{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Analyzing umbrella sampling simulations with PyEMMA\n", "\n", "### Example: the 1D asymmetric double well potential\n", "\n", "Often in umbrella sampling, the bias is computed via a harmonic potential based on the deviation of a frame from a reference structure. In the usual one-dimensional case, this reads\n", "\n", "$$b^{(i)}(\\mathbf{x}) = \\frac{k^{(i)}}{2} \\left\\Vert \\mathbf{x} - \\mathbf{x}^{(i)} \\right\\Vert^2.$$\n", "\n", "In the more general case, though, one can use a non-symmetric force matrix:\n", "\n", "$$b^{(i)}(\\mathbf{x}) = \\frac{1}{2} \\left\\langle \\mathbf{x} - \\mathbf{x}^{(i)} \\middle\\vert \\mathbf{k}^{(i)} \\middle\\vert \\mathbf{x} - \\mathbf{x}^{(i)} \\right\\rangle.$$" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Imports and matplotlib customization\n", "%matplotlib inline\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pyemma\n", "mpl.rcParams['font.size'] = 12\n", "mpl.rcParams['axes.labelsize'] = 15\n", "mpl.rcParams['xtick.labelsize'] = 12\n", "mpl.rcParams['ytick.labelsize'] = 12\n", "mpl.rcParams['legend.fontsize'] = 10\n", "\n", "# Load precomputed simulation data\n", "data = np.load('data/adw_us.npz', encoding='latin1')\n", "us_trajs = [np.asarray(l, dtype=np.float64).reshape((-1, 1)) for l in data['arr_0'].tolist()]\n", "us_centers = data['arr_1'].tolist()\n", "us_force_constants = data['arr_2'].tolist()\n", "md_trajs = [np.asarray(l, dtype=np.float64).reshape((-1, 1)) for l in data['arr_3'].tolist()]\n", "centers = data['arr_4']\n", "reference = data['arr_5']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Looking at the data\n", "\n", "We have a total of 12 umbrella sampling trajectories: each with a force constant of $5$ kT/a.u.$^2$, and three independent runs for each of the four umbrella centers $\\mathbf{x}^{(i)}\\in\\{-1.29, -0.5, -0.1, 0.14\\}$ a.u. (trajectory lengths varies for the different umbrella centers). The left plot shows the time evolution for all 12 runs (same color for same umbrella center) with dashed lines indicating the corresponding umbrella center.\n", "\n", "On the right, we see the time evolution of 10 independent runs without bias.\n", "\n", "We can observe two issues: 1) the umbrella sampling trajectories are well sampled and have much overlap in the range $-1.5 \\leq x \\leq 0$. 2) the unbiased trajectories sample only the ranges $-1.5 \\leq x \\leq -1.0$ and $0.8 \\leq x \\leq 1.5$ well, and we have very few crossings between these ranges." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "force constants: [5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0]\n", "umbrella centers: [-1.29, -1.29, -1.29, -0.5, -0.5, -0.5, -0.1, -0.1, -0.1, 0.14, 0.14, 0.14]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Print the bias parameters\n", "print(\"force constants: \" + str(us_force_constants))\n", "print(\"umbrella centers: \" + str(us_centers))\n", "\n", "# Plot the biased and unbiased trajectories\n", "fig, axes = plt.subplots(1, 2, figsize=(14, 6), sharey=True)\n", "for i, c in enumerate(['b', 'g', 'r', 'c']):\n", " for j in range(3):\n", " axes[0].plot(us_trajs[i * 3 + j], color=c)\n", " axes[0].plot([0, 1000], [us_centers[i * 3], us_centers[i * 3]], '--', linewidth=2, color=c)\n", "for traj in md_trajs:\n", " axes[1].plot(traj)\n", "axes[0].set_ylabel(r\"$x$ / a.u.\")\n", "axes[0].set_title(r\"umbrella sampling trajectories\")\n", "axes[1].set_title(r\"unbiased trajectories\")\n", "for ax in axes.flat:\n", " ax.set_xlabel(r\"time / steps\")\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Discretization\n", "\n", "We start by discretizing the loaded time series using predefined cluster centers." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "23de920ddec846c0b02bb2d2d0a60c53", "version_major": 2, "version_minor": 0 }, "text/html": [ "

Failed to display Jupyter Widget of type HBox.

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\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "

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Failed to display Jupyter Widget of type HBox.

\n", "

\n", " If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n", " that the widgets JavaScript is still loading. If this message persists, it\n", " likely means that the widgets JavaScript library is either not installed or\n", " not enabled. See the Jupyter\n", " Widgets Documentation for setup instructions.\n", "

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\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "

\n" ], "text/plain": [ "HBox(children=(HBox(children=(Label(value='getting output of AssignCenters'),), layout=Layout(max_width='35%', min_width='35%')), HBox(children=(IntProgress(value=0, max=10), HTML(value='')), layout=Layout(padding='0 0 0 20px'))), layout=Layout(display='flex', width='100%'))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\r" ] } ], "source": [ "us_dtrajs = pyemma.coordinates.assign_to_centers(data=us_trajs, centers=centers) # biased discrete trajectories\n", "md_dtrajs = pyemma.coordinates.assign_to_centers(data=md_trajs, centers=centers) # unbiased discrete trajectories" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Implied timescales\n", "\n", "To get a first guess which lag time to use, we make an implied timescale plot: one with only the unbiased data and the standard MSM approach and one with all data and TRAM.\n", "\n", "For the MSM, we create an implied timescales (ITS) object which can be passed to a suitable plotting function.\n", "\n", "In case of TRAM (or dTRAM), we have to use the regular estimation API function with a list of lag times. The list of estimated MEMMs is then passed to a suitable plotting function. Please note that this approach takes considerably more time, but we do not discard the intermediate results and can use the MEMMs at all lag times later on." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "c55fc629a94847668f28e93807401ac3", "version_major": 2, "version_minor": 0 }, "text/html": [ "

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\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "

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\n", " If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n", " that the widgets JavaScript is still loading. If this message persists, it\n", " likely means that the widgets JavaScript library is either not installed or\n", " not enabled. See the Jupyter\n", " Widgets Documentation for setup instructions.\n", "

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\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "

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\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "

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\n", " If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n", " that the widgets JavaScript is still loading. If this message persists, it\n", " likely means that the widgets JavaScript library is either not installed or\n", " not enabled. See the Jupyter\n", " Widgets Documentation for setup instructions.\n", "

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\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "

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\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "

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\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "

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\n", " If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n", " that the widgets JavaScript is still loading. If this message persists, it\n", " likely means that the widgets JavaScript library is either not installed or\n", " not enabled. See the Jupyter\n", " Widgets Documentation for setup instructions.\n", "

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\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "

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\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "

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\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "

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Failed to display Jupyter Widget of type HBox.

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\n", " If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n", " that the widgets JavaScript is still loading. If this message persists, it\n", " likely means that the widgets JavaScript library is either not installed or\n", " not enabled. See the Jupyter\n", " Widgets Documentation for setup instructions.\n", "

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\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "

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Failed to display Jupyter Widget of type HBox.

\n", "

\n", " If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n", " that the widgets JavaScript is still loading. If this message persists, it\n", " likely means that the widgets JavaScript library is either not installed or\n", " not enabled. See the Jupyter\n", " Widgets Documentation for setup instructions.\n", "

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\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "

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\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "

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\n", "

\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "

\n" ], "text/plain": [ "HBox(children=(HBox(children=(Label(value='TRAM'),), layout=Layout(max_width='35%', min_width='35%')), HBox(children=(IntProgress(value=0, max=15000), HTML(value='')), layout=Layout(padding='0 0 0 20px'))), layout=Layout(display='flex', width='100%'))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\r" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lags = [1, 2, 3, 5, 7, 10]\n", "\n", "# MSM approach\n", "its = pyemma.msm.its(md_dtrajs, lags=lags, nits=8, errors='bayes')\n", "pyemma.plots.plot_implied_timescales(its, marker='x')\n", "\n", "# TRAM approach\n", "tram = pyemma.thermo.estimate_umbrella_sampling(\n", " us_trajs, us_dtrajs, us_centers, us_force_constants,\n", " md_trajs=md_trajs, md_dtrajs=md_dtrajs,\n", " maxiter=15000, maxerr=1.0E-15, save_convergence_info=10,\n", " estimator='tram', lag=lags, init='mbar', init_maxiter=2000, init_maxerr=1.0E-12)\n", "pyemma.plots.plot_memm_implied_timescales(tram, nits=8, annotate=False, marker='x')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The TRAM approach further allows to check implied timescales for the umbrella sampling simulations:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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Please note that we do not need to rerun the TRAM estimation, we can directly access one of the TRAM objects in the above list." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "88bca27e8d7f4d29bb39cbeea3e9e4e5", "version_major": 2, "version_minor": 0 }, "text/html": [ "

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\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "

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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tram_obj = tram[4]\n", "\n", "# Use WHAM on the biased data only\n", "wham_1 = pyemma.thermo.estimate_umbrella_sampling(\n", " us_trajs, us_dtrajs, us_centers, us_force_constants,\n", " maxiter=100000, maxerr=1.0E-15, save_convergence_info=1,\n", " estimator='wham')\n", "\n", "# Use WHAM on both data sets\n", "wham_2 = pyemma.thermo.estimate_umbrella_sampling(\n", " us_trajs, us_dtrajs, us_centers, us_force_constants,\n", " md_trajs=md_trajs, md_dtrajs=md_dtrajs,\n", " maxiter=100000, maxerr=1.0E-15, save_convergence_info=1,\n", " estimator='wham')\n", "\n", "# Use dTRAM on both data sets\n", "dtram = pyemma.thermo.estimate_umbrella_sampling(\n", " us_trajs, us_dtrajs, us_centers, us_force_constants,\n", " md_trajs=md_trajs, md_dtrajs=md_dtrajs,\n", " maxiter=10000, maxerr=1.0E-15, save_convergence_info=10,\n", " estimator='dtram', lag=10)\n", "\n", "# Plot the convergence behaviour (only WHAM, dTRAM, TRAM)\n", "pyemma.plots.plot_convergence_info([wham_1, wham_2, dtram, tram_obj])\n", "\n", "# Build an MSM of the unbiased data\n", "msm = pyemma.msm.estimate_markov_model(dtrajs=md_dtrajs, lag=7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below, we compare the estimated free energy profile (thermodynamics) for the different estimators. We observe\n", "* the MSM fails at the barrier and the right metastable state\n", "* WHAM (us only) captures well the left metastable state and the barrier\n", "* WHAM (us+md) fails for both metastable states\n", "* dTRAM and TRAM are in good agreement with the reference" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.plot(reference[0, :], reference[1, :], linewidth=2, color='black', label=\"Reference\")\n", "ax.plot(centers[wham_1.active_set, 0], wham_1.free_energies, '-s', label=\"WHAM us\")\n", "ax.plot(centers[wham_2.active_set, 0], wham_2.free_energies, '-s', label=\"WHAM us+md\")\n", "ax.plot(centers[dtram.active_set, 0], dtram.free_energies, '-o', label=\"dTRAM us+md\")\n", "ax.plot(centers[tram_obj.active_set, 0], tram_obj.free_energies, '-^', label=\"TRAM us+md\")\n", "ax.plot(centers[msm.active_set, 0], -np.log(msm.stationary_distribution), '-d', label=\"MSM md\")\n", "ax.set_xlabel(r\"$x$ / a.u.\")\n", "ax.set_ylabel(r\"free energy / kT\")\n", "ax.set_ylim([2, 11])\n", "ax.legend(loc=9, fancybox=True, framealpha=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we compare mean first passage times (MFPT, kinetics) for MSM, dTRAM, and TRAM; reference values are 370 $\\pm$ 30\n", " steps and 2300 $\\pm$ 200 steps. We observe that dTRAM and TRAM are comparably close to the reference while the MSM is off (for the slow process) by a factor of two." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " MSM MFPT[red->green] = 384 steps\n", " MSM MFPT[green->red] = 5280 steps\n", "dTRAM MFPT[red->green] = 320 steps\n", "dTRAM MFPT[green->red] = 1993 steps\n", " TRAM MFPT[red->green] = 243 steps\n", " TRAM MFPT[green->red] = 1413 steps\n" ] }, { "data": { "text/plain": [ "(1, 9)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Run PCCA to find metastable sets\n", "msm.pcca(2)\n", "dtram.msm.pcca(2)\n", "tram_obj.msm.pcca(2)\n", "\n", "# Print MFPTs\n", "print(\" MSM MFPT[red->green] = %6.0f steps\" % msm.mfpt(msm.metastable_sets[0], msm.metastable_sets[1]))\n", "print(\" MSM MFPT[green->red] = %6.0f steps\" % msm.mfpt(msm.metastable_sets[1], msm.metastable_sets[0]))\n", "print(\"dTRAM MFPT[red->green] = %6.0f steps\" % dtram.msm.mfpt(\n", " dtram.msm.metastable_sets[0], dtram.msm.metastable_sets[1]))\n", "print(\"dTRAM MFPT[green->red] = %6.0f steps\" % dtram.msm.mfpt(\n", " dtram.msm.metastable_sets[1], dtram.msm.metastable_sets[0]))\n", "print(\" TRAM MFPT[red->green] = %6.0f steps\" % tram_obj.msm.mfpt(\n", " tram_obj.msm.metastable_sets[0], tram_obj.msm.metastable_sets[1]))\n", "print(\" TRAM MFPT[green->red] = %6.0f steps\" % tram_obj.msm.mfpt(\n", " tram_obj.msm.metastable_sets[1], tram_obj.msm.metastable_sets[0]))\n", "\n", "# Plot the free energy profile with color-coded metastable assignment\n", "fig, ax = plt.subplots()\n", "ax.plot(reference[0, :], reference[1, :], linewidth=2, color='black', label=\"Reference\")\n", "ax.scatter(\n", " centers[msm.active_set, 0], -np.log(msm.stationary_distribution),\n", " c=msm.metastable_assignments, cmap=mpl.cm.prism, s=80, label='MSM', marker='d')\n", "ax.scatter(\n", " centers[dtram.msm.active_set, 0], dtram.f_full_state[dtram.msm.active_set],\n", " c=dtram.msm.metastable_assignments, cmap=mpl.cm.prism, s=80, label='dTRAM')\n", "ax.scatter(\n", " centers[tram_obj.msm.active_set, 0], tram_obj.f_full_state[tram_obj.msm.active_set],\n", " c=tram_obj.msm.metastable_assignments, cmap=mpl.cm.prism, s=80, marker='^', label='TRAM')\n", "ax.set_xlabel(r\"$x$ / a.u.\")\n", "ax.set_ylabel(r\"free energy / kT\")\n", "ax.legend(loc=4)\n", "ax.set_ylim([1, 9])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Conclusion\n", "\n", "This notebook illustrates how we can use PyEMMA's thermo package to analyze umbrella sampling and unbiased simulations. We have learned how to\n", "\n", "* invoke the ``pyemma.thermo.estimate_umbrella_sampling()`` API function,\n", "* specify a certain estimator (WHAM, dTRAM, or TRAM)\n", "* visualize implied timescales for arbitraty thermodynamic states\n", "* visualize the convergence behaviour of an MEMM estimation\n", "* access thermodynamic and kinetic information\n", "\n", "We have also seen that transition-based reweighting of mixed biased and unbiased data outperforms traditional approaches." ] } ], "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": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 1 }