2X7hh1v/DCC6utCGeppZaqtlFa984z4ittN4PgOI3QJ8M03qj1fvvtV+13vetd1TbKa2RbWm5Rk1Fn+wJIuXWZ/K4TTzyx2mZQ7GprAYriGVuE6VZJbxXnmE2QrruuFhPptvRtsW1Rki6JRT26iO4JeMkll1TbLc+T4SyCLpnPl/saGo23D4KUXldE11DBl8Ixr9OXEfF58jkY9FawkGgytF/8hoYRRHvxGxpGEFPdO++FSU5J8urM3E5r1yS35UnulrvUUkt1g9ZPUjnpoVFhNeN235V+SZOlxtJSaa+tp84888xq77777tVWw+/3SteMzLplcjKcgZB6qbE32qzLYVRfSqhoSQptdNlIuyIW19gItF1z1dtL76XxtsByTp1rr6PLYBs121Z5jvduWzAzQGrePUdXUNfOZ0XKbO37+PHpDi677LLV1sX0uZCWK8Jx7hRFKV7znvfff/9qf+ADH5jwfNfbWoVBbcrpp5+eBx988GmL6h+b5Mqu616Rma22b0nbLbehYa7FVHbSWTjJOkk+kyRd1z3Wdd3PkmyeZNCV8vQkb5n4Cg0NDc82TCWqv3ySR5KcWkpZNck3k+ybcbvljm2oOSnmnXfeSouM7Ep7bb1ltF/XwHOkSm6K4DlGlHUNLLOVuusySNUVs0jbjUYnw5RSTbultboDik+MzHudvm2ypbUeN0Iste4rhzZj4XeZKbGs9T3vec+EY9Y9UTjl5iBSY8uKFWYpfnFsRtY9R4rt+vW1OLM+ZPw9uLHFlltuWW0zB2ZBfH7NdihCUuSlaMlrbrrpptV27R2btRZG+AcunO/MZJgK1Z8vyWuTnNh13WuS/CpPgtaXUvYopXyjlPKNvr3cGxoaphdTefHvTXJv13WDf2ovyMx/CB4a2yU3T7Rbbtd1q3ddt7r/cjU0NMw5TGXvvAdLKfeUUlbuuu62zNwv7+ax/96e5LBMcbfcBRdcsFJcKbeRYMsgpaWWIEq5pWLSNzvE6A6ot7aE1H3kjPD6XUaUZS/jBTzuz+dnLBs22tzX1VWaKp205Nbvkvopbunb6rtv/z+j0dJyqbLZgauvvrra0ntdDzXp3qPrammtwhbXw5oFnw/v130Dpcy6AEbrk+Hnwu5Nuj3Weaj7l147167xDTfcUO2NN9642m4F77PvGpg10kV2LgaCMud5MkxVubd3krNKKQskuSPJOzKTLbTdchsa5kJM6cXvuu7bSVaf4K+e1G65DQ0Nzw5Mq1b/0UcfraIcSzCNkCtmUfRw0EEHVVuBxWmnnVbttdZaq9pSPOmnUXr3ebM0VsGLum2jzuqwpcPJMJ024i9dl6baGaYvuq6mXRqoiEXhkeWbRqCln867VFcqrojKCLQiIiP8n/zkJ6ut6+GYFRqZrdEt8hxdCd0ihUb/+I//WG3FRQrC7JSkC5cMuxNG4G1uaaZIV8dxO3fWeegCOI9uuuE1zXZ86EMfqvahhx5a7S222KLaA3fZ92cyNMluQ8MIor34DQ0jiDnWV18KbEPE66+/vtoKKaRfCmGMqOs+2DxSSms2QRpo1FU6fOqpp054L5aHShOTYYpuRNZyX6m1Y5LWGtm2u440VTdDKmpk2+yFtvRboZGRY79LPbxumHNttNz96HR/pOiumTRV0ZV6fl0e6bNltQqWdK90oxQmJcMdgiyNNrPimFw/XTXn1C3czeg4j+utt161zWq4Tj4fug+KmQZz4bM3GdovfkPDCKK9+A0NI4hppfpd19XSVqmM5a6KGIwo2/FEeqRr8JnPfKbaug8KHaSTRuylYoozFEQY+Vdv7XZYyTD1l9bZfFIab4eZHXbYodoKYC677LJqO0eWlx544IHVtguQkXP148LItK6UJdNSa10YXSZFQUavpaBSZvvHX3755dXeddddq61wyGyNtNp71G1xbp0rn5tkWBTV18fe50hXQXdTkZBz7Zz6HEnvtY3kW37reCZqyPl0avUbGhqeY2gvfkPDCGLa++oPuoxIe6XfRkKlSpaxStmMlEtL1bBLlRSG+L1e044vfVt0SQdtvJkMZyyknUZnHatRYbviSNcVG0mtpbjqvo2uKzbyPr2O19dVcR7XXXfdaquN32qrraqteyYVdTxeX9egb8zC58AaDwvA1P9LjV17m5QmycILL1xt3QB3C7Z8ep111qm2JdAXX3xxtXVX1Pm7dZmf7etA5K7DNqnVVR08p0cccUTuvvvu1le/oaFhdrQXv6FhBDGtUf3f//73NVKt1ttmjUbU7YNuB5fNNtus2m535PkKQxShWH4q9VP/b0bA7IOUXtqumCMZFpyok7dhph1jHJ+785pRcNxG1KXWUsXHHntswvFIUf1eaxi8Z0udXRszMV/72teqbVTbMds5xgyCUWjrF8wg2GXIe3fNvI6iHd0KXRW/Kxl23XTv+mw1+QqnfO6cd11SS8Cl+j53e++9d7Wl/WYEnOvBmrnuk6H94jc0jCDai9/QMIKYY1toucWVFEqKt/76s8r9jeBKk6fS3FF6aINN9eZGoN12Serm90rDFZIkw1F6hR6WXXotI8fWJFh2qWZcN0Nxi/fp/b/jHe+otjUJioukvtL+Aw44oNq6EkbO7Vijzt1ItlkDhT3SXnHVVVdVWxdJ90EXwzLkt73tbdW2FNc5GU/13ULNJp52WvK7LZuVxrtOPrNmsRyH25uZEbB2QNdF24zcYC7MYkyG9ovf0DCCaC9+Q8MIYloFPC94wQu6gTjmqKOOqsftHGO0WMGMpbXSLyO7CmeMIr/hDW+otsITo6hqyY2Mqg03Cu7547sH6zZID6V+XktNvrRRMdM73/nOahupNuJrhyAFQo5HSEt32WWXCa/p2jiPdo7xs7pwZjv6trjSbdFlstOOZb8zZsyotvULUlzdMDMxPje6BsnwzrOe11d+axZAEZWiK11VnwPP8TpmO8zuKCjTBfBZGbi5H/nIR3LnnXc2AU9DQ8PsaC9+Q8MIYlqj+ossskhtwNgXzZX6GP00em+EWF21dEqdvzpso/pGZi0PtcuLlFnaaFRbAUcyHIX+0pe+NOG1jM6qh1ejLvVTDHL22WdX22ixEWKj1mryzz333Gr3Ral1sZw7ab8ZhGuuuabaCmkcs1191Lzbmcd5V1ylcEhBlGPr24ZMgYzXcWzjx6dLY1ZAF8vScN0Vs0B2GtIdcI58xoXu0/vfP2vjqr322qvaPoMDl3SqffWnsmnmyqWUb/PfL0op+5VSFi2lXFVK+cHY/1/0RNdqaGh4duAJX/yu627rum61rutWS/IXSX6d5KK0bbIbGuZaPFmqv36SH3Zdd1cpZfMkrx87fnqS65K8b6oXUqhjVFshhX3Z1YxL5cwC2OVE/b+01AipUW0FNZaKukWXHVK8vlHaZJiu9zVf3G+//aot7Zdm2xXGKO/qq8/a28Tr933v+G4zA0gLrXmwNNgxK+DxHCmwboUujJkFsy+Wx9rVSBGR0I2S6m+zzTbVlp5L6XUrvK9kWAwjjddlMtujq2rmx+fC8bmufaIuj5tZ2Geffardl7kZuL9TzdI92eDedkk+P2YPbZOdZMJtst0tV5+koaFhzmHKL/7YvnmbJTn/ic4V7pbbl09uaGiYXjwZqr9xkv/sum4QXn+olLJk13UPTLZNtvjDH/5QI5EKOhRTKIyR1hi9lhobtbXjiVRXWmZkt4+KKTA588wzq22DzD66mgxHcBXtvOpVr6q20XWpsmWz6vZt6ChldY50e3SfrAVQALLkkktWWwGMvf3NoPSVLu+7777VVvCiZt6MiJkVe8P7w6BeXhfLsTlXuo6upVH2U045pdqW6CbDWZ0zzjij2mYajMYb+Tc74vZd3oP1DLoGfYItnyFdPt3cibY9G1830ocnQ/W3zyyanySXZOb22MkUt8luaGh4dmBKL34p5Y+TbJDkQg4flmSDUsoPxv7usKd/eA0NDc8EplWrX0p5JMmvkvz4ic59jmGxjNY9j9r9Js+ee35p13WLP9FJ0/riJ0kp5Rtd163+xGc+dzBq9zxq95vMfffctPoNDSOI9uI3NIwg5sSLf/Ic+M45jVG751G732Quu+dp9/EbGhrmPBrVb2gYQUzri19K2aiUclsp5fZSynOumq+Uskwp5dpSyi2llO+VUvYdO/6cLmEupcxbSvlWKeWysT8vV0q5cex+zx2Tez9nUEp5YSnlglLKrWNrvdbctsbT9uKXUuZNckJmSn9fmWT7UsorJ//UXIfHk+zfdd0qSdZMstfYPT7XS5j3TXILfz48ydFj9/vTJLvNkVE9czg2yZVd170iyaqZee9z1xp3XTct/yVZK8mX+fMHknxgur5/TvyXmTLmDZLclmTJsWNLJrltTo/tabzHpTPzQV8vyWVJSmYKWeabaN3n9v+SLJzkzozFxzg+V63xdFL9pZLcw5/vHTv2nEQp5WVJXpPkxkyxhHkuxTFJZiQZVIe8OMnPuq4bVP0819Z5+SSPJDl1zL05pZTy/MxlazydL/5ELX+fkymFUsoLknwhyX5d1/3iic6fW1FK2STJw13X2Ynkub7O8yV5bZITu657TWZK0J/dtH4CTOeLf2+SZfjz0knu7zl3rkUpZf7MfOnP6rpuUNT00FjpcqZawjyXYO0km5VSfpTknMyk+8ckeWEpZVDy/Vxb53uT3Nt13aCe+ILM/Idgrlrj6Xzxb0qy0ljEd4HM7PEsoHIAAADvSURBVOZzyRN8Zq5CKaUk+UySW7quO4q/ek6WMHdd94Gu65buuu5lmbmeX+m6bsck1ybZauy058z9JknXdQ8muaeUsvLYofWT3Jy5bI2nuzrvzZn5izBvks92XXfwtH35NKCU8tdJvpbkO5nl834wM/3885Ism+TuJFt3Xfc/E15kLkUp5fVJDui6bpNSyvKZyQAWTfKtJDt1XffbyT4/N6GUslqSU5IskOSOJO/IzB/RuWaNm3KvoWEE0ZR7DQ0jiPbiNzSMINqL39AwgmgvfkPDCKK9+A0NI4j24jc0jCDai9/QMIJoL35Dwwji/wMjDNvUYjXpogAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 0, loss:1177.9697265625, image loss:1177.9666748046875, distribution loss:0.003020048141479492\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 100, loss:132.42044067382812, image loss:130.74441528320312, distribution loss:1.6760194301605225\n"
]
},
{
"data": {
"image/png": 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QNAvYBHwtIk5M9XhaRdJdwHBEvJpurnPXbnqfe4FPAd+PiFXUlqB39rS+jnYGfwhYmtweoHZ+f1eRNI1a6H8UEc8Um7v1FOZbgM9Leht4nNp0/xGgT9Kli7x02/s8BAxFxPbi9tPU/hBU6j1uZ/BfAVYUR3ynU7uaz/NtfP6WkyTgB8CuiPhO8k9deQpzRDwUEQMRsYza+/nTiPgS8DLwxeJuXfN6ASLiALBX0vXFptuBN6jYe9zus/M+R22P0AM8FhEPt+3J20DSp4FtwK8Z+cz7TWqf88d1CnPVSLoV+NuIuEvScmozgHnATuAvIuLsVI6vmSStBB4FpgN7gK9Q24lW5j32yj2zDHnlnlmGHHyzDDn4Zhly8M0y5OCbZcjBN8uQg2+WIQffLEP/B58WnBd9xAn7AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 200, loss:109.82254028320312, image loss:108.9465560913086, distribution loss:0.8759852647781372\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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ReJb0KctpoycF4+Pj5ZiXCUetptgd4MQYdj2WLVtWjtmV4Nx+vl7+jFj283nZBeDj8PF5/vy5RS4MUy+qrwQeIUTfI8MXIkMk9RuQkvRRb5+oWg5H9VmW83JUlvcss3kctZ3ic/H8omWz3LWWJffatWvLMT+VYDkd1fPn7r0Mz5mPw08T+L3Rkt6IaElytO5i8r/lgO74QmSIDF+IDJHUb5F6OeAsTVnKsuyPctc5cYWLTEa196PEGB5HBTz5vFFSDW/nKHqUzx/l50dtrXg+HMnn4/Mc2E3gpx6cz8/HSV1W3etS/+q1pV6H7vhCZIgMX4gMkdRvAEunqFVWvW65LEejpbW8P0f1+XycS8/vZenLcAUeTuDhpBqeDxPVxmfXgOcQyWmef7TuIKXqDrtO/Dnwk4jI9UhFCTxCiL5Hhi9EhkjqNyAlgaderj7L6aho5JIlS8oxR85ZTvP2KOc/6pbL542KUkZ1/iMZz8eMuu7yHKKoOx8z6i+watVEOcc9e/aUY/5MOPknWpYrJtAdX4gMkeELkSGS+i3CsnpyFDhKkmGJy9H+qDgkS3rOXedkHk4Q4nnwdp4Pj1l+R08ZosQh3odlNl8XuxVRoU52eQYGBirnw9fFTyu4Vj/vz595RA6R+3roji9EhsjwhcgQSf0WSa3RznKa5TpL5WiJK8tRjpCnyHiW3xwhj6LxvH+0nefMS3T5mCMjI+X46NGJVgss6Xn+0ToCrrTDkp7fG7kb0dONfl6W2+z8U3vnHQZwHsAVAJfdfZOZLQHwIoA1AA4D+Lq7j0fHEELMHJqR+n/o7hvcfVPxeiuAnUW33J3FayFEDzAVqf8ggHuK8XbU6u0/McX59CSTE3iiJaUsd6OikSxfWY7yEwHen3Pp+bwsfaPik5zoEkliPj7DOfbsGrALEK1t4H0ilyEqwsnH5OtidyZKCoqKkeZI6h3fAfyrmb1lZpuLbQPufgwAit8rOjFBIUT7Sb3j3+3uR81sBYDXzOy3qSco/lBsbrijEKJrJBm+ux8tfo+Z2c9Ra511wsxWuvsxM1sJYCx4b990y40i+SyTgWvlcRR15/dEdexZTkfSmiUuHyeqEMQtsRhO1OGlr+wORNF+Pj4fh5cD8zx5bcLY2MR/m6i4aLT92LFj5ThKmmLqyftej+o3S0Opb2bzzeymq2MAfwxgD4CXUeuSC6hbrhA9RcodfwDAz4u/6rMB/JO7v2pmbwLYYWaPAjgC4Gudm6YQop00NPyiK+6dFdtPA7ivE5PqBSIJD1wbkY6i0CzLL1y4UI6j3HjORWe5zts5+s1z4qKdHEXn47N7wjKeXQxeO8CuCst4Tlji+US18flpRdQJl8ecIMSfZ/SEIvfofYRSdoXIEBm+EBmiXP0m4MhvNAaulbhRPXne5/Dhw+WYpSlHsPk47D5ErgTLeybKY2cXIyryGdW3Z9eAXYloaS27Nrx+gefP175///5yfPz48cp9Iter3vfUT6iuvhCiITJ8ITJEUr9F6knIqFhl1E6LpTVHraOCmZyrH3XgZRnM0XheI8D781MGng/Lcpb6LO/ZHeAnBdGaBf4cokQmXtI7PDxcjlNkfIq87zfZ3+z16I4vRIbI8IXIEBm+EBkiH78Bke9Ur9daSgks9m2jqrb8OIyPE/nF7Jvz47wzZ85UHjNaq8496fha2E9n3z/q5cfxBI5p8Jw5FsHzPHToUDnmz5fnEDUBiWIs/ebXTwXd8YXIEBm+EBkiqd8ikcwE4hJPUfMLznbjRSt8XK5Gy9lu0SMzPj5LcZbWvM/y5ctRRVQmi+fGve34evlzGB0dLcdRph+vr+fPIVp0w9uj0mFRZd3cZb/u+EJkiAxfiAyxbkqefi29NXk7R7BZZkfb+TtI6VvHMpv7zUU96aInBdECH16bH62p5324n130NIGfAnB5MY7wR2W+omy9qAlILtl6Ee7esNuL7vhCZIgMX4gMkdRvglSpz6+jSrlRm23ezrI/amMduQ8RvD8v8GHJHUloPi8T/R+KKt+ypI96CEalt6KnKbnLe0ZSXwhRiQxfiAxJkvpmtgjAswB+F7V2Wn8BYB+a7Jbb61I/op7Uj8pkpSSTRK4Fy/UoYh/J/iihJapwGyXDRFH3qJlFVPIr5VxTWXefI+2U+j8E8Kq7fwa1Utt7oW65QvQsKZ10FgL4AwDPAYC7f+zuZ1Hrlru92G07gK90apJCiPaSkqt/G4CTAH5kZncCeAvAFkzqlls01MySejIzksRTkfpRhDxyMdg14MSblHbSPLdI0kfXWK/pSDMoYt9+UqT+bACfBfCMu28EcBFNyHoz22xmu81sd4tzFEK0mRTDHwEw4u67itcvofaH4ETRJReNuuW6+yZ339SOCQshpk5K77zjZjZsZre7+z7U+uW9W/w8AuApqFvuNaQsBU2RqSkuQOQ+MOwOcIWcqJV2s3PuZgMLyfv2kPo4bwNqj/PmAjgI4JuoqYUdAFaj6Jbr7mfCg6B/H+fVIzLGThxzKttl+P1DyuM8pex2GBl+e5HhN0aG30c0+wckMt5O/CFipvL/SUbdHpSrL4SoRIYvRIao2GaPkBiEbbi//G4B6I4vRJbI8IXIEEn9DJAUF5PRHV+IDJHhC5Ehkvp9hCS9SEV3fCEyRIYvRIbI8IXIEBm+EBkiwxciQ2T4QmSIDF+IDJHhC5EhMnwhMkSGL0SGyPCFyBAZvhAZktI083Yz+zX9nDOzx81siZm9Zmb7i9+LuzFhIcTUaaq8tpnNAjAK4PcAPAbgjLs/ZWZbASx29ycavF/Lx4ToMJ0or30fgAPu/r9Qm2whepZm1+M/BOAnxTipTbaZbQawufUpCiHaTbLUN7O5AI4C+B13P2FmZ919Ef37uLvX9fMl9YXoPO2W+n8C4D/d/UTxOqlNthBi5tGM4T+MCZkPAC+j1h4bUJtsIXqK1DbZNwIYBnCbu79fbFsKtckWYsYxE7vlngRwEcCprp10ZrAMeV1zbtcLzJxrvtXdlzfaqauGDwBmttvdN3X1pNNMbtec2/UCvXfNStkVIkNk+EJkyHQY/rZpOOd0k9s153a9QI9dc9d9fCHE9COpL0SGdNXwzex+M9tnZu8VK/r6CjMbMrPXzWyvmb1jZluK7X29hNnMZpnZ22b2SvF6rZntKq73xSLdu28ws0Vm9pKZ/bb4rj/fa99x1wy/WNL7D6il/q4H8LCZre/W+bvEZQDfcvc7ANwF4LHiGrcC2Onu6wDsLF73E1sA7KXX3wPwg+J6xwE8Oi2z6hw/BPCqu38GwJ2oXXtvfcfu3pUfAJ8H8At6/SSAJ7t1/un4QS2N+QsA9gFYWWxbCWDfdM+tjdc4iNp/9HsBvALAUEtkmV31vff6D4CFAA6hiI/R9p76jrsp9VehlvZ7lZFiW19iZmsAbASwC5OWMAOoXMLcozwN4NsAPi1eLwVw1t0vF6/77Xu+DcBJAD8q3JtnzWw+euw77qbhV+UP9+UjBTNbAOCnAB5393PTPZ9OYWYPABhz97d4c8Wu/fQ9zwbwWQDPuPtG1FLQZ7asr6Cbhj8CYIheD6K2vr+vMLM5qBn9j939Z8Xmfl3CfDeAL5vZYQAvoCb3nwawyMyuFnnpt+95BMCIu+8qXr+E2h+CnvqOu2n4bwJYV0R856JWzeflLp6/45iZAXgOwF53/z79U18uYXb3J9190N3XoPZ9/tLdvwHgdQBfLXbrm+sFAHc/DmDYzG4vNt0H4F302Hfc7dV5X0TtjjALwPPu/t2unbwLmNnvA/h3AL/BhM/7HdT8/KaWMPcaZnYPgL929wfM7DbUFMASAG8D+DN3vzSd82snZrYBwLMA5gI4COCbqN1Ee+Y7VuaeEBmizD0hMkSGL0SGyPCFyBAZvhAZIsMXIkNk+EJkiAxfiAyR4QuRIf8HzQaav/viuAAAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 300, loss:115.42066192626953, image loss:114.30965423583984, distribution loss:1.1110044717788696\n"
]
},
{
"data": {
"image/png": 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0RPenLpLuBo5FxMvp5jZ3nUyv81Tgk8BjEbGC1hL0/p7Wt9HL4B8Cbk5uL6Z1fv+kImkardB/LyJ+WGyerKcwrwI+I+kg8CSt6f6jwFxJly/yMtle50PAoYjYXdx+mtYbQaNe414G/yVgWXHEd4DW1Xye6eH+aydJwHeA/RHxzeSfJuUpzBHxcEQsjogltF7PnRHxReAF4HPF3SbN8wWIiCPAm5JuLTatAV6lYa9xr8/OW09rRJgCPBERX+/ZzntA0h8CLwL7uPKZ92u0PueP6hTmppG0GvjbiLhb0lJaM4D5wF7gzyPi/ET2r5skLQceBwaAN4Av0xpEG/Mae+WeWYa8cs8sQw6+WYYcfLMMOfhmGXLwzTLk4JtlyME3y5CDb5ah/wMmV1MGl4Tp1QAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 400, loss:106.71611785888672, image loss:105.60734558105469, distribution loss:1.1087737083435059\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 500, loss:113.32804107666016, image loss:110.89572143554688, distribution loss:2.4323196411132812\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 600, loss:106.41990661621094, image loss:101.97073364257812, distribution loss:4.4491753578186035\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 700, loss:106.37166595458984, image loss:100.83981323242188, distribution loss:5.531856536865234\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 800, loss:101.53425598144531, image loss:95.54195404052734, distribution loss:5.992298126220703\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 900, loss:114.74225616455078, image loss:107.28474426269531, distribution loss:7.457507133483887\n"
]
},
{
"data": {
"image/png": 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Z/G7rh2flnxQi4mxgE/D5zHx+usczKBFxLXAoMx8pN3e562x6n+cC7wNuzczVdJagz+xpfRfDDP4+YFlxeymd8/tnlYg4nU7o78rM+5vNs/UU5g8CH4uIPcDddKb73wTmR8TJi7zMtvd5H7AvM7c3t++j84tgpN7jYQb/YWBlc8R3Hp2r+Tw4xOcfuIgI4NvArsz8evFPs/IU5sy8JTOXZuZyOu/njzPzU8A24JPN3WbN6wXIzAPA3oi4pNl0JfAEI/YeD/vsvI/Q2SPMAW7PzK8M7cmHICI+BPwU+DmnPvN+ic7n/AmdwjxqIuLDwN9l5rURcTGdGcBC4DHgLzLzlekcXz9FxCrgNmAe8GvgM3R2oiPzHrtyT6qQK/ekChl8qUIGX6qQwZcqZPClChl8qUIGX6qQwZcq9P/gH4t/hI84+QAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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bvjEVYqk/RgaRmiqP1Ste4u1XVPpqQI568lXq65MCDf7R92ZBREoWn1+SQquE7ClASf6CGvGMb0yF2PCNqRBL/RHTNla/pJ8Sr7564DPpqyf26MGYeqimop757LoazKP9a1quLLAno+0Z+6M4k3+hUZo772UAbwL4CMCxiNhIciWAhwBcCOBlAH8WEYeyPowx84c2Uv+PIuKKiNjYvL4LwNYmW+7W5rUxZgIYROrfCOCaprwFnfP27xxwPAuatrI/a6NSPzuXXuW0lrVP9eTrNl715GdBOxqTr2g/Gs+v7bX/km3Iw5LolvonKJ3xA8C/k3yW5KambnVE7AWA5vfZoxigMWb4lM74V0fEHpJnA3iC5K9LL9B8UWzq29AYMzaKDD8i9jS/95P8CTqps/aRXBMRe0muAbA/ee+CzJY7Dkqkr0plDZJRT7sGyeiBmRnLli3rllXqa1k99pr9VvtXT7621/Fkh2q2lf1t90HUTl+pT/J0ksuOlwH8CYBfAXgUnSy5gLPlGjNRlMz4qwH8pPnmXAzgXyLicZJPA3iY5K0AXgXw5dEN0xgzTDhOT6elfm9K5KhKd22vcfvaRmPp9fx8DbDRbbPaPju3X0/j0esqKvVff/31blmlfpalN9trYG98OyKi7x+UQ3aNqRAbvjEV4lj9eUbmkc7kbhYAo9I68/DrUwD1zKvs1/dmXnoN7NH6LG2WjjmL1be8Hy2e8Y2pEBu+MRVir/6EUHLOvErubItuFpyj3n79m1C5ruUsVVYm40vkfe2n4gwLe/WNMT2x4RtTITZ8YyrEj/MmhJLNKVmiCq3Xx22aUCM7uTdb4+u6Plvjl+DHdnODZ3xjKsSGb0yFWOpPICWyP8vZp1JcJboemaWyP2uv5ZLHc6PegOMcee3wjG9MhdjwjakQS/0JZ5Bjpkoi7pSsPkvPnS09lGFJdMv7dnjGN6ZCbPjGVIil/oSjUjlLA5159TN5rIE62bVK+inZa59tPhrnMqFGPOMbUyE2fGMqpGg/PskpAPcD+H100mn9FYAdaJkt1/vxh4/uwS9BlwNKyV54fW8m10uWACVYus+eYe7H/y6AxyPikwAuB7AdzpZrzMTSd8YneSaAXwC4KKQxyR0ArpEUWk9FxKV9+vLX+JDxjG+mUzLjl3j1LwJwAMD3SV4O4FkAt2NattwmoaYZM2ogmVFnufaUktxz2ZOCrL1+KbUNCrLHfrSUSP3FAD4F4L6IuBLA22gh60luIvkMyWdmOUZjzJApMfzdAHZHxLbm9SPofBHsayQ++mXLjYiNEbFxGAM2xgxOX6kfEb8juYvkpRGxA8B1AF5ofm4BcA+cLXesZDH52XbXYbUvkffZssK58OYXpY/zrkDncd5SAC8C+Co6auFhAOejyZYbEQf79ONPfAiURLuVGGbJvv62/ZdE69nwR0uJc8/n6k8gNnwzE8Py6pt5RlvjHcTQ2ia5sFFPBg7ZNaZCbPjGVIil/gLFUXNmJjzjG1MhNnxjKsSGb0yF2PCNqRAbvjEVYsM3pkJs+MZUiA3fmAqx4RtTITZ8YyrEhm9MhdjwjakQG74xFWLDN6ZCbPjGVIgN35gKseEbUyE2fGMqpK/hk7yU5M/l5yjJO0iuJPkEyd80v1eMY8DGmMFpda4+yUUAXgPwBwBuA3AwIu4heReAFRFxZ5/3+zA3Y0ZMybn6baX+dQB+GxGvALgRwJamfguAL7bsyxgzR7Q9ZfcmAD9sykVpskluArBp9kM0xgybYqlPcimAPQB+LyL2kTwcEVPy74ciYsZ1vqW+MaNn2FL/TwH8d0Tsa14Xpck2xsw/2hj+zTgh8wHgUXTSYwNOk23MRFGaJvs0ALsAXBQRR5q6VXCabGPmHfMxTfYBAG8DeH1sF50fnIW67rm2+wXmzz1fEBGf6NdorIYPACSfiYiNY73oHFPbPdd2v8Dk3bNDdo2pEBu+MRUyF4a/eQ6uOdfUds+13S8wYfc89jW+MWbusdQ3pkLGavgkrye5g+TOZkffgoLkeSSfJLmd5PMkb2/qF/QWZpKLSD5H8rHm9XqS25r7fagJ914wkJwi+QjJXzef9Wcm7TMem+E3W3r/CZ3Q38sA3EzysnFdf0wcA/C1iNgA4CoAtzX3eBeArRFxCYCtzeuFxO0AtsvrbwH4TnO/hwDcOiejGh3fBfB4RHwSwOXo3PtkfcYRMZYfAJ8B8FN5fTeAu8d1/bn4QSeM+bMAdgBY09StAbBjrsc2xHtch84f+rUAHgNAdAJZFvf63Cf9B8CZAF5C4x+T+on6jMcp9deiE/Z7nN1N3YKE5IUArgSwDdO2MAPouYV5QrkXwNcBfNy8XgXgcEQca14vtM/5IgAHAHy/Wd7cT/J0TNhnPE7D7xU/vCAfKZA8A8CPANwREUfnejyjguQNAPZHxLNa3aPpQvqcFwP4FID7IuJKdELQ57es78E4DX83gPPk9Tp09vcvKEguQcfofxARP26qF+oW5qsBfIHkywAeREfu3wtgiuTxQ14W2ue8G8DuiNjWvH4EnS+CifqMx2n4TwO4pPH4LkXnNJ9Hx3j9kUOSAL4HYHtEfFv+aUFuYY6IuyNiXURciM7n+bOI+AqAJwF8qWm2YO4XACLidwB2kby0qboOwAuYsM943LvzPofOjLAIwAMR8c2xXXwMkPxDAP8J4Jc4seb9Bjrr/FZbmCcNktcA+NuIuIHkRegogJUAngPwFxHx/lyOb5iQvALA/QCWAngRwFfRmUQn5jN25J4xFeLIPWMqxIZvTIXY8I2pEBu+MRViwzemQmz4xlSIDd+YCrHhG1Mh/wdoJPvbuDziSQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 1000, loss:85.26396179199219, image loss:77.67529296875, distribution loss:7.588662147521973\n"
]
},
{
"data": {
"image/png": 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TwF2ZeRmdIeij3a3vYpjB3wOsKpZX0rm+f1aJiNPphP4HmfnjZvVsvYT5CuCzEfEScC+d7v6dwJKIOH6Tl9n2Pu8B9mTmjmb5ATofBGP1Hg8z+E8AFzVnfOfRuZvPg0N8/oGLiAC+B+zOzG8X/zQrL2HOzDsyc2Vmnk/n/fxJZn4B2AZ8rtls1rxegMz8NfByRFzcrFoHPMuYvcfDvjrv03T2CHOAezLzG0N78iGIiE8BjwPPcOKY92t0jvOndAnzuImIq4G/zczrI+JCOj2AZcBO4M8z88hMtq+fIuJS4G5gHvAi8CU6O9GxeY8duSdVyJF7UoUMvlQhgy9VyOBLFTL4UoUMvlQhgy9VyOBLFfp/fmhZbOW8VAoAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 1100, loss:87.11988830566406, image loss:77.49871826171875, distribution loss:9.621179580688477\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 1200, loss:102.282470703125, image loss:91.7320785522461, distribution loss:10.550398826599121\n"
]
},
{
"data": {
"image/png": 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BX8vM38/0+gxKRFwF7MvMHeXsDouO0+c8F/gMcEdmXkDrEvTZXdZ3MMzg7wbOKKZX07q/f6xExDxaof9BZt7fzB7XW5gvBq6JiFeAu2mV+7cDyyLi6ENexu1z3g3szsxtzfR9tH4RjNRnPMzgbwfOac74zqf1NJ8tQ3z/gYuIAL4H7MzMbxf/NJa3MGfmrZm5OjPPpPV5/iQzvwQ8AXyhWWxsthcgM38H7IqIc5tZlwHPMWKf8bDvzruS1h5hDnBXZt42tDcfgoj4HPAz4JccO+b9Bq3j/EndwjxqIuJS4G8z86qIOJtWBXAK8AzwF5n53kyuXz9FxPnAncB84GXgK7R2oiPzGXvlnlQhr9yTKmTwpQoZfKlCBl+qkMGXKmTwpQoZfKlCBl+q0P8CXO+bFZmqZowAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 1300, loss:93.68553924560547, image loss:83.23294067382812, distribution loss:10.452594757080078\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 1400, loss:86.85295867919922, image loss:75.08735656738281, distribution loss:11.765603065490723\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 1500, loss:83.12252807617188, image loss:72.90048217773438, distribution loss:10.222043991088867\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 1600, loss:109.01986694335938, image loss:96.41285705566406, distribution loss:12.607012748718262\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 1700, loss:95.99679565429688, image loss:82.8095932006836, distribution loss:13.187204360961914\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 1800, loss:85.47482299804688, image loss:73.76480865478516, distribution loss:11.710014343261719\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 1900, loss:84.32585144042969, image loss:71.49041748046875, distribution loss:12.83543872833252\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 2000, loss:83.62440490722656, image loss:70.12432098388672, distribution loss:13.50008773803711\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 2100, loss:83.4076919555664, image loss:71.12162017822266, distribution loss:12.286075592041016\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 2200, loss:82.87071228027344, image loss:70.21898651123047, distribution loss:12.651729583740234\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 2300, loss:77.2730712890625, image loss:63.06920623779297, distribution loss:14.203862190246582\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 2400, loss:83.76515197753906, image loss:70.4490737915039, distribution loss:13.316080093383789\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 2500, loss:79.67268371582031, image loss:65.81118774414062, distribution loss:13.861505508422852\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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Phd/Lcf48Hg5SYtkfVQ3mzyeS6+xGsWvD7+Xj7FL1CrpqWtAOU/fpU4RmfCEyRIYvRIZI6veBpVVKokcgzhLD5+Kkmrz6HZXWYneAzx9ls4nG0y1xq/qwbOT+HEu/fv36yjEzPGZ2AVi681OD7lJk00T7CDioKaomzHD/Xhl4UhJajtMdULVcIcRQkOELkSGS+n2I5H0UXAPEpaBYKm/YsKFsc6JLDp7h87IkZnilmiUuB9JEEpddDF7h5+Ms9XmV/rXXXivb/NSAnzgcPHhup/aBAwfKNrs5fF2+l+jJBe8L4M+TzxmV0OJrdbsV/J7I5Zit1f66lZxT0IwvRIbI8IXIEEn9PkRx393ynuH/Y6nPUnzfvn1lm5NYcrw9y36WrFFSTQ6S4cAbXgmPVr+PHj1atlmisxvCMnP//v1lmwNvuP8bb7xReX4eM7sPfJ6Uklgs9fkJCLsJUeaiXk9imCYH8zAK4BFC9EWGL0SGSOrXgGVjtHLc3Y/dA5a1LKcZfnLAq9AcMBNtueUnDewy8Io3y2ZOesmynFfgo7z37EqwbOY2x+TzffF52N1giR5lzuF7ZHkbJdWM5H23tI/eM6loxhciQ2T4QmSIpH4fWBqzxI6yvwDxyvmRI0fKNq9gRzH8vErP7+UgFpa40b4CXvGOtu5yQA6v2PP4+VrRHoHoiUa0f4GJVu/5ulGiUe4TtXvJ+TbK+6rAntT7SK2dtx/AWwA+AnDG3Teb2WIAjwNYB2A/gD919xPROYQQzaGO1P8Dd9/k7puL1w8A2F5Uy91evBZCtIBBpP4dAG4u2tvQybd//4DjaQQp2y9ZNvZKzshSOSrNxNI3yirDsp8lOue355j5aFWcpfjU1FTZfvXVV8s2x+pzAsxINjN8PKUCLRNt743KlUVjSKlw2+s7a7Lsj8Y2qgAeB/BvZvaimW0pjq1w90PFRQ8BWB6+WwjRKFJn/Jvc/aCZLQfwrJn9KvUCxR+KLX07CiHGRpLhu/vB4t8jZvZjdEpnHTazVe5+yMxWATgSvLd11XJZBs4k60oU6BOtSEfbVDmghfssW7assj8H4fDKP8fJc3vPnj1l+/Dhw2WbV/7ZNYhclRRpHX2OUSajFNmf4obxd8GfeZPl/DjoK/XN7CIzu2S6DeCPAPwSwFPoVMkFVC1XiFaRMuOvAPDj4i/tPAD/7O7PmNlOAE+Y2d0AfgvgC6MbphBimNiYkwZOpL7qXqVOCaSJEmlG+ep56y7H//MWXQ4KWrFiRdlm2b9z586yvXfv3rLNsfcs76Ngm0F+b/gziVb4owCpXvH2VUTuyaTBATzu3jdNj0J2hcgQGb4QGaJY/SHQS0KmxKhHq9m8Is1bXDkpJctg3u7KwT+8zZaDfzg4J9pam7KSn5KHnomCi5iU7bQpYxPVaMYXIkNk+EJkiKT+CKgbWMJEW0oj+cpPBziXPq/ScyAQB/zwPoJI3kfU7cPjT3ETontPWaWf5NV7ZhCXRjO+EBkiwxciQ2T4QmSIIvfGSBTRF7WjzSycQZej+ziiLzoP77XnR36jiNCL/Pq65O7Lp6DIPSFEX2T4QmSIHudVMJM9+ClEBSD4eJQLIDrOj/Oi1Fi86WbU5aAjSZ8SWZfy+C9lY04uVLmO0XfajWZ8ITJEhi9EhkjqVzDu1eKUzSZRplmG+/AqPUv9yMUY1j0PS9Jrxb4edV0gzfhCZIgMX4gMkdQvaIrMTJHfUTEPdgHq3sOw7n9YgTrReJryPTWNurXzNOMLkSEyfCEyJLVa7iIAjwD4XXTKaf0lgN1oebXcpqRoGkSyRqv0TMp9DiKnU1bvoxRb0XmiEtiTIO8H+XyHlW4sdcb/DoBn3P1aANcD2AVVyxWitfTdnWdmCwH8HMBVTp3NbDeAm6mE1vPufk2fczXqz3XKTNVEohkgmlVTZowmzPiMZvx6/ac/r7NnzybtzkuR+lcBOArge2Z2PYAXAdyLrmq5RUHN1tKmX6i621RTJOGwjD2S6ynx9rzFODXmvI3M1lMTJuXP8DwAnwDwsLvfAOAd1JD1ZrbFzF4wsxdmOEYhxJBJMfwpAFPuvqN4/SQ6fwgOFxIf/arluvtmd988jAELIQanr+G7++sADpjZtP9+K4BXMMHVcs2s/GkTRfaVnlIy6sP3HP0Mawxz5swpf/j8Z86cKX9SxpkL0WfBx/t95t0kpd4ys03oPM5bAGAvgC+j80fjCQBrUVTLdffj4UnQ7MW9SYsOq2sYKfdc9/FRSnHMQdJlt/W7GYR+v7Opqbeyzrknw6/uL8NvLjL8IVM3yGXQ8zbtl3ZY0rluTb0os1BE0z63JqJkm0KISmT4QmSItuXWYJiyfZzrCIP47ylRgtE24ZTxRPn/o7GJ4aAZX4gMkeELkSFa1a9BnSCWfu8Zp7yPqBuTnyLLudRXVC8gZQyS9zNHq/pCiEpk+EJkiKT+EOiW1U2WqcPafjssmvxZtRVJfSFEJTJ8ITJEATxDoE1ydZAEjdF5mLbsTcgdzfhCZIgMX4gMkdTPmFEEGknStwPN+EJkiAxfiAyR1BcAJNFzQzO+EBkiwxciQ2T4QmRIX8M3s2vM7Gf0c8rM7jOzxWb2rJn9uvj3snEMWAgxOLV255nZXAD/C+D3ANwD4Li7f8PMHgBwmbvf3+f9WkESYsSMYnferQB+4+6vAbgDwLbi+DYAn6t5LiHELFH3cd6dAH5QtJPKZJvZFgBbZj5EIcSwSZb6ZrYAwEEAv+Puh83spLsvov8/4e49/XxJfSFGz7Cl/h8D+G93P1y8TiqTLYRoHnUM/y6ck/nABJfJFmLSSS2TfSGAAwCucvc3i2NL0PIy2UJMIk2slnsUwDsAjo3tos1gKfK659zuF2jOPV/p7sv6dRqr4QOAmb3g7pvHetFZJrd7zu1+gfbds0J2hcgQGb4QGTIbhr91Fq452+R2z7ndL9Cyex67jy+EmH0k9YXIkLEavpndZma7zWxPsaNvojCzK8zsOTPbZWYvm9m9xfGJ3sJsZnPN7CUze7p4vd7MdhT3+3gR7j0xmNkiM3vSzH5VfNefatt3PDbDL7b0/iM6ob/XAbjLzK4b1/XHxBkAX3H3jQBuBHBPcY8PANju7lcD2F68niTuBbCLXn8TwLeL+z0B4O5ZGdXo+A6AZ9z9WgDXo3Pv7fqO3X0sPwA+BeAn9PpBAA+O6/qz8YNOGPOnAewGsKo4tgrA7tke2xDvcQ06v+i3AHgagKETyDKv6ntv+w+AhQD2oVgfo+Ot+o7HKfUvRyfsd5qp4thEYmbrANwAYAe6tjADqNzC3FIeAvBVAGeL10sAnHT3M8XrSfuerwJwFMD3CvfmETO7CC37jsdp+FXxwxP5SMHMLgbwQwD3ufup2R7PqDCz2wEccfcX+XBF10n6nucB+ASAh939BnRC0Jst6ysYp+FPAbiCXq9BZ3//RGFm89Ex+u+7+4+Kw5O6hfkmAJ81s/0AHkNH7j8EYJGZTSd5mbTveQrAlLvvKF4/ic4fglZ9x+M0/J0Ari5WfBegk83nqTFef+RYpwDddwHscvdv0X9N5BZmd3/Q3de4+zp0vs+fuvsXATwH4PNFt4m5XwBw99cBHDCza4pDtwJ4BS37jse9O+8z6MwIcwE86u5fH9vFx4CZ/T6A/wDwC5zzeb+Gjp9fawtz2zCzmwH8jbvfbmZXoaMAFgN4CcCfu/vp2RzfMDGzTQAeAbAAwF4AX0ZnEm3Nd6zIPSEyRJF7QmSIDF+IDJHhC5EhMnwhMkSGL0SGyPCFyBAZvhAZIsMXIkP+D+cY5o4zhqxTAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 2600, loss:79.32598876953125, image loss:64.34725952148438, distribution loss:14.978731155395508\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 2700, loss:88.60165405273438, image loss:76.05609893798828, distribution loss:12.545553207397461\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 2800, loss:79.75358581542969, image loss:64.72906494140625, distribution loss:15.02452278137207\n"
]
},
{
"data": {
"image/png": 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RwJeAh9z9euAYQyjrzWyFmb1mZq8V/RoRKVeRxB8EBt19U/b4CRq/CPZmXXJp1y3X3ee6+9xODFhERq5t4rv7e8C7ZnZ1duhWGmW/uuWK1FTRj/Pm0Pg4bwywA/gOjV8aa4AvkHXLdff9Lb8JusYXqUKRa3zdnSfSZ3R3nog0pcQXSZASXyRBSnyRBCnxRRKkxBdJkBJfJEFKfJEEKfFFEqTEF0mQEl8kQUp8kQQp8UUSpMQXSZASXyRBSnyRBCnxRRKkxBdJkBJfJEFKfJEEKfFFEqTEF0lQkaaZV5vZb8Kfw2Z2r5lNMrMXzOz32d+f2zdPRHrHkPbVN7MBYBfwR8DdwH53/6GZ3Q9c5O73tfl67asvUrIy9tW/FXjb3f8HtckWqa1RQ3z+cuDnWTzV3fcAuPseM5vS7AvMbAWwYvhDFJFOK1zqm9kYYDfwB+6+18wOuvvE8N8PuPvnXuer1BcpX6dL/YXAv7v73uxxoTbZItJ7hpL4d3KmzAe1yRapraJtss8H3gWudPdD2bHJqE22SM/pxTbZ7wPHgP+t7EV7w8Wk9Z5Te7/QO+/5cne/pN2TKk18ADN7zd3nVvqiXZbae07t/UL93rOW7IokSIkvkqBuJP7KLrxmt6X2nlN7v1Cz91z5Nb6IdJ9KfZEEVZr4ZrbAzN40s7eyO/r6ipnNNLOXzGy7mW01s3uy4319C7OZDZjZ62b2TPb4CjPblL3fx7Ll3n3DzCaa2RNm9kb2s/5K3X7GlSV+dkvvP9JY+jsbuNPMZlf1+hU5CXzX3a8BbgDuzt7j/cAGd78K2JA97if3ANvD4x8BP8ne7wHgrq6Mqjw/Bda7+xeB62i893r9jN29kj/AV4BfhccPAA9U9frd+ENjGfNXgTeBadmxacCb3R5bB9/jDBr/o98CPAMYjYUso5r93Ov+B7gQ+G+y+bFwvFY/4ypL/ek0lv2eNpgd60tmNgu4HtjEWbcwA01vYa6pB4HvAZ9mjycDB939ZPa4337OVwLvA/+UXd48bGbjqNnPuMrEb7Z+uC8/UjCz8cBa4F53P9zt8ZTFzG4D9rn7lni4yVP76ec8CvgS8JC7X09jCXpvl/VNVJn4g8DM8HgGjfv7+4qZjaaR9D9z919kh/v1FuabgK+b2U5gNY1y/0Fgopmd3uSl337Og8Cgu2/KHj9B4xdBrX7GVSb+ZuCqbMZ3DI3dfJ6q8PVLZ2YGPAJsd/cfh//Ul7cwu/sD7j7D3WfR+Hn+2t2/BbwEfDN7Wt+8XwB3fw9418yuzg7dCmyjZj/jqu/O+xqNM8IA8Ki7/6CyF6+Amf0x8ArwW85c836fxnX+kG5hrhszmwf8jbvfZmZX0qgAJgGvA3/u7se7Ob5OMrM5wMPAGGAH8B0aJ9Ha/Iy1ck8kQVq5J5IgJb5IgpT4IglS4oskSIkvkiAlvkiClPgiCVLiiyTo/wAh44UITld5OgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 2900, loss:89.31855773925781, image loss:74.98768615722656, distribution loss:14.330879211425781\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 3000, loss:80.59783935546875, image loss:66.0565185546875, distribution loss:14.541314125061035\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 3100, loss:82.23765563964844, image loss:66.71194458007812, distribution loss:15.525712013244629\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 3200, loss:80.95632934570312, image loss:65.67522430419922, distribution loss:15.281108856201172\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 3300, loss:77.87246704101562, image loss:63.20163345336914, distribution loss:14.6708402633667\n"
]
},
{
"data": {
"image/png": 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OdP9WYDQijlzkZba9zjuBnZm5rbp9J51fBEP1Gg8y+I8A51Wf+M6lczWfLQN8/r6LiAC+D2zPzG83/mtWnsKcmTdn5uLMXELn9fxZZn4eeAD4XHW3WbO/AJn5EvBCRJxfbboCeJohe40HfXbeVXSOCCPA7Zl5y8CefAAi4tPAQ8AvOfqe9+t03udP6BTmYRMRlwN/n5lXR8QyOjOA+cATwF9m5jvTOb5eiogLgduAucDzwBfpHESH5jV25Z5UIFfuSQUy+FKBDL5UIIMvFcjgSwUy+FKBDL5UIIMvFej/AKMugKf5wU8HAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 3400, loss:74.55697631835938, image loss:60.9150505065918, distribution loss:13.641927719116211\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 3500, loss:77.12344360351562, image loss:62.701080322265625, distribution loss:14.42236042022705\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 3600, loss:72.25464630126953, image loss:57.37366485595703, distribution loss:14.88097858428955\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 3700, loss:75.78912353515625, image loss:60.477935791015625, distribution loss:15.311193466186523\n"
]
},
{
"data": {
"image/png": 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+DnzYbB8P7MvM/c32bPuclwAvAd9vbm9ui4ijGLHPeJjB7zZ+eFb+SSEijgZ+BHwtM1+b7voMSkRcBezJzG3l7i6HzqbPeS7wKeDWzFxOZwj6zG7WdzHM4O8ETiu2F9N5vn9WiYhD6YT+B5l5b7N7tj7CfCHw2Yh4HriTTnP/FmB+RByY5GW2fc47gZ2Z+WizfQ+dXwQj9RkPM/hbgaVNj+88OrP53DfE9x+4iAjgdmBHZn6n+KdZ+QhzZt6UmYsz8ww6n+dPM/OLwCbg881hs+Z8ATLzt8ALEXFWs2s18BQj9hkP++m8K+lcEeYAd2TmzUN78yGIiE8DPwN+wcF73m/Quc+f0CPMoyYiVgF/m5lXRcQSOi2AhcB24EuZ+e501q+fIuJs4DZgHvAc8BU6F9GR+YwduSdVyJF7UoUMvlQhgy9VyOBLFTL4UoUMvlQhgy9VyOBLFfo/V1aFiYSSpLEAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 3800, loss:75.95417022705078, image loss:59.321651458740234, distribution loss:16.632524490356445\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 3900, loss:73.07022857666016, image loss:57.4301872253418, distribution loss:15.640037536621094\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 4000, loss:72.8633804321289, image loss:57.06759262084961, distribution loss:15.795787811279297\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 4100, loss:67.7485122680664, image loss:52.32484436035156, distribution loss:15.423666954040527\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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1o0t9ErBgwYLS1oy0Fs+o9B0dHS1tzZBv3LixtDWTr9l1LdpJdcXVMak5a0Zd1yDoZ+lTDC0u0rlpUZOGMBpK6bXrnDWU0t9bv7bEmg6pIqex34t34DHGJLHjG5MhlvotoNnuw4cPl/aVV145YZxKei2YURmmclcz8CMjI6W9efPm0t60aVNpa32+FsxoyKBhicpjlfT6Xj3nsmXLSlvDAT2nynt9OrBly/iWDSpL9YmAZvv1SUlqJx8Nc1IMstSvs7uOs/rGmKbY8Y3JkK5L/SrZ0msyTSWzZq91U80rrhhfpjB5Wa6+R2WzZshVQu/evbu0VeLq8VQ9vMpvzaLr71kLYLSjrkpovWYt5jn77LMr568hjJ7nlltuKe1nn3228lo09NAlvVospE8f3n333cr3DsI++a3SLl/xHd+YDLHjG5MhzupXoBJSJbNKad1jfvJuOlroogVAqc0nNauvEjeV2daCFs2K63m0MEZlvI7R2n6V3PpkQeejIY2GKir7NTO/atWqymvZuXNnaevvRGW8zi33+vw6m5O2iu/4xmSIHd+YDJkxqd/LMk3llEpLlclawKKbUwJpaa3XrMtstfOsyng9j2bUdbyeP7X0VYuN9MmELqFVef/666+X9vDwcGmr5Na1Cvq5usRYQyDt6qv1/FpQpHPQ0EavfTr77Q8CzuobY6aMHd+YDOm61O8HSaaSVuvQVVrq0lhtMwVMlN8qWfW8WoSjtmazVTYrupGmZvU1LNFlsCrFNQOvhTGapX/55ZdLe/v27aWt4Y1m+/Vphxb/6FoDHa+/R5X3ul4gtcGmHs8xw98u6vbO2wXgfQBfADgaEatIzgfwCIBhALsA/G1EHE6dwxjTO7Qi9f8iIi6NiLGHs/cCWF90y11fvDbG9AHTkfo3A7iusNehsd/+PdOcT8+hMjbV1XbyslEtYlE0BNi6dWtpa3GLZuxViut7U/vJq6TXeWt2PVUYo5l/3TxT56NtubZt21baWiz0xhtvlLZuBKpz1p2F1Fb0elXe19033hybunf8APDfJF8kuaY4tigi9gNA8e/C5LuNMT1F3Tv+tRGxj+RCAE+R3Nr0HQXFH4o1TQcaY7pGLcePiH3FvwdI/haN1lmjJIciYj/JIQAHEu/t2W65KVIFPCozVc6rBAYmyl3df3/DhvFO4Vo8o8U8et5U3b6GAKm96FM7/OgThFT7rQMHxr9KPY+GOpqx16cMulGnFu2klhjrHFI78KSKdsw4be+WS/JkkqeO2QD+CsCrAB5Ho0su4G65xvQVde74iwD8tviLMhvAf0bEkyRfAPAoyTsAvAnglmOcwxjTQ7CbhQ/9KPUVldIqaW+//fYJ41Raq60hQaqTrEpflcRa3KKbVabq/NXWeeu1aZGPhhWpghmV+qm98bUQSEktv9W56ZOF1E47qU1EXcAzTkQ0jYdcsmtMhtjxjckQS/0KUllklcYqaSeHBqtXry5tlcRarKKZcw0H9Fwqv1Xep2RzSqLrcbX1evT8OkaXBuvnqkTXsCK1AWaqJZaeM/V7UFvHW95XY6lvjKnEjm9MhljqV6DSMiWZU1IXmLiUVzPeet7U5pkquZVUIVFqY9A6u9OkutCmOvmm1gjoeVSut0oqJEmNMdVY6htjKrHjG5MhdnxjMsQNNSqoE2sea124VqBpjK/v0dyBPvJLLbTR8SlS8X7qGlIxu45P5RxS50l9bqvHU/Mx7cF3fGMyxI5vTIb4cV4Fra75nizDUxV0qcdeuvgl1cBD55SS6EpqT4HUPGeK1O+6F+bWr/hxnjGmEju+MRliqd8BtNot9YSgTmY7lcmfTiMJS+jBx1LfGFOJHd+YDLHU7wCpxTKpApvp0Or3l2Nr6dyw1DfGVGLHNyZDajk+yXkkHyO5leQWkleTnE/yKZJvFP+e3vxMeRARlT91xrT6M525mXype8f/GYAnI+JCAJcA2AJ3yzWmb2ma3CN5GoCXASwLGUxyG4DrpIXWMxGxosm5srvNOJlmuk27knvLALwN4BckN5F8sGil5W65NbC0Nr1IHcefDeCrAB6IiMsAfIgWZD3JNSQ3kNzQfLQxphvUcfwRACMR8Vzx+jE0/hCMFhIfzbrlRsSqiFjVjgkbY6ZPU8ePiLcA7CE5Fr/fAGAz3C3XmL6lVuUeyUsBPAhgDoAdAL6Lxh+NRwGcg6JbbkQcSp4EeSb3jOk2dZJ7Ltk1ZsCo4/hZb7bpR20mV1yya0yG2PGNyZCspb7lvckV3/GNyRA7vjEZYsc3JkPs+MZkiB3fmAyx4xuTIXZ8YzLEjm9MhtjxjckQO74xGWLHNyZD7PjGZIgd35gMseMbkyF2fGMyxI5vTIbY8Y3JEDu+MRnS1PFJriD5kvy8R/Jut8k2pn9paV99krMA7AVwJYA7ARyKiB+RvBfA6RFxT5P3e5M7YzpMu7rlKjcA+FNE7AZwM4B1xfF1AL7Z4rmMMTNEq7vs3grgV4U9oU02yco22STXAFgz9SkaY9pNbalPcg6AfQD+LCJGSR6JiHny3w9HxDHjfEt9YzpPu6X+XwPYGBGjxetabbKNMb1HK45/G8ZlPuA22cb0LXXbZJ8EYA+AZRHxbnFsAdwm25ieoxfbZL8N4EMAB7v2ob3BGcjrmnO7XqB3rvnciDiz2aCuOj4AkNwQEau6+qEzTG7XnNv1Av13zS7ZNSZD7PjGZMhMOP7aGfjMmSa3a87teoE+u+aux/jGmJnHUt+YDOmq45NcTXIbye3Fir6BguRSkk+T3ELyNZJ3FccHegkzyVkkN5F8onh9Hsnniut9pCj3HhhIziP5GMmtxXd9db99x11z/GJJ77+jUfp7EYDbSF7Urc/vEkcBfC8iVgK4CsCdxTXeC2B9RCwHsL54PUjcBWCLvP4xgJ8W13sYwB0zMqvO8TMAT0bEhQAuQePa++s7joiu/AC4GsDv5fV9AO7r1ufPxA8aZcxfA7ANwFBxbAjAtpmeWxuvcQka/6NfD+AJAESjkGV21ffe7z8ATgOwE0V+TI731XfcTam/GI2y3zFGimMDCclhAJcBeA6TljADqFzC3KfcD+D7AL4sXi8AcCQijhavB+17XgbgbQC/KMKbB0mejD77jrvp+FX1wwP5SIHkKQB+DeDuiHhvpufTKUjeBOBARLyohyuGDtL3PBvAVwE8EBGXoVGC3tuyvoJuOv4IgKXyegka6/sHCpLHoeH0v4yI3xSHB3UJ87UAvkFyF4CH0ZD79wOYR3Jsk5dB+55HAIxExHPF68fQ+EPQV99xNx3/BQDLi4zvHDR283m8i5/fcUgSwM8BbImIn8h/GsglzBFxX0QsiYhhNL7PP0TEtwE8DeBbxbCBuV4AiIi3AOwhuaI4dAOAzeiz77jbq/O+jsYdYRaAhyLih1378C5A8s8BPAvgjxiPeX+ARpzf0hLmfoPkdQD+KSJuIrkMDQUwH8AmAH8fEZ/O5PzaCclLATwIYA6AHQC+i8ZNtG++Y1fuGZMhrtwzJkPs+MZkiB3fmAyx4xuTIXZ8YzLEjm9MhtjxjckQO74xGfJ/0/F5CraulWwAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 4200, loss:74.83545684814453, image loss:57.71603775024414, distribution loss:17.119422912597656\n"
]
},
{
"data": {
"image/png": 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Ey+095/Z+oXnv2VN2zTLkxDfL0EQk/poJeM2Jltt7zu39QsPec9eP8c1s4rnUN8tQVxNf0i2SdkvaU1zR11ckLZC0WdIuSa9IuqfY3teXMEsakLRT0jPF7cslbSve7xPFdO++IWlQ0lOSfll81l9s2mfctcQvLun9J1pTfz8H3Cnpc916/S45BfxtRHwWuBb4RvEeVwObIuJKYFNxu5/cA+xKbn8X+H7xfo8Ad0/IqOrzA+C5iPgMcDWt996szzgiuvIDfBH4aXL7fuD+br3+RPzQmsZ8E7AbmFdsmwfsnuixdfA9zqf1H/1G4BlAtCayTGr3uTf9B5gO/A/F+bFke6M+426W+pfSmvZ7xr5iW1+SdBmwENjGOZcwA20vYW6oB4F7gQ+L27OAoYg4Vdzut8/5CuBN4J+Lw5uHJV1Iwz7jbiZ+u/nDffmVgqSLgB8B34yIdyZ6PHWRdCtwMCJ2pJvb3LWfPudJwOeBhyJiIa0p6L1d1rfRzcTfByxIbs+ndX1/X5E0mVbSPxYRTxeb+/US5uuBlZL2Ao/TKvcfBAYlnVnkpd8+533AvojYVtx+itYfgkZ9xt1M/O3AlcUZ3ym0VvNZ18XXr50kAY8AuyLie8k/9eUlzBFxf0TMj4jLaH2eP4uIrwGbga8Ud+ub9wsQEf8HvC7pqmLTMuBVGvYZd/vqvBW09ggDwKMR8UDXXrwLJH0J2Ar8nLPHvN+idZw/qkuYm0bSEuDvIuJWSVfQqgBmAjuBP42IExM5vk6SdA3wMDAFeA34Oq2daGM+Y8/cM8uQZ+6ZZciJb5YhJ75Zhpz4Zhly4ptlyIlvliEnvlmGnPhmGfp/UTTc6aPVMWMAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 4300, loss:80.32151794433594, image loss:64.35485076904297, distribution loss:15.966667175292969\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 4400, loss:73.91860961914062, image loss:57.07063293457031, distribution loss:16.847976684570312\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 4500, loss:74.75802612304688, image loss:58.24655532836914, distribution loss:16.511476516723633\n"
]
},
{
"data": {
"image/png": 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v/GgkT2HOzDszc0VmXkTr/fx5Zn4F2AF8ubrbyLxegMz8HfBKRFxSrVoDPMeQvcf9PjvvC7T2CPOAezPzO3178j6IiM8DjwO/5sR33m/R+p4/o1OYh01EXA38fWZeHxGraI0AlgDPAH+ZmR/M5fZ1U0RcBtwDjAEvAV+jtRMdmvfYmXtSgZy5JxXI4EsFMvhSgQy+VCCDLxXI4EsFMvhSgQy+VKD/A/abZet+Uo5vAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 4600, loss:73.15060424804688, image loss:56.33125305175781, distribution loss:16.819355010986328\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 4700, loss:83.82149505615234, image loss:66.46157836914062, distribution loss:17.359920501708984\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 4800, loss:70.14725494384766, image loss:54.18030548095703, distribution loss:15.966955184936523\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 4900, loss:69.57379150390625, image loss:53.767173767089844, distribution loss:15.80661392211914\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 5000, loss:80.53224182128906, image loss:63.1859016418457, distribution loss:17.346343994140625\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 5100, loss:67.47293090820312, image loss:50.45515441894531, distribution loss:17.017784118652344\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
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"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 5200, loss:72.01524353027344, image loss:55.258636474609375, distribution loss:16.756603240966797\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 5300, loss:72.6261215209961, image loss:55.36124801635742, distribution loss:17.26487159729004\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 5400, loss:65.88238525390625, image loss:49.008201599121094, distribution loss:16.874183654785156\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 5500, loss:71.28972625732422, image loss:53.96973419189453, distribution loss:17.319992065429688\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration: 5600, loss:68.00053405761719, image loss:51.647220611572266, distribution loss:16.353313446044922\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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