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@NTT123
Created July 1, 2018 16:24
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MDN.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "MDN.ipynb",
"version": "0.3.2",
"provenance": [],
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"[View in Colaboratory](https://colab.research.google.com/gist/NTT123/9b50d77ddf348099b158876a597715ef/mdn.ipynb)"
]
},
{
"metadata": {
"id": "8pCveTWTyTf9",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"# Mixture Density Network"
]
},
{
"metadata": {
"id": "Gnu5r4f_2IE2",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 252
},
"outputId": "8ecb32d3-77d1-4ea9-cd97-268cbb8c7424"
},
"cell_type": "code",
"source": [
"#@title Density function \n",
"\n",
"density = b\"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\"\n",
"from base64 import decodebytes\n",
"\n",
"fh = open(\"density.png\", \"wb\")\n",
"fh.write(decodebytes(density))\n",
"fh.close()\n",
"from IPython.display import Image\n",
"# http://pytorch.org/\n",
"from os import path\n",
"from wheel.pep425tags import get_abbr_impl, get_impl_ver, get_abi_tag\n",
"platform = '{}{}-{}'.format(get_abbr_impl(), get_impl_ver(), get_abi_tag())\n",
"\n",
"accelerator = 'cu80' if path.exists('/opt/bin/nvidia-smi') else 'cpu'\n",
"\n",
"!pip install -q http://download.pytorch.org/whl/{accelerator}/torch-0.4.0-{platform}-linux_x86_64.whl torchvision > /dev/null 2>&1\n",
"import torch\n",
"\n",
"import numpy as np\n",
"from PIL import Image\n",
"\n",
"x=Image.open('density.png','r')\n",
"x=x.convert('L') #makes it greyscale\n",
"x=np.asarray(x.getdata(),dtype=np.float64).reshape((x.size[1],x.size[0]))\n",
"x = x / 255.0\n",
"x = 1.0 - x\n",
"import matplotlib.pyplot as plt\n",
"from pylab import rcParams\n",
"rcParams['font.size'] = 14\n",
"plt.style.use('seaborn-white')\n",
"rcParams['figure.figsize'] = 7,5\n",
"\n",
"density = x \n",
"density = density#[:,50:-50]\n",
"density = density / np.sum(density)\n",
"\n",
"_ = plt.imshow(density)"
],
"execution_count": 2,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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WwcHBDCsiK8URFnWJmGHFiRVE1o2BRZ124sQJ0c5tLUsrEFH7eEuQOuXixYtYtWqVyc+b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\nbAJ/8tQAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa72676e048>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "aFmAsVUc7-kk",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 265
},
"outputId": "74b7f53a-1bf8-4a2b-e6d0-bafe9c69fc73"
},
"cell_type": "code",
"source": [
"#@title Random samples\n",
"prs = []\n",
"coords = []\n",
"for i in range(density.shape[0]):\n",
" for j in range(density.shape[1]):\n",
" x = i / density.shape[0]\n",
" y = j / density.shape[1]\n",
" x = 0.5 - x\n",
" y = y\n",
" coord = (x, y)\n",
" prs.append( density[i, j])\n",
" coords.append(coord)\n",
" \n",
" \n",
"N = 3000 \n",
"idxs = np.random.choice(len(prs), N, p=prs)\n",
"\n",
"\n",
"rcParams['figure.figsize'] = 7,4\n",
"\n",
"\n",
"X = []\n",
"Y = []\n",
"for idx in idxs:\n",
" coord = coords[idx]\n",
" X.append(coord[1])\n",
" Y.append(coord[0])\n",
"_ = plt.scatter(X,Y, s=1) "
],
"execution_count": 3,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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FW8crTYfcRFhS85rV10OCx2XeC6oLP4d8dCQIbf46eY9B7cYFMT+Hb6NjeB0P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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa73117d0b8>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "vQ8H8Onu_D3f",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"import torch.nn.init as init\n",
"import numpy as np\n",
"\n",
"class MDN(torch.nn.Module):\n",
" def __init__(self, num_head):\n",
" super(MDN, self).__init__()\n",
" self.num_head = num_head\n",
" \n",
" self.dim = 20\n",
" self.linear1 = torch.nn.Linear(1, self.dim )\n",
" self.nonlinear1 = torch.nn.Tanh()\n",
" self.linear2 = torch.nn.Linear(self.dim , self.dim )\n",
" self.nonlinear2 = torch.nn.Tanh()\n",
" \n",
" self.mu = torch.nn.Linear(self.dim , self.num_head)\n",
" self.sigma = torch.nn.Linear(self.dim , self.num_head)\n",
" self.weights = torch.nn.Linear(self.dim , self.num_head)\n",
" self.softmax = torch.nn.Softmax(dim=1)\n",
"\n",
" def forward(self, x):\n",
" out = self.nonlinear1(self.linear1(x))\n",
" out = self.nonlinear2(self.linear2(out))\n",
" mu = self.mu(out)\n",
" logsigma = self.sigma(out)\n",
" weights = self.softmax(self.weights(out))\n",
" return mu, logsigma, weights"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "fEGIh2BODoIP",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"net = MDN(10)"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "ijxVWczTEEIT",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"def log_likelihood(y, mu, logsigma, weights):\n",
" llh = torch.exp(-torch.pow((y - mu) / torch.exp(logsigma), 2) * 0.5 - logsigma)\n",
" return torch.sum(torch.log(torch.sum(llh * weights, dim=1)))"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "_iI-JsSBUZao",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"def sampleGaussianMixture(mu, logsigma, weights):\n",
" pr = weights.data.view(-1).numpy()\n",
" pr = pr / sum(pr)\n",
" #print(sum(pr))\n",
" #print(pr)\n",
" #print(len(pr))\n",
" idx = np.random.choice(len(pr), 1, p=pr)\n",
" idx = idx[0]\n",
" \n",
" mean = mu.data.view(-1)[idx]\n",
" sigma = np.exp( logsigma.data.view(-1)[idx] )\n",
" return np.random.randn() * sigma + mean \n"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "c7TeIWQJDqYR",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"def myplot():\n",
" mu, logsigma, weights = net(torch.Tensor([[0.3]]))\n",
" log_likelihood( torch.Tensor([[1]]), mu, logsigma, weights)\n",
"\n",
" x = torch.linspace(0,1.0, 100)\n",
" ys = []\n",
"\n",
" xxx = []\n",
" yyy = []\n",
" for xx in x:\n",
" mu, logsigma, weights = net(torch.Tensor([[xx]]))\n",
" for ii in range(50):\n",
" yy = sampleGaussianMixture(mu, logsigma, weights)\n",
" xxx.append(xx.item())\n",
" yyy.append(yy.item())\n",
"\n",
" _ = plt.scatter(xxx, yyy, s=1)\n",
" plt.show()"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "lluK7NsTd7uH",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"def mydensityplot():\n",
" import matplotlib.pyplot as plt\n",
" import numpy as np\n",
"\n",
" rcParams['figure.figsize'] = 7,4\n",
" \n",
" ll = 5\n",
"\n",
" heat = np.random.random((100, 100))\n",
" myX = torch.linspace(0, 1, 100).view(100, 1)\n",
" \n",
" out = net(myX)\n",
" \n",
" for i in range(100):\n",
" mu = out[0][i]\n",
" logsigma = out[1][i]\n",
" weights = out[2][i]\n",
" \n",
" for j in range(100):\n",
" y = j /100 - 0.5\n",
" llh = log_likelihood(torch.Tensor([[y]]), mu, logsigma, weights)\n",
" heat[99-j, i] = torch.exp(llh).item()\n",
"\n",
"\n",
" im = plt.imshow(heat, interpolation='nearest', extent=[0, 1, -0.5, 0.5], \\\n",
" aspect='auto')\n",
" rcParams['figure.figsize'] = 10,5\n",
"\n",
" plt.show()"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "cyFkaXcZL3QE",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 13278
},
"outputId": "227e65a6-b510-49ab-e474-0fa0d05f6c99"
},
"cell_type": "code",
"source": [
"X = torch.Tensor(X).view(N, 1)\n",
"Y = torch.Tensor(Y).view(N, 1)\n",
"\n",
"learning_rate = 0.001\n",
"optimizer = torch.optim.Adam(net.parameters(), lr=learning_rate)\n",
"\n",
"bs = N\n",
"\n",
"for it in range(50000):\n",
" #idx =torch.randint(low=0, high=N, size=[bs]).long()\n",
" myx = X#[idx]\n",
" myy = Y#[idx]\n",
" \n",
" mu, logsigma, weights = net(myx)\n",
" loss = - log_likelihood(myy, mu, logsigma, weights) / bs\n",
" \n",
" optimizer.zero_grad()\n",
" loss.backward()\n",
"\n",
" optimizer.step()\n",
" if it % 1000 == 0:\n",
" print(\"loss: \", loss.item())\n",
" myplot()\n"
],
"execution_count": 10,
"outputs": [
{
"output_type": "stream",
"text": [
"loss: -0.008789166808128357\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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77+R4VC7uJV9+4dzZQ3TItKk0d/aQenaksXDgfaZWFouXMtICvHA+eP/SWmF+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\nne4wbZ7qKjTK28hdPSO235jv6rLec7fZhLCOfb7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"text/plain": [
"<matplotlib.figure.Figure at 0x7fa7287fbc18>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"loss: -1.9876455068588257\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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JvBgAkP2eq2hE7oem4ynfRs8jofIhMUXA/OA+94rzVH02Za/rwkf9DPJ8Xx7+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\nM1PXpJoXr7hvmui4CVrej617OrHi4S3ampH8mfS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"text/plain": [
"<matplotlib.figure.Figure at 0x7fa7238f2cf8>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"loss: -2.069152355194092\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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IMdJ5+eewfPF8cpiO5KZOOQcLvn6BPRocWeTDsMIc2xKjiXKL/T48NG+6497Q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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa7287cfc88>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"loss: -2.1012442111968994\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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iwrEQs2REKQ5a8YqVPzfa6JxQYzGq7ftLLL9gbq4OwDmNBP2hHG9qcywBoKs3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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa7238a83c8>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"loss: -2.2367310523986816\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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2KbzzfiMAhSuQFIHVOqj6LBZ6jnF5owHA2NKqERxeRqmhqQPdvYNoaOpQrunQ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\n9ZaRQsQrxtDAOV/Aa2VN5Tv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xfsehlhcXJN4hmrsVacJIZ5cHl4fWkqmKFusizOvzcbg1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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa723874630>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"loss: -2.2664241790771484\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
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ASbyw8RPsPmAkNx8+fhahDmMsCvjx3IMzbJ//R8uS0/1UntPtM7v1A3K7KZCB\nIFrYZEK3UZ6qy9rX0zlyQMQ9qUtONQVD+Ptn33XMiQMQVQlEWruxypD1tkSZftzTiuO9KQmWbjJ5\nbsS7JCRe06dPx+bNmwEABw8eRElJCQoKjLvo8vJytLS0oK6uDh0dHdi6dSumT5+evBnHIZEmcBdL\nsiqYyz0dt/NUlA3B04unoKJsCMZUDkN+XrZlTUmr0amFQiquR7LOKYXNrQOy3L/UOXEaXaJLsmXX\ncYQ6jFHnxGkXo7Z2n/rWFFsVkyWrDeFzOiZLi2kB0rUwYyFvEnpTEsw8HutxqoUlXdGgFMz+T0Li\nNWnSJIwbNw4LFizAs88+ixUrVmDTpk147733AADPPPMMli5dikWLFuHWW29FZWVlUifdX9B1Fh9W\n5apMdN2/2lPnsOq1Pag9dQ7NLSG0tnXZhE8GgWRaQIIkXomqWMyeWoElt4/D7KkVuCTf2DczRx00\n4xZEIyNFtcXmVuWk9tQ5LHtlhzVv2b5FHwOAzu5cNx3y7xSIYlrQQLTlJ5/X6VISTBKv4PLFFLLu\nrej29hxutTg18hj3DgcGCe95PfbYY/jZz36GN954A2PGjMHf/M3fYO7cuQCAKVOmYMOGDdiwYQPu\nvffepE22PxDrbrmibAhWdQc+6EW9KODH9x+KdAeuKBuC+24f16OgiEwVLgBRe3IS6UZ0ajj5xq+P\noCkYsgmZE9KC00WEpfDJCidOyIAStxqW2kqUEZZNwRCeeDES8l9Y4EduTiQPb/eBk1j52h7sPnAy\nyvKT3wmdVtAUDGHpD7da55VWppNAmsnfWli0sLn1m3M6LumJcPRGZJxudMzP6fT3Iq1fLXpecrn2\nhnR/jr5+/35VYSPTkX+sTgvHqtc+QlMwZAsCMY+ZkYiAsci9+tZB7D5wMiraz0sUBfz4tydj78HJ\nzxQrbaApGMKG94/26A9HR5jKaEyZVgFE16WUxEuJiMXh42dxPtRhRbFu33cC7Z2ReptjKochT/Qw\n8+dGephJwdQCuX3fCYTajdHNTQrYk78BRGpQdtPREamIIotTO7k4u2IEasWz7qTIuOXoyfQRXYFF\nfk59PaT161R2TLtu3cqQxUq5cHpuKujpe6TK2uyp0Me7mUkFFK8+RLt39KJtLgZFAT+e/ruv2Y7L\ndUJ2IJai50USsQx1cItcAA0Xq89a9OWNgF7kZOrAHTeOhi8buOPG0cZ5SgK2UboRtUtRWmW6vqYs\nyfXO9mMAYI1aMA8fP4u2TmPce+g0QiIQRVqN+j1mTBqFrO5R4/aZtXVnlBYz3J9Oxam1BSejjKW7\n0zhmjE5WkBQTeT4noXn8xf/hI/MgAAAYPUlEQVS2vtuyLc/ksaXI82U7VqQpLPBjkD/b0aLX8wEi\n3Sbk3qWej9PcZHUY/fn1Yyl8+phTiyDzPWIJv9Pn6ukWQTxBihWYpD+znrd0Zcf6TMmE4pVitKtF\nBlDEEpzaU+ewXO2byMoUtafOYV13B+KBSqwgGSOMf47tBmHNg8bdu6waAtiDW5pbQujoiiym2sU4\neWwpcnOMUQeJSDHRpbRk4eabukP7zVEnzsvXHuzumWaO+4+esUadE7d93wmEEbHgJG791XQUp7ZM\n3ZDuUOnuNDG/r057gCZaELTQyr1E3RWirj6Itg5DXPXNhJE4b+wD6+R3PR95Xvl+8jWnGlq6q9NE\nXNyyOoz+/Pqx/Jz6mJN72CSe8Gvr2rzRAYC3P7BXNbIFCa2x74Het3KLTZBkYNLcKaNse7TmZ9bz\nlq5sp3zKVEDxSiH6zkVHjOm7quwso7afzE1yoqJsCP6xO++LjRqjkddC3jAUBfx47qEZtuNOuXxA\ndE5cXX0Q7Z3GqAsnSzGRFVcA2EqGaUHUSEvMtADNcfrV5daoBUl2TNB7d1roerp3p2tv6udKN54+\nNxA791MWlS4s8GNQXsRC0p9Liqm+5vK52o0rRUdXstECKSvtjKkchjwfrN+5fH+jOk3E8pTWnVNP\nOxkBLOejr5W8gXDqMRhL+LV7WD5++4MavPrWQUvApEDptlHb951Aa3uXdVMgbwQ2bjmMn287ho1b\nDkd9Dv27kukr+ruTKiheKcTJlI+VHyX9+0B0fpQpbEB03pdTPUBioG8YdOqAROfvyZw4WT1Fuya1\nBSOR+2paEHUFFFlvU/eNk+iiyrOmVFijtuackr/NuWsxlYtTvChOAMjJzhbnjETDSqvMqeyXKWx1\n9UFcaOuK2ndzws1K1MekYDUFQ/iPdw5av3O38xjWXPQ+IGBPTzE/o2ndaZwigE3cku+NQtqR6jBa\naOXodiM0Y9IoZCPiRpYCJbugA/Zi3Ro3z4Dbc93OmUwoXinGzSKKZSEA0e6D5Ysje2Bud2skmp4m\nVLvRFIxUT9GuSbfISHlMC6JelCSLvzke8268Aou/OR6APQFft6+Rd8Fu3QnMa/D9butTWwzSKtDn\n0aXPigJ+PHLnRGvf8TtVk3r0uYy9NCOfrnxEAHm+SMUTLe5u0agSLSxNQXvpNRmEosuHSbSwSeGt\nPXUOK7vTU/Rn1J9X7nMCwB9qP7dG3YVBPtdwYYYtK6h8RAC+bDgKnRt7D51GFyJuRGldXl5qXCNz\n1B3c3YKRpFdB30BJMXXrCp9MKF4ZglxYnXK+pPtAumycFgqvBm/0BT0VLjeXr9N53CIjtUUnnyeF\nTpclM4XLRC5iebk+62f9OllwWbtDZeSq7gunLUqfL/IeUrwBe5se3bJHiqlupCoF4vDxs2jriNQQ\n1eIuo1HdhEzmPZqvMwOjZBAKEF0+zC2gR6KP7f39adso+ebMK3Hb1yvwzZlXAgAm/0WpNe7Yb/Qa\nNMdvzrwS140twTdnXhkVwLN93wl0dEX2+eR11Z0vpHjoRrvypkSLjraupMvPTcj0vq88rz5nqqB4\nZSByTwtwv5Mdf+WleHT+RFsOVF+HrPZH3Fy+yUQLnS5LZqLTLPQ+p0xM18fcLBezL5z5WmlRyi7Y\nTlGdZvBL+YgA8oUrTFt0vpzIMiPFwilARF9jJyEzz2OKmd4jlgKt95i0i7MoECnvpi0vQ3iNvSu9\njyPra+r9n+qaRryzs9YxYKHq5r9AdvcIGIEVuw6dwdsf1ERZRdp1K9FCJ9GtmeTcdQqIdl1LK618\nRAD5eZFrZbQ/MtI3tGvQiP7MimnxpwKKV4YgFye9p6V7Zsk9hdpT5/DDjZ/EdBvSnZg4mRQEE8/y\n0881cbIgzb3VeME+YpvV8T3M4Je6+iBa2+3FkKWrVO7lSrFw6kDgdtOlbySkmMUKbnKqd2oWldbn\n1fMpCvjx6rKbURTwY8akUfDnZln7SPK5OkBDLvLmY1Po6+qD6EJkX02KgFseokYHBkmR1laRfA9d\n1Fojz2NYqZ22PUBfjnMzX2O/0PgOuM07mVC8MgS5OI2/8lLc/Y2vWH9wumeWvutcLvz9RQE/7r1t\nnKP70WvQerSTaE6cToaXe6uxhE7vszol85oNQvXNFQCbFaQbicr31MLVm0TbWNdDi7LeM3K7jloE\n5XOlq1Y/N9dnX9TlIl8UiPTG02IqvSo6EdutK4RO+5BWo1vARLyiBtIydWuC69buqa8KJ1C8MpDd\nB05i/eY/WLkg2m0o7zr1RrKsMq+FzUuwPl3y0FaGTJTXoiL3XXWuoUQnLZuRh/GeF2+eyarFKT9f\nMr5HblaqPub0XL3XaaLdmPI6autS7glKQQTsa4RT2yZTBJuC9hZGTtamaZnqSj/6c8Rq96TfI2WE\nM4ATJ06Er7rqqvCJEyfSPZW08cW51vCi//2r8BfnWsPhcDj8691/so797mhD+LZ/+q/w7442WP9n\nHv/Tyebwbf/0X+E/nWyOeq4+Zr6PV5Bz9dK800FPr88X51rDC7/7y/AX51ptPzudR37fwuGw7Xsk\nHzudx+11fU2mf3eS9T3Xv69kvEei80nWNXfTBlpeGYLOR1rX3SXYCZmQqF0N2p0gcapPl8kk++65\nvxLv+vTUbSzPo8uOObn/5N26295Zui3/TNq7dCJZQUGx6n9ezHskOp++uOYUrwzC/IVrV4v2PUcl\nKIbt5/juPVMts18KWzwXTqaKQzLdSV4m1u/H7fo4VVyXdSF1MIV0KXZ0RvKjnL47OheRkL6E4pVG\n3CpYS/TGrY4IOh+KRARFlZQJq/PkO+fKZKJ109PFMZPmnCri/X5iXR+n/Chp0cpuBTKYQyYTA9H7\nrkyOJ+mG4pUm9GIkIwOdNlHlxq3MKykfEcAlItJL1lzTwgbYC/zKQqpFgehq2+mkp5GSmSi6qcAp\narCnr3vuwRkxf6+6qaX5Htr97PQ9k1Y9IX0NxStN6MVINqM0H+vnm+hio1kiISdezbVYlcCdioDq\nivipRu+nuBUnNhmILsXeCLa2riS6qSWgkoKfsvday8mxLxexIgwJ6Qv47UsjOsemp325ZECHbi4o\n67HpVhESXWSzsMCP/NxIhW+9ee/WLt5pfr3F6T3SvdGfSegcLDfB1tc/VtNIpyRht35Ren9MPibe\nob94KSheGUSsRUYjN891fTpZ82zy2FLkiwKuUtimftWw2szx8PGzaG3vstWZu+evxlob+zo36H7R\ntE+LmhShnvb0SdSCGqhuQzfhitVqxwktXOY+lj5PUzCEJ1/abnscy6Izj5PMoz/9vVC8Mgi5yLh9\nuaLvmCOip7Pr5R6XLD+jW1Xo0jQy2bkpGMITL0YWLqOdvVHs1BCySPi9XGSdmtIla4M/VsHc/kxP\nPqOTyPW035sMytDn0X2gAPvNltsNDEmcZF/D/vT3QvHKEOQi05M/ftlXyNzHMv/fFDajlby9w6qJ\nLliq2xjIKtGGWHVYVpnE6Zi5wOmyQU4RavJOXhcUjiV0TvX60k0mLdT6evQ0UlP/vuTrnHqWmdrl\ndAOTScE/XiVVNwH95fdC8cog5N1yT++OnPYtTBeibmkg76zLRwSQmxOp+6YrWktkPyLAvcWCtrbC\n4u7caLZn31dbsjrSgryzM/JcLXSxyhg50ddCcjGLTDpEL9YNg66hKXHKGTSDPfQNTLzSUsROIvl7\nhOKVsfTmCxuruKkuAlo+IgC/z2hdsffQabR3RqwybYnJytCywy9gvwvXAinD+A8fP4vWtsg+mtFs\nL9Jy/PDxs7gQMo4bYf0dtj5L+Xk5Vj02N3GI57JK9SKaqJj2lXvN7fq4bbPqecWKLtTRr7qlD4lN\novl7hOLV79ALqSwZc/j4WYQ6wjh8/KxrG3HA3uFV74fJ/TLd50iirTKznYQ5jqkcBn9utlUlW3bV\nNYTP2FfTbihpMWjrQQeXuFlwyaQ3ARTyNam+s3Zyscr3lLEc0opvCtpLiem9M2nFNwVDePWt39mC\ndGRLH6c5EQNaV4lD8eqHxPpDkM31dMt1vachm9Lp6grSSqu8rAgArFFGO2qB/MW2o7bRaInehbr6\nYFRXXXk375SDFgtZJQKwNz/sjQXXk/fpCfEWp1QvWk7v7xbMIfdSdTko+Txp1dfVB3G+NZIMr79L\nUsT6UzBHsj4DhSsxKF4DiKJApLleUcDecl2XEZKt5fViJNvF62NSzLTFdseNo5Hny8YdN46OmtuY\nymHIz82yxLQpGMKPf3kITcFQ1H6LzDEqCtj7TjlF25nND92EpLeJv8noO9VXuL1/rGM9aRSpf/cy\nmMNE74E6pV30lHQLHiMqMwuK1wDD6Q7c/FmWoAJg28OI7vljPFcfk2WFnBbA3NzIV04ues0tIbS2\nh607fb3Iyf0WmWPkFBygF+RY1oO+Lj113/TW1ePVBc6tUaQs36VzDeXNht53lZaxdk26kY79Qbf3\np7sv/VC8iIXbH6JbuSp5TJcV0q+TuWxS3HT3VbnIuVVziFdGqjfdpFOxEPWXO3Sncmbyuudkq0To\nsHNitNy/7Emjyr4UC6ffldv7U7jSTFI6hl0kbEY5cIjVpE4345TPdTvWE5LdDLG388n0ZojJQF5j\n2RBVN1LVDVL170ZfU7cml6lAv7/+PZO+hc0oScbQG7ed3LeSLkS38wDRrh+3kO1ELCI914Ee7qxL\nR8l0CY2u7GJGtZrn+fZz9kT1ri7nKh76cW+O6ShInUMof6ZrMHOheKUYt8XR666kZOMWbi4jCN1I\nZeBFrLmmapHLtO9HLIHQpaPGVA7DoDwjqlUHc0ybMBJLbh+HaRNG4u0PavDqWwfx9gc1AIy9yZYL\n7ZYbURadbgqGcN+qSEK7TpeQoif30vTvWAeQDPQbDy9D8Uohbn8Y/WUvpC9IVTBFMkUnFcKVSd8P\nPR8pEOOvvBRPL55iyynMznFeWmpPncOrbx1E7alzUXU4jcT0SAUWaaXtPXQarW1dtlJnZm1FR9Hr\n3ktzynuUASS0rrwLxSuFuP1h8I+md/TmOqXquT0lGYKTad8PPR8pEE3BEF76+X7b5zYDc7SbsObT\nL6xR5w/qiiwyn3Dy2FLk+bKtDgkArHrUFWVD8PTiKbZeeDL4R19DKbJOx4k3oHilmERybIh3SabF\nlGnfDzkfmRfolFtnJj9LNyFgLzumXYq6RFn5iADy84xyZnX1QbR1dFmuSelSrD11Ditf22OrovIv\n/7krY6xWkhooXoQkkUyzmFKFzgvUn1eW51rX7SYEoi0xiRaz5pYQWtuM3D9dhqywwI/B3bllThac\nWTOT9F98ibyovb0dTz31FE6ePImcnBysXr0ao0aNsj1n3LhxmDRpkvX4Jz/5CXJyci5utoR4gP4u\nXCY9+Zw6H0xWXdHuPSlsFWVDjGRnv5HsPGPSKLz2/w5adTEBILs7t0zvY8nqMKT/kpDl9c4772DI\nkCF444038MADD+D555+Pek5BQQHWr19v/aNwETIw0e16ZK3JVa99ZLn3dL3N5pYQzne3aCkK+PHv\nT99is/RkWTC9j0Xh6v8kJF67du3C3LlzAQBf//rXsW/fvqROihDSP5G1Jp2Off/hGbYqHrosmQl7\nhpGExKuxsRHFxUZvp+zsbGRlZaGtzZ6Q2NbWhqVLl2LBggX48Y9/fPEzJYT0C2JVtXfK54uVYB6v\nLBjp/8Td83rzzTfx5ptv2v5v//79tsdhh452TzzxBG6//XZkZWXhrrvuwrXXXouvfvWrFzldQojX\nMetVAheX7E3hGtjEFa8777wTd955p+3/nnrqKTQ0NGDMmDFob29HOBxGXp69HcLChQutn6dNm4Yj\nR45QvAgZ4JipBG75j/r5AyUAhvSOhNyG06dPx7vvvgsA2Lp1K6ZOnWo7/sc//hFLly5FOBxGR0cH\n9u3bh9Gjo3s4EUIGFr2xrjKtygjJLBIKlb/11luxc+dOLFy4EHl5eVizZg0A4NVXX8WUKVNwzTXX\noLS0FPPmzUN2djZmzZqFCRMmJHXihBBv0lNLaqDkzJHESEi8zNwuzZIlS6yfH3/88cRnRQghGDg5\nc6T3sMIGIYQQz0HxIoQQ4jkoXoQQQjwHxYsQQojnoHgRQgjxHBQvQgghnoPiRQghxHNQvAghhHgO\nihchhBDPQfEihBDiOShehBBCPAfFixBCiOegeBFCCPEcFC9CCCGeg+JFCCHEc1C8CCGEeA6KFyGE\nEM9B8SKEEOI5KF6EEEI8B8WLEEKI56B4EUII8RwUL0IIIZ6D4kUIIcRzULwIIYR4DooXIYQQz0Hx\nIoQQ4jkoXoQQQjwHxUvQFAylewqEEEJ6AMWrm6ZgCA/94DcUMEII8QAUr26KAn689PgsFAX86Z4K\nIYSQOFC8BBQuQgjxBhQvQgghnoPiRQghxHNQvAghhHgOihchhBDPQfEihBDiOShehBBCPIcv3RMA\ngM7OTgDA6dOn0zwTQgghmYKpCaZGSDJCvBoaGgAAixYtSvNMCCGEZBoNDQ2oqKiw/V9WOBwOp2k+\nFq2traiursbw4cORk5OT7ukQQgjJADo7O9HQ0IDx48cjPz/fdiwjxIsQQgjpDQzYIIQQ4jkoXoQQ\nQjwHxYsQQojnoHgRQgjxHBQvQgghnsPT4rVq1SpUVVVhwYIFOHDggO3Yzp07MW/ePFRVVeHll19O\n0wzTg9t12b17N+bPn48FCxZg2bJl6OrqStMs04PbtTF5/vnncffdd/fxzNKP27U5deoUFi5ciHnz\n5uGf//mf0zTD9OF2bX7605+iqqoKCxcuxMqVK9M0w/Rx5MgRzJkzB6+//nrUsZSuw2GP8uGHH4aX\nLFkSDofD4ZqamvD8+fNtx//yL/8yfPLkyXBnZ2d44cKF4aNHj6Zjmn1OvOsyd+7c8KlTp8LhcDj8\n8MMPh7dt29bnc0wX8a5NOBwOHz16NFxVVRW+6667+np6aSXetXnkkUfCW7ZsCYfD4fAzzzwT/uyz\nz/p8junC7doEg8HwTTfdFG5vbw+Hw+HwPffcE/7tb3+blnmmgy+//DJ81113hb/73e+G169fH3U8\nleuwZy2vXbt2Yc6cOQCAK664As3NzWhpaQEAnDhxAoWFhSgrK0N2djZmzpyJXbt2pXO6fYbbdQGA\nTZs2obS0FABQXFyML774Ii3zTAfxrg0ArFmzBt/5znfSMb204nZturq6sHfvXsyaNQsAsGLFCowc\nOTJtc+1r3K5Nbm4ucnNzcf78eXR0dODChQsoLCxM53T7lLy8PKxbtw4lJSVRx1K9DntWvBobGzF0\n6FDrcXFxsVVmqqGhAcXFxY7H+jtu1wUACgoKAABnzpzBjh07MHPmzD6fY7qId202bdqEr33ta7js\nssvSMb204nZtPv/8cwwePBirV6/GwoUL8fzzz6drmmnB7dr4/X48+OCDmDNnDm666SZcffXVqKys\nTNdU+xyfzxdV+cIk1euwZ8VLE2ahEEecrsvZs2fxwAMPYMWKFbY/yoGGvDZNTU3YtGkT7rnnnjTO\nKHOQ1yYcDqO+vh7f+ta38Prrr+PQoUPYtm1b+iaXZuS1aWlpwY9+9CO8++67eP/997F//34cPnw4\njbMbOHhWvEpKStDY2Gg9PnPmDIYPH+54rL6+3tGs7Y+4XRfA+GO777778Oijj+L6669PxxTThtu1\n2b17Nz7//HMsWrQIDz30EA4ePIhVq1ala6p9jtu1GTp0KEaOHInLL78cOTk5uO6663D06NF0TbXP\ncbs2x44dw6hRo1BcXIy8vDxce+21qK6uTtdUM4pUr8OeFa/p06dj8+bNAICDBw+ipKTEcomVl5ej\npaUFdXV16OjowNatWzF9+vR0TrfPcLsugLGns3jxYtxwww3pmmLacLs2t9xyC371q19h48aNeOml\nlzBu3DgsX748ndPtU9yujc/nw6hRo/CnP/3JOj6QXGNu1+ayyy7DsWPH0NraCgCorq7Gn/3Zn6Vr\nqhlFqtdhTxfmXbt2LT7++GNkZWVhxYoVOHToEAKBAObOnYs9e/Zg7dq1AICbb74Z9957b5pn23fE\nui7XX389pkyZgmuuucZ67m233Yaqqqo0zrZvcfvOmNTV1WHZsmVYv359Gmfa97hdm9raWjz11FMI\nh8O46qqr8MwzzyA727P3vr3G7dr87Gc/w6ZNm5CTk4NrrrkGTzzxRLqn22dUV1fjueeew2effQaf\nz4cRI0Zg1qxZKC8vT/k67GnxIoQQMjAZOLdOhBBC+g0UL0IIIZ6D4kUIIcRzULwIIYR4DooXIYQQ\nz0HxIoQQ4jkoXoQQQjzH/wcWWciBNxer4gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa7237ddb00>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"loss: -2.282700300216675\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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Ii3dlP7ndckGy5SRnkQEICis5O8puZlCka2XkdGB1+q36Wjlult29A6bf2N/8\nUke7urydSC0M9blwdXDCigyqhl5rJsnvXXb3Dnjyl8PN/a+OP4S8hEH5LGN7xo32qGVJ9P8HhlMj\nRfOfMrt7BzzXiGawbPrLJrQcpAWsU1q/r9Kn6RqlGlau9BSzVKe/yllD6oyil97aaSllQMpZS4B1\nGSI15LbsOoQXVxdhy65DQUsLhbqoT64Sr7a4wgVMpFaEDJxIraOzZUFWuyDN7t4BcwOBJLv4QrGb\nBae2rGtq6oKeN9hdkEvUGAynRmhKd0+opYkaSoaa7DOW02/V63jUlSbkkkF9sgIzrgKlvIW5Ov03\nNzDrxyhlyKkL4coxMfUiy769u6BNeiv07d1Fb3356xd+VS/qkwfD7O4d8JuJl1haXEaQhbrOTJ7V\nq38ntZtCDatwmjJWlszw8vr8mLt4G7w+f9DvK8c5Aestw9WTF2nvN8dQdbp+WSj5t1JPSIw6SLKr\nMNmrzcdjHUSKHYZTI0Tb3RNqyZdYkUstyet41EFLOY1XveZGvladYquuNSjvPqvfh6mVeR8meX2K\neo8mAEhL1Vt6dtORAev04MJ95fifFZ+bBzUZZHZ/j4YER0NaUU0ZK0vE2FVjtqGGszHOCVinlmd3\n74B7xAmB7PZVL16V3YFqV6E6Pim7fUPtV7sbZ9ots2MnFpNwnDYG2WI0aS5gjKYMNnehppQmW6zq\nYjfF1u45dWrspIf/GfK96pRW9b129YnVVPamTJlNxN+8MVOg7V5nfEfV6eJy6vCHW77V8ma+ZU6B\nXr2+WMub+Za2en2xVnGyWrvpd2+Z21Rfu3nnQS1v5lvmVOdnFm81ty+3UXGyWst/+F3LVGnjfaGm\nMYf7+3x76IR2g82UZ17qkFycSu4AoaaUJlus6hJphk+459TZii88MDbke0NNaY129pEdu9fabS/S\n2XQi/uaxmNUlv6PqdHHZslZbvSMG9UJ6ql4uX7sHtZq+rh2AoJUVZKtr0d8/xyc7S8018eT9vtRu\nXrWLWgq1tpwh0lhvrL4fFB8MpwThl9terKbNxoPdbRyaU3dPQ04I1BUZAMCVrl/aoN4KRa6Jp1LH\nPaVIMwelUPWREjHlmeKD4URkwy6AnDjlPFbC/U4etwsLH8i1BJnR4lKXK1JnAMpWljruOWJQL7gC\n45Xq5B4ZQOpYqlofaj5aaVr87xR44MABjB07FuvWrUNWVla8N0cUU8ZsN2q8wn3l5qURxsQgI8zU\n/Wq3n/k3aH4i5QJbTnHUXLp7WjoeFKMnr9lTx17jtSICNQ8MpzhpbuMRRLHAkKGGYjjFSXMejyAi\nijeGUxwxmIiIosNwIiIix2HtXc0cAAAIhUlEQVQ4ERGR4zCciIjIcRhORETkOAwnIiJyHIYTERE5\nDsOJiIgch+FERESOw3AiIiLHiTqctm3bhmHDhuHjjz+OZX2IiIiiC6fvvvsOf/3rXzFo0KBY14eI\niCi6cMrIyMCCBQvgdgff4ZKIiKipUqN5U9u2bWNdDyIiIlPEcCooKEBBQYHl3+666y6MGDEibpUi\nIqKWLWI4TZgwARMmTEhEXYiIiABwKjkRETlQVOG0fv163HLLLdiwYQP++Mc/4rbbbot1vYiIqAWL\nakLEqFGjMGrUqBhXhYiISMduPSIichyGExEROQ7DiYiIHIfhREREjsNwIiIix2E4ERGR4zCciIjI\ncRhORETkOAwnIiJyHIYTERE5DsOJiIgch+FERESOw3AiIiLHYTgREZHjMJyIiMhxGE5EROQ4DCci\nInIchhMRETkOw4mIiByH4URERI7DcCIiIsdhOBERkeMwnIiIyHEYTkRE5DgMJyIichyGExEROU5q\nNG+qqanBww8/jO+++w61tbW4//77MWTIkFjXjYiIWqiowuntt99G27Zt8eabb6K4uBizZs3CypUr\nY103IiJqoaIKpxtvvBF5eXkAgM6dO8Pr9ca0UkRE1LJFFU5paWnmz4sXLzaDioiIKBYihlNBQQEK\nCgos/3bXXXdhxIgRWLp0KYqKirBw4cK4VZCIiFqeiOE0YcIETJgwIejfCwoK8NFHH+H555+3tKSI\niIiaKqpuvf3792PZsmVYsmQJXC5XrOtEREQtXFThVFBQAK/XixkzZpj/9sorryA9PT1mFSMiopYr\nqnCaOXMmZs6cGeu6EBERAeAKEURE5EAMJyIichyGUyN5ff5kV4GIqNljODWC1+fHnc98xIAiIooz\nhlMjeNwuLLhvDDxuTp8nIoonhlMjMZiIiOKP4URERI7DcCIiIsdhOBERkeMwnIiIyHEYTkRE5DgM\nJyIichyGExEROQ7DiYiIHIfhREREjsNwIiIix2E4ERGR4zCcwNtgEBE5TYsPJ94Gg4jIeVp8OPE2\nGEREztPiwwngbTCIiJyG4URERI7DcCIiIsdhOBERkeMwnIiIyHEYTkRE5DgMJyIicpzURGyktrYW\nAHD48OFEbI6IiBzOyAMjH1QJCaeysjIAwJQpUxKxOSIiOkuUlZUhOzs76N9baZqmxXvj1dXVKCws\nREZGBlJSUuK9OSIicrja2lqUlZUhJycHbdq0CXo+IeFERETUGJwQQUREjsNwIiIix2E4ERGR4zCc\niIjIcRhORETkOI4Np7lz5yI/Px+TJk3Crl27LM9t2rQJ48ePR35+Pv7yl78kqYbJY7dvtmzZgokT\nJ2LSpEmYNWsW6urqklTL5LDbN4Znn30Wt9xyS4Jrlnx2+6a0tBSTJ0/G+PHj8eijjyaphsljt2+W\nLl2K/Px8TJ48GXPmzElSDZPnyy+/RG5uLpYsWRL0XFyPxZoDbd26VZsxY4amaZq2b98+beLEiZbn\nf/zjH2uHDh3SamtrtcmTJ2vFxcXJqGZSRNo311xzjVZaWqppmqbddddd2vr16xNex2SJtG80TdOK\ni4u1/Px87eabb0509ZIq0r65++67tbVr12qapmmPPfaYdvDgwYTXMVns9o3P59NGjx6tnTlzRtM0\nTZs2bZr273//Oyn1TIbvv/9eu/nmm7VHHnlEe+ONN4Kej+ex2JEtp82bNyM3NxcAcP755+PEiROo\nrKwEAOzfvx8dO3ZE9+7d0bp1a4wcORKbN29OZnUTym7fAMCqVavQrVs3AEDnzp1RUVGRlHomQ6R9\nAwBPPfUUfvvb3yajekllt2/q6uqwY8cOjBkzBgAwe/Zs9OjRI2l1TTS7fZOWloa0tDScOnUKNTU1\nqKqqQseOHZNZ3YRKT0/HSy+9hMzMzKDn4n0sdmQ4lZeXo1OnTubjzp07m0sglZWVoXPnziGfawns\n9g0AtG/fHgBw9OhRbNy4ESNHjkx4HZMl0r5ZtWoVLrvsMvTs2TMZ1Usqu31z/PhxnHPOOXjyyScx\nefJkPPvss8mqZlLY7RuXy4Vf//rXyM3NxejRozFw4ED07t07WVVNuNTU1JCrNwDxPxY7MpxUGhex\nCCvUvjl27Bh+8YtfYPbs2Zb/dC2N3DderxerVq3CtGnTklgj55D7RtM0HDlyBFOnTsWSJUuwe/du\nrF+/PnmVSzK5byorK7Fo0SK8//77WLduHXbu3Im9e/cmsXYthyPDKTMzE+Xl5ebjo0ePIiMjI+Rz\nR44cCdnkbK7s9g2g/2eaPn067rnnHlx11VXJqGLS2O2bLVu24Pjx45gyZQruvPNOFBUVYe7cucmq\nasLZ7ZtOnTqhR48eOO+885CSkoJhw4ahuLg4WVVNOLt989VXX6FXr17o3Lkz0tPTMWTIEBQWFiar\nqo4S72OxI8Np+PDhWLNmDQCgqKgImZmZZndVVlYWKisrceDAAdTU1ODjjz/G8OHDk1ndhLLbN4A+\npnLrrbfi6quvTlYVk8Zu31x33XV47733sGLFCixYsAD9+/fHQw89lMzqJpTdvklNTUWvXr3w7bff\nms+3pK4ru33Ts2dPfPXVV6iurgYAFBYW4gc/+EGyquoo8T4WO3bh1/nz52P79u1o1aoVZs+ejd27\nd8PtduOaa67Bp59+ivnz5wMAxo0bh5///OdJrm1ihds3V111FYYOHYpLL73UfG1eXh7y8/OTWNvE\nsvveGA4cOIBZs2bhjTfeSGJNE89u35SUlODBBx+Epmm48MIL8dhjj6F1a0eeu8aF3b5ZtmwZVq1a\nhZSUFFx66aW4//77k13dhCksLMS8efNw8OBBpKamomvXrhgzZgyysrLifix2bDgREVHL1XJOjYiI\n6KzBcCIiIsdhOBERkeMwnIiIyHEYTkRE5DgMJyIichyGExEROc7/AWobl9P/BCezAAAAAElFTkSu\nQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa7237fd278>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"loss: -2.2901804447174072\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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JShMEIXYQUQsTVpW0Q3mvUPZFgkCfl3eQptB6ioC5mgLPGauqduPrjgKxR05c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\ngg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa723711d30>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"loss: -2.2994489669799805\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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5XPnavM5oXMvA3hHWblv3dXJd6+s0kd+P0wNLZ0DxihPaDaLFzCdiyvWPSD7N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\n7SXWIpx6X19ykvX/UnTke50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"text/plain": [
"<matplotlib.figure.Figure at 0x7fa7236c5e48>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"loss: -2.3013014793395996\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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PijAVWmo96c5Bi+Ty59PSGkFPXwwtrRFtivvgYMx+H7UKqSBx0eMJHDzNXoRL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\nEwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa72363f080>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"loss: -2.2980563640594482\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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uz3h4ZcXWS0dI5JhXfUMUF6NtrqKsl12XSNfor945iqaWNvyqPUpTuz/1vLfW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\nxYsQQojv+P+ZmV6VoqEqmwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa7236dc3c8>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"loss: -2.303706645965576\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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5UKuICwK1qGpnTsL6G+c6t/VwEZ3qqRMdx/ZOPwYGLWuLxoY4/DV071FZe9zd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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa72370b668>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"loss: -2.3094921112060547\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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ZE1oEQUgsaSNeuqW66cieixnt2KmYcLdY0LpTJJGBrzUFAL29Zi2/8rIJcOVk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\n+umntv2jRo3Cm2++ifz8fGRkZMDj8cD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"text/plain": [
"<matplotlib.figure.Figure at 0x7fa72363ada0>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"loss: -2.313324213027954\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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HTpwDYE/W68lxui/3OduWthB6+tw9qlTCBs3YA2KrsdPEC27d0KQRU/NH9Z4V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\nt/SavPmyCflNMkswhNxjylTO1E1rPn3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stpFqHNyC4yL0bw8uTqiUE3+OCFdxIOIlCAWO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\nYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa723540908>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"loss: -2.3158299922943115\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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4OWzZccyyivyBIJ7deSym+AcVs5lTx2Jl3Q2W6NHb/kAQv/nDSZtV+L1N79rS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\nk2UAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa723526940>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"loss: -2.3160548210144043\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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DmyJWWcWJeqx/bZ9j2SvAPRle4xZcEqskV6zrF+t1l4J8ra5LyaRl0l3i7dXX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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa723459a20>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"loss: -2.3098530769348145\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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3t1H4WNv8Aaz5t/8yBdoQawOjUjsANJ+7aG6LJuQCgLmlY+dWGN1ya4ofQ0VZ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\nAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa7235854a8>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"loss: -2.31168532371521\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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YihfxNE6lO+TcRI8gCJE6qTEQxM92fug4IORmjbC1RgCFcaxO9ipxWrBKd1/iopMIy/Vf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\nnlMe6ySQ2gVNEgeKFxnSRLs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"text/plain": [
"<matplotlib.figure.Figure at 0x7fa72341dbe0>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"loss: -2.31111216545105\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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jnvL/fzpV1+7r6eu43Y/0LLy0ISHLa+/evZg1axYA4NZbb8XBgwc7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\nRK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa7233b2ac8>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"loss: -2.3108203411102295\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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5f08Tnv/tIby/pynqPercqCxfI2YvSEEQBB05JV4AbBbRybZOa8tdeAf+ctq2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\n4nq8/v5+AMCpU6cSGY4gCIKQgyhNUBpBSUi82tv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"text/plain": [
"<matplotlib.figure.Figure at 0x7fa7287b8320>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"loss: -2.315639019012451\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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tSm6J8bR9lTTiZF1yeMzJ63Hj6fWL4fWExq4aW85jz/6P0NhyXmsV0rVbv/2/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\nrkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa726735470>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"loss: -2.31612229347229\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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A3WLSFlW64KeQ91Rj5h2MzmNJi/rQp+b3zWql0O36yIxQtVo9P2bmaDTLrugSNdIqc5sT\nJfGheKUhiRaE665ot4tceKpDmKvOhNDQZNiDgxws3Crs5uRkww2dc86tAq0+Pl1J576lE245Gi2L\net6NwzFn+lDMu3E4AKfQTbrGjAq1Wq/6Xl4WG+CcEyXeULzSEL4tm1hipd19em1OICd+lJ48Vgda\nANFKvm4Dl9dcCel+6OAOGZlYGwrjrT0nHMUwrQrRet7Ma25Vf8/kdjLX6PUEKF5pSk/5AseLyKo8\ndR73CWtLIi0o0yUTzVrhlUHB7a3XSsTaVnJZ6xjSvZF/Y+kB0a58XSFaBnxogZJVqN0EUm+T9kHx\nIilDr8GSYlU2qC9WilIVkj69cuxWT6R7hcNr0nmuiqQeXb5F5098Is730+1FKDsry7FfH086DsWL\ndCnS0pJvs2WD+uLu20bag0FtKIyVL+12nffzcst4ZbFwC4vmwEG8iLeMQdcii3ee9TPdgcmH4kWS\njtc6FlnrqjYUxtJfvGsXalzz2kFHclyr7LxXfjq9r63SHemWGT3VMCio/VzKHCiFK/lQvEhSccsa\nYaFrXUncKvVeaF2vpQM2ACAzI/5XlwLVPrgG7NKgIKUWilcn0xMGhniuwLYyBshoLi1QMqOBnPC2\nsKIEvTIkEG8YQUn8DMUrycRLCutHvPotFwlrS+vh1e+gNhSOyRigXXy1oTAeWvWO6wJiHYiRlRmd\n8Aac5dopXIlD4SJ+heKVBGTOMr2QVWfK8Cpml04ipzNXyL7JRcJuIcTWomG9KLggP4D8Xjl2CLHp\nRjQXEMt1M0Cs0Amt4gQ4IYTiFQ8vIdFrk6zsDzKDuXWcFZBgbf/zE2bAgvzZ3qeCGToDvZYqHlKE\nakNhLBZ9HTXsMjwwbwxGDbvMtLRarSfAua5KlxkpDAbwr/PG2M+ndGAQeblmKie9bkbiJlYULkJ6\nNj1avLRASFdYvJIG5kC+xVVcZAZzi0gkWrDu8PFzuBCO4PDxc46fAWcwgylsf2q3gLZ3nxRat0XA\n1ucHWjMI5JoRfYePn8NF0dfKU+fx7IYPUXnqfEyuNpnsVq+5qjhWgxUv7bHvU1cfRkOj4SpYei6L\nYkUIkXQ78dLWhAy9lui6TzpfXrySBuZA3mIP5HKAlotnAStiLjqwy3kcPacjC9+ZwtZs30N/Lm2l\n6c9198rN9j4ppAX5AeRmw05p83MhDvLzW32/2GiKqY4ElJ9Zu/eGXF5ot2Zy2yxHctt4uAVecC6L\nEBKPbiVeOoHr+wdOYsVLe2wB+/fndziO//pCk/2zjG7TkW9ysNbl4mWrCxjqkhv/s6fSbqVYAUDV\n2ZDdfn7a7L/V6s+lQ86liO09dBoNjQb2HjrtKHNv7WtsNlvAmaDWC69Cjdq6iknB1IFK6Ylm006n\nuUJCSNfQrcTr99uPOtqPK7+0239/fgc+OFJjC9iv36hAS2urj9XlD+Q+KTKAM1WRtDrckAL554/P\nAIDdFvXNs1udpVoHPpQODKJXbhZKBwZjAivGjyhBTpbZ6jknmZhWC5tGipAW2gH9etutV3qmw8fP\n4WJj1N0o58o0iUZm+j2ikxCSGN1KvL5oHTitds+hU3Z7+ktz4LXar843ONqjrcJw9POvcGWJ6a6y\n2m+UFdltr4BZQsNqdx88Zbe62mrvvBxHe3lx0G7lNQGnIOiieFqE6urDuNgYQV19OKYkyN5Dp9EU\nMVtdH0j2T1+zdGAQvQPRCsAHjpy1W32stLy0pSVdjG4WpDVXBjgzcxcGA7h3zrVxIzPjwbVKhPRM\nEhavlStXYv78+ViwYAEOHDjg2Pfee+9hzpw5mD9/PlavXn3JnWwvX4UaHO3gy/LtdmirNWS1Wsya\nWlMRNUVaHJYW4BQofY8hgwvsVp+nrTQpWMdP1gGA3UpBcCuKJ8PIze0se+5qscgJqMt+NEci9vOR\nVpIUJ4sWI3qsrCKruXXaMCy+bSRunTYsxiqULkb9EqBdjDLCUAdz6KCZdF5WQAjpehISr927d6Oy\nshLr16/HihUrsGLFCsf+xx9/HD//+c/xyiuvYMeOHTh27FhSOtsWj/7jdY72mmED7FYPpHf87ShH\n+73pV9ntZ62CYrVSNDTSutJWmUbOj82YWAYAdistL40OIze3TctL5wSU4ed7D51GuMmw57iklaSt\nwsPHz6Gh0bBdfHJNllutq1unDQMAzJxUhgfmjcHMSWX2/XvnmS5NHegxefRgPDBvDCaPHhzzGbUF\nJ4Nm3BZCW65S7Ta19hNCujcJidfOnTsxa9YsAMDQoUNRV1eH+nrzbfrEiRMoKCjAoEGDkJmZiWnT\npmHnzp3J67EHepCV1sO8G4fj9pu+YVdC1WXehw/pj1655nbJZabVYrVSNPoFzbkpq5WWjhbIhsZm\nRzt+RAnycjIwfkRJTN8njx6MOdOHYvLowTEBEm65/Sy0QMjw83N1FwHAbuV1dGTk5NGD8egdE21h\nKQwG8NzD5tqqtmpdWcJlnff8I7NRGIwVvdpQGC++cdB1TZhGWnTaNShdpdpt2tYcGIWNkO5BQuJV\nU1ODfv362dtFRUWorq4GAFRXV6OoqMh1X2ejB1kdfm0Jl3WsLPMOANnZZgqim7/91472B7eMQnam\n2WoR1MEMkvk3fhNZGWZrYZWdl6U6ADMy8tXtn+D9AycxathlWHzbSHufV1Z1XVdIuhRH/LV5vtXK\n62ixAhBjESW6KDheoT0AMET0oZ4jlFxoaHK0MplvQX4AebmZtlVofV7rno/8YKLjnvFSWRFC/EtS\nAjYMowPx0J2MHmS91grFq7njtuYoIFyBUgSl5eVWZ6p3q2Vj3cNKRAvAkWhWutQqjtVgzWsH7UFX\nipVFVqb5p6sNhfH4f++yB+SqMyFcbM3G3la5EDf3XWdjiNh5OQen586k1azXoJkuTnOtnfy8gBkU\nsvS5HXZQiE5lpYVNokXNKwMJISS1JCRexcXFqKmJZmM4e/YsBgwY4LrvzJkzKC6OnfRPR+Sgpue3\nZCJYibSgtJtMpzWS1Vjd5nEsl5pbuXrdT0sEtdts1LDL8OgdE6P9yXPOVXXlwl83SycD0ecoQ+d1\nRKNk719OO9qOYC4rMDPSa2Gz+mi1ctG6Xlsnj433WZNBqufuaJUSv5CQeE2ZMgWbN28GABw8eBDF\nxcXIzzetjdLSUtTX16OqqgrNzc3Ytm0bpkyZkrwedwFuCXa9EsFa7j03N1m8AnZeId7aFVhXH8aF\nhohjXsfKmajD6mtDYfzXxg/tvmdmuotuV+D2GeU7gAyd159ZWonjv2nOEVqttNj0QnA9j2YuK3DP\nmagFq6UlvgdBfye0qMnreFlw2pqLV4VAX1PjdR23vrcHulVJR0j19yQh8Ro3bhxGjhyJBQsW4PHH\nH8fy5cuxadMmvPXWWwCAxx57DEuWLMHChQvx3e9+F0OGDElqpzsbt0E3WRVT4+2X1lRtKIyVL+22\nvxxlg/rigXljHFaT5anVYfUAEGlpsa+Z6uzrXuXQpaWqP7PEyxLVUZp6Hk2H52saG805tbr6ML5u\naHYVOavvd/7tCBQGA65WWXOzucxAp+7S+STleVqg5D0AoEW5463z3K4TT3Tc9sUbdNyqIHQGybIu\nUz149mTaernqir9NwnNeP/nJT/Db3/4Wr7zyCoYPH45/+Id/wOzZswEAEydOxPr167F+/Xrcdddd\nSetsV9IV/4H127rMQC/HrYpjNXh2w4eOxLmWBaNdldpKS7fFu1rM4kUxygHaTBLsXi5Fp+kaPqQ/\nsjJgR5HuP3rWbgvyA8jOjLqE39l3AuFms3Ur32LlgQTMgJpnN3yI9w+cREF+AFkZ0X1mJpHoHFy8\natFu0ZVSoOQ9AKCpKbruLuZ5qCAV+bIlBw4tSF6lbqRbW++7FPQ9rO99WwMg4EwWHc9KJcnF6+VC\nblsvyW7n6+UrnUG3yrDRnZCBDTr6sDAYwP1zx9jux6fumRo3wtIveFllZpLgFlsQpItx/IgS5OVm\n2ssPtuw8johhtoAzcnTLzuNobonu+7I1u8qX5xtiFnfrPJAyGOf3248iYkTTkEkBLR0YRCAnWvVZ\nWn5u0ZVNrcsoAKc7dMvO42hsNuy+SuHTQSpWfwF3cfrJf223t3WpG7kQXFfBbkscvAa59liFbugq\nB1awjbZoL8VKjJes2+qv17ZfScR17DYvb23rl2R5Dz0P31lQvFKEHqy9XHw6+lBmo9Bvy4B/srF7\nDWzSKisdGESfvGjqqtpQGE/+eo99Xk52tMqyXh4gxUOvwyttTddVWhyMERYdQCLF4+9aF7RbreTw\n8XMIN0WrDugUWZItO4+jMRIVU9kH3VevJRkyT6VbujArUTNgfjfmTB+KskF9Y6on1IbCeGjV/6I2\nFG4zXZcUPi9XqbYKpXtcR99qd6i0sN2SUT/48/91nYMEnBab3KeTdctjtZi7BfFI9HXbS2dYtF77\nOvICIV8KdHSu3KenMuRLk56/7iwoXinE661RLj/wmvPpqnmKzkAObG7/wRzrxR6Z5diWgS9S9L1y\nLeqlDNLa0u5H7UaU19UJoOWCb50iTKJdmhqvc+WCc6/1cbs+Oulo9UL1198+hle3f4LX3z4W8xml\nQLSVrksKn5erFECMAD6y+l1b9KQAabeqzPKiP7OsMadFT1psbvOTEq9SSEDUravr38nrugliPKGr\nDTkLuwLwPC8eXnOZbnOp2nWsryV/fni1WVxWR+fKqQ09laEt+uUvvEe3YU/ByyTXrkD5H1nPlfkN\nN0HyOs5tWy9xkGvipPtRLx2Qqay021BbXnKg19GPEmnNAXBUCHhn3wlEDHOODQAuhpsdrawsoMVU\nWpRyHg9ATLYUia5QoNOCxcMrXRfgDCJyW0SfJ+Yo5XdTXkcXOdUUBgN48h7TMtPVC6RFq4NydASq\nRF9HplNzw1oio+vfSfRLkRZMKXx7D53GxXDEtoSl8LkJbbz6hIXBAGZPvMIhSPEK2EpBqg2Fcdfj\nWxxC90+Pv9lul19zxH2eS/7Nf7/9KBqbDfvlrrOgeKUQbWV4Dd5yrZbOEZhGa8QviWRZj9YCbuua\nMihEziXKVFamkEVdk2WD+uLROya6Dlb6WIkWQWlN6JI5WujkwmwtnvKFRWeAkQO5FitticnMJbqv\nEi0IblWxrTdvbTFVnQmhoXWO0rQ0trhaV3rQ10JiujHNQVe7TfXnlEwddwVys81W981NlK10ajrJ\ntXZrykCbskF9cftN30DZoL5tzjOXDeqLZa3fpZmTynD7Td+wU6pNHj0Yt9/0DUwePbh12Uv0xcur\nPuGGLYfx6vZPsGHLYQBwFLAtDAZw07eudE2ntn7LX9DY3IL1W/4CwHRZh5vhOrfq9ne15lrdLGEr\ncYB8CetMKF4poiN+aLfIRJkjMM766R6J29yh/E+sJ5ml5fe8cE1WnjqPFS/tsQcOKSb6WPkyoUvL\nlA4MolfADOCQlh7QmusyN5rrUg6CWizcsrdYyIFcn9e/oJej9bK85GJwryTKgHMOTguLtHx05XEp\nHtptKYUEsNyYZiVyLeZuVREk2dlmRpy2LCv5vHSSa9Ot+bbtJpNZXrbuqsS6zR/b9fDky2VBfgB5\nORkOEbK+S5WnzmPd5o8dLs51mz+23ZYXwtHvp/6Mw4f0R26W2eq/q0QL25vvfepoJXpOVoqSTg4g\n/87a+pfXaa91f6lQvFKEW3izl5hFIobrtow8tPCrCzFZxLPg2npD1u5HuQTB69zaUBhr/3DIfu5Z\nWc63ieysLPv6lqVnbb+w7CbHfWXqLikechLcrW/WPi1y40eUoFcgyxbI8SNKEMgxozO1FfJ3069C\nTlYG/m76VTEvSNrdJsVk5qQyLL5tpG1N3DptGGZPKMWt04bFnCcFyysoBnBmi9HIewwf0h95udEk\n2+ZLSjRxsxRE/exk/8zk3Fn2daTwegX06ICVw8fPoaHJcHWHapeqRL94aEv98PFzaIy0Wlkq96dX\nYNCw0n52e+1VpnVvtXqdpLyOtqCOVX1lt7LcVKqgeKWQeNk3dP2uqjMhXAg32xPictttYp3rX+LT\n3ggotzVoMrJKZ2CJF0Ditq3v44YWRBlhqfumoy/19dcsjQpm1ZkQwk2mS89tAXdublbMNQDERHzK\nucXaUBiv/OmIff/3D5zEWx9U4f0DJ2ME0isNmE5WXRsKY9Wr+1EbCjuCN/Q9AGfEqRRBPQeqn52+\nZ6Z48ZAvEG4vE9bLjA5Y0YL19vVJAAAXQklEQVQtke41wGnN6HlObfnIFxM9XyrrDB470Soyra0M\n2tEWky7jJK+r7yGfq1xmAjgtfClynQnFKw3R9bs08o1Uu2z8HH2YbngFj3hlYGmvQLV1bx1irrfd\njnWzEOWxcrB2qywgz9GiKyM+AWeeSjnvOnxIf+Rmm63uj9x2C6mWVpZ+KbBK9ADOEj66r6arNuqe\nlXOg+nlYx1vIHKbS+tSWqESvw9Tb0to0n02Gbd1JMddzkLraunQj6jm/cGPEbmUdQ8ApbNpi0u7H\n6ROutFstbHL5hl4uIgVSl43qLCheSSAZVo6XxVQ6MIjcbDgmsq38hdot5LbuiySfrng56IgIulmI\n8ZAC4VVZwOv+Op1WixGNQqs6E0Jjc7SMjXaRySjEeBZjvD5IZN/1cdlZmfbvvVKkyf93bsfqFF0W\nMpjCbR2m3JYCdfj4OTQ2R12K0prRL6LaBSwtIW01y+K2es5JCpbep92PG9867GjjoZeLyL55BdMk\nE4rXJeK2Cj0R9NuzfCM1v/Bw+NCt/1SFwQB+9o+TXRcSEtIW+vsar3qCPlZaUDoQRlp3Xlka2oqw\n1ffuyEJbL1etPjaeRQtEn4eOPJRzZzoQR7si5bMyi+BG59Vk5KquSq7nAOVyieqvLgCA3crr6Bda\nOXem3ba3ThuGxbeNtCujj/3GQLvVc27y/tJCA9BlEYYOjDTgxIkTxtVXX22cOHEi1V1JiK/ON9jt\nwv/7R3v7Uq4nr7Nz/xfGLT/+nbFz/xf2/rmPvGZ8db7B+OxknXHrj39nfHayzvVc6/eEaNy+r/G+\nu1+dbzDKf/oH1/2fnawzbhHfQbdzvbY70t+uxuv/dnuem9t15j/6Rruf+fxlbzjOnbfsdXv7te1H\nXe/h9rN1Xnv+VnNaxxa3e1hjkP7ZPM+8x1fnG4wFj7p/VzqKlzZQvJLMpfzB5Lnyy/XR0Wrjlh//\nzvjoaLVhGLFiZv1eX6etLyohXt8NPQBq8ZI/6+9gd+RSRNcSPq+XgPbc81KF30084x2rxx35OfRL\ns+5bssYcL22g2zDJJOquk24RPW+l3RIymqk25KykLNHZx637EAJ4z4/qxcXabSbXHrZn7qo7kOj/\nba9o1I7e81L6YLXxKjnoY7X7U09t6Iwj8rvRFfPuFK80QX/BtR9erg+S4cc6nYscVMyoxYjrPkK8\n5pz04mKZYqgj1yEmXtGoXU1H7q8Xd7cnMKirvg8UrzSiveHWXqmLACDSWhG4ID+AgFjpDwDNkYjr\nOaRnEm+A0WuV9EuStsRSPSCT5HMpa0a74vtA8fIhMt2MW9l7K7uAWZ4jGpZr5iaL1sXSZRy8MlrT\nWutZuEXMyQhYM+/g//J70Y1Jd4ua4uVDZHZ0ncFALojU60TksbqMgy75IHFzN3LQ6p7Iv6sswVMb\nCmPFf++297dVBoV0D9JVuACKl2+xsqPr5KZylb5OjSPRwlY2qC/uFhm1gfgF9piCqnsi/646o7ku\nieKVd5CQroDi5UPkotDxI0rQKze6IFGXoc+Is+hUuxt1Rm1pmbkt+vQqbucFBS996cgCd5l3kJBU\nQPHyIXLFfmEwgB+Xj7MHHF2GPiKKx0l3oy7Ypyfohw/pj5xMODJsW9SGnNVwtUsx3tyZm8VGV2T6\nICMKvax2IHY+pL0VgAlJFhQvn2K593RWeVncbu+h02hobLGrtgKAlUtV5zjbsb/K0e49dBpNLWar\n58e0C0nmf3MroGfhZrHJtW0UttSiIwozM6LDg7bUJW4VgPn3Ip0Nxcvn6KgwWdzOrN0ULXYIAE1N\nZgJNc1/U3diR+jw6KejFi832PjnIadGTlXEBU8we+cFEe21bosJGkoOOKJQeZ71Q3qxh9SdhpWU7\nEu7q4qmEJBuKVzdATprrifTcnGx73zv7TqCx2Wzr6sMIN0UXMHtVP/248su47a/fqEALgF+/URFz\nng4KkZVxAfONfelzO1B56jxqQ2Es/cW7HRY2kjx0zTA9zykXyuu/ZVam+9wq/1aks6B4pRHJsCzk\nRLoegHTVVEmfXjmOVmafLi1uLWnf2o7/ZondfmvkIACwWy90NVpddDPSEp2fa0vYmDk/+ejnquvJ\nyectl10UBp3VvOV2uq8VIv6F4pUmtOUmay9eJR7McgxmuXRdDn3y6MFYfNtI1/pOukhe6cAg8nIz\nUDowGFOaQQuURFtusuimLqtRkB9AIDu2FhTQdu40vuW3H/3CZL0kuK37kz9L97Ced9XbXvckJFEo\nXmmCV27DRK4V7/drlt5o30Mm6Kw8dR4vvHbQHqDkvJZeCF1XH0ZDo4G6+jBGX10MAHY7fEh/BFor\nxWrLStcAkmvUdEDA3kOnEW42W7dURPfOudbeloOkm/AzEs4dr5cknXhVi5mcazUrF2c66llZrmu3\n+S/m1yTJgOKVRnRF8s5499CDlbTSNFJotOhUnQkh3Gyg6kzIYVkBphWV3yvHFrOZk8owZ/pQzJxU\nFiOQMthEuw3lm33FsRosfW6HLWDa9eUWCUdM3Kx06WaWkYVlg/pipQjmAJxJW2Vkoqz0DTjdwUD8\n6sTWuYS0B4oXsdHlDSwrTa4rA5xv3R3JtFAYDOC5h2c6LKZXt38S170kg03iDXilA4Po01pBFkCM\n0Mm1bSSWeAmg9UuBLnuiqxd83dDsmCOzkkNrdzAAII520SojHYHiReLiVf7AEiudaUEKmxY9fU2v\nY7UVIMvTy/MKgwH88hHv+kSZcSLhrP6TWNxqOekgGeuFQi9olsmhNW5CJ9FWGiHxoHiRS8Jtfk5a\nYfHKtlhI15M+Np47S99Du0J1iHe84n96zqcnCpn+zHJbPmO3IJkMRF8K4qUh02sCdaCQdOe6WWnx\nrPKO0BP/rj0Bihe5ZBKdn+tIVKW+h9c57a0+K4W3J7qs3MQ73t/D7SUljl455kGHD+mP3NYAHus6\nP/0/k1AYDHhWMgBiXZeJfkZWROieULxIykg0qjKZC1978vojt4ANr7+HtnBlBKh26z4wbwxGDbsM\nh4+fQ2NztKacXL9XNqgvvj99qG1x6+Afc0lGZkw1XzfaG5DTVjQqhc0/ULxISklEPDpj4auXe7En\n0d7PL92I+tlVnjqPZzd8iMpT52OyrBTkB5CXay6feP3tY3h1+yd4/e1jrvcwl2REo1XjCYtXbkW3\nZRbxolEv5aWIotf1ULyIL+kMkelpwpXMxfASaUHpxeZVZ0JoaDSrees1gl6FVb36qufRakNh/Oip\nrfaCfytTvrVPzt1JMXULSmnPs2EKrNRA8SKkh5KsxfB68JbLJ+Ric8ApUDqYQ7sNZYqywmAAd/7t\nCEdft+6qtPshF9zLqgc6U74WKCmmWtjaK0pMgZUaKF6E9GCSMeDKJMqAc5GyFCDAGX2oa8jJtGNA\nbIWCZzd8aFco2LqrEs9u+NAWMBmhKBfD6yUYWqD0souOzAHqZ0C6FooXIeSSqDx1HstagzA0uszK\n5NGD8cC8Ma45NGXaMcAUs165ZhkWPXc2fkQJcrPNVkctFgYDePKe6DyXXmfotbSjvZGqJPUkJF5N\nTU1YsmQJysvLsWjRIpw4cSLmmJEjR+L222+3/0UikUvuLCEk/dCpxWQAR20ojJUv7Xa44tb+4RBq\nQ+GYOS7tNqyrD+Nio7nuy21fY7PZ6vu3lbiZgtQ9yG77kFjeeOMN9O3bF8888wzeffddPPPMM3j2\n2Wcdx+Tn52PdunVJ6SQhJL2Jt8BcI+ecCoOBuGnHAKf7z0rzZbkUtTuwLeuKdD8Ssrx27tyJ2bNn\nAwC+/e1vY9++fUntFCGke6DD6LVVFC/tmHWu5f5zSwPmlb2FwtX9SUi8ampqUFRUZF4gMxMZGRlo\nbHTWb2psbMSSJUuwYMECrF279tJ7SgjxJXpxc3utIi10FCQiadNtuHHjRmzcuNHxu/379zu2DZeM\n3w899BBuu+02ZGRkYNGiRZgwYQKuueaaS+wuId0La5Fvd8Prc7X389L9R7xo0/KaO3cuNmzY4Pj3\nve99D9XV1QDM4A3DMJCbm+s4r7y8HH369EHv3r0xefJkHDlypHM+ASE+pbsubmX6LtIVJOQ2nDJl\nCt58800AwLZt2zBp0iTH/k8//RRLliyBYRhobm7Gvn37cNVVV116bwnpRnRXy6K7fi6SXiQUbfjd\n734X7733HsrLy5Gbm4snn3wSALBmzRpMnDgRY8eORUlJCebMmYPMzEzMmDEDo0ePTmrHCekOdNcB\nvrt+LpI+JCReWVlZeOKJJ2J+v3jxYvvnBx98MPFeEUIIIR4wwwYhhBDfQfEihBDiOyhehBBCfAfF\nixBCiO+geBHiQ7rb2jBCOgrFixCf0V0XNxPSEShehPgMLgImhOJFiC+hcJGeDsWLEEKI76B4EUII\n8R0UL0IIIb6D4kUIIcR3ULwIIYT4DooXIYQQ30HxIoQQ4jsoXoQQQnwHxYsQQojvoHgRQgjxHRQv\nQgghvoPiRQghxHdQvAghhPgOihchhBDfQfEihBDiOyhehBBCfAfFixBCiO+geBFCCPEdFC9CCCG+\ng+JFCCHEd1C8CCGE+A6KFyGEEN9B8SKEEOI7KF6EEEJ8B8WLEEKI76B4EUII8R0UL0IIIb6D4kUI\nIcR3ULwIIYT4DooXIYQQ35GweO3evRvXXXcdtm3b5rr/tddew/e//33MnTsXGzduTLiDhBBCiCY7\nkZM+//xzrF27FuPGjXPdf+HCBaxevRqvvvoqcnJyMGfOHMyePRuFhYWX1FlCCCEESNDyGjBgAFat\nWoVgMOi6f//+/bjmmmsQDAaRl5eHcePGYd++fZfUUUIIIcQiIcurV69envtrampQVFRkbxcVFaG6\nujqRWxFCCCExtCleGzdujJmzuu+++zB16tR238QwjI73jBBCCIlDm+I1d+5czJ07t0MXLS4uRk1N\njb199uxZjBkzpuO9I4QQQlzolFD5a6+9Fh999BHOnz+Pr7/+Gvv27cOECRM641aEEEJ6IAnNeW3f\nvh0vvvgiPv30Uxw8eBDr1q3Dr371K6xZswYTJ07E2LFjsWTJEtx1113IyMjAPffcEze4gxBCCOko\nCYnX9OnTMX369JjfL1682P755ptvxs0335xwxwghhJB4MMMGIYQQ30HxIoQQ4jsoXoQQQnwHxYsQ\nQojvoHgRQgjxHRQvQgghvoPiRQghxHdQvAghhPgOihchhBDfQfEihBDiOyhehBBCfAfFixBCiO+g\neBFCCPEdFC9CCCG+g+JFCCHEd1C8CCGE+A6KFyGEEN9B8SKEEOI7KF6EEEJ8B8WLEEKI76B4EUII\n8R0UL0IIIb6D4kUIIcR3ULwIIYT4DooXIYQQ30HxIoQQ4jsoXoQQQnwHxYsQQojvoHgRQgjxHRQv\nQgghvoPiRQghxHdQvAghhPgOihchhBDfQfEihBDiOyhehBBCfAfFixBCiO+geBFCCPEdFC9CCCG+\nI2Hx2r17N6677jps27bNdf/IkSNx++232/8ikUjCnSSEEEIk2Ymc9Pnnn2Pt2rUYN25c3GPy8/Ox\nbt26hDtGCCGExCMhy2vAgAFYtWoVgsFgsvtDCCGEtElC4tWrVy9kZWV5HtPY2IglS5ZgwYIFWLt2\nbUKdI4QQQtxo0224ceNGbNy40fG7++67D1OnTvU876GHHsJtt92GjIwMLFq0CBMmTMA111xzab0l\nhBBC0A7xmjt3LubOndvhC5eXl9s/T548GUeOHKF4EUIISQqdEir/6aefYsmSJTAMA83Nzdi3bx+u\nuuqqzrgVIYSQHkhC0Ybbt2/Hiy++iE8//RQHDx7EunXr8Ktf/Qpr1qzBxIkTMXbsWJSUlGDOnDnI\nzMzEjBkzMHr06GT3nRBCSA8lIfGaPn06pk+fHvP7xYsX2z8/+OCDCXeKEEII8YIZNgghhPgOihch\nhBDfQfEihBDiOyhehBBCfAfFixBCiO+geBFCCPEdFC9CCCG+o0eLV20o3CnHEkII6Vx6rHjVhsK4\n9z//p12i1JFjCSGEdD49VrwKgwGsenAGCoOBpB5LCCGk8+mx4gWgQ2JE4SKEkPShR4sXIYQQf0Lx\nIoQQ4jsoXoQQQnwHxYsQQojvoHgRQgjxHRQvQgghviOhSsrJJhKJAABOnz6d4p4QQghJFyxNsDRC\nkhbiVV1dDQBYuHBhintCCCEk3aiurkZZWZnjdxmGYRgp6o9NQ0MDKioqMGDAAGRlZaW6O4QQQtKA\nSCSC6upqjBo1Cnl5eY59aSFehBBCSEdgwAYhhBDfQfEihBDiOyhehBBCfAfFixBCiO+geBFCCPEd\nvhavlStXYv78+ViwYAEOHDjg2Pfee+9hzpw5mD9/PlavXp2iHqYGr+fy/vvvY968eViwYAGWLl2K\nlpaWFPUyNXg9G4tnnnkGt99+exf3LPV4PZtTp06hvLwcc+bMwc9+9rMU9TB1eD2bl19+GfPnz0d5\neTlWrFiRoh6mjiNHjmDWrFn4zW9+E7OvU8dhw6fs2rXLWLx4sWEYhnHs2DFj3rx5jv1/8zd/Y5w8\nedKIRCJGeXm5cfTo0VR0s8tp67nMnj3bOHXqlGEYhnHfffcZ27dv7/I+poq2no1hGMbRo0eN+fPn\nG4sWLerq7qWUtp7N/fffb2zZssUwDMN47LHHjC+++KLL+5gqvJ5NKBQybrjhBqOpqckwDMO48847\njT//+c8p6Wcq+Prrr41FixYZP/3pT41169bF7O/Mcdi3ltfOnTsxa9YsAMDQoUNRV1eH+vp6AMCJ\nEydQUFCAQYMGITMzE9OmTcPOnTtT2d0uw+u5AMCmTZtQUlICACgqKsJXX32Vkn6mgraeDQA8+eST\n+Ld/+7dUdC+leD2blpYW7N27FzNmzAAALF++HIMHD05ZX7sar2eTk5ODnJwcXLhwAc3Nzbh48SIK\nCgpS2d0uJTc3Fy+88AKKi4tj9nX2OOxb8aqpqUG/fv3s7aKiIjvNVHV1NYqKilz3dXe8ngsA5Ofn\nAwDOnj2LHTt2YNq0aV3ex1TR1rPZtGkTvvWtb+Hyyy9PRfdSitez+fLLL9GnTx888cQTKC8vxzPP\nPJOqbqYEr2cTCARwzz33YNasWbjhhhtw7bXXYsiQIanqapeTnZ0dk/nCorPHYd+Kl8ZgohBX3J7L\nuXPn8MMf/hDLly93/KfsachnU1tbi02bNuHOO+9MYY/SB/lsDMPAmTNn8IMf/AC/+c1vcOjQIWzf\nvj11nUsx8tnU19fj+eefx5tvvomtW7di//79OHz4cAp713PwrXgVFxejpqbG3j579iwGDBjguu/M\nmTOuZm13xOu5AOZ/trvvvhsPPPAAvvOd76SiiynD69m8//77+PLLL7Fw4ULce++9OHjwIFauXJmq\nrnY5Xs+mX79+GDx4MK688kpkZWXhuuuuw9GjR1PV1S7H69l88sknuOKKK1BUVITc3FxMmDABFRUV\nqepqWtHZ47BvxWvKlCnYvHkzAODgwYMoLi62XWKlpaWor69HVVUVmpubsW3bNkyZMiWV3e0yvJ4L\nYM7p3HHHHbj++utT1cWU4fVsbr75Zvzxj3/Ehg0bsGrVKowcORLLli1LZXe7FK9nk52djSuuuAKf\nffaZvb8nuca8ns3ll1+OTz75BA0NDQCAiooK/NVf/VWquppWdPY47OvEvE8//TQ++OADZGRkYPny\n5Th06BCCwSBmz56NPXv24OmnnwYA3HjjjbjrrrtS3NuuI95z+c53voOJEydi7Nix9rG33HIL5s+f\nn8Ledi1e3xmLqqoqLF26FOvWrUthT7ser2dTWVmJRx55BIZh4Oqrr8Zjjz2GzEzfvvt2GK9n89vf\n/habNm1CVlYWxo4di4ceeijV3e0yKioq8NRTT+GLL75AdnY2Bg4ciBkzZqC0tLTTx2FfixchhJCe\nSc95dSKEENJtoHgRQgjxHRQvQgghvoPiRQghxHdQvAghhPgOihchhBDfQfEihBDiO/4/BwP/gvXM\nQ1oAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa72348ac50>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"loss: -2.317408800125122\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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AsI9cWKh48G3mb7luKgoL8nDLdVOx6w9H8Mo7n2PXH44AAK64bKJ95IJ4pr3T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\n1q1bh9bWVkyfPh09PT0Ih8MoLi62z48bNw6XXXY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"text/plain": [
"<matplotlib.figure.Figure at 0x7fa72352d630>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"loss: -2.3182101249694824\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x7fa7235489e8>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"loss: -2.3197875022888184\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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5t9MCb7HABEGgZJR4NQy43oz2+dcaLC2FW2VUWLjQ5btzzLarW48eNFoqetwV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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa7236933c8>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"loss: -2.321262836456299\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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Fc6YCsFpT3IU2o3q8ZUvdb3ZWGhcOLmZAcNQe/VlF+PEgEF78llqXnLISJ5yF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\nbQMA7NixA9dddx2uueYabNiwAXfffTfy8vJw000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"text/plain": [
"<matplotlib.figure.Figure at 0x7fa7238f6160>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"loss: -2.32104754447937\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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Ns/jKvB48cu/1WuuFW0yUzq4AAv1B20XTdEExX1zc1NyBl3Z9hKbmDhw+ehqB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\nDAFHS5gAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa723501da0>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"loss: -2.322587490081787\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
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FV+H3YdOKq7QTOXcbUjHjls/Nc6dh2Q1fws1zp0W4NOlaFYdHG7YcPYXHGj+2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\nTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa7235fd3c8>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"loss: -2.3234546184539795\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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NXITovspyLzyF4bBuKmZcAI62dzq2FP5cKmZUZNyguVNUhCjcsqFWYrT34BGF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\ngiAIQtYh4iUIgiBkHSJegiAIQtbx/wMSHiA7Fc9RRwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa72418a6a0>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"loss: -2.3251514434814453\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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DyQ8batK2oEeX2ycI6UJGiReP2Lv265OtLf0ZACYPWkGT2VrPpPFjMb5oDABY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\nIAhC2iHiJQiCIKQdIl6CIAhC2vH/A5UNZrYIHzNSAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa7235aaf60>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"loss: -2.324471950531006\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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BOs/W59+3zkOjCLkIUniIPQB4PDm2/ZueeTdiWL8wPES4hEwko8Trlbc/t21b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\n9aZFEEYTEa80hYe107+VsHGLqbk1gJ5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8+9vfBgBs2LAB06dPT9pYRxu3a5Ofn4/8/Hyc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\nvARBEIS04/8D9dzAE5fSIkoAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa72373ecc0>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"loss: -2.3271193504333496\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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RlpESo91C5zN9UpcAFkFwJ6PEKz8vx7ZtaDpjbS8pKwYAa9ve0WXbuvHp56dt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\n3hiGYXz++efGsmXLjNtvv32kh5dUIt2bH/3oR8b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"text/plain": [
"<matplotlib.figure.Figure at 0x7fa7236d0438>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"loss: -2.327455520629883\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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27hRqXvzYFBlaQNt+7iIAmFsAGBwcMI/zFIQLbY//Z4dle6G7z9we+Y/TAGBu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\nXoIgCELWIeIlCIIgZB3/HwwwYsTGSE45AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa723864e10>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"loss: -2.327033519744873\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
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