{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Obtaining the first trajectories for a Toy Model\n", "\n", "Tasks covered in this notebook:\n", "\n", "* Setting up a system using the OPS toy engine\n", "* Using a user-defined function to create a collective variable\n", "* Using collective variables to define states and interfaces\n", "* Storing things manually\n", "\n", "Path sampling methods require that the user supply an input path for each path ensemble. This means that you must somehow generate a first input path. The first rare path can come from any number of sources. The main idea is that any trajectory that is *nearly* physical is good enough. This is discussed more in the [OPS documentation on initial trajectories](http://openpathsampling.org/latest/topics/simulation_setup.html#getting-an-initial-trajectory).\n", "\n", "In this example, we use a bootstrapping/ratcheting approach, which does create paths satisfying the true dynamics of the system. This approach is nice because it is quick and convenient, although it is best for smaller systems with less complicated transitions. It works by running normal MD to generate a path that satisfies the innermost interface, and then performing shooting moves in that interface's path ensemble until we have a path that crosses the next interface. Then we switch to the path ensemble for the next interface, and shoot until the path crossing the interface after that. The process continues until we have paths for all interfaces.\n", "\n", "In this example, we perform multiple state (MS) TIS. Therefore we do one bootstrapping calculation per initial state." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Basic imports\n", "from __future__ import print_function\n", "import openpathsampling as paths\n", "import numpy as np\n", "%matplotlib inline\n", "\n", "# used for visualization of the 2D toy system\n", "# we use the %run magic because this isn't in a package\n", "%run ../resources/toy_plot_helpers.py" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Basic system setup\n", "\n", "First we set up our system: for the toy dynamics, this involves defining a potential energy surface (PES), setting up an integrator, and giving the simulation an initial configuration. In real MD systems, the PES is handled by the combination of a topology (generated from, e.g., a PDB file) and a force field definition, and the initial configuration would come from a file instead of being described by hand." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# convenience for the toy dynamics\n", "import openpathsampling.engines.toy as toys" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Set up the toy system\n", "\n", "For the toy model, we need to give a snapshot as a template, as well as a potential energy surface. The template snapshot also includes a pointer to the topology information (which is relatively simple for the toy systems.)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Toy_PES supports adding/subtracting various PESs. \n", "# The OuterWalls PES type gives an x^6+y^6 boundary to the system.\n", "pes = (\n", " toys.OuterWalls([1.0, 1.0], [0.0, 0.0])\n", " + toys.Gaussian(-0.7, [12.0, 12.0], [0.0, 0.4])\n", " + toys.Gaussian(-0.7, [12.0, 12.0], [-0.5, -0.5])\n", " + toys.Gaussian(-0.7, [12.0, 12.0], [0.5, -0.5])\n", ")\n", "\n", "topology=toys.Topology(\n", " n_spatial=2,\n", " masses=[1.0, 1.0],\n", " pes=pes\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Set up the engine\n", "\n", "The engine needs the template snapshot we set up above, as well as an integrator and a few other options. We name the engine; this makes it easier to reload it in the future." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "integ = toys.LangevinBAOABIntegrator(dt=0.02, temperature=0.1, gamma=2.5)\n", "\n", "options={\n", " 'integ': integ,\n", " 'n_frames_max': 5000,\n", " 'n_steps_per_frame': 1\n", "}\n", "\n", "toy_eng = toys.Engine(\n", " options=options,\n", " topology=topology\n", ").named('toy_engine')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "template = toys.Snapshot(\n", " coordinates=np.array([[-0.5, -0.5]]), \n", " velocities=np.array([[0.0,0.0]]),\n", " engine=toy_eng\n", ")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "toy_eng.current_snapshot = template" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we make this engine into the default engine for any `PathMover` that requires an one (e.g., shooting movers, minus movers)." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "paths.PathMover.engine = toy_eng" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's look at the potential energy surface we've created:" ] }, { "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 = ToyPlot()\n", "plot.contour_range = np.arange(-1.5, 1.0, 0.1)\n", "plot.add_pes(pes)\n", "fig = plot.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Defining states and interfaces\n", "\n", "TIS methods usually require that you define states and interfaces before starting the simulation. State and interfaces are both defined in terms of `Volume` objects. The most common type of `Volume` is one based on some set of collective variables, so the first thing we have to do is to define the collective variable.\n", "\n", "For this system, we'll define the collective variables as circles centered on the middle of the state. OPS allows us to define one function for the circle, which is parameterized by different centers. Note that each collective variable is in fact a separate function." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "def circle(snapshot, center):\n", " import math\n", " return math.sqrt((snapshot.xyz[0][0]-center[0])**2\n", " + (snapshot.xyz[0][1]-center[1])**2)\n", " \n", "opA = paths.CoordinateFunctionCV(name=\"opA\", f=circle, center=[-0.5, -0.5])\n", "opB = paths.CoordinateFunctionCV(name=\"opB\", f=circle, center=[0.5, -0.5])\n", "opC = paths.CoordinateFunctionCV(name=\"opC\", f=circle, center=[0.0, 0.4])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we define the states and interfaces in terms of these order parameters. The `CVRangeVolumeSet` gives a shortcut to create several volume objects using the same collective variable." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "stateA = paths.CVDefinedVolume(opA, 0.0, 0.2)\n", "stateB = paths.CVDefinedVolume(opB, 0.0, 0.2)\n", "stateC = paths.CVDefinedVolume(opC, 0.0, 0.2)\n", "\n", "interfacesA = paths.VolumeInterfaceSet(opA, 0.0, [0.2, 0.3, 0.4])\n", "interfacesB = paths.VolumeInterfaceSet(opB, 0.0, [0.2, 0.3, 0.4])\n", "interfacesC = paths.VolumeInterfaceSet(opC, 0.0, [0.2, 0.3, 0.4])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Build the MSTIS transition network\n", "\n", "Once we have the collective variables, states, and interfaces defined, we can create the entire transition network. In this one small piece of code, we create all the path ensembles needed for the simulation, organized into structures to assist with later analysis." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "ms_outers = paths.MSOuterTISInterface.from_lambdas(\n", " {ifaces: 0.5\n", " for ifaces in [interfacesA, interfacesB, interfacesC]}\n", ")\n", "mstis = paths.MSTISNetwork(\n", " [(stateA, interfacesA),\n", " (stateB, interfacesB),\n", " (stateC, interfacesC)],\n", " ms_outers=ms_outers\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bootstrap to fill all interfaces\n", "\n", "Now we actually run the bootstrapping calculation. The `full_bootstrap` function requires an initial snapshot in the state, and then it will generate trajectories satisfying TIS ensemble for the given interfaces. To fill all the ensembles in the MSTIS network, we need to do this once for each initial state." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DONE! Completed Bootstrapping cycle step 49 in ensemble 4/4.\n" ] } ], "source": [ "initA = toys.Snapshot(\n", " coordinates=np.array([[-0.5, -0.5]]), \n", " velocities=np.array([[1.0,0.0]]),\n", ")\n", "bootstrapA = paths.FullBootstrapping(\n", " transition=mstis.from_state[stateA],\n", " snapshot=initA,\n", " engine=toy_eng,\n", " forbidden_states=[stateB, stateC],\n", " extra_interfaces=[ms_outers.volume_for_interface_set(interfacesA)]\n", ")\n", "gsA = bootstrapA.run()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DONE! Completed Bootstrapping cycle step 56 in ensemble 3/3.\n" ] } ], "source": [ "initB = toys.Snapshot(\n", " coordinates=np.array([[0.5, -0.5]]), \n", " velocities=np.array([[-1.0,0.0]]),\n", ")\n", "\n", "bootstrapB = paths.FullBootstrapping(\n", " transition=mstis.from_state[stateB], \n", " snapshot=initB, \n", " engine=toy_eng,\n", " forbidden_states=[stateA, stateC]\n", ")\n", "gsB = bootstrapB.run()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DONE! Completed Bootstrapping cycle step 29 in ensemble 3/3.\n" ] } ], "source": [ "initC = toys.Snapshot(\n", " coordinates=np.array([[0.0, 0.4]]), \n", " velocities=np.array([[0.0,-0.5]]),\n", ")\n", "bootstrapC = paths.FullBootstrapping(\n", " transition=mstis.from_state[stateC], \n", " snapshot=initC, \n", " engine=toy_eng, \n", " forbidden_states=[stateA, stateB]\n", ")\n", "gsC = bootstrapC.run()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we've done that for all 3 states, let's look at the trajectories we generated." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot.plot([s.trajectory for s in gsA]+[s.trajectory for s in gsB]+[s.trajectory for s in gsC]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we join these into one `SampleSet`. The function `relabel_replicas_per_ensemble` ensures that the trajectory associated with each ensemble has a unique replica ID." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "total_sample_set = paths.SampleSet.relabel_replicas_per_ensemble(\n", " [gsA, gsB, gsC]\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Storing stuff\n", "\n", "Up to this point, we haven't stored anything in files. In other notebooks, a lot of the storage is done automatically. Here we'll show you how to store a few things manually. Instead of storing the entire bootstrapping history, we'll only store the final trajectories we get out.\n", "\n", "First we create a file. When we create it, the file also requires the `template` snapshot." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "storage = paths.Storage(\"mstis_bootstrap.nc\", \"w\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The storage will recursively store data, so storing `total_sample_set` leads to automatic storage of all the `Sample` objects in that sampleset, which in turn leads to storage of all the ensemble, trajectories, and snapshots.\n", "\n", "Since the path movers used in bootstrapping and the engine are not required for the sampleset, they would not be stored. We explicitly store the engine for later use, but we won't need the path movers, so we don't try to store them." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(store.engines[DynamicsEngine] : 1 object(s),\n", " 10,\n", " 312146789929318672826458068150699163670)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "storage.save(total_sample_set)\n", "storage.save(toy_eng)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can check to make sure that we actually have stored the objects that we claimed to store. There should be 0 pathmovers, 1 engine, 12 samples (4 samples from each of 3 transitions), and 1 sampleset. There will be some larger number of snapshots. There will also be a larger number of ensembles, because each ensemble is defined in terms of subensembles, each of which gets saved." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PathMovers: 0\n", "Engines: 1\n", "Samples: 10\n", "SampleSets: 1\n", "Snapshots: 732\n", "Ensembles: 120\n", "CollectiveVariables: 6\n" ] } ], "source": [ "print(\"PathMovers:\", len(storage.pathmovers))\n", "print(\"Engines:\", len(storage.engines))\n", "print(\"Samples:\", len(storage.samples))\n", "print(\"SampleSets:\", len(storage.samplesets))\n", "print(\"Snapshots:\", len(storage.snapshots))\n", "print(\"Ensembles:\", len(storage.ensembles))\n", "print(\"CollectiveVariables:\", len(storage.cvs))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we close the storage. Not strictly necessary, but a good habit." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "storage.close()" ] } ], "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" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": true, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 1 }