{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# MCMC: Hamiltonian sampling" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Florent Leclercq,
\n", "Imperial Centre for Inference and Cosmology, Imperial College London,
\n", "florent.leclercq@polytechnique.org" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from scipy.integrate import quad\n", "from scipy.stats import norm\n", "from matplotlib import pyplot as plt\n", "from matplotlib.ticker import NullFormatter\n", "from cycler import cycler\n", "np.random.seed(123456)\n", "%matplotlib inline\n", "plt.rcParams.update({'lines.linewidth': 2})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The target pdf" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def target_joint(x,y):\n", " return x*x * np.exp(-x*y*y -y*y +2.*y -4.*x)\n", "def target_marginal_x(x):\n", " return x*x/np.sqrt(x+1) * np.exp(-4.*x -1./(x+1.))\n", "def target_marginal_y(y):\n", " return np.exp(-y*y+2.*y) / (y*y+4.)**3\n", "def psi(x,y):\n", " # psi(x,y)=-ln(target_joint(x,y))\n", " return np.where(x>1e-10, -2.*np.log(np.fabs(x)) +x*y*y +y*y -2.*y +4.*x, +1e8)\n", "def dpsi_dx(x,y):\n", " return np.where(x>1e-10, -2./x +y*y* +4., +1e8)\n", "def dpsi_dy(x,y):\n", " return 2.*x*y +2.*y -2." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Normalization of the marginals\n", "Nx=quad(target_marginal_x,0.0001,100.)[0]\n", "Ny=quad(target_marginal_y,-100.,100.)[0]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "xmin=0.01\n", "xmax=2.\n", "ymin=-1.\n", "ymax=2.5\n", "x=np.linspace(xmin,xmax,1000)\n", "y=np.linspace(ymin,ymax,1000)\n", "X,Y=np.meshgrid(x,y)\n", "Z=target_joint(X,Y)\n", "Psi=psi(X,Y)\n", "dPsi_dx=dpsi_dx(X,Y)\n", "dPsi_dy=dpsi_dy(X,Y)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(12,12))\n", "f.subplots_adjust(wspace=0.15)\n", "ax1.set_xlim(xmin,xmax)\n", "ax1.set_ylim(ymin,ymax)\n", "ax1.set_xlabel(\"$x$\")\n", "ax1.set_ylabel(\"$y$\")\n", "ax1.imshow(Z,extent=(xmin,xmax,ymin,ymax),origin='lower',cmap='YlGnBu')\n", "ax1.contour(X,Y,Z,extent=(xmin,xmax,ymin,ymax),origin='lower',cmap='viridis_r')\n", "ax1.set_title(\"Target pdf\")\n", "ax2.set_xlim(xmin,xmax)\n", "ax2.set_ylim(ymin,ymax)\n", "ax2.set_xlabel(\"$x$\")\n", "ax2.imshow(Psi,extent=(xmin,xmax,ymin,ymax),origin='lower',cmap='RdPu')\n", "ax2.contour(X,Y,Psi,extent=(xmin,xmax,ymin,ymax),origin='lower',cmap='inferno_r')\n", "ax2.set_title(\"Potential $\\psi$\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(12,12))\n", "f.subplots_adjust(wspace=0.1)\n", "ax1.set_xlim(xmin,xmax)\n", "ax1.set_ylim(ymin,ymax)\n", "ax1.set_xlabel(\"$x$\")\n", "ax1.set_ylabel(\"$y$\")\n", "ax1.imshow(dPsi_dx,extent=(xmin,xmax,ymin,ymax),origin='lower',cmap='RdPu')\n", "ax1.contour(X,Y,dPsi_dx,extent=(xmin,xmax,ymin,ymax),origin='lower',cmap='inferno_r')\n", "ax1.set_title(\"$\\partial \\psi / \\partial x$\")\n", "ax2.set_xlim(xmin,xmax)\n", "ax2.set_ylim(ymin,ymax)\n", "ax2.set_xlabel(\"$x$\")\n", "ax2.imshow(dPsi_dy,extent=(xmin,xmax,ymin,ymax),origin='lower',cmap='RdPu')\n", "ax2.contour(X,Y,dPsi_dy,extent=(xmin,xmax,ymin,ymax),origin='lower',cmap='inferno_r')\n", "ax2.set_title(\"$\\partial \\psi / \\partial y$\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot slices of psi\n", "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(14,5))\n", "f.subplots_adjust(wspace=0.4)\n", "ax1.set_prop_cycle(cycler('color', [plt.cm.inferno_r(i) for i in np.linspace(0.1,0.9,11)]))\n", "ax2.set_prop_cycle(cycler('color', [plt.cm.inferno_r(i) for i in np.linspace(0.1,0.9,11)]))\n", "for this_y in np.array((-1.0,-0.65,-0.30,0.05,0.40,0.75,0.10,1.45,1.80,2.15,2.5)):\n", " ax1.plot(x,psi(x,this_y),label='y='+str(this_y))\n", "ax1.set_xlabel(\"$x$\")\n", "ax1.set_title(\"Slices of $\\psi$ at fixed $y$\")\n", "ax1.legend(frameon=False,loc='center left',bbox_to_anchor=(1, 0.5))\n", "for this_x in np.array((0.1,0.2,0.4,0.6,0.8,1.0,1.2,1.4,1.6,1.8,2.0)):\n", " ax2.plot(y,psi(this_x,y),label='x='+str(this_x))\n", "ax2.set_xlabel(\"$y$\")\n", "ax2.set_title(\"Slices of $\\psi$ at fixed $x$\")\n", "ax2.legend(frameon=False,loc='center left',bbox_to_anchor=(1, 0.5))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot slices of dpsi/dx\n", "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(14,5))\n", "f.subplots_adjust(wspace=0.4)\n", "ax1.set_prop_cycle(cycler('color', [plt.cm.inferno_r(i) for i in np.linspace(0.1,0.9,11)]))\n", "ax2.set_prop_cycle(cycler('color', [plt.cm.inferno_r(i) for i in np.linspace(0.1,0.9,11)]))\n", "for this_y in np.array((-1.0,-0.65,-0.30,0.05,0.40,0.75,0.10,1.45,1.80,2.15,2.5)):\n", " ax1.plot(x,dpsi_dx(x,this_y),label='y='+str(this_y))\n", "ax1.set_xlabel(\"$x$\")\n", "ax1.set_title(\"$\\partial \\psi /\\partial x$ at fixed $y$\")\n", "ax1.legend(frameon=False,loc='center left',bbox_to_anchor=(1, 0.5))\n", "for this_x in np.array((0.1,0.2,0.4,0.6,0.8,1.0,1.2,1.4,1.6,1.8,2.0)):\n", " ax2.plot(y,dpsi_dx(this_x,y),label='x='+str(this_x))\n", "ax2.set_xlabel(\"$y$\")\n", "ax2.set_title(\"$\\partial \\psi /\\partial x$ at fixed $x$\")\n", "ax2.legend(frameon=False,loc='center left',bbox_to_anchor=(1, 0.5))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot slices of dpsi/dy\n", "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(14,5))\n", "f.subplots_adjust(wspace=0.4)\n", "ax1.set_prop_cycle(cycler('color', [plt.cm.inferno_r(i) for i in np.linspace(0.1,0.9,11)]))\n", "ax2.set_prop_cycle(cycler('color', [plt.cm.inferno_r(i) for i in np.linspace(0.1,0.9,11)]))\n", "for this_y in np.array((-1.0,-0.65,-0.30,0.05,0.40,0.75,0.10,1.45,1.80,2.15,2.5)):\n", " ax1.plot(x,dpsi_dy(x,this_y),label='y='+str(this_y))\n", "ax1.set_xlabel(\"$x$\")\n", "ax1.set_title(\"$\\partial \\psi /\\partial y$ at fixed $y$\")\n", "ax1.legend(frameon=False,loc='center left',bbox_to_anchor=(1, 0.5))\n", "for this_x in np.array((0.1,0.2,0.4,0.6,0.8,1.0,1.2,1.4,1.6,1.8,2.0)):\n", " ax2.plot(y,dpsi_dy(this_x,y),label='x='+str(this_x))\n", "ax2.set_xlabel(\"$y$\")\n", "ax2.set_title(\"$\\partial \\psi /\\partial y$ at fixed $x$\")\n", "ax2.legend(frameon=False,loc='center left',bbox_to_anchor=(1, 0.5))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Hamiltonian sampling" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "def Hamiltonian_sampler(psi,dpsi_dx,dpsi_dy,MassMatrix,stepstd,Ntries,x_start,y_start):\n", " InvMassMatrix=np.linalg.inv(MassMatrix)\n", " Naccepted=0\n", " x=x_start\n", " y=y_start\n", " samples_x=np.zeros(Ntries+1)\n", " samples_x[0]=x\n", " samples_y=np.zeros(Ntries+1)\n", " samples_y[0]=y\n", " for i in range(Ntries):\n", " # compute potential energy and gradient\n", " old_x = x\n", " old_y = y\n", " old_psi = psi(old_x,old_y)\n", " dpsidx = dpsi_dx(old_x,old_y)\n", " dpsidy = dpsi_dy(old_x,old_y)\n", " \n", " # randomly draw momenta\n", " p_x = norm(0.,1.).rvs()\n", " p_y = norm(0.,1.).rvs()\n", " p = np.array((p_x,p_y))\n", " \n", " # compute kinetic energy\n", " old_K = p.T.dot(InvMassMatrix).dot(p)/2.\n", " \n", " # compute Hamiltonian\n", " old_H = old_K + old_psi\n", " \n", " # do 3 leapfrog step\n", " for tau in range(3):\n", " # draw stepsize\n", " stepsize = norm(0.,stepstd).rvs()\n", " \n", " # Kick: make half step in p_x, p_y\n", " p_x -= stepsize*dpsidx/2.0\n", " p_y -= stepsize*dpsidy/2.0\n", " # compute velocities\n", " p = np.array((p_x,p_y))\n", " v_x,v_y = InvMassMatrix.dot(p)\n", " # Drift: make full step in (x,y)\n", " new_x = old_x+stepsize*v_x\n", " new_y = old_y+stepsize*v_y\n", " # compute new gradient\n", " dpsidx = dpsi_dx(new_x,new_y)\n", " dpsidy = dpsi_dy(new_x,new_y)\n", " # Kick: make half step in p_x, p_y\n", " p_x -= stepsize*dpsidx/2.0\n", " p_y -= stepsize*dpsidy/2.0\n", " p = np.array((p_x,p_y))\n", " \n", " # compute new energy and Hamiltonian\n", " new_psi = psi(new_x,new_y)\n", " new_K = p.T.dot(InvMassMatrix).dot(p)/2.\n", " new_H = new_K + new_psi\n", " dH = new_H - old_H\n", " \n", " # accept/reject new candidate x,y using the standard Monte Carlo rule\n", " if(x<0.):\n", " accept=False\n", " else:\n", " if(dH<0.0):\n", " accept=True\n", " else:\n", " a = np.exp(-dH)\n", " u = np.random.uniform()\n", " if(u < a):\n", " accept=True\n", " else:\n", " accept=False\n", " \n", " if(accept):\n", " samples_x[i+1]=x=new_x\n", " samples_y[i+1]=y=new_y\n", " Naccepted+=1\n", " else:\n", " samples_x[i+1]=x=old_x\n", " samples_y[i+1]=y=old_y\n", "\n", " return Naccepted, samples_x, samples_y" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "Ntries=3000\n", "x_start=1.8\n", "y_start=-0.8\n", "MassMatrix=np.array([[1., 0.], [0., 1.]])\n", "stepstd=0.1\n", "Naccepted,samples_x,samples_y=Hamiltonian_sampler(psi,dpsi_dx,dpsi_dy,MassMatrix,stepstd,Ntries,x_start,y_start)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.8406666666666667" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fraction_accepted=float(Naccepted)/Ntries\n", "fraction_accepted" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(10,5))\n", "f.subplots_adjust(wspace=0.2)\n", "ax1.set_xlim(0,Ntries)\n", "ax1.set_ylabel(\"$x$\")\n", "ax1.scatter(np.arange(Ntries+1),samples_x,color='C4',marker='.')\n", "ax2.set_xlim(0,Ntries)\n", "ax2.set_ylabel(\"$y$\")\n", "ax2.scatter(np.arange(Ntries+1),samples_y,color='C2',marker='.')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "nullfmt = NullFormatter() # no labels\n", "\n", "# definitions for the axes\n", "left, width = 0., xmax-xmin\n", "bottom, height = 0., ymax-ymin\n", "left_h = left + width + 0.1\n", "bottom_h = bottom + height + 0.1\n", "\n", "rect_pdf = [left, bottom, width, height]\n", "rect_pdfx = [left, bottom_h, width, 1.]\n", "rect_pdfy = [left_h, bottom, 1., height]\n", "\n", "# start with a rectangular Figure\n", "plt.figure(1, figsize=(2, 2))\n", "\n", "ax = plt.axes(rect_pdf)\n", "axpdfx = plt.axes(rect_pdfx)\n", "axpdfy = plt.axes(rect_pdfy)\n", "\n", "# no labels\n", "axpdfx.xaxis.set_major_formatter(nullfmt)\n", "axpdfy.yaxis.set_major_formatter(nullfmt)\n", "\n", "# the scatter plot:\n", "ax.set_xlim(xmin,xmax)\n", "ax.set_ylim(ymin,ymax)\n", "ax.set_xlabel(\"$x$\")\n", "ax.set_ylabel(\"$y$\")\n", "ax.imshow(Z,extent=(xmin,xmax,ymin,ymax),origin='lower',cmap='YlGnBu')\n", "ax.contour(X,Y,Z,extent=(xmin,xmax,ymin,ymax),origin='lower',cmap='viridis_r')\n", "ax.scatter(samples_x,samples_y,marker='.',color='black')\n", "\n", "# the histograms:\n", "axpdfx.set_xlim(xmin,xmax)\n", "axpdfx.set_ylim([0,1.4])\n", "axpdfx.plot(x,target_marginal_x(x)/Nx,color='C4')\n", "axpdfx.hist(samples_x,40,density=True,histtype='step',color='C4')\n", "\n", "axpdfy.set_xlim([0,0.8])\n", "axpdfy.set_ylim(ymin,ymax)\n", "axpdfy.plot(target_marginal_y(y)/Ny,y,color='C2')\n", "axpdfy.hist(samples_y,40,density=True,histtype='step',color='C2',orientation='horizontal')\n", "\n", "axpdfx.set_title(\"Hamiltonian sampling\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Checking trajectories" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "Ntries=1000\n", "MassMatrix=np.array([[1., 0.], [0., 1.]])\n", "stepstd=0.03" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "x_start_1=1.8\n", "y_start_1=-0.8\n", "N1,sx_1,sy_1=Hamiltonian_sampler(psi,dpsi_dx,dpsi_dy,MassMatrix,stepstd,Ntries,x_start_1,y_start_1)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "x_start_2=1.5\n", "y_start_2=2.0\n", "N2,sx_2,sy_2=Hamiltonian_sampler(psi,dpsi_dx,dpsi_dy,MassMatrix,stepstd,Ntries,x_start_2,y_start_2)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "x_start_3=0.1\n", "y_start_3=-0.7\n", "N3,sx_3,sy_3=Hamiltonian_sampler(psi,dpsi_dx,dpsi_dy,MassMatrix,stepstd,Ntries,x_start_3,y_start_3)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "x_start_4=0.2\n", "y_start_4=2.2\n", "N4,sx_4,sy_4=Hamiltonian_sampler(psi,dpsi_dx,dpsi_dy,MassMatrix,stepstd,Ntries,x_start_4,y_start_4)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,12))\n", "plt.xlim([xmin,xmax])\n", "plt.ylim([ymin,ymax])\n", "plt.xlabel(\"$x$\")\n", "plt.ylabel(\"$y$\")\n", "plt.imshow(Z,extent=(xmin,xmax,ymin,ymax),origin='lower',cmap='YlGnBu')\n", "plt.contour(X,Y,Z,extent=(xmin,xmax,ymin,ymax),origin='lower',cmap='viridis_r')\n", "plt.scatter(x_start_1,y_start_1,s=500,marker='*',color='C0')\n", "plt.scatter(sx_1,sy_1,marker='.',color='C0')\n", "plt.scatter(x_start_2,y_start_2,s=500,marker='*',color='C1')\n", "plt.scatter(sx_2,sy_2,marker='.',color='C1')\n", "plt.scatter(x_start_3,y_start_3,s=500,marker='*',color='C3')\n", "plt.scatter(sx_3,sy_3,marker='.',color='C3')\n", "plt.scatter(x_start_4,y_start_4,s=500,marker='*',color='C5')\n", "plt.scatter(sx_4,sy_4,marker='.',color='C5')\n", "plt.title(\"Different trajectories\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tuning the step size" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "Ntries=1000\n", "x_start=1.8\n", "y_start=-0.8\n", "MassMatrix=np.array([[1., 0.], [0., 1.]])" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "stepstd_1=0.012\n", "N1,sx_1,sy_1=Hamiltonian_sampler(psi,dpsi_dx,dpsi_dy,MassMatrix,stepstd_1,Ntries,x_start,y_start)\n", "fraction_accepted_1=float(N1)/Ntries" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "stepstd_2=0.1\n", "N2,sx_2,sy_2=Hamiltonian_sampler(psi,dpsi_dx,dpsi_dy,MassMatrix,stepstd_2,Ntries,x_start,y_start)\n", "fraction_accepted_2=float(N2)/Ntries" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "stepstd_3=2.\n", "N3,sx_3,sy_3=Hamiltonian_sampler(psi,dpsi_dx,dpsi_dy,MassMatrix,stepstd_3,Ntries,x_start,y_start)\n", "fraction_accepted_3=float(N3)/Ntries" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f, ((ax1, ax2, ax3), (ax4, ax5, ax6)) = plt.subplots(2, 3, sharex='col', sharey='row', figsize=(15,8))\n", "f.subplots_adjust(wspace=0.05, hspace=0.05)\n", "ax1.set_ylabel(\"$x$\")\n", "ax1.set_xlim([0,Ntries])\n", "ax1.plot(np.arange(Ntries+1),sx_1,marker='.',color='C4')\n", "ax1.set_title(\"stepstd=\"+str(stepstd_1)+\", acceptance ratio=\"+str(fraction_accepted_1))\n", "ax2.set_xlim([0,Ntries])\n", "ax2.plot(np.arange(Ntries+1),sx_2,marker='.',color='C4')\n", "ax2.set_title(\"stepstd=\"+str(stepstd_2)+\", acceptance ratio=\"+str(fraction_accepted_2))\n", "ax3.set_xlim([0,Ntries])\n", "ax3.plot(np.arange(Ntries+1),sx_3,marker='.',color='C4')\n", "ax3.set_title(\"stepstd=\"+str(stepstd_3)+\", acceptance ratio=\"+str(fraction_accepted_3))\n", "ax4.set_xlabel(\"sample number\")\n", "ax4.set_ylabel(\"$y$\")\n", "ax4.plot(np.arange(Ntries+1),sy_1,marker='.',color='C2')\n", "ax5.set_xlabel(\"sample number\")\n", "ax5.plot(np.arange(Ntries+1),sy_2,marker='.',color='C2')\n", "ax6.set_xlabel(\"sample number\")\n", "ax6.plot(np.arange(Ntries+1),sy_3,marker='.',color='C2')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tuning the mass matrix" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "Ntries=1000\n", "x_start=1.8\n", "y_start=-0.8\n", "stepstd=0.03" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "MassMatrix_1=np.array([[1., 0.], [0., 1.]])\n", "N1,sx_1,sy_1=Hamiltonian_sampler(psi,dpsi_dx,dpsi_dy,MassMatrix_1,stepstd,Ntries,x_start,y_start)\n", "fraction_accepted_1=float(N1)/Ntries" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "MassMatrix_2=np.array([[0.001, 0.], [0., 100.]])\n", "N2,sx_2,sy_2=Hamiltonian_sampler(psi,dpsi_dx,dpsi_dy,MassMatrix_2,stepstd,Ntries,x_start,y_start)\n", "fraction_accepted_2=float(N2)/Ntries" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "MassMatrix_3=np.array([[100., 0.], [0., 0.001]])\n", "N3,sx_3,sy_3=Hamiltonian_sampler(psi,dpsi_dx,dpsi_dy,MassMatrix_3,stepstd,Ntries,x_start,y_start)\n", "fraction_accepted_3=float(N3)/Ntries" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f, ((ax1, ax2, ax3), (ax4, ax5, ax6)) = plt.subplots(2, 3, sharex='col', figsize=(15,8))\n", "f.subplots_adjust(wspace=0.2, hspace=0.05)\n", "ax1.set_ylabel(\"$x$\")\n", "ax1.set_xlim(0,Ntries)\n", "ax1.plot(np.arange(Ntries+1),sx_1,marker='.',color='C4')\n", "ax1.set_title(\"$m_x=m_y$, acceptance ratio={:.3f}\".format(fraction_accepted_1))\n", "ax2.set_xlim(0,Ntries)\n", "ax2.plot(np.arange(Ntries+1),sx_2,marker='.',color='C4')\n", "ax2.set_title(\"$m_x \\ll m_y$, acceptance ratio={:.3f}\".format(fraction_accepted_2))\n", "ax3.set_xlim(0,Ntries)\n", "ax3.plot(np.arange(Ntries+1),sx_3,marker='.',color='C4')\n", "ax3.set_title(\"$m_x \\gg m_y$, acceptance ratio={:.3f}\".format(fraction_accepted_3))\n", "ax4.set_xlabel(\"sample number\")\n", "ax4.set_ylabel(\"$y$\")\n", "ax4.plot(np.arange(Ntries+1),sy_1,marker='.',color='C2')\n", "ax5.set_xlabel(\"sample number\")\n", "ax5.plot(np.arange(Ntries+1),sy_2,marker='.',color='C2')\n", "ax6.set_xlabel(\"sample number\")\n", "ax6.plot(np.arange(Ntries+1),sy_3,marker='.',color='C2')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "MassMatrix_4=np.array([[1e-3, 0.], [0., 1e-3]])\n", "N4,sx_4,sy_4=Hamiltonian_sampler(psi,dpsi_dx,dpsi_dy,MassMatrix_4,stepstd,Ntries,x_start,y_start)\n", "fraction_accepted_4=float(N4)/Ntries" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "MassMatrix_5=np.array([[100., 0.], [0., 100.]])\n", "N5,sx_5,sy_5=Hamiltonian_sampler(psi,dpsi_dx,dpsi_dy,MassMatrix_5,stepstd,Ntries,x_start,y_start)\n", "fraction_accepted_5=float(N5)/Ntries" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f, ((ax1, ax2, ax3), (ax4, ax5, ax6)) = plt.subplots(2, 3, sharex='col', figsize=(15,8))\n", "f.subplots_adjust(wspace=0.25, hspace=0.05)\n", "ax1.set_ylabel(\"$x$\")\n", "ax1.set_xlim(0,Ntries)\n", "ax1.plot(np.arange(Ntries+1),sx_1,marker='.',color='C4')\n", "ax1.set_title(\"standard masses, acceptance ratio={:.3f}\".format(fraction_accepted_1))\n", "ax2.set_xlim(0,Ntries)\n", "ax2.plot(np.arange(Ntries+1),sx_4,marker='.',color='C4')\n", "ax2.set_title(\"both light, acceptance ratio={:.3f}\".format(fraction_accepted_4))\n", "ax3.set_xlim(0,Ntries)\n", "ax3.plot(np.arange(Ntries+1),sx_5,marker='.',color='C4')\n", "ax3.set_title(\"both heavy, acceptance ratio={:.3f}\".format(fraction_accepted_5))\n", "ax4.set_xlabel(\"sample number\")\n", "ax4.set_ylabel(\"$y$\")\n", "ax4.plot(np.arange(Ntries+1),sy_1,marker='.',color='C2')\n", "ax5.set_xlabel(\"sample number\")\n", "ax5.plot(np.arange(Ntries+1),sy_4,marker='.',color='C2')\n", "ax6.set_xlabel(\"sample number\")\n", "ax6.plot(np.arange(Ntries+1),sy_5,marker='.',color='C2')\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 1 }