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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as onp\n",
"import symnum.numpy as snp\n",
"from symnum import numpify, jacobian, grad\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"dim_x = 2\n",
"\n",
"@numpify((dim_x,))\n",
"def f(x):\n",
" return x[0]**2 / 2 + (x[1] - 0.5 * x[0]**2)**2 / 0.2\n",
"\n",
"grad_f = grad(f)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"@numpify((dim_x,), (dim_x,), (dim_x,), None)\n",
"def forward_step(x, ξ, η, h):\n",
" H_1 = x + snp.sqrt(2 * h) * ((snp.sqrt(6) + 2) / (2 * snp.sqrt(6)) * ξ + η / snp.sqrt(12))\n",
" H_2 = x - h * grad_f(x) + snp.sqrt(2 * h) * ((snp.sqrt(6) - 2) / (2 * snp.sqrt(6)) * ξ + η / snp.sqrt(12))\n",
" return x - (h / 2) * (grad_f(H_1) + grad_f(H_2)) + snp.sqrt(2 * h) * ξ\n",
"\n",
"jacobian_forward_step = jacobian(forward_step)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def norm(x):\n",
" return abs(x).max()\n",
"\n",
"def solve_reverse_step_fixed_point(y, ξ, η, h, tol=1e-8, max_iters=100):\n",
" \n",
" def fixed_point_func(x):\n",
" H_1 = x + onp.sqrt(2 * h) * ((onp.sqrt(6) + 2) / (2 * onp.sqrt(6)) * ξ + η / onp.sqrt(12))\n",
" H_2 = x - h * grad_f(x) + onp.sqrt(2 * h) * ((onp.sqrt(6) - 2) / (2 * onp.sqrt(6)) * ξ + η / onp.sqrt(12))\n",
" return y + (h / 2) * (grad_f(H_1) + grad_f(H_2)) - onp.sqrt(2 * h) * ξ \n",
" \n",
" x = y + (h / 2) * grad_f(y) - onp.sqrt(2 * h) * ξ\n",
" \n",
" for i in range(max_iters):\n",
" x_prev = x\n",
" x = fixed_point_func(x)\n",
" if norm(x - x_prev) < tol:\n",
" return x\n",
" \n",
" raise RuntimeError(f'Fixed point iteration failed to converge in {max_iters} iterations.')\n",
" \n",
"\n",
"def metropolised_step(x, s, h, rng, tol=1e-8, max_iters=100):\n",
" ξ, η = rng.standard_normal(dim_x), rng.standard_normal(dim_x)\n",
" if s == 1:\n",
" y = forward_step(x, ξ, η, h)\n",
" try:\n",
" x_rev = solve_reverse_step_fixed_point(y, ξ, η, h, tol, max_iters)\n",
" if norm(x_rev - x) > tol:\n",
" raise RuntimeError('Non-reversible step.')\n",
" except RuntimeError:\n",
" return x, -s, 0\n",
" log_det_dy_dx = onp.linalg.slogdet(jacobian_forward_step(x, ξ, η, h))[1]\n",
" else:\n",
" try:\n",
" y = solve_reverse_step_fixed_point(x, ξ, η, h, tol, max_iters)\n",
" x_rev = forward_step(y, ξ, η, h)\n",
" if norm(x_rev - x) > tol:\n",
" raise RuntimeError('Non-reversible step.')\n",
" except RuntimeError:\n",
" return x, -s, 0\n",
" log_det_dy_dx = -onp.linalg.slogdet(jacobian_forward_step(y, ξ, η, h))[1]\n",
" accept_prob = min(1, onp.exp(-f(y) + f(x) + log_det_dy_dx))\n",
" if rng.uniform() < accept_prob:\n",
" return y, s, accept_prob\n",
" else:\n",
" return x, -s, accept_prob\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"seed = 1234\n",
"rng = onp.random.default_rng(seed)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/symnum_grad_f_module_6cimkqmz.py:5: RuntimeWarning: overflow encountered in double_scalars\n",
"/home/matt/miniconda3/envs/sde/lib/python3.7/site-packages/ipykernel_launcher.py:8: RuntimeWarning: invalid value encountered in subtract\n",
" \n",
"/home/matt/miniconda3/envs/sde/lib/python3.7/site-packages/ipykernel_launcher.py:9: RuntimeWarning: invalid value encountered in add\n",
" if __name__ == '__main__':\n",
"/tmp/symnum_grad_f_module_6cimkqmz.py:3: RuntimeWarning: overflow encountered in double_scalars\n",
"/tmp/symnum_grad_f_module_6cimkqmz.py:5: RuntimeWarning: invalid value encountered in double_scalars\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Average acceptance probability: 0.51\n"
]
}
],
"source": [
"num_sample = 100000\n",
"h = 0.05\n",
"\n",
"x_chain = onp.full((num_sample, dim_x), onp.nan)\n",
"\n",
"x0 = rng.standard_normal()\n",
"x_chain[0] = onp.array([x0, 0.5 * x0**2 + rng.standard_normal() * 0.1**0.5])\n",
"s = 1\n",
"av_accept_prob = 0\n",
"\n",
"for t in range(1, num_sample):\n",
" x_chain[t], s, accept_prob = metropolised_step(x_chain[t-1], s, h, rng)\n",
" av_accept_prob += accept_prob\n",
" \n",
"av_accept_prob /= num_sample - 1\n",
"print(f'Average acceptance probability: {av_accept_prob:.2f}')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fd9010863d0>]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x864 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(12, 12))\n",
"ax.plot(x_chain[:, 0], x_chain[:, 1], '.', ms=1)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fd900876fd0>]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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335at6XckCVZmvFTnLkLj4rh/4RecDMnCwBvvVaEsIsmiIllEgt/Rowz7YhDVt66me4tezL78Wr8TSbAz44Ub7iYs9iRdor/kYNYcvHZ9J79TiUg6oiJZRILbyZPQoQO1N/7Kf5v0ZEaF2n4nkvTCjAH17yPi+BEe+WkMB8Jz8GHN1n6nEpF0QkWyiASvuDi45x6YNIl+N93P51fW9zuRpDdm9GnUnYjjR3hmzoccDM/BZ1Vv9juViKQDAfXGMbNGZrbazNaYWe8kjrc0s9/MbKmZRZtZ7UDPFRFJknPQowd8/DEMHMhHVzX3O5GkU3EhofRs/l++K30VL8z8H81WzvU7koikA+edSTazUGAo0ACIARaZ2WTn3O8Jhn0DTHbOOTOrAowDKgR4rohkUufaLvjxuaPo/vM43qt5Cy/8XQ10z5VchBOhYXRr3YePxvXjtamvcDBrdr4rc7XfsUQkiAUyk1wTWOOcW+ecOw6MBVomHOCcO+icc/FPIwAX6LkiIondv2AC3X8ex+iqN/PCDXerK4GkiKNh2bj31mdZFVmKdye9QM3Ny/2OJCJBLJA1yUWBzQmexwC1Eg8ys9bAC0ABoGlyzo0/vyvQFaBEiRIBxBKRjKjdr7Po891IplS4nr4NH1SBLCnq7/AI7rptAOM+fZIPJzxH+45DWFGwDHDuKxuJbRjS9PyDRCRdC2QmOanfUO5fLzg30TlXAWgFDEzOufHnD3PORTnnoiIjIwOIJSIZTYM/5/P8rKF8X7oGjzV7jLiQUL8jSQa0J0cebm83iAPhORk5vh8l9m7zO5KIBKFAiuQYoHiC58WArWcb7JybC5Qxs/zJPVdEMq+rNy/nrckvsaxQWR5o1YcToWF+R5IM7K/c+bnztgFkiY1l1LhnyX9or9+RRCTIBFIkLwLKmVlpM8sKtAcmJxxgZmXNvGuiZlYDyArsDuRcEZHyOzfw4ecD2ZK7AHff2o/DWbP7HUkygbX5i3N32/4UOLSHkeP7k/PYYb8jiUgQOW+R7Jw7CXQHZgErgXHOuRVm1s3MusUPawMsN7OleN0s2jlPkuemxg8iIulTsf3bGTXuWQ6FZeOOdgPYmyOP35EkE1lapDwPtHqK8js38N7EQWQ9ecLvSCISJOx0U4rgERUV5aKjo/2OISKprEaP0Yz/tBf5D+2jbacX+SOylN+RJJNqtWIOr099hWnlr+PhFr3Oux5eN+6JZAxmttg5F5XUsYA2ExERSXEHDzJ8Qn+KHtjJPbf2U4Esvpp0RT0G1utC09U/0v/rYd5mNiKSqWlbahFJeydOQNu2VP5rLfff8jSLi1XyO5EIH9ZsTeShvXRb+AV/5bqUt6+9ze9IIuIjFckikracg/vvh5kzebrRw3xTNsnW6SK+ePGGzhQ8uIdec0fxV65L+aJyfb8jiYhPVCSLSNrq3x9GjIBnn+WzYzX9TiNyBmch9GryCJGH9vLijDfZGZGPeaVr+B1LRHygNckiknbefx8GDIB77vGKZZEgdCI0jAdaP8WaS4vzzqQXuGL7Wr8jiYgPVCSLSNqYNg0eeAAaNYJ339V20xLU/g6P4K62z7E/PCcjxven2P7tfkcSkTSmIllEUt+iRXDbbVCtGowfD2HaTU+C345cl3LXbc8RfvI4I8f1I8+Rv/2OJCJpSGuSRSTFleo97Z/PS+zdxhefPM7hsFzccu2j7Br0vY/JRJJnTf4S3NfmGT7+rC8ffD6Q29sN5FhYuN+xRCQNaCZZRFJNvsP7GTm+H6Fxcdx12wB2ReTzO5JIsi0sXpmezR7nqi0reXXaq5iL8zuSiKQBzSSLSKoIP3GM978YRNEDO+nQ/nnWX1LU70giF2x6hdo8f2AHfecMZ8ucEUBzvyOJSCrTTLKIpDhzcbwy7TVqbFnFo83+y5JiFf2OJHLRPri6NSNrNKProokwdKjfcUQklalIFpEU1/u7kTRb/QPP17ubGRVq+x1HJGWYMaD+fXxVthb06AGTJ/udSERSkYpkEUlZQ4dy/8Iv+KhGUz64urXfaURSVFxIKD2aPwE1akD79l7nFhHJkFQki0jKmTIFevTgq7I1ea5+V/VClgzpSNZsMHUqFCwIzZrB+vV+RxKRVKAiWURSxqJF3sxajRr0aN6LuJBQvxOJpJ6CBWHGDDhxApo0gT17/E4kIiksoCLZzBqZ2WozW2NmvZM43snMfot//GRmVRMc22Bmy8xsqZlFp2R4EQkSGzZ4M2oFCsDUqd5Mm0hGV6ECTJoE69ZB69Zw7JjfiUQkBZ23SDazUGAo0BioBHQws0qJhq0H6jrnqgADgWGJjtdzzlVzzkWlQGYRCSb79nkzacePw/Tp3gybSGZRpw6MGAFz50KXLuCc34lEJIUE0ie5JrDGObcOwMzGAi2B308NcM79lGD8fKBYSoYUkSB1/DjccgusWQOzZ0NFtXqTTKhjR29dct++cNllMGCA34lEJAUEstyiKLA5wfOY+NfOpgswI8FzB8w2s8Vm1jX5EUUkKDkH990Hc+bAhx/CDTf4nUjEP089BffcAwMHejPLIpLuBTKTnNTt6UleTzKzenhFcsLGqNc557aaWQHgKzNb5Zybm8S5XYGuACVKlAggloj4auBAGDUKnnsO7rjD7zQi/jKDd9+FTZuga1coUQLq1/c7lYhchECK5BigeILnxYCtiQeZWRXgA6Cxc273qdedc1vjP+4ws4l4yzf+VSQ754YRv5Y5KipKi7pEglCp3tMAuGX5N7w67TUmVK7P44dqQPzrIplaWBhMmAC1a3vLkH78ESpX9juViFygQJZbLALKmVlpM8sKtAfO2GbIzEoAXwB3OOf+SPB6hJnlOvU50BBYnlLhRSTtXbPpN4bMeIufSlShT6Pu6oUsklCePDBtGuTIAU2bwrZtficSkQt03iLZOXcS6A7MAlYC45xzK8ysm5l1ix/2LHAp8HaiVm8FgR/M7FdgITDNOTczxX8KEUkTZXZt5r0vBrMxX2G6tX6KE6FhfkcSCT4lSniF8u7d0Lw5HDrkdyIRuQDmgrBdTVRUlIuOVktlkaCyfTuby1cl28ljtL7jFWLyqNWbZF4bhjQ9/6CpU6FlS29GeeJECNUGOyLBxswWn61FsXbcE5HzO3wYWrQg/6F9dGnzrApkkUA0awZvvult1/7YY36nEZFkCuTGPRHJzGJj4fbbYdEierR+mt8KX+53IpH046GHvB35Xn3V66H8yCN+JxKRAKlIFpFze+IJ71LxG2/w1dYyfqcRCQqlAuzosmFIU3j5ZW/r9p49oWRJaNUqdcOJSIrQcgsRObv//Q9eew169PAeIpJ8ISHw8cdw9dXe7nyLFvmdSEQCoCJZRJI2ZYp3abhFC+9SsYhcuBw5YPJkKFTIW6u8fr3fiUTkPFQki8i/RUdD+/ZQowaMHq278kVSQsGCMH06HD/udbzYu9fvRCJyDiqSReRMGzZ4M12Rkd5sckSE34lEMo4KFWDSJFi7Flq3hmPH/E4kImehIllETtu7F5o08X5xz5jhXRoWkZRVty6MGAHffw9dukAQ7lcgIupuISKnHDsGt9wCa9bAV19BxYp+JxLJuDp29K7aPP00lCoFgwb5nUhEElGRLCLeTFaXLvDdd/DJJ95Ml4ikrj59vBv4Bg/2CuV77/U7kYgkoCJZROCZZ+DTT71f1p06+Z1GJHMwg7ffhpgY6NYNihWDRo38TiUi8bQmWSSz++ADrzi+915vZktE0k5YGIwbB1deCW3bwtKlficSkXgqkkUys5kzvRmsm2/2ZrTM/E4kkvnkygXTpkHevF5ruE2b/E4kIqhIFsm8liyBW2/1ZrDGjfNmtETEH0WKeB1lDh2Cxo3VQ1kkCGhNskhmtH691+rt0ku9zQ1y5/Y7kUiGVKr3tIDGbRjSFCpXhokTvSs7rVvDrFkQHp7KCUXkbFQki2Q2u3d7M1XHjsGcOVC4cMC/yEUkldWrByNHejfQ3nWXt+NliC76ivghoD95ZtbIzFab2Roz653E8U5m9lv84yczqxrouSKSho4cgRYtvJnkyZPVC1kkGHXsCC++CJ99Bk8+6XcakUzrvDPJZhYKDAUaADHAIjOb7Jz7PcGw9UBd59xeM2sMDANqBXiuiKSF2Fi4/Xb4+Wfvl+/11/udSETO5oknvBv4/u//oHhx6NHD70QimU4gyy1qAmucc+sAzGws0BL4p9B1zv2UYPx8oFig54pIGnAOevaEL76A117zWk2JSPAygzfegC1b4NFHoWhRaNPG71QimUogyy2KApsTPI+Jf+1sugAzknuumXU1s2gzi965c2cAsUQkYC+/DG+95RXKjz7qdxoRCURoqLcm+ZprvDXKc+f6nUgkUwmkSE6qcapLcqBZPbwi+dQiqoDPdc4Nc85FOeeiIiMjA4glIgEZNcpb19iunXfpVkTSj+zZYcoUb9vqFi1g2TK/E4lkGoEUyTFA8QTPiwFbEw8ysyrAB0BL59zu5JwrIqlkxgy45x6oXx8++kh3yYukR5de6rWDi4jwtq3WZiMiaSKQ35iLgHJmVtrMsgLtgckJB5hZCeAL4A7n3B/JOVdEUsnChd5mIVWqeGuR1W9VJP0qWdLbIfPQIa+P8u7d5z9HRC7KeW/cc86dNLPuwCwgFBjunFthZt3ij78LPAtcCrxt3ra2J+OXTiR5bir9LCJyyh9/eNvbFiyozUJE0oGANx2ZPBkaNoRmzeCbbyBHjlROJpJ5BbSZiHNuOjA90WvvJvj8XuDeQM8VkVS0bZs302QGs2dDoUJ+JxKRlFKnjnczX9u23n0GEydCFu0LJpIatEBRJCPZv9/bTW/nTm8GuWxZvxOJSEq75RYYOhSmToWuXb0WjyKS4vTPT5GM4sgRaN4cVqyAadMgKsrvRCKSWrp1864aDRgAkZHeDn0ikqJUJItkBCdOwG23wQ8/wJgx0LBhwGscRSSd6t8fdu2Cl17yOmD06uV3IpEMRUWySHoXF+e1eZs6Fd55x1unKCIZn5m3SdCePV4v9Hz54L77/E4lkmGoSBZJz5zzdtD75BMYNMi7BCsimUdIiNcDfd8+789/vnxe60cRuWi6cU8kPRswwJtJeuwxeOopv9OIiB+yZoXPP4drr4WOHeGrr/xOJJIhqEgWSa/efNNbk9i5s7fdtCW1C7yIZAo5cnhLripWhFatYP58vxOJpHvmgrB1TFRUlIuOjvY7hkhQKtV7Gq2Xf8tr015lVrlreLBVH2JDQv2OJSJBIPLgXsZ/2ou8R/8m78Kf4Mor/Y4kEtTMbLFzLsl2UJpJFklnGq3+kf+b/jo/lahCjxa9VCCLyD925szH7e0GcjRLVmjQwNt9U0QuiIpkkfRk+nTenPwyvxQpz71tnuFYlqx+JxKRIBOTtxCd2g/2Ot/Urw8bNvgdSSRdUpEskl58+y3ccgurI0tyd9v+HM6a3e9EIhKk1l5a3LuB79Ahr1DessXvSCLpjopkkfTgp5+gRQsoW5Y7bxvA3+ERficSkWBXtSrMnAk7dsBNN3kfRSRgunFPJNgtWQL16kGBAjB3LqXeWOJ3IhFJR2puXs5H4/qx/pIidGj/PPuz5zrj+IYhTX1KJuI/3bgnkl6tWAENG0LevPDNN1C4sN+JRCSdWVi8Ml1veZoyuzfz0fh+5Dx22O9IIumCdtwTCRKlek8743mZXZsZO7YPcRZC2zbPsOntZcAyf8KJSLo2r3QNurfszduTXmDE+P50btufQ+E5/I4lEtQCmkk2s0ZmttrM1phZ7ySOVzCzn83smJk9nujYBjNbZmZLzUxrKEQCcKpAdhgd2w9mUz7NIIvIxfmq3DX0aP4E1beuYsSE/kRoRlnknM5bJJtZKDAUaAxUAjqYWaVEw/YAPYD/O8uXqeecq3a2NR8iclqZ3V6BDNChw/PeXeoiIilgRoXa9GjRixpbvEI5x/EjfkcSCVqBzCTXBNY459Y5544DY4GWCQc453Y45xYBJ1Iho0imcdnuGMaMeQoctG//ggpkEUlx0yvU5pHmT3iF8vj+cPCg35FEglIgRXJRYHOC5zHxrwXKAbPNbLGZdT3bIDPrambRZha9c+fOZHx5kYzhst0xjBn7FOacN4OcX2Wpv1cAABkASURBVAWyiKSOaRWv59HmjxO1ZSU0ber1UxaRMwRy454l8Vpy+sZd55zbamYFgK/MbJVzbu6/vqBzw4Bh4LWAS8bXFwlqiW/IS0rpPVsYO/YpQuNi6dD+edbkL5EGyUQkM5tasQ4hzvHmtFe8QnnaNIhQD3aRUwKZSY4BEk5pFQO2BvoNnHNb4z/uACbiLd8QkXhldm1m7Jg+hMbF0rH9YP6MLOl3JBHJJCZXqgsffwzz5kGTJvD3335HEgkagRTJi4ByZlbazLIC7YHJgXxxM4sws1ynPgcaAssvNKxIRlNxxzo+G9ObEBdHx/aD+SOylN+RRCSz6dgRPv0UfvzR68u+b5/fiUSCwnmXWzjnTppZd2AWEAoMd86tMLNu8cffNbNCQDSQG4gzs0fxOmHkByaa2anvNdo5NzN1fhSR9OXKbX/y8bhnOByWjU7tB7P+kuQs9RcRSUHt20N4OLRrBzfeCLNnQ/78fqcS8ZW2pRZJZUmtSb4q5ndGjO/P/uy56NB+MDF5C/mQTETkTDesjebdSc+zIW9h7mg3iJ058/1zTNtXS0akbalFgsi1G39j1Lhn2ZkzH207vqgCWUSCxndlorj71n6U2P8XY8f0ptCBXX5HEvGNimSRNFR33WJGTOhPTJ4CtO8whL9y63KmiASXn0tW5Y7bBlLg4B7GjX6SYvu3+x1JxBcqkkXSSNOV83j/84GsubQ47Tu8cMZlTBGRYLK4WCU6tR9M7mOHGP9JL8rt3Oh3JJE0pyJZJA3c/st03pr8Er8UKU/H9oPZmyOP35FERM7pt8KX067jEEJwjB/9JPz8s9+RRNKUimSR1OQcj/wwmkGz3+absldz520DOJAtp9+pREQCsjqyFG06vcTe7LngpptgphpUSeahIlkktcTFQY8e9PxxNBMq16db66c5FhbudyoRkWSJyVuItp1egvLloXlzGD3a70giaUJFskhqOH4cOnWC//2P92rewuNNHiU2JNTvVCIiF2RXRD6YMwdq1/b+bnvrLb8jiaS6824mIiLJdPAg3HorzJoFL73EC7sr+Z1IROTi5ckDM2Z4O/T16AE7dsCAAeBtGCaS4WgmWSQlbd0KderA11/Dhx/CE0/4nUhEJOVkywbjxsG998KgQXDXXd6VM5EMSDPJIill2TJo0gT27YOpU6FRI78TiYikvCxZYNgwKFkSnnkGYmLg888hn9paSsaimWSRlDB7Nlx3nXez3rx5KpBFJGMzg7594eOP4YcfvL//NmzwO5VIilKRLHKxPvzQm0EuXRoWLIBq1fxOJCKSNm6/3Zsk2LYNatWCRYv8TiSSYrTcQuQClOo9DZzjv/M+4eGfP2Nuqeo8eGMfDv7vV+BXv+OJiKSdG26An37yJgvq1oUxY6BlS79TiVw0zSSLXIDsx48y9MshPPzzZ4yp0pB7bu3HwfAcfscSEfFHxYowfz5UrgytW8OLL4JzfqcSuSjmgvB/4qioKBcdHe13DJGkbdzI7zXrUX7nRobU7cz7NVurBZKICJDtxFFWxYzzOmB07AgffADZs/sdS+SszGyxcy4qqWMBzSSbWSMzW21ma8ysdxLHK5jZz2Z2zMweT865IunKvHlw9dUU27+DLm2e5f1at6hAFhGJdzQsG4wdC4MHezvz1anjdb8QSYfOWySbWSgwFGgMVAI6mFni3RH2AD2A/7uAc0XSh2HD4MYbIV8+Wt3xCt+VSfIfniIimZsZPPUUfPklrFoFV1/tLcUQSWcCmUmuCaxxzq1zzh0HxgJnrMh3zu1wzi0CTiT3XJGgd+IEdO8O998PN90ECxaw7tJifqcSEQluLVp4xXGOHN4NfSNH+p1IJFkCKZKLApsTPI+Jfy0QAZ9rZl3NLNrMonfu3BnglxdJZVu3erPHQ4d6u+dNnQp58/qdSkQkfbjiCli4EK6/Hu6+Gx56CI4d8zuVSEACKZKTWnAZ6N1+AZ/rnBvmnItyzkVFRkYG+OVFUtG330L16vDLL97aupdegtBQv1OJiKQvl14KM2d6Ew1vvw21a2vjEUkXAumTHAMUT/C8GLA1wK9/MeeK+CMuDoYM8bZbLV8e5syBSlpKLyISiFK9pyV9IKQuDVtn5f+mvUZcxSvp2ey/jBjfP02ziSRHIDPJi4ByZlbazLIC7YHJAX79izlXJO3t2QPNm8PTT0O7dt5lQhXIIiIpYvbl19Ks8xtsyV2AEROe87a2jo31O5ZIkgLqk2xmTYDXgVBguHNusJl1A3DOvWtmhYBoIDcQBxwEKjnnDiR17vm+n/okiy8WLiSmQXMiD+1hYP2ufFKtsdq7iYikgvATx+j/9Xt0+G021KvnLWkrVMjvWJIJnatPsjYTEYmN9XaH6tePmBz5eLBVH34rfLnfqUREMrwNFXbCAw9ArlwwfDg0a+Z3JMlkLnozEZEMa/NmqF/fW15xyy00ufstFcgiImmlc2dYvBiKFPGWunXvDkeO+J1KBFCRLJnZhAlQpQpER8OIETB2LAey5fQ7lYhI5lKpEixYAD17eu02r74afvvN71QiKpIlEzp4ELp0gbZtoVw5WLrUm83Q+mMREX+Eh8Orr3qt4nbtgpo14c03IQiXhErmoTXJkimcaklUc/NyXpr+BiX2/cXb17bl9es6cjI0kE6IIiKSFi45vJ+Xpr/OTWsXMa9kNXo37sGP79ztdyzJoM61JlnVgWQKOY4fodf3H9F5yVQ25i1E+44vsLB4Zb9jiYhIInty5OHeNs/S8deZPDVnOLOGPwTVjkPXrrriJ2lKM8mS8c2Zw6bWHSixfzsjrmrOS3Xu4kjWbH6nEhGR8yi2fztDZrxJ7Y2/wo03wgcfQOnSfseSDETdLSRzOngQHnoIbryR2JAQ2nYcwnM33a8CWUQknYjJU5Db2w2C996DRYvgyiu9ra3j4vyOJpmAimTJmKZMgcqV4Z134NFHaXz3WyzS8goRkfTHzFtqsXw5/Oc/3uTHDTfAihV+J5MMTkWyZCybNkGrVtCiBeTMCfPmwWuvcTRMs8ciIulaiRIwa5a35GLFCqhWDZ58Eg4d8juZZFAqkiVjOHECXnoJKlaEr77ydtD75Re47jq/k4mISEox81p4rloFd9zh/b1fqRJ8+aXfySQDUpEs6d+8eVC9ujej0KAB/P479OoFYWF+JxMRkdQQGeltYz1vnrel9akriBs2+J1MMhC1gJP0a/166N0bxo2DkiVh8mRvW1MREclQTvW6T0qWxoO5J/JLHp05mhwVK8Jjj3m/G3LlSsOEkhFpJlnSn/37vVnjChW8G/T69fPWp6lAFhHJdE6GZmFYrTbUv/ddaNMGnn/e2031gw8gNtbveJKOqUiW9OPkSXj3Xe8vv5degg4d4M8/oX9/iIjwO52IiPhoW+5I+OQTmD8fypSB++6DGjXgm2/8jibplJZbSND512U152iwZgGPzx1F+V2bWFC8MgPveprlhcqyoWhRf0KKiEhwqlULfvgBJkzw7k+56SZo2hQGDfI6YogEKKAi2cwaAW8AocAHzrkhiY5b/PEmwGGgs3NuSfyxDcDfQCxw8my7moj8i3PUWb+E/877hKp//cm6fEW4v9VTzLr82n+2Jj3XOjUREcmkzKBtW28Z3htvwJAh3g3ebdvCc895nZBEzuO8yy3MLBQYCjQGKgEdzKxSomGNgXLxj67AO4mO13POVVOBLIGqtWkZ40Y/yajx/bj08H6eaPwIDe59h1nl//NPgSwiInJO2bJ597CsXw99+8KMGd5GU3feCWvX+p1Oglwga5JrAmucc+ucc8eBsUDLRGNaAqOcZz6Q18wKp3BWyeicg3nz+HhsXz4b04cS+/6ib8MHqdf1PcZXaUBsSKjfCUVEJD3KmxcGDoR167zuF+PHezd/d+2qYlnOKpAiuSiwOcHzmPjXAh3jgNlmttjMul5oUMnA4uK8LhW1a0OdOlTcuZ6B9bpQt+v7fFK9CSdC1e9YRERSQGQkvPyyVyx36wYffQSXX+7dCP7rr36nkyATyJrkpK5tu2SMuc45t9XMCgBfmdkq59zcf30Tr4DuClCiRIkAYkm6d+IEfPaZtzve8uVer+O33qL2+sLaRlpERFJP4cLw1lvQpw+8/jq88w6MHQuNG3uv1a6d7HtfNgxpmpqJxQeBFMkxQPEEz4sBWwMd45w79XGHmU3EW77xryLZOTcMGAYQFRWVuAiXjGT/fhgxwruZYsMGuOIK+PhjaNcOwsI4qpvxRETkAiS7oC1SxGsp2qcPvP22VzDXqQP/+Q88+ii0bp2Kac8tOTemq0BPHYEst1gElDOz0maWFWgPTE40ZjJwp3muAfY757aZWYSZ5QIwswigIbA8BfNLevL77/Dgg1C0KPTs6X2cPBl++w1uv13bSIuIiD/y5YOnn4aNG70Z5q1b4bbboHRpHvx5HJcc3u93QvHBeWeSnXMnzaw7MAuvBdxw59wKM+sWf/xdYDpe+7c1eC3g7o4/vSAw0esQRxZgtHNuZor/FBK8YmNh2jTvL52vv4bwcG/t18MPe03eRURE0ti5Z2lLE9L2DW5cG81di6fQa+4oHvlxDFMq1mHkVc1ZXqhsmuUUfwXUJ9k5Nx2vEE742rsJPnfAQ0mctw6oepEZJT1av95bUjFyJGzeDMWKweDB3g5IkZF+pxMRETmruJBQvi5Xi6/L1aLMrs3ctWQqbZZ/w63Lv+HXQuUYX6UBkyvW4UC2nH5HlVSkHfck5Rw5AhMnwocfwrffejc9NGwIr74KrVpBFv3vJiIi6cva/MV5tuEDvFz3Ttos+4Z2v81m0Oy36fvtB8y4/D+Mq9KQ+SUq+x1TUoGqFjmrQG4aMBfH+ia5YcwYr1PFvn1QqhQMGACdO0Px4uf7EiIiIkHv7/AIRka1YORVzam8fS3tfptNy9+/p/Xv37EpT0HIdr+3nLBCBb+jSgpRkSzJ5xxV/vqT5ivn0mzlPHhpN+TI4c0Wd+kCN9wAIf++J1RbSIuISLpnxvJCZVleqCyD6nWh0R8/cduyrygxcKA3QVS1qlcst2/vtTaVdEtFsgQmvjBu+Od8mq6aR+m92zgekoXvL7uKwgPeghYtICLC75QiIiJp5lhYOF9eUY8vr6jHhkdqwLhx3pXV3r29x7XXel0yWraE0qX9jivJpCJZzios9gTXbvyNBmsWcNOfCyh8cDexFsLPJa7knVptmVn+PxzIlpMNHdSfUUREMrnCheGRR7zH+vXe5iRjxngtT3v2hCpVvGK5VSuoXv2fzUokeKlIljNt2QKzZ8PMmSyeNJXcxw9zOCyc70tfxcvlavFtmavZlz233ylFRESCyr+XFFaBJlUoce02Gvw5n4ZrFhA1aDChAwd69+s0awY33wz16kFu/V4NRiqSM5nEf4jDTxyjZswK6qxfQp31Syi/axMAOyLy8U2F2nxV7hp+LFmVY2HhfsQVERFJ1zblK8yHNVvzYc3W5Du8n19qHIcvv4RRo7ztsLNk8ZZl3Hyz96hRI8n7eiTtqUjOZLKdOEr1rau5ZtNyasYsp/rW1WQ7eZxjoWEsLHYFEyrfxLzS1VkVWUqXgkRERFLQ3hx5oHNTr/vT8ePw00/e1dtZs6BvX+9xySVQpw5dDuRnfvHKrCxQmriQUL+jZ0rm7QMSXKKiolx0dLTfMTKGnTthwQLvD+L333N8/kKyxp0k1kJYUfAyFha7gnmla7Cg+BUcDcvmd1oREZEMbcOQs9zHs2OHtzPt11/D3Lmwdi0AB7LmILpYJRYWr8ySohVYVrAsR7Ke+fv6rF9TzsvMFjvnopI6ppnkjOToUVi61CuKFyyA+fO9mwfAu5wTFcWHV7diQfErWFysEn+HqxuFiIhIUChQADp29B5ArYc+otbm5d5j03JuXOdNHp60EP6ILMkvRcqztHB5filSHmJjIVSzzSlNM8np1d69XkH8yy/eY+lSWLnS+4MC3jbQtWrBNdd4H2vUgIgI9SoWERHxUaCzvol/X19yeD9Vt/1Bta2rqb51NdW2/UHuY4e8gzlyeN0zqlf3HtWqwZVXQjZdIT6fc80kq0gOdgcOwO+/e48VK05/3Lz59JgiRfgme1FWFLiMFQXLsLTI5WzPld+/zCIiIpKkCy2SEzMXx2V7tlBt6x+8Ui7u9ITZgQPegNBQKFcOKlWCK67wHpUqweWXQ7huxj9FRXKwO3oU1q2DP/6AP/8887Fly+lx2bJ5211ecQVUrnz6X4wFCmiGWEREJJP6p/B2zltmeapgXr7cm1xbswbi4rwxoaHexiblynmPyy8//XmJEplu2YbWJPvt4EGv2N28GTZsOP1Yv977uHXrmePz5/f+Z61fH8qXP/0vwNKlM93/vCIiIhIgM7jsMu/Rps3p148ehdWrT1+NXr3am4j7/ns4fPj0uCxZvEK5VCmv5jj1sWRJbxlnkSKQNWta/1S+UZF8MQ4dgr/++vdj2zaIifEeW7bAvn1nnhca6jUSL1XK64lYsiSULXv6X3L58vny44iIiEgGlC0bVK3qPRJyzqtZTl29Xrfu9ATetGleTZNYwYJQtKhXNBct6u00WKjQmY+CBTNEMa0i+ZT9+2HXLtizx7spbs+e05/v3u21Utu1y/t46nHkyL+/TkiId4dqsWJewVuvnvf5qf+ZSpXyPs+i//QiIiLiIzNvdrhIEahb99/HjxyBjRu9x5YtpycAY2K8YvqHH7xaKSl58nhXxiMjvcepzy+5xHvky3fmx8hI7wbEIBJQpWZmjYA3gFDgA+fckETHLf54E+Aw0Nk5tySQc4NGixZeX8KkREScfoMLFPCWPpx6sxP/Cyp/fi2JEBERkfQve3bvXqgKFc4+5tgxr8dz4qvqpyYUd+2CTZtgyRLv+fHjSX+dfv2gf/9U+TEu1HmLZDMLBYYCDYAYYJGZTXbO/Z5gWGOgXPyjFvAOUCvAc4PD449Dly7//tdNvny6C1REREQkKeHh3hLS4sXPP9Y5bw30qSv2CT9Wq5b6WZMpkJnkmsAa59w6ADMbC7QEEha6LYFRzmuVMd/M8ppZYaBUAOcGh+bN/U4gIiIiknGZeVfnIyK8padBLpAiuSiQoCkvMXizxecbUzTAcwEws65A1/inB81sdQDZUlp+YJcP31fOTu9JcNL7Enz0ngQnvS/BJ8O9J/ai3wlShF/vS8mzHQikSLYkXkvcXPlsYwI513vRuWHAsADypBoziz5brzzxh96T4KT3JfjoPQlOel+Cj96T4BSM70sgRXIMkHChSTFga4BjsgZwroiIiIhIUAkJYMwioJyZlTazrEB7YHKiMZOBO81zDbDfObctwHNFRERERILKeWeSnXMnzaw7MAuvjdtw59wKM+sWf/xdYDpe+7c1eC3g7j7Xuanyk6QMX5d7SJL0ngQnvS/BR+9JcNL7Enz0ngSnoHtfzGtIISIiIiIipwSy3EJEREREJFNRkSwiIiIikoiK5ETMbKCZ/WZmS81stpkV8TtTZmdmL5vZqvj3ZaKZ5fU7k4CZtTWzFWYWZ2ZB1bYnszGzRma22szWmFlvv/MImNlwM9thZsv9ziIeMytuZnPMbGX8312P+J0pszOzbGa20Mx+jX9PnvM7U0Jak5yImeV2zh2I/7wHUMk5183nWJmamTUEvo2/EfRFAOfckz7HyvTMrCIQB7wHPO6ci/Y5UqZkZqHAH0ADvHaci4AOzrng29k0EzGzOsBBvN1oK/udRyB+J+DCzrklZpYLWAy00p8V/5iZARHOuYNmFgb8ADzinJvvczRAM8n/cqpAjhfBWTY/kbTjnJvtnDsZ/3Q+Xr9t8ZlzbqVzzo+dMeVMNYE1zrl1zrnjwFigpc+ZMj3n3Fxgj9855DTn3Dbn3JL4z/8GVuLtDCw+cZ6D8U/D4h9BU3epSE6CmQ02s81AJ+BZv/PIGe4BZvgdQiSIFAU2J3geg37xi5yTmZUCqgML/E0iZhZqZkuBHcBXzrmgeU8yZZFsZl+b2fIkHi0BnHNPO+eKA58C3f1Nmzmc7z2JH/M0cBLvfZE0EMj7Ir6zJF4LmpkYkWBjZjmBz4FHE109Fh8452Kdc9XwrhLXNLOgWZ4UyLbUGY5z7qYAh44GpgH9UjGOcP73xMzuApoB9Z0W0qeZZPxZEf/EAMUTPC8GbPUpi0hQi1/3+jnwqXPuC7/zyGnOuX1m9h3QCAiKG14z5UzyuZhZuQRPWwCr/MoiHjNrBDwJtHDOHfY7j0iQWQSUM7PSZpYVaA9M9jmTSNCJv0nsQ2Clc+5Vv/MImFnkqY5VZpYduIkgqrvU3SIRM/scKI931/5GoJtzbou/qTI3M1sDhAO741+ar44j/jOz1sBbQCSwD1jqnLvZ31SZk5k1AV4HQoHhzrnBPkfK9MxsDHADkB/YDvRzzn3oa6hMzsxqA/OAZXi/4wGecs5N9y9V5mZmVYCP8P7uCgHGOecG+JvqNBXJIiIiIiKJaLmFiIiIiEgiKpJFRERERBJRkSwiIiIikoiKZBERERGRRFQki4iIiIgkoiJZRERERCQRFckiIiIiIon8P39sXUMnJ1EAAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 864x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(12, 4))\n",
"ax.hist(x_chain[:, 0], bins=50, density=True)\n",
"x0_grid = onp.linspace(-3, 3, 100)\n",
"ax.plot(x0_grid, onp.exp(-x0_grid**2 / 2) / (2 * onp.pi)**0.5, 'r')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"x_approx_chain = onp.full((num_sample, dim_x), onp.nan)\n",
"x_approx_chain[0] = x_chain[0]\n",
"for t in range(1, num_sample):\n",
" x_approx_chain[t] = forward_step(x_approx_chain[t-1], rng.standard_normal(dim_x), rng.standard_normal(dim_x), 0.04)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fd90055cc10>]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x864 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(12, 12))\n",
"ax.plot(x_approx_chain[:, 0], x_approx_chain[:, 1], '.', ms=1)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fd9004d4cd0>]"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(12, 4))\n",
"ax.hist(x_approx_chain[:, 0], bins=50, density=True)\n",
"x0_grid = onp.linspace(-3, 3, 100)\n",
"ax.plot(x0_grid, onp.exp(-x0_grid**2 / 2) / (2 * onp.pi)**0.5, 'r')"
]
}
],
"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": "3.7.7"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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