diff --git a/examples/2d_cnf_maximum_likelihood.ipynb b/examples/2d_cnf_maximum_likelihood.ipynb new file mode 100644 index 0000000..dec851d --- /dev/null +++ b/examples/2d_cnf_maximum_likelihood.ipynb @@ -0,0 +1,346 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# A simple example where we train a continuous-normalizing flow by maximum-likelihood.\n", + "\n", + "Continuous-normalizing flows (CNFs) nowadays are frequently trained using flow matching and related techniques. Flow matching is simulation-free, highly scalable, and has desmonstrated strong empirical performance. \n", + "Before the invention of flow matching and related techniques, CNFs training was much slower and used the technique of maximum likelihood, where we do not prescribe a target velocity field (as in FM) and solely train the neural ODE based on the log-likelihood of the data under the model.\n", + "Here we demonstrate how to do this on a toy 2D example." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "D = 2 # Data dimensionality" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import torch \n", + "from torch import nn, Tensor\n", + "\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.datasets import make_moons\n", + "from torch.distributions import Independent, Normal\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "from flow_matching.utils import ModelWrapper\n", + "from flow_matching.solver import ODESolver\n", + "\n", + "class WrappedModel(ModelWrapper):\n", + " def forward(self, x: torch.Tensor, t: torch.Tensor, **extras):\n", + " t = t.view(1, 1).expand(x.shape[0], 1) # nn model requires time to be [batch_size].\n", + " return self.model(t, x)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "class Flow(nn.Module):\n", + " def __init__(self, dim: int = 2, h: int = 64):\n", + " super().__init__()\n", + " self.net = nn.Sequential(\n", + " nn.Linear(dim + 1, h), nn.ELU(),\n", + " nn.Linear(h, h), nn.ELU(),\n", + " nn.Linear(h, h), nn.ELU(),\n", + " nn.Linear(h, dim))\n", + " \n", + " def forward(self, t: Tensor, x_t: Tensor) -> Tensor:\n", + " return self.net(torch.cat((t, x_t), -1))\n", + " \n", + " def step(self, x_t: Tensor, t_start: Tensor, t_end: Tensor) -> Tensor:\n", + " t_start = t_start.view(1, 1).expand(x_t.shape[0], 1)\n", + " \n", + " return x_t + (t_end - t_start) * self(t=t_start + (t_end - t_start) / 2, x_t= x_t + self(x_t=x_t, t=t_start) * (t_end - t_start) / 2)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def get_data_batch(batch_size):\n", + " return Tensor(make_moons(batch_size, noise=0.1)[0])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot data" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = get_data_batch(5000)\n", + "X = X.numpy()\n", + "plt.scatter(X[:, 0], X[:, 1], s=2, alpha=0.4)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Train a continuous-normalizing flow with maximum-likelihood\n", + "\n", + "Setting `exact_divergence=True` will calculate the log-likelihood using the exact Instantaneous Change of Variables formula (see eq 8 of the [neural ODE paper](https://arxiv.org/pdf/1806.07366)), whereas setting `exact_divergence=False` will approximate the required trace computation with a Monte-Carlo estimator as in [FFJORD](https://arxiv.org/abs/1810.01367)." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "exact_divergence = True\n", + "# exact_divergence = False" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "p_init = Independent(Normal(torch.zeros(D), torch.ones(D)), 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Step 0, loss=2.4170706272125244\n", + "Step 500, loss=1.2355551719665527\n", + "Step 1000, loss=1.1878902912139893\n", + "Step 1500, loss=1.1545876264572144\n" + ] + } + ], + "source": [ + "flow = Flow()\n", + "wrapped_flow = WrappedModel(flow)\n", + "solver = ODESolver(velocity_model=wrapped_flow) \n", + "\n", + "optimizer = torch.optim.Adam(flow.parameters(), 1e-3)\n", + "\n", + "losses = []\n", + "\n", + "for i in range(2000):\n", + " x_1 = get_data_batch(batch_size=256)\n", + "\n", + " # z, log_p = solver.compute_likelihood(x_1=x_1, method='midpoint', step_size=0.05, exact_divergence=exact_divergence, log_p0=p_init.log_prob, enable_grad=True)\n", + " z, log_p = solver.compute_likelihood(x_1=x_1, method='dopri5', step_size=None, exact_divergence=exact_divergence, log_p0=p_init.log_prob, enable_grad=True)\n", + " loss = -log_p.mean()\n", + " \n", + " optimizer.zero_grad()\n", + " loss.backward()\n", + " optimizer.step()\n", + "\n", + " losses.append(float(loss))\n", + "\n", + " if i % 500 == 0:\n", + " print(f'Step {i}, loss={float(loss)}')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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AAACvg8yInTNrbu+QQE1rRxjXrXn0++2Uea1Q700DAADwOghGHJRbUF4/sjP9iq7bAgAA4I0QjDjoUm6B8ffc/CJdtwUAAMAbIRhx0GVZMJKTh2AEAADAVghGHBQSVP4UvrXsgK7bAgAA4I0QjDjo47vbGn+/mFuAfiMAAAA2QjDioE6J0dQyNtL4dw7qRgAAAGyCYMQJKoeWt4c/n43W8AAAALZAMOIEAbKV8xCMAAAAuDgYSUlJoeHDh1NcXBwFBATQokWLrN5mzpw5lJSURJUrV6bY2FgaM2YMXbx4kXzReSyaBwAA4NpgJDc3VwQWM2bM0HT9DRs20KhRo+jBBx+kffv20fz582nr1q308MMPky/KxvReAAAA165NM2TIEHHSatOmTdSgQQN68sknxd+JiYn06KOP0ltvvUW+Qj6BJr+w4oq+AAAAoGPNSNeuXSk9PZ2WLl0qpr2ePXuWfvnlFxo6dCj5ovyiEr03AQAAwKu4PBjp3r27qBm58847KTQ0lOrUqUNRUVEWh3ny8/MpKyvL5OQtEIwAAAB4WDCyf/9+mjBhAk2ZMoW2b99Oy5Yto+PHj9PYsWNVbzN9+nQRsEinhIQE8mQt48r7jOQXYZgGAADAFgEGB1qG8myahQsX0ogRI1Svc99991FeXp4oXJWsX7+eevToQadPnxaza5QyI3yScGaEA5LMzEyKjCw/8HuK7LxCuv61v8TvD92QSC//p6XemwQAAKA7Pn5zUsHa8dvlmZGrV69SYKDpwwQFlTYJU4uDwsLCxEbLT54sIjyEnuzXRPyOYRoAAADb2ByM5OTk0M6dO8WJpaamit/T0tLE35MnTxZTeSXck2TBggU0c+ZMOnbsmJjqyzNrOnXqJHqV+IqaVUPFz/0Z3lPfAgAA4JVTe7dt20Z9+vQx/j1p0iTx8/7776fZs2dTRkaGMTBho0ePpuzsbPrkk0/o6aefpmrVqlHfvn19amov69Gklvj5T9plys0voiphNj+1AAAAfsmhmhFPG3PSU0mJgRq+uFT8Pui62vT5fR303iQAAABdeUzNiL8IDCxfoGb5vrO6bgsAAIA3QTACAAAAukIw4kTt61c3/s51IwAAAGAdghEnenlYC+PvKYfO67otAAAA3gLBiBMFBpTXjVQNx2waAAAALRCMOFHtyHDj76FBeGoBAAC0wBHTiepElQcjhcUeP2MaAADAIyAYcbJWdUvnUReWoC08AACAFghGnCykbHimEGvUAAAAaIJgxFXBCIZpAAAANEEw4mQhQaUzaoowTAMAAKAJghEnC6DSYCQjM0/vTQEAAPAKCEacbP2RC+Lnm38e0HtTAAAAvAKCESdrWruq+BkWjKcWAABACxwxnWzSgGbiZ35RCeUVFuu9OQAAAB4PwYiTRVUKMf7+zYZUXbcFAADAGyAYcbJqlcuDkVOXr+m6LQAAAN4AwYgLMyNhwUG6bgsAAIA3QDDiwsxIiQGNzwAAAKxBMOJklUKCFBfOAwAAAGUIRpwsICCABl9XR/weWNr/DAAAACxAMOLCupECLJYHAABgFYIRFwgta3iGYAQAAMA6BCMuIHVfzS9GMAIAAGANghEXqBxaWsR6NR8dWAEAAKxBMOICVcODxc+c/CK9NwUAAMDjIRhxgaphpQWsCEYAAACsQzDiAlXCSodpcvIQjAAAAFiDYMQFIsqGaTYdu0jL953Re3MAAAA8GoIRFw7TsEe/367rtgAAAHg6BCMuHKYBAAAA6xCMuEBgAPrAAwAAaIVgxAXq16hs8rcBq/cCAACoQjDiApVDg2n5xJ7Gv99Y+q/x9/yiYrpWgGZoAAAAEgQjLtI4pqrx9y/XpRozJB3/u5JaTFlGeYUISAAAABiCERcJCqxYN8KjNVllvUdOXr6qw1YBAAD4QDCSkpJCw4cPp7i4OAoICKBFixZZvU1+fj699NJLVL9+fQoLC6MGDRrQN998Q/6mGLUjAAAAFZR257JBbm4uJSUl0ZgxY+iWW27RdJs77riDzp49S19//TU1btyYMjIyqKTE/1a0LS5BMAIAAOBwMDJkyBBx0mrZsmW0du1aOnbsGEVHR4vzODPij5AYAQAA0KFm5LfffqMOHTrQ22+/TXXr1qWmTZvSM888Q9euXbM4rJOVlWVy8kZv3nK98fdXFu2lFxbs1nV7AAAAfCIzYivOiKxfv57Cw8Np4cKFdOHCBXr88cfp4sWLNGvWLMXbTJ8+naZOnUrerk29auJnWHAgfb/5hN6bAwAA4J+ZEa4N4ULXOXPmUKdOnWjo0KH0/vvv07fffquaHZk8eTJlZmYaT+np6eSNggNLn978Iv+rjwEAAPCYzEhsbKwYnomKijKe16JFC9Fz4+TJk9SkSZMKt+EZN3zydiFBaAsPAACge2ake/fudPr0acrJyTGed+jQIQoMDKT4+HjyZcFB6k+v0sSaT5OPUJ93k+lcdp5rNwwAAMCbgxEOKnbu3ClOLDU1VfyelpZmHGIZNWqU8fr33HMP1ahRgx544AHav3+/6FPy7LPPiqnBlSpVIl8WotD4TPLXvjMVznt72UFKvZBLn6w+4uItAwAA8OJgZNu2bdS2bVtxYpMmTRK/T5kyRfzNPUSkwIRVrVqVVqxYQVeuXBGzakaOHCmapn388cfk8yyM0rz71yHVywqLUWMCAAD+w+aakd69e1tchXb27NkVzmvevLkISPxNtUqhFi/n55GLewEAAPwZ1qZxodBgy09vyuELVu/jbFYe3fXFJlq6J8OJWwYAAOA5EIy4WGxUuOplpy6rN36TTP19H20+doken/OPk7cMAADAMyAY0TE7YmGyjdGl3ALnbhAAAICHQTDiYsEWZtQElTVFAwAA8Gc4GrpYiIX0h9pFP25Nt1gkDAAA4EsQjLgYr0tjT2ZknYbiVgAAAF+AYMTFXhrWUvWyxTtOqV6Wfvmqi7YIAADAsyAYcbFOidGql606cM6t2wIAAOCJEIx4KJSMAACAv0Aw4gbfjulksXYEAADAn+EI6Qa9mtaiz+9rr3jZjDWuWRTvYk4+FSstDQwAAOBhEIy4SUyEcifWd5YfdPpj7TudSe3/u5Lu/mKz0+8bAADA2RCMuEnLuEibru9ITuOnv9PFz63HLzlwLwAAAO6BYMQD7Ei7TAVFJYrn87o0tgrESsAAAOBFgvXeAH/y62Ndad7WdJq//aTJ+Td/upFublvX5LxXFu1189YBAADoA5kRN2pfP5reuT1J8bKFFhqg2QqZEQAA8CYIRnyQltWAAQAAPAUOWz4oAJkRAADwIghGfBBiEQAA8CYIRrzMgTNZ9NC3f9P+01nG89YfvkDJB8vXuUHNCAAAeBMEI17mri8208p/z9Gdn28Sf+cXFdO9X2+h0bP+pqy8QnEeQhEAAPAmCEa8zJWrpQFHdn6R+FlYXN4eLSev9DxkRgAAwJsgGPFBgYhFAADAi6DpmY4iwoMpuyybYS+DoTwzcuRcDq0+cM6hVvIAAADuhsyIDl4c2lz8/Pxe5ZV8bVEi6yI/6put9PKivTSvbG0aAAAAb4DMiA4e6dmIRndLpNBgx2PBYllmRHI+O9/h+wUAAHAXZEZ0IgUit7QzXZPGVlLRqlbfbz5BAz9YS2cy8xx6XAAAAGdBMKKzhOqVHbp9z3fW2HR9XoDv0NkcenvZAYceFwAAwFkQjOjsge4NqHFMVZfdP/cjmbUhtcL5eUXFLntMAAAAWyAY0Vm1yqG0clIvTdedrRBUWLMl9RJN/X0/2evX7SfpgVlbKbusoRoAAICzoYDVi7xmFlR8s9724ESSm18sCl1rRYRZvN7T83eJn4/98A+1SahG4/s2pvCQILsfFwAAwBwyIx4iyI5OZdOW2J/xWHvoPHV8fSVdyi3QdP31Ry7QJ2uO0Ffrjtn9mAAAAEoQjHiIIJ1auO85lWnT9Q+fy7F6neMXcunbjccprxB1KQAAYB2GaTxEIIeFOhy7XREC9X43Wfy8mJNPkwY2Iz2dy86j22Zuojs7JtC4Po113RYAAFCGzIiHCBbRiPu5MiGz9fgl0tuna45S2qWr9M7yg3pvCgAAqEAw4iGqVwlx6f2vOXCOOr2+UnUVYF9VJO+XDwAAvhGMpKSk0PDhwykuLo4CAgJo0aJFmm+7YcMGCg4OpjZt2tj6sD7v83s7UPM6EfT1/R1ccv8PzP6bzim0iX/ixx00b2ua4m0+XnXYJdsCAADgUDCSm5tLSUlJNGPGDJtud+XKFRo1ahT169fP1of0Cy3jImnZxJ7Ur0VtGnRdbXHeC0NKF9RztRcW7KlwHk/7fX/FIfJ2AS6pigEAAF0LWIcMGSJOtho7dizdc889FBQUZFM2xR/NHNmeMq8VUvUqofTmn+5p284zX+T9Q3afvOLwfV7O9e0hIAAA8KKakVmzZtGxY8fo1Vdf1XT9/Px8ysrKMjn5k8DAABGIuNMHK02zICUVFwO22cGz2aQ3nWZMAwCAJwUjhw8fphdeeIF++OEHUS+ixfTp0ykqKsp4SkhIcPVm+r3Nx0xnvpQYnBCNAAAA6B2MFBcXi6GZqVOnUtOmTTXfbvLkyZSZmWk8paenu3IzwazfyNI9GfTo99sVr7d452kyeFGggsQIAICfNz3Lzs6mbdu20Y4dO2j8+PHivJKSEnEw4yzJX3/9RX379q1wu7CwMHEC95EHGI/P+cfidZftPUNDro91w1YBAIA/cGkwEhkZSXv2mM7U+PTTT2n16tX0yy+/UGJioisfHmxw4tJVTQvnsZOXr7llmwAAwD/YHIzk5OTQkSNHjH+npqbSzp07KTo6murVqyeGWE6dOkXfffcdBQYGUqtWrUxuHxMTQ+Hh4RXOB/sMuz5WTAHu8fYah+6Hm5/xwnnH3xzmU0Wh3AsHAAB8LBjhYZc+ffoY/540aZL4ef/999Ps2bMpIyOD0tKUm2iB44IDA6hINtWlUUxVSoiurOs2AQAAuLWAtXfv3qK+wPzEgQjjn8nJpQulKXnttddEJgVsFxMRRt+O6WR6ppOLSVf9e5bc6WxWHk2ct4O2n7js1scFAADPgbVpvMjWl/pT98Y1Tc5z9ryWB7/dpul6v+86TVtTL1VonPbKor02Pd5zv+ymRTtP060zN9p0OwAA8B0IRjzcrNEdqVGtKrR4XHfFy+VDNu7Ca9zwmjZ3fL5JdIqVfL/pBH2/+YTJda8WFNHLi/bQhiMXFO8r9UKuS7cVJSMAAH4+mwYc16d5jDipyckrInfLkgUgB89kU8cG1UWh6OnMirNs2k5bQflFJfTD5jRNxbEAAOB/kBnxQgNbli6kx7LyrK//0ikx2vj7dXGRDj/+qgPnjL9zdoSzJLwdKYfOV7guByJ6wkJ5AACeD8GIF/rwrjbG39smVLN6/S/v62D8PdAJ4xbcj0Ruye4MGv3NVjp63rVDLgAA4JswTOOFKocGU8qzfWjTsQt0S7t4q9cPCioPQAJdlCj4J82+VX5R0wEAAAhGvFS9GpWpXo16mq4bJD/i+9nR3892FwDAK2GYxkf0alpL8fxnBzWjoEDXZ0YAAADshcyIj3hqQFOKqxZO4/o0prioSnToXDY1iYkQgUixbPqvN8ciK/afpaBAor7Nywt4rfHm/QUA8BcIRnxEm4Rq4iRpXifSJBvSoX51unKtkBJrVrW7vkNP3M/k4e9KG7Id+L/BFB4SZNf9LNxxkg5kZIv1fLBuDQCAZ0Aw4gf4oDt/bFfiBMmLC0xXUfYWuflFJtOFtQYj5vHGUz/tEj97NKlFNzQx7WYLAAD6QDDiRwEJT6rx1mSAyXY7oens5asFjt8JAAA4BQpY/Yy3BiPy/iglZYsD8gKN1siHYjYfu+iirQMAAEcgGPE7XhqNmK3Hw6v8tpm2gn7+O13z7bYcu+Ta7SouoY1HLoj1eAAAQDsEI6BL3Yet5DOC+PexP2wXRa3P/bpbnHflagFNXrCbth2/JDImv+06TQfOZJndh2tb03+8+gjd89UWY6EtAABog2DEz4TKurFKPr67rehH8tANiS597Ol//ktns/Jo2u/76dj5HLuDkaKSEsorLDa5/I2l/9KPW9Ppts820fojF+jJH3fQ4A/XmeSBimXDOq5Y63jultIVizccwXAQAIAtEIz4mXF9G1O96Mr0QPcGJuvbcH+SSqH2TZfVau2h8yJI+GZDKt06c6M4Tx4sbE1VH0aR6kSkwKSw2DTLkXqhfF0cnrprJHsAs5sAAICHQDDiZ2IiwinluT70RN8mxvMCy9qyhnBHMRcqLDLQjrIeJ5evVlxtmFcALikxiOGc22ZupM/WHlXJjBioQLYa8MnLV00KVU2638uikb+Pu7ZmBAAA7IOpvX5K3hZe+t3VwciZrDyTv+UBhjzQmLsljbaduCxOA1vWpi2pl6hdveomt5Pf9P5vtlKtiDDj32rNzLjoFQAAPA+CET8lzxhI02ZDFOpJXOm6V5dRXqHp2MmX647RL9tPGv/u+95a8ZM7yEqKik2DmKPnc6l2ZLhioKU2lfm/S/ZTnchw6pQYTZ5s3tY0Onwuh14e1gIdYwHAZ2GYxk8ZZCWcAQqZkVva1XX5NpgHIuyd5QdN6j8knCWxlFExXQyw/PcL2fmKj30uO18MCx2/kEtDPlonZt84zvnBwgsL9tDX61Npk5N7pPBzzAHZObNsFQCAHhCM+Cn58VzKkpgEI23jnfI4EeHOT77xbBpL5AmE+bIsi5LJC/bQvxlZorDWk13IcW7H2Js/3UBfrU+l8R6+3wDgHxCM+KkqYeUzZyIrlQYM+UWm02WfHtDU4cfR0CTVZkqZEXk2xJbhjBxZ75NrBcWicZknKpQV7DrDlbIC4p3p3rdoIgD4HtSM+Kmw4CBKebaPGK7h39l52ZBGTn7F2S72kE/JdRZ5AKE8TKP9vuRxy/WvLacmtSPozwk9yF24QZuW4Ml8KrOzoAoFADwBMiN+rF6NylS/RhWT1XDl35zNV8Z97/YkTfdbo0qo8XeORW5MiiNnemLuDosHVXmWxJoAs5k8PGRjnoHhBmva1sEhmzw+ZzsN/CDFZJqyu4MRAABPgGAEjBJrlgcmdaLC6Z7O9Yx/161WSXNRKx/U5ZkR7vDqTNkKmRF5dsGWzIhSBMGBx7vLD1Lr15aLRm3NX1lGT87bSc62dM8ZMVNmS6r14tQCsxlEzmJL4AYA4CoIRsDozo4J1L9FjAg6ejWtRVXCgil1+lCa+3Bn+uPJGzTXYsi/xbuiZkSJvEWKLTUjuxRqJgqKS+iTNUcot6BY9DBhvztlto2ynWlXqNPrK2nxzlPuH6ZBLAIAHgA1I2DEs2m+ur+jyXl8YO/WqKZN93O1oNilNSPWvuE7+m1fPlzlDu+tOCR+Tpi3k25qU9ctBawAAJ4EmRFwiu/GdFI8302JEdPZNA7e19vLDmiexaOGZ6mYL+Ynx23vbWEoy458te6YSV2LozBMAwCeAMEI2IS7lsqNaBNHT/VvSj2aKGdPtBR+OoP8mBro4Lv6h81piuffNGO95vsYMWMDPfL9dvH7+sMXKCPzmsnl8hWE1cifO/71+00n6L9//CuatDmLL4Yiqw+cped+2SWmaoM++L07bu4/YjVtAC0wTAM24dqR3acyqXujmnT6yjVqICt65XbyhWaFllIC4Lfx3enGTza4bLvkw0Gu+ra/95RtGYmUQ+fFaVRZ3cnxN4fZlGWRxyu8f3tOZapel/ujBLt4bSE9cCFxtcoh9FCPhppvM2b2NvEzvnplerJf+YKQ7qR1yrav4v+VP3ZniN9fHNrC6ffv78+vM3EX5lUHztGINnVdvnK7Jb736QUuVaNqGPVpFkOhwYEmgQib90hXal4nguY+1JluaFyaKbmtfWkn11ZxUS7dLp6Zojelj8bNKm3c5TOOtARYlq59ObeAOry+kib9bPuMH0/+POdW/VxIzNkge2Rk6tPqfsaaI9Tx9ZWUdvEqeZsF/5y0WEitVUGx67JSf+07Q0lT/6I1B8657DH8yS0zN4pO1HpnsRCMgNO0r1+dlk3sSd0a16RP721HM+5pR/93UytxWaDCfNtvRneghY93o4P/HezU7fCkOgi1TSnWMFXXZCiHvwmqXG/+9nTRF2bBP7YfRLR8u+Tal2Pnc8jV9p7KpB82nzAOT8mb27lruM8ZeH0lbt//1nLl2iNPxUHtpJ93iUJqS/VOeuPhz6y8Inpg9t96b4pPOHm5dAh5tc7BHYZpwCUiw0NoWOtYi9e5vm41qhUR5vTHXrZX/yyJ0urI8uLWn/5Ot3pb+fG3sMRAW1IvuTT4OnQ2mx6Y9TdN6NeETl25Rvszsuize9vTzZ9uFEWzcx7qTN3LMl6u8J//ldbk8LDMf1rHmew//+5BMaZd+ABv3kjQk+QWFNmUubOs/MXCkApogcwI6MZVn09/7Ckdq/bUfeTi1h+3KhfJqg3TzEw+KgIEJfJW+Gr1JPO2pimuhizfvmd/2S0e47lfd9NHqw7Tiv1n6dXf9hpn79iTedFKvibQwTPZFfbfXVPEXWXuljTRPG/RDtc9h45y1VPs5S+dy/GXgDUeMOSkd/bR5mAkJSWFhg8fTnFxcSLaXbRokcXrL1iwgAYMGEC1atWiyMhI6tq1Ky1fvtyRbQYfIV8l2FsctXG44n+rj9j9WBc1rtRrLRjhoY8XFuyhPu8mV7hMfkultvTymUWufLl4aEPCARHXBciHqab8to92pF2mXu+sEUGSXpkN+fpNtnhx4R7xc+JPO02e71+3nxSF4N7mzz0ZIqhWr4tRDyS3Hb9EH6w4pLmR35qD5+jNPw/YNLXeGdIvXaUPVx4Sw1euxEtCPDD7bzFM6c9s/njJzc2lpKQkmjFjhubghYORpUuX0vbt26lPnz4imNmxA0uX+5sP72xD1SuH0MCWtWnykOYUVSnEeBnXjniDESozghbuOEnnrByouAbi2fm7ND9Wj7fXOCUY2Xbisupl/IWCMyZns6wXe14rLFH8NjV+7j807ff9mrZVrb/K5ynHjL9zBobrAviAJ88sjPp6K524eJUe/m6b4nb8vC2dDpxxXg8Wc93fXC0KU82naasJsPIcfLnuGD09fxf1f38teRprmajH5vwjhhtfWrRHw32Z/n3bZ5tE5o1fU0uuFhTRN+tTxdDhZ2uP0kInZpX4f9FaJuDmTzfQhysPi0yhOxwsywj6K5trRoYMGSJOWn344Ycmf7/xxhu0ePFi+v3336ltW+euWQKebUTbunRTm9KMmrm29aqTN+B1cXiWh3wmEfezeOon60FGq1etZwRPXMw1WbxQiyAr412WakouXy0wZkxaxEZavB9uiX9TUhz1b1nbeN6/Gdm0pGwK55ThLU2uzx/2xy7kUmKNKqKAmWeZfLrmCM0f241axll+LLbx6EWraxJJuAaHsz/OxNvPB1Ip2LtY9g1545GLdGvZLDGlA6g1LyzYTW/fliTWPSq9jecVixpK7F9BW2tgYy3L+NafB+jbTSeMf2c4KYO0/3QWDf14Hf2ndSx9ck871etxETLbbPY+9CQGg4Ge/nmXWEvsucHNyZu5PU9eUlJC2dnZFB0d7e6HBg9gqZAtWrbar/nCfZ5k9KzSviHytWycpdc7ySJ1bwulmUrsyLlsOnw222LmxNZh4pcX7TX5+5ps1oX5N82Za49Sv/fWim/B0lAMr/fz0LfaZkFo3bZ1h88rBiKO1iTd9/VWMSyUX1Ssqebl7i82U8sp1gPOn7fZ9vpKzy2n8bUc/J1Ba41OsOp7K8DqfVl7iA1mQUCGhuydFl+tL83CSUG0NZ5cr7TvdBYt2HGKPk0+St7O7cHIu+++Szk5OXTHHXeoXic/P5+ysrJMTuD7eOaGJxVUqTl+8Spl5xVarLVwBKfu7c2MSM8Zb1P/91NowAcpTt0+g1nHE/k4Pje1O5ddfsB4e1lpHYgUjEi0HlC1vPpZeYUiaFC8vaG0JwU3nrPH+iMXxLTHXemZVrdr5b/naJNKTxlVNry9edolzza68RPtXYBtZd5kT4tg1XbH8poRtWvY9v9tbVjHHhPm7bD6OeOuUhWDHbeRz3qS7wfXXXlbDYpbg5G5c+fS1KlT6eeff6aYmBjV602fPp2ioqKMp4SEBHduJujkOg2pe0/x3yX/uiQzYs8qvfLMh/ThJN8mLfUgrLjE9v2QByPcIXb60gOqmS6J1mmeWoLR1q/9pXrZlasFovaEO+DKt5NrNrQMp9hCS/bEEYt3lq4afex8+Yyo137bR6+YZapswc/vnpOZlFsWHMqDA60H4OCgAJdlFgKcOEPL9H4DTJ7XHelXRFH0C7/uVuyvYilo4veYngf9INn/kjww4fomDl552Fcrg78EI/PmzaOHHnpIBCL9+/e3eN3JkydTZmam8ZSebr0nA3i/KmHBLv/nqFutklPu55+0y6LKftjH6+gzF6RIm7z0p8XLee0VzgpUCEbKmqmN+nqL8bzsPG0H3kNnrc8UMj+umB9oLslmHvDyAErMYxEuUtTyWLaSZ2DkwcJtn20UwykXcrTNjNESO9WqWrFfjjN7a5g/FZlXC2n2xuP0/eYTqrM9eJ/5YGmpH8/wT9aLQk3zAEQeCFoK3KT3HhcbT1m8VzEAUKs/sfb6OvL08UyY1lP/otf/2G/1fjlzyEXR8/5Op283Hq9wfUuBGReZ80F/q0oPIMavARdXy7OpzhIg2xfpf9+8PsZbuCUY+fHHH+mBBx4QP4cNK1+fQ01YWJiYBiw/ATiDs8Z/+V4+Szkqxmz5gOBuXHfA0yPNg5HCsuzGP2lXFOs6HGX+7Jk3x5JndNQKa+UFtZxOnrZEeSaOpW+k/I3emlDZXOR82Uwg6blZKZsifPLyVTEMYHeGw809vf63unzoS+1Z6vNOMrWZtkI16OIZMfIg1CR7VPYrPyccuP30d5rFYRq+r+82nRD1C+ZUa0bI9oaBtjw/XBj85bpUY3DFs1WUgqUAa0sIWNhQKdBf9a/ydHN+Tm+duZGe+2W3KBTn95lU53TTJ+sVZ4aZ44U25e9Vtf8l6X9fzpt6zdkcjHC9x86dO8WJpaamit/T0tKMWY1Ro0aZDM3w3++99x517tyZzpw5I06c8QBQw/9ErigZcVYwcuRcDuXpPAuCv/2xQCvfjmwdm7dEevr4Q50zD/eXLQIo4eme0tRVtcJa+dmWvi1aytRomeYpz0zkK9TNyLdvwPspohfIDA19YUxXUzaItVwOa8gqmdt6XP3btPnjLdtrWmz5lSybJA/6pOeeD4Knyw6smxRmgyitaCzfL+n/ROqP8vyvyjOVzLNfUh8W+b8ZB6y70q/Y3GLekQOpeSDz1bpUGvRhil0zrrR8Zij1QHl50R5q9OJSOlo2tMazc254q3S6Ptc57TqZadIzx6DwOHzevV9voYe+26YYVMpLdpT+971pXW6bg5Ft27aJKbnStNxJkyaJ36dMmSL+zsjIMAYm7IsvvqCioiIaN24cxcbGGk8TJkxw5n6Aj3HVv5Azi9GkqZl6Kf/sCrD4oZh+qXxKJBdzOtbXwiCm6LZ6bTm9unhfhUv52+jAD1PE72qzePhDmes4zmTm2R1wajtQld+5vLBWPhOE6yV4do+UPVp35IJN27F831mxlsurv1V8LiSOFBDz8Ee7/1thshq2fChMwgd67n/CfVDeWX6AXlm81+LBVOk8eZM5rUG7+WssHVDlb8M5W07QTTM2GFevLr8uuY1URP3L9pMVPlusDadxMMVBtq2fK/KGgVoYrNyvtSaIilmfAB/uM9K7d2+LhWWzZ882+Ts5uWLXRwBr+APC0jf6SQOa0vtlwxS2cOYMHZ5Voyc+YPCwCHdYlZ9naR/NDwh8MLGlsyVfVeqW+us/J1WzRuK+ZZ+EDV74w+Q6HBQN+SiF+jRXL2S3hO95i5XZK/Ld4pk+x98cVmHfZ21IFTNhzG8jfw65Q6q8WR1fwkWLPMOFFyhUw/fBq+AqTSGVv2aWSEMpchvMAiauR3h96b9UJTRITJ2esca0hknp9VU88MmOZVprmdWm9sqDme/LeoVYqqtQ4syaG0vBlfxh1P53uNvs3Ic7U7dGNd06/bdEdr9KRe3y13bZvjM0qmsDk8vVnkFpP+XPsd6TF7FQHngkax9DY25INAlGejerRckHrWcqYqMqGZsZ+YIvUo6JKagSnopavbLyLBYltrbYVvpWruS/S/Zb/YC+bOdKw4w/Q+/8YrPF6yitQsqtyOXj7bz6q7Vv9pz5UFvUzxIOQtR6WZj3a1EirQlkzvx55UCEcSCifH3r92F+ntaDq3lDPelm2u7LYPNnwOdr7SsWl2+DpRjH0hbx+jFqwYirWtWXyLZbafFCedD43z/+rRiMBASIYucqYUEUXFZDxe/xu77YLGbc/TrWczpfe9/iIOAXrNWMVA0LpttlXTDNe5QoiYkIo4/v9p2uv/z0mK/TwsVy7l7DQwnXNLgyc2RPa3B+XrgVufxbvfkwg/Th7+4eN7ycANd2cP0J12nwti5VWfDR1k1TasGveJ49CxOqHNjlB0kOOpVYeojSlX4rnj/9z/Kp47aQ76550zn5w9j7sssDBR4uUVv2wCKDwlmy8/i9YU7+OikVjJ/JvEZJ0/6i4bJlLDgA5xXAd6RdoTNOaiTnDMiMgNcwH1KQj3Hz0uxfjuqgWJ1+7I2hYhpspdAgCgv23CXcbaWWCeKaDl9nT3bLPM3NBazmH+DSQdTiscQFcYr5cgKdE6NVs4O2Bpsbjl6g2zvEm6Tkle5DfpbSQ/AaRjwk1DahmmqhaGpZXwstwYzaVXhBRP4/dmoGU+NTxjPjxvZuZHMLACl45UCEuyhHytbdckSJ7EmateE4DWkVS23rVaM3lv5LPZvUoqjK5Y8jBdbyQJqHbqQsm7S8gfxya+tauRMyI+BR7u5UT/x8akDTCh9WdSLDaeWknrT1pX7i704NTJcUGNCyNqVOH1rhPvmgU61yqE8FIpZ84gfBiD3MD5AciJjP+OHr8CwlzlToSRQrqown2FqfwI295HUx5oG80v1+kXKUPk02fR/d+L/1NDP5qGgkJ+FNlPcy4WE3LhbWFIyoRAiP/fCPXYEIF0RLQZb5U2fLc8YNw7T2oJFIj3v8Yq6Yrq42xMZ+/lu5b9b5nHyavy3dZNaReVB46Gw2/bg1TQQmvNKvPLDg2W1jv99OebJp7PLdHj3rbzG9WH65/HniLMl2C4tquhoyI+BR/juiFY3p3oAax1SlOWbV6PyP1zgmwvj37R0SKDQ4kNrXr2530dvTA5rS/ows+nNv6TcI8F3yGSnSt0Kl1DYvPGZp2q0zp0qr4d4rT/Zt7LRiSW5w1qNJTTHFmadjx1ULr3i/siOf0vo5SgsV8rP3idl06CNncxwqhrSl+zD3heEvGckHz4mDbf8Wtemr+zuYXGfJ7tOK9RYSpY8MPqibk+8TB6xPzttRIbjTst9qqwC/U1YYzn1wbmlXl9rVq674Wp+6XD477nKu6RAYZ0LqrzpkUkNmPvvvb9l72zyzlXYp1+Tz1J0QjIBH4QNEk9rlAYecQeG6t7SruHqqNKtAiyf6NREHH2fiehZ3LWgG2klN4iScFTFvZ37Ag5Zx36nS2M2ecgSe+cQnXnySh1t2Knw5t6c53vztJ8UXArmUwxcozOw8ibypnNqB22Bj1ueODgn0dVnflZVlzcfkAcb4ueVBg1bbrGQIuK6Hay4kdtWIqPhxa5o4sV1TBlaspTMrYDf3+dry89LKehHJFckKeswD6w719VvAFsEI+By1Zltq1NqW2yshurLFNC3og9unm2fa7Bkzd1dtq9oBzpECZQ5E1PyfSidca8z7qHxmYcYLdyKVrDlYcbaTrZmfP3Zn0JcpxyjzWnmG4KKNQyz2dDXKkj0eU+w35gQlZs+FeSZjR/plh+qTzJ/qEFnXYndDzQh4rBFt40z+tqfAX+lYE1VWXFYvurLmxb5sUeDiRdPAOfj9JHWx9Sa2DGPYQsvaRM5a8I+p1YVY6t1ijoceDp/LoXNlnV/ZyK/K12XSQuvIrsnHT4XCZ9dP7VXaVvOhR1txEzg5PetZEYyAx5rQrylFhgc7NFb/06NdK5z3y9iudEvbuvTtmE5WlkG3jy3fnLs01C8t6u/4g36OC5aldxa1g+TU3+3LYFhia6t2Z+MeHoM/THHKCrilQ23aj6rcgM/W/2vze5emYst7/jjDrA2m2TxeyE9paMZeUp2KkY7BCIZpwGPxWPSAlnWMnT5fHX6dptvJi1g7ms24YVyT8v6dbYx/8zi6K1cftmR0t0TafMy2zpTgHNxZ1R7u6kDizA6k1jR/ZRnpgQ/i3N1WWmDvPtlq046Qai60+HBl+aKDWpm/NEfP59DjCt1ynT0z7oCLa5rMm9i5E4IR8Gjy/42h18fafBst7ulcT6ym2aNJLWpeJ4I6vbGKHBEhy+ZY401rR/iaVxTW1tGCp1e6gz+8Nf7Yk2Gy0q9agzRPYCkzy0NFviBQxw8kDNOAz7H134mLtl4a1pJ6Nq1FMZEVpzzaanCrOg5tq9RHBTyTeercVfReiNEdvK1mh5uamc+k8SUBOj42ghHwaE/0bUyhQYE0pnsieSruiDi+T2lPCO6P0jmxhkP3FxPheEAE4A0q1Cx4+LAeD5PM9eA6I0chMwKgon6NKrR/2iCaMryl28baf32sG93cti6tf76PputXDg2ipwc2Fbdb+Hg3alYnghaN617het0a1dC1LoBxYAcAtlu+7yzl+nj/oAAdPx7wyQQeT1ptUqtwlYZLWnEHwg/ubEPx1Uun/moZ5uGggm8XEV46bbiNbP0OSfM6kRRhVtxqHoq8aiXomnaTtiJeycT+TUz+blqnqk23B4ByeWY9VXxNIDIjAM7z2X3txUJX/3PCCr1qnSTl+jSL0XZfIYG07ZX+IuuiZOuL/egBK8NRUm8UrYHJY70bkd6m33K93psA4BNToF0NNSMATtQ6vhpteKEvDU8ybZpmj7kPd6aGtaqIniQrJ/Wil4e1qHCde7vUV7ytUrDA62iodXxVKp7loGr2Ax2Nf1+VtbmPrhJqcdtjo8IrLA5o3sHRHbo2dKyGBsBTbDp6kXxZIDIjAJ6pff1oWv10b+rVtJYoTr29fYLxskkDmtKSJ25QbSk+snN9xaZJUpDEWQ5r//u8oJn8A0KeqVFa5E1u/tjShm+NalVRHTpyB1v6rvjbCtWVQvxjJWlfXVLA1wSgAyuAd5A3a+UpvK3qRqlfV+Ufm/uZLH2yBy2d0IO6NapJtSPDxLRiJZzZkH9A9G4WQ7e3jxerG1srfq1euTRz8v2DnWlcn0b0+X3tTXolaP3gaRJTld6+rTU50nelYwP3rATKwaG34OEr9JkBTxKAYATA99KYloKFlnGRYnXfSqFBtOH5vvStbChGGp5hw1rHmgytcBbmnduTxNCQtU2RMjZx1SrRs4OaU22zYaDWskBqVNf6IpPCS7BXr1xahCt5/442YsaQvTib467F5RrVqipmNAEAVVhR2RoM0wB4CXtWebXWwZFnC5kHLr+N706zRnekOzskqGZYzBdM4+vLWftcmTGyXfl1y1rnf3V/B6pXw7Q9/vXxUQ4FE7xvBje+Pnp+oPr7exw8S0xEmE3XRzAC4CXk/6yu/LZfo2oY9WkeQ4F8YFD5fMjJM+15cF1cpE09RdSmLis9nNquvja8JT09oKnxb0cyKP4YjHjillqrRQLvERwYQANb1tZ8fazaC+CF3xrtWUXYHhFhpsMmkmyzYCRcFggseLybTQ3VDFY+kAwqkdfo7on0RL/yXiav3Vg+g6hm1VBjoKJ2e2s4uOndTLmeRtJJthgib7uTF2F2KXdljGxaP8nFB6RqZsOA4Dr8eVViw5vM3U0Y5bzo3xZAf/IDta3H1xvtnGrcqm4kje7WgF4c2tzk/MphplkI+cwMR7IDSh9IWvc1vqzWhS18vLsxUNH6VA26zvRbHM844plMloy5IdFk270pM+KJwlzcpfeKBy+Gl6TDjLNnBpZnFl0TjOgV8toGwQiADfhgxzNfOEBoWjtC8+3+b0Qrui4uyu7H5IzDIz1NG5jd2i5e9BKRd4KVOPIBpDxMU/H+uO+KfBYL92SJlQUj8phAy+Y82a8JdTHrScL7bq0Dr7NijyEqCxxG2rAKs62cGTbZMk34gzvaqF72YA/XrgPFxdl6rDU1QMNwxWKFZRxczZXZiMCAACq2JTWiIwQjADbimS+/j1fvL6IkThY0OEt4SBC9d3uS4mW21m7IgwWl/SpR6IKdWLO80JWnOPM0ZflNTeprrDz+gzckir4tRcWm13z71tYUIrtTng5rLTjQEohxYbA5tZt5S0HnntcGar5u/5a16cD/DVa8jF9HV+jXPEYEIh/f3ZZiIm0rrJSrX0PbMg3mPDVBwLPqZo3u6JSO0eaCg5AZAfBZ/E3G1m8zPCPFFdo3qC4+nKU+Jdwh9uEeiWIdHCWP9SpdXXjY9bHiZ0J0aSZjaNnfjHuYmFP6OFM6RssDEEtP0QtDTIecXhpa2tm2wGyGED9v8sxIu3rVKzz35p+1Wj57uzQqrzMx3k4lZPKWYETrGk7S08fBrDt9Pbqj6IzMazg58ozyCtlalmkw99zgZuSJIisFi2J1Z3SMNhcUGOg1mRG0RgRwoZ1TBlBOfhHFRDg/MyI1ReMOsdLx8qEeDS1en/uWtKnXl2LLeo4sm9CTTl25ZjLk1KR2hGhZXyjLUigVoCoFZGL2j/S7yjjNjw93oS4No+nNPw+Iv2tUCTXeTukgI2+fb355jyb8Ld72D9ubkurSgn9O0brDFzy6qK9dvWr0T9oVp9zXvqmD6NtNx2nwdcrDUdb8/VJ/6vj6Srtu+5/W5cEus/cp5azYLe3i6a1lByg/p8Cm22odVuVs3HO/7iZn4yCsc2I0fZp81OT8rg1dk4lijWtVpZOXr5I3QGYEwIWqVQ7VvPqvvfibuy0HTE6VSwd/btWu9CFtXgRas6q2tLo8iSC/C/mXs66NaphsrzyA4Rbp5rNkgmXTY3ixQfn9fjemU4XZAloyI/yYUnbI2u3cNdW1tVn2jGcRLXjceTUM/Fo/3rsxNaxleeVmpcCTOwbXsrFnhdyjZvVOthQZcwdgeaaM3+/may450x0dE+iV/1hePdsevz7WjZ4b3LxCnVQdFwzhzn24M93difejRYXGZ+ZF4p4CwQgAVGB+rOAD46O9Glb4hmvpwK11UT75bfiAufGFvjShXxNjUzb56EOFhf8CAii+ennRLJOPkVuaHaH1eOjIMM3YXtpXTV70eHc68voQ49/mj6q2wKI7cMdguU/uaUuf3dvO6vtBqmVxZJiySBZtSi+tvatRa10ugGuYjr0xlHa9qr0Ox5IvR3VQPP/JvqXDps7GdT/Tb2ktvgyZZxM/v69Dhf8ZT4BgBACs4oP+5CEtrB58TDIesmOnVJui5WDP7eufGtBU8Zt4OGdGFFZp5rVz5j3SxVi0J58dwQFJldAgkUXhlY4/vFN5JonBhqBl64v9SAsegrKkfVn2JyIsWGRr5HUf5tmDcBdkA5SKgS0llp7q31TUNvBQz+BWsfTJPeVdfNVEhDvWV4Q7DZcOx/GyBQ3Ez5Gd69m18KPSWlI3NK4p3hf3dinPyjF+PaIqhYiAhItMXTGTR0udT4KF/x255nWUh6HCFGqDeNkHT4OaEQCoQC2rYW2tC/nxUx6YTL2xlSimu0c2DKM188DTfflgUKNqqDggKw1J3SGbHdMyNpJuahNHdcrqYhY+1o0KS0pEVmX7y/2NtzffR1tm08REhtOjPRvS5ynHxN/8TfPk5WsWb8vfgj9efcTk8vfvSKIv1x2juzqWPy9Na1elQ2dz6OZ2dSscVLLzTRvdOYoXa1z17zl69bd9xvPiotQPfhP6lze4c4SlBSYlD92QSF+tTxUzqPg9cOryNWpQNoOLX8MWsRG0M92xepr7utSn54c0F9Oi1d6HHJDw+49rvyR/PHkDTft9P21JvUSukBQfRbtOZorfZ45sT//533qrt4lUCfraJlSjP3ZnkKdDMAIAmocwejapRd0a1dB0MJHXHnCWQ23qIrestoRTzbyYIGc85PUlavhA9dFd5Y/FtwkLLP12aBLIyH7lGUickVn571nNNSMT+5dmb/hbJgcjjV/6s+K+ybI0nO0pNhhoxpqjJrU4nHGS42ZxR87lVKghsWcGiTVcz3R/twbGYOSezvWono1TZ7mjqq2NzDi4mDmyHT025x/Fy/kpf/k/LemZQc2Ms36kQMSZuP+PFvy6yXHPoHduS6Ke76yx+TF5yDP54PkKyzfIyQMjrdP0OeBWwq/vj1vT6Oj5XON59nZEdiUM0wBABeYr/MrTynMf7kIvlk3FNSc/bFv7uJtY9i176k3lLeTVRFUOEfUk5o/hLLw//C2ZMxWf3dve5DJ5AMSBBxcHMl5xmWcv8UFSLd0uL77lQOix3o1F4SwfiNXwfvLQkhQ4SSn1sb0amgxXObu4kg/Mr2s8OMvx7Ch7DDErIJaTjpWOTD/mItQ7OsQ7ZViC3xvmlGJUzmpZw8OEPAV/ltlK3VI2iMkLXbWuvGveo0feDHHeI13F743LioHldTjPmxXV6gWZEQCo4Iv72tNLC/fSxAG2peVtmdXDmQWeZcEHddsew6arq9+PyX1yvUaAmDbKdk0ZSEnT/qqQGXm8TyPR60Qr86wPp/vlqyVr8enIdnTsQo5oMvfK4tIMxnODmtO+01n06z8nVW/HdR33dqlP9369xep0Xp52yid7yDv/2mraTdfRhiMXaPm+ihkp6yy/EbgGhJMFvZrGUM+mjk2ffbx3I/o0+QjlFSpnH7a82I+Ons+hDvWjjcFDgxf+UM30qU3Bf/k/LenZwc1MptWrBWSH/juEmr5cno3jwGvPqUwxHdwcZ/B2vzbQ2KVX3nukitmyEnpBMAIAFXCvkZ/Hln6bspeWTLCtgYgzWQqcOBOjlBmxNqQkaREbKYpSQ4Idj5z44MZN7LiQU57Gf/f21mLWx6u/7aUJ/UrXN+HlATIy82hEmzj6sGyo6p9XBlC1Sq5bnE4+NZW/9fOQ1W2fbRJ/c+GwJVyQyie1A7clD/VIFMMPt7Qr7RljjoPIsNBA0VvHUZz56tGkFq3YXx40yd8+PISm1rnW1slYYcFBxElArknioIGH8uT1SWoZk5Gd64v3HZ+s1ZTIgx09++jI2RzSpqSk0PDhwykuLk7sxKJFi6zeJjk5mdq1a0dhYWHUuHFjmj17tr3bCwAejA96/GHIlf3WZpJ4C/kXf63TfP944gb66dEuTl20T35fHCDx5y9PuZ0/thvdUDbbhIdbeAhgmmy4hWeKaKm1sXUdF3m2J/mZ3qK76oi2dUUgK++66iqNalWlf6cNVl0SwdmdcweUDfVIAZZJt2ELWRp7t2Py0BYiUyJ1LN7xygC63qxWS9p3zp7xa9yhQbRxONOSIll9iac0GLY5GMnNzaWkpCSaMWOGpuunpqbSsGHDqE+fPrRz506aOHEiPfTQQ7R8+XJ7thcAPBh/IPKBmJtk2XoA1EprAzZrtPbtkA/TWDqwdCgb5uDW/FKw4MxvnQEailm5CJeHANRmVmjFGQ7pG7aW4Ruum+FmeubZI639LHha9tMDbF+9ljNras+xs7/x39Y+XtQTrXq6d9n9yx9MeS0e+XRkRwQEBFD1KqEVhihvbR8vhmvkyzloIa8Z0doPyOOGaYYMGSJOWn322WeUmJhI7733nvi7RYsWtH79evrggw9o0KBBtj48AHg4VwUhEu5t8fyvu0X3SkcMuq6OmAbcsYHlgy13LJWmWVoapvliVAdasvs03ShbY8SZ3VvNhwVcib9d/za+O607fF5827aFPGDTOmmDZ9fw6b0Vh8iT39eDZSs7mxzEFfbzf/e0pW3HL1dYidoRPZvUot0nMylC1h9Ga4GrXJFsyM/V7yWPqRnZtGkT9e/f3+Q8DkI4Q6ImPz9fnCRZWVku3UYA8B48I4CHIxzFhYHcZ0PNT490oSW7M+iRng1p4Y7SmgRLwy48HGL+LdiZcZn8m36oA0WjthSm9m1e26GCVn5OfJX8tVVaGbdyaLBxAUtneaJfY5Ft6uHg/crXyuKamu83n6DODW0LOr0uGDlz5gzVrm36hua/OcC4du0aVapUMY03ffp0mjp1qqs3DQBAVeeGNcTpytXyBdlsrQFxVXEgr9HjqTgzkvJsH9H3Qkv9gitwt101H93VhibM26naiVczK8GIK4QFB9FdCo0DbfX0wKZ0MTdfDD1xUL5onPPWQPKp2TSTJ0+mSZMmGf/mwCUhobzDIgCAu5i2uLctuHDViFVokGdMx1Rja+M0LW3qLWlYswodu1Da1KtTYrTFjMRNberSkFaxdg1vyFWvXJ71iXThbCVX4OnFn4407aejN5eH13Xq1KGzZ03nkPPfkZGRilkRxrNu+HL5CQBAD2orEWu7rWuiEXnNgC/hhnLcmfT7B0sby2n1Y9m6RKzEfBlnBY4GItJwFC8CyCdHeq1AKZe/o7t27UpLly41OW/FihXifAAAr8qM2JjqkDVgdQpezfjUlWsVWsX7Cu7V8ceT6nU8WjoGu2vIxBmLAIIDwUhOTg4dOXLEZOouT9mNjo6mevXqiSGWU6dO0XfffScuHzt2LH3yySf03HPP0ZgxY2j16tX0888/0x9/2N7kBgDA3eTreNia52gq67nhDLy+DVhmbydZ8LJgZNu2baJniESq7bj//vtFM7OMjAxKS0szXs7TejnweOqpp+ijjz6i+Ph4+uqrrzCtFwC8gjwFX9XG4RFeiO738TeIxeTAtdY805tW7D9D93VxvK8HuF+AwROX7zPDBaxRUVGUmZmJ+hEAcLu1h86LWoQ+ZY2sAMC5x2/frIICAHCiXk7uFwEAplACDAAAALpCMAIAAAC6QjACAAAAukIwAgAAALpCMAIAAAC6QjACAAAAukIwAgAAALpCMAIAAAC6QjACAAAAukIwAgAAALpCMAIAAAC6QjACAAAAukIwAgAAALryilV7DQaDcSliAAAA8A7ScVs6jnt1MJKdnS1+JiQk6L0pAAAAYMdxPCoqSvXyAIO1cMUDlJSU0OnTpykiIoICAgKcGrFxgJOenk6RkZHki3x9H319//xhH7F/3s/X99HX98+V+8ghBgcicXFxFBgY6N2ZEd6B+Ph4l90/P/G++gbzl3309f3zh33E/nk/X99HX98/V+2jpYyIBAWsAAAAoCsEIwAAAKArvw5GwsLC6NVXXxU/fZWv76Ov758/7CP2z/v5+j76+v55wj56RQErAAAA+C6/zowAAACA/hCMAAAAgK4QjAAAAICuEIwAAACArvw6GJkxYwY1aNCAwsPDqXPnzrR161byBtOnT6eOHTuKjrQxMTE0YsQIOnjwoMl1evfuLbrVyk9jx441uU5aWhoNGzaMKleuLO7n2WefpaKiItLba6+9VmHbmzdvbrw8Ly+Pxo0bRzVq1KCqVavSrbfeSmfPnvWKfZPw+858H/nE++WNr19KSgoNHz5cdFnkbV20aJHJ5VwnP2XKFIqNjaVKlSpR//796fDhwybXuXTpEo0cOVI0XKpWrRo9+OCDlJOTY3Kd3bt3U48ePcT/LHeLfPvtt3Xfv8LCQnr++efp+uuvpypVqojrjBo1SnSNtvaav/nmmx6xf9b2kY0ePbrC9g8ePNgnXkOm9P/Ip3feeccrXsPpGo4LzvrsTE5Opnbt2omZN40bN6bZs2c7vgMGPzVv3jxDaGio4ZtvvjHs27fP8PDDDxuqVatmOHv2rMHTDRo0yDBr1izD3r17DTt37jQMHTrUUK9ePUNOTo7xOr169RL7lJGRYTxlZmYaLy8qKjK0atXK0L9/f8OOHTsMS5cuNdSsWdMwefJkg95effVVw3XXXWey7efPnzdePnbsWENCQoJh1apVhm3bthm6dOli6Natm1fsm+TcuXMm+7dixQqe1WZYs2aNV75+/PgvvfSSYcGCBWI/Fi5caHL5m2++aYiKijIsWrTIsGvXLsONN95oSExMNFy7ds14ncGDBxuSkpIMmzdvNqxbt87QuHFjw9133228nPe/du3ahpEjR4r3/o8//mioVKmS4fPPP9d1/65cuSJeh59++slw4MABw6ZNmwydOnUytG/f3uQ+6tevb5g2bZrJayr/n9Vz/6ztI7v//vvFayTf/kuXLplcx1tfQybfLz7xsSEgIMBw9OhRr3gNB2k4Ljjjs/PYsWOGypUrGyZNmmTYv3+/4X//+58hKCjIsGzZMoe232+DEf6wGDdunPHv4uJiQ1xcnGH69OkGb8MHNv7nWrt2rfE8PphNmDBB9Tb8JgsMDDScOXPGeN7MmTMNkZGRhvz8fIPewQh/oCnhD/6QkBDD/Pnzjef9+++/Yv/5IODp+6aGX6tGjRoZSkpKvP71M/+g532qU6eO4Z133jF5HcPCwsSHNeMPNb7d33//bbzOn3/+KQ4Gp06dEn9/+umnhurVq5vs3/PPP29o1qyZwZ2UDmTmtm7dKq534sQJkwPZBx98oHobT9k/phaM3HTTTaq38bXXkPe1b9++Jud502t4zuy44KzPzueee058WZS78847RTDkCL8cpikoKKDt27eLVLF8/Rv+e9OmTeRtMjMzxc/o6GiT8+fMmUM1a9akVq1a0eTJk+nq1avGy3g/Oa1cu3Zt43mDBg0SiyXt27eP9MYpfE6nNmzYUKR9OXXI+HXjtLj8teMhnHr16hlfO0/fN6X34w8//EBjxowxWQjSm18/udTUVDpz5ozJa8ZrVfDQqPw147R+hw4djNfh6/P/5ZYtW4zX6dmzJ4WGhprsM6eiL1++TJ72P8mvJe+THKf0OUXetm1bkf6Xp7+9Yf84Pc+p+2bNmtFjjz1GFy9eNF7mS68hD1388ccfYpjJnLe8hplmxwVnfXbydeT3IV3H0WOnVyyU52wXLlyg4uJikyec8d8HDhwgb8IrGk+cOJG6d+8uDlqSe+65h+rXry8O6DyGyWPa/A+xYMECcTkfHJT2X7pMT3yQ4jFI/sDLyMigqVOnijHYvXv3im3jf3TzD3nedmm7PXnflPDY9ZUrV8SYvC+8fuak7VHaXvlrxgc5ueDgYPFBKr9OYmJihfuQLqtevTp5Ah6X59fr7rvvNllw7MknnxTj7LxPGzduFAEmv7/ff/99r9g/rg+55ZZbxDYePXqUXnzxRRoyZIg4CAUFBfnUa/jtt9+K2gveXzlveQ1LFI4LzvrsVLsOByzXrl0TNWH28MtgxJdwMRIfpNevX29y/iOPPGL8nSNdLhzs16+f+BBp1KgReTL+gJO0bt1aBCd8YP7555/tfqN7sq+//lrsMwcevvD6+TP+5nnHHXeIgt2ZM2eaXDZp0iST9zUfGB599FFReOgNbcbvuusuk/ck7wO/Fzlbwu9NX/LNN9+IjCwXoXrjazhO5bjgyfxymIZT3xzJm1cR89916tQhbzF+/HhasmQJrVmzhuLj4y1elw/o7MiRI+In76fS/kuXeRKO5Js2bSq2nbeNhzU4k6D22nnTvp04cYJWrlxJDz30kM++ftL2WPp/45/nzp0zuZzT3zw7w1teVykQ4dd0xYoVVpdh59eU9/H48eNesX/meAiVP0vl70lvfw3ZunXrRBbS2v+kp76G41WOC8767FS7Dr/fHfmy6JfBCEez7du3p1WrVpmktfjvrl27kqfjb138hlu4cCGtXr26QlpQyc6dO8VP/obNeD/37Nlj8uEhfYC2bNmSPAlPDeSMAG87v24hISEmrx1/cHBNifTaedO+zZo1S6S2eSqdr75+/P7kDzD5a8YpXa4jkL9m/CHJ49oSfm/z/6UUiPF1eHomH/Tl+8zDeXqn96VAhGudOLjkmgJr+DXlegppaMOT90/JyZMnRc2I/D3pza+hPFPJnzNJSUle9RoarBwXnPXZydeR34d0HYePnQY/ntrL1fyzZ88WVeCPPPKImNorryL2VI899piYJpmcnGwyxezq1avi8iNHjojpZzx1KzU11bB48WJDw4YNDT179qwwhWvgwIFiGhhPy6pVq5ZHTH99+umnxb7xtm/YsEFMM+PpZVwdLk1P4ylrq1evFvvYtWtXcfKGfZPjGVy8H1xtL+eNr192draYCsgn/lh5//33xe/SbBKe2sv/X7wvu3fvFjMVlKb2tm3b1rBlyxbD+vXrDU2aNDGZFsqzAXja5H333SemL/L/ME8xdMe0SUv7V1BQIKYqx8fHi9dC/j8pzUDYuHGjmIXBl/NU0R9++EG8XqNGjfKI/bO2j3zZM888I2Zd8Hty5cqVhnbt2onXKC8vz+tfQ/nUXN4enkFiztNfw8esHBec9dkpTe199tlnxWycGTNmYGqvo3h+NL8w3G+Ep/ry3HhvwP9ISieeY87S0tLEgSs6OloEXDzXn9848j4V7Pjx44YhQ4aIefB8sOcgoLCw0KA3niYWGxsrXpe6deuKv/kALeED2OOPPy6m0PE/xc033yz+6bxh3+SWL18uXreDBw+anO+Nrx/3R1F6T/J0UGl67yuvvCI+qHmf+vXrV2G/L168KA5cVatWFVMJH3jgAXEAkeMeJTfccIO4D35vcJCj9/7xwVntf1LqG7N9+3ZD586dxcEiPDzc0KJFC8Mbb7xhciDXc/+s7SMf0PgAxQcmnh7KU1y5D475lzdvfQ0lHDTw/xMHFeY8/TUkK8cFZ3528nPZpk0b8RnNX5Tkj2GvgLKdAAAAANCFX9aMAAAAgOdAMAIAAAC6QjACAAAAukIwAgAAALpCMAIAAAC6QjACAAAAukIwAgAAALpCMAIAAAC6QjACAAAAukIwAgAAALpCMAIAAAC6QjACAAAApKf/B1FDIjIqqpGPAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(losses)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Compare true v.s. generated samples" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n_samples = 5000\n", + "x_init = p_init.sample((n_samples,))\n", + "samples = solver.sample(x_init=x_init, method='dopri5', step_size=None, return_intermediates=False) # sample from the model\n", + "\n", + "# Plot true:\n", + "X = get_data_batch(n_samples)\n", + "X = X.numpy()\n", + "plt.scatter(X[:, 0], X[:, 1], s=2, alpha=0.4, label='True samples')\n", + "\n", + "# Plot generated:\n", + "plt.scatter(samples[:, 0], samples[:, 1], s=2, alpha=0.3, label='Model samples')\n", + "\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot sampling trajectory across time." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "n_samples = 1000\n", + "n_steps = 10\n", + "T = torch.linspace(0,1,n_steps)\n", + "x_init = p_init.sample((n_samples,))\n", + "sol = solver.sample(time_grid=T, x_init=x_init, method='midpoint', step_size=None, return_intermediates=True) # sample from the model" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from matplotlib import cm\n", + "fig, axs = plt.subplots(1, 10,figsize=(20,20))\n", + "\n", + "for i in range(10):\n", + " axs[i].scatter(sol[i,:,0], sol[i,:,1], s=2)\n", + " axs[i].set_aspect('equal')\n", + " axs[i].axis('off')\n", + " axs[i].set_title('t= %.2f' % (T[i]))\n", + " \n", + "plt.tight_layout()\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.11.11" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/flow_matching/solver/ode_solver.py b/flow_matching/solver/ode_solver.py index 2ee8a17..9dd01d5 100644 --- a/flow_matching/solver/ode_solver.py +++ b/flow_matching/solver/ode_solver.py @@ -159,20 +159,26 @@ def dynamics_func(t, states): # Compute exact divergence div = 0 for i in range(ut.flatten(1).shape[1]): - div += gradient(ut[:, i], xt, create_graph=True)[:, i].detach() + g = gradient(ut[:, i], xt, create_graph=True)[:, i] + if not enable_grad: + g = g.detach() + div += g else: # Compute Hutchinson divergence estimator E[z^T D_x(ut) z] ut_dot_z = torch.einsum( "ij,ij->i", ut.flatten(start_dim=1), z.flatten(start_dim=1) ) - grad_ut_dot_z = gradient(ut_dot_z, xt) + grad_ut_dot_z = gradient(ut_dot_z, xt, create_graph=enable_grad) div = torch.einsum( "ij,ij->i", grad_ut_dot_z.flatten(start_dim=1), z.flatten(start_dim=1), ) - return ut.detach(), div.detach() + if not enable_grad: + ut = ut.detach() + div = div.detach() + return ut, div y_init = (x_1, torch.zeros(x_1.shape[0], device=x_1.device)) ode_opts = {"step_size": step_size} if step_size is not None else {}