diff --git a/README.md b/README.md index 7f97ca9..adebfbe 100644 --- a/README.md +++ b/README.md @@ -32,6 +32,19 @@ base_distribution = distributions.StandardNormal(shape=[2]) flow = flows.Flow(transform=transform, distribution=base_distribution) ``` +or use already implemented flow architectures: + +```python +from nflows.flows import MaskedAutoregressiveFlow, SimpleRealNVP + +features=2 +hidden_features=4 + +maf = MaskedAutoregressiveFlow(features=features, hidden_features=hidden_features) +rnvp = SimpleRealNVP(features=features, hidden_features=hidden_features) +nice = SimpleRealNVP(feautres=features, hidden_features=hidden_features, use_volumne_perserving=True) +``` + To evaluate log probabilities of inputs: ```python log_prob = flow.log_prob(inputs) diff --git a/environment.yml b/environment.yml index b8cd96f..339c6db 100644 --- a/environment.yml +++ b/environment.yml @@ -28,4 +28,3 @@ dependencies: - pyyaml - tensorboard - tqdm - diff --git a/examples/Example-Conditional-MAF.ipynb b/examples/Example-Conditional-MAF.ipynb new file mode 100644 index 0000000..9c7c5fb --- /dev/null +++ b/examples/Example-Conditional-MAF.ipynb @@ -0,0 +1,237 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import sklearn.datasets as datasets\n", + "\n", + "import torch\n", + "import torch.optim as optim\n", + "\n", + "from nflows.flows import MaskedAutoregressiveFlow" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x, y = datasets.make_moons(128, noise=.1)\n", + "plt.scatter(x[:, 0], x[:, 1], c=y);" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "flow = MaskedAutoregressiveFlow(features=2, hidden_features=4, context_features=1)\n", + "optimizer = optim.Adam(flow.parameters())" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":13: UserWarning: Not providing a value for linspace's steps is deprecated and will throw a runtime error in a future release. This warning will appear only once per process. (Triggered internally at /tmp/pip-req-build-mb0j4ret/aten/src/ATen/native/RangeFactories.cpp:23.)\n", + " xline = torch.linspace(-1.5, 2.5)\n" + ] + }, + { + "data": { + "image/png": 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\n", 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MehsETR7MutglVFfdG/GYWTOm0QLI620QTGqeBoizimYQ1RkncKvAbHHM51GtJrcGRvOZx2bdMKo10GRLoZdBMMy4qaPz2hooskg/i9kiaqNLKNW7o0GfWwNNl8/dQ2aLoXdBMKlF+gbd1DiBmU1H2dZAU62GxTm6TcnKh1aUugF911sDkxrXXeZWgdn861UQ+KB1qEVq5ZgtijbHBlI+EjRgnloDk5TVN6kxW2wOggnMw+UkqvA4gVk3zKI1AA6C3qoaZqNaBe5yM5udJsKjkSCQdLmkrZK2Sbq+YP2rJO2RdG/y+M2y+7albPdHXwaJwZeZgMWo210xrQum9cGes49mz9lHT+39a9+zWNIRwAeAdcAycI+kjRHx9dym/yci/uWE+9qUpPcyLmP3uUsL1y02iuv2dOw/by1LW5ZnXYzOGRaS0wyAVBMtgkuAbRGxPSL2A7cAV7aw78zNa2tgXss9A72t201zS2AybYQANBMEpwKPZV4vJ8vyflzSVyV9QdJLKu6LpPWSNkvavP/5ZysXsol+7EX7NtzkiWULOk4wF3V7HjkYxisKgWkFQxNBoIJlkXv9FeCMiLgAeB/wJxX2HSyM2BARF0fExUsrjpm0rFZTz6aSum43wAf98Wb9O2oiCJaB0zKv1wI7shtExNMR8Uzy/DbgKEknlNm3q9y90gu9rNttmfXBr8va6hJKNREE9wDnSDpL0hJwFbAxu4GkkyUpeX5J8rlPldnXps9nGA/lum29UHvWUEQckHQdcAdwBPCRiHhA0rXJ+huBNwL/VtIB4FngqogIoHDfumWahkUbHzjm/scP69d/5purSt2LoC+zh/pSt2228i2jca2BPWcfzaqH9jVahtpBAAebxLfllt2Yef5+4P1l921b1X7vReoWWr11/8iff+/Zz/e6xTDvdXvWxnX/eCppN/T3L9zMrGPaHhtIOQjsMJNOJV3QKaRmC89BUEK2P3yRuoWK+AJ0Nk1F33j7PHso+7PPqjUADoJey4baqHGAoktQ9Ox8AmvQtK+bY9U5CMysFT74T2bvGUXnJjbLQTBGH6ZJ9uFntO5xMPyTot/F3jPUSgiAg6CSRR8fMGtSlb7/Po8TFGkrAFIOAjObmT63CoaFX9shAA6Ckdxl8k98kxqro88H/HG68LtxEPRc2ZlDZtPm7qHZtAbAQWBmM9aFb8RdN+2AcBAM0ad7E5u1qc3ZMF3VtdaPg8AAj4dYO7IB0PcwgENbQ7P8fTgICvigaNaO/MGva9+U+8JBgA/8ZrPW93GCWbeOHAQ5RaHg8QGzyfX9ID9tTdzPwUGQWL11f29bBp5Cam0Y9q131t+GZ6VLAem/ejPrhPTAuOjjBPmfrwtB2EgQSLpc0lZJ2yRdX7D+5yTdlzzulnRBZt3Dkr4m6V5Jm5sojzWvry0F1+3JlDmY7zu9ny3wSax8JKb6/rXvWSzpCOADwDpgGbhH0saI+Hpms28Cr4yI3ZKuADYAP5ZZf2lEPFm3LKMU3azdbJR5qdvzJhsA+07fz9GPLrH3DE39YLcomr5xPTTTIrgE2BYR2yNiP3ALcGV2g4i4OyJ2Jy+/BMxN269PA8V9HSMZYaHrdhf1pXuoa5oIglOBxzKvl5Nlw7wF+ELmdQB3SvqypPXDdpK0XtJmSZv3P/9srQKbleS63YI+dhGlgZcfH5jV76J21xBQNNJR2MaTdCmDP5afyCx+RUTskHQSsEnSloi467A3jNjAoNnNqqU1bkNaG9qv20ed1Nu63ffuoTQE0u6yNjXRIlgGTsu8XgvsyG8k6aXAh4ErI+KpdHlE7Ej+3QXcyqA5bh1SdqB4AbvRXLdbkv0mvMjdQ03/TE2cQwDNBME9wDmSzpK0BFwFbMxuIOl04LPANRHx95nlL5S0Mn0OXAbc30CZrKKq5xL0ZDzBddtake8SaruLqHbXUEQckHQdcAdwBPCRiHhA0rXJ+huB3wS+H/igJIADEXExsAa4NVl2JPCJiLi9bpmasoDfcK2CRa7bszLuANen7qEunD+QamKMgIi4Dbgtt+zGzPO3Am8t2G87cEF++bR4Cml5Kx9awd6zn+/t+QOpeanb8+jMtd8++Pzh5RNn0jc+C3XOKJ7G1FHwmcU2Qt9DwKYnGwJFFnmcIK+olTSPg8W2QHrS929TVnUQMxsMXeoyadKkodZGV5mDwCpzWNi09OWcgibCrqkZQ+AgGMoDxdX492V15buL+tA91JXgcxCYWecsavdQV/UuCPzNtR53C9m0deVb8jR0ccYQ9DAIbDiHpLVt3clbWHfyloOvF7V7qOvldxCY2cxlwwAGrYJF7R5Kf64yLZ9hM4aaHCgGB0EhfzMu5m4hm6Y0DMadY2DN62UQ+EBf3agQ8O/TpmlRuoe6rJdBYKP5m7/NSr6LaFG7h7rGQWCFsmHgYLC2nbn22ws3eyg7Y2jUz1Z0eYlpzhgCB4GNsHrrfoeAdcI8dw919R4EWb0NgmH92u7vrsa/L6uizMXUFrl7qMrP0ubluHsbBFbMB3brikXsHuqqXgeBD3pm3ZRvFcB8dw91Xa+DIM/BUI1/X9aWee8e6uqlJVK9DwIfzMyma9ID2bqTtyxk91Cdn2caA8XQUBBIulzSVknbJF1fsF6S3pusv0/SRWX3bcMx9z/uQKioL7+vea/bXfXw8okT7Tdv3UNVyzmrW3XWDgJJRwAfAK4AzgeulnR+brMrgHOSx3rgDyrsazYTrtvte+NxXxm6bt67h7o6YwiaaRFcAmyLiO0RsR+4Bbgyt82VwEdj4EvA8ZJOKbmvdUxfWgO4bk/dpm+dd/B5GgLZMFjU7qGuaSIITgUey7xeTpaV2abMvgBIWi9ps6TN+59/tnahbTI9CgFw3a4l359d5VvuqJbBvHUPZVUNtDYGiqGZIChq7+T/x4dtU2bfwcKIDRFxcURcvLTimIpFtCb0LATAdbtVn376oqHrfEXS6Q0UQzNBsAyclnm9FthRcpsy+1rLig74PQwBcN2eqbRVkJ5TMK/3KKgzdbQtTQTBPcA5ks6StARcBWzMbbMReFMyw+JlwJ6I2FlyX5uxnoYAuG5PRRMzY+ahe2jSsrU9UAwNBEFEHACuA+4AHgQ+FREPSLpW0rXJZrcB24FtwIeAXxq1b90yWX3plNoeh4Dr9pSlU0izA8Z52bGCtHtoHlsFZco8q6mjAEc28SYRcRuDP4jsshszzwN4W9l9zbrCdbsb1p28hU3fOo99p++f6QGzTW0NFIPPLDazjhs2g6jL3UNFZeriGcUpB4GZdcaomUPpOQUwP91D8zBQDA4CM2tBvpsj7d4pM04Ah7YKir5Zd7FVME8cBGbWmqZnxHTxG3edUJrFjCFwEJjZHMlecmJeuocmmTHU5kAxOAjMbMby3UPDxglGXXYCutc9NKq1UuVM6WkPFIODwMymaNRBrKlpoF3qHiobRpNehntaHARmNlfmsXuo61dPdRCY2cwtWvdQ2krJB9WZa7/dyQvoOQjMrFXZmTGL1D1UN4TS30t2oLiN8QFwEJhZS8bNhCnbb/7G477S6e6hYa2BLnMQmNlM5VsF47qHhunqJSfGjQ904dpJDgIza92sTpyyYg4CM5u5/CUnxhnXPdR2qyD/eWl5unyhuSwHgZnNxKhWQd3uoVmpexJZ22cUpxwEZjZVZb/ZVm0V5M26VVDHrLvKHARm1pr8N94yrYJh8t1Ds1KmW6iL5w5kOQjMbKbGnVdQp3uozVbBJN1Sw2YMtTk+ADWDQNKLJG2S9I3k39UF25wm6S8lPSjpAUm/nFl3g6THJd2bPF5bpzxmTXHdnq0q3UPrTt5y8HnR3P395609+Ghamfcs2xqY1fgA1G8RXA98MSLOAb6YvM47APxqRPwg8DLgbZLOz6x/T0RcmDx8f1frCtftFg3rIip7yYl899Cwb+dNBsKo9xnVVdW1C85B/ZvXXwm8Knl+M/BXwG9kN4iIncDO5PleSQ8CpwJfr/nZZtPkut2ylY8Ee88QRz+6xL7T9/Pw8olT61tPD+LjumDKhsaoawtV1Xa3ENQPgjXJHwMRsVPSSaM2lnQm8MPA32UWXyfpTcBmBt+udg/Zdz2wHuAFR6ysWWyzsWZTt1cc20DRu23VQ/sq9adv+tZ5h3T/5KWtgk3Aw5wILJWehdOFmUWznjEEJYJA0p8DJxesekeVD5J0LPAZ4O0R8XSy+A+AdwKR/Pt7wC8U7R8RG4ANAKuW1sz+N2dz754nb2Xfc98rWnV8lfdptG4fddJC1u2lLculDrqjWgWffvqisVcfzdpz9tEz6XcvO4OpC5eWSI0Ngoh4zbB1kp6QdEryjekUYNeQ7Y5i8Ify8Yj4bOa9n8hs8yHgz6oU3qyOHz3hDYXLb3/8fd8FnnPdnp6mWwV5e89Qa9+0q3QLDRsfmOVAMdQfLN4IvDl5/mbgc/kNJAn4I+DBiPj93LpTMi/fANxfszxmTXHdnrJVD+0rPACmB/AqU0mHnVMw6zONq5rF+ADUD4J3A+skfQNYl7xG0oslpbMkXgFcA/xUwVS635H0NUn3AZcCv1KzPGZNcd1uSVOXpx5mz9lHH/JoUv795m22UKrWYHFEPAW8umD5DuC1yfO/BgovzB0R19T5fLNpcd1uVxoG6YE1P1YAzXUPZQ/e40KobHBMOluoCwPF4DOLzWwOZL9NV+0eGqWolTCt1sM4s+oWAgeBmbWkzIEu+w29aKxg3PWH8sreJazOwb/MZ+S7hbI/06wHisFBYGZzokyrADisVdDWLSPTz+v6BeaKOAjMrFPqtAqGnWew9wwdfEwq+x5NvF+XOAjMrHOGdZeUbRWMUvYgXuWAP8llsLMDxbMcH4D6l5gwM5uqqjOI8pecGHUGb/YAn35OVePuO5ANry6dTZzlFoGZtabKN9+mWgVlv61Pu5unKAS6MFAMDgIzmwN1ZxDtO33/wUcd2fep8n5dbQmkHARm1lmTtgqy5xTkVTmIVznoV7m2UJfGB8BBYGYtG3bgG3dAHHUNolFGTecsOsBP0nqYxymjWQ4CM5u5NASKwmBUq2Bc91DZS1I01XVUJA2u/OUkujI+AA4CM5uB7AE/f/AfFQbDWgXDuodSZ6799iGPJpV5v7TcKx+JzlxfKMvTR81sJkZ1BY26kU12mufDyyeyidHf/NedvOWwlkN68C57RdBJwqPMe3dhfADcIjCzjsofJPNdKWVaBeMMayE01YI4+tHBbTPzZe9StxA4CMxsDmW7V0aNFaTdQ+tO3jKy1TDNrqNU1w7+WQ4CM+usplsF4wJh2obdlW3WHARm1mnDwiA/6DquVZA17UBIxweKuoVSXRkfAAeBmc2BUQfNox9dmvhidNMMhGxrpUsH/SK1gkDSiyRtkvSN5N/VQ7Z7OLl/672SNlfd36xtrtvdNkmrYNglqqH8+QZ1jJoyO2t1WwTXA1+MiHOALyavh7k0Ii6MiIsn3N+sTa7bHdNEq2BcGAx7VJEtR75baGnLcudCAOoHwZXAzcnzm4HXt7y/2bS4bndQ9iBatVVQR9UwSKeNQve+/RepGwRrImInQPLvSUO2C+BOSV+WtH6C/c3a5ro9Z5poFQxTNlzKnqDWNWPPLJb058DJBaveUeFzXhEROySdBGyStCUi7qqwP8kf2XqAFxyxssquZoXuefJW9j33vaJVx1d4m2br9opjq+zaS9mzjlc9tI89Zx992E1lRt24xg43Nggi4jXD1kl6QtIpEbFT0inAriHvsSP5d5ekW4FLgLuAUvsn+24ANgCsWlrTvYt12Nz50RPeULj89sff913guZnU7aNOct0uoSgMIGkVcOLBk8I+/fRFh7UAJr3F5ThpayB7NvE8dAtB/a6hjcCbk+dvBj6X30DSCyWtTJ8DlwH3l93fbEZct+fMsLGCTz990SGPqqYx5tA1dS86927gU5LeAjwK/AyApBcDH46I1wJrgFslpZ/3iYi4fdT+Zh3gut1xZVsFdQwLgWFjAV2/E9kwtYIgIp4CXl2wfAfw2uT5duCCKvubzZrr9nxqcqygKATKDAbPW7cQ+DLUZjbH6rYK8gf7oktWQ7kAmNfWADgIzGzO5e9dUNQqKKtMCIw64I+6tlCXOQjMbGE0OVZQJQCgezekr8JBYGZzb1Sr4OHlw8OgyolfRQEw7HaT89gaAAeBmS2YfKtg3+n7Jz7jNxsC4+41PK8hAA4CM1sQ48YKqsi3AopCYB7uM1CWg8DMFkYaBkWtglSV2T35ABj3rX8eQwAcBGa2wNJWwSRTO7MhUKbbZ15DABwEZrZg8q2CUV1E4/r9YXQIzPPBP8tBYGYLKx8GZQ78+f3zFuXgn+V7FpvZwik6WNcNga7eXawJbhGY2ULLDhznl5e1qAGQcovAzBbSsIP3qof2OQRy3CIws4U3yclefQiAlFsEZrawJjmYL/JYwDBuEZjZQsufcZxdbgMOAjPrFQfA4RwEZrbwfPAfzWMEZmY9VysIJL1I0iZJ30j+XV2wzbmS7s08npb09mTdDZIez6x7bZ3ymDXFddv6pG6L4HrgixFxDvDF5PUhImJrRFwYERcCPwJ8D7g1s8l70vURcVvN8pg1xXXbeqNuEFwJ3Jw8vxl4/ZjtXw08FBGP1Pxcs2lz3bbeUES1628csrP03Yg4PvN6d0Qc1oTOrP8I8JWIeH/y+gbg54Gngc3Ar0bE7iH7rgfWJy/PBbZOXPBDnQA82dB7NcnlqqbJcp0BHOW6PTUuVzWN1u2IOOx2bWODQNKfAycXrHoHcHPZPxZJS8AO4CUR8USybA2DHzCAdwKnRMQvlPpxGiJpc0Rc3OZnluFyVTNJuVy3Z8PlqqaNco2dPhoRrxm2TtITkk6JiJ2STgF2jXirKxh8Y3oi894Hn0v6EPBn5YptVp/rttlA3TGCjcCbk+dvBj43YturgU9mFyR/YKk3APfXLI9ZU1y3rTfqBsG7gXWSvgGsS14j6cWSDs6SkPR9yfrP5vb/HUlfk3QfcCnwKzXLM4kNM/jMMlyuapoul+v29Lhc1Uy9XLUGi83MbP75zGIzs55zEJiZ9ZyDAJD0M5IekPS8pJlOH5N0uaStkrZJOuxs1lmR9BFJuyR1atBT0mmS/lLSg8n/4S/Pukxd0aV6nZTHdbuktuu1g2DgfuCngbtmWQhJRwAfYDAd8Xzgaknnz7JMGTcBl8+6EAUOMDhZ6weBlwFv69DvbNY6Ua/BdXsCrdZrBwEQEQ9GRFNnc9ZxCbAtIrZHxH7gFgaXOpi5iLgL+M6sy5EXETsj4ivJ873Ag8Cpsy1VN3SoXoPrdiVt12sHQbecCjyWeb2MD2qlSToT+GHg72ZcFDuc6/aE2qjXvbkxzajLCUTEqJOF2qSCZZ7fW4KkY4HPAG+PiKdnXZ62zEm9BtftibRVr3sTBKMuJ9Ahy8BpmddrGVzDxkaQdBSDP5aPR0T+xK6FNif1Gly3K2uzXrtrqFvuAc6RdFZyIbOrGFzqwIaQJOCPgAcj4vdnXR4bynW7grbrtYMAkPQGScvAjwOfl3THLMoREQeA64A7GAwOfSoiHphFWfIkfRL4W+BcScuS3jLrMiVeAVwD/JTvBnaortRrcN2eQKv12peYMDPrObcIzMx6zkFgZtZzDgIzs55zEJiZ9ZyDwMys5xwEZmY95yAwM+u5/w9I1w0eJhe1WgAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "num_iter = 5000\n", + "for i in range(num_iter):\n", + " x, y = datasets.make_moons(128, noise=.1)\n", + " x = torch.tensor(x, dtype=torch.float32)\n", + " y = torch.tensor(y, dtype=torch.float32).reshape(-1, 1)\n", + " optimizer.zero_grad()\n", + " loss = -flow.log_prob(inputs=x, context=y).mean()\n", + " loss.backward()\n", + " optimizer.step()\n", + " \n", + " if (i + 1) % 500 == 0:\n", + " fig, ax = plt.subplots(1, 2)\n", + " xline = torch.linspace(-1.5, 2.5)\n", + " yline = torch.linspace(-.75, 1.25)\n", + " xgrid, ygrid = torch.meshgrid(xline, yline)\n", + " xyinput = torch.cat([xgrid.reshape(-1, 1), ygrid.reshape(-1, 1)], dim=1)\n", + "\n", + " with torch.no_grad():\n", + " zgrid0 = flow.log_prob(xyinput, torch.zeros(10000, 1)).exp().reshape(100, 100)\n", + " zgrid1 = flow.log_prob(xyinput, torch.ones(10000, 1)).exp().reshape(100, 100)\n", + "\n", + " ax[0].contourf(xgrid.numpy(), ygrid.numpy(), zgrid0.numpy())\n", + " ax[1].contourf(xgrid.numpy(), ygrid.numpy(), zgrid1.numpy())\n", + " plt.title('iteration {}'.format(i + 1))\n", + " plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.2" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/Example-Conditional-Real-NVP.ipynb b/examples/Example-Conditional-Real-NVP.ipynb new file mode 100644 index 0000000..ed5f197 --- /dev/null +++ b/examples/Example-Conditional-Real-NVP.ipynb @@ -0,0 +1,237 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import sklearn.datasets as datasets\n", + "\n", + "import torch\n", + "import torch.optim as optim\n", + "\n", + "from nflows.flows import SimpleRealNVP" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x, y = datasets.make_moons(128, noise=.1)\n", + "plt.scatter(x[:, 0], x[:, 1], c=y);" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "flow = SimpleRealNVP(features = 2, hidden_features = 4, context_features = 1)\n", + "optimizer = optim.Adam(flow.parameters())" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":13: UserWarning: Not providing a value for linspace's steps is deprecated and will throw a runtime error in a future release. This warning will appear only once per process. (Triggered internally at /tmp/pip-req-build-mb0j4ret/aten/src/ATen/native/RangeFactories.cpp:23.)\n", + " xline = torch.linspace(-1.5, 2.5)\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "num_iter = 5000\n", + "for i in range(num_iter):\n", + " x, y = datasets.make_moons(128, noise=.1)\n", + " x = torch.tensor(x, dtype=torch.float32)\n", + " y = torch.tensor(y, dtype=torch.float32).reshape(-1, 1)\n", + " optimizer.zero_grad()\n", + " loss = -flow.log_prob(inputs=x, context=y).mean()\n", + " loss.backward()\n", + " optimizer.step()\n", + " \n", + " if (i + 1) % 500 == 0:\n", + " fig, ax = plt.subplots(1, 2)\n", + " xline = torch.linspace(-1.5, 2.5)\n", + " yline = torch.linspace(-.75, 1.25)\n", + " xgrid, ygrid = torch.meshgrid(xline, yline)\n", + " xyinput = torch.cat([xgrid.reshape(-1, 1), ygrid.reshape(-1, 1)], dim=1)\n", + "\n", + " with torch.no_grad():\n", + " zgrid0 = flow.log_prob(xyinput, torch.zeros(10000, 1)).exp().reshape(100, 100)\n", + " zgrid1 = flow.log_prob(xyinput, torch.ones(10000, 1)).exp().reshape(100, 100)\n", + "\n", + " ax[0].contourf(xgrid.numpy(), ygrid.numpy(), zgrid0.numpy())\n", + " ax[1].contourf(xgrid.numpy(), ygrid.numpy(), zgrid1.numpy())\n", + " plt.title('iteration {}'.format(i + 1))\n", + " plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.2" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/Example-MAF.ipynb b/examples/Example-MAF.ipynb new file mode 100644 index 0000000..3a98eca --- /dev/null +++ b/examples/Example-MAF.ipynb @@ -0,0 +1,234 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import sklearn.datasets as datasets\n", + "\n", + "import torch\n", + "from torch import nn\n", + "from torch import optim\n", + "\n", + "from nflows.flows import MaskedAutoregressiveFlow" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x, y = datasets.make_moons(128, noise=.1)\n", + "plt.scatter(x[:, 0], x[:, 1]);" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "flow = MaskedAutoregressiveFlow(features = 2, hidden_features = 4)\n", + "optimizer = optim.Adam(flow.parameters())" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":11: UserWarning: Not providing a value for linspace's steps is deprecated and will throw a runtime error in a future release. This warning will appear only once per process. (Triggered internally at /tmp/pip-req-build-mb0j4ret/aten/src/ATen/native/RangeFactories.cpp:23.)\n", + " xline = torch.linspace(-1.5, 2.5)\n" + ] + }, + { + "data": { + "image/png": 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uXHx3sJsLY8guuiIMcGnUQa9FUSchTpTUsok+EpMsXBhH4tIIQ29F4QeOE4qQsmg7u4DwX1BiEAb4vRpV6KUoUig5VTlZvbdT84Qc46qL2QXEI4whLo3i9E4UKUjCSZOYZAHhsouuCwM825iLXt1HkcoB4G0T6XLl4ruD9fwayqLsPRdQ/b6LISHvvxjSxCCEZfF7Nl5IbzKKJiQR27ckpx1CD7UeKruINcOAOLOMPH3POHohij5JIob2Cb+XIk5ZQLjjo25hxHI+zUbfxNH50lNq/0QvO3WHkGUoCFOKgnDlKKinJDUk5tLUKF0vVXU6o2hKErF/+3Hao44n/sWWXUB9GcaQVDKNIaMZR2pfWEcJIgpJl0jaIWmnpHVj5r9e0gFJ92c/7ym6bllS/8ekjpefnid2WaQkDEhPGkNSFkfl0pOk+cD1wMXALuBeSRvM7Dsji/5fM/unJdediib/CSEPVi87dZfQZSioNgrtKMeefiBIKWpInSWpPCmVp0YZd52KtWQV4r94PrDTzB41s0PAzcDqBtYdS6qS6CKeVbyQujKLWLMLaCbDGJLPNFI9N2MtWYUQxUnA47n3u7Jpo/ympK2SviLprCnXRdIaSZslbT50+ODYQGLZqSkT6huq0ywhB3NMXRhDUpfGkBjEEUIUGjPNRt7fB7zMzM4BrgM+P8W6g4lm681spZmtnJm34Ij5Te/A0AdfV8tOnlW8kDqyiiGhR/6to6t1G8KAbmQbQ9qQRghR7AJOyb0/GdiTX8DMnjKzZ7LXtwFHSzqhyLpF8EwiblwWzVGHLLokjCEujekIIYp7geWSTpc0A1wObMgvIOmlkpS9Pj/b7pNF1p2LNiSR+sE1F3WUn1wWz1NnVgH1PFOkq8KA7mQbdUqjsijM7FngGuB2YDtwi5k9JGmtpLXZYr8LbJO0FfgwcLkNGLtu0W17JpEWLovmqOsBVHXd+T8URtvSgG5kG6GFIbOxTQJRs2hmqb3qt/+wlW3XdfCEOkFCnsh1XWzq/kadAk1Ks64OCiG7046j7q6105Ja99tRFmzbzcbd120xs5XTrhvXf6Ighxcc3XYI0VL3yRuCz+y/wLOLBqkzu6hzbLGYsgyIf+DCuaiSYSQpCqcZ6u4q67Jojjqfhd7EQJQxCiNlaUyLi2IK+nRgDGlCFn0URhvlt7pl0aQwYpNG13FRdJDQ5acmbsLrmzDa+lvrlAU0JwyIM8voKi4KpxBN3bHdN2G0Qd2ygGafi+LCqB8XRUepo1G7yeE9XBj10pQsXBjdwEURCXV0BUxdFvC8MFwa4Qk5oOAkmn7qogsjPC4KZ2raGjjQhVEPXcwuwIUREhfFFKR4w01d91W0OcqsZxnhaUIW0M4z3WMTRoq4KCKirjtRuyiLIakKI8a705uURVvCiIEUZeGicCoRgywgTWHEKgvPLuonNVm4KKak7vJTalkFxCMLSO9u7xhlAZ5dNEFK7RYuighxWVQjteziysV3RykMzy6aIQVZuChKkGKj9pC+yCJFYpQFeHbRBLHLIklRzDv4y7ZDSLYEVTcxySKlrGJI32UB7WUXbROzLNK8GjEYW73rpFiCApdFVbwU5bKIjWRFEQNNlKBcFtVJrc1iSIyygO7fc9E2McoiaVHEkFW4LGYnJllAutlFjLgs6iU2WQS5Akm6RNIOSTslrRsz/62SHsh+7pZ0Tm7eY5IelHS/pM3TbttlUQ2XRfy4LFwWbVP56iNpPnA9cClwJnCFpDNHFvs+8DozeyXwXmD9yPyLzOzcMs9yjQXvCTU7LovquCz6KYtYCPE19Xxgp5k9amaHgJuB1fkFzOxuM9ufvb0HODnAdp8jhqyiCersCeWyiJ9YZdEULov2CHHlOQl4PPd+VzZtNt4OfCX33oBNkrZIWjPbSpLWSNosafOhwwePmB+DLFIuQYHLIgVilIV3ne0+Ia46GjPNxi4oXcRAFH+Sm3yhmZ3HoHT1TkmvHbeuma03s5VmtnJm3oKxgbgs4sdl0U26Lou+E+KKsws4Jff+ZGDP6EKSXgl8HFhtZk8Op5vZnuz3PuBWBqWs0rgsqlF3VhEjqckixqwCui2LvmcVIa429wLLJZ0uaQa4HNiQX0DSqcDngCvN7Hu56cdIWjh8DawCtgWIqXW8cXt2YssqID1ZOE6TVBaFmT0LXAPcDmwHbjGzhyStlbQ2W+w9wEuAj4x0g10KfEPSVuDbwJfNbGPVmGLIKprA2yvC4rKojmcV3URmY5sTombRzFK7YMllcy538OxJberN0ERf6DoP4LpPxiYvLNMQa3knT8xia/KLQJPl0qbbB0NXJr5++7otZW5DSLdVtAAxZBYpt1dAPzMLiPsi7DhN02lRgMsiBH2WRazCiDWuIV0tQfW1/NR5UYDLIgRNyMKF4ZTFu8zWSy9EAS6LEDRRC45VFvC8MNqWRtvbL0qs7U+pEFPPyd6IAlwWIei7LIa0KYwUGtqHdLUEVTcxSQJ6JgpwWYTAZfE8bQkj1ocbjcMzi/TpnShgIIu2hdEFWfS53WIUF8ZkujzKbGhiyyagp6IY0rYwFu841Miztz27aIY2L9hDYcQsDc8s5iZGSUDPRTEkBmHUTeqyiJ2YLtCxC8NJDxdFjrZl0UR2URd9vdciZmKURRNZRarlp1izCXBRHEEM2UWdB0ydpSiXRXzEmF2kXIJKeYj/KvTzry5ADMKoE5dFv4hNFs4LiTmbABfFnLQpjFSzC5dFnMQki5SzitA0JYkq1zEXRUE8u5iOurvPuizKEWMpKhVSLjtVvX6l+5e3QNezizroiyxSGVZjSAyy8KyimWwixDXLRVGCtoVRFymWomKSRWp4dtEuqUgCXBSVaEsYKWYXLot4aVMYqWQVoc+JlCQBLoogdFEYdWQXdbZbuCyq49lFdwh9PQpyJZB0iaQdknZKWjdmviR9OJv/gKTziq6bEkNhNC2NuoURGpdFvLSRXcSeVaSWTdRx/am8ByTNB64HLgXOBK6QdObIYpcCy7OfNcBHp1g3SbokjLqyizpwWYTBs4t6SFESECajOB/YaWaPmtkh4GZg9cgyq4FP24B7gOMkLSu4btK0JYw6cFn0C5eFMyTEmX8S8Hju/a5sWpFliqwLgKQ1kjZL2nzo8MHKQTdN08JIJbtoYrhyxylLyGM91WwCwohCY6ZZwWWKrDuYaLbezFaa2cqZeQumDDEeuiSMkISWhWcVYWgqq4i9naIqKUsCwohiF3BK7v3JwJ6CyxRZt5N0QRh1ZBchcVmEIbUSVKjjKJU7sZu4joTYE/cCyyWdLmkGuBzYMLLMBuCqrPfTq4EDZra34LqdpivCCEXoUlSTskjt7mynGerMJpq6dlQ+w83sWeAa4HZgO3CLmT0kaa2ktdlitwGPAjuBjwHvmLRu1ZhSpA1hhCTm7MIzi+qkllVUJdSx3AVJAMhsbJNA1CyaWWoXLLms7TBq5eDZY9v0a2H/ipngn/n0GYeDfE7Ih9A0VQfv6kW17owplNBDfMmIXRRlJbFx93VbzGzltOulUYTrIU1mGDGXozyzcKbBJVEPLorISVkYocpRIdstNv1wRe3C8LYKp0uSABdFMjQtjJD0MbtwWUxHLNlezD2d2nwmTrx7xRlLU8KIObsIhcvCqYM6sok2JQEuimRJWRhVCV2KqhOXRXNUPSZCHJtdlAS4KJKnSWGEIrbswmXhxEoMkgAXRWdoQhixZhchcFmkTReziVgkAS6KzpGaMEJkF6FKUXX3iHJZjCeWhuwqNPHEujZxUXSUpoQRir5kF6nKItW4i1D12Otqu0QeF0XH6WN2EYK6ZdHlC2/TdG2Y+tgkAS6KXpBiOaoKIUtRdZKKLOqMs+2yU2zZRIySABdFr0ipHBVLdtFEu0UqwoiRKv9jl0RxXBQ9pG5heHYxPbHKosvZRBX6JAlwUfSaJoQRgpiyizqJLbuIKZZxtJlNhCR2SYCLwqHeAzW27KIqTQ0q2PZFOpUhxcsQU8kpBUmAi8LJSKUc1ZdSFLQnjLYlVYS2ejr1URLgonBGSKEc1ZdS1JAmhdHEdlLNJvoqCXBROLNQpzBiyi6q0pVncsdQ7ipK2f+bS6I8lc40ScdLukPSw9nvxWOWOUXS1yRtl/SQpN/PzbtW0m5J92c/b6wSjxOermcXIUpRTbRbDBle0ENe1JsURNX95JJoh6oZxTrgTjNbDtyZvR/lWeCPzOwVwKuBd0o6Mzf/Q2Z2bvZzW8V4nBrw7KIYTZdUqgojpSyiLVwSA6qKYjVwQ/b6BuDNowuY2V4zuy97/TSwHTip4nadFqhbGFXpoyxg+iyjLUGklk24JJ7nqIrrLzWzvTAQgqQlkxaWdBrwKuBbucnXSLoK2Mwg89g/y7prgDUAL5q/sGLYThWGB/3Bs8P6fnhi7l8xU/ozhheFp884XGr9Z76/iGNPP1B6+zC4IK46dUelzyhLrBmCSyJt5tyLkr4qaduYn9XTbEjSscBngXeZ2VPZ5I8CZwDnAnuBv5xtfTNbb2YrzWzlzLwF02zaqYmuZhepZhaxkpokQtIFSUCBjMLM3jDbPElPSFqWZRPLgH2zLHc0A0ncaGafy332E7llPgZ8aZrgnfaJPbuoklkAlbKLNjOLvhND43VXJAHV2yg2AFdnr68GvjC6gCQBnwC2m9kHR+Yty719C7CtYjxOS9TVflH1pA3RK6oKTfaIipG2somyuCTGU1UU7wculvQwcHH2HkknShr2YLoQuBL47THdYD8g6UFJDwAXAX9QMR6nZeqSRQhhlMVLUeVIreQUQhJNPcO+aWRmbccwNYtmltoFSy5rOwxnDkKXo6BaKQrKN3JDtTLUkL6UovoqidjZuPu6LWa2ctr12m/tcTpLHd+uqmYXVUpRoW7O6zpt/Y0uifpwUTi1E2vbRVm83WJ2QvxdZfavS6JeXBROI9SVXVTB2y3C4pLoLi4Kp1FiLEWVxWXxPG1JoiwuielwUTiNE1t2UbXdoiqpl6LalEQMN9X1Ad/LTmvEJAsof9FJ6WFIoUlREp5NTI+LwmmV0NlFF0pRqQjDJdEfXBROFMSUXbQtC4hfGCk+pc4lUR4XhRMNdWQXZWm73WJIbLIIKTBvvE4HF4UTHV0oRYVqt4B4souQMTRZcnJJVMdF4URJbNlFWUJnF20II/R2XRLpUfXBRY5TKwu27Q42ZtTiHYdKjxVVdcjyEONEDclftOscO6oOKbkk0sRF4URPaFlAucEFqzw9L8TzLcYRWhp1Ziyp3SvhkngeF4WTBKEfkNSV7CLP6EW+iDiaKmWl1g3WJfFCXBROUngpqjgxNICDS6ILeGO2kxxdaeRu+ultbeCS6AYuCidJQvaKqtKFtu1HrcZKGyJ0SdSHi8JJGs8u4qPq39JGDyeXxGQqiULS8ZLukPRw9nvxLMs9lj0b+35Jm6dd33Em0QVZQDeyixQl4cxN1YxiHXCnmS0H7szez8ZFZnbuyPNap1nfcWYldCmqLCFkkaow2pBECDybmJuq/5nVwA3Z6xuANze8vuO8gC7IAtLKLkLIzRuv46bqEb3UzPYCZL+XzLKcAZskbZG0psT6jlOYLjRyQxrZRYj4XBLxM+d9FJK+Crx0zKw/nWI7F5rZHklLgDskfdfM7ppifTLBrAF40fyF06zq9JAu3G8xpK67uqsQSmAuiTSYUxRm9obZ5kl6QtIyM9sraRmwb5bP2JP93ifpVuB84C6g0PrZuuuB9QCLZpbaXHE7Tsi7uduWBcQjDJdE/6haetoAXJ29vhr4wugCko6RtHD4GlgFbCu6vuNUJZZ2i1CNtW2VpEJu1yWRFlWP3PcDF0t6GLg4e4+kEyXdli2zFPiGpK3At4Evm9nGSes7TmhikAWE7dkzvHDXKY06ttHmE+qccsgsvSrOopmldsGSy9oOw0mQUO0WUG4E2iEhSlGzEaI0VZd8qojSs4nqbNx93ZaRWxQK4YMCOr0ipnYLqEcY4y7yk+TRRBmraiblkmgXF4XTS0L1iqoiCwjX0D0XbXazdUmkj4/15PSWLrZbxIZLoht09wh1nALEJIuuCcMl0R26dWQ6TglikQV0J7toWxJOWLpxVDpORWIY9mNIytlFiNhDSMKzibCkeTQ6Tg3EMlz5kNRkESJel0ScpHUkOk7NxDJc+ZBUsguXRLeJ/wh0nBaISRYQrzBCxeWSiJv4jjzHiYTYZAHxCCNkHN5wHT/tH3GOEzExNXLnaVMYIbcbap94NlEvLgrHmYPYGrnzNCWM4XZcEv3EReE4BYhZFlDPhTz/uaFxSaSFj/XkOAWJ5al5czF6YZ9mLKkmshOXRHq4KBxnCkLLAqoNV16EGBq/h7gk0iSeI8hxEiH0RaovvX768nd2EReF45TAZTEdIf8+zyaax0XhOCUJeRc3hO9CGwsuifRxUThORTy7mB2XRDeoJApJx0u6Q9LD2e/FY5ZZIen+3M9Tkt6VzbtW0u7cvDdWicdx2sJl8UJCZ0cuiXapmlGsA+40s+XAndn7F2BmO8zsXDM7F/gN4GfArblFPjScb2a3VYzHcVqjDlmkKIzQMbsk2qeqKFYDN2SvbwDePMfyvwM8YmY/qLhdx4mSOi5qKckipVid4sjMyq8s/cTMjsu9329mR5SfcvM/CdxnZn+Vvb8WeBvwFLAZ+CMz2z/LumuANdnbs4FtpQNvjhOAH7UdRAE8znCkECN4nKFJJc4VZrZw2pXmFIWkrwIvHTPrT4EbiopC0gywBzjLzJ7Ipi1lsHMNeC+wzMz+9ZxBS5vNbOVcy7WNxxmWFOJMIUbwOEPT9TjnvDPbzN4wYaNPSFpmZnslLQP2TfioSxlkE0/kPvu515I+BnypWNiO4zhOU1Rto9gAXJ29vhr4woRlrwBuyk/I5DLkLaRRTnIcx+kVVUXxfuBiSQ8DF2fvkXSipOd6MEn69Wz+50bW/4CkByU9AFwE/EHB7a6vGHdTeJxhSSHOFGIEjzM0nY6zUmO24ziO0338zmzHcRxnIi4Kx3EcZyJJiELSv5D0kKTDkmbt2iXpsazN435Jm5uMMdt+0TgvkbRD0k5JR9zNXjdFhl7Jlmt8f861bzTgw9n8BySd10RcJeJ8vaQDueFp3tNCjJ+UtE/S2E4iEe3LueJsfV9mcZwi6WuStmfn+e+PWabVfVowxun3p5lF/wO8AlgB/C2wcsJyjwEnxBwnMB94BHg5MANsBc5sOM4PAOuy1+uA/xbD/iyyb4A3Al8BBLwa+FYL/+cicb4e+FJbx2IWw2uB84Bts8xvfV8WjLP1fZnFsQw4L3u9EPhebMdnwRin3p9JZBRmtt3MdrQdx1wUjPN8YKeZPWpmh4CbGQyF0iTTDr3SFEX2zWrg0zbgHuC4kW7WscTZOmZ2F/DjCYvEsC+LxBkFZrbXzO7LXj8NbAdGH3fY6j4tGOPUJCGKKTBgk6Qt2ZAfMXIS8Hju/S4C/COnZKmZ7YXBgQUsmWW5pvdnkX0Tw/4rGsNvStoq6SuSzmomtKmIYV8WJap9Kek04FXAt0ZmRbNPJ8QIU+7PaJ6ZrQlDhZjZpBv58lxoZnskLQHukPTd7NtKMALEqTHTgvdRnhTnFB9T+/4coci+aWT/zUGRGO4DXmZmz2gwfP7ngeV1BzYlMezLIkS1LyUdC3wWeJeZPTU6e8wqje/TOWKcen9GIwqbMFTIFJ+xJ/u9T9KtDEoEQS9sAeLcBZySe38ygzGwgjIpThUceqWJ/TlCkX3TyP6bgzljyJ+cZnabpI9IOsHMYho4LoZ9OScx7UtJRzO4AN9oZqM3EEME+3SuGMvsz86UniQdI2nh8DWwijiHBLkXWC7pdA0GSrycwVAoTTLn0Cst7c8i+2YDcFXWu+TVwIFhGa1B5oxT0kslKXt9PoNz7cmG45yLGPblnMSyL7MYPgFsN7MPzrJYq/u0SIyl9meTLfJlfxiMA7UL+AXwBHB7Nv1E4Lbs9csZ9D7ZCjzEoBQUXZz2fM+I7zHoOdNGnC9h8KCph7Pfx8eyP8ftG2AtsDZ7LeD6bP6DTOgF13Kc12T7bStwD3BBCzHeBOwFfpkdl2+PdF/OFWfr+zKL4zUMykgPAPdnP2+MaZ8WjHHq/elDeDiO4zgT6UzpyXEcx6kHF4XjOI4zEReF4ziOMxEXheM4jjMRF4XjOI4zEReF4ziOMxEXheM4jjOR/w9NF7OAPDVXGAAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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HdB1NOO1TJIy+OrdDTkzS0nBxOEX4XE8t4j++5WIuizrRY5U74hXd3KgJ6ePVU1T1WfzdT6EuPaLogL76Jpx+WIwuYndsp6mbgirDT3LqkVVvU6hLF0VLDKlvog0h+XUg1YiZgiqKPLJkUfcYnEID1yVF9TX2unRR9IRHE99jCDKNTchIriaRRdFw2SyJuyzaZer15KJogayDxs/Al4+yFBTES0O1KQsnDmOWiYuiRab+w3T5Vafs+pO6w2UhLEqtk4oacwPXBctQPy6KyIREE552Wh6yUlAxO7er9FekmfpJTFcsgyTARdEay/JDjBVVTLm+YvRXnH/cPUGfFZKCmtOko9tZLlwUEfG+iXGz+p7dBzzaJOYUKGUpqLJj0GVRjzrRxFgjEBdFCxT98DztNEyyxLAojiYCqZKCqnOltsvCaRO/MttpzL5T1MpNe7qgTsO/uE/oWeLa+/Yf1CCvecCCos6bHj4tvIA5jPl7GhpjjQzq4hFFiwylE7uN2WPboOuz2ljppSrRRtOZcs8/7p7c/oqQUVDewe3UwUURiSFdid0HY+uLaasPok56Kn2WH5p+aksWTjlNo4kxRiMuCmfp6GKStqLPCOmviEkVWfjNj5wsXBRONMZwptrlTJ5VZbFIrKgCPLKIxbIK00XREkP5EY6lf2LO1FJ3VcQ0jyqqfGdVZOE4dYkiCkkXSLpX0k5JV2SsP1fSE5JuTx5vD913DIScZSzLsNihCHIM1OnYzhr9VPdiPPA5oapQ9DufX7y4+JgKjUUh6RDgA8CFwOnAJZJOz9j0/5rZxuTxXyvuOwqGdmCMLZqY02Y99pE6aJKCanL3u9AUlNOMof3u2yBGRHEOsNPM7jezFeBa4KIO9h0EQ81Z9ikJjyoOpmrfSJffn39f5eT9zsskMRWJxBDFicBDqde7k2WL/IikOyR9RtIZFfdF0mZJ2yVtX3nmqQjFbg//4TlZ5MkiHVXEHv3kUcUwGeoJZh4xRJHVKi4e7bcBp5jZWcDvAX9WYd/ZQrMtZrbJzDatXnV43bK2xpDOHIaQcmoqy6mln+aEyGKRxfRTk36KUIZ0PA+VZaqjGKLYDZyUer0e2JPewMyeNLNvJ8+3AYdKOiZkX6caQ5BELJbph5hF0XdZZUqPkKjCo+B8sk4sqhybUziOY4jiFuBUSS+UtBq4GNia3kDScZKUPD8n+dxvhOzrhDM0SXjjk01ZVBGafoox/5PjhNBYFGb2NHA58FlgB3Cdmd0t6TJJlyWbvQ64S9IdwPuAi21G5r5Ny9QVPq14OUNOQfVJ1c7tstFPLo12aBpNTIUos8cm6aRtC8s+lHr+fuD9ofs61RlaNDF0Vk5b3+lV2lWZzyp72IOrCzufQwWxYf1jjYbaOs144kWHNZ4Qsk/8yuwI9H2GUUcSax6wAx5t4lFFNrGjiqr46KfqTPVYLMNFUZOhDG+rKok8MQxdFlNlURZjPuucGlV+4/tO0aSPcRfFiKkjibL1bQqjyQ+pjTO5ocg+j6y5nzx91B95x2D6uK5yjA/9+EvjohgpsSVRd1unOUPuK3GKyRLDFCMLF0VD0mcZXR0gbUqiyT4hDO1HNMSzuqz0k0cV3bJ4XGRFE0XH8tQmW3RR1KDPxqWKJJqmkoYmizH/0MrIiyo8uhsmQzvhaRsXxYioKolQijpQhyaLZaGPqMK/k2zqnqBMqT5dFB3R9DqHNiSx9r79zzZIfciiDlPu1O57uKwzo+x4mJIAQnFRjIDYkkgLYnF50fvGFsYy/uDqkK53v7CyX5b1mHVRNKDtjuzDHlzdiiSarB+CLKbcV5Emxn21nWY0PdamIhYXRUWGkqZYJIYkQrcbgixiM9TvdU5RnceSxZBSjH1RdBwM4TjtCxfFAOkjkqi6fd+ymGpUEdJPkXVslMnCI4/qtHGMjfW4dVEMjNjDX/P6I0JYNlkMMarIu/tdFVnkLff+jgOpGk3sP3nloMdUcVHUpI0zg76jiDrv4emKYbFr9ws8euiAPClMVRYuigo0PePME0HfqaaydEeXsvCoInyiwKJjZi4Ml0Y9igaqxJTBEI63EKLcj8IJp2m4H1MS6QZp/jzvwJ2/Z17DPC9XjA6/fafII5Uc5vepcOISs8Hef/LKAb/zKRzPHlFMiCr9EXlRxFCiiyqN4TJEFXnUPfHw/ol6TDW1VIaLogZ9jVwoaoSrCKKsEXJZDI+8Tm1op9Ff5vti5KWdllUSEEkUki6QdK+knZKuyFj/M5LuTB5flHRWat0uSV+SdLuk7THKM0ViSSKUociiL4YQVVTBI4T6tPFdT00qjUUh6RDgA8CFwOnAJZJOX9jsq8ArzexM4B3AloX155nZRjPb1LQ8bdFnw9G1JEL36UIWy5yCKurUblK3WVIZu9hj4dFENjEiinOAnWZ2v5mtANcCF6U3MLMvmtnjycubgXGdrg2UEEmEpJrK9m9SBpdFe3SRgprjN1dabmKI4kTgodTr3cmyPN4MfCb12oAbJd0qaXPeTpI2S9ouafvKM081KvCYyGtoQyURgyHIogpT768oomyotaeoDqTJicCG9Y+xYf1jEUszXGKIIut0L7NlkHQeM1H8WmrxK8zsbGapq7dK+vGsfc1si5ltMrNNq1cd3rTMlejrrHIIkgh9v7Zl0eeQ0D6jirJrKvLqNS2EuTxcEsVUSTulBbEMsoghit3ASanX64E9ixtJOhP4CHCRmX1jvtzM9iR/HwWuZ5bKchrQVppgTLJYphRUHqFyWNb+ibrfaZYYpi6LGKK4BThV0gslrQYuBramN5B0MvBJ4A1m9uXU8iMkrZk/B14N3BWhTKOnbjTRdi45hiy6apimkoKqG1XUZZmHxkJxNFFXCOn3HONx2VgUZvY0cDnwWWAHcJ2Z3S3pMkmXJZu9Hfh+4KqFYbDHAl+QdAfwj8CnzeyGpmVqky6+5KFKIvRzQhqauo1bn1N8DDmqqFufyxpNLBJynJRJYnH9lEZKRZnCw8y2AdsWln0o9fwtwFsy9rsfOGtx+TIzdEmkP6+o4Vx73/7SH1/d6Sj6nBJh5bT1vYwAWqzvkPp18gmR/pQa+qb4ldklDPksck5fQxfHElksS3+FRwfNyTuupt4HUYaLYkDUiSb6Ht/epyyqMMWz76y6rVKXLpYZUzw2YuOiGAhjlMScvmSxbP0VWfVcVxZNhl6PnbzvLq8Te9mjCXBRDIIxS2LOWCKLmAw1BQX5ddnlqLMx4NFEGC4KJxox5FW1Iev7RkddExpVwPfqMv1Ydqp2YleNJqYafbgoCqhyxhh7eOKYook0RWWrktYYiyyGHFU44Szrlf+huCgqEPtsdGqSmNOHLKoyZllUiSqqsAz9E2myjgHvm8jGb4WaQ9s//qlKIoQ2rgHo+3aTfV1fkcavrSgmpBO7iPOPu+eA1zc9fFrjMo0Fjygy6EsSUyJG5zaMJwXVNV1KqW8BtkHZdx8STSyKY8q4KBZoIommAphaNNGHLKoy5hRUFnXTR1NPOzW9EnuZpJCFi6JDikaeTE0Sc7qWRZ1OybHKIq9uqzb6U5dEEVnHi/dNHIyLIkWMH3neUMS6Z8VjlsQcjyy6Z+19+4PqdRkksfh9lHViL1IUTSxLpOGiSGjjxx06fn0ZfqxdyqLuUMcx9lmE1GtW3YaKZMqEHCfLIoIyXBQ9M9WUUxZjkUUMYQwhqkgzF8OyCyJGJ/Yy4qIYKFOTxJwxpKEgTnTRlSymeqzEoEkntkcT38NF0SN5jeLUf/hdyaLp1bZjSkVN/ZiJQd49sed4NJGPi6Inljn8h+WJLIYwCmpo79kVfUQTu3a/oNZ+Q8dFwbDyyWP+YcamiizyhBFjDp+m/RZjl8XU6HNep7ESRRSSLpB0r6Sdkq7IWC9J70vW3ynp7NB9p8iyppwWGdv/O5ZU1NjqtQ2qDolNp52qRBNF03gc9uDq4PcZOo1FIekQ4APAhcDpwCWSTl/Y7ELg1OSxGfhghX0nhUviQGKloKCbey3UlcUQJg7s4z2GRl/RxNin7YkRUZwD7DSz+81sBbgWuGhhm4uAj9mMm4GjJB0fuO9kWPZ+iTxiygKG228xRlmMkZBoIk3daGKZiCGKE4GHUq93J8tCtgnZFwBJmyVtl7R95ZmnGhd6SCzrDzpNW7JoSxqehhoHeSOdiq7Edg4mhiiyYrnFX2feNiH7zhaabTGzTWa2afWqwysWMQ5NIgJPOZXTZmSx7xRFTzvU6eQeyr2229inb1ZOW39A/ZZJYsP6x6JGE6EjnsaYWYghit3ASanX64E9gduE7OssEW03UG3kqMcQXVSp17FKIk2IJOacf9w9tSQR2pFdFtWOob5jiOIW4FRJL5S0GrgY2LqwzVbgjcnop5cBT5jZ3sB9R88YzyCGSoy67FsWfQ3HDmmQxtBoLdJUEnVYlEQ6miga7bR4/I6lvhuLwsyeBi4HPgvsAK4zs7slXSbpsmSzbcD9wE7gw8AvFO3btExtErPRH8tB0jWxU1BZLLMs8up3jMfj0CWRjibGfMIY5VaoZraNmQzSyz6Uem7AW0P37ZrV9+we1EV3TjffSd+3T+2TMUphkT4ksUhRv0SZJMb0HfiV2TWocmYw5rOIvin6IQ1tyOycMUQVUyBEEvtPXokuiXQ0sSiJqfVLpHFR9MTYDpQhEkMWfaegnOqESmJOG5JYpEgSY+2XSOOiSKj65fndw7qhq/4Kn/9nHLQhidcdeRuvO/K2ws8N7Zcok8RYcVE0YNlvAtMVMc/AilICMWURGlV4+imMxWskoL9Iou4IJxhnNAEuiihUlcVYD5Y+idlfUUTM6MJTUHHIkmlTSaSjiE88efZB6+fEHOE05t99lFFPU6HJSJv5gTE/gD3S6Ja19+2P2jDPG59lHRU1FIokkTclx1wSeYJYfP2JJ88ulMWcUElkMWZJgEcUB9H0C/V0VHvE+rFVafy7uEuep5+yyUo1xZREGXkjnMokMcXfv4sig7Hbf8rESkFVlUUTYXgKqjpVr5GAepLIiySKhsGmCZHEFNoTF0UObX25UzhohkxbsoB272XgUcX3qHMhXReRBFQf4TSV37uLooCpfMlTo8/vpa4sPKoII+bV1mXDXrOiCZdENi6KEqb0ZU+JPlJQc+qmospkscxRRejwV4gzJUeZJBaZ0m1N6+CiCMBlMT666FD0i/TiEDr8FcIl0SSSgOad11NrM1wUgfg9iIdHH6OgFqkqC48qDsQlMQ5cFBWY4gEwdvpMQc2JHVksiyyqXEjnkugXF0VFpnogTJUhymLZr63I64+IcbV1Hl1IYsq4KGpQdPMXp3u6mguqjDYii6kJoyyKgOqSaDq6CeJIYsptgouiAXNhTPUWk1Ohy3tXhMqi6n0rpiCMkFRTHUkUEVsSeUz99+2iiERaGlM/aIZI7DofUmQxZ8yyqNNpDe0Pga0qiWXql0jTSBSSjpZ0k6SvJH+fn7HNSZL+WtIOSXdL+qXUuislfU3S7cnjNU3KMyRcHN0Te4bZtmVR5yK8sckiLxqKIYku002wfP0SaZpGFFcAnzOzU4HPJa8XeRr4ZTP7QeBlwFslnZ5a/14z25g8er13tjNtupZFW4xFFnmCmJIkluUksKkoLgKuTp5fDbx2cQMz22tmtyXP9wE7gBMbfq7jZDKkH25bUQUMWxYhUQS4JMZEU1Eca2Z7YSYEYF3RxpI2AD8M/ENq8eWS7pT00azUVWrfzZK2S9q+8sxTDYvtLCtTSUHB8GRR1OnetiTy7inhkohDqSgk/aWkuzIeF1X5IEnPA/4UeJuZPZks/iDwImAjsBf43bz9zWyLmW0ys02rVx1e5aOdJaONH7HLopgiQeSNbII4HdchU4WDS6IJpXe4M7NX5a2T9Iik481sr6TjgUdztjuUmSQ+bmafTL33I6ltPgz8RZXCO04eRXcrrHs3vDUPWKvzO6XLNJaO0yJR1YkiYNiSWFaapp62Apcmzy8FPrW4gSQBfwDsMLP3LKw7PvXyp4G7GpbHcYKo2xDUjSzqzAm1eDaeRx9RRVmaKbYk5hfVpcXQhySWMZqA5vfMfhdwnaQ3Aw8CrweQdALwETN7DfAK4A3AlyTdnuz368kIp3dL2ggYsAv4+YblcZxnaXIP9DbYd4pqiSbkPuwrp63vpBErq88iQUCcSKLo/tah95MAl0QVZDa84X9lrD10nb38mNf3XQxnBFRt2EJpkoJq0t9RFgm10ZiFyDarHtuQRB5FUQS4JObc8PBVt5rZpqr7+ZXZzqQp+4GPLRfd5TTlIVOH5KWZFlNNLolx46JwJk8bsmg6CqpJRFLWd9FEFnM5tBFFgEtirDTto3CcSVB3JFQT6vZZhDBv6MsaujpSiSEIcEmMCReFsxSEdGxXlUWM4bJl+xeJJLSTOxZ5dTNFSTgH4qJwnBR9RBZFzBvhMmG02ejVFQTETzVBN5LwaOJAXBTO0hA6XLaKLNq+CG9OWZoqtiyK/v+s/7ePKAJcEl3honCcDIYWWUB5dBFDFk0FAf1IYlEQ4JKIiYvCWSqGdhFeHYqii6qyCJFhXsQUEkVA9/0R4JKIjYvCcXIIjSq6Sj+lKZNFrM/IIjSKgGF0WoNLoikuCmfpqBJVDDEFNSeko7vJ+y7SpyDAJdEnLgpnKZmKLCDO9RhFEVGWIGD4kghJwbkkwnBROE4AZbLoI/2Upmp0EVLWqoKAZpIIEQS4JPrAReEsLVU7truKLNINdFZHbRExZJUnCOhXEt5p3R8uCmepiTkKqmlUkdVALy6rKo6mnz+nSBBQXxJZggCXxNBwUThLzxD6K4oa6aztYgmj7HPLBAH1JJEnCPBO6yHionAc4kUWdaKKUElk7VNVGKGfFSIIqC6JKoIAl8RQcFE4TkWGNAoqrz+jjnzmtCGJIkFAe6kmcEnEwEXhOAl9XbU9bxSbNO5N9w+VQxXK5ABhUQS4JPqmkSgkHQ38CbCB2T2v/62ZPZ6x3S5gH/Bd4On5rfhC93ecrogxcWDfQ2WrElMSIXKAbEFAvFQTuCRi0jSiuAL4nJm9S9IVyetfy9n2PDP7eoP9HacT+owsmkYVVWgqiFAppAkVBHh/xJBoeivUi4Crk+dXA6/teH/HaYWQxqaNe0C0Ofw1TRuppiJ27X6BS2LENI0ojjWzvQBmtlfSupztDLhRkgG/b2ZbKu7vOJ3TJLJokn6K1WeRRR+CyCNPit4fMTxKRSHpL4HjMlb9RoXPeYWZ7UlEcJOke8zs8xX2R9JmYDPAc1c9r8qujlObMlm0OQKq61RUTGIJAlwSQ6BUFGb2qrx1kh6RdHwSDRwPPJrzHnuSv49Kuh44B/g8ELR/su8WYAvA2kPXtXNHescZGGOTRUxBgKeahkLTPoqtwKXJ80uBTy1uIOkISWvmz4FXA3eF7u84fVPWGOU1ZrGm/+6q36Iu8/6Hoj6IOlGES2I4NBXFu4DzJX0FOD95jaQTJG1LtjkW+IKkO4B/BD5tZjcU7e84Q6PvRimWLIrO+Ou8V1kEUSQITzWNB5mNL4uz9tB19vJjXt93MZwlo6xjO6+vIuY1FTHTUFU7tkMlUyS1JmkmcEE05YaHr7p1fh1bFfzKbMcJpO4oqJgX4MXss4gZXUB9QYBLYui4KBynA2LeUKjN4bNVKUuJxRAEuCT6xkXhOBUoiipiDJWdN6xVhAHdS8MFsVy4KBxngFQRBuQ33LEEEtqZHksQ4JIYEi4Kx6lIl3NBNe3fWGzgQ8VRZZRVSFrNBTFuXBSOE5E2rtSuGl0UEfOaDBfE8uCicJwa9DHDbExhNC1DGS6IaeGicJzIhEQVeQ1pSDRS1ljHFkmVK8yrzqjrkhgHLgrHqUmdEVBlDel8fZP0VV2R1J1ypM506y6IceGicJyWSMuiamMaQxh5xJqDygWxPLgoHKcBIdOQN6FNYdTB5bCcuCgcZwSkG+gupdFEdC6I6eCicJyGdD0Cqk7jHSKXWLd2dUFMDxeF4ywBbdzfO43LYdq4KBwnAlWjiryGtetrM5riglgOXBSOE4kQWZQ1rOn1Q5WGy2H5cFE4TkdUbWDn2w9BGC6H5cZF4TgRWYwqYjSwTd6jjmRcCs4iLgrHicyQGtohlcUZL6ua7CzpaEk3SfpK8vf5Gdu8WNLtqceTkt6WrLtS0tdS617TpDyO4zhOfBqJArgC+JyZnQp8Lnl9AGZ2r5ltNLONwEuA7wDXpzZ573y9mW1rWB7HcRwnMk1FcRFwdfL8auC1Jdv/BHCfmT3Q8HMdx3GcjpBZ/QnCJH3LzI5KvX7czA5KP6XWfxS4zczen7y+EngT8CSwHfhlM3s8Z9/NwObk5Q8Bd9UueHccA3y970IE4OWMxxjKCF7O2IylnC82szVVdyoVhaS/BI7LWPUbwNWhopC0GtgDnGFmjyTLjmVWuQa8AzjezH62tNDSdjPbVLZd33g54zKGco6hjODljM3Uy1k66snMXlXwoY9IOt7M9ko6Hni04K0uZBZNPJJ672efS/ow8BdhxXYcx3G6omkfxVbg0uT5pcCnCra9BLgmvSCRy5yfZhzpJMdxnKWiqSjeBZwv6SvA+clrJJ0g6dkRTJK+L1n/yYX93y3pS5LuBM4D/kPg525pWO6u8HLGZQzlHEMZwcsZm0mXs1FntuM4jjN9mkYUjuM4zsRxUTiO4ziFjEIUkl4v6W5Jz0jKHdolaVfS53G7pO1dljH5/NByXiDpXkk7JR10NXvbhEy9kmzXeX2W1Y1mvC9Zf6eks7soV41ynivpidT0NG/voYwflfSopMxBIgOqy7Jy9l6XSTlOkvTXknYkv/Nfytim1zoNLGP1+jSzwT+AHwReDPwNsKlgu13AMUMuJ3AIcB/wA8Bq4A7g9I7L+W7giuT5FcD/GEJ9htQN8BrgM4CAlwH/0MP3HFLOc4G/6OtYTMrw48DZwF0563uvy8By9l6XSTmOB85Onq8Bvjy04zOwjJXrcxQRhZntMLN7+y5HGYHlPAfYaWb3m9kKcC2zqVC6pOrUK10RUjcXAR+zGTcDRy0Msx5KOXvHzD4PfLNgkyHUZUg5B4GZ7TWz25Ln+4AdwIkLm/Vap4FlrMwoRFEBA26UdGsy5ccQORF4KPV6NxG+yIoca2Z7YXZgAetytuu6PkPqZgj1F1qGH5F0h6TPSDqjm6JVYgh1Gcqg6lLSBuCHgX9YWDWYOi0oI1Ssz8Hcj0IFU4WYWdGFfGleYWZ7JK0DbpJ0T3K2Eo0I5VTGsuhjlIvKWeFtWq/PBULqppP6KyGkDLcBp5jZtzWbPv/PgFPbLlhFhlCXIQyqLiU9D/hT4G1m9uTi6oxdOq/TkjJWrs/BiMIKpgqp8B57kr+PSrqeWYogasMWoZy7gZNSr9czmwMrKkXlVODUK13U5wIhddNJ/ZVQWob0j9PMtkm6StIxZjakieOGUJelDKkuJR3KrAH+uJktXkAMA6jTsjLWqc/JpJ4kHSFpzfw58GqGOSXILcCpkl6o2USJFzObCqVLSqde6ak+Q+pmK/DGZHTJy4An5mm0Diktp6TjJCl5fg6z39o3Oi5nGUOoy1KGUpdJGf4A2GFm78nZrNc6DSljrfrsske+7oPZPFC7gf3AI8Bnk+UnANuS5z/AbPTJHcDdzFJBgyunfW9kxJeZjZzpo5zfz+xGU19J/h49lPrMqhvgMuCy5LmADyTrv0TBKLiey3l5Um93ADcDL++hjNcAe4H/lxyXbx5oXZaVs/e6TMrxo8zSSHcCtyeP1wypTgPLWLk+fQoPx3Ecp5DJpJ4cx3GcdnBROI7jOIW4KBzHcZxCXBSO4zhOIS4Kx3EcpxAXheM4jlOIi8JxHMcp5P8DRq9XHJGoSbQAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "num_iter = 5000\n", + "for i in range(num_iter):\n", + " x, y = datasets.make_moons(128, noise=.1)\n", + " x = torch.tensor(x, dtype=torch.float32)\n", + " optimizer.zero_grad()\n", + " loss = -flow.log_prob(inputs=x).mean()\n", + " loss.backward()\n", + " optimizer.step()\n", + " \n", + " if (i + 1) % 500 == 0:\n", + " xline = torch.linspace(-1.5, 2.5)\n", + " yline = torch.linspace(-.75, 1.25)\n", + " xgrid, ygrid = torch.meshgrid(xline, yline)\n", + " xyinput = torch.cat([xgrid.reshape(-1, 1), ygrid.reshape(-1, 1)], dim=1)\n", + "\n", + " with torch.no_grad():\n", + " zgrid = flow.log_prob(xyinput).exp().reshape(100, 100)\n", + "\n", + " plt.contourf(xgrid.numpy(), ygrid.numpy(), zgrid.numpy())\n", + " plt.title('iteration {}'.format(i + 1))\n", + " plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.2" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/Example-Real-NVP.ipynb b/examples/Example-Real-NVP.ipynb new file mode 100644 index 0000000..25b7a88 --- /dev/null +++ b/examples/Example-Real-NVP.ipynb @@ -0,0 +1,234 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import sklearn.datasets as datasets\n", + "\n", + "import torch\n", + "from torch import nn\n", + "from torch import optim\n", + "\n", + "from nflows.flows.realnvp import SimpleRealNVP" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x, y = datasets.make_moons(128, noise=.1)\n", + "plt.scatter(x[:, 0], x[:, 1]);" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "flow = SimpleRealNVP(features = 2, hidden_features = 4, num_layers = 2, num_blocks_per_layer = 2)\n", + "optimizer = optim.Adam(flow.parameters())" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":11: UserWarning: Not providing a value for linspace's steps is deprecated and will throw a runtime error in a future release. This warning will appear only once per process. (Triggered internally at /tmp/pip-req-build-mb0j4ret/aten/src/ATen/native/RangeFactories.cpp:23.)\n", + " xline = torch.linspace(-1.5, 2.5)\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "num_iter = 5000\n", + "for i in range(num_iter):\n", + " x, y = datasets.make_moons(128, noise=.1)\n", + " x = torch.tensor(x, dtype=torch.float32)\n", + " optimizer.zero_grad()\n", + " loss = -flow.log_prob(inputs=x).mean()\n", + " loss.backward()\n", + " optimizer.step()\n", + " \n", + " if (i + 1) % 500 == 0:\n", + " xline = torch.linspace(-1.5, 2.5)\n", + " yline = torch.linspace(-.75, 1.25)\n", + " xgrid, ygrid = torch.meshgrid(xline, yline)\n", + " xyinput = torch.cat([xgrid.reshape(-1, 1), ygrid.reshape(-1, 1)], dim=1)\n", + "\n", + " with torch.no_grad():\n", + " zgrid = flow.log_prob(xyinput).exp().reshape(100, 100)\n", + "\n", + " plt.contourf(xgrid.numpy(), ygrid.numpy(), zgrid.numpy())\n", + " plt.title('iteration {}'.format(i + 1))\n", + " plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.2" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/conditional_moons.ipynb b/examples/conditional_moons.ipynb deleted file mode 100644 index 98b045c..0000000 --- a/examples/conditional_moons.ipynb +++ /dev/null @@ -1,252 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "import sklearn.datasets as datasets\n", - "\n", - "import torch\n", - "from torch import nn\n", - "from torch import optim\n", - "\n", - "from nflows.flows.base import Flow\n", - "from nflows.distributions.normal import ConditionalDiagonalNormal\n", - "from nflows.transforms.base import CompositeTransform\n", - "from nflows.transforms.autoregressive import MaskedAffineAutoregressiveTransform\n", - "from nflows.transforms.permutations import ReversePermutation\n", - "from nflows.nn.nets import ResidualNet" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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YHU84HKtDzxDaqFkKY764n9YdW8RaPI4/sxtPffsQnXp0wO6y06ZLKx54/w763XBmla/5xUvfRgSBBQMaW1duJ2PdTi667Zywugugx2gc0f1wGjVLrfJ9FYq6jDINxTnprdOYuHAsWRnZuAs9tO7UokYOYavKcWccHVWf/JxdxhnOzVYzeVn7uOi2c1i1YC2/f70Yk9mEEJCansJ/P703ajIoFHUNpQgUgK4Q4oGeF3Rn84rtEVHBwYBGh+PaYTabefiTu9m2ZgdrF20gvU0ax5x+VJ1SjgpFtFGKQBFXDBhxPrPe/ZW8rH1hxW2Gjrs6LG6ibZdWJWmt9chmNzaHDbPl4DmNysPr9vLd5J/4ZepvOFx2LrrtXE67/D/lnnVIKdm4bAv7sgvofGIHElISqnRfhaIiKEWgiCuSGyfxxrLxTJ/wPYu++4tGzVO57J4LOf7MbobjF838m1fveJus7XuxWC2cf/PZ3PzcNVhtFU9JEfAHuPf0MWxduR2vW68it3bxBpbPWcGISTdHjN+9JZOHznuavRnZmM1m/L4ANz4ziMvuvrBqb1qhOAQqoEyhKIfVf67n/jMfK3l4A9idNk6/8mTuf294ha8z59PfeeHmN/CUyX5qc1h5e8VLtDj8QPlOKSVDj76HjLU70bQD3027y85T34ziuDMOnm5boTgYKqBMoagkU5/5Ep/HF9bmdfuY8+nv7MspqPB1Fv+wLEIJgO6N9M+8VWFtm//dRua2vWFKAPQgv69e/b4S0isUFUeZhuo4S2cv55s3fqQov5jTrziZc67vU+lMmYqqsX3tDow2zBabhazt2SQ3Ns5VVJa0lo2wWC0E/OGBaiaTidT05LC2gpzCcs8hcjMrVxFOoagoakdQh5ny+Gc8NmA8v09fxLJfVvDGfR9w3+mj8fuM8+ArokunE4+ICLYDCPqDYeacQ3HeTWdhtoRfRwi9FsLKBWu5suXNXNJoCGOvnUBay1QC/mDENWxOG6cM6Fn5N6FQVAClCOoo2btymTbuq7AUx95iL1tWbmf+5wtjKFn8cPUjl2FzhEcTmy0mOhzXjj1bK143u8XhzXj003tJTE3AleTEkWCnefumtOnUki9e/o7c3XkU5RczZ9rv3NvnMa5/ciB2l539DkV2p42mbdK4YFjfaL49haIEdVhcR5n72QJevPkNigvcEX2nXXFStQOc8vfuY+nsf7BYzZzY7ziciYcuLF8fcBe6+eunfwHofna3ar+vDcs2M/n+D/ln3iqCAX2lbjKZsNosXDvmCgY+cEmFrxXwB9jw92bsThsSGHHSw3iLw88g7C47Nz0ziI4ndOCrV2eSuyePky7qwQXDzm4w/0eK2FHeYXG0SlX2A14BzMDbUspxZfpfAs4IvXQBTaWUqaG+IPBvqG+blPLiaMhU30lsZOw3bjKbSG2aUq1rf/fWbCbd9R4WqxmBQNM0Rn8+khPPPa5a1401C75ezNirX8EUMsMEAxqjPryTUwb0qvI1jziuPcPGX8vdvR8lGDLZaEENr9vHlMc+47QrTqJF+4qZibzFXoTJRGqzVJb+uNwwSM1b7GXVwvUMGHEBR/fuUmW5FYrKUG1FIIQwA5OAvkAGsFgIMUNKWeIOIaW8p9T4O4HS5ZvcUsr6/QSqAY4742jsLlvEjsBqt3DBzWeXvF46ezlfvPwd+Zn59LrwBAaMOP+g1cW2rdnBa3e/j9/jD6tD8Phlz/PpzskkJLui/2Zqgdw9eTwz+OUwV0+AsddM4MONE2ncvFGVr73gq0Xl1ide+M1SBow4/6DzpZS89eBHfD1xJhabBb83wNGndjHM/GpzWDnsyFZVllWhqArROCPoCWyQUm6SUvqAaUD/g4wfBEyNwn3rLev/2sQTV77A0KPvYfwNk8hYtzNijNli5tnZo0lvnYYzyYEr2YndZWfEazdz+DGHAfD5i98wZsB4Fs/8m3VLNzFt3Ffc1v0BCvOKyr33zx/NK1nZlsZkEvwxo/6a2+b+7w8MjZxSMvezP6p1bZPFjDBYvQuTwGI9dKTxjNd+4JvXZuHz+Cne58bv9bPit9XYHFYstvD5+4PWFIraJBqmoVbA9lKvMwDDvbgQ4jCgPfBLqWaHEGIJEADGSSm/ioJMdZa/fvqH0Zc8i8/tR0rJ9rU7mffFQl6e/yQdjm0XNrb90W35aMtrrF28EXehhyP/07EkDUJxgZv3/zstbAXs9/rJ3ZPPjNdnMfihSw3v7y7yoAUjFYGmyWoXe4klnkKPoYIL+IO4DXz4K0Ofgb2Z+sz0kjOC/UhN0rsCnjyfl6lrDOD3BAAvPft1Z9HMv5AS2ndry31v31at3YtCURWisSMwSpZS3gn0VcDnUsrS36i2ocOLwcDLQogOhjcRYpgQYokQYklWVsU9NuoaE4a/jbfYV2IW0IIankIPb46cUjJm95ZM3hj5AaPOfZIpj/+PZoc1oftZ3cJy4axfugmLLVKP+zw+/vx2abn3731Jz4g0ywBS0+h5Xv210J143vERq2vQTWk9z69eIfnWHVswbPw12BxW7C4bDpcdm8PKPW/dWqGHdn62cfCZFtR44IPhfJ0/hek57/H60uc44vj2EeM8xV6yd+USNFDgCkU0iMaOIANoU+p1ayDS1qFzFRAWmy+l3Bn6d5MQYg76+cHGshOllJOByaB7DVVb6hpASsneHTnYnTbDwuieYi+7Nu0xnLvqj3WAnoPm/rMex+8NEPAH+Gfear6eOJOJf46l1REHagSkpCcb+psLAY1blP9wOua0o+g9oBe/T/8TT5EXYRLYHFYGPXQpTdumV/Yt1xk6HNuOc4b0YfaUuSU7G0eCnbOuOZUjjot8uFaW/sPPo/clPVn47V+YzCZOurgHjSp4aH907y4smfV3RHBaeus0XMmuchPP+bx+Jt75Dj99OA8hwJnk5PaXr+fMQadW9+0oFGFEQxEsBjoKIdoDO9Af9oPLDhJCdAYaAX+UamsEFEspvUKIJkBv4LkoyFTrrPhtNc9dP5HsnblomqTryZ156OO7SCv1ULbaLVjtlgiXQYDkxvoB70u3vBlmyvB7/QT8Ad4cOYUnvnqwpL1d1za07tiCzSu2oQW1knab085ld19QrpxCCB784A6WXnMac/+3AJvdSt/rTqdLz47Vev91gTsnDuWUAb346aN5SCk5+5rT6H72MVG7fpNWaVx4S+V9+W9+7hpW/LYar9uHFtT0GsdOKyNeu/mgldZeuuVN5v3vj5KDap/Hz4s3v0mjZqnlJslTKKpCVOIIhBDnAy+ju4++K6V8WgjxBLBESjkjNOYxwCGlHFVq3snAm4CGbqZ6WUr5zqHuV9fiCDK3ZXFT13vCbOxmi4kWHZrz7qqXw77sk+56l5lv/xyeyMxl58anB3HhLX25KOnasAf7fhwuO98UfhTWtndnDqMvHse2NTswW8xoQY1bXhjChSrwqM6xY8Mupo6dztpFG2jduSVXjRpA5x6GVlAACvOKuLLFzYbeSsf26crzvzxWg9IqGio1Gkcgpfwe+L5M2+gyrx8zmLcAqPdLm2/fnB1hpgkGNLJ35LDitzV0O/XIkvZh46+lILeQef9biNVuIeALcOEtfbnkzvOQmsRsMRkrAoNi7U1aNua1Jc+RsW4n+7ILOPzYdjgM7P+K2NPqiBaMfOf2Co/P2Z2HxWo2VAS7N2dGUzSFQiWdiwY7N+wm4AtEdgjI2r43rMlqszJqyghufWEIe7bupdURzUlMDQWPmaDPVb2ZM21B2APA7rRx0a3lr/Jbd2oZlfcRD/z53VKmjp1OVkY23U47iuvGXEHLDs1jLVYEzdulG3pcmEyCo07qVOvyKBo2KtdQFDjm9K6GK3F3oQdHgvEKPTU9hc49OhxQAiHufPUmup7cGbvThivZic1hpdeFJzD4kctqRPZ4Ysbrs3hy4EusXLCWzG17+fWT+dze40F2btwda9HC2JdTwBcvfUuTVo3DMpEKIbC77Fwz+ooYSqdoiKhcQ1HAXejmpqPvIWtbdkSfK9nJlA0TSWmSbDBTP1/YuyOHw7q2CYvq3bo6g50bdtOua5tKZbpUGOP3+bk8/aaISG2T2cSZg0/hwQ/ujJFk4ezdkc1tJzxIcYEbn9uHMAvQwJXi5JjTjuLGpwfTrmubQ19IoTCgRs8I4h1nopNbxl/HuGsmRJwVBPxBZr0/hytHhqdQKtpXzJNXvMA/81YhJWjBIGcMOpX737sds9nMYUe25rAjW9fm22jQ7N6caZjSQQtq/DtvdQwkMua9R6dRkFNAMKCfE8mgLnNKWjKPT3/goF5GCkVVUaahKFGQU4TZIN2Az+1jx/pdEe3PDZnIsl9X6PECvgBaUPLzR/MYfuIoFThUA5QXdwGQ3iatlqUpn0Uz/ypRAqXJythLXpYqTKOoGZQiiBIdTzgcoyBrR6KDrid3DmsryC1k0cy/Db/wm/7ZypxpC2pKzLgluXESJ/fvgc0RXt3N7rIzqJx0HLGgvFTTUupOAwpFTaAUQZTo3KMDXU/uhLVU2geL1UxqejKnX3lS2NjC3KJyt/hSk/z00dwalTVeGfnucE66uAdWuxVnooOEFBe3vjiEnudVLwVFNOl/R7+IFCAWq5ke5x6HK0nVI1DUDOqMIErk7skjc9te3Q4tAAmNWzbmpflPYHeGf7GbHtYEm8NSbmpjoxxCiurjcNl5dNq9FOQWkp+1j2bt0rHa6lb950vuPI+Ny7Yw97MFWGwWggGNdl1bc/97FY9BUCgqi3riRInnhkxk16bMsAyV+Zn5/Pj+HAY/HO76aTabuev1W3hm8MsR17G7bJx301k1Lm88k9Qo8aA1G2KJ2WzmgffvYMjjA9m4bAvN2qVHZKVVKKKNUgRRoLjAzbI5KyPSFHvdPj4Y8yneYh9XPxpe//aMq3pTXODm1eFvoWkSIfTc9n2vPZ2TLorw7lLEGc0OS6fZYfU3CaCifqHiCKLAvuwCBrYaZhxdjF51qkuvjjz/y2MRZwPuQjcLvl5CQW4hx5/VTbmMKhSKGkPFEdQgyWlJtDqiOVtXZRj2+zx+1i3ZyOo/13PUf8LTAzgTnZx1tUorrFAoYofyGooS979/B85EByazsTeQpkk2/r25lqVSKBSKQ6MUQZTo3KMD76+bQI9zjsVkjvyzWixmmrdvGgPJFApFfSFWpnqlCKJI4+aNePDDETjLpIw2mU0kN0mie9/oFUlRKIwoLnCTl5UfsweKovJI6UPbNxZtz/HIPV3Qsq9E+lfWqgxKEUSZ5MZJvDT/STp2b4/FasZiNXNsn668NP9JzObIFBQNBSkl0vs7Wv6jaPlP1voHub4hpWTvzhz25RjXM64s+7ILePSisVyWfiOD2tzKDV3uYsXva6JybUXNIvPug+JPQBYBEvzLkDlXIwPbak0G5TVUgxTmFWG2mMpNG9BQkFIi8+8Hz2zAjb6+sEHiXZgSb4qxdHWPlQvW8tyQiWTtyAZNcpRBWdPKIKXkthMeYOvK7WH5lBwJdt7690Wat1MmybqKDO5AZvUDvGV6LOAchCnlv1G9X3leQ1HZEQgh+gkh1gohNgghRhn0Xy+EyBJCLAv9DC3VN0QIsT70MyQa8tQVElMTGrwSAMD3B3j3KwHQK496oPAlZHBPDAWre2RlZDOq31Ps3Lgbv8eP3xdgxW+rGXnGmCqbc9Yt3cSO9bsMM99+8/qP0RBbUVMEtoAwim4PQKD2dtXVVgRCCDMwCTgPOAoYJIQ4ymDop1LK40I/b4fmNgbGAL2AnsCYUEF7RT1CemaDdEd2CDN45x96fnAHsuh9/Sdg7ILbUPjurZ8Ilok3CQY0snfl8u/8qqXD3rMl09BBIeALsH3tjipdU1FLWNqD9Bl0WMHatfbEiMI1egIbpJSbAIQQ04D+wKoKzD0XmC2lzAnNnQ30A6ZGQS5FbSGcgBkom+bZBCKy1nJptKKPoOBZ2F+YseAFZNJITAkNanNYws71u/AbBR5KyNy2N7L9ICz5cTnfvD6L3D15eN2RDxO708bRpxxpMFNRVxDmlkj7WeD9FfCU6rAiXDfUmhzRMA21AraXep0RaivLZUKIf4QQnwsh9pdYquhcRR1GOC8BjLa3Gtj7lDtPBjJCSqGvyMEAACAASURBVMAL+EI/Xih4vlYPymqTbqcdZVi+NBjU6NSjQ4Wv897oaTx+2XgWfL2Y1QvXIzWJMB2IYTFbzLhSXJw/VOWtquuI1PHguhZEEmAGaw9E408QltrLMhANRWAUQVXW2PkN0E5KeQzwE/BBJebqA4UYJoRYIoRYkpWVVWVhFdFHWDtB0gOADXCBSADhQqS+hjAdJLmb90eM/7u1UF/D4+xrTyOlSTKWUkWM7C4bvS7oTtsuFVsD7d2Zw//Gz8BTdOCAUQtqmMwmUtKTSU1Ppu91p/HakmcjamIr6h5C2DAl34+p2VJMzVdjSvsEYTWyrtcc0TANZQCli6i2BnaWHiClLF3M9y3g2VJz+5SZO8foJlLKycBk0L2GqiOwIvqYEq5BOs4D33wQdrCdhjAd6iEkMVYEUq/E0gBxJjiYtHgcHz3xOb9N/xO7y86Ft/RlwIjzK3yNf+etxmIzR6QxD/qDHH9mNx6Zene0xVY0cKKhCBYDHYUQ7YEdwFXA4NIDhBAtpJT76zVeDOw/FZsFPFPqgPgc4KEoyKSIAcKcBs5LKj7B3hcKIlNxgxkcfaMmV10jpUkywyfcyPAJN1ZpfmKjBITBZtpkNpGanlxd8RRxSLUVgZQyIIS4A/2hbgbelVKuFEI8ASyRUs4ARgghLgYCQA5wfWhujhDiSXRlAvDE/oPj2iR3Tx4z3/mZrat3cNR/OtL3uj6qGlQtICxtkUl3h5TB/oNmMyTeibC0i6FkdZvjzzwaTYssc2q1WTh/2NkxkEhRGulfC4FVYG6t2/vLqUZYl4jLgDJN0/jf8zP4/KVvKcguREqJyWwi4AvgcNlJSHUxafGzVQ7wUVQOGdgMntB5geNchKV9rEWq08x671cm3PEWPne4aei4s7oxfvboGEmlkNKHzLsTvH+ACB2/mlogGn+k75brADUaUFbfePO+D/jwic/J25NPMBBEC2oltQQ8xV5y9+TzzsMfx1jK+EFY2iMSb0Ek3qqUQAWY9uxXEUoAYNWCtfh9xuVPFTWPLJqsKwE8IIv1n+BWZH5EjG2dI+4UQVF+Ed++ORtvcdmQ7gNoQY05ny6oRakUioqTm5ln2K4FNdwFHsM+RS1Q/BlhsQAABMD3G1IrjoVEFSbuFMGuzZkVKg7v9/jZvm6nyuKoqHMc1asTRmbn1PRkkhrXzVrMcYEsb3EZRAaqFjVeW8SdImh2WDp+r3FJyTAE3NztXs61DuTePqPZumr7oecoFLXA0GevwZ7gwFQqgMzusjF8wo314mCyweI4C91fxoDc25DlKorYE3eKIKlRIn2vOx27y3bwgVL3y5aaZMX81dzV+1Fy9xhvyRWK2uTwYw5j0qJxnH7lybTo0IwTzjmWsTMf5ZQBvWItWlwjEu8Fykup4g+lkaibxGXN4hGThpLcJImvJ86skE1VSvB7/Xzz5myuG31FLUioiEd8Xj8WqxmT6dDrs7ZdWvHwJypwrC4hzE2QzovAPS2yUwZAy45sryPE3Y4A9DwsNz09mK/zpvCDfxqPTL0bu8uOK9mJzWmUM0cvQL/xr8rVHF63dCNjr5nA3ac+ypTHPyN/775oiF/vkYFtSPd0pHc+UlbATNfAWTp7OTd0GcGFCVfTP+U6Jj/wIQG/+rvUR4T9NBAuox6wnljr8lSUuNwR7EcIgdlsps/A3vS6oDt//7KCvRk5TL5/SkQ2R5vDSsceh1f42vM+/4Pnrp+Iz+NHapL1Szfx7RuzeePv52jcPD7jEzStGLKvhOC6UIsJRCqkTY1bt9G1SzYyZsBzeIv1z5unyMuMST9QmFvIvW/dFmPpFJXGfgZYOoN/NSUeRMIJ9rP1nFx1lLjcERjhTHRy8sUncvHt59K1d2esjgM7AyEENqeNC2+pWNqDYCDIK7dNxlvsQ2q615HP46cgp4CpY6fXiPz1guzLSykBAA1kDjJnWNx6Z33y9Bf4yiw6vG4fP388P2plLBW1hxBmROMpkHQfWI4G6/GI5McQKeNjLdpBUYrAgCe+fpALhvXFleTEbDXTve8xvPrHM6Smp1Ro/s6Nu/F5IgN7Av4gf373V7TFrRdI/xoIbjLu1HaU39fA2bY6wzC/nsVmIWt73bUpK8pHCDumhCGYmnyJSJ0EWj6y8GWkd0GdXfDEnWmouMCN2WLC7ozMCb8fu9PO8JdvYPjLVSsMkZiaQDAQmQsGILlJUpWuWe8JbDhIpwQZn4FQHbsfzs4Nu9G08AdEwBegeXtVa7g+I71/IPNuBakBXmTxFLCeAI3eRIi69eiNmx3Bhr83c2v3+7m0yQ1ckjqE0Zc8W2OHt42apdK1d2fM1nCfYkeCncvvubBG7lnnsRxO+R83i25XjUOufvQybM5wV2a7y07/O84jIdno0FFRH5AygMy7K1TCNRQ/IIvBtwTcX8dUNiPiQhHk7M7lvj5j2LhsC0F/kIA/yOKZf3P/2Y/X2Fbt0Wn30LH74dhdNhJSXFjtVi696wJOv/LkGrlfXUdYj9Jtpka1iFKernMrpNrisKPa8MKcx+l26pHYHDaatGrMjU8P4uZnryl3jqfYy1sPfsQVzYdyadoNvDD0NXIz82tRasUh8a8AjPI+uZHuL2pbmkMSF9++79/6KcIdL+APsntTJisXrOXo3l2ifs+UJsm8+sczbFuzg+ydOXQ4th3JaXFqFgohGr+L3PcUeGYAATC1gOSnMDlORXpmIwtegOB2MLdGJN2HcJwTa5FrhU4ndODFuU9UaKyUkofPe5q1izeUnEPN/nAef/38L++uevmgJk9F9ZDSB57vkJ5fwNQE4RqIsJbz7BAHW2OXE30cQ+JiR7Bt9Q7Dw1uA3Zsza/Tebbu04vgzu8W9EgAQpkRMqeMQzVYimq3B1HQuJsepaO4fkHn3hQ6M/RDcjMwbieb+PtYi1zlWL1zH+r82hX2eg/4g+/YWqESJNYiUXmT2Vcj8x8A7C9xTkdlXohWXY+axHG0cTyCcCNeVNSprVYgLRXDkSZ0MU0pomkaHYw+LgUTxjRACUXrFVPg8kVkbPaF2RWk2LttS4pJcGk+RlzWL1sdAovhAFn8OgY2AO9SiAR4oGI2U7ojxQpgQqa+BSARcgBVwgP0scFxQa3JXlLhQBOcM6UNCSgJmy4G3a3PaOOb0rrTvphRBzAlmlNO+o86628WKFh2aY7JEfm3tLhttOreq1rWllOTuycNdFJ8eXAfFM5MDSqA0ZvAtN5wibMci0uchUkbrps60qZhSXwxfBNUR4uKMICHZxaTF43jnoY9Z+O1SbA4r5w89m8GPXBpr0RQApmag7TJob6qyaZbh+LOOplHTVHzuLIIBvbynEGC1Wel73elVvu5fP/3Di8PeIGdXLkj4z8U9uO/t25Tn0n5M5Zl2NTAllDtNmBLBWfefM1EpVSmE6Ae8gn4K8raUclyZ/nuBoeg1i7OAG6WUW0N9QeDf0NBtUsqLD3W/6paqjDbuQjd5mfto0roxVptxriJF+WjFX8K+xwlfcTkh+b+YXJfHSqw6S87uXF4Y+jp/zf4HKeGI7u25/93bOeyoNgCs+H0NHz/1ORnrdtGpRweuHX0F7bq2Kfd6W1Zu545eD4UVa7LaLRx1Umee/+Wxmn479QLpnY/MuyPkDrofoZeiTP+13ixYyitVWW1FIIQwA+uAvkAGeiH6QVLKVaXGnAH8KaUsFkLcBvSRUg4M9RVKKStVTaOuKIKAP8CkEe/y4wdzMJlNmEwmhjw5kEtH1D0bYF1HK/4fFL6kZ2g0pUHiXZhcA2MtVp3G6/aiBTWcic6StoXfLuWpgS+W5MoSJoHdaePFuU/QsbtxrqwXhr7Ojx/MQQuGB0HanTbeWPY8rTu2qLk3UY/QCl6BordAhBZ7woVo/AHCckRsBasE5SmCaJiGegIbpJSbQjeaBvQHShSBlLJ0Iu6FQPlO0nWcnRt3s3dHDu27teWDMZ8ye8rcMA+Odx+eSuNmqfQZ2DuGUtY/TK4rkM7L0X2vrfVmhRVLyrqKSimZeOc7YQkTpSbxFHmZ/MCHjP9pjOF1MtbtjFACoKe5yNyapRRBCFPSXUjXIPAvBZECtl7o6+D6TzQUQSugdPmuDOBgFTJuAmaWeu0QQixBNxuNk1J+ZTRJCDEMGAbQtm3baglcFQpyCxlzyXOsXbIRq82C3+snEAiilUkl4S328vHTXyhFUAX0h/8hCgYpymXnxt1kbd9r2LdmUfkpPo4+pQtrF23A7wuPtfF5/LTvVvvftbqMMDcF83mxFiPqROP42mjpZmhvEkJcA/QASqfiaxvaqgwGXhZCdDCaK6WcLKXsIaXskZ6eXl2ZK83Yayaw+s/1+Nw+ivKL8Xn8EUpgP9k7c2tZuoaFDGxAFr6BLHoHGQj3KJLaPqR/FVJTkbSl+WDMpww9+t6InEX7SU1PLnfuJXeejyPRgcl84HFgd9npd9OZNGqWGnVZFXWPaOwIMoDSJ1GtgZ1lBwkhzgYeAU6XpYp3Sil3hv7dJISYAxwPbIyCXFEjf+8+lv3yLwFfxYqFdDmx/tgM6xpawctQ9C76BtEEBS8jkx9FOC9HFjwNxZ+BsIH0IZ2XIZJHN5jteVVZ/MPffP7iN+V+Pu0uOwMfvCSi3V3o5rW73+fnj+fj9/lJSUsiGNRITkvi0rsv4KJb4yOyWxEdRbAY6CiEaA/sAK5CX92XIIQ4HngT6CelzCzV3ggollJ6hRBNgN7Ac1GQKaoU5hVhtpiNi94LSvY/QgjsLhs3jh0cOU5xSKR/VUgJlPFj3/cUMrAdir8AfCBDNnD3dKQpDZE0orZFrVPMeH0WniLjwug2h5UrRl7MBTefHdH3yAVjWbNoA36vfsaVv7cAV7KTF+c+QVqL+CyeVBmk9CGLPwulTHEgXFeB47x6eb5VbUUgpQwIIe4AZqG7j74rpVwphHgCWCKlnIFuCkoE/hf6I+13Ez0SeFMIoaGbqcaV9jaqKzRv3xSb0xbxZTNbzJxwzrEU5Rexe3MWnU/swPVPDFRBalVEemYCPoMeE7g/JDKgxwPFUyBOFIGUklV/rOPf+atJbZrCaZf/B1eSk6K8YsPxjgQ7//3sPnqed3xE38blW1i3dGOJEtiP3xvg2zd/ZMhjymPrYEgZQOZcC/417P9cyvzl4FuASHkqtsJVgagElEkpvwe+L9M2utTvkcsRvX0B0C0aMtQkZrOZu167meeun4TP7UNKidVuwZXk5J43h9GkVVqsRawzSBmEwFrdfGPuUMnV0UHGllevQBYgpayXq7DKEAwEeeyy8Sz7ZQV+bwCr3cLr97zHcz+N4bQrTmLd0o0l5S5Lc8zpRxleL2PdLszmSJOa3+tn07KtUZe/weH9Wf+chy1O3OD+GplwU70rvRoXkcXR4LTLT6LZYen878Vv2LM5kyNP6sS5N5xBWsvGsRatziC9v+nJ4/DpxTjMTaHR6xX2sxaO85BF7xOZd0jT6xUE1kROsnRp8EoAYNZ7v7LslxUlu9L9UcWPXzaed1e/zKz3fiVj3U48RV5MZhNWu4W7Xr8Zh8s4G+lhR7UuuUZpbA4rnXsa+msoSiG9v+n1BSIQ4FsM9UwR1L2kF3WYzicewa3PX4fVYeOb13/kzv88zA2dR7Bq4bpDT27gyOBOZO7tIHNBFgFuCG5DZl+DlMaZX8Pmy2DINFT6HMYC2CH5MUTyY4CDAx9ZATgRyY9G943UUWa+87PhOUBBbhE7N+zhlQVPc+fEoZwyoCcXDDubCQue4exryk850a5rG7qddiQ2g9rc5xucJ8QrUkqkVhD5GTY1QU8kVwZhBlP9O19RiqASaJrGfX3GsPL3NQR8AfwePzs27GbUOU+yd2dOrMWLKbL4C6DsClMCXvDOP/T8gpeg6APCFQGQPAaT6zKErTsi7TOwnwPm9mA/B5E2DWE7MUrvoG5TXgIAgf6wstmtnDOkD2O+uJ8Rk27m8GMOfU71+PQHuOj2c0lIdWGxmWlzZCvOuvpUtq7MUMn+AOmdh9x7FjKzF3JPd7T80ex3eBSuyzGuK2ADe9VzPsUKpQgqwfI5K8nNzI+Iwgz4g8x8++cYSVVH0PZgWJFJBkEzDnIqGSJ95RwGB6D4w5JXwtoFU6MJmNJnYWr0KsJ6ZLXFri+ce30fw1TqrmRnlYO+bA4btz4/hMe/fACL1cLuzZl8PfEHHr1oLI9cONbQdBQvSP8KZO4docy4AcCre6nlPwiAMLdCNJoAIhlEgl57wNQS0XgKQtS/oEilCCpB5ra9hrng/V4/OzfujoFEdQdh721ciAMJtojUJuFoBaEC3wYEI0JS4pLzhp5F15O74Eh0AHraaWeig9H/uw+Tqepf42AgyJNXvoCnyIsvlJrCU+Tl33mrmP3hvKjIXh+RhW9SUmu4BC94fkYG9YWNsPdBNP0D0eh9ROOpevI5a/2sva0OiytB5xOPMIzcdCTY6XaqsXdG3GA/G8xvQWADJYe9wqn7VVuMk52VYEoF4QBp4AtfXinAOMNitTBu1qP8/csK/p2/ikZNU+lz1ckkN65e5bt1SzcZxsd4irz8+MGv9LvhjGpdvz4itXzw/4VhggRh1VOmm5voL4UVbMfWroA1gFIElaBd1zac2O84lvywrCSxl8VmITU9hTMHnxJj6WKLEFZI+wRZ9Al4vgFhR7gGgeOiCsw1IxPvg4KxhJuHHIjEkTUmc31DCEH3s7rR/azoeVybTAJpnBGmWjuN+or0r0XmDC7HIwiQfjA3vDghpQgqyX8/vZcvX/mOb9+cjc/t45RLe3Ht6CvKddOLJ4RwIBJvhMQbKz3XlHAV0pyKLHwVgrt1t9CkkYgGsNqqyxzRvT0OlwN3QbjLriPBTr8bz4yRVLFD5o8EWVBOrxNcgxGm8vM21VeiUpimtqkr9QgUVUdKDVn8kZ5SQu4Daw9E8gP1Krd7Q2HVH2sZ1e8ppCbx+wJYrBZ6nd+dR6bdHVe7AqnlIDNPxdDpARMk/RfhGlyv41Zqsh6BQlFpZMFYPYHcflOQby4yezGkzUBYyq+mpYg+R53Umanb32T+5wvZl13AsX260jkuEyceJHmhqRmmhKtrTxQDajKCXikCRa0jtTwonka4V4YE6UUWvY1IeTxWosUtCcmuuDQFlUaYUpDWY8D/N1Dai80BztiVTNXcP0LhOAhmIE1pkHA7wnVNVJVC/Oz7FHWHwGY9F1FkB/iX1bo4CsV+ROrzYGoKuNDXyTawHI1IHBYTeaTnV8gfGYpnQC/lWvA8svi9qN5HKQJF7WNueSCVdBgmsKg8N4roIqUHregTtJwhaLkjkN4/yx0rzK2g0dtgSkCP2zZDcC3SM6e2xA1DFr5EZO4tNxS+hiwv9qYKKNOQotYR5mZIex/wziHcPGRDJAyNjVCKBomUXmT2QAhsoSRdtHcuMvFOTImRnzUpA5B7QygaXgJ+/Z/8+5HWjoeOiYk2wW3G7bJYz+klqhdHsh+1I1DEBJE6Hpz9ATtgAXNbRKPXEdbyA/Okbzla/uN6zhfvQpUPR3Fo3F+HKYFQIxS+op9VlcW3MBRDUPazFUAWf1rubaSUyMB2ZLQj4c3tjNtFgv4TJdSOoByK9hUzfcL3zPv8D1xJTvoPP48+A0+u165jdQkhHIiUp5DJo/WIYpF40L+tVvAKFL2DXrhGQ3q+BsdF9bIIiKL2kJ7ZROawQo8Q9v0FjjIH5FpuORXXA6BlGnUg/f8i8+6BYCYgkea2iEYTEFEwc4qk+5C5wwk3DzkhcQRCRG8drxSBAV63lzt7PcSerVn4PLpP8cZlW1j1x1qGv1L5YClF+QhhK+fg+AAysA2K3ibMjCTd4P4G6bwcYTsutDuQUf1yKBoA5sboho+y9nQJRoFhthMwjCMQLoRBVlGp5SFzrgulXg8R3IDMvhqazkWI6gWaCvupkPoKsuA5CG7RD7IT78DkuqJa1y1LVL41Qoh+Qoi1QogNQohRBv12IcSnof4/hRDtSvU9FGpfK4Q4NxryVJefPpxHVkZ2iRIAPffKd5N/InP7wTNpKmoA75xyOjxIz2y0fWORmcch9xyJtncA0re8NqVT1GGEczBQdqEh9Kyh1u6R480twXW1nierBIduonGcH3kD9zd6ht0wQunXPdHJSCwcZ2BKn4mp+WpMTedGXQlAFHYEQggzMAnoC2QAi4UQM8rUHr4JyJVSHiGEuAp4FhgohDgKvdh9V6Al8JMQopOUEX/ZWmXJj8sNi4BYbRZW/7GOpm2axECqOEY4QJgMtuxmXUkEt1OydQ6s1FdoTb6qd+UCFdFH2I5FJj2k57ESFkAD0QjR+J1yd48iaRTYeiCLP9ZX+o4LEK6BCGFD+hYj3V8BGsJxYehMwKCMqvSHUrPXD6JhGuoJbJBSbgIQQkwD+gOlFUF/4LHQ758DE4VuEO4PTJN6tYfNQogNoev9EQW5qkx6mzTMFnNEPnaJJLVZSoykimMcfWGf0VmACYJbiSx470Xm3QuuwXr2U1NiLQipqKuYEgYhnReBfzmIRLAeY3geJQPb9YNiyxEIR1+Eo29Yv7ZvbCgQ0gNIpOd7sJ6gp1+PSFJnBuvxNfaeok00TEOtgO2lXmeE2gzHSCkDQD6QVsG5AAghhgkhlgghlmRlZUVB7ANkZWTzwtDXuKr1Ldx8zL2kpidjtob/aUwmQXJaEt1OjZ9iKNFABvcgA5ur5fMsTI0QqS8DjpCnRAJgB9cQMLTBavrOYN9TyKw+SL9BrWNC5TEDG5DBhllLYuvqDJ65+hVu6DKCMQOeY+2SjbEWKWYIUyLC3hthOzZCCchABtre/si95yNzBiL3/AfN/W2ZMRug+BP0g+fQ1lS6wbcETM3Rvd/249DPGqz1J2FiNHYERq4eZTfx5Y2pyFy9UcrJwGTQk85VRsCDkZuZz23d76cwr4hgQCN7Zw5Tx06nR9/j+Pe31QT8AbSARquOLXj8qwfiKglXdZDB3ci8EeBfBZj1AJ2U5xD2qqXrFo4zoekC8M4DgmA/FaQPWTzlILPcIN3IvHsQ6TPD5fPO06tNSTfIINLaBZH6KsLcvEry1TXWLd3IfX3G4HP70DTJjvW7WDp7OY9Pf4AT+tafB1RNI6WGzL0uVABJO/D0yb8XrXASotGreiJE71wiD5wBfHr5VJNdd1XFDM4rEAnX1isPw2goggygdJaw1kBZZ9r9YzKEEBYgBcip4Nwa5asJ31Nc4CEYOPCf7CnysuTHZUzZOIncPXm4kpy07NAwHhC1gZRSt9MHt1NSx1hz68Xtm3yDsFQtn7swJYIz/MBOOs4Dzw8Y2mn3E8xABnfqB4Gg71By7wif418ROluYVa++wOXx5sgpYedcUoK32Merd7zD+2snxFCyOoZvse4yavSQD25EZg+C9F9D1ffMRHoUWRDmFETCTZA4vOblrSGisbxdDHQUQrQXerHOq4AZZcbMAIaEfr8c+EXq/n4zgKtCXkXtgY7AoijIVGGWzVmJ3xvpLma1W9m2OoMjjmuvlEBl8f8V8rkue+YfRBZPjeqtRMozkDAUROqhRpb8Jos/Qa9DGy4bWmaoMlX9Z+2iDYbtuzbtwes2qAQXr2hZ5dggQkgfeL4DR3kOjQIcF9SEZLVKtRVByOZ/BzALWA18JqVcKYR4QghxcWjYO0Ba6DD4XmBUaO5K4DP0g+UfgOG17THU6ojmmEyRK8CAL0B667TaFKXhoGVibPXzh3YJ0UMIC6akEZiaLYLEewm31aLLYW6DMLc40BTcQaQiCI0tJ2iovpHU2PiA3OawYrVba1maOozteIzrD+zHjQxmIEyNEakv6W6lIjF0VuWAlHENwpwYFYO3lPJ7KWUnKWUHKeXTobbRUsoZod89UsorpJRHSCl77vcwCvU9HZrXWUo5s7x71BSX3XMhVkf4F8Nis9CpRwdad2pZ2+I0DCzdQBo9aJ1gO7nGbisSbgBrt9A23gS4QCSHDppLYTtZl6UsMlCvDvgOxhUjL8Zepmqe3WnjwlvOUedcpRDmVqEU0+UENYoEhPUY/VfHWYj0BYiUsfpP0wWYnPV/NwAq1xAdjm3Hfz+9l8YtUrE7bVjtFnqcexxPfP1grEWrtwhL61AeodIPWxuY0xDOS2ruvsKOaPwxIvV1ROJdiJQxiPS5CGun8HHOAaHi49bSjeC8rOQcob4zYMT5XHz7udgcVlzJTmwOK32u6s1NYwfHWrQ6h0geA8lPhxYQpbGBuRXYzzgw1pSAcJyLcPRrUG7JqlRlCE3T2JuRjSvZRWJq9JI5xStSauCernv1yCJwnItIuBlhOpQtv3aQWj6y6G3w/Kiv+hKuBcclDeKguDRF+4rZtWkPTds2IblxdDJVNlSk9CAL3wD3l4Cm57JKHN6wHvjllKpUikChUCjihPIUQdybhhQKhSLeUdlHFXUKKYMQWANYwdKxwZlqFHUHKSUEN+ouopbO6GnTyowJbAfvr3qGXMc5CFPjGEha8yhFoKgzSO8CPa97qOYAIg0avY6wdo61aIoGhvSvQ+bdBsG9ekJDYYeUlxD2k0rGaIWvQeHroVcm2PcMMmU8JmedSJIcVZRpSFEn0FNS3AYyVz9clm7QMpA51yIN6xsrFFVDSh8y59pQTItb/7xpOci8W5FBPWOo9K+EwjfQa2B49XF49JKVWn7shK8hlCJQ1Amk+yuDvO4Afn1rrlBEC++vRGasRc855Z6u/+r+xngMpoPUx6i/KEWgqBsE91Del1MvJK5QRAltbzkBj77Q5xD09CgGHpWCchYs9RulCBR1AmHvbRDQE8Las3aFUTRsrD0wTIEiXAi7HvkuHP0AR+QYGQSDkpX1HaUIFHUD+xlg6UzYl0849UA0a8eYiaVoeAhrZ73YEWXKUVo6HYgitnYH52V6OyZ0vxo7JD2CMDe8HGTKa0hRJxDCDI0/1LOTumeAsCJcg8BxUaxFqzRSSvAvQ3pm6e/DJFbsiQAAGIFJREFUcVFEmgtFbBEp48H+FbL4U9191Nkf4RqEniUfhBCIlNFI1wCkZzbgQDgvqHIK9bqOiixWKKKMlv8YeKaD9KCvJq2QdA+mhBtiLJki3lGRxQpFLSB9f4eUwP6ShkHAAwUvNtiSmIr6j1IEirhEBjYg3V8ivb9Xq55yxHU9s0I7gbI0TLdDRcNAnREo4gopg8i8e0NpA0yAAFMjaPxxePGaqiJs6Oursi6GgnJz3isUMUbtCBRxhSz+OLQy94As1qNKgzuReXdH5frCcRFhdQ5K0MBxVlTuoVBEm2opAiFEYyHEbCHE+tC/jQzGHCeE+EMIsVII8Y8QYmCpvveFEJuFEMtCP8dVRx6F4pAUT0VPF1AaDfwrkcEDgWtS24dW8Cra3ovRcq5Den6u0OWFtSMk7S+Z6QRc6CUNX0CYUqLzHqKMpmksnb2cr16dyV8//4umRc9UpqgfVNc0NAr4WUo5TggxKvS6bGmvYuA6KeV6IURLYKkQYpaUMi/Uf7+U8vNqyqFQVAxD+z2AqaRPaoXI7AEQzETPMwPStxyZcBOmpBGHvIUp4Xqkox945wJWcJxZZwrylGVfTgH3njaazO17CfiCWKxmmrdvyotzn1AFmuKI6pqG+gMfhH7/AIioQyilXCelXB/6fSeQCaRX874KRdVwnoehrd6UppclBGTxZxDMYr8S0HFD0VtILadCtxHm5gjXQITr0jqrBAAmjXiXHet34S7w4Pf6cRd62L52J6/f836sRVPUItVVBM2klLsAQv82PdhgIURP9G/hxlLNT4dMRi8JIezlTEUIMUwIsUQIsSQrK6uaYiviFZFwK5hbcCCq1KanFkgdf6D2gW8uYLBzEFbw/1tLktY8Ukrmfb6QgD/8YDvgCzD3swUxkkoRCw5pGhJC/AQ0N+h6pDI3EkK0AD4EhsgD/noPAbvRlcNkdLPSE0bzpZSTQ2Po0aNH/YuCU9QJhCkZmnwD7u+Qvj/B3AbhugJhLvURNzdHXyOVsZVLDf7f3plHR1aWefj53craSXe6k7DvILIoDEujLB5EFkd6RBh2B1mke5BRBEeYEQYPDioKeBTHox6GQaERp+2hWQTZdx3HZujRZhdpFlug6SXppJesVfedP+5NupKqSiqpSqoqeZ9z6tSte7/v3l99nb5v3e97l6B1MuVOOJZjPSCVqpx1ArMU9D6G9TwCmhX9e1bvW2pZFcWohsDMjs11TNJqSduZ2ar4Rr8mR7tZwP3AV81sadq5V8WbvZJuAS4bk3rHGQ+pNVjf/0DfM9GNvWoPqJ83eFgzzsa6H2ToU0ECEttgifdlS1dWkUji4I8fwLKHlxOm3fiDRMCH5x1UQmX5Y5bE1i+A/uWRFxgB1n0nNvOfCRo+U2p5FUOhU0P3AufG2+cCvxzeQFINcDdwm5ndMezYdvG7iNYXXixQj+OMiCXfjhaCe+6HcA0kX8Y6ryDc9O+DbVT9QWi6BtQIamDQHTT1F1hzCGHn1VOmWM7FP1pAU+tM6hqiWdm6hjpmb93EF35wfomV5Unvo2lGAKKnuB7YeB0WdozU00mjoFxDklqA/wJ2BlYCp5lZu6S5wIVmtkDSZ4BbgJfSup5nZsslPUG0cCxgedxn02jX9VxDTi4s7IKeB7Dkq6hqL6ibh4It6a3Dziuh+y4yA77q0da/G9LWrA/ruhM2XsPQWgl1UP9JgqZvTeRXmTS6N/fw5KLf8uaLK9lj/1346BmHU9+QJQVzGRKuvxh6H8o8oEbU9G1UN7SspIVd0PebqB5B7RFlvZA/EeTKNVSQ+6iZtQEZUTJmtgxYEG/fDtyeo//RhVzfcdKx1HtY2ykQbga6MGbAphugZcmWqOG+/yPTCABKQOotCLbMLUs1WO9DZBbM6YHu+7CZV6BgJmb9QJC1+HklUN9Qx7wFFRrsFjQQV4vJPDasvoX1/jfWcRHRRIiBJbFZ/0ow45RJEFreeGSxM2WwDVdD2EYUukL0HrZF+weIXUQzO/dBkMXpLbkye3slsL5lhG1nYqv3w1bvT9jxZSzcUMhXcMaI6s8gCt4bTgJqPjz4KUxtwNZ/Lo4m3xRFlNMLG/4VS741SWrLFzcEztSh92kyPH0IoffXg5/UeCGZladqofajKJHFI6h6P7L+N7EQOi+F/j/E1+yHnoex9nMoRmp3S64k7PhHwjWHEa6dR9i1pCjnnWqo5gBovASojdZz1AhqQnNuJlqejOm8COjPcoYk1p2xtDnt8KRzzhQiAWSrRbvlRq6aQ7Cma2DDN+NI4hTUHYtmXZP1jJp5Mdb367S00kSV06oOhv5nGTol0R9NL/Uvh5oDx/0tLLUKazs5+uVKCLTBhm9gybfQLHesG07QOB+rPwn6fhcZg9ojhhgBS70Hfc/m6J2Knw6mN24InKlD3Seg5wGG/vKrhrrjhzQL6k/A6uZBahUEs1HQmPOUqnofNC/CNn43usEHrdDwOej9DUMjj9NIvQUUYAg23xx7waQ/3XRD10Ks8YIoFmIKYWbQ+wi2eSGEHVB3HGo4f0y5mZRogfpPZj/Y/zzR9FFXloMBqsvpIT9tcEPgTBk060os+TKk3gXrB1VBYgc0KzP2UUpA1Y75nbd6H9R885B9oXVC72NkRCCbxbWXC6BvGVmfbFQNyRVQUxk+/vlim26AzQsZTAa4eSXWcx+03Duikc6bYJuc68kkdoHqQwq/RoXjhsCZMiiYDS33RVMEydejQLGaw5CKvxSm+pOxTTdGi8yDv9yromtW7VPYyRO7QPKPZNy5rD9Oj0FUTCf5KiCo2mtLeowiEEXqPon1/gaCZlR/CsrTaI75Wqk22HwLQ5+u+iC1DutajBrnF36R6v0hsT0k32Sox1gNzP5xUceuUvHFYmdKIQWo9gjUcE70PgFGAKJUFWq9C2qPYct/I0FyBdZ2KhZ2jv/cjX9PpidMDdQcCpYk7PoltvajWPunsfYzo+2+58Z9vXTM+qIF787LoHsRbL4JWzcv7zTcYyb5QvSkk0FP5O9fBCShObdC9QFE2WzqIWhFc35EUL1HUa5R6fgTgeOMEyW2x6r3i9cLeojWJvoh+Ues80o054fjO2/1fjD7+9iGqyDsBEKo+UhUQGfd8WTENVgXtv6zsNXTKJg55uuZhdB9F9b1syjaOuxgyy/n6DtZ5z9B7dKhnjjFIGgFyxLXQTD49FMMlNgatSzCUmujxeHEzhP2I6EScUPgOIXQtYjMTKX90dSK9SCNL0JXdUdD7VEQro0C49pPjNY+MtxjYyyEnodgxmljvpZt+Cp0309mwZ5h9D8HNeOfTzfriVxsk2+i6r2ip6mqD0SxHanMaRvNOHvc18qFElvhWfAzcUPgOIVg2TxRIIpc7YNxGgKIprlIbAN9z2LhenIaAQB6IFw3wvEcKpMrofs+cnpADRJSSM1lS72LtZ0eB3PFUd+JFtRyB2r+Kbb+C5D8U7TATwJmXgX9LxNu/D4k5qD6v0M1fzXu6zsj44bAcQqh9qNRArvhaSsSuxbPzTOVR/0N1Y7v13r/80S3gVEMgRrj4LrxYZ1fjQ3VgDHrglQftuFagtnXo9Y7seTbYBuwxM7QfjaWeiOO3xDW/SA28ysEDWeNW4OTG58kc5wC0MzLQE1sWdytjgrdFDMhXc0BUZK0nNRD9Yeg+uCxnzuxNbnzaifiaN0mNOemcc+pm6UiT66MJ5ok9D4y+ElVO0Z1BLrvh+SAEYDIe2ogo+ioOSmdceBPBI5TAEpsC1s9jHUthv7fQ9UeaMZZKLF9Ea+xPVZ/CnTfzZZ5/ET0qno/1J+OZpw6PjfI6rlRmc5UN0Nv1LXQ+HlUtTvUfqz4i8SDZNHc+xDZ1ytS2LoTsGA21J8Zf+fKTPRXbrghcJwCUdCEGi+Y2GvM+hrUHIR13Q7hJqg7HjWcNy4voSHnVQDNP8PWfzGOSwggaERN16PaI4qjXQms9sg451P6FFo11M3L7BA0kT0CrB/Cd6LXxm9hfb9Fc35QFI3TnYLqEZQKr0fgOMXHUu9Fi9+JXYvuWmmpNVj7GZFrqvVEi+jBtqjlFxmpJKzvWax9AaN6MVGHWhaj6gID+KYRE1KPwHGckTEzSL1OVOpy17KOYh1St7no594aWh+B3ich+RZU7Qm1R2ad2lHNIVjjxbDpe0SpNnL9WLVoOs4NQcG4IXCcCcL6lmMdl8QBWkBiK5j9Q1S9d379zeLpmhCq9q74ACipGuo+nlfboHE+YWJb6LycnB5NqoLAYwKKQUF/WZKaJT0q6bX4fU6OdilJy+PXvWn7d5P0TNx/sSZuRcpxJhULO6Jo33AV0RRHN6RWYu1nYzbalAdY/4vY2qOwttOxtjOwNYdiOVMplw9mfVjPk1jPg3Hsw/hRuJbcTwMQ1ZE4qqBrOBGF/sS4HHjczPYEHo8/Z6PbzA6IX59K238dcEPcfz1QhAxTjlMGdP8qR+qEJPQ8OmJXCzdj7efGRqQH6AXrwNrPJkz+eSLUFoRZCuu6g3Dt8djq/bGOL2Kd/4KtOZJwc9YqtflR9f44wCwLakUtt0+gN9P0olBDcCKwMN5eCJyUb0dFk6VHA0vG099xyhkL15CZegKwXghHCRDrfTQumjOcENZ/sRjycmKWxHqfxrqWYMkV+fXp+BK24RvxWkgI9G0pBbnxeqz/5fGJqTkUErsyNKI5EZUU3eqJqFaEUxQKNQTbmNkqgPg9S9FXAOokLZO0VNLAzb4F6DAbjJR5G8hRUBYkXRCfY9natXlEWjpOCVHN3Izi6RHVowd+hW1kL6sIpF7FbLR0EOPDkiuxtR8bvLHbupMJOy6NAsJy9el/KXYLzWa4APqwrjvHpUcKUPPtUH9KXIJyBtTNQy33EATjT93hZDLqYrGkx4Bs7gSZ1T5ys7OZvStpd+AJSS8A2ap855wQNLObgJsgch8dw7UdZ/Kp+UhUl6D/JQZvkhqIAB4lZ86IqSIU5zDKVrC9MKzjovhpJS2wrOcxrHoJajgje6e+Z8lIrzGEEBh/NLCCRtR0NTRdPe5zOKMzqiEws5x13CStlrSdma2StB2wJsc53o3f35D0FFEdvzuB2ZKq4qeCHYF3x/EdHKfsiAK1FmKbb4eeu4EE1J+GZpwxqgupqvfHgm0hfC/zYLBbwUFk2bDUO3HhluFpILqh+z8hlyEIWqN6AtaX/TgzUO1fF1GpMxEUOjV0L3BuvH0u8MvhDSTNkaKfL5JagSOAly2KZHsSOHWk/o5TqUg1BI3nE7TeR9B6D0HDWSjX4udwmn8OzGBLCoYAqEezi5jDKB3rJeftYKSpqLpjyf17sj56unHPnrKnUENwLXCcpNeA4+LPSJoraaDI6z7AMknPEd34rzWzgdWjrwBflrSCaM3gJwXqcZwpQVC1E9r6CWi8BGqOhBnnodb7Uc2BE3PBxK6Q9UmjFur+Jmc3qQ413wbBjtHUF7VAHdQcjmZ/B825seLjH6YDnmLCcRwArPcZrOOC2O21L1qcTeyAmhejoDEKcAvbIWjIKLgzGEFtSah6v9/8yxRPMeE4zoio9sPQ+jDWdQeE76Caw6Lkdqoh7H4UNl49GCVt9SegWV8bNAiSwN05KxY3BI5TBljYhW36LnTfEy281h6JZl1Z1HTW+aDEtmjm0FgF6/sDdF7KEBfR7l9hYRea82+Tqs+ZGPz5zXFKjJlh6+dD12KwjUAv9D6OrTsZCzeWWh626UYy4wRijam2UkhyiowbAscpNckXIPkykO6CGQLdWPfdJRKVRipHWgvVQLh6crU4E4IbAscpNf2vkbVSl3VD/4uTLieDmgOJKqINw5KQ2HnS5TjFxw2B45Saql1zHKiDqr0mU0lW1PAPUSGZIcaqHhrmo6CxVLKcIuKGwHFKTfVBcXK16rSdAtWgGSeXSFSakqqdUcsdUHsMaDYkdodZV6HGi0stzSkS7jXkOCVGEjTfhm24GnoeAlJQfTBq+joKspb4yBsL27HNt0Lv0xBsgxrOR7WHjl1j1fvQnB8XpMUpX9wQOE4ZoGAWmv1dzL4DWNYSjmPFwnZs3QkQdhItRL+C9S3FZl5B0PDpgs/vTB18ashxyggpKIoRALDNt6QZgQF6YNO1WNZ6B850xQ2B41QQZobZ8AyhOeh9iqFGYIAEJP9URFVOpeOGwHEqAAs7CDu+jK3+ILZ6X8L2z2LJlSN3ylXY3fohe3lxZ5rihsBxyhyzEGs/C3oeJqpcFkLf77C207Awd9EXNcwH6oftrYLqD6CqnSZQsVNpuCFwnHKnbymk3mFo+coQrAfrzl3CQ7VHwMxLgfqo1CN1UL2/e/84GbjXkOOUO6m3IOu6QPeoc/1BwzlY/amQfBWCFlTlkcBOJm4IHKfcqdoTFGSp6F0PVfuO2l3BjDhNhONkx6eGHKfcqZ4Lid0YGnkcQNCI6j9ZKlXOFKIgQyCpWdKjkl6L3zNcESR9TNLytFePpJPiY7dKejPt2AGF6HGcqYgk1PwzqD85qhpGLdQei1ruREFDqeU5U4CCSlVKuh5oN7NrJV0OzDGzr4zQvhlYAexoZl2SbgV+ZWZLxnJdL1XpOI4zdnKVqix0auhEYGG8vRA4aZT2pwIPmllXgdd1HMdxikShhmAbM1sFEL9vPUr7M4FFw/ZdI+l5STdIqs3VUdIFkpZJWrZ27drCVDuO4ziDjGoIJD0m6cUsrxPHciFJ2wH7AQ+n7b4C2Bs4BGgGck4rmdlNZjbXzOZutVWOiEnHcRxnzIzqPmpmx+Y6Jmm1pO3MbFV8o18zwqlOB+42s8GomIGnCaBX0i3AZXnqdhzHcYpEoVND9wLnxtvnArnDHOHTDJsWio0HkkS0vlAGdfkcx3GmF4UagmuB4yS9BhwXf0bSXEk3DzSStCuwE/D0sP4/l/QC8ALQCnyzQD2O4zjOGCkostjM2oBjsuxfBixI+/wWsEOWdkcXcn3HcRyncAqKIygVktYCf56AU7cC6ybgvJNBpWqvVN1QudorVTdUrvZy0b2LmWV421SkIZgoJC3LFmxRCVSq9krVDZWrvVJ1Q+VqL3fdnmvIcRxnmuOGwHEcZ5rjhmAoN5VaQAFUqvZK1Q2Vq71SdUPlai9r3b5G4DiOM83xJwLHcZxpzrQ2BJJOk/SSpFBSzhV9SZ+Q9KqkFXG67ZKTTy2IuF0qrd7DvZOtM03HiGMoqVbS4vj4M3EQYsnJQ/d5ktamjfGCbOeZbCT9VNIaSVmj9RXxg/h7PS/poMnWmIs8tB8lqTNtzK+abI3ZkLSTpCclvRLfVy7J0qY8x93Mpu0L2AfYC3gKmJujTQJ4HdgdqAGeA/YtA+3XA5fH25cD1+Vot6kMtI46hsDngRvj7TOBxRWi+zzgh6XWmkX7kcBBwIs5js8DHgQEHAo8U2rNY9B+FFEdk5JrHaZrO+CgeHsm8Kcsfy9lOe7T+onAzF4xs1dHafYhYIWZvWFmfcAviOowlJqx1oIoJfmMYfr3WQIcE+egKiXl+m8/Kmb2a6B9hCYnArdZxFJg9kDur1KTh/ayxMxWmdnv4+2NwCtkZlQoy3Gf1oYgT3YA/pL2+W2ypMsoAfnWgqiL6zgsHSgRWgLyGcPBNmaWBDqBlklRl5t8/+1PiR/zl0jaaXKkFUy5/l3ny2GSnpP0oKQPlFrMcOKpzQOBZ4YdKstxLyjXUCUg6TFg2yyHrjSzkbKlDp4iy75JcbUaSfsYTrOzmb0raXfgCUkvmNnrxVGYN/mMYcnGeQTy0XQfsMjMeiVdSPRUUwk5tMpxvPPl90SpEjZJmgfcA+xZYk2DSGoE7gS+ZGYbhh/O0qXk4z7lDYGNUE8hT94mypw6wI7AuwWeMy9G0p5vLQgzezd+f0PSU0S/UibbEOQzhgNt3pZUBTRR+umBUXVblHhxgP8ArpsEXcWgZH/XhZJ+czWzByT9WFKrmZU8l4+kaiIj8HMzuytLk7Icd58aGp1ngT0l7Saphmghs2TeN2mMWgtC0hzF5T8ltQJHAC9PmsIt5DOG6d/nVOAJi1fXSsiouofN736KaF64ErgXOCf2YjkU6LQthaLKGknbDqwfSfoQ0X2sbeReE0+s6SfAK2b2vRzNynPcS71aXcoX8LdEFroXWA08HO/fHnggrd08Ig+A14mmlMpBewvwOPBa/N4c758L3BxvH05U6+G5+H1+CfVmjCHwdeBT8XYdcAewAvhfYPdSj3Geur8NvBSP8ZPA3qXWHOtaBKwC+uO/8fnAhcCF8XEBP4q/1wvk8JorU+0XpY35UuDwUmuOdX2EaJrneWB5/JpXCePukcWO4zjTHJ8achzHmea4IXAcx5nmuCFwHMeZ5rghcBzHmea4IXAcx5nmuCFwHMeZ5rghcBzHmea4IXAcx5nm/D+6XGDKRJAKagAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "x, y = datasets.make_moons(128, noise=.1)\n", - "plt.scatter(x[:, 0], x[:, 1], c=y);" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "num_layers = 5\n", - "base_dist = ConditionalDiagonalNormal(shape=[2], \n", - " context_encoder=nn.Linear(1, 4))\n", - "\n", - "transforms = []\n", - "for _ in range(num_layers):\n", - " transforms.append(ReversePermutation(features=2))\n", - " transforms.append(MaskedAffineAutoregressiveTransform(features=2, \n", - " hidden_features=4, \n", - " context_features=1))\n", - "transform = CompositeTransform(transforms)\n", - "\n", - "flow = Flow(transform, base_dist)\n", - "optimizer = optim.Adam(flow.parameters())" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "num_iter = 5000\n", - "for i in range(num_iter):\n", - " x, y = datasets.make_moons(128, noise=.1)\n", - " x = torch.tensor(x, dtype=torch.float32)\n", - " y = torch.tensor(y, dtype=torch.float32).reshape(-1, 1)\n", - " optimizer.zero_grad()\n", - " loss = -flow.log_prob(inputs=x, context=y).mean()\n", - " loss.backward()\n", - " optimizer.step()\n", - " \n", - " if (i + 1) % 500 == 0:\n", - " fig, ax = plt.subplots(1, 2)\n", - " xline = torch.linspace(-1.5, 2.5)\n", - " yline = torch.linspace(-.75, 1.25)\n", - " xgrid, ygrid = torch.meshgrid(xline, yline)\n", - " xyinput = torch.cat([xgrid.reshape(-1, 1), ygrid.reshape(-1, 1)], dim=1)\n", - "\n", - " with torch.no_grad():\n", - " zgrid0 = flow.log_prob(xyinput, torch.zeros(10000, 1)).exp().reshape(100, 100)\n", - " zgrid1 = flow.log_prob(xyinput, torch.ones(10000, 1)).exp().reshape(100, 100)\n", - "\n", - " ax[0].contourf(xgrid.numpy(), ygrid.numpy(), zgrid0.numpy())\n", - " ax[1].contourf(xgrid.numpy(), ygrid.numpy(), zgrid1.numpy())\n", - " plt.title('iteration {}'.format(i + 1))\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.6" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/examples/moons.ipynb b/examples/moons.ipynb deleted file mode 100644 index ac99ae9..0000000 --- a/examples/moons.ipynb +++ /dev/null @@ -1,245 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "import sklearn.datasets as datasets\n", - "\n", - "import torch\n", - "from torch import nn\n", - "from torch import optim\n", - "\n", - "from nflows.flows.base import Flow\n", - "from nflows.distributions.normal import StandardNormal\n", - "from nflows.transforms.base import CompositeTransform\n", - "from nflows.transforms.autoregressive import MaskedAffineAutoregressiveTransform\n", - "from nflows.transforms.permutations import ReversePermutation" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "x, y = datasets.make_moons(128, noise=.1)\n", - "plt.scatter(x[:, 0], x[:, 1]);" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "num_layers = 5\n", - "base_dist = StandardNormal(shape=[2])\n", - "\n", - "transforms = []\n", - "for _ in range(num_layers):\n", - " transforms.append(ReversePermutation(features=2))\n", - " transforms.append(MaskedAffineAutoregressiveTransform(features=2, \n", - " hidden_features=4))\n", - "transform = CompositeTransform(transforms)\n", - "\n", - "flow = Flow(transform, base_dist)\n", - "optimizer = optim.Adam(flow.parameters())" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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b/tO0LMZMHlhZHP3EoiiBswnTZ9qSRR6Lo59YFAVxv4QZAl2QRR6Lox9YFDVRNptYxWYn90+0Q9dkkWfaAZnl0T4WRQGcTZihMT6Q6aow8lge7WNRGLPCdDm7mIebrJrFoljAMtmEO7FNn+hTdjELi6NeLArTCu6f6B5DEMYYiyMtFsUc3DcxfIpUiquWIQ5JGGMsjmpYFIlZtUplGbqSTRStCKeVW4XveYjCGOOzx8thUczA2cSwqVr5zVt+aBIZsjDA2UYRLIopWBL10YVsou4Kb6gS6esIqbI429iXJP9aSWdIulXSdklvnDL/PEl/L+n67PG63LxzJd2WPc5NEU9b9LkSWBXarug23PrYzEcfeOCEtSv1O9990pFPPlaZyhmFpDXAe4DTgJ3AdZK2RsQtE0U/FhFvmFj2UOAtwCYggC9lyz5QNa5laesHsW7HfoM/O7sL2USX6VNfyKpkF3lWuYkqRdPTKcD2iLgdQNJlwFnApCim8cPAlRFxf7bslcAZwKUJ4jJmL/pYsQ21GWsIrFITVQpRHAnclXu/E3jhlHI/JukHga8BPxcRd81YduohvaTNwGaAA9esSxD2vlTJJvynNU3TpkT6KN06Gbo0UohCU6bFxPtPAZdGxKOSLgAuAV5acNnRxIgtwBaA9Ws3Ti1ThVVvgxw6q1axLfq8VUSyavuyLEOURgpR7ASOzr0/CtiVLxAR9+Xevh94Z27ZF08se02CmEzHcP9Et3Bl3wxjafRdGCn+vdcBx0s6VtJa4Bxga76ApCNyb88Evpq9/ixwuqQNkjYAp2fTGqVqNuFmp27jStG0Td9HT1XOKCJij6Q3MKrg1wAXR8TNki4EtkXEVuC/SDoT2APcD5yXLXu/pLcxkg3AheOO7VVkFUY+GbPq9DHLUETy5v7aWb92Y5x6+NlJ1pXC8CkziqGKos2mJ2cUpus0JY3P3P3uL0XEprLLrXTDcV/TQGPMsOh6XbTSokiB+ycW42zCmMV0uQ9jZUXR1S/EpMUiN32ji8JYWVF0FQ8jNcZAt4ThWsnUisVnTDW6IIuV/Bd3Yceb5nDzk+k7bddZKymKVNRVAQ3lKHwon8OYVcf/ZFMLXZOEswpjlqdb/+aeUefQy65VtMaYdjjoprtbP4vbt0LtMH28pEeXBbeKN9sx/aVtOeTp7r/aAN2ueCfpU6zGdJkuSQJWMKNoe/TAULEkjKlO1wQxxv/uHrBux36droi7HNsk7tQ2XaWrkgCLolf0qUI2xhSny5IAi6J3dE0WXYunCM4qTJfouiTAouglXamcuxKHMX2lD5IAi6K3tN1v0XdJOKswbdMXScAKiiL1l9P2uPw2hNF3SRhjypHkHy/pDEm3Stou6Y1T5v+8pFskfUXSVZKelZv3uKTrs8fWFPGsIk0Io+0sJjXOKkxb9CmbgATnUUhaA7wHOA3YCVwnaWtE3JIr9v+ATRHxiKSfAX4TGN/0endEnFw1jjbZcOtjnal08hV5qrO6hyQHY0x5UtQApwDbI+L2iHgMuAw4K18gIj4XEY9kb68Fjkqw3aWpw+ZtN0FNY5wBLFvRDy2DmEZXBG9Wh75lE5DmzOwjgbty73cCL5xT/nzg07n3B0raBuwBLoqIP522kKTNwGaAA9esqxTwKlI20xi6IMxqsuyBQRcPBJskhSg0ZVpMLSj9NLAJ+KHc5GMiYpek44CrJd0YETv2WWHEFmALwPq1G6euvwwH3XR38st5dKkJah6WwN74YoHDJsV/ctV/IylqjJ3A0bn3RwG7JgtJejnwJuDMiHh0PD0idmXPtwPXAM9PEFNrrPKPqc/0QfCmGA+csHavR8r1VqWPzU6QRhTXAcdLOlbSWuAcYK/RS5KeD7yPkSTuzU3fIOmA7PVhwIuAfCd4L7Es+oll0V/qEMOs7awilZueImKPpDcAnwXWABdHxM2SLgS2RcRW4H8ABwMflwRwZ0ScCTwXeJ+kJxhJ66KJ0VK1UkfzkzGmOdqouMfbXKUDwiSXGY+Iy4HLJ6a9Off65TOW+wLwr1PE0DX60l9h9mbV26L7RNv/r1X6rbhXs0ZW5Uc0NNqugMx8mmhiKkrZOPragrHyoqi7c8my6CddqYjM3nTxe+liTKlZeVE0gWXRT1ahAugTXf4+ysTWx6zComCUVTizMNPocuW0Sgzte+ibLCyKHJaFmcbQKqm+0Zf935c4lyHJqKchUfeQWY+G6ierNMKlS9TxX6nzEjZlfie7TzqyNyfgWRRTsCzMNFZBFkV+l03tg5T/kbJXUs6XLyuNIcrCTU8zaKIZauiVzhAZquDLDDlt4izoNiUxbfmy6xha57ZFMYcmTG9Z9I8ujeNPQZXPknJfpBbQMhV8yvUNSRZuelrAWBZ1N0XBcI9Wh0rfL+VQ1wXzyu6Ptvohqqy7aHPUUJornVEUxNmFmUWfBN9Us1GRbdQVR52SqHMbXc4qnFGUoImLCDq76CdVjqjrpO3fUZPbb0IQddLlTm2LoiRNXXHWI6P6y6zvrY+jhfpCG5Io0wTVdyyKJWii3wKcXQyNad9jSnms4u+k71nEmC5nE2BRVMLZRVqK/umHdBQ3+b0WFccq/B4W0QdJdKkZsgoWRUWalAUMt4Io86evcjJU1xnq95uSZQVx8LEPFi778B3rl9rGMnQ9mwCPekpCk1/0UI5QUjEe296Ho0tTnbLf88HHPvjko+xydcTTV5xRJKKpfgsYfnaxLOM/7dCyDDOiTKVcVgzz1lFndtGHbAISZRSSzpB0q6Ttkt44Zf4Bkj6Wzf+ipGfn5v1KNv1WST+cIp42aTq7GEqGkbJyd5YxPIp+l8tkD0XWWQd9kQQkEIWkNcB7gB8Bnge8WtLzJoqdDzwQEd8NvAt4Z7bs84BzgBOBM4D3ZuvrNU3/AIYkjNRYGP2nyPdXhyCqMqT/ZIrDuFOA7RFxe0Q8BlwGnDVR5izgkuz1J4CXSVI2/bKIeDQi7gC2Z+vrPW0cLfRdGHU2GVkY/WTRd9aUIFJvo0/ZBKQRxZHAXbn3O7NpU8tExB7gQeDpBZcFQNJmSdskbXvsid0Jwq6fJu6cNw3LYjYWxnDoWgYxZFJ0ZmvKtChYpsiyo4kRW4AtAOvXbpxapqs0NYQ2jzu85+OO7+4zT+hlJXH6MbcuLHPFnSeUWuey9C2bgDSi2AkcnXt/FLBrRpmdkvYH1gP3F1x2EDQ5KipPH4Wxbsd+jR31D/mcjD6TQhJF5DBZfp4sDj72wcIjoPqc1U8jxT/jOuB4ScdKWsuoc3rrRJmtwLnZ61cBV0dEZNPPyUZFHQscD/xNgpg6S5vNUX368bZRabtZqhu0IYmqyxWlj9kEJMgoImKPpDcAnwXWABdHxM2SLgS2RcRW4IPARyRtZ5RJnJMte7OkPwJuAfYA/ykiHq8aUx9whrGYJjOLPG6Wao+qkkhR0S/KLFaRJCfcRcTlwOUT096ce/3PwI/PWPbtwNtTxNFHLIz5jCtrC8Msou5soCp9zSbAl/DoDG39iMZNUl1vlmqzsnaTVDNUySZSS6LK+rr+X1oGi6JDtNV/Mabrwmj7yN7CaIemJVEHfc4mwKLoJBbGbNbt2M/CGCDL7s8+SGII+KKAHaat/osxXe7HaKujO4/7MNKwbJNTGUm8ZsMXpk7/yAOnzl2/O7VHWBQ9IJ9dtCGNfHbRJWm02dGdx8JonqKSmCWI/Px5sphk8lyKye98Wibe92YncNNT73Cz1L50pYJuW1h9JOXZ15MskoQpTjf+YaY0Y2G0PVqqK3Sh7wLcf1GGOvslykjCQllM+/8sU5kuCKMr0rAwuk+f9k3VzvIhNDuB+ygGhTu/v0MXOrth+f6LumNPIdNZMc5ad4o71KXOJvLLlOmrWDUsigHSlc7vtoXRlc7ufAwpKtEU1Lm9LuxvkxaLYuC0mWVYGPvShRj6Sl3ZRCq60vxaBxbFitAFYUC70uhKc5QxfaP9Xj/TKKs+vLYrnd1mNm3duS51NjKUjmxwRrGyrHo/Rpeao4zpOj60Mp0YXtsWzjD6ga/p1C7+h5gn6YIw2pKGZWFmYUm56clMYVWbpdwcZcx0fBhl5tKFLKNp3BxlzN5U+jdIOlTSlZJuy543TClzsqS/lnSzpK9IOjs370OS7pB0ffY4uUo8pj7avLZUm8Iw/cJnV9dD1X/CG4GrIuJ44Krs/SSPAK+NiBOBM4D/JemQ3PxfjIiTs8f1FeMxDbBKwnB20SxtDY0186n6DzgLuCR7fQnwyskCEfG1iLgte70LuBf4rorbNR2grSyjLWGYdijbmdyFrGJI51BAdVFsjIh7ALLnw+cVlnQKsBbYkZv89qxJ6l2SDpiz7GZJ2yRte+yJ3RXDNqlZBWE4u6iPg499cGo2scyIo2VPnJslGN/lrsCoJ0l/CTxjyqw3ldmQpCOAjwDnRsR4WMmvAH/HSB5bgF8GLpy2fERsycqwfu3GKLNt0xxtXCpkw62PtX49KbM8bQsCikli1p3t8gcrQ8skxiwURUS8fNY8Sd+UdERE3JOJ4N4Z5Z4G/AXwqxFxbW7d92QvH5X0B8AvlIredJamhdH2md6mPKkEUYWiWcRYErMEAcOVBFRvetoKnJu9Phf4s8kCktYCnwQ+HBEfn5h3RPYsRv0bN1WMx3SMppukhnwFzyGRWhLLZBNFs4hFkmj7+mlNUPWEu4uAP5J0PnAn8OMAkjYBF0TE64CfAH4QeLqk87LlzstGOH1U0ncBAq4HLqgYj+koTWYYborqLkPKIoYuhzyVRBER9wEvmzJ9G/C67PUfAn84Y/mXVtm+6R9NCaNOWfhy5eWpcse6lCzbF7FKzUzT8CU8TCs0IQxnFt+h6vkJ+cozxba7KAhwFjELi8K0St3CWMVO7jpOWhuvs4wwmswiPvLAqVP7KeadU+EsojgWhekEB910t7OLCjR1RnN+O9OkMS+OurOIMifaTZOEs4jZWBSmMzSRXaSSRVf6Kdq85EWZbXflUt1lsggL4jtYFKZztHl/777Ql2sidUUQ4CyiChaF6Sx1NEcNIauwJMrhvojqWBSm09SRXfS1v6IvgoB+SsKCmI1FYXpB6uyib7KwJMrhYa9psShMb0idXfRFFn2RRBcEAc4i6sCiML2j7qG0ZejK6Kc+Muvy3csKx1lEfVgUppekyi5SZBWWRbnKfdH9Hcbzq6xz2jkelsTy+C4sptek+MOnuOLsKt/QqGiFfsWdJ5S6CVDR8vMk4eamNDijML0nRXbR5Ut9PHzH+t70U8yiyl3iZmUYi9a5yvJOjUVhBkOKvosqTVFugppOqluJFlmPm5zqwco1gyLFTWSqNEWt2lHsomanJu83PetWpWMsieVZrV+1WRnGwli2cuiaLKpc5rstmpTELHzHwzS46ckMnmX7MNwMNZ952cQ8SZS96mwRnE3UizMKszIsU1l0KbPoUlaxjCTy958uM28RsyThbCIdlX7Jkg6VdKWk27LnDTPKPS7p+uyxNTf9WElfzJb/mKTuDTkxg2KZ5ihXOMWZJ4kilJXFrPLuwE5L1UOeNwJXRcTxwFXZ+2nsjoiTs8eZuenvBN6VLf8AcH7FeIwpRFOyGGJWUfbM6WUq/yLLTJZZtYEETVJ1z54FXJK9vgR4ZdEFJQl4KfCJZZY3piplswvLonyTU5VYl13W2UR6qv6CN0bEPQDZ8+Ezyh0oaZukayWNZfB04FsRsSd7vxPoxgV8zEpRVhbLCGNIsphGaknMWsc423A20SwLRz1J+kvgGVNmvanEdo6JiF2SjgOulnQj8I9TysWcODYDmwEOXLOuxKaNWUzZkVHLjIhKPRKq6TO2Z2UTdUmi6Lp80b/6WSiKiHj5rHmSvinpiIi4R9IRwL0z1rEre75d0jXA84E/Bg6RtH+WVRwF7JoTxxZgC8D6tRtnCsWYKpQ5u7sLlylvShZl+iVmVeyTR/1DHz48JKrma1uBc7PX5wJ/NllA0gZJB2SvDwNeBNwSEQF8DnjVvOWNaZo6m6LqOhmvraaoIldtXbdjv6mfe9b0MjibaIaqv9qLgNMk3Qaclr1H0iZJH8jKPBfYJukGRmK4KCJuyeb9MvDzkrYz6rP4YMV4jElCnR3dKSrIaXSt3wKKiXNhIboAAAgHSURBVHHZfTFrOUsiPRod2PeL9Ws3xqmHn912GGZFKHNG9zJNUambYOpqiso3Py3ql1im8i+7H5xNlOczd7/7SxGxqexyvoSHMQso09G9bCc3pBNGXf0WZS/LUZYynf2WRLN4TJkxBSnaHFXlfItUTVJt9ltU+Qx1NlWZ5fEeN6YkRWWxKsKo2uQ0ybx1TM5zNtEMFoUxS1B3dgFpj5zrEkZqSczDmUR7uI/CmAoUOe+i6uXKIW3/BdTX4Z2KIlJwNtEcFoUxFSnS2V315LxZFeeyAslnAstIo8glNGZlU22fpGjKY1EYk4hFwqjjTO4UZzuXzTKqSCI/r8q+cDbRLBaFMYmZ1xyVr+DqOLKe12SzSCKLhFG0j6Nov8yy4vT9QZrHojCmBoo2R82jzuxjnjTKdHq3fUc5ZxPNYFEYUyNlLjI4SdGKdxmhFJVG0XUsS9mswtlEO1gUxtRMFVkUoWpmsszIqnnnMzSFs4nmsCiMaYCy97tIyWQlPkscRS+hkfp8hqJZhbOJ9rAojGmQZY+CUwpm3qijeU1SswThbGL4WBTG9ICiFWMZoSwaplr2pLcqzMsqnEm0j0VhzICYFEpdV7wdL5eSonE4m2gei8KYAZOvVIsM1S0qjLqO8idl4WyiG1gUxqwIqS41sqjyXiarKbN+0zwWhTErRpFLjcC+2UVZQeSnp+qMd7NTO1gUxqwoiyrwMkf2iyrwus8lMfVSaUC0pEMlXSnptux5w5QyL5F0fe7xz5Jemc37kKQ7cvNOrhKPMaYcRe+rsWgdKcvVtbxZnqpnzrwRuCoijgeuyt7vRUR8LiJOjoiTgZcCjwBX5Ir84nh+RFxfMR5jzBIsWwmXXc6VfT+pKoqzgEuy15cAr1xQ/lXApyPikYrbNcYkpsuVvgXTLoqI5ReWvhURh+TePxAR+zQ/5eZfDfxWRPx59v5DwPcDj5JlJBHx6IxlNwObs7cnATctHXhzHAb8Q9tBFKAPcfYhRnCcqXGcaTkhItaVXWihKCT9JfCMKbPeBFxSVBSSjgC+AjwzIr6dm/Z3wFpgC7AjIi5cGLS0LSI2LSrXNo4zHX2IERxnahxnWpaNc+Gop4h4+ZyNflPSERFxT1bp3ztnVT8BfHIsiWzd92QvH5X0B8AvFIzbGGNMQ1Tto9gKnJu9Phf4szllXw1cmp+QyQVJYtS/0YfmJGOMWSmqiuIi4DRJtwGnZe+RtEnSB8aFJD0bOBr4PxPLf1TSjcCNjNr4fr3gdrdUC7sxHGc6+hAjOM7UOM60LBVnpc5sY4wxwyftHUiMMcYMDovCGGPMXHohCkk/LulmSU9Imjm0S9LXJd2YXQ5kW5MxZtsvGucZkm6VtF3SPmez102RS69k5R7PXV5la0Oxzd03kg6Q9LFs/hez/q/GKRDneZL+Prf/XtdCjBdLulfS1EEiGvE72Wf4iqQXNB1jFseiOF8s6cHcvnxz0zFmcRwt6XOSvpr9z//rlDKt7tOCMZbfnxHR+QfwXOAE4Bpg05xyXwcO63KcwBpgB3Aco/NHbgCe13Ccv8no5EYYXXblnTPKPdxwXAv3DfB64Pez1+cAH2vhey4S53nA7zYd20QMPwi8ALhpxvxXAJ8GBHwf8MWOxvli4M/b3JdZHEcAL8herwO+NuV7b3WfFoyx9P7sRUYREV+NiFvbjmMRBeM8BdgeEbdHxGPAZYwuhdIkZS+90hRF9k0+9k8AL8uGVzdJF77DhUTE54H75xQ5C/hwjLgWOGQ8ZL1JCsTZCSLinoj4cvb6IeCrwOQlcVvdpwVjLE0vRFGCAK6Q9KXskh9d5Ejgrtz7nST4IkuyMbKTHbPnw2eUO1DSNknXKrvib80U2TdPlomIPcCDwNMbiG1qDBmzvsMfy5ofPiHp6GZCK0UXfotF+X5JN0j6tKQT2w4ma/J8PvDFiVmd2adzYoSS+7Mz96PQnEuFRMS8E/nyvCgidkk6HLhS0t9mRyvJSBDntKPf5GOU58VZYjXHZPvzOOBqSTdGxI40EU6lyL5pZP8toEgMnwIujYhHJV3AKAt6ae2RlaML+7IIXwaeFREPS3oF8KfA8W0FI+lg4I+Bn42If5ycPWWRxvfpghhL78/OiCLmXCqkxDp2Zc/3SvokoyaCpKJIEOdORicfjjkK2FVxnfswL04VvPRKbn/eLukaRkcndYqiyL4Zl9kpaX9gPc03WyyMMyLuy719P/DOBuIqSyO/xarkK7qIuFzSeyUdFhGNX4RP0lMYVcAfjYg/mVKk9X26KMZl9udgmp4kPVXSuvFr4HS6eUmQ64DjJR0raS2jDtlGRhTlWHjpFUkbJB2QvT4MeBFwS81xFdk3+dhfBVwdWQ9dgyyMc6Jd+kxGbcVdYyvw2mykzvcBD8Z3rr/WGSQ9Y9wPJekURvXWffOXqiUOAR8EvhoRvzWjWKv7tEiMS+3PJnvkK/Tk/3tGpn4U+Cbw2Wz6M4HLs9fHMRp9cgNwM6OmoM7FGd8ZGfE1RkfnbcT5dEaXdb8tez40m74J+ED2+lRGl1a5IXs+v6HY9tk3wIXAmdnrA4GPA9uBvwGOa+k3uSjOd2S/wxuAzwH/qoUYLwXuAb6d/S7PBy4ALsjmC3hP9hluZM6IwpbjfENuX14LnNpSnD/AqBnpK8D12eMVXdqnBWMsvT99CQ9jjDFzGUzTkzHGmHqwKIwxxszFojDGGDMXi8IYY8xcLApjjDFzsSiMMcbMxaIwxhgzl/8PBK5D2zKWUVsAAAAASUVORK5CYII=\n", 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\n", 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\n", 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W/8/AK1KbeNrMTmwaR+wMpRvsELOIaZhUZZWtjiqqioJub+FaFe8q64QkREZxMrDVzO4ys13AFcDZJcufD1we4HMHQyhJtJ1NxCaJ5dt27nm0TVGmUTW7mDYjmLRu3uc1OQ88q3CmIURj9pHAfan3C8ApeQtKOho4Brg6NXl/SZuB3cAlZvbZgnXXAesA9l9yQICw+8UlsZgyIRTNK7pHx7SMv1f6WFTJLmBx9VGVmymFItv7yXFCEkIUeaVb0Rl7HrDBzJ5JTVttZtslHQtcLekWM9u2aINm64H1MLpxUdOgu2II3WD7lkSTjCG7bihxFAljUs+oNH03ehdVP3l3WacuIaqeFoCjUu9XAdsLlj2PTLWTmW1Pnu8CrmHv9otBEyrNbyubiKFnU+hqpXR1VYhtZ79v3v5q6w6Afd5Z0HHShBDFdcBxko6RtJSRDBb1XpL0EuAQ4JupaYdIWpa8XgGcBtyWXXeIxN54HUPPpi7aHrLimOYz82SR13YRsmAv21aIK7O9rcKpQ+OqJzPbLektwJeBfYCPmNmtki4GNpvZWBrnA1fY3jfpfinwQUnPMpLWJeneUk472cS8SKLOZ0+qsqpSFQWTq6Oq4JmEExvau9weBsv3W2mnrji37zAKCZlNhBbFvEtiElXaOLLHrOwY1RVGFUkUHcOi41S0v72dYv64csel15vZ2rrr+RAeHRG6d840xDCYXMySgOfiKzteB95jpb2i0qQL/iJp1MkgQh5Db9R2quKiCEydut8us4lpC5iQ2UTskkgzSRhVq6LSeJWSM1R8rKeA1Kly6hKXxPRMagCv0tAdirLtTnusvFHbqYKLoie6yia8uikMZcIouqI75L6P4Tg684tXPQUixmyi7xsOwWxIIs3ybTtzj2leVRSUt19UxSURF3WysFlpA3JRBKCuJLq4biIGScwqRbKAxQ3dYya1XxTRhSS8UXsy01bRpdcb8j52UTSk7glURRJNq51i+Qc6a9lEmrLG7knZBUw+xrEcw3knZBvOkIXsomiJPqqcQhQuXuVUj0nZBeT/OQgpgknHzIccr09bjfzj7Q5NGN6Y3YCYqpxiksS8UbdnVIx476cRu45f5fsiBxfFlMRyMoXqXRO6MOu7S3AfTJJFG8IYgoSGQpe/6VjKj6q4KALTZTYRez32vMqiD2GEYGiFV0jm+btXwdsopqDvkyq0INosuOa1frys7QLK2y+qEqtwhkTfv+Wh4BlFQEJlE3kiGFcxDUkSY+Yxs4DJ2QU8l2HUPQ5tHbd5Kjj7/q59f34dPKOoSVcHt4tqpS7/kc5rZgHVBhqEvY9H2Z8LzySaM6RCOgZcFIEY2r/mPgqb8T4agjCy3RdDFCyTqqPS5EnDBREGl0R9XBQ1mOYE6/Ne2LEyhOwie3HU+HXTQqZqdpGma0EM+cKwSbQpiUnHdMj3L/c2ijkkhn+mQ8vAxizdsrDn0YRQ9/Rui1n8193Wd3r8xcsqnc9DPefBRVGZspNsyCdAn1T9gfXFpIIlxD/BJvfydqrThiRiP39DEkQUks6UdIekrZLemjP/QkkPSboxebwpNe8CSXcmjwtCxBMLMVY7xZBNZIn5x1ZFFqGqDtoSxrTbnJWsIvT3aCKImM/1MhqLQtI+wAeA1wIvA86X9LKcRT9pZicmjw8l6x4KvAM4BTgZeIekQ5rGFBrPJtpn6PsxZD2zZxnhaEMSobcxBCGHyChOBraa2V1mtgu4Aji74ro/C2wys0fM7FFgE3BmgJh6x7OJ+sQqi6o/5JDZxZim0mgqmyEUYkWEjH2eqpnyCCGKI4H7Uu8XkmlZfl7SzZI2SDqq5rpIWidps6TNu559OkDY1ZiVbCJ2SYyJdZ/GcLOatDQmCSBkRjJEWYSWRGhiPc+LCCGKvL/O2VLp88AaM3s58FXgshrrjiaarTeztWa2dumS500dbB2G+AOZBWL9EdWVRdvdHrPiaLPKaki/hdglMURCiGIBOCr1fhWwPb2AmT1sZuOz9y+BV1ZdN1bKTqDYqp2Gkk2kmZUfaBfCcJ5jSJJIbz92EYcQxXXAcZKOkbQUOA/YmF5A0hGpt2cBtyevvwy8RtIhSSP2a5JpveNVTv0T436e9gc9C7KIvTALFd+8t0fk0VgUZrYbeAujAv524FNmdqukiyWdlSz265JulXQT8OvAhcm6jwB/xEg21wEXJ9N6pckJF1s2MXRi/MFOe3ObWcguYpVFSEk4i5HZ8P5xLt9vpZ264tzWtt8km4hRFEPOKtLE2F20ScEfa6FbhZiEF7sknjxapb/B8XndxT69csel15vZ2rrr+ZXZGWZNEhBvXHWJ8d9ek0IqpsK2LrFILmZJPHm09vz2hv4bdFGkiOXkb4Ohn6gx01QWQxVG37+XWCWRFkR2ehl9788yXBQJkw7SULOJNEOIcRIxZhUwfbvFmKEKo+n3bvK5IWhDEnXnx3pOp3FRMB+SGDOkWIuI+YfVtAAbsjC6+pxYJVGVIf4G514UTSUxRIZ4omaJ+biEKMhCDWfeJeNCvC1pxH6NxCz8rorwGxc1ZKgnx6SeGEMg5hsgxVzf3AXj7x9KdLHvz6GWA1WZa1HMU5VTHi4Lp22yv7E64mjzRkMhmaYcGNpvb65F4QzvhM3DZTEc+s4MYpBEGbHeGnXu2yic4WdGEHebhRMHsUsiZlwUDjAbJ73LwinCJdEMF4Wzh1k4+V0WThY/J5oz16KIsS6wb1wWzizh3WDDMNeicPKZhR+Cy8IZqiT6bvDPw0VRwqSeNEPvLVRG0Xg1Q8JlMb8M7djHHq+Lwill6MKI/QfohGcox3xIvysXhVOJIQtjKAWH05w2j/VQz/8QuCicWgxZGI7jTIeLwpmKoQnDs4rZx7OJ9ggiCklnSrpD0lZJb82Z/5uSbpN0s6SrJB2dmveMpBuTx8YQ8VQlxt4FQ2NIPyCXxezix7ZdGotC0j7AB4DXAi8Dzpf0ssxi/w9Ya2YvBzYAf5aa97SZnZg8zmoaj9M9Q8ouvECZPdo+pkM5t9skREZxMrDVzO4ys13AFcDZ6QXM7Gtm9lTy9lpgEH/lvVCpx5CE4cwGMf5Gd67etecxK4QQxZHAfan3C8m0Ii4CvpR6v7+kzZKulfT6opUkrUuW27zr2aebRey0SuyyiLFwcerTxXFsei7PijBCDDOetydzr0ST9CvAWuCnUpNXm9l2SccCV0u6xcy2Ldqg2XpgPcDy/VY2vtLN2yfaZfwDi/WiRB+afNjEKvsiKexcvYtl9y7tOJpwhMgoFoCjUu9XAduzC0l6NfA24Cwz2/MLNbPtyfNdwDXAKwLE5ERCzNlFrIWNU05Xx63uuTsLmUMRIURxHXCcpGMkLQXOA/bqvSTpFcAHGUniwdT0QyQtS16vAE4DbgsQkxMR3nbhzDqzLAkIIAoz2w28BfgycDvwKTO7VdLFksa9mP47cADw6Uw32JcCmyXdBHwNuMTMWhdFlWon/7cZnhiF4cd5WMSaTVRhyDIJcitUM/si8MXMtLenXr+6YL1vAD8cIgZnOMR2+1VvrxgGsUqijgCG2lYxd1dmeyN2HMSWXXhm4UDcbWp9MneiqIIXGt3hP0xnyAy5OqkOLoocvBqiW2LJLvwPwnzTRS+nomqn2MucuRPF0i0LfgvUSHFZOH3RR1fYona6GMunuRPFmEkHI3bDzyoxZBcui/miK0kMNZuAORYFhJFFTL13Zom+ZeHERxsFal8X1Q2t3JhrUUA4WQztwA+BPrMLzypmnzrnVtMxm9LZRLqsGEI2AS4KIFw1lMuiHVwWzphQBWvVcyrEoH51JBFj+wS4KPbgsoibvrILl0VcND0eVc+jUKO+FkliaLgoalBHFkM+KWLGZTG/hJDEJEIOC14miSFlE+Ci2IsqB6pO6uuyaAeXxfzRlSRCsOzepbUlETsuigxtyMIzjPC4LOaHtiXRVhYB1SURczYBgQYFnEeWb9tZ+wQukoV3BZ2OPm6O5AMIdkubkgg9/MYkSRQRuyTAM4pcqh64UAVGOuvw7KM+XYvWM4tuaEsSoW9Pmq1qgnxJDPkPhmcUDZkms6iCZx/16Dq78MwiXsoEEZqqWcRQq5zGuCgKWLplIcohyfNORJfHc3QpDJfFcGi7mgnqZxFDkQS4KILQVlZRFc8+FtPVzZFcFu0w7e8p75wPXc2UxyxLAlwUwehbFnnMu0C6yi5cFnHQ9nldNYuA2ZIEBGrMlnSmpDskbZX01pz5yyR9Mpn/LUlrUvN+L5l+h6SfDRFPXyzftnPPI2byGs9nuRG9i6u6Y/uT4Ixoq9trGbH//qehcUYhaR/gA8AZwAJwnaSNZnZbarGLgEfN7AcknQe8G/hFSS8DzgNOAF4EfFXSD5rZM03j6pvsyTKUgmSWs5C2MwzPLOaLac6jIWYTEKbq6WRgq5ndBSDpCuBsIC2Ks4F3Jq83AO+XpGT6FWa2E/iupK3J9r4ZIK6oyCtAhiIPmPyjGJJI2my/cFk4s0gIURwJ3Jd6vwCcUrSMme2W9DjwgmT6tZl1j8z7EEnrgHUA+y85IEDY/TN0eaQZWibSZnbhspgPuuowEQMh2ijySoLs3itapsq6o4lm681srZmtXbrkeTVDnI4+0sR0O8cQ2jsmEXv7R1vtF0MVfizEdt7XaesoO/YxdrmvQoiMYgE4KvV+FbC9YJkFSfsCy4FHKq7bK2NZ9HmAZyXzSMsitkyjjX+HnlnMPvOSVYQQxXXAcZKOAf6RUeP0L2WW2QhcwKjt4RzgajMzSRuBv5b0HkaN2ccB/xAgpuDkZRcuj+mJURptVEe5LLqh7esn5p3GokjaHN4CfBnYB/iImd0q6WJgs5ltBD4MfDxprH6EkUxIlvsUo4bv3cB/GlKPJ5dHGGKTRuh/iS6L+tQ5b6eVxJpVD+31/u6Fwyp/5ph5yCYAZDa8L7p8v5V26opz+w6jMrHVSw5BHjEIA8IWBC6LarQtiawgxkwSxSxccHfljkuvN7O1ddfzK7M7IPbMI0ZxjH+AfQsjZHbhmUVY6kqiSBBVmAVJNMFF0RMxySPmKqsD7zGXxRxR9bzrUhJ1mEVJgIsiKrInkmcdI2Jow3BZtE+skqgzfMes4qKImJizjr7E0WeGMS9dIfsgVkkUUfc8GHI2AS6KwRFL1tFndVWf7RehZOFZxXM0OW9iqG4aM8vH00UxcOY56+hLGC6LcDTt4VRE15KYdVwUM0iMWUeb0uhDGC6L5jQ9J4qyiZCS8PaJES6KOSCGrKMLaXQtDJfFdExz/LPHtAtJhGLo7RPgophb+sw6xoXiLAjDG7irE/L2pnm0IYmdq3ctyirm8Xi7KBygH3G0nWV01UMqhCxmOasIfWx9DKfucVE4uXQtjrayjK6yC5dFPk2PZ5/ZhPMcLgqnEl2Jo01hDEUWWYYoj7aqFfOyCZdE+7gonKloWxxtCGMosshStg9ik0jI49X30C1QvddTbMchNC4KJwhpcYSURuh2jKHKooiYJNL2dTOeTfSHi8IJTlvZRqgso4t2ixh6Q3UlkVgGkMxyxuFbANi04/ieIxk+LgqndULfTjakMGZdFkVMu++6uogyS1/ZRF732LzjOosdEdIs6TsAZ35YumVhzyMEy7ftbPzjbLsgj6GePSSPv3jZnkebhNxv48xiEl6NVYyLwumFmIRx4D3WqjBmTRZt8uTRqrS/JhXqWTlUlYWTTyNRSDpU0iZJdybPh+Qsc6Kkb0q6VdLNkn4xNe+jkr4r6cbkcWKTeJzh0YYwppWGy6JfQuyjMw7fUiiFaWXR5AK/WRi+A5pnFG8FrjKz44CrkvdZngLeaGYnAGcC/1PSwan5v21mJyaPGxvG4wyUNqqlpsFl0S3jDKJo3+xcvWuvgnrNqocKs4m2soYqXWRnuX0Cmjdmnw2cnry+DLgG+N30Amb2ndTr7ZIeBA4DHmv42c6MEqrxu+0xpZzpqSLN7D/5rgUB1e6VnSeJWckkxjQVxQvN7H4AM7tf0sqyhSWdDCwFtqUm/4mkt5NkJGaWq2ZJ64B1APsvOaBh2M4QCCmMOrJoszdUzD2h2qbqPu1LEHcvHDZxmXmUBFQQhaSvAofnzHpbnQ+SdATwceACM3s2mfx7wLc6C7kAAA2zSURBVA5G8ljPKBu5OG99M1ufLMPy/VbO5y9tTlm6ZaFzWbTJvMmijnSz1Ux5TCuIsusp8iQxadTYeZEEVBCFmb26aJ6kByQdkWQTRwAPFix3EPAF4A/M7NrUtu9PXu6U9FfAb9WK3pkbQmQXMcli1qmbkVXJItqqYgohiVkVxJimVU8bgQuAS5Lnz2UXkLQU+AzwMTP7dGbeWDICXg98u2E8zozTVBixyGJWs4pps4cxXQqiiDJJzFMWkaapKC4BPiXpIuBe4FwASWuBN5vZm4BfAH4SeIGkC5P1Lkx6OH1C0mGAgBuBNzeMx5kTmgijiixiGhOqKI4YRDPNPqp6d7o+rn2oI4l5EMQYmfV/stVl+X4r7dQV5/YdhhMJ02YXk2Qxj91Zm4hrEiEEcc5BNxTO2/DESaWfn9dGka52qiqJIQviyh2XXm9ma+uu52M9OYMn9FhS80wbcmxbEOllJskiTZEkPItYjIvCmRnq9o6Kpb1iVim7ormKJKrIoSrZbKKuJOZVEGNcFM5MEVIWXd1ze9aYNORFWhJtCyKPPEm4IMpxUTgzR92qKM8swlBHELBYEk0FUVTtlM4myiThgijGReHMLCEu1HPKqTJgXpUur21lES6JMLgonJmmqiyKsoqhVD81GeE0TdV7RFf9vCr3eAghibxswiURDheFM/PMiixCyaCrz6gyBEfb7RFZ8tokxrgkinFROHPBEKuhuhBDW3R5t7g62USWcTbhkijH73DnzA1VCoOi+wp0cRX0+N4L2XswzBKhs4lJkkhTVuXklOMZhTNXVOkR1XUV1CxJoSyT6EISWcbZRFnbi2cTk3FROHNJDFVRsyCIqlVMocdtqpJJ5FU5eTYxHS4KZ24pyy7azCpiF0TI9oU2LqirKwnv5dQcF4Uz9xRlF7H3gqpDl43LbZKVRN2B/tK4JKrjonAcuquK6iqbiEEMIbKJsnaIOpLwKqdmuCgcJyFPFkPKKmKQw5imkmgiCCge6G+MZxP1cFE4ToqhyaIPOUzTMF1VEk0FAcXVTZ5NTI+LwnEGSheSCNFbaRpJFF0LMaboIrqimw95A3YzXBSOk2EIWUVbkgjdjbWuJKYVBJTfoW6MS2I6GolC0qHAJ4E1wN3AL5jZoznLPQPckry918zOSqYfA1wBHArcALzBzOLuO+jMBXUat7uWRRuSaOP+1FUkUZZFlEkhTV5VU9ld6pz6NB3C463AVWZ2HHBV8j6Pp83sxORxVmr6u4H3Jus/ClzUMB7HCUb232eIAqfq6KxdccbhW3qTRJqxJO5eOGzPYxLL7l1aSxKeTUxPU1GcDVyWvL4MeH3VFSUJeBWwYZr1HacLqsqii7GghkKd6qZNO47fSxKTGMuhSLh+HNqhaRvFC83sfgAzu1/SyoLl9pe0GdgNXGJmnwVeADxmZruTZRaAIxvG4zit0/SOeMvuXRr91dnTMG3316oXyE0iKwnPJsIxURSSvgocnjPrbTU+Z7WZbZd0LHC1pFuAJ3KWK/w7IGkdsA5g/yUH1Phox2lG1faKOm0VsyaLaSSxacfxlQbtm0ReFuHtEmGZKAoze3XRPEkPSDoiySaOAB4s2Mb25PkuSdcArwD+BjhY0r5JVrEK2F4Sx3pgPcDy/VZ6ful0SlYWIXpBxSCLcbVPG+0UeYSSRFkVU1YSnk00p2kbxUbgguT1BcDnsgtIOkTSsuT1CuA04DYzM+BrwDll6ztOLMTSuF21N1AdJnVLDUGZJA68x/Y8iqiyTBaXRBiaiuIS4AxJdwJnJO+RtFbSh5JlXgpslnQTIzFcYma3JfN+F/hNSVsZtVl8uGE8jtMqVWRRt0E1Jlm0LYwiSaRJC6GOHJZv2+lVTi3RqDHbzB4GfiZn+mbgTcnrbwA/XLD+XcDJTWJwnL5p2rgN01VDjQvc0NdVbNpxfCv3j0hLqOze1dOQJwjPJsLht0J1nJpUKYCmKQCnbdCtet1BHUJmF9keTnmSaJIJuCTax0XhOFPQRhUUTL5OoIw6F6tVpaowigbzy7ZL5N1EaLzv6srCq5q6w8d6cpwpqdoTalrSspi2WirLtNVU01RHFY3fVHZviKJ9WEcInk2Ex0XhOC0SahyoJtJI00Qgk7rSbnjipEXXU6Svul5279JKNxBKy6JuxuCSaAevenKcBrRVBVVGk+qpItLVVpOqrsqqo/KqoOpIYoxXK8WFRpczDIvl+620U1ec23cYjrOH7JXbdaugQmQdbV28NynbKMow8tol2iz8PZuYzJU7Lr3ezNbWXc+rnhynBeq2V2SzjmnEkc0wxuIoyzyqyCWbYWTFkc0u8sSRlUS2UG96v3KXRLu4KBwnAHXuX1GFvOqquvKoUjWVt8wkeeRVTaXlkdcuMWmAvib7zyXRPi4KxwlE272gito6Qt80qWrbR1ooVe9dXVaoTyMLl0Q3uCgcp0VCyyKPKgIpa1CfVjRFQkkLJJ1NVCnUx8tUEYZLojtcFI4TkKL7bUP9Bu6mVO1tFapX1lg4eY3XdQt1l0BcuCgcJzBFVSht9fhpQ0BVYs1+bpFwvNAfPi4Kxxk4RYV60yucp/nc9Gf6dRCzg4vCcVogdC+oaZimoK7677/ou/lNg2YTF4XjtEQMsiiiaQFe5ToIl8Ts4KJwnAgIVaj2VWC7FGYbF4XjtEhZd882ClcvsJ02cFE4Tgd4Ae4MGR891nEcxymlkSgkHSppk6Q7k+dDcpb5aUk3ph7/LOn1ybyPSvpuat6JTeJxHMdxwtM0o3grcJWZHQdclbzfCzP7mpmdaGYnAq8CngK+klrkt8fzzezGhvE4juM4gWkqirOBy5LXlwGvn7D8OcCXzOyphp/rOI7jdESjGxdJeszMDk69f9TMFlU/peZfDbzHzP4uef9R4MeAnSQZiZnlXiUkaR2wLnn7Q8C3pw68O1YA/9R3EBUYQpxDiBE8ztB4nGF5iZkdWHeliaKQ9FXg8JxZbwMuqyoKSUcANwMvMrN/SU3bASwF1gPbzOziiUFLm6e5S1PXeJzhGEKM4HGGxuMMy7RxTuwea2avLvnQByQdYWb3J4X+gyWb+gXgM2NJJNu+P3m5U9JfAb9VMW7HcRynI5q2UWwELkheXwB8rmTZ84HL0xMSuSBJjNo3hlCd5DiOM1c0FcUlwBmS7gTOSN4jaa2kD40XkrQGOAr4P5n1PyHpFuAWRnV8f1zxc9c3C7szPM5wDCFG8DhD43GGZao4GzVmO47jOLOPX5ntOI7jlOKicBzHcUoZhCgknSvpVknPSirs2iXpbkm3JMOBbO4yxuTzq8Z5pqQ7JG2VtOhq9rapMvRKstwzqeFVNnYUW+m+kbRM0ieT+d9K2r86p0KcF0p6KLX/3tRDjB+R9KCk3E4iGvG+5DvcLOmkrmNM4pgU5+mSHk/ty7d3HWMSx1GSvibp9uR3/l9ylul1n1aMsf7+NLPoH8BLgZcA1wBrS5a7G1gRc5zAPsA24FhG14/cBLys4zj/jNHFjTAaduXdBct9r+O4Ju4b4NeAv0henwd8sofjXCXOC4H3dx1bJoafBE4Cvl0w/3XAlwABPwp8K9I4Twf+rs99mcRxBHBS8vpA4Ds5x73XfVoxxtr7cxAZhZndbmZ39B3HJCrGeTKw1czuMrNdwBWMhkLpkrpDr3RFlX2Tjn0D8DNJ9+ouieEYTsTMvg48UrLI2cDHbMS1wMHjLutdUiHOKDCz+83shuT1k8DtwJGZxXrdpxVjrM0gRFEDA74i6fpkyI8YORK4L/V+gQAHsiYvtORix+R5ZcFy+0vaLOlaJSP+tkyVfbNnGTPbDTwOvKCD2HJjSCg6hj+fVD9skHRUN6HVIoZzsSo/JukmSV+SdELfwSRVnq8AvpWZFc0+LYkRau7PaG5cpJKhQsys7EK+NKeZ2XZJK4FNkrYk/1aCESDOvH+/wfsol8VZYzOrk/15LHC1pFvMbFuYCHOpsm862X8TqBLD54HLzWynpDczyoJe1Xpk9YhhX1bhBuBoM/uepNcBnwWO6ysYSQcAfwP8hpk9kZ2ds0rn+3RCjLX3ZzSisJKhQmpsY3vy/KCkzzCqIggqigBxLjC6+HDMKmB7w20uoixOVRx6JbU/75J0DaN/J22Kosq+GS+zIGlfYDndV1tMjNPMHk69/Uvg3R3EVZdOzsWmpAs6M/uipEslrTCzzgfhk7QfowL4E2b2tzmL9L5PJ8U4zf6cmaonSc+XdOD4NfAa4hwS5DrgOEnHSFrKqEG2kx5FKSYOvSLpEEnLktcrgNOA21qOq8q+Scd+DnC1JS10HTIxzky99FmM6opjYyPwxqSnzo8Cj9tz469Fg6TDx+1Qkk5mVG49XL5WK3EI+DBwu5m9p2CxXvdplRin2p9dtsg3aMn/N4xMvRN4APhyMv1FwBeT18cy6n1yE3Aro6qg6OK053pGfIfRv/M+4nwBo2Hd70yeD02mrwU+lLw+ldHQKjclzxd1FNuifQNcDJyVvN4f+DSwFfgH4NiezslJcb4rOQ9vAr4GHN9DjJcD9wP/kpyXFwFvBt6czBfwgeQ73EJJj8Ke43xLal9eC5zaU5w/zqga6WbgxuTxupj2acUYa+9PH8LDcRzHKWVmqp4cx3GcdnBROI7jOKW4KBzHcZxSXBSO4zhOKS4Kx3EcpxQXheM4jlOKi8JxHMcp5f8DAvSauyyslo0AAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "num_iter = 5000\n", - "for i in range(num_iter):\n", - " x, y = datasets.make_moons(128, noise=.1)\n", - " x = torch.tensor(x, dtype=torch.float32)\n", - " optimizer.zero_grad()\n", - " loss = -flow.log_prob(inputs=x).mean()\n", - " loss.backward()\n", - " optimizer.step()\n", - " \n", - " if (i + 1) % 500 == 0:\n", - " xline = torch.linspace(-1.5, 2.5)\n", - " yline = torch.linspace(-.75, 1.25)\n", - " xgrid, ygrid = torch.meshgrid(xline, yline)\n", - " xyinput = torch.cat([xgrid.reshape(-1, 1), ygrid.reshape(-1, 1)], dim=1)\n", - "\n", - " with torch.no_grad():\n", - " zgrid = flow.log_prob(xyinput).exp().reshape(100, 100)\n", - "\n", - " plt.contourf(xgrid.numpy(), ygrid.numpy(), zgrid.numpy())\n", - " plt.title('iteration {}'.format(i + 1))\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.6" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/nflows/flows/autoregressive.py b/nflows/flows/autoregressive.py index fcfb647..95b1ec1 100644 --- a/nflows/flows/autoregressive.py +++ b/nflows/flows/autoregressive.py @@ -1,6 +1,6 @@ """Implementations of autoregressive flows.""" -from torch.nn import functional as F +import torch.nn.functional as F from nflows.distributions.normal import StandardNormal from nflows.flows.base import Flow @@ -19,18 +19,19 @@ class MaskedAutoregressiveFlow(Flow): """ def __init__( - self, - features, - hidden_features, - num_layers, - num_blocks_per_layer, - use_residual_blocks=True, - use_random_masks=False, - use_random_permutations=False, - activation=F.relu, - dropout_probability=0.0, - batch_norm_within_layers=False, - batch_norm_between_layers=False, + self, + features, + hidden_features, + context_features=None, + num_layers=5, + num_blocks_per_layer=2, + use_residual_blocks=True, + use_random_masks=False, + use_random_permutations=False, + activation=F.relu, + dropout_probability=0.0, + batch_norm_within_layers=False, + batch_norm_between_layers=False, ): if use_random_permutations: @@ -45,6 +46,7 @@ def __init__( MaskedAffineAutoregressiveTransform( features=features, hidden_features=hidden_features, + context_features=context_features, num_blocks=num_blocks_per_layer, use_residual_blocks=use_residual_blocks, random_mask=use_random_masks, diff --git a/nflows/flows/realnvp.py b/nflows/flows/realnvp.py index 81c7114..d033427 100644 --- a/nflows/flows/realnvp.py +++ b/nflows/flows/realnvp.py @@ -24,16 +24,17 @@ class SimpleRealNVP(Flow): """ def __init__( - self, - features, - hidden_features, - num_layers, - num_blocks_per_layer, - use_volume_preserving=False, - activation=F.relu, - dropout_probability=0.0, - batch_norm_within_layers=False, - batch_norm_between_layers=False, + self, + features, + hidden_features, + context_features=None, + num_layers=5, + num_blocks_per_layer=2, + use_volume_preserving=False, + activation=F.relu, + dropout_probability=0.0, + batch_norm_within_layers=False, + batch_norm_between_layers=False, ): if use_volume_preserving: @@ -49,6 +50,7 @@ def create_resnet(in_features, out_features): in_features, out_features, hidden_features=hidden_features, + context_features=context_features, num_blocks=num_blocks_per_layer, activation=activation, dropout_probability=dropout_probability, diff --git a/tests/flows/autoregressive_test.py b/tests/flows/autoregressive_test.py index ac73de6..2572a01 100644 --- a/tests/flows/autoregressive_test.py +++ b/tests/flows/autoregressive_test.py @@ -30,6 +30,33 @@ def test_sample(self): self.assertIsInstance(samples, torch.Tensor) self.assertEqual(samples.shape, torch.Size([num_samples, features])) + def test_conditional_log_prob(self): + batch_size = 10 + features = 20 + context_features = 5 + flow = ar.MaskedAutoregressiveFlow( + features=features, hidden_features=30, context_features=context_features + ) + inputs = torch.randn(batch_size, features) + context = torch.randn(batch_size, context_features) + log_prob = flow.log_prob(inputs, context) + self.assertIsInstance(log_prob, torch.Tensor) + self.assertEqual(log_prob.shape, torch.Size([batch_size])) + + def test_conditional_sample(self): + num_samples = 10 + + batch_size = 10 + features = 20 + context_features = 5 + flow = ar.MaskedAutoregressiveFlow( + features=features, hidden_features=30, context_features=context_features + ) + context = torch.randn(batch_size, context_features) + samples = flow.sample(num_samples, context) + self.assertIsInstance(samples, torch.Tensor) + self.assertEqual(samples.shape, torch.Size([batch_size, num_samples, features])) + if __name__ == "__main__": unittest.main() diff --git a/tests/flows/realnvp_test.py b/tests/flows/realnvp_test.py index 90abbc5..a42fb38 100644 --- a/tests/flows/realnvp_test.py +++ b/tests/flows/realnvp_test.py @@ -30,6 +30,33 @@ def test_sample(self): self.assertIsInstance(samples, torch.Tensor) self.assertEqual(samples.shape, torch.Size([num_samples, features])) + def test_conditional_log_prob(self): + batch_size = 10 + features = 20 + context_features = 5 + flow = realnvp.SimpleRealNVP( + features=features, hidden_features=30, context_features=context_features + ) + inputs = torch.randn(batch_size, features) + context = torch.randn(batch_size, context_features) + log_prob = flow.log_prob(inputs, context) + self.assertIsInstance(log_prob, torch.Tensor) + self.assertEqual(log_prob.shape, torch.Size([batch_size])) + + def test_conditional_sample(self): + num_samples = 10 + + batch_size = 10 + features = 20 + context_features = 5 + flow = realnvp.SimpleRealNVP( + features=features, hidden_features=30, context_features=context_features + ) + context = torch.randn(batch_size, context_features) + samples = flow.sample(num_samples, context) + self.assertIsInstance(samples, torch.Tensor) + self.assertEqual(samples.shape, torch.Size([batch_size, num_samples, features])) + if __name__ == "__main__": unittest.main()