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@maxentile
Created September 19, 2023 18:21
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apply locally balanced MCMC to p(permutation | xs) step of {p(xs | permutation), p(permutation | xs)} HREX
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Context: Implementation of replica exchange as composition of Metropolis-within-Gibbs-style updates `p(state_permutation | xs)`, `p(xs | state_permutation)` (ref: https://pubs.aip.org/aip/jcp/article-abstract/135/19/194110/189775/Replica-exchange-and-expanded-ensemble-simulations )\n",
"\n",
"Notebook: Use locally balanced discrete MCMC to implement the `p(state_permutation | xs)` update -- may be faster-mixing than baseline in some circumstances. (ref: https://arxiv.org/abs/1711.07424 )\n",
"\n",
"(roughly based on this comment: https://github.com/proteneer/timemachine/pull/1128#discussion_r1309283485 )"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"np.random.seed(1234)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Define test system:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def log_q(x, lam):\n",
" \"\"\"log_q(x, lam) = -u(x, lam)\"\"\"\n",
" return -(x/2)**2 + lam * 5 * np.sin(10 * x)\n",
"\n",
"\n",
"def propagate(x, lam):\n",
" \"\"\"RWMH, with narrower proposals for the spikier distributions\"\"\"\n",
"\n",
" # linearly interpolate between proposal scale for lam=0 and lam=1\n",
" stddev_0 = 0.5\n",
" stddev_1 = 0.005\n",
" stddev = (1 - lam) * stddev_0 + lam * stddev_1\n",
" \n",
" x_prop = x + stddev * np.random.randn() # TODO: this is specialized to float case: handle arbitrary shapes?\n",
"\n",
" log_accept_prob = np.minimum(0.0, log_q(x_prop, lam) - log_q(x, lam))\n",
" accepted = np.random.rand() < np.exp(log_accept_prob)\n",
"\n",
" if accepted:\n",
" return x_prop\n",
" else:\n",
" return x\n",
"\n",
"\n",
"def batch_propagate(xs, lams):\n",
" return np.array([propagate(x, lam) for (x, lam) in zip(xs, lams)]) # TODO: performance\n",
"\n",
"\n",
"def joint_log_q(xs, lams):\n",
" return np.sum([log_q(x, lam) for (x, lam) in zip(xs, lams)])\n",
"\n",
"\n",
"def compute_log_q_kl_instantaneous(xs, lams):\n",
" \"\"\"log_q_kl = log_q(xs[k], lams[l])\"\"\"\n",
"\n",
" K = len(xs)\n",
" assert len(lams) == K\n",
"\n",
" log_q_kl = np.array([log_q(xs, lam) for lam in lams])\n",
"\n",
" assert log_q_kl.shape == (K, K)\n",
" \n",
" return log_q_kl\n",
"\n",
"\n",
"def make_permutation_log_target(log_q_kl):\n",
"\n",
" def permutation_log_target(perm):\n",
" return np.trace(log_q_kl[perm]) # TODO: decide on [perm] or [:, perm] -- (permute xs or permute lams?)\n",
" \n",
" return permutation_log_target"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### plot test system"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x117c6c510>]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x_grid = np.linspace(-5,+5,1000)\n",
"\n",
"q_grid_0 = np.exp(log_q(x_grid, 0.0))\n",
"p_0 = q_grid_0 / np.trapz(q_grid_0, x_grid)\n",
"\n",
"q_grid_1 = np.exp(log_q(x_grid, 1.0))\n",
"p_1 = q_grid_1 / np.trapz(q_grid_1, x_grid)\n",
"\n",
"plt.plot(x_grid, p_0)\n",
"plt.plot(x_grid, p_1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### initialize"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[-0.38753202 -1.12326344 1.73062233 1.51875329 -0.71118502 -0.03010212\n",
" 1.27875667 -0.12450999 -1.23483435 -0.03666905 2.54042315 1.31595318\n",
" -0.57915112 -0.72552684 -0.04763106 -0.01486688 -0.10472769 0.06660799\n",
" 0.04906545 0.04450025]\n"
]
}
],
"source": [
"# initialize in some mode\n",
"\n",
"x_opt = x_grid[np.argmax(p_1)]\n",
"\n",
"# define a set of K-2 intermediates\n",
"K = 20\n",
"lams = np.linspace(0, 1, K)\n",
"\n",
"# run a few steps of MH in each state\n",
"xs = np.ones_like(lams) * x_opt\n",
"for _ in range(100):\n",
" xs = batch_propagate(xs, lams)\n",
"\n",
"print(xs - x_opt) # everything moved at least a little hopefully"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### visualize log_q_kl matrix"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x1167a9550>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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AAHq9uFdVVWnChAnKycnRwIED9bWvfU27d+9O4xamobj/5S9/0Te+8Q2NGDFCl19+uYLBoF555RUNHTpUkrRv3z7V19d3Ll9cXKznn39eNTU1Ovvss/XDH/5QS5Ys4TI4AIArbN68WfPnz9crr7yiDRs2qL29XaWlpTp06FDaPtP6Mfenn3464furVq3qMm/q1KnauXOn7VQAAOjCKPXr1JN5gv1vf/vbmNcrV67UwIED9dprr2nKlCkp5REP95YHAHiKzTvUffYeK0dzsndTU5MkqX///inlkEhm3/keAADLbB5zLyoqirnnSlVVVcLPNsaovLxc559/vkaPHp22bXRdz93XJvlS/cmSgT95/K3JDAIl5vPbiZUdjH8HwWS1tcV//kBSccJ24khSMNRuJ06WnTiSdCBoJ44vGLETSFIwaGf72sL2/jkKBmx9d/ba6ZClv7ugxe/O74taieNzUt+2SMDedvWmhoYG5ebmdr7uqdd+88036/e//71efvnltObluuIOAEAiNoflc3NzY4p7Irfccouee+45bdmyRYMHD07p83tCcQcAeEpvPxXOGKNbbrlFa9asUU1NjYqLi1P67KNBcQcAII3mz5+vX/3qV3r22WeVk5PTeVfWvLw89enTJy2fmYFHlwEASB9jHCvT0Vq2bJmampo0bdo0FRQUdE6rV69O2zbScwcAeEpvP8+942FovYmeOwAALkPPHQDgKb19Qt3xQHEHAHhKssfM48XIZAzLAwDgMvTcAQCewrA8AAAu44VheYo7AMBTjIWee6YXd465AwDgMvTcAQCeYiSlel+Z3r8tTXIo7gAAT4nKkdOLd6g7HhiWBwDAZei5AwA8hbPlT0C+NsmX6nhEBn5n/lZ7sbICEStx+gTarcSRpNaQnVhth4JW4khSKNBmJU62xXZqCto50ufPilqJI0knBe2002F/yEocSepjKafsLHvf3d/8dr67oMWcgll2/i1wnNS3LdJm5zs7GlHjyHH5de4MywMA4DKu67kDAJCIMRbOls/w0+Up7gAAT/HCMXeG5QEAcBl67gAAT/FCz53iDgDwFC+cLU9xBwB4ihdOqOOYOwAALkPPHQDgKUd67qkec7eUTJpQ3AEAnuKFE+oYlgcAwGXouQMAPMUo9eexZ/ioPMUdAOAtDMsDAIATjvXiPmzYMDmO02WaP39+t8vX1NR0u/zbb79tOzUAAP4xLp/qlMGsD8tv375dkcg/nhH8hz/8QRdddJG+/vWvJ1xv9+7dys3N7Xx96qmn2k4NAADJwrC8MnxY3npx/2xRvu+++zR8+HBNnTo14XoDBw5Uv379bKcDAEAM7lCXotbWVj355JO65ppr5DiJf+WMGzdOBQUFuvDCC7Vp06Z0pgUAgKul9Wz5tWvX6uOPP9a8efPiLlNQUKDHHntMJSUlCofD+s///E9deOGFqqmp0ZQpU+KuFw6HFQ6HO183NzdLknztRj5faj+pTIrrp4OvzV5OWVmRnhc6CicHwz0vdJTC7XZ2xYMWv7u+wTYrcfpk2YkjSSZkZ/sCwXYrcSSpT8DO9vn9UStxJHs59Q20WokjST6/nb+7UMDed3eSpXbyOanvl+1t9tq6J144Wz6txX358uUqKytTYWFh3GVGjBihESNGdL6eNGmSGhoatGjRooTFvaqqSvfee6/VfAEAHmCc1I+ZZ3hxT9uw/Pvvv6+NGzfquuuuS3rdiRMnas+ePQmXqaioUFNTU+fU0NBwrKkCAOAqaeu5r1y5UgMHDtSXv/zlpNetra1VQUFBwmVCoZBCodCxpgcA8CgvnFCXluIejUa1cuVKzZ07V1lZsR9RUVGhDz74QE888YQkafHixRo2bJjOOuuszhPwqqurVV1dnY7UAABe54H7z6aluG/cuFH19fW65pprury3b98+1dfXd75ubW3Vbbfdpg8++EB9+vTRWWedpXXr1umSSy5JR2oAALheWop7aWmpTJwxi1WrVsW8XrhwoRYuXJiONAAA6IKz5QEAcKMMH1ZPFQ+OAQDAZei5AwA8hWF5AADchrPlAQBwG+fvU6oxMhfH3AEAcBl67gAAb2FYHgAAl/FAcWdYHgAAl6HnDgDwFg888pXiDgDwFJ4KdwLytUk+F17h4A9HrcUKZrVbiXNyIGwljiS1BANW4nzks/cXd3LQzvZl+9usxJEkE7SzH4QCdvYBSeobaLUSJysrYiWOZC+n3ECLlTiS5Pfb2TdPCtjbn2y1k8/CAei2LHvbBRcWdwAAEvLACXUUdwCAt3jgmDtnywMA4DL03AEAnuKYI1OqMTIZxR0A4C0ccwcAwGU45g4AAE409NwBAN7CsDwAAC7jgeLOsDwAAC5Dzx0A4C0e6LlT3AEA3sLZ8gAA4ERDcQcAeErHHepSnZL1yCOPqLi4WNnZ2SopKdFLL71kf+P+juIOAPAWY2lKwurVq7VgwQLdeeedqq2t1QUXXKCysjLV19db2aTPorgDAJBmDzzwgK699lpdd911OvPMM7V48WIVFRVp2bJlafk8ijsAAMeoubk5ZgqHw12WaW1t1WuvvabS0tKY+aWlpdq6dWta8qK4AwA8xZGFY+5/j1VUVKS8vLzOqaqqqsvnffjhh4pEIho0aFDM/EGDBqmxsTEt2+i6S+F8bZIv1SsUfJl3AaM/HLUWK5gVsRInL9BiJY4ktUQCVuI4Fr+7kwNdf4Efi2x/m5U4kuQE7Xx3oUC7lTiSvXby++3t47ZyyrG4j9vavj5Z9vank7PstJPPwvNP2wKtFjI5ShYvhWtoaFBubm7n7FAoFHcVx4n9TGNMl3m2uK64AwDQW3Jzc2OKe3cGDBggv9/fpZe+f//+Lr15WxiWBwB4Sy+fLR8MBlVSUqINGzbEzN+wYYMmT56c2rbEQc8dAOAtx+H2s+Xl5Zo9e7bGjx+vSZMm6bHHHlN9fb1uvPHGFBPpHsUdAIA0mzlzpj766CP94Ac/0L59+zR69Gg9//zzGjp0aFo+j+IOAPCUY73D3GdjJOumm27STTfdlNoHH6Wkj7lv2bJFl156qQoLC+U4jtauXRvzvjFGlZWVKiwsVJ8+fTRt2jS9+eabPcatrq7WqFGjFAqFNGrUKK1ZsybZ1AAA6NlxuENdb0u6uB86dEhjx47V0qVLu33/pz/9qR544AEtXbpU27dvV35+vi666CIdOHAgbsxt27Zp5syZmj17tl5//XXNnj1bV111lV599dVk0wMAwPOSHpYvKytTWVlZt+8ZY7R48WLdeeeduvzyyyVJjz/+uAYNGqRf/epX+va3v93teosXL9ZFF12kiooKSVJFRYU2b96sxYsX66mnnko2RQAA4vPA89ytXgpXV1enxsbGmFvshUIhTZ06NeEt9rZt29bltnwzZsxIuE44HO5y2z8AAHpyvJ4K15usFveOC/STvcVeY2Nj0utUVVXF3PKvqKgohcwBAHCPtNzE5lhusZfsOhUVFWpqauqcGhoajj1hAIB3dNx+NtUpg1m9FC4/P1/SkZ54QUFB5/yebrGXn5+f9G35QqFQwnv4AgDQLY65J6e4uFj5+fkxt9hrbW3V5s2bE95ib9KkSV1uy7d+/fq03ZYPAOBdXjjmnnTP/eDBg3rnnXc6X9fV1WnXrl3q37+/hgwZogULFujHP/6xzjjjDJ1xxhn68Y9/rJNOOknf/OY3O9eZM2eOTjvttM5H4916662aMmWKfvKTn+iyyy7Ts88+q40bN+rll1+2sIkAAHhL0sV9x44dmj59eufr8vJySdLcuXO1atUqLVy4UJ988oluuukm/e1vf9O5556r9evXKycnp3Od+vp6+Xz/GDSYPHmynn76ad111126++67NXz4cK1evVrnnntuKtsGAEBXHhiWT7q4T5s2TcbE3yrHcVRZWanKysq4y9TU1HSZd+WVV+rKK69MNh0AAJJjY1g9w4s7j3wFAMBlXPfgGH+7kT/lJwLYycUmXzhiLVZ2VruVODmBFitxJOlQJGgljmPx52qepe0L+ey0tyRlBe3sBycF2qzEkaScrLCVOAG/vX3cVk79Ap9YiSNJfl/USpyTA3a2TbL3N5zyv7mSWrNaLWRylBiWBwDAZTxQ3BmWBwDAZei5AwA85Xg9z7030XMHAMBlKO4AALgMw/IAAG/xwAl1FHcAgKd44Zg7xR0A4D0ZXpxTxTF3AABchp47AMBbOOYOAIC7eOGYO8PyAAC4DD13AIC3MCwPAIC7MCwPAABOOPTcAQDewrA8AAAu44HizrA8AAAu47qeu9Nm5Ev1J5Uv836S+cMRe7H87VbifC7rsJU4kvRJIGAljmPxLJd+ATvbF/LZaW9JCgTtxOobaLUSR5Jysz6xEieYZW8ft5VT/6xDVuJI9ravr9/md9diJY7Pwt9dOKvNQiZHxwsn1LmuuAMAkJAHhuUp7gAAb/FAceeYOwAALkPPHQDgKRxzBwDAbRiWBwAAJxp67gAAT2FYHgAAt2FYHgAAnGjouQMAvMUDPXeKOwDAU5y/T6nGyGQMywMA4DL03AEA3sKwPAAA7uKFS+GSHpbfsmWLLr30UhUWFspxHK1du7bzvba2Nt1+++0aM2aM+vbtq8LCQs2ZM0d79+5NGHPVqlVyHKfL1NJi53GEAAB0MpamDJZ0cT906JDGjh2rpUuXdnnv8OHD2rlzp+6++27t3LlTzzzzjP70pz/pq1/9ao9xc3NztW/fvpgpOzs72fQAAPC8pIfly8rKVFZW1u17eXl52rBhQ8y8hx56SOecc47q6+s1ZMiQuHEdx1F+fn6y6QAAkLwM73mnKu3H3JuamuQ4jvr165dwuYMHD2ro0KGKRCI6++yz9cMf/lDjxo2Lu3w4HFY4HO583dzcLEnytUu+VK9R8GXet+6E26zF6pPVaiVOXtZhK3Ek6XA0aCWO44taiSNJeVmfWIkT8tn77rKDdmKdnBXueaGjlJtl5/BZyB+xEkeyl1Oe394+nmVp+3IC9g5X2trHA07q29aSZe/vpCccc09RS0uL7rjjDn3zm99Ubm5u3OVGjhypVatW6bnnntNTTz2l7OxsnXfeedqzZ0/cdaqqqpSXl9c5FRUVpWMTAAA44aStuLe1tWnWrFmKRqN65JFHEi47ceJE/eu//qvGjh2rCy64QP/1X/+lz3/+83rooYfirlNRUaGmpqbOqaGhwfYmAADcyAMn1KVlWL6trU1XXXWV6urq9OKLLybstXfH5/NpwoQJCXvuoVBIoVAo1VQBAB7DsPwx6Cjse/bs0caNG3XKKackHcMYo127dqmgoMB2egAAuF7SPfeDBw/qnXfe6XxdV1enXbt2qX///iosLNSVV16pnTt36n/+538UiUTU2NgoSerfv7+CwSMnTc2ZM0ennXaaqqqqJEn33nuvJk6cqDPOOEPNzc1asmSJdu3apYcfftjGNgIA8A/coa6rHTt2aPr06Z2vy8vLJUlz585VZWWlnnvuOUnS2WefHbPepk2bNG3aNElSfX29fL5/DBp8/PHHuuGGG9TY2Ki8vDyNGzdOW7Zs0TnnnJNsegAAJOSFYfmki/u0adNkTPytSvReh5qampjXDz74oB588MFkUwEAAN3g3vIAAG9hWB4AAJehuAMA4C5eOOae1jvUAQCA3kfPHQDgLQzLAwDgLo4xco7iyq6eYmQyhuUBAHAZijsAwFsy+MEx7733nq699loVFxerT58+Gj58uO655x61tib3qG6G5QEAnpLJZ8u//fbbikaj+vnPf65/+qd/0h/+8Addf/31OnTokBYtWnTUcSjuAABkiIsvvlgXX3xx5+vTTz9du3fv1rJlyyjuAADEZfFs+ebm5pjZ6XgceVNTk/r375/UOq4r7v7WqPwmmlIMx7GUjEVOuN1arGy/nVj9/QetxJGkw347fww+n72xss9lHbISJ+BErMSRpL7BNjtxspI7fpdIXtZhK3ECfnvtZCun/ln29vGAL7V/lzqc7A9biSNJef5PrMQJOKn/mxK09O/S0bA5LF9UVBQz/5577lFlZWVqwT/lz3/+sx566CHdf//9Sa3HCXUAAByjhoYGNTU1dU4VFRXdLldZWSnHcRJOO3bsiFln7969uvjii/X1r39d1113XVJ5ua7nDgBAQhaH5XNzc5Wbm9vj4jfffLNmzZqVcJlhw4Z1/v/evXs1ffp0TZo0SY899ljS6VHcAQCecjzOlh8wYIAGDBhwVMt+8MEHmj59ukpKSrRy5Ur5fMkPslPcAQDeksG3n927d6+mTZumIUOGaNGiRfq///u/zvfy8/OPOg7FHQCADLF+/Xq98847eueddzR48OCY90wSt7zlhDoAgOd0DM0f65Qu8+bNkzGm2ykZ9NwBAN5izJEp1RgZjJ47AAAuQ88dAOApmXxveVso7gAAb8ngs+VtYVgeAACXoecOAPAUJ3pkSjVGJqO4AwC8hWF5AABwoqHnDgDwFM6WBwDAbTxwExuKOwDAU+i5n4B87Ua+VM908GXet+aEW63F6ptlJ1Y//2ErcSTpcFbIShyfxe/uFP9BK3ECTsRKHEk6KWDnu8vN+sRKHMnefhDyt1uJI9nLydY+IEmhLDvbl+NvsRJHkvL8h6zECVrYx4N+e38ncGFxBwAgIQ+cLU9xBwB4iheG5bkUDgAAl6HnDgDwFs6WBwDAXRiW78aWLVt06aWXqrCwUI7jaO3atTHvz5s3T47jxEwTJ07sMW51dbVGjRqlUCikUaNGac2aNcmmBgAAdAzF/dChQxo7dqyWLl0ad5mLL75Y+/bt65yef/75hDG3bdummTNnavbs2Xr99dc1e/ZsXXXVVXr11VeTTQ8AgMSMpSmDJT0sX1ZWprKysoTLhEIh5efnH3XMxYsX66KLLlJFRYUkqaKiQps3b9bixYv11FNPJZsiAABxMSx/jGpqajRw4EB9/vOf1/XXX6/9+/cnXH7btm0qLS2NmTdjxgxt3bo17jrhcFjNzc0xEwAASENxLysr0y9/+Uu9+OKLuv/++7V9+3Z98YtfVDgcjrtOY2OjBg0aFDNv0KBBamxsjLtOVVWV8vLyOqeioiJr2wAAcLGosTNlMOtny8+cObPz/0ePHq3x48dr6NChWrdunS6//PK46zmOE/PaGNNl3qdVVFSovLy883VzczMFHgDQM+5Ql7qCggINHTpUe/bsibtMfn5+l176/v37u/TmPy0UCikUsnM/cgCAdziycMzdSibpk/Y71H300UdqaGhQQUFB3GUmTZqkDRs2xMxbv369Jk+enO70AABwnaR77gcPHtQ777zT+bqurk67du1S//791b9/f1VWVuqKK65QQUGB3nvvPX3/+9/XgAED9C//8i+d68yZM0ennXaaqqqqJEm33nqrpkyZop/85Ce67LLL9Oyzz2rjxo16+eWXLWwiAACfwh3qutqxY4emT5/e+brjuPfcuXO1bNkyvfHGG3riiSf08ccfq6CgQNOnT9fq1auVk5PTuU59fb18vn8MGkyePFlPP/207rrrLt19990aPny4Vq9erXPPPTeVbQMAoAsvXAqXdHGfNm2aTIJfLC+88EKPMWpqarrMu/LKK3XllVcmmw4AAPgM7i0PAPAWzpYHAMBdHGPkpHjMPNX10811xd3XGpUvGk0phuPLwC+tJf5NgJLVx99qJU4//2ErcSSpxQSsxPFZ/O5sbV/AabcSR5Jygy124mTZiSPZa6dsf5uVOJK9nPr5PrESR5ICvoiVOHkW/+5stVPQSX3bgpbaB0e4rrgDAJBQ9O9TqjEyGMUdAOApXhiWT/tNbAAAQO+i5w4A8BbOlgcAwGW4Qx0AAO7ihTvUccwdAACXoecOAPAWhuUBAHAXJ3pkSjVGJmNYHgAAl6HnDgDwFoblAQBwGQ9c586wPAAALkPPHQDgKV64tzzFHQDgLR445s6wPAAALkPPHQDgLUapP489szvu7ivuvtaIfNFISjEcn2MpG3tMS4u1WCf7w1binOL7xEocSWrxBazE8fns3Vmiv/+glTh+i/8K5GTZ+e5y/Pb2p36+w1biBH2p/d1+mq2c+vtarcSR7G2f1e/Ob+m7U+rbFrD4t9sTjrkDAOA2RhaOuVvJJG045g4AgMvQcwcAeIsHzpanuAMAvCUqKdVTq3hwDAAA6E303AEAnsLZ8gAAuI0HjrkzLA8AgMvQcwcAeIsHeu4UdwCAt3iguDMsDwCAy9BzBwB4iweuc6e4AwA8hUvhAABwG465d7VlyxZdeumlKiwslOM4Wrt2bcz7juN0O/3sZz+LG3PVqlXdrtNi8TGnAACcSMLhsM4++2w5jqNdu3YltW7Sxf3QoUMaO3asli5d2u37+/bti5lWrFghx3F0xRVXJIybm5vbZd3s7Oxk0wMAILGosTOl2cKFC1VYWHhM6yY9LF9WVqaysrK47+fn58e8fvbZZzV9+nSdfvrpCeM6jtNlXQAArDsBhuV/85vfaP369aqurtZvfvObpNdP6zH3v/71r1q3bp0ef/zxHpc9ePCghg4dqkgkorPPPls//OEPNW7cuLjLh8NhhcPhztfNzc1WcgYA4Gh9tvaEQiGFQqGUYv71r3/V9ddfr7Vr1+qkk046phhpLe6PP/64cnJydPnllydcbuTIkVq1apXGjBmj5uZm/fu//7vOO+88vf766zrjjDO6Xaeqqkr33ntvl/m+toh80UhKeTsZeJ5h9BN75x+c5G+1EifPl1o7f1qL/5CVOH7H3q/pU3zhnhc6CjZvJtEvcNhKnDy/nTiS1M/3iZU4ffxtVuJI9nLq7/dbiSNJQX+7lTj9LP2tSFI/n51/VwIWrgvz+3rz2jILPXcdWb+oqChm7j333KPKyspjj2qM5s2bpxtvvFHjx4/Xe++9d0xx0lrFVqxYoauvvrrHY+cTJ07UxIkTO1+fd955+sIXvqCHHnpIS5Ys6XadiooKlZeXd75ubm7u0sgAAHRhcVi+oaFBubm5nbPj9dorKyu77ZB+2vbt27V161Y1NzeroqIipfTSVtxfeukl7d69W6tXr056XZ/PpwkTJmjPnj1xl7Ex9AEAQCpyc3Njins8N998s2bNmpVwmWHDhulHP/qRXnnllS71bfz48br66quP6jC3lMbivnz5cpWUlGjs2LFJr2uM0a5duzRmzJg0ZAYA8LSoUcewemoxjt6AAQM0YMCAHpdbsmSJfvSjH3W+3rt3r2bMmKHVq1fr3HPPPerPS7q4Hzx4UO+8807n67q6Ou3atUv9+/fXkCFDJB0ZIv/1r3+t+++/v9sYc+bM0WmnnaaqqipJ0r333quJEyfqjDPOUHNzs5YsWaJdu3bp4YcfTjY9AAASM9EjU6ox0qCjjnY4+eSTJUnDhw/X4MGDjzpO0sV9x44dmj59eufrjuPec+fO1apVqyRJTz/9tIwx+sY3vtFtjPr6evl8/zjN6OOPP9YNN9ygxsZG5eXlady4cdqyZYvOOeecZNMDAMDzki7u06ZNk+nhRIQbbrhBN9xwQ9z3a2pqYl4/+OCDevDBB5NNBQCA5J0A17l3GDZsWI81tzuZd80XAADpdByOufc2ijsAwFtOoJ77sbJ5fw0AAJAB6LkDALzFyELP3UomaUNxBwB4C8PyAADgREPPHQDgLdGolOrDbqK9+aCb5FHcAQDewrA8AAA40dBzBwB4iwd67hR3AIC3cIe6E4/TGpHjb08thi/zjlaYcNharJP9LVbi9PcFrcSRpDbTaiWOz2fvJJc8n2Mljl924khSbpad766f/7CVOJKU52uzEqeP304cyV5Oeb6TrcSRpGxL25fjs7MPSFI/X2r/VnbIdlLfx4P+zC6WJxrXFXcAABIxJiqT4iNbU10/3SjuAABvMSb1YXWOuQMAkEGMhWPuGV7cM+/gMgAASAk9dwCAt0SjkpPiMXOOuQMAkEEYlgcAACcaeu4AAE8x0ahMisPyXAoHAEAmYVgeAACcaOi5AwC8JWokx909d4o7AMBbjJGU6qVwmV3cGZYHAMBl6LkDADzFRI1MisPyJsN77hR3AIC3mKhSH5bnUjgAADKGF3ruHHMHAMBlXNNz7/gV1R4JpxwretjecEskbKeJ202blTiS1HKw3UqcZp+9djoQsRMrcjj177/DgQN2cvLLsRJHksIH7ewHh9sjVuJI0oFWO+3UamnbJOlAHzs5NQfs7eNth1qtxDlkab+UpANZdmK1Oanv4wcPHsmlN3rE7Sac8rB6u+ztr+ngmEwfWzhKf/nLX1RUVHS80wAApKChoUGDBw9OS+yWlhYVFxersbHRSrz8/HzV1dUpOzvbSjybXFPco9Go9u7dq5ycHDlxfkU2NzerqKhIDQ0Nys3N7eUMjx15974TNXfy7l3kbY8xRgcOHFBhYaF8vvQdMW5paVFrq51RlGAwmJGFXXLRsLzP5zvqX3u5ubkZs0Mng7x734maO3n3LvK2Iy8vL+2fkZ2dnbEF2SZOqAMAwGUo7gAAuIyninsoFNI999yjUCh0vFNJCnn3vhM1d/LuXeSNTOWaE+oAAMARnuq5AwDgBRR3AABchuIOAIDLUNwBAHAZ1xX3Rx55RMXFxcrOzlZJSYleeumlhMtv3rxZJSUlys7O1umnn65HH320lzI9oqqqShMmTFBOTo4GDhyor33ta9q9e3fCdWpqauQ4Tpfp7bff7qWspcrKyi6fn5+fn3Cd493WHYYNG9Zt+82fP7/b5Y9Xe2/ZskWXXnqpCgsL5TiO1q5dG/O+MUaVlZUqLCxUnz59NG3aNL355ps9xq2urtaoUaMUCoU0atQorVmzptfybmtr0+23364xY8aob9++Kiws1Jw5c7R3796EMVetWtXtd9DS0tIreUvSvHnzunz+xIkTe4x7PNtbUrft5jiOfvazn8WN2RvtjfRyVXFfvXq1FixYoDvvvFO1tbW64IILVFZWpvr6+m6Xr6ur0yWXXKILLrhAtbW1+v73v6/vfOc7qq6u7rWcN2/erPnz5+uVV17Rhg0b1N7ertLSUh06dKjHdXfv3q19+/Z1TmeccUYvZPwPZ511Vsznv/HGG3GXzYS27rB9+/aYvDds2CBJ+vrXv55wvd5u70OHDmns2LFaunRpt+//9Kc/1QMPPKClS5dq+/btys/P10UXXaQDBw7Ejblt2zbNnDlTs2fP1uuvv67Zs2frqquu0quvvtoreR8+fFg7d+7U3XffrZ07d+qZZ57Rn/70J331q1/tMW5ubm5M++/bt8/qncZ6am9Juvjii2M+//nnn08Y83i3t6QubbZixQo5jqMrrrgiYdx0tzfSzLjIOeecY2688caYeSNHjjR33HFHt8svXLjQjBw5Mmbet7/9bTNx4sS05diT/fv3G0lm8+bNcZfZtGmTkWT+9re/9V5in3HPPfeYsWPHHvXymdjWHW699VYzfPhwE41Gu30/E9pbklmzZk3n62g0avLz8819993XOa+lpcXk5eWZRx99NG6cq666ylx88cUx82bMmGFmzZplPWdjuubdnf/93/81ksz7778fd5mVK1eavLw8u8kl0F3ec+fONZdddllScTKxvS+77DLzxS9+MeEyvd3esM81PffW1la99tprKi0tjZlfWlqqrVu3drvOtm3buiw/Y8YM7dixQ21tx+dxfk1NTZKk/v3797jsuHHjVFBQoAsvvFCbNm1Kd2pd7NmzR4WFhSouLtasWbP07rvvxl02E9taOrLfPPnkk7rmmmviPnCow/Fu70+rq6tTY2NjTJuGQiFNnTo17v4uxf8eEq2Tbk1NTXIcR/369Uu43MGDBzV06FANHjxYX/nKV1RbW9s7CX5KTU2NBg4cqM9//vO6/vrrtX///oTLZ1p7//Wvf9W6det07bXX9rhsJrQ3jp1rivuHH36oSCSiQYMGxcwfNGhQ3Mf7NTY2drt8e3u7Pvzww7TlGo8xRuXl5Tr//PM1evTouMsVFBToscceU3V1tZ555hmNGDFCF154obZs2dJruZ577rl64okn9MILL+gXv/iFGhsbNXnyZH300UfdLp9pbd1h7dq1+vjjjzVv3ry4y2RCe39Wxz6dzP7esV6y66RTS0uL7rjjDn3zm99M+ACTkSNHatWqVXruuef01FNPKTs7W+edd5727NnTa7mWlZXpl7/8pV588UXdf//92r59u774xS8qHA7HXSfT2vvxxx9XTk6OLr/88oTLZUJ7IzWueSpch8/2vowxCXtk3S3f3fzecPPNN+v3v/+9Xn755YTLjRgxQiNGjOh8PWnSJDU0NGjRokWaMmVKutOUdOQfug5jxozRpEmTNHz4cD3++OMqLy/vdp1MausOy5cvV1lZmQoLC+MukwntHU+y+/uxrpMObW1tmjVrlqLRqB555JGEy06cODHm5LXzzjtPX/jCF/TQQw9pyZIl6U5VkjRz5szO/x89erTGjx+voUOHat26dQmLZaa0tyStWLFCV199dY/HzjOhvZEa1/TcBwwYIL/f3+UX8f79+7v8cu6Qn5/f7fJZWVk65ZRT0pZrd2655RY999xz2rRp01E/uvbTJk6ceFx/Vfft21djxoyJm0MmtXWH999/Xxs3btR1112X9LrHu707rkxIZn/vWC/ZddKhra1NV111lerq6rRhw4akHzvq8/k0YcKE4/odFBQUaOjQoQlzyJT2lqSXXnpJu3fvPqb9PRPaG8lxTXEPBoMqKSnpPPO5w4YNGzR58uRu15k0aVKX5devX6/x48crEAikLddPM8bo5ptv1jPPPKMXX3xRxcXFxxSntrZWBQUFlrM7euFwWG+99VbcHDKhrT9r5cqVGjhwoL785S8nve7xbu/i4mLl5+fHtGlra6s2b94cd3+X4n8PidaxraOw79mzRxs3bjymH3fGGO3ateu4fgcfffSRGhoaEuaQCe3dYfny5SopKdHYsWOTXjcT2htJOl5n8qXD008/bQKBgFm+fLn54x//aBYsWGD69u1r3nvvPWOMMXfccYeZPXt25/LvvvuuOemkk8x3v/td88c//tEsX77cBAIB89///d+9lvO//du/mby8PFNTU2P27dvXOR0+fLhzmc/m/eCDD5o1a9aYP/3pT+YPf/iDueOOO4wkU11d3Wt5f+973zM1NTXm3XffNa+88or5yle+YnJycjK6rT8tEomYIUOGmNtvv73Le5nS3gcOHDC1tbWmtrbWSDIPPPCAqa2t7Tyr/L777jN5eXnmmWeeMW+88Yb5xje+YQoKCkxzc3NnjNmzZ8dcLfK73/3O+P1+c99995m33nrL3HfffSYrK8u88sorvZJ3W1ub+epXv2oGDx5sdu3aFbPPh8PhuHlXVlaa3/72t+bPf/6zqa2tNd/61rdMVlaWefXVV3sl7wMHDpjvfe97ZuvWraaurs5s2rTJTJo0yZx22mkZ3d4dmpqazEknnWSWLVvWbYzj0d5IL1cVd2OMefjhh83QoUNNMBg0X/jCF2IuKZs7d66ZOnVqzPI1NTVm3LhxJhgMmmHDhsXd+dNFUrfTypUr4+b9k5/8xAwfPtxkZ2ebz33uc+b8888369at69W8Z86caQoKCkwgEDCFhYXm8ssvN2+++WbcnI05/m39aS+88IKRZHbv3t3lvUxp745L8D47zZ071xhz5HK4e+65x+Tn55tQKGSmTJli3njjjZgYU6dO7Vy+w69//WszYsQIEwgEzMiRI63/SEmUd11dXdx9ftOmTXHzXrBggRkyZIgJBoPm1FNPNaWlpWbr1q29lvfhw4dNaWmpOfXUU00gEDBDhgwxc+fONfX19TExMq29O/z85z83ffr0MR9//HG3MY5HeyO9eOQrAAAu45pj7gAA4AiKOwAALkNxBwDAZSjuAAC4DMUdAACXobgDAOAyFHcAAFyG4g4AgMtQ3AEAcBmKOwAALkNxBwDAZSjuAAC4zP8Dwx42y9Xnn68AAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"log_q_kl = compute_log_q_kl_instantaneous(xs, lams)\n",
"plt.imshow(log_q_kl)\n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"33.62252095255441"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"joint_log_q(xs, lams)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x117d6f190>]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"xs_next = batch_propagate(xs, lams)\n",
"joint_log_q_traj = [joint_log_q(xs_next, lams)]\n",
"for _ in range(1000):\n",
" xs_next = batch_propagate(xs_next, lams)\n",
" joint_log_q_traj.append(joint_log_q(xs_next, lams))\n",
"plt.plot(joint_log_q_traj)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### how stuck is un-enhanced sampling"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x117ebfb90>]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"xs_traj = [xs]\n",
"\n",
"for _ in range(10_000):\n",
" xs_traj.append(batch_propagate(xs_traj[-1], lams))\n",
"\n",
"xs_traj = np.array(xs_traj)\n",
"plt.plot(xs_traj[:,0])\n",
"plt.plot(xs_traj[:,-1])"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"log_q_kl = compute_log_q_kl_instantaneous(xs, lams)\n",
"\n",
"assert joint_log_q(xs, lams) == np.sum(np.diag(log_q_kl))"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"permutation_log_target = make_permutation_log_target(log_q_kl)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"K = len(log_q_kl)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"33.62252095255441"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"permutation_log_target(np.arange(K))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([11, 7, 13, 12, 3, 0, 6, 16, 1, 2, 5, 15, 9, 19, 18, 14, 4,\n",
" 8, 17, 10]),\n",
" 20.31242846034479)"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rand_perm = np.arange(K)\n",
"np.random.shuffle(rand_perm)\n",
"rand_perm, permutation_log_target(rand_perm)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Define neighborhoods for a target-informed locally balanced Permutation MCMC\n",
"\n",
"\n",
"Trying out 2 different ways to generate neighborhoods of a permutation:\n",
"* enumerate everything you can access within a short sequence of neighbor swaps\n",
"* enumerate all pairs swaps (as in Zanella 2017)\n",
"\n",
"\n",
"TODO: take a look at other permutation repex references, such as https://onlinelibrary.wiley.com/doi/pdf/10.1002/jcc.26030"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def enumerate_restricted_permutations(n_states=50, num_neighbor_swaps=1):\n",
" \"\"\"enumerate all permutations accessible within num_neighbor_swaps applications of a move that swaps (i,i+1)\"\"\"\n",
"\n",
" identity_permutation = tuple(range(n_states))\n",
"\n",
" def neighbor_swap(perm, i):\n",
" \"\"\"return copy where (perm[i], perm[i+1]) are swapped\"\"\"\n",
" \n",
" assert (i + 1) < len(perm)\n",
" new_perm = list(perm)\n",
" new_perm[i] = perm[i + 1]\n",
" new_perm[i+1] = perm[i]\n",
" return tuple(new_perm)\n",
"\n",
" permutations = [identity_permutation]\n",
" for _ in range(num_neighbor_swaps):\n",
" for perm in set(permutations):\n",
" for i in range(n_states - 1):\n",
" permutations.append(neighbor_swap(perm, i))\n",
" \n",
" return list(set(permutations))\n",
"\n",
"\n",
"for lookahead_steps in range(1, 6):\n",
" _permutations = np.array(sorted(enumerate_restricted_permutations(K, lookahead_steps)))\n",
" plt.figure()\n",
" plt.plot(_permutations)\n",
" plt.title(f'all {len(_permutations)} possible permutations accessible in a\\nlength-{lookahead_steps} sequence of neighbor-swap moves')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"n_lookahead_steps = 1\n",
"\n",
"permutations = np.array(sorted(enumerate_restricted_permutations(K, n_lookahead_steps)))"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(191, 191)"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def swap(perm, i, j):\n",
" new_perm = np.array(perm) # TODO: avoid copy overhead\n",
" new_perm[j] = perm[i]\n",
" new_perm[i] = perm[j]\n",
" return new_perm\n",
"\n",
"\n",
"def enumerate_pair_permutations(K, n_loookahead_steps=1):\n",
" identity = tuple(range(K))\n",
" perms = [identity]\n",
"\n",
" for _ in range(n_loookahead_steps):\n",
" for perm in set(perms):\n",
" for i in range(K):\n",
" for j in range(i):\n",
" perms.append(tuple(swap(perm, i, j)))\n",
" return list(set(perms))\n",
"\n",
"\n",
"pair_permutations = np.array(sorted(enumerate_pair_permutations(K, 1)))\n",
"len(pair_permutations), int(K*(K-1)/2 + 1)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(permutations[0] == np.arange(K)).all()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"def batch_score_permutations(log_q_kl, permutations):\n",
" \"\"\"should be equivalent to computing [score_permutation(log_q_kl, permutation) for permutation in permutations]\"\"\"\n",
" return np.trace(log_q_kl[permutations], axis1=1, axis2=2)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"# # is jax any faster for this computation?\n",
"\n",
"# from jax import jit, numpy as jnp\n",
"\n",
"# @jit\n",
"# def batch_score_permutations_jax(log_q_kl, permutations):\n",
"# \"\"\"should be equivalent to computing [score_permutation(log_q_kl, permutation) for permutation in permutations]\"\"\"\n",
"# return jnp.trace(log_q_kl[permutations], axis1=1, axis2=2)\n",
"\n",
"# # less than 2x faster on CPU (45 us -> 30 us to score 200 permutations)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"38.5 µs ± 229 ns per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n"
]
}
],
"source": [
"%%timeit\n",
"\n",
"batch_permutation_scores = batch_score_permutations(log_q_kl, pair_permutations)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"# now do some locally balanced MCMC\n",
"\n",
"from scipy.special import logsumexp\n",
"\n",
"def locally_balanced_permutation_move(x, permutations, batch_log_target):\n",
" \"\"\"assumes that set of permutations includes fwd/rev pairs. i.e. if it contains a permutation p, it also contains the inverse permutation\n",
" \"\"\"\n",
"\n",
" balancing_fxn = lambda t : t / (1 + t) # barker\n",
" # balancing_fxn = np.sqrt\n",
"\n",
" _x_perm_fwd = x[permutations]\n",
" _x, neighbors = _x_perm_fwd[0], _x_perm_fwd[1:]\n",
" assert tuple(_x) == tuple(x), \"assumed first permutation is identity\"\n",
"\n",
" num_nbrs = len(neighbors)\n",
"\n",
" uniform_proposal_log_probs = np.zeros(num_nbrs) - np.log(num_nbrs)\n",
" assert np.exp(logsumexp(uniform_proposal_log_probs)) == 1.0, \"proposal distribution over neighbors must be normalized\"\n",
"\n",
" _log_ps = batch_log_target(_x_perm_fwd)\n",
" log_p0, log_ps_nbrs = _log_ps[0], _log_ps[1:]\n",
" log_ratios = log_ps_nbrs - log_p0\n",
" ratios = np.exp(log_ratios)\n",
" log_tilt = np.log(balancing_fxn(ratios))\n",
"\n",
" # reweight proposal using this target information\n",
" informed_proposal_log_probs = uniform_proposal_log_probs + log_tilt\n",
"\n",
" # normalize\n",
" informed_proposal_log_probs -= logsumexp(informed_proposal_log_probs)\n",
" informed_proposal_probs = np.exp(informed_proposal_log_probs)\n",
"\n",
" # sample a neighbor according to this distribution\n",
" proposal_ind = np.random.choice(\n",
" np.arange(num_nbrs),\n",
" p=informed_proposal_probs,\n",
" )\n",
" proposal = neighbors[proposal_ind]\n",
" proposal_log_prob = informed_proposal_log_probs[proposal_ind]\n",
" # prob of proposing proposal | x\n",
"\n",
" # compute acceptance probability\n",
" log_target_ratio = log_ps_nbrs[proposal_ind] - log_p0\n",
"\n",
" # -> compute reverse proposal probability\n",
" _x_perm_rev = proposal[permutations]\n",
" reverse_neighbors = _x_perm_rev[1:]\n",
" assert len(reverse_neighbors) == num_nbrs\n",
"\n",
" # find x in reverse_neighborhood\n",
" matches = (reverse_neighbors == x).all(1)\n",
" assert sum(matches) == 1, f\"sum(matches) = {sum(matches)}\"\n",
" identity_ind = np.argmax(matches)\n",
"\n",
" # TODO: reduce code duplication\n",
" _reverse_log_ps = batch_log_target(_x_perm_rev)\n",
" rev_logp0, reverse_log_ps = _reverse_log_ps[0], _reverse_log_ps[1:]\n",
" reverse_log_ratios = reverse_log_ps - rev_logp0\n",
" reverse_ratios = np.exp(reverse_log_ratios)\n",
"\n",
" reverse_log_tilt = np.log(balancing_fxn(reverse_ratios))\n",
" informed_reverse_log_probs = uniform_proposal_log_probs + reverse_log_tilt\n",
" informed_reverse_log_probs -= logsumexp(informed_reverse_log_probs)\n",
"\n",
" reverse_log_prob = informed_reverse_log_probs[identity_ind] # prob of proposing x | proposal\n",
"\n",
" log_p_forward_over_reverse = proposal_log_prob - reverse_log_prob\n",
" log_accept_prob = np.minimum(0.0, log_target_ratio - log_p_forward_over_reverse)\n",
" \n",
" if np.random.rand() < np.exp(log_accept_prob):\n",
" return proposal\n",
" else:\n",
" return x\n"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"permutation_log_target = make_permutation_log_target(log_q_kl)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### test self-consistency"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"for perms in [permutations, pair_permutations]:\n",
" ref_permutation_scores = np.array([joint_log_q(xs, lams[perm]) for perm in perms])\n",
" permutation_scores = np.array([permutation_log_target(n) for n in perms])\n",
" batch_permutation_scores = batch_score_permutations(log_q_kl, perms)\n",
"\n",
" np.testing.assert_allclose(permutation_scores, ref_permutation_scores)\n",
" np.testing.assert_allclose(batch_permutation_scores, ref_permutation_scores)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"5.18 µs ± 36.1 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n"
]
}
],
"source": [
"%%timeit\n",
"scores = batch_score_permutations(log_q_kl, permutations)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"39.3 µs ± 222 ns per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n"
]
}
],
"source": [
"%%timeit\n",
"scores = batch_score_permutations(log_q_kl, pair_permutations)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"def batch_log_target(perms):\n",
" return batch_score_permutations(log_q_kl, perms)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"20"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(permutations) # how many permutations do I check per move?"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16,\n",
" 17, 18, 19])"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"perm0 = permutations[0]\n",
"perm0"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ 0, 1, 2, 3, 4, 18, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16,\n",
" 17, 5, 19])"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"locally_balanced_permutation_move(perm0, pair_permutations, batch_log_target)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"perm_traj = [perm0]\n",
"for _ in range(100):\n",
" perm_traj.append(locally_balanced_permutation_move(perm_traj[-1], pair_permutations, batch_log_target))\n",
"perm_traj = np.array(perm_traj)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(perm_traj); # "
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"from time import time"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Define baseline: individual neighbor swap moves"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"def basic_permutation_move(current_perm, log_q_kl):\n",
" log_perm_target = make_permutation_log_target(log_q_kl)\n",
" i = np.random.randint(len(current_perm) - 1)\n",
" proposed_perm = swap(current_perm, i, i+1)\n",
"\n",
" log_accept_prob = log_perm_target(proposed_perm) - log_perm_target(current_perm)\n",
" if np.random.rand() < np.exp(log_accept_prob):\n",
" return proposed_perm\n",
" else:\n",
" return current_perm"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([[-1.34997518e-02, -2.34308415e-01, -8.89039180e-01,\n",
" -7.00492369e-01, -7.72923022e-02, -3.90956527e-03,\n",
" -5.14025783e-01, -2.34781600e-04, -2.91426788e-01,\n",
" -3.50973946e-03, -1.81653560e+00, -5.41039932e-01,\n",
" -4.49431454e-02, -8.13309640e-02, -2.89035754e-03,\n",
" -4.92019983e-03, -6.35732308e-04, -1.22947228e-02,\n",
" -1.04265143e-02, -9.96556983e-03],\n",
" [-2.05515433e-01, -1.67595804e-01, -8.86876330e-01,\n",
" -9.26249117e-01, 9.68003663e-02, 2.45867201e-01,\n",
" -2.56216036e-01, 7.91540476e-02, -3.34510637e-02,\n",
" 2.40292047e-01, -1.56170548e+00, -3.20044903e-01,\n",
" 1.89389872e-01, 6.27688429e-02, 2.28610888e-01,\n",
" 2.54536538e-01, 1.26514927e-01, 1.97704006e-01,\n",
" 2.24028470e-01, 2.29699183e-01],\n",
" [-3.97531115e-01, -1.00883193e-01, -8.84713481e-01,\n",
" -1.15200587e+00, 2.70893035e-01, 4.95643967e-01,\n",
" 1.59371069e-03, 1.58542877e-01, 2.24524661e-01,\n",
" 4.84093833e-01, -1.30687537e+00, -9.90498743e-02,\n",
" 4.23722889e-01, 2.06868650e-01, 4.60112134e-01,\n",
" 5.13993275e-01, 2.53665587e-01, 4.07702735e-01,\n",
" 4.58483453e-01, 4.69363936e-01],\n",
" [-5.89546796e-01, -3.41705821e-02, -8.82550631e-01,\n",
" -1.37776261e+00, 4.44985703e-01, 7.45420733e-01,\n",
" 2.59403458e-01, 2.37931706e-01, 4.82500386e-01,\n",
" 7.27895619e-01, -1.05204525e+00, 1.21945155e-01,\n",
" 6.58055907e-01, 3.50968457e-01, 6.91613380e-01,\n",
" 7.73450013e-01, 3.80816246e-01, 6.17701463e-01,\n",
" 6.92938437e-01, 7.09028689e-01],\n",
" [-7.81562477e-01, 3.25420287e-02, -8.80387782e-01,\n",
" -1.60351936e+00, 6.19078372e-01, 9.95197499e-01,\n",
" 5.17213205e-01, 3.17320535e-01, 7.40476110e-01,\n",
" 9.71697406e-01, -7.97215134e-01, 3.42940184e-01,\n",
" 8.92388924e-01, 4.95068263e-01, 9.23114626e-01,\n",
" 1.03290675e+00, 5.07966905e-01, 8.27700192e-01,\n",
" 9.27393421e-01, 9.48693442e-01],\n",
" [-9.73578159e-01, 9.92546395e-02, -8.78224932e-01,\n",
" -1.82927611e+00, 7.93171040e-01, 1.24497426e+00,\n",
" 7.75022952e-01, 3.96709364e-01, 9.98451835e-01,\n",
" 1.21549919e+00, -5.42385018e-01, 5.63935213e-01,\n",
" 1.12672194e+00, 6.39168070e-01, 1.15461587e+00,\n",
" 1.29236349e+00, 6.35117565e-01, 1.03769892e+00,\n",
" 1.16184841e+00, 1.18835819e+00],\n",
" [-1.16559384e+00, 1.65967250e-01, -8.76062083e-01,\n",
" -2.05503286e+00, 9.67263709e-01, 1.49475103e+00,\n",
" 1.03283270e+00, 4.76098193e-01, 1.25642756e+00,\n",
" 1.45930098e+00, -2.87554902e-01, 7.84930242e-01,\n",
" 1.36105496e+00, 7.83267877e-01, 1.38611712e+00,\n",
" 1.55182023e+00, 7.62268224e-01, 1.24769765e+00,\n",
" 1.39630339e+00, 1.42802295e+00],\n",
" [-1.35760952e+00, 2.32679861e-01, -8.73899233e-01,\n",
" -2.28078961e+00, 1.14135638e+00, 1.74452780e+00,\n",
" 1.29064245e+00, 5.55487023e-01, 1.51440328e+00,\n",
" 1.70310276e+00, -3.27247861e-02, 1.00592527e+00,\n",
" 1.59538798e+00, 9.27367684e-01, 1.61761836e+00,\n",
" 1.81127696e+00, 8.89418884e-01, 1.45769638e+00,\n",
" 1.63075837e+00, 1.66768770e+00],\n",
" [-1.54962520e+00, 2.99392472e-01, -8.71736384e-01,\n",
" -2.50654636e+00, 1.31544905e+00, 1.99430456e+00,\n",
" 1.54845219e+00, 6.34875852e-01, 1.77237901e+00,\n",
" 1.94690455e+00, 2.22105330e-01, 1.22692030e+00,\n",
" 1.82972099e+00, 1.07146749e+00, 1.84911961e+00,\n",
" 2.07073370e+00, 1.01656954e+00, 1.66769511e+00,\n",
" 1.86521336e+00, 1.90735245e+00],\n",
" [-1.74164088e+00, 3.66105083e-01, -8.69573534e-01,\n",
" -2.73230310e+00, 1.48954171e+00, 2.24408133e+00,\n",
" 1.80626194e+00, 7.14264681e-01, 2.03035473e+00,\n",
" 2.19070634e+00, 4.76935446e-01, 1.44791533e+00,\n",
" 2.06405401e+00, 1.21556730e+00, 2.08062085e+00,\n",
" 2.33019044e+00, 1.14372020e+00, 1.87769383e+00,\n",
" 2.09966834e+00, 2.14701721e+00],\n",
" [-1.93365657e+00, 4.32817694e-01, -8.67410685e-01,\n",
" -2.95805985e+00, 1.66363438e+00, 2.49385809e+00,\n",
" 2.06407169e+00, 7.93653510e-01, 2.28833046e+00,\n",
" 2.43450812e+00, 7.31765561e-01, 1.66891036e+00,\n",
" 2.29838703e+00, 1.35966710e+00, 2.31212210e+00,\n",
" 2.58964718e+00, 1.27087086e+00, 2.08769256e+00,\n",
" 2.33412332e+00, 2.38668196e+00],\n",
" [-2.12567225e+00, 4.99530304e-01, -8.65247835e-01,\n",
" -3.18381660e+00, 1.83772705e+00, 2.74363486e+00,\n",
" 2.32188143e+00, 8.73042339e-01, 2.54630618e+00,\n",
" 2.67830991e+00, 9.86595677e-01, 1.88990539e+00,\n",
" 2.53272005e+00, 1.50376691e+00, 2.54362335e+00,\n",
" 2.84910391e+00, 1.39802152e+00, 2.29769129e+00,\n",
" 2.56857831e+00, 2.62634671e+00],\n",
" [-2.31768793e+00, 5.66242915e-01, -8.63084986e-01,\n",
" -3.40957335e+00, 2.01181972e+00, 2.99341163e+00,\n",
" 2.57969118e+00, 9.52431169e-01, 2.80428191e+00,\n",
" 2.92211170e+00, 1.24142579e+00, 2.11090042e+00,\n",
" 2.76705306e+00, 1.64786672e+00, 2.77512459e+00,\n",
" 3.10856065e+00, 1.52517218e+00, 2.50769002e+00,\n",
" 2.80303329e+00, 2.86601146e+00],\n",
" [-2.50970361e+00, 6.32955526e-01, -8.60922136e-01,\n",
" -3.63533010e+00, 2.18591239e+00, 3.24318839e+00,\n",
" 2.83750093e+00, 1.03182000e+00, 3.06225763e+00,\n",
" 3.16591348e+00, 1.49625591e+00, 2.33189545e+00,\n",
" 3.00138608e+00, 1.79196653e+00, 3.00662584e+00,\n",
" 3.36801739e+00, 1.65232284e+00, 2.71768875e+00,\n",
" 3.03748828e+00, 3.10567622e+00],\n",
" [-2.70171929e+00, 6.99668137e-01, -8.58759287e-01,\n",
" -3.86108685e+00, 2.36000506e+00, 3.49296516e+00,\n",
" 3.09531068e+00, 1.11120883e+00, 3.32023336e+00,\n",
" 3.40971527e+00, 1.75108602e+00, 2.55289047e+00,\n",
" 3.23571910e+00, 1.93606633e+00, 3.23812708e+00,\n",
" 3.62747413e+00, 1.77947350e+00, 2.92768748e+00,\n",
" 3.27194326e+00, 3.34534097e+00],\n",
" [-2.89373497e+00, 7.66380748e-01, -8.56596437e-01,\n",
" -4.08684359e+00, 2.53409773e+00, 3.74274192e+00,\n",
" 3.35312042e+00, 1.19059766e+00, 3.57820908e+00,\n",
" 3.65351705e+00, 2.00591614e+00, 2.77388550e+00,\n",
" 3.47005212e+00, 2.08016614e+00, 3.46962833e+00,\n",
" 3.88693086e+00, 1.90662416e+00, 3.13768621e+00,\n",
" 3.50639824e+00, 3.58500572e+00],\n",
" [-3.08575065e+00, 8.33093359e-01, -8.54433587e-01,\n",
" -4.31260034e+00, 2.70819039e+00, 3.99251869e+00,\n",
" 3.61093017e+00, 1.26998649e+00, 3.83618481e+00,\n",
" 3.89731884e+00, 2.26074626e+00, 2.99488053e+00,\n",
" 3.70438513e+00, 2.22426595e+00, 3.70112957e+00,\n",
" 4.14638760e+00, 2.03377482e+00, 3.34768494e+00,\n",
" 3.74085323e+00, 3.82467048e+00],\n",
" [-3.27776634e+00, 8.99805969e-01, -8.52270738e-01,\n",
" -4.53835709e+00, 2.88228306e+00, 4.24229546e+00,\n",
" 3.86873992e+00, 1.34937531e+00, 4.09416053e+00,\n",
" 4.14112063e+00, 2.51557637e+00, 3.21587556e+00,\n",
" 3.93871815e+00, 2.36836575e+00, 3.93263082e+00,\n",
" 4.40584434e+00, 2.16092548e+00, 3.55768366e+00,\n",
" 3.97530821e+00, 4.06433523e+00],\n",
" [-3.46978202e+00, 9.66518580e-01, -8.50107888e-01,\n",
" -4.76411384e+00, 3.05637573e+00, 4.49207222e+00,\n",
" 4.12654966e+00, 1.42876414e+00, 4.35213626e+00,\n",
" 4.38492241e+00, 2.77040649e+00, 3.43687059e+00,\n",
" 4.17305117e+00, 2.51246556e+00, 4.16413207e+00,\n",
" 4.66530108e+00, 2.28807614e+00, 3.76768239e+00,\n",
" 4.20976320e+00, 4.30399998e+00],\n",
" [-3.66179770e+00, 1.03323119e+00, -8.47945039e-01,\n",
" -4.98987059e+00, 3.23046840e+00, 4.74184899e+00,\n",
" 4.38435941e+00, 1.50815297e+00, 4.61011198e+00,\n",
" 4.62872420e+00, 3.02523660e+00, 3.65786562e+00,\n",
" 4.40738418e+00, 2.65656537e+00, 4.39563331e+00,\n",
" 4.92475781e+00, 2.41522680e+00, 3.97768112e+00,\n",
" 4.44421818e+00, 4.54366474e+00]]),\n",
" array([ 1, 5, 6, 0, 7, 2, 18, 9, 13, 17, 4, 12, 14, 3, 16, 15, 8,\n",
" 10, 19, 11]))"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"log_q_kl, perm_traj[-1]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### hrex"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"from tqdm import tqdm"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"def permutation_hrex(xs, lams, update_xs, update_permutation, n_frames=10_000):\n",
" \"\"\"\n",
" Parameters\n",
" ----------\n",
" xs, lams\n",
" initial states\n",
" update_xs(xs, lams, perm) -> xs_prime\n",
" update_permutation(xs, lams, perm) -> perm_prime\n",
" Gibbs updates\n",
" n_frames: int\n",
" \"\"\"\n",
" K = len(xs)\n",
" assert len(lams) == K\n",
"\n",
" xs_traj = [xs]\n",
" perm_traj = [np.arange(K)]\n",
"\n",
" for _ in tqdm(range(n_frames)):\n",
" xs, perm = xs_traj[-1], perm_traj[-1]\n",
"\n",
" xs = update_xs(xs, lams, perm)\n",
" perm = update_permutation(xs, lams, perm)\n",
" \n",
" xs_traj.append(xs)\n",
" perm_traj.append(perm)\n",
"\n",
"\n",
" return np.array(xs_traj), np.array(perm_traj)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### implement permutation update using locally balanced discrete mcmc"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"def update_xs_mh(xs, lams, perm, n_steps=10):\n",
"\n",
" for _ in range(n_steps):\n",
" xs = batch_propagate(xs, lams[perm])\n",
" \n",
" return xs\n",
"\n",
"\n",
"def update_permutation_lb(xs, lams, perm, n_steps=10):\n",
" \"\"\"locally balanced update\"\"\"\n",
"\n",
" # TODO: parameterize by number of lookahead steps? or by a generating set of permutations?\n",
" #neighborhood = permutations\n",
" neighborhood = pair_permutations\n",
" \n",
" log_q_kl = compute_log_q_kl_instantaneous(xs, lams)\n",
" def batch_log_target(perms):\n",
" return batch_score_permutations(log_q_kl, perms)\n",
"\n",
" for _ in range(n_steps):\n",
" perm = locally_balanced_permutation_move(perm, neighborhood, batch_log_target)\n",
" \n",
" return perm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### baseline: implement permutation update using neighbor swaps"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"def update_permutation_neighbor_swap(xs, lams, perm, n_steps=10):\n",
"\n",
" log_q_kl = compute_log_q_kl_instantaneous(xs, lams)\n",
"\n",
" for _ in range(n_steps):\n",
" perm = basic_permutation_move(perm, log_q_kl)\n",
" \n",
" return perm"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"from functools import partial"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"n_propagation_steps_per_cycle = 10\n",
"n_permutation_steps_per_cycle = 10\n",
"\n",
"basic_xs_update = partial(update_xs_mh, n_steps=n_propagation_steps_per_cycle)\n",
"\n",
"# what's an appropriate way to normalize the amount of effort? since 1 step of target-informed move can require a lot more work than 1 step of single neighbor swap move\n",
"lb_permutation_update = partial(update_permutation_lb, n_steps=n_permutation_steps_per_cycle)\n",
"nbr_swap_permutation_update = partial(update_permutation_neighbor_swap, n_steps=n_permutation_steps_per_cycle) # K**3 is way too slow with my implementation "
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
" 0%| | 39/10000 [00:00<00:25, 388.16it/s]"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 10000/10000 [00:20<00:00, 480.26it/s]\n"
]
}
],
"source": [
"xs_traj, perm_traj = permutation_hrex(xs, lams, basic_xs_update, lb_permutation_update)"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 10000/10000 [00:06<00:00, 1599.51it/s]\n"
]
}
],
"source": [
"xs_traj_basic, perm_traj_basic = permutation_hrex(xs, lams, basic_xs_update, nbr_swap_permutation_update)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 640x480 with 0 Axes>"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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